id	sid	tid	token	lemma	pos
dad-11372	1	1	dialogue	dialogue	PROPN
dad-11372	1	2	&	&	CCONJ
dad-11372	1	3	discourse	discourse	PROPN
dad-11372	1	4	11(2	11(2	NUM
dad-11372	1	5	)	)	PUNCT
dad-11372	1	6	(	(	PUNCT
dad-11372	1	7	2020	2020	NUM
dad-11372	1	8	)	)	PUNCT
dad-11372	1	9	1–33	1–33	NOUN
dad-11372	1	10	doi	doi	NOUN
dad-11372	1	11	:	:	PUNCT
dad-11372	1	12	10.5087	10.5087	NUM
dad-11372	1	13	/	/	SYM
dad-11372	1	14	dad.2020.201	dad.2020.201	VERB
dad-11372	1	15	a	a	DET
dad-11372	1	16	neural	neural	ADJ
dad-11372	1	17	approach	approach	NOUN
dad-11372	1	18	to	to	ADP
dad-11372	1	19	discourse	discourse	NOUN
dad-11372	1	20	relation	relation	NOUN
dad-11372	1	21	signal	signal	NOUN
dad-11372	1	22	detection	detection	NOUN
dad-11372	1	23	amir	amir	X
dad-11372	1	24	zeldes	zeldes	PROPN
dad-11372	1	25	amir.zeldes@georgetown.edu	amir.zeldes@georgetown.edu	PROPN
dad-11372	1	26	georgetown	georgetown	PROPN
dad-11372	1	27	university	university	PROPN
dad-11372	1	28	department	department	PROPN
dad-11372	1	29	of	of	ADP
dad-11372	1	30	linguistics	linguistics	PROPN
dad-11372	1	31	yang	yang	PROPN
dad-11372	1	32	(	(	PUNCT
dad-11372	1	33	janet	janet	PROPN
dad-11372	1	34	)	)	PUNCT
dad-11372	2	1	liu	liu	PROPN
dad-11372	2	2	yl879@georgetown.edu	yl879@georgetown.edu	PROPN
dad-11372	2	3	georgetown	georgetown	PROPN
dad-11372	2	4	university	university	PROPN
dad-11372	2	5	department	department	PROPN
dad-11372	2	6	of	of	ADP
dad-11372	2	7	linguistics	linguistics	PROPN
dad-11372	2	8	editor	editor	NOUN
dad-11372	2	9	:	:	PUNCT
dad-11372	2	10	amanda	amanda	PROPN
dad-11372	2	11	stent	stent	NOUN
dad-11372	2	12	submitted	submit	VERB
dad-11372	2	13	09/2019	09/2019	NOUN
dad-11372	2	14	;	;	PUNCT
dad-11372	2	15	accepted	accept	VERB
dad-11372	2	16	02/2020	02/2020	NOUN
dad-11372	2	17	;	;	PUNCT
dad-11372	2	18	published	publish	VERB
dad-11372	2	19	online	online	ADV
dad-11372	2	20	07/2020	07/2020	DET
dad-11372	2	21	abstract	abstract	ADJ
dad-11372	2	22	previous	previous	ADJ
dad-11372	2	23	data	data	NOUN
dad-11372	2	24	-	-	PUNCT
dad-11372	2	25	driven	drive	VERB
dad-11372	2	26	work	work	NOUN
dad-11372	2	27	investigating	investigate	VERB
dad-11372	2	28	the	the	DET
dad-11372	2	29	types	type	NOUN
dad-11372	2	30	and	and	CCONJ
dad-11372	2	31	distributions	distribution	NOUN
dad-11372	2	32	of	of	ADP
dad-11372	2	33	discourse	discourse	NOUN
dad-11372	2	34	relation	relation	NOUN
dad-11372	2	35	signals	signal	NOUN
dad-11372	2	36	,	,	PUNCT
dad-11372	2	37	including	include	VERB
dad-11372	2	38	discourse	discourse	NOUN
dad-11372	2	39	markers	marker	NOUN
dad-11372	2	40	such	such	ADJ
dad-11372	2	41	as	as	ADP
dad-11372	2	42	‘	'	PUNCT
dad-11372	2	43	however	however	ADV
dad-11372	2	44	’	'	PUNCT
dad-11372	2	45	or	or	CCONJ
dad-11372	2	46	phrases	phrase	NOUN
dad-11372	2	47	such	such	ADJ
dad-11372	2	48	as	as	ADP
dad-11372	2	49	‘	'	PUNCT
dad-11372	2	50	as	as	ADP
dad-11372	2	51	a	a	DET
dad-11372	2	52	result	result	NOUN
dad-11372	2	53	’	'	PUNCT
dad-11372	2	54	has	have	AUX
dad-11372	2	55	focused	focus	VERB
dad-11372	2	56	on	on	ADP
dad-11372	2	57	the	the	DET
dad-11372	2	58	relative	relative	ADJ
dad-11372	2	59	frequencies	frequency	NOUN
dad-11372	2	60	of	of	ADP
dad-11372	2	61	signal	signal	ADJ
dad-11372	2	62	words	word	NOUN
dad-11372	2	63	within	within	ADP
dad-11372	2	64	and	and	CCONJ
dad-11372	2	65	outside	outside	ADJ
dad-11372	2	66	text	text	NOUN
dad-11372	2	67	from	from	ADP
dad-11372	2	68	each	each	DET
dad-11372	2	69	discourse	discourse	NOUN
dad-11372	2	70	relation	relation	NOUN
dad-11372	2	71	.	.	PUNCT
dad-11372	3	1	such	such	ADJ
dad-11372	3	2	approaches	approach	NOUN
dad-11372	3	3	do	do	AUX
dad-11372	3	4	not	not	PART
dad-11372	3	5	allow	allow	VERB
dad-11372	3	6	us	we	PRON
dad-11372	3	7	to	to	PART
dad-11372	3	8	quantify	quantify	VERB
dad-11372	3	9	the	the	DET
dad-11372	3	10	signaling	signal	VERB
dad-11372	3	11	strength	strength	NOUN
dad-11372	3	12	of	of	ADP
dad-11372	3	13	individual	individual	ADJ
dad-11372	3	14	instances	instance	NOUN
dad-11372	3	15	of	of	ADP
dad-11372	3	16	a	a	DET
dad-11372	3	17	signal	signal	NOUN
dad-11372	3	18	on	on	ADP
dad-11372	3	19	a	a	DET
dad-11372	3	20	scale	scale	NOUN
dad-11372	3	21	(	(	PUNCT
dad-11372	3	22	e.g.	e.g.	ADV
dad-11372	3	23	more	more	ADJ
dad-11372	3	24	or	or	CCONJ
dad-11372	3	25	less	less	ADV
dad-11372	3	26	discourse	discourse	NOUN
dad-11372	3	27	-	-	PUNCT
dad-11372	3	28	relevant	relevant	ADJ
dad-11372	3	29	instances	instance	NOUN
dad-11372	3	30	of	of	ADP
dad-11372	3	31	‘	'	PUNCT
dad-11372	3	32	and	and	CCONJ
dad-11372	3	33	’	'	PUNCT
dad-11372	3	34	)	)	PUNCT
dad-11372	3	35	,	,	PUNCT
dad-11372	3	36	to	to	PART
dad-11372	3	37	assess	assess	VERB
dad-11372	3	38	the	the	DET
dad-11372	3	39	distribution	distribution	NOUN
dad-11372	3	40	of	of	ADP
dad-11372	3	41	ambiguity	ambiguity	NOUN
dad-11372	3	42	for	for	ADP
dad-11372	3	43	signals	signal	NOUN
dad-11372	3	44	,	,	PUNCT
dad-11372	3	45	or	or	CCONJ
dad-11372	3	46	to	to	PART
dad-11372	3	47	identify	identify	VERB
dad-11372	3	48	words	word	NOUN
dad-11372	3	49	that	that	PRON
dad-11372	3	50	hinder	hinder	VERB
dad-11372	3	51	discourse	discourse	NOUN
dad-11372	3	52	relation	relation	NOUN
dad-11372	3	53	identification	identification	NOUN
dad-11372	3	54	in	in	ADP
dad-11372	3	55	context	context	NOUN
dad-11372	3	56	(	(	PUNCT
dad-11372	3	57	‘	'	PUNCT
dad-11372	3	58	anti	anti	ADJ
dad-11372	3	59	-	-	NOUN
dad-11372	3	60	signals	signal	NOUN
dad-11372	3	61	’	'	PUNCT
dad-11372	3	62	or	or	CCONJ
dad-11372	3	63	‘	'	PUNCT
dad-11372	3	64	distractors	distractor	NOUN
dad-11372	3	65	’	'	PUNCT
dad-11372	3	66	)	)	PUNCT
dad-11372	3	67	.	.	PUNCT
dad-11372	4	1	in	in	ADP
dad-11372	4	2	this	this	DET
dad-11372	4	3	paper	paper	NOUN
dad-11372	4	4	we	we	PRON
dad-11372	4	5	present	present	VERB
dad-11372	4	6	a	a	DET
dad-11372	4	7	data	data	NOUN
dad-11372	4	8	-	-	PUNCT
dad-11372	4	9	driven	drive	VERB
dad-11372	4	10	approach	approach	NOUN
dad-11372	4	11	to	to	PART
dad-11372	4	12	signal	signal	VERB
dad-11372	4	13	detection	detection	NOUN
dad-11372	4	14	using	use	VERB
dad-11372	4	15	a	a	DET
dad-11372	4	16	distantly	distantly	ADV
dad-11372	4	17	supervised	supervise	VERB
dad-11372	4	18	neural	neural	ADJ
dad-11372	4	19	network	network	NOUN
dad-11372	4	20	and	and	CCONJ
dad-11372	4	21	develop	develop	VERB
dad-11372	4	22	a	a	DET
dad-11372	4	23	metric	metric	ADJ
dad-11372	4	24	,	,	PUNCT
dad-11372	4	25	∆s	∆s	NOUN
dad-11372	4	26	(	(	PUNCT
dad-11372	4	27	or	or	CCONJ
dad-11372	4	28	‘	'	PUNCT
dad-11372	4	29	delta	delta	NOUN
dad-11372	4	30	-	-	PUNCT
dad-11372	4	31	softmax	softmax	NOUN
dad-11372	4	32	’	'	PUNCT
dad-11372	4	33	)	)	PUNCT
dad-11372	4	34	,	,	PUNCT
dad-11372	4	35	to	to	PART
dad-11372	4	36	quantify	quantify	VERB
dad-11372	4	37	signaling	signal	VERB
dad-11372	4	38	strength	strength	NOUN
dad-11372	4	39	.	.	PUNCT
dad-11372	5	1	ranging	range	VERB
dad-11372	5	2	between	between	ADP
dad-11372	5	3	-1	-1	PUNCT
dad-11372	5	4	and	and	CCONJ
dad-11372	5	5	1	1	NUM
dad-11372	5	6	and	and	CCONJ
dad-11372	5	7	relying	rely	VERB
dad-11372	5	8	on	on	ADP
dad-11372	5	9	recent	recent	ADJ
dad-11372	5	10	advances	advance	NOUN
dad-11372	5	11	in	in	ADP
dad-11372	5	12	contextualized	contextualized	ADJ
dad-11372	5	13	words	word	NOUN
dad-11372	5	14	embeddings	embedding	NOUN
dad-11372	5	15	,	,	PUNCT
dad-11372	5	16	the	the	DET
dad-11372	5	17	metric	metric	NOUN
dad-11372	5	18	represents	represent	VERB
dad-11372	5	19	each	each	DET
dad-11372	5	20	word	word	NOUN
dad-11372	5	21	’s	’s	PART
dad-11372	5	22	positive	positive	ADJ
dad-11372	5	23	or	or	CCONJ
dad-11372	5	24	negative	negative	ADJ
dad-11372	5	25	contribution	contribution	NOUN
dad-11372	5	26	to	to	ADP
dad-11372	5	27	the	the	DET
dad-11372	5	28	identifiability	identifiability	NOUN
dad-11372	5	29	of	of	ADP
dad-11372	5	30	a	a	DET
dad-11372	5	31	relation	relation	NOUN
dad-11372	5	32	in	in	ADP
dad-11372	5	33	specific	specific	ADJ
dad-11372	5	34	instances	instance	NOUN
dad-11372	5	35	in	in	ADP
dad-11372	5	36	context	context	NOUN
dad-11372	5	37	.	.	PUNCT
dad-11372	6	1	based	base	VERB
dad-11372	6	2	on	on	ADP
dad-11372	6	3	an	an	DET
dad-11372	6	4	english	english	ADJ
dad-11372	6	5	corpus	corpus	NOUN
dad-11372	6	6	annotated	annotate	VERB
dad-11372	6	7	for	for	ADP
dad-11372	6	8	discourse	discourse	NOUN
dad-11372	6	9	relations	relation	NOUN
dad-11372	6	10	using	use	VERB
dad-11372	6	11	rhetorical	rhetorical	ADJ
dad-11372	6	12	structure	structure	NOUN
dad-11372	6	13	theory	theory	NOUN
dad-11372	6	14	and	and	CCONJ
dad-11372	6	15	signal	signal	ADJ
dad-11372	6	16	type	type	NOUN
dad-11372	6	17	annotations	annotation	NOUN
dad-11372	6	18	anchored	anchor	VERB
dad-11372	6	19	to	to	ADP
dad-11372	6	20	specific	specific	ADJ
dad-11372	6	21	tokens	token	NOUN
dad-11372	6	22	,	,	PUNCT
dad-11372	6	23	our	our	PRON
dad-11372	6	24	analysis	analysis	NOUN
dad-11372	6	25	examines	examine	VERB
dad-11372	6	26	the	the	DET
dad-11372	6	27	reliability	reliability	NOUN
dad-11372	6	28	of	of	ADP
dad-11372	6	29	the	the	DET
dad-11372	6	30	metric	metric	NOUN
dad-11372	6	31	,	,	PUNCT
dad-11372	6	32	the	the	DET
dad-11372	6	33	places	place	NOUN
dad-11372	6	34	where	where	SCONJ
dad-11372	6	35	it	it	PRON
dad-11372	6	36	overlaps	overlap	VERB
dad-11372	6	37	with	with	ADP
dad-11372	6	38	and	and	CCONJ
dad-11372	6	39	differs	differ	VERB
dad-11372	6	40	from	from	ADP
dad-11372	6	41	human	human	ADJ
dad-11372	6	42	judgments	judgment	NOUN
dad-11372	6	43	,	,	PUNCT
dad-11372	6	44	and	and	CCONJ
dad-11372	6	45	the	the	DET
dad-11372	6	46	implications	implication	NOUN
dad-11372	6	47	for	for	ADP
dad-11372	6	48	identifying	identify	VERB
dad-11372	6	49	features	feature	NOUN
dad-11372	6	50	that	that	SCONJ
dad-11372	6	51	neural	neural	ADJ
dad-11372	6	52	models	model	NOUN
dad-11372	6	53	may	may	AUX
dad-11372	6	54	need	need	VERB
dad-11372	6	55	in	in	ADP
dad-11372	6	56	order	order	NOUN
dad-11372	6	57	to	to	PART
dad-11372	6	58	perform	perform	VERB
dad-11372	6	59	better	well	ADV
dad-11372	6	60	on	on	ADP
dad-11372	6	61	automatic	automatic	ADJ
dad-11372	6	62	discourse	discourse	NOUN
dad-11372	6	63	relation	relation	NOUN
dad-11372	6	64	classification	classification	NOUN
dad-11372	6	65	.	.	PUNCT
dad-11372	7	1	keywords	keyword	NOUN
dad-11372	7	2	:	:	PUNCT
dad-11372	7	3	rst	rst	ADJ
dad-11372	7	4	,	,	PUNCT
dad-11372	7	5	signaling	signaling	ADJ
dad-11372	7	6	,	,	PUNCT
dad-11372	7	7	discourse	discourse	NOUN
dad-11372	7	8	markers	marker	NOUN
dad-11372	7	9	,	,	PUNCT
dad-11372	7	10	neural	neural	ADJ
dad-11372	7	11	network	network	NOUN
dad-11372	7	12	,	,	PUNCT
dad-11372	7	13	contextual	contextual	ADJ
dad-11372	7	14	embeddings	embedding	NOUN
dad-11372	7	15	,	,	PUNCT
dad-11372	7	16	connective	connective	ADJ
dad-11372	7	17	detection	detection	NOUN
dad-11372	7	18	,	,	PUNCT
dad-11372	7	19	signal	signal	NOUN
dad-11372	7	20	strength	strength	NOUN
dad-11372	7	21	metric	metric	NOUN
dad-11372	7	22	,	,	PUNCT
dad-11372	7	23	delta	delta	PROPN
dad-11372	7	24	s	s	PART
dad-11372	7	25	,	,	PUNCT
dad-11372	7	26	rnn	rnn	VERB
dad-11372	7	27	1	1	NUM
dad-11372	7	28	.	.	PUNCT
dad-11372	8	1	introduction	introduction	NOUN
dad-11372	8	2	the	the	DET
dad-11372	8	3	development	development	NOUN
dad-11372	8	4	of	of	ADP
dad-11372	8	5	formal	formal	ADJ
dad-11372	8	6	frameworks	framework	NOUN
dad-11372	8	7	for	for	ADP
dad-11372	8	8	the	the	DET
dad-11372	8	9	analysis	analysis	NOUN
dad-11372	8	10	of	of	ADP
dad-11372	8	11	discourse	discourse	NOUN
dad-11372	8	12	relations	relation	NOUN
dad-11372	8	13	has	have	AUX
dad-11372	8	14	long	long	ADV
dad-11372	8	15	gone	go	VERB
dad-11372	8	16	hand	hand	NOUN
dad-11372	8	17	in	in	ADP
dad-11372	8	18	hand	hand	NOUN
dad-11372	8	19	with	with	ADP
dad-11372	8	20	work	work	NOUN
dad-11372	8	21	on	on	ADP
dad-11372	8	22	signaling	signal	VERB
dad-11372	8	23	devices	device	NOUN
dad-11372	8	24	.	.	PUNCT
dad-11372	9	1	the	the	DET
dad-11372	9	2	analysis	analysis	NOUN
dad-11372	9	3	of	of	ADP
dad-11372	9	4	discourse	discourse	NOUN
dad-11372	9	5	relations	relation	NOUN
dad-11372	9	6	is	be	AUX
dad-11372	9	7	also	also	ADV
dad-11372	9	8	closely	closely	ADV
dad-11372	9	9	tied	tie	VERB
dad-11372	9	10	to	to	ADP
dad-11372	9	11	what	what	PRON
dad-11372	9	12	a	a	DET
dad-11372	9	13	discourse	discourse	NOUN
dad-11372	9	14	structure	structure	NOUN
dad-11372	9	15	should	should	AUX
dad-11372	9	16	look	look	VERB
dad-11372	9	17	like	like	ADP
dad-11372	9	18	and	and	CCONJ
dad-11372	9	19	what	what	DET
dad-11372	9	20	discourse	discourse	NOUN
dad-11372	9	21	goals	goal	NOUN
dad-11372	9	22	should	should	AUX
dad-11372	9	23	be	be	AUX
dad-11372	9	24	fulfilled	fulfil	VERB
dad-11372	9	25	in	in	ADP
dad-11372	9	26	relation	relation	NOUN
dad-11372	9	27	to	to	ADP
dad-11372	9	28	the	the	DET
dad-11372	9	29	interpretation	interpretation	NOUN
dad-11372	9	30	of	of	ADP
dad-11372	9	31	discourse	discourse	NOUN
dad-11372	9	32	relations	relation	NOUN
dad-11372	9	33	(	(	PUNCT
dad-11372	9	34	roberts	roberts	PROPN
dad-11372	9	35	,	,	PUNCT
dad-11372	9	36	2012	2012	NUM
dad-11372	9	37	)	)	PUNCT
dad-11372	9	38	.	.	PUNCT
dad-11372	10	1	earlier	early	ADJ
dad-11372	10	2	work	work	VERB
dad-11372	10	3	on	on	ADP
dad-11372	10	4	the	the	DET
dad-11372	10	5	establishment	establishment	NOUN
dad-11372	10	6	of	of	ADP
dad-11372	10	7	inventories	inventory	NOUN
dad-11372	10	8	of	of	ADP
dad-11372	10	9	discourse	discourse	NOUN
dad-11372	10	10	relations	relation	NOUN
dad-11372	10	11	and	and	CCONJ
dad-11372	10	12	their	their	PRON
dad-11372	10	13	formalization	formalization	NOUN
dad-11372	10	14	(	(	PUNCT
dad-11372	10	15	hovy	hovy	ADV
dad-11372	10	16	and	and	CCONJ
dad-11372	10	17	maier	maier	PROPN
dad-11372	10	18	1993	1993	NUM
dad-11372	10	19	,	,	PUNCT
dad-11372	10	20	knott	knott	PROPN
dad-11372	10	21	and	and	CCONJ
dad-11372	10	22	dale	dale	PROPN
dad-11372	10	23	1994	1994	NUM
dad-11372	10	24	,	,	PUNCT
dad-11372	10	25	knott	knott	PROPN
dad-11372	10	26	1996	1996	NUM
dad-11372	10	27	,	,	PUNCT
dad-11372	10	28	knott	knott	PROPN
dad-11372	10	29	and	and	CCONJ
dad-11372	10	30	sanders	sanders	PROPN
dad-11372	10	31	1998	1998	NUM
dad-11372	10	32	,	,	PUNCT
dad-11372	10	33	webber	webber	PROPN
dad-11372	10	34	and	and	CCONJ
dad-11372	10	35	joshi	joshi	PROPN
dad-11372	10	36	1998	1998	NUM
dad-11372	10	37	,	,	PUNCT
dad-11372	10	38	fraser	fraser	PROPN
dad-11372	10	39	1999	1999	NUM
dad-11372	10	40	)	)	PUNCT
dad-11372	10	41	relied	rely	VERB
dad-11372	10	42	on	on	ADP
dad-11372	10	43	the	the	DET
dad-11372	10	44	existence	existence	NOUN
dad-11372	10	45	of	of	ADP
dad-11372	10	46	‘	'	PUNCT
dad-11372	10	47	discourse	discourse	NOUN
dad-11372	10	48	markers	marker	NOUN
dad-11372	10	49	’	'	PUNCT
dad-11372	10	50	(	(	PUNCT
dad-11372	10	51	dms	dms	NOUN
dad-11372	10	52	)	)	PUNCT
dad-11372	10	53	or	or	CCONJ
dad-11372	10	54	‘	'	PUNCT
dad-11372	10	55	connectives	connective	NOUN
dad-11372	10	56	’	'	PUNCT
dad-11372	10	57	,	,	PUNCT
dad-11372	10	58	including	include	VERB
dad-11372	10	59	conjunctions	conjunction	NOUN
dad-11372	10	60	such	such	ADJ
dad-11372	10	61	as	as	ADP
dad-11372	10	62	because	because	SCONJ
dad-11372	10	63	or	or	CCONJ
dad-11372	10	64	if	if	SCONJ
dad-11372	10	65	,	,	PUNCT
dad-11372	10	66	adverbials	adverbial	NOUN
dad-11372	10	67	such	such	ADJ
dad-11372	10	68	as	as	ADP
dad-11372	10	69	however	however	ADV
dad-11372	10	70	or	or	CCONJ
dad-11372	10	71	as	as	ADP
dad-11372	10	72	a	a	DET
dad-11372	10	73	result	result	NOUN
dad-11372	10	74	,	,	PUNCT
dad-11372	10	75	and	and	CCONJ
dad-11372	10	76	coordinations	coordination	NOUN
dad-11372	10	77	such	such	ADJ
dad-11372	10	78	as	as	ADP
dad-11372	10	79	but	but	CCONJ
dad-11372	10	80	,	,	PUNCT
dad-11372	10	81	to	to	PART
dad-11372	10	82	identify	identify	VERB
dad-11372	10	83	and	and	CCONJ
dad-11372	10	84	distinguish	distinguish	VERB
dad-11372	10	85	relations	relation	NOUN
dad-11372	10	86	such	such	ADJ
dad-11372	10	87	as	as	ADP
dad-11372	10	88	condition	condition	NOUN
dad-11372	10	89	in	in	ADP
dad-11372	10	90	(	(	PUNCT
dad-11372	10	91	1	1	NUM
dad-11372	10	92	)	)	PUNCT
dad-11372	10	93	,	,	PUNCT
dad-11372	10	94	concession	concession	NOUN
dad-11372	10	95	in	in	ADP
dad-11372	10	96	(	(	PUNCT
dad-11372	10	97	2	2	NUM
dad-11372	10	98	)	)	PUNCT
dad-11372	10	99	,	,	PUNCT
dad-11372	10	100	cause	cause	VERB
dad-11372	10	101	in	in	ADP
dad-11372	10	102	(	(	PUNCT
dad-11372	10	103	3	3	NUM
dad-11372	10	104	)	)	PUNCT
dad-11372	10	105	,	,	PUNCT
dad-11372	10	106	or	or	CCONJ
dad-11372	10	107	contrast	contrast	NOUN
dad-11372	10	108	,	,	PUNCT
dad-11372	10	109	result	result	NOUN
dad-11372	10	110	etc	etc	X
dad-11372	10	111	.	.	X
dad-11372	10	112	,	,	PUNCT
dad-11372	10	113	depending	depend	VERB
dad-11372	10	114	on	on	ADP
dad-11372	10	115	the	the	DET
dad-11372	10	116	postulated	postulate	VERB
dad-11372	10	117	inventory	inventory	NOUN
dad-11372	10	118	of	of	ADP
dad-11372	10	119	relations	relation	NOUN
dad-11372	10	120	(	(	PUNCT
dad-11372	10	121	signals	signal	NOUN
dad-11372	10	122	for	for	ADP
dad-11372	10	123	these	these	DET
dad-11372	10	124	relations	relation	NOUN
dad-11372	10	125	as	as	SCONJ
dad-11372	10	126	identified	identify	VERB
dad-11372	10	127	by	by	ADP
dad-11372	10	128	c	c	PROPN
dad-11372	10	129	©	©	PROPN
dad-11372	10	130	2020	2020	NUM
dad-11372	10	131	amir	amir	X
dad-11372	10	132	zeldes	zelde	NOUN
dad-11372	10	133	,	,	PUNCT
dad-11372	10	134	yang	yang	PROPN
dad-11372	10	135	(	(	PUNCT
dad-11372	11	1	janet	janet	PROPN
dad-11372	11	2	)	)	PUNCT
dad-11372	11	3	liu	liu	PROPN
dad-11372	11	4	this	this	PRON
dad-11372	11	5	is	be	AUX
dad-11372	11	6	an	an	DET
dad-11372	11	7	open	open	ADJ
dad-11372	11	8	-	-	PUNCT
dad-11372	11	9	access	access	NOUN
dad-11372	11	10	article	article	NOUN
dad-11372	11	11	distributed	distribute	VERB
dad-11372	11	12	under	under	ADP
dad-11372	11	13	the	the	DET
dad-11372	11	14	terms	term	NOUN
dad-11372	11	15	of	of	ADP
dad-11372	11	16	a	a	DET
dad-11372	11	17	creative	creative	ADJ
dad-11372	11	18	commons	common	NOUN
dad-11372	11	19	attribution	attribution	NOUN
dad-11372	11	20	license	license	NOUN
dad-11372	11	21	(	(	PUNCT
dad-11372	11	22	http	http	NOUN
dad-11372	11	23	:	:	PUNCT
dad-11372	11	24	//creativecommons.org	//creativecommons.org	SYM
dad-11372	11	25	/	/	SYM
dad-11372	11	26	licenses	license	NOUN
dad-11372	11	27	/	/	SYM
dad-11372	11	28	by/3.0/	by/3.0/	NOUN
dad-11372	11	29	)	)	PUNCT
dad-11372	11	30	.	.	PUNCT
dad-11372	12	1	zeldes	zelde	NOUN
dad-11372	12	2	and	and	CCONJ
dad-11372	12	3	liu	liu	PROPN
dad-11372	12	4	human	human	PROPN
dad-11372	12	5	analysts	analyst	NOUN
dad-11372	12	6	are	be	AUX
dad-11372	12	7	given	give	VERB
dad-11372	12	8	in	in	ADP
dad-11372	12	9	bold	bold	ADJ
dad-11372	12	10	;	;	PUNCT
dad-11372	12	11	examples	example	NOUN
dad-11372	12	12	come	come	VERB
dad-11372	12	13	from	from	ADP
dad-11372	12	14	the	the	DET
dad-11372	12	15	gum	gum	NOUN
dad-11372	12	16	corpus	corpus	NOUN
dad-11372	12	17	(	(	PUNCT
dad-11372	12	18	zeldes	zelde	NOUN
dad-11372	12	19	,	,	PUNCT
dad-11372	12	20	2017	2017	NUM
dad-11372	12	21	)	)	PUNCT
dad-11372	12	22	,	,	PUNCT
dad-11372	12	23	presented	present	VERB
dad-11372	12	24	in	in	ADP
dad-11372	12	25	section	section	NOUN
dad-11372	12	26	3	3	NUM
dad-11372	12	27	)	)	PUNCT
dad-11372	12	28	.	.	PUNCT
dad-11372	13	1	(	(	PUNCT
dad-11372	13	2	1	1	X
dad-11372	13	3	)	)	PUNCT
dad-11372	13	4	[	[	X
dad-11372	13	5	if	if	SCONJ
dad-11372	13	6	you	you	PRON
dad-11372	13	7	work	work	VERB
dad-11372	13	8	for	for	ADP
dad-11372	13	9	a	a	DET
dad-11372	13	10	company,]condition	company,]condition	NOUN
dad-11372	13	11	[	[	X
dad-11372	13	12	they	they	PRON
dad-11372	13	13	pay	pay	VERB
dad-11372	13	14	you	you	PRON
dad-11372	13	15	that	that	DET
dad-11372	13	16	money	money	NOUN
dad-11372	13	17	.	.	PUNCT
dad-11372	13	18	]	]	PUNCT
dad-11372	14	1	(	(	PUNCT
dad-11372	14	2	2	2	X
dad-11372	14	3	)	)	PUNCT
dad-11372	14	4	[	[	X
dad-11372	14	5	albeit	albeit	SCONJ
dad-11372	14	6	limited,]concession	limited,]concession	NOUN
dad-11372	14	7	[	[	X
dad-11372	14	8	these	these	DET
dad-11372	14	9	results	result	NOUN
dad-11372	14	10	provide	provide	VERB
dad-11372	14	11	valuable	valuable	ADJ
dad-11372	14	12	insight	insight	NOUN
dad-11372	14	13	into	into	ADP
dad-11372	14	14	si	si	PROPN
dad-11372	14	15	interpretation	interpretation	NOUN
dad-11372	14	16	by	by	ADP
dad-11372	14	17	chitonga	chitonga	NOUN
dad-11372	14	18	-	-	PUNCT
dad-11372	14	19	speaking	speak	VERB
dad-11372	14	20	children	child	NOUN
dad-11372	14	21	.	.	PUNCT
dad-11372	15	1	]	]	PUNCT
dad-11372	16	1	(	(	PUNCT
dad-11372	16	2	3	3	X
dad-11372	16	3	)	)	PUNCT
dad-11372	16	4	[	[	PUNCT
dad-11372	16	5	not	not	PART
dad-11372	16	6	all	all	PRON
dad-11372	16	7	would	would	AUX
dad-11372	16	8	have	have	AUX
dad-11372	16	9	been	be	AUX
dad-11372	16	10	interviewed	interview	VERB
dad-11372	16	11	at	at	ADP
dad-11372	16	12	wave	wave	NOUN
dad-11372	16	13	3	3	NUM
dad-11372	16	14	]	]	PUNCT
dad-11372	17	1	[	[	X
dad-11372	17	2	due	due	ADP
dad-11372	17	3	to	to	ADP
dad-11372	17	4	differential	differential	ADJ
dad-11372	17	5	patterns	pattern	NOUN
dad-11372	17	6	of	of	ADP
dad-11372	17	7	temporary	temporary	ADJ
dad-11372	17	8	attrition]cause	attrition]cause	PROPN
dad-11372	17	9	the	the	DET
dad-11372	17	10	same	same	ADJ
dad-11372	17	11	reasoning	reasoning	NOUN
dad-11372	17	12	of	of	ADP
dad-11372	17	13	identifying	identify	VERB
dad-11372	17	14	relations	relation	NOUN
dad-11372	17	15	based	base	VERB
dad-11372	17	16	on	on	ADP
dad-11372	17	17	overt	overt	ADJ
dad-11372	17	18	signals	signal	NOUN
dad-11372	17	19	has	have	AUX
dad-11372	17	20	been	be	AUX
dad-11372	17	21	applied	apply	VERB
dad-11372	17	22	to	to	ADP
dad-11372	17	23	the	the	DET
dad-11372	17	24	comparison	comparison	NOUN
dad-11372	17	25	of	of	ADP
dad-11372	17	26	discourse	discourse	NOUN
dad-11372	17	27	relations	relation	NOUN
dad-11372	17	28	across	across	ADP
dad-11372	17	29	languages	language	NOUN
dad-11372	17	30	,	,	PUNCT
dad-11372	17	31	by	by	ADP
dad-11372	17	32	comparing	compare	VERB
dad-11372	17	33	inventories	inventory	NOUN
dad-11372	17	34	of	of	ADP
dad-11372	17	35	similar	similar	ADJ
dad-11372	17	36	function	function	NOUN
dad-11372	17	37	words	word	NOUN
dad-11372	17	38	cross	cross	ADJ
dad-11372	17	39	-	-	ADJ
dad-11372	17	40	linguistically	linguistically	ADV
dad-11372	17	41	(	(	PUNCT
dad-11372	17	42	taboada	taboada	NOUN
dad-11372	17	43	and	and	CCONJ
dad-11372	17	44	de	de	PROPN
dad-11372	17	45	los	los	PROPN
dad-11372	17	46	ángeles	ángeles	PROPN
dad-11372	17	47	gómez	gómez	NOUN
dad-11372	17	48	-	-	PUNCT
dad-11372	17	49	gonzález	gonzález	NOUN
dad-11372	17	50	2012	2012	NUM
dad-11372	17	51	,	,	PUNCT
dad-11372	17	52	versley	versley	NOUN
dad-11372	17	53	and	and	CCONJ
dad-11372	17	54	gastel	gastel	NOUN
dad-11372	17	55	2013	2013	NUM
dad-11372	17	56	)	)	PUNCT
dad-11372	17	57	;	;	PUNCT
dad-11372	17	58	and	and	CCONJ
dad-11372	17	59	the	the	DET
dad-11372	17	60	annotation	annotation	NOUN
dad-11372	17	61	guidelines	guideline	NOUN
dad-11372	17	62	of	of	ADP
dad-11372	17	63	prominent	prominent	ADJ
dad-11372	17	64	contemporary	contemporary	ADJ
dad-11372	17	65	corpora	corpora	NOUN
dad-11372	17	66	rely	rely	NOUN
dad-11372	17	67	on	on	ADP
dad-11372	17	68	such	such	ADJ
dad-11372	17	69	markers	marker	NOUN
dad-11372	17	70	as	as	ADV
dad-11372	17	71	well	well	ADV
dad-11372	17	72	:	:	PUNCT
dad-11372	17	73	for	for	ADP
dad-11372	17	74	instance	instance	NOUN
dad-11372	17	75	,	,	PUNCT
dad-11372	17	76	the	the	DET
dad-11372	17	77	penn	penn	PROPN
dad-11372	17	78	discourse	discourse	PROPN
dad-11372	17	79	treebank	treebank	PROPN
dad-11372	17	80	(	(	PUNCT
dad-11372	17	81	see	see	VERB
dad-11372	17	82	prasad	prasad	PROPN
dad-11372	17	83	et	et	PROPN
dad-11372	17	84	al	al	PROPN
dad-11372	17	85	.	.	PROPN
dad-11372	17	86	2008	2008	NUM
dad-11372	17	87	)	)	PUNCT
dad-11372	17	88	explicitly	explicitly	ADV
dad-11372	17	89	refers	refer	VERB
dad-11372	17	90	to	to	ADP
dad-11372	17	91	either	either	CCONJ
dad-11372	17	92	the	the	DET
dad-11372	17	93	presence	presence	NOUN
dad-11372	17	94	of	of	ADP
dad-11372	17	95	dms	dms	PROPN
dad-11372	17	96	or	or	CCONJ
dad-11372	17	97	the	the	DET
dad-11372	17	98	possibility	possibility	NOUN
dad-11372	17	99	of	of	ADP
dad-11372	17	100	their	their	PRON
dad-11372	17	101	insertion	insertion	NOUN
dad-11372	17	102	in	in	ADP
dad-11372	17	103	cases	case	NOUN
dad-11372	17	104	of	of	ADP
dad-11372	17	105	implicit	implicit	ADJ
dad-11372	17	106	discourse	discourse	NOUN
dad-11372	17	107	relations	relation	NOUN
dad-11372	17	108	,	,	PUNCT
dad-11372	17	109	and	and	CCONJ
dad-11372	17	110	dm	dm	VERB
dad-11372	17	111	analysis	analysis	NOUN
dad-11372	17	112	in	in	ADP
dad-11372	17	113	rhetorical	rhetorical	ADJ
dad-11372	17	114	structure	structure	NOUN
dad-11372	17	115	theory	theory	NOUN
dad-11372	17	116	(	(	PUNCT
dad-11372	17	117	mann	mann	PROPN
dad-11372	17	118	and	and	CCONJ
dad-11372	17	119	thompson	thompson	PROPN
dad-11372	17	120	,	,	PUNCT
dad-11372	17	121	1988	1988	NUM
dad-11372	17	122	)	)	PUNCT
dad-11372	17	123	has	have	AUX
dad-11372	17	124	also	also	ADV
dad-11372	17	125	shown	show	VERB
dad-11372	17	126	the	the	DET
dad-11372	17	127	important	important	ADJ
dad-11372	17	128	role	role	NOUN
dad-11372	17	129	of	of	ADP
dad-11372	17	130	dms	dms	NOUN
dad-11372	17	131	as	as	ADP
dad-11372	17	132	signals	signal	NOUN
dad-11372	17	133	of	of	ADP
dad-11372	17	134	discourse	discourse	NOUN
dad-11372	17	135	relations	relation	NOUN
dad-11372	17	136	at	at	ADP
dad-11372	17	137	all	all	DET
dad-11372	17	138	hierarchical	hierarchical	ADJ
dad-11372	17	139	levels	level	NOUN
dad-11372	17	140	of	of	ADP
dad-11372	17	141	discourse	discourse	NOUN
dad-11372	17	142	analysis	analysis	NOUN
dad-11372	17	143	(	(	PUNCT
dad-11372	17	144	das	das	PROPN
dad-11372	17	145	and	and	CCONJ
dad-11372	17	146	taboada	taboada	NOUN
dad-11372	17	147	,	,	PUNCT
dad-11372	17	148	2017	2017	NUM
dad-11372	17	149	)	)	PUNCT
dad-11372	17	150	.	.	PUNCT
dad-11372	18	1	at	at	ADP
dad-11372	18	2	the	the	DET
dad-11372	18	3	same	same	ADJ
dad-11372	18	4	time	time	NOUN
dad-11372	18	5	,	,	PUNCT
dad-11372	18	6	research	research	NOUN
dad-11372	18	7	over	over	ADP
dad-11372	18	8	the	the	DET
dad-11372	18	9	past	past	ADJ
dad-11372	18	10	two	two	NUM
dad-11372	18	11	decades	decade	NOUN
dad-11372	18	12	analyzing	analyze	VERB
dad-11372	18	13	the	the	DET
dad-11372	18	14	full	full	ADJ
dad-11372	18	15	range	range	NOUN
dad-11372	18	16	of	of	ADP
dad-11372	18	17	possible	possible	ADJ
dad-11372	18	18	cues	cue	NOUN
dad-11372	18	19	that	that	SCONJ
dad-11372	18	20	humans	human	NOUN
dad-11372	18	21	use	use	VERB
dad-11372	18	22	to	to	PART
dad-11372	18	23	identify	identify	VERB
dad-11372	18	24	the	the	DET
dad-11372	18	25	presence	presence	NOUN
dad-11372	18	26	of	of	ADP
dad-11372	18	27	discourse	discourse	NOUN
dad-11372	18	28	relations	relation	NOUN
dad-11372	18	29	has	have	AUX
dad-11372	18	30	suggested	suggest	VERB
dad-11372	18	31	that	that	SCONJ
dad-11372	18	32	classic	classic	ADJ
dad-11372	18	33	dms	dm	NOUN
dad-11372	18	34	such	such	ADJ
dad-11372	18	35	as	as	ADP
dad-11372	18	36	conjunctions	conjunction	NOUN
dad-11372	18	37	and	and	CCONJ
dad-11372	18	38	adverbials	adverbial	NOUN
dad-11372	18	39	are	be	AUX
dad-11372	18	40	only	only	ADV
dad-11372	18	41	a	a	DET
dad-11372	18	42	part	part	NOUN
dad-11372	18	43	of	of	ADP
dad-11372	18	44	the	the	DET
dad-11372	18	45	network	network	NOUN
dad-11372	18	46	of	of	ADP
dad-11372	18	47	signals	signal	NOUN
dad-11372	18	48	that	that	SCONJ
dad-11372	18	49	writers	writer	NOUN
dad-11372	18	50	or	or	CCONJ
dad-11372	18	51	speakers	speaker	NOUN
dad-11372	18	52	can	can	AUX
dad-11372	18	53	harness	harness	NOUN
dad-11372	18	54	for	for	ADP
dad-11372	18	55	discourse	discourse	NOUN
dad-11372	18	56	structuring	structuring	NOUN
dad-11372	18	57	,	,	PUNCT
dad-11372	18	58	which	which	PRON
dad-11372	18	59	also	also	ADV
dad-11372	18	60	includes	include	VERB
dad-11372	18	61	entity	entity	NOUN
dad-11372	18	62	-	-	PUNCT
dad-11372	18	63	based	base	VERB
dad-11372	18	64	cohesion	cohesion	NOUN
dad-11372	18	65	devices	device	NOUN
dad-11372	18	66	(	(	PUNCT
dad-11372	18	67	e.g.	e.g.	ADV
dad-11372	18	68	certain	certain	ADJ
dad-11372	18	69	uses	use	NOUN
dad-11372	18	70	of	of	ADP
dad-11372	18	71	anaphora	anaphora	NOUN
dad-11372	18	72	,	,	PUNCT
dad-11372	18	73	see	see	VERB
dad-11372	18	74	poesio	poesio	NOUN
dad-11372	18	75	et	et	PROPN
dad-11372	18	76	al	al	PROPN
dad-11372	18	77	.	.	PROPN
dad-11372	18	78	2002	2002	NUM
dad-11372	18	79	)	)	PUNCT
dad-11372	18	80	,	,	PUNCT
dad-11372	18	81	alternative	alternative	ADJ
dad-11372	18	82	lexicalizations	lexicalization	NOUN
dad-11372	18	83	using	use	VERB
dad-11372	18	84	content	content	NOUN
dad-11372	18	85	words	word	NOUN
dad-11372	18	86	,	,	PUNCT
dad-11372	18	87	as	as	ADV
dad-11372	18	88	well	well	ADV
dad-11372	18	89	as	as	ADP
dad-11372	18	90	syntactic	syntactic	ADJ
dad-11372	18	91	constructions	construction	NOUN
dad-11372	18	92	(	(	PUNCT
dad-11372	18	93	see	see	VERB
dad-11372	18	94	prasad	prasad	PROPN
dad-11372	18	95	et	et	PROPN
dad-11372	18	96	al	al	PROPN
dad-11372	18	97	.	.	PROPN
dad-11372	18	98	2014	2014	NUM
dad-11372	18	99	and	and	CCONJ
dad-11372	18	100	the	the	DET
dad-11372	18	101	addition	addition	NOUN
dad-11372	18	102	of	of	ADP
dad-11372	18	103	alternative	alternative	ADJ
dad-11372	18	104	lexicalization	lexicalization	NOUN
dad-11372	18	105	constructions	construction	NOUN
dad-11372	18	106	,	,	PUNCT
dad-11372	18	107	altlexc	altlexc	VERB
dad-11372	18	108	,	,	PUNCT
dad-11372	18	109	in	in	ADP
dad-11372	18	110	the	the	DET
dad-11372	18	111	latest	late	ADJ
dad-11372	18	112	version	version	NOUN
dad-11372	18	113	of	of	ADP
dad-11372	18	114	pdtb	pdtb	NOUN
dad-11372	18	115	,	,	PUNCT
dad-11372	18	116	prasad	prasad	PROPN
dad-11372	18	117	et	et	PROPN
dad-11372	18	118	al	al	PROPN
dad-11372	18	119	.	.	PROPN
dad-11372	18	120	2019).1	2019).1	NUM
dad-11372	18	121	in	in	ADP
dad-11372	18	122	previous	previous	ADJ
dad-11372	18	123	work	work	NOUN
dad-11372	18	124	,	,	PUNCT
dad-11372	18	125	two	two	NUM
dad-11372	18	126	main	main	ADJ
dad-11372	18	127	approaches	approach	NOUN
dad-11372	18	128	to	to	ADP
dad-11372	18	129	extracting	extract	VERB
dad-11372	18	130	the	the	DET
dad-11372	18	131	inventory	inventory	NOUN
dad-11372	18	132	of	of	ADP
dad-11372	18	133	discourse	discourse	NOUN
dad-11372	18	134	signal	signal	NOUN
dad-11372	18	135	types	type	NOUN
dad-11372	18	136	in	in	ADP
dad-11372	18	137	an	an	DET
dad-11372	18	138	open	open	ADJ
dad-11372	18	139	-	-	PUNCT
dad-11372	18	140	ended	end	VERB
dad-11372	18	141	framework	framework	NOUN
dad-11372	18	142	can	can	AUX
dad-11372	18	143	be	be	AUX
dad-11372	18	144	identified	identify	VERB
dad-11372	18	145	:	:	PUNCT
dad-11372	18	146	data	data	NOUN
dad-11372	18	147	-	-	PUNCT
dad-11372	18	148	driven	drive	VERB
dad-11372	18	149	approaches	approach	NOUN
dad-11372	18	150	,	,	PUNCT
dad-11372	18	151	which	which	PRON
dad-11372	18	152	attempt	attempt	VERB
dad-11372	18	153	to	to	PART
dad-11372	18	154	extract	extract	VERB
dad-11372	18	155	relevant	relevant	ADJ
dad-11372	18	156	words	word	NOUN
dad-11372	18	157	from	from	ADP
dad-11372	18	158	distributional	distributional	ADJ
dad-11372	18	159	properties	property	NOUN
dad-11372	18	160	of	of	ADP
dad-11372	18	161	the	the	DET
dad-11372	18	162	data	datum	NOUN
dad-11372	18	163	,	,	PUNCT
dad-11372	18	164	using	use	VERB
dad-11372	18	165	frequencies	frequency	NOUN
dad-11372	18	166	or	or	CCONJ
dad-11372	18	167	association	association	NOUN
dad-11372	18	168	measures	measure	NOUN
dad-11372	18	169	capturing	capture	VERB
dad-11372	18	170	their	their	PRON
dad-11372	18	171	co	co	NOUN
dad-11372	18	172	-	-	NOUN
dad-11372	18	173	occurrences	occurrence	NOUN
dad-11372	18	174	with	with	ADP
dad-11372	18	175	certain	certain	ADJ
dad-11372	18	176	relation	relation	NOUN
dad-11372	18	177	types	type	NOUN
dad-11372	18	178	(	(	PUNCT
dad-11372	18	179	e.g.	e.g.	ADV
dad-11372	18	180	torabi	torabi	NOUN
dad-11372	18	181	asr	asr	NOUN
dad-11372	18	182	and	and	CCONJ
dad-11372	18	183	demberg	demberg	PROPN
dad-11372	18	184	2013	2013	NUM
dad-11372	18	185	,	,	PUNCT
dad-11372	18	186	toldova	toldova	X
dad-11372	18	187	et	et	PROPN
dad-11372	18	188	al	al	PROPN
dad-11372	18	189	.	.	PROPN
dad-11372	18	190	2017	2017	NUM
dad-11372	18	191	)	)	PUNCT
dad-11372	18	192	;	;	PUNCT
dad-11372	18	193	and	and	CCONJ
dad-11372	18	194	manual	manual	ADJ
dad-11372	18	195	annotation	annotation	NOUN
dad-11372	18	196	efforts	effort	NOUN
dad-11372	18	197	(	(	PUNCT
dad-11372	18	198	e.g.	e.g.	ADV
dad-11372	18	199	prasad	prasad	PROPN
dad-11372	18	200	et	et	PROPN
dad-11372	18	201	al	al	PROPN
dad-11372	18	202	.	.	PROPN
dad-11372	18	203	2008	2008	NUM
dad-11372	18	204	,	,	PUNCT
dad-11372	18	205	taboada	taboada	PROPN
dad-11372	18	206	and	and	CCONJ
dad-11372	18	207	das	das	PROPN
dad-11372	18	208	2013	2013	NUM
dad-11372	18	209	)	)	PUNCT
dad-11372	18	210	,	,	PUNCT
dad-11372	18	211	which	which	PRON
dad-11372	18	212	develop	develop	VERB
dad-11372	18	213	categorization	categorization	NOUN
dad-11372	18	214	schemes	scheme	NOUN
dad-11372	18	215	and	and	CCONJ
dad-11372	18	216	guidelines	guideline	NOUN
dad-11372	18	217	for	for	ADP
dad-11372	18	218	human	human	ADJ
dad-11372	18	219	evaluation	evaluation	NOUN
dad-11372	18	220	of	of	ADP
dad-11372	18	221	signaling	signal	VERB
dad-11372	18	222	devices	device	NOUN
dad-11372	18	223	.	.	PUNCT
dad-11372	19	1	the	the	DET
dad-11372	19	2	former	former	ADJ
dad-11372	19	3	family	family	NOUN
dad-11372	19	4	of	of	ADP
dad-11372	19	5	methods	method	NOUN
dad-11372	19	6	benefits	benefit	NOUN
dad-11372	19	7	from	from	ADP
dad-11372	19	8	an	an	DET
dad-11372	19	9	unbiased	unbiased	ADJ
dad-11372	19	10	openness	openness	NOUN
dad-11372	19	11	to	to	ADP
dad-11372	19	12	any	any	PRON
dad-11372	19	13	and	and	CCONJ
dad-11372	19	14	every	every	DET
dad-11372	19	15	type	type	NOUN
dad-11372	19	16	of	of	ADP
dad-11372	19	17	word	word	NOUN
dad-11372	19	18	which	which	PRON
dad-11372	19	19	may	may	AUX
dad-11372	19	20	reliably	reliably	ADV
dad-11372	19	21	co	co	VERB
dad-11372	19	22	-	-	VERB
dad-11372	19	23	occur	occur	VERB
dad-11372	19	24	with	with	ADP
dad-11372	19	25	some	some	DET
dad-11372	19	26	relation	relation	NOUN
dad-11372	19	27	types	type	NOUN
dad-11372	19	28	,	,	PUNCT
dad-11372	19	29	whether	whether	SCONJ
dad-11372	19	30	or	or	CCONJ
dad-11372	19	31	not	not	PART
dad-11372	19	32	a	a	DET
dad-11372	19	33	human	human	NOUN
dad-11372	19	34	might	might	AUX
dad-11372	19	35	notice	notice	VERB
dad-11372	19	36	it	it	PRON
dad-11372	19	37	while	while	SCONJ
dad-11372	19	38	annotating	annotate	VERB
dad-11372	19	39	,	,	PUNCT
dad-11372	19	40	as	as	ADV
dad-11372	19	41	well	well	ADV
dad-11372	19	42	as	as	ADP
dad-11372	19	43	the	the	DET
dad-11372	19	44	naturally	naturally	ADV
dad-11372	19	45	graded	grade	VERB
dad-11372	19	46	and	and	CCONJ
dad-11372	19	47	comparable	comparable	ADJ
dad-11372	19	48	nature	nature	NOUN
dad-11372	19	49	of	of	ADP
dad-11372	19	50	the	the	DET
dad-11372	19	51	resulting	result	VERB
dad-11372	19	52	quantitative	quantitative	ADJ
dad-11372	19	53	scores	score	NOUN
dad-11372	19	54	,	,	PUNCT
dad-11372	19	55	but	but	CCONJ
dad-11372	19	56	,	,	PUNCT
dad-11372	19	57	as	as	SCONJ
dad-11372	19	58	we	we	PRON
dad-11372	19	59	will	will	AUX
dad-11372	19	60	show	show	VERB
dad-11372	19	61	,	,	PUNCT
dad-11372	19	62	falls	fall	VERB
dad-11372	19	63	short	short	ADJ
dad-11372	19	64	in	in	ADP
dad-11372	19	65	identifying	identify	VERB
dad-11372	19	66	specific	specific	ADJ
dad-11372	19	67	cases	case	NOUN
dad-11372	19	68	of	of	ADP
dad-11372	19	69	a	a	DET
dad-11372	19	70	word	word	NOUN
dad-11372	19	71	being	be	AUX
dad-11372	19	72	a	a	DET
dad-11372	19	73	signal	signal	NOUN
dad-11372	19	74	(	(	PUNCT
dad-11372	19	75	or	or	CCONJ
dad-11372	19	76	not	not	PART
dad-11372	19	77	)	)	PUNCT
dad-11372	19	78	in	in	ADP
dad-11372	19	79	context	context	NOUN
dad-11372	19	80	.	.	PUNCT
dad-11372	20	1	by	by	ADP
dad-11372	20	2	contrast	contrast	NOUN
dad-11372	20	3	,	,	PUNCT
dad-11372	20	4	the	the	DET
dad-11372	20	5	latter	latter	ADJ
dad-11372	20	6	approach	approach	NOUN
dad-11372	20	7	allows	allow	VERB
dad-11372	20	8	for	for	ADP
dad-11372	20	9	the	the	DET
dad-11372	20	10	identification	identification	NOUN
dad-11372	20	11	of	of	ADP
dad-11372	20	12	individual	individual	ADJ
dad-11372	20	13	instances	instance	NOUN
dad-11372	20	14	of	of	ADP
dad-11372	20	15	signaling	signal	VERB
dad-11372	20	16	devices	device	NOUN
dad-11372	20	17	,	,	PUNCT
dad-11372	20	18	but	but	CCONJ
dad-11372	20	19	relies	rely	VERB
dad-11372	20	20	on	on	ADP
dad-11372	20	21	less	less	ADV
dad-11372	20	22	open	open	ADJ
dad-11372	20	23	-	-	PUNCT
dad-11372	20	24	ended	end	VERB
dad-11372	20	25	guidelines	guideline	NOUN
dad-11372	20	26	and	and	CCONJ
dad-11372	20	27	is	be	AUX
dad-11372	20	28	categorical	categorical	ADJ
dad-11372	20	29	in	in	ADP
dad-11372	20	30	nature	nature	NOUN
dad-11372	20	31	:	:	PUNCT
dad-11372	20	32	a	a	DET
dad-11372	20	33	word	word	NOUN
dad-11372	20	34	either	either	CCONJ
dad-11372	20	35	is	be	AUX
dad-11372	20	36	or	or	CCONJ
dad-11372	20	37	is	be	AUX
dad-11372	20	38	n’t	not	PART
dad-11372	20	39	a	a	DET
dad-11372	20	40	signal	signal	NOUN
dad-11372	20	41	in	in	ADP
dad-11372	20	42	context	context	NOUN
dad-11372	20	43	,	,	PUNCT
dad-11372	20	44	providing	provide	VERB
dad-11372	20	45	less	less	ADJ
dad-11372	20	46	access	access	NOUN
dad-11372	20	47	to	to	ADP
dad-11372	20	48	concepts	concept	NOUN
dad-11372	20	49	such	such	ADJ
dad-11372	20	50	as	as	ADP
dad-11372	20	51	signaling	signal	VERB
dad-11372	20	52	strength	strength	NOUN
dad-11372	20	53	.	.	PUNCT
dad-11372	21	1	the	the	DET
dad-11372	21	2	goal	goal	NOUN
dad-11372	21	3	of	of	ADP
dad-11372	21	4	this	this	DET
dad-11372	21	5	paper	paper	NOUN
dad-11372	21	6	is	be	AUX
dad-11372	21	7	to	to	PART
dad-11372	21	8	develop	develop	VERB
dad-11372	21	9	and	and	CCONJ
dad-11372	21	10	evaluate	evaluate	VERB
dad-11372	21	11	a	a	DET
dad-11372	21	12	model	model	NOUN
dad-11372	21	13	of	of	ADP
dad-11372	21	14	discourse	discourse	NOUN
dad-11372	21	15	signal	signal	NOUN
dad-11372	21	16	identification	identification	NOUN
dad-11372	21	17	that	that	PRON
dad-11372	21	18	is	be	AUX
dad-11372	21	19	built	build	VERB
dad-11372	21	20	bottom	bottom	ADV
dad-11372	21	21	up	up	ADP
dad-11372	21	22	from	from	ADP
dad-11372	21	23	the	the	DET
dad-11372	21	24	data	datum	NOUN
dad-11372	21	25	,	,	PUNCT
dad-11372	21	26	but	but	CCONJ
dad-11372	21	27	retains	retain	VERB
dad-11372	21	28	sensitivity	sensitivity	NOUN
dad-11372	21	29	to	to	PART
dad-11372	21	30	context	context	VERB
dad-11372	21	31	in	in	ADP
dad-11372	21	32	the	the	DET
dad-11372	21	33	evaluation	evaluation	NOUN
dad-11372	21	34	of	of	ADP
dad-11372	21	35	each	each	DET
dad-11372	21	36	individual	individual	ADJ
dad-11372	21	37	example.2	example.2	PROPN
dad-11372	21	38	1	1	NUM
dad-11372	21	39	in	in	ADP
dad-11372	21	40	the	the	DET
dad-11372	21	41	examples	example	NOUN
dad-11372	21	42	above	above	ADV
dad-11372	21	43	as	as	ADV
dad-11372	21	44	well	well	ADV
dad-11372	21	45	,	,	PUNCT
dad-11372	21	46	we	we	PRON
dad-11372	21	47	can	can	AUX
dad-11372	21	48	identify	identify	VERB
dad-11372	21	49	non	non	ADJ
dad-11372	21	50	-	-	ADJ
dad-11372	21	51	dm	dm	ADJ
dad-11372	21	52	signals	signal	NOUN
dad-11372	21	53	such	such	ADJ
dad-11372	21	54	as	as	ADP
dad-11372	21	55	the	the	DET
dad-11372	21	56	concessive	concessive	ADJ
dad-11372	21	57	word	word	NOUN
dad-11372	21	58	limited	limit	VERB
dad-11372	21	59	in	in	ADP
dad-11372	21	60	the	the	DET
dad-11372	21	61	concession	concession	NOUN
dad-11372	21	62	relation	relation	NOUN
dad-11372	21	63	in	in	ADP
dad-11372	21	64	(	(	PUNCT
dad-11372	21	65	2	2	NUM
dad-11372	21	66	)	)	PUNCT
dad-11372	21	67	,	,	PUNCT
dad-11372	21	68	or	or	CCONJ
dad-11372	21	69	even	even	ADV
dad-11372	21	70	the	the	DET
dad-11372	21	71	use	use	NOUN
dad-11372	21	72	of	of	ADP
dad-11372	21	73	the	the	DET
dad-11372	21	74	generic	generic	ADJ
dad-11372	21	75	present	present	ADJ
dad-11372	21	76	tense	tense	NOUN
dad-11372	21	77	and	and	CCONJ
dad-11372	21	78	the	the	DET
dad-11372	21	79	generic	generic	ADJ
dad-11372	21	80	‘	'	PUNCT
dad-11372	21	81	you	you	PRON
dad-11372	21	82	’	'	PUNCT
dad-11372	21	83	in	in	ADP
dad-11372	21	84	“	"	PUNCT
dad-11372	21	85	if	if	SCONJ
dad-11372	21	86	you	you	PRON
dad-11372	21	87	work	work	VERB
dad-11372	21	88	”	"	PUNCT
dad-11372	21	89	in	in	ADP
dad-11372	21	90	(	(	PUNCT
dad-11372	21	91	1	1	NUM
dad-11372	21	92	)	)	PUNCT
dad-11372	21	93	as	as	ADP
dad-11372	21	94	markers	marker	NOUN
dad-11372	21	95	of	of	ADP
dad-11372	21	96	general	general	ADJ
dad-11372	21	97	conditional	conditional	ADJ
dad-11372	21	98	clauses	clause	NOUN
dad-11372	21	99	.	.	PUNCT
dad-11372	22	1	finding	find	VERB
dad-11372	22	2	and	and	CCONJ
dad-11372	22	3	agreeing	agree	VERB
dad-11372	22	4	on	on	ADP
dad-11372	22	5	the	the	DET
dad-11372	22	6	exact	exact	ADJ
dad-11372	22	7	span	span	NOUN
dad-11372	22	8	of	of	ADP
dad-11372	22	9	words	word	NOUN
dad-11372	22	10	that	that	PRON
dad-11372	22	11	constitutes	constitute	VERB
dad-11372	22	12	a	a	DET
dad-11372	22	13	signal	signal	NOUN
dad-11372	22	14	,	,	PUNCT
dad-11372	22	15	or	or	CCONJ
dad-11372	22	16	‘	'	PUNCT
dad-11372	22	17	signal	signal	ADJ
dad-11372	22	18	anchoring	anchoring	NOUN
dad-11372	22	19	’	'	PUNCT
dad-11372	22	20	(	(	PUNCT
dad-11372	22	21	see	see	VERB
dad-11372	22	22	section	section	NOUN
dad-11372	22	23	3.1	3.1	NUM
dad-11372	22	24	)	)	PUNCT
dad-11372	22	25	are	be	AUX
dad-11372	22	26	therefore	therefore	ADV
dad-11372	22	27	non	non	ADJ
dad-11372	22	28	-	-	ADJ
dad-11372	22	29	trivial	trivial	ADJ
dad-11372	22	30	tasks	task	NOUN
dad-11372	22	31	.	.	PUNCT
dad-11372	23	1	2zeldes	2zeldes	NUM
dad-11372	23	2	(	(	PUNCT
dad-11372	23	3	2018b	2018b	NUM
dad-11372	23	4	)	)	PUNCT
dad-11372	23	5	showed	show	VERB
dad-11372	23	6	some	some	DET
dad-11372	23	7	preliminary	preliminary	ADJ
dad-11372	23	8	results	result	NOUN
dad-11372	23	9	from	from	ADP
dad-11372	23	10	the	the	DET
dad-11372	23	11	early	early	ADJ
dad-11372	23	12	stages	stage	NOUN
dad-11372	23	13	of	of	ADP
dad-11372	23	14	this	this	DET
dad-11372	23	15	line	line	NOUN
dad-11372	23	16	of	of	ADP
dad-11372	23	17	work	work	NOUN
dad-11372	23	18	.	.	PUNCT
dad-11372	24	1	2	2	NUM
dad-11372	24	2	a	a	DET
dad-11372	24	3	neural	neural	ADJ
dad-11372	24	4	approach	approach	NOUN
dad-11372	24	5	to	to	ADP
dad-11372	24	6	discourse	discourse	NOUN
dad-11372	24	7	relation	relation	NOUN
dad-11372	24	8	signal	signal	NOUN
dad-11372	24	9	detection	detection	NOUN
dad-11372	24	10	in	in	ADP
dad-11372	24	11	addition	addition	NOUN
dad-11372	24	12	,	,	PUNCT
dad-11372	24	13	even	even	ADV
dad-11372	24	14	though	though	SCONJ
dad-11372	24	15	this	this	DET
dad-11372	24	16	work	work	NOUN
dad-11372	24	17	is	be	AUX
dad-11372	24	18	conducted	conduct	VERB
dad-11372	24	19	within	within	ADP
dad-11372	24	20	rhetorical	rhetorical	ADJ
dad-11372	24	21	structural	structural	ADJ
dad-11372	24	22	theory	theory	NOUN
dad-11372	24	23	,	,	PUNCT
dad-11372	24	24	we	we	PRON
dad-11372	24	25	hope	hope	VERB
dad-11372	24	26	that	that	SCONJ
dad-11372	24	27	it	it	PRON
dad-11372	24	28	can	can	AUX
dad-11372	24	29	shed	shed	VERB
dad-11372	24	30	light	light	NOUN
dad-11372	24	31	on	on	ADP
dad-11372	24	32	signal	signal	ADJ
dad-11372	24	33	identification	identification	NOUN
dad-11372	24	34	of	of	ADP
dad-11372	24	35	discourse	discourse	NOUN
dad-11372	24	36	relations	relation	NOUN
dad-11372	24	37	across	across	ADP
dad-11372	24	38	genres	genre	NOUN
dad-11372	24	39	and	and	CCONJ
dad-11372	24	40	provide	provide	VERB
dad-11372	24	41	empirical	empirical	ADJ
dad-11372	24	42	evidence	evidence	NOUN
dad-11372	24	43	to	to	PART
dad-11372	24	44	motivate	motivate	VERB
dad-11372	24	45	research	research	NOUN
dad-11372	24	46	on	on	ADP
dad-11372	24	47	theory	theory	NOUN
dad-11372	24	48	-	-	PUNCT
dad-11372	24	49	neutral	neutral	ADJ
dad-11372	24	50	and	and	CCONJ
dad-11372	24	51	genre	genre	NOUN
dad-11372	24	52	-	-	PUNCT
dad-11372	24	53	diverse	diverse	ADJ
dad-11372	24	54	discourse	discourse	NOUN
dad-11372	24	55	processing	processing	NOUN
dad-11372	24	56	,	,	PUNCT
dad-11372	24	57	which	which	PRON
dad-11372	24	58	would	would	AUX
dad-11372	24	59	be	be	AUX
dad-11372	24	60	beneficial	beneficial	ADJ
dad-11372	24	61	for	for	ADP
dad-11372	24	62	pushing	push	VERB
dad-11372	24	63	forward	forward	ADV
dad-11372	24	64	theories	theory	NOUN
dad-11372	24	65	of	of	ADP
dad-11372	24	66	discourse	discourse	NOUN
dad-11372	24	67	across	across	ADP
dad-11372	24	68	frameworks	framework	NOUN
dad-11372	24	69	or	or	CCONJ
dad-11372	24	70	formalisms	formalism	NOUN
dad-11372	24	71	.	.	PUNCT
dad-11372	25	1	furthermore	furthermore	ADV
dad-11372	25	2	,	,	PUNCT
dad-11372	25	3	employing	employ	VERB
dad-11372	25	4	a	a	DET
dad-11372	25	5	computational	computational	ADJ
dad-11372	25	6	approach	approach	NOUN
dad-11372	25	7	to	to	ADP
dad-11372	25	8	studying	study	VERB
dad-11372	25	9	discourse	discourse	NOUN
dad-11372	25	10	relations	relation	NOUN
dad-11372	25	11	has	have	VERB
dad-11372	25	12	a	a	DET
dad-11372	25	13	promising	promising	ADJ
dad-11372	25	14	impact	impact	NOUN
dad-11372	25	15	on	on	ADP
dad-11372	25	16	various	various	ADJ
dad-11372	25	17	nlp	nlp	ADJ
dad-11372	25	18	downstream	downstream	ADJ
dad-11372	25	19	tasks	task	NOUN
dad-11372	25	20	such	such	ADJ
dad-11372	25	21	as	as	ADP
dad-11372	25	22	question	question	NOUN
dad-11372	25	23	answering	answering	NOUN
dad-11372	25	24	and	and	CCONJ
dad-11372	25	25	document	document	NOUN
dad-11372	25	26	summarization	summarization	NOUN
dad-11372	25	27	etc	etc	X
dad-11372	25	28	.	.	X
dad-11372	25	29	for	for	ADP
dad-11372	25	30	example	example	NOUN
dad-11372	25	31	,	,	PUNCT
dad-11372	25	32	narasimhan	narasimhan	ADJ
dad-11372	25	33	and	and	CCONJ
dad-11372	25	34	barzilay	barzilay	ADJ
dad-11372	25	35	(	(	PUNCT
dad-11372	25	36	2015	2015	NUM
dad-11372	25	37	)	)	PUNCT
dad-11372	25	38	incorporated	incorporate	VERB
dad-11372	25	39	discourse	discourse	NOUN
dad-11372	25	40	information	information	NOUN
dad-11372	25	41	into	into	ADP
dad-11372	25	42	the	the	DET
dad-11372	25	43	task	task	NOUN
dad-11372	25	44	of	of	ADP
dad-11372	25	45	automated	automate	VERB
dad-11372	25	46	text	text	NOUN
dad-11372	25	47	comprehension	comprehension	NOUN
dad-11372	25	48	and	and	CCONJ
dad-11372	25	49	benefited	benefit	VERB
dad-11372	25	50	from	from	ADP
dad-11372	25	51	such	such	ADJ
dad-11372	25	52	information	information	NOUN
dad-11372	25	53	without	without	ADP
dad-11372	25	54	relying	rely	VERB
dad-11372	25	55	on	on	ADP
dad-11372	25	56	explicit	explicit	ADJ
dad-11372	25	57	annotations	annotation	NOUN
dad-11372	25	58	of	of	ADP
dad-11372	25	59	discourse	discourse	NOUN
dad-11372	25	60	structure	structure	NOUN
dad-11372	25	61	during	during	ADP
dad-11372	25	62	training	training	NOUN
dad-11372	25	63	,	,	PUNCT
dad-11372	25	64	which	which	PRON
dad-11372	25	65	outperformed	outperform	VERB
dad-11372	25	66	state	state	NOUN
dad-11372	25	67	-	-	PUNCT
dad-11372	25	68	of	of	ADP
dad-11372	25	69	-	-	PUNCT
dad-11372	25	70	the	the	DET
dad-11372	25	71	-	-	PUNCT
dad-11372	25	72	art	art	NOUN
dad-11372	25	73	text	text	NOUN
dad-11372	25	74	comprehension	comprehension	NOUN
dad-11372	25	75	systems	system	NOUN
dad-11372	25	76	at	at	ADP
dad-11372	25	77	the	the	DET
dad-11372	25	78	time	time	NOUN
dad-11372	25	79	.	.	PUNCT
dad-11372	26	1	towards	towards	ADP
dad-11372	26	2	this	this	DET
dad-11372	26	3	goal	goal	NOUN
dad-11372	26	4	,	,	PUNCT
dad-11372	26	5	we	we	PRON
dad-11372	26	6	begin	begin	VERB
dad-11372	26	7	by	by	ADP
dad-11372	26	8	reviewing	review	VERB
dad-11372	26	9	some	some	DET
dad-11372	26	10	previous	previous	ADJ
dad-11372	26	11	work	work	NOUN
dad-11372	26	12	in	in	ADP
dad-11372	26	13	the	the	DET
dad-11372	26	14	traditions	tradition	NOUN
dad-11372	26	15	sketched	sketch	VERB
dad-11372	26	16	out	out	ADP
dad-11372	26	17	above	above	ADV
dad-11372	26	18	in	in	ADP
dad-11372	26	19	the	the	DET
dad-11372	26	20	next	next	ADJ
dad-11372	26	21	section	section	NOUN
dad-11372	26	22	,	,	PUNCT
dad-11372	26	23	and	and	CCONJ
dad-11372	26	24	point	point	VERB
dad-11372	26	25	out	out	ADP
dad-11372	26	26	some	some	DET
dad-11372	26	27	open	open	ADJ
dad-11372	26	28	questions	question	NOUN
dad-11372	26	29	which	which	PRON
dad-11372	26	30	we	we	PRON
dad-11372	26	31	would	would	AUX
dad-11372	26	32	like	like	VERB
dad-11372	26	33	to	to	PART
dad-11372	26	34	address	address	VERB
dad-11372	26	35	.	.	PUNCT
dad-11372	27	1	in	in	ADP
dad-11372	27	2	section	section	NOUN
dad-11372	27	3	3	3	NUM
dad-11372	27	4	we	we	PRON
dad-11372	27	5	present	present	VERB
dad-11372	27	6	the	the	DET
dad-11372	27	7	discourse	discourse	NOUN
dad-11372	27	8	annotated	annotate	VERB
dad-11372	27	9	data	datum	NOUN
dad-11372	27	10	that	that	PRON
dad-11372	27	11	we	we	PRON
dad-11372	27	12	will	will	AUX
dad-11372	27	13	be	be	AUX
dad-11372	27	14	using	use	VERB
dad-11372	27	15	,	,	PUNCT
dad-11372	27	16	which	which	PRON
dad-11372	27	17	covers	cover	VERB
dad-11372	27	18	a	a	DET
dad-11372	27	19	number	number	NOUN
dad-11372	27	20	of	of	ADP
dad-11372	27	21	english	english	ADJ
dad-11372	27	22	text	text	NOUN
dad-11372	27	23	types	type	NOUN
dad-11372	27	24	from	from	ADP
dad-11372	27	25	the	the	DET
dad-11372	27	26	web	web	NOUN
dad-11372	27	27	annotated	annotate	VERB
dad-11372	27	28	for	for	ADP
dad-11372	27	29	20	20	NUM
dad-11372	27	30	discourse	discourse	NOUN
dad-11372	27	31	relations	relation	NOUN
dad-11372	27	32	in	in	ADP
dad-11372	27	33	the	the	DET
dad-11372	27	34	framework	framework	NOUN
dad-11372	27	35	of	of	ADP
dad-11372	27	36	rhetorical	rhetorical	ADJ
dad-11372	27	37	structure	structure	NOUN
dad-11372	27	38	theory	theory	NOUN
dad-11372	27	39	,	,	PUNCT
dad-11372	27	40	and	and	CCONJ
dad-11372	27	41	is	be	AUX
dad-11372	27	42	enriched	enrich	VERB
dad-11372	27	43	with	with	ADP
dad-11372	27	44	human	human	ADJ
dad-11372	27	45	annotations	annotation	NOUN
dad-11372	27	46	of	of	ADP
dad-11372	27	47	discourse	discourse	NOUN
dad-11372	27	48	relation	relation	NOUN
dad-11372	27	49	signaling	signal	VERB
dad-11372	27	50	devices	device	NOUN
dad-11372	27	51	for	for	ADP
dad-11372	27	52	a	a	DET
dad-11372	27	53	subset	subset	NOUN
dad-11372	27	54	of	of	ADP
dad-11372	27	55	the	the	DET
dad-11372	27	56	data	datum	NOUN
dad-11372	27	57	.	.	PUNCT
dad-11372	28	1	moreover	moreover	ADV
dad-11372	28	2	,	,	PUNCT
dad-11372	28	3	we	we	PRON
dad-11372	28	4	also	also	ADV
dad-11372	28	5	propose	propose	VERB
dad-11372	28	6	a	a	DET
dad-11372	28	7	taxonomy	taxonomy	NOUN
dad-11372	28	8	of	of	ADP
dad-11372	28	9	anchored	anchored	ADJ
dad-11372	28	10	signals	signal	NOUN
dad-11372	28	11	based	base	VERB
dad-11372	28	12	on	on	ADP
dad-11372	28	13	the	the	DET
dad-11372	28	14	discourse	discourse	NOUN
dad-11372	28	15	annotated	annotate	VERB
dad-11372	28	16	data	datum	NOUN
dad-11372	28	17	used	use	VERB
dad-11372	28	18	in	in	ADP
dad-11372	28	19	this	this	DET
dad-11372	28	20	paper	paper	NOUN
dad-11372	28	21	,	,	PUNCT
dad-11372	28	22	illustrating	illustrate	VERB
dad-11372	28	23	the	the	DET
dad-11372	28	24	properties	property	NOUN
dad-11372	28	25	and	and	CCONJ
dad-11372	28	26	the	the	DET
dad-11372	28	27	distribution	distribution	NOUN
dad-11372	28	28	of	of	ADP
dad-11372	28	29	the	the	DET
dad-11372	28	30	anchorable	anchorable	ADJ
dad-11372	28	31	signals	signal	NOUN
dad-11372	28	32	.	.	PUNCT
dad-11372	29	1	in	in	ADP
dad-11372	29	2	section	section	NOUN
dad-11372	29	3	4	4	NUM
dad-11372	29	4	we	we	PRON
dad-11372	29	5	then	then	ADV
dad-11372	29	6	train	train	VERB
dad-11372	29	7	a	a	DET
dad-11372	29	8	distantly	distantly	ADV
dad-11372	29	9	supervised	supervised	ADJ
dad-11372	29	10	neural	neural	ADJ
dad-11372	29	11	network	network	NOUN
dad-11372	29	12	model	model	NOUN
dad-11372	29	13	which	which	PRON
dad-11372	29	14	is	be	AUX
dad-11372	29	15	made	make	VERB
dad-11372	29	16	aware	aware	ADJ
dad-11372	29	17	of	of	ADP
dad-11372	29	18	the	the	DET
dad-11372	29	19	relations	relation	NOUN
dad-11372	29	20	present	present	ADJ
dad-11372	29	21	in	in	ADP
dad-11372	29	22	the	the	DET
dad-11372	29	23	data	datum	NOUN
dad-11372	29	24	,	,	PUNCT
dad-11372	29	25	but	but	CCONJ
dad-11372	29	26	attempts	attempt	VERB
dad-11372	29	27	to	to	PART
dad-11372	29	28	learn	learn	VERB
dad-11372	29	29	which	which	DET
dad-11372	29	30	words	word	NOUN
dad-11372	29	31	signal	signal	VERB
dad-11372	29	32	those	those	DET
dad-11372	29	33	relations	relation	NOUN
dad-11372	29	34	without	without	ADP
dad-11372	29	35	any	any	DET
dad-11372	29	36	exposure	exposure	NOUN
dad-11372	29	37	to	to	ADP
dad-11372	29	38	explicit	explicit	ADJ
dad-11372	29	39	signal	signal	NOUN
dad-11372	29	40	annotations	annotation	NOUN
dad-11372	29	41	.	.	PUNCT
dad-11372	30	1	we	we	PRON
dad-11372	30	2	evaluate	evaluate	VERB
dad-11372	30	3	the	the	DET
dad-11372	30	4	accuracy	accuracy	NOUN
dad-11372	30	5	of	of	ADP
dad-11372	30	6	our	our	PRON
dad-11372	30	7	model	model	NOUN
dad-11372	30	8	using	use	VERB
dad-11372	30	9	stateof	stateof	ADJ
dad-11372	30	10	-	-	PUNCT
dad-11372	30	11	the	the	DET
dad-11372	30	12	-	-	PUNCT
dad-11372	30	13	art	art	NOUN
dad-11372	30	14	pretrained	pretraine	VERB
dad-11372	30	15	and	and	CCONJ
dad-11372	30	16	contextualized	contextualized	ADJ
dad-11372	30	17	character	character	NOUN
dad-11372	30	18	and	and	CCONJ
dad-11372	30	19	word	word	NOUN
dad-11372	30	20	embeddings	embedding	NOUN
dad-11372	30	21	,	,	PUNCT
dad-11372	30	22	and	and	CCONJ
dad-11372	30	23	develop	develop	VERB
dad-11372	30	24	a	a	DET
dad-11372	30	25	metric	metric	NOUN
dad-11372	30	26	for	for	ADP
dad-11372	30	27	signaling	signal	VERB
dad-11372	30	28	strength	strength	NOUN
dad-11372	30	29	based	base	VERB
dad-11372	30	30	on	on	ADP
dad-11372	30	31	a	a	DET
dad-11372	30	32	masking	masking	NOUN
dad-11372	30	33	concept	concept	NOUN
dad-11372	30	34	similar	similar	ADJ
dad-11372	30	35	to	to	ADP
dad-11372	30	36	permutation	permutation	NOUN
dad-11372	30	37	importance	importance	NOUN
dad-11372	30	38	,	,	PUNCT
dad-11372	30	39	which	which	PRON
dad-11372	30	40	naturally	naturally	ADV
dad-11372	30	41	lends	lend	VERB
dad-11372	30	42	itself	itself	PRON
dad-11372	30	43	to	to	ADP
dad-11372	30	44	the	the	DET
dad-11372	30	45	definition	definition	NOUN
dad-11372	30	46	of	of	ADP
dad-11372	30	47	both	both	CCONJ
dad-11372	30	48	positive	positive	ADJ
dad-11372	30	49	and	and	CCONJ
dad-11372	30	50	negative	negative	ADJ
dad-11372	30	51	or	or	CCONJ
dad-11372	30	52	‘	'	PUNCT
dad-11372	30	53	anti	anti	ADJ
dad-11372	30	54	-	-	NOUN
dad-11372	30	55	signals	signal	NOUN
dad-11372	30	56	’	'	PUNCT
dad-11372	30	57	,	,	PUNCT
dad-11372	30	58	which	which	PRON
dad-11372	30	59	we	we	PRON
dad-11372	30	60	will	will	AUX
dad-11372	30	61	refer	refer	VERB
dad-11372	30	62	to	to	ADP
dad-11372	30	63	as	as	ADP
dad-11372	30	64	‘	'	PUNCT
dad-11372	30	65	distractors	distractor	NOUN
dad-11372	30	66	’	'	PUNCT
dad-11372	30	67	.	.	PUNCT
dad-11372	31	1	in	in	ADP
dad-11372	31	2	section	section	NOUN
dad-11372	31	3	5	5	NUM
dad-11372	31	4	,	,	PUNCT
dad-11372	31	5	we	we	PRON
dad-11372	31	6	combine	combine	VERB
dad-11372	31	7	the	the	DET
dad-11372	31	8	anchoring	anchoring	NOUN
dad-11372	31	9	annotation	annotation	NOUN
dad-11372	31	10	data	datum	NOUN
dad-11372	31	11	from	from	ADP
dad-11372	31	12	section	section	NOUN
dad-11372	31	13	3	3	NUM
dad-11372	31	14	with	with	ADP
dad-11372	31	15	the	the	DET
dad-11372	31	16	model	model	NOUN
dad-11372	31	17	’s	’s	PART
dad-11372	31	18	predictions	prediction	NOUN
dad-11372	31	19	to	to	PART
dad-11372	31	20	evaluate	evaluate	VERB
dad-11372	31	21	how	how	SCONJ
dad-11372	31	22	‘	'	PUNCT
dad-11372	31	23	human	human	ADJ
dad-11372	31	24	-	-	PUNCT
dad-11372	31	25	like	like	ADJ
dad-11372	31	26	’	'	PUNCT
dad-11372	31	27	its	its	PRON
dad-11372	31	28	performance	performance	NOUN
dad-11372	31	29	is	be	AUX
dad-11372	31	30	,	,	PUNCT
dad-11372	31	31	using	use	VERB
dad-11372	31	32	an	an	DET
dad-11372	31	33	information	information	NOUN
dad-11372	31	34	retrieval	retrieval	NOUN
dad-11372	31	35	approach	approach	NOUN
dad-11372	31	36	measuring	measure	VERB
dad-11372	31	37	recall@k	recall@k	NOUN
dad-11372	31	38	and	and	CCONJ
dad-11372	31	39	assessing	assess	VERB
dad-11372	31	40	the	the	DET
dad-11372	31	41	stability	stability	NOUN
dad-11372	31	42	of	of	ADP
dad-11372	31	43	different	different	ADJ
dad-11372	31	44	signal	signal	NOUN
dad-11372	31	45	types	type	NOUN
dad-11372	31	46	based	base	VERB
dad-11372	31	47	on	on	ADP
dad-11372	31	48	how	how	SCONJ
dad-11372	31	49	the	the	DET
dad-11372	31	50	model	model	NOUN
dad-11372	31	51	scores	score	VERB
dad-11372	31	52	them	they	PRON
dad-11372	31	53	.	.	PUNCT
dad-11372	32	1	we	we	PRON
dad-11372	32	2	develop	develop	VERB
dad-11372	32	3	a	a	DET
dad-11372	32	4	visualization	visualization	NOUN
dad-11372	32	5	for	for	ADP
dad-11372	32	6	tokenwise	tokenwise	NOUN
dad-11372	32	7	signaling	signal	VERB
dad-11372	32	8	strength	strength	NOUN
dad-11372	32	9	and	and	CCONJ
dad-11372	32	10	perform	perform	VERB
dad-11372	32	11	error	error	NOUN
dad-11372	32	12	analysis	analysis	NOUN
dad-11372	32	13	for	for	ADP
dad-11372	32	14	some	some	DET
dad-11372	32	15	signals	signal	NOUN
dad-11372	32	16	found	find	VERB
dad-11372	32	17	by	by	ADP
dad-11372	32	18	the	the	DET
dad-11372	32	19	model	model	NOUN
dad-11372	32	20	which	which	PRON
dad-11372	32	21	were	be	AUX
dad-11372	32	22	not	not	PART
dad-11372	32	23	flagged	flag	VERB
dad-11372	32	24	by	by	ADP
dad-11372	32	25	humans	human	NOUN
dad-11372	32	26	and	and	CCONJ
dad-11372	32	27	vice	vice	NOUN
dad-11372	32	28	versa	versa	ADV
dad-11372	32	29	,	,	PUNCT
dad-11372	32	30	and	and	CCONJ
dad-11372	32	31	point	point	VERB
dad-11372	32	32	out	out	ADP
dad-11372	32	33	the	the	DET
dad-11372	32	34	strengths	strength	NOUN
dad-11372	32	35	and	and	CCONJ
dad-11372	32	36	weaknesses	weakness	NOUN
dad-11372	32	37	of	of	ADP
dad-11372	32	38	the	the	DET
dad-11372	32	39	architecture	architecture	NOUN
dad-11372	32	40	.	.	PUNCT
dad-11372	33	1	section	section	NOUN
dad-11372	33	2	6	6	NUM
dad-11372	33	3	offers	offer	VERB
dad-11372	33	4	further	further	ADJ
dad-11372	33	5	discussion	discussion	NOUN
dad-11372	33	6	of	of	ADP
dad-11372	33	7	what	what	PRON
dad-11372	33	8	we	we	PRON
dad-11372	33	9	can	can	AUX
dad-11372	33	10	learn	learn	VERB
dad-11372	33	11	from	from	ADP
dad-11372	33	12	the	the	DET
dad-11372	33	13	model	model	NOUN
dad-11372	33	14	,	,	PUNCT
dad-11372	33	15	what	what	DET
dad-11372	33	16	kinds	kind	NOUN
dad-11372	33	17	of	of	ADP
dad-11372	33	18	additional	additional	ADJ
dad-11372	33	19	features	feature	NOUN
dad-11372	33	20	it	it	PRON
dad-11372	33	21	might	might	AUX
dad-11372	33	22	benefit	benefit	VERB
dad-11372	33	23	from	from	ADP
dad-11372	33	24	given	give	VERB
dad-11372	33	25	the	the	DET
dad-11372	33	26	error	error	NOUN
dad-11372	33	27	analysis	analysis	NOUN
dad-11372	33	28	,	,	PUNCT
dad-11372	33	29	and	and	CCONJ
dad-11372	33	30	what	what	PRON
dad-11372	33	31	the	the	DET
dad-11372	33	32	distributions	distribution	NOUN
dad-11372	33	33	of	of	ADP
dad-11372	33	34	scores	score	NOUN
dad-11372	33	35	for	for	ADP
dad-11372	33	36	individual	individual	ADJ
dad-11372	33	37	signals	signal	NOUN
dad-11372	33	38	can	can	AUX
dad-11372	33	39	teach	teach	VERB
dad-11372	33	40	us	we	PRON
dad-11372	33	41	about	about	ADP
dad-11372	33	42	the	the	DET
dad-11372	33	43	ambiguity	ambiguity	NOUN
dad-11372	33	44	and	and	CCONJ
dad-11372	33	45	reliability	reliability	NOUN
dad-11372	33	46	of	of	ADP
dad-11372	33	47	different	different	ADJ
dad-11372	33	48	signal	signal	NOUN
dad-11372	33	49	types	type	NOUN
dad-11372	33	50	,	,	PUNCT
dad-11372	33	51	opening	open	VERB
dad-11372	33	52	up	up	ADP
dad-11372	33	53	avenues	avenue	NOUN
dad-11372	33	54	for	for	ADP
dad-11372	33	55	further	further	ADJ
dad-11372	33	56	research	research	NOUN
dad-11372	33	57	.	.	PUNCT
dad-11372	34	1	2	2	X
dad-11372	34	2	.	.	X
dad-11372	34	3	previous	previous	ADJ
dad-11372	34	4	work	work	NOUN
dad-11372	34	5	2.1	2.1	NUM
dad-11372	34	6	data	data	NOUN
dad-11372	34	7	-	-	PUNCT
dad-11372	34	8	driven	drive	VERB
dad-11372	34	9	approaches	approach	NOUN
dad-11372	34	10	a	a	DET
dad-11372	34	11	straightforward	straightforward	ADJ
dad-11372	34	12	approach	approach	NOUN
dad-11372	34	13	to	to	ADP
dad-11372	34	14	identifying	identify	VERB
dad-11372	34	15	discourse	discourse	NOUN
dad-11372	34	16	relation	relation	NOUN
dad-11372	34	17	signals	signal	NOUN
dad-11372	34	18	in	in	ADP
dad-11372	34	19	corpora	corpora	NOUN
dad-11372	34	20	with	with	ADP
dad-11372	34	21	discourse	discourse	NOUN
dad-11372	34	22	parses	parse	NOUN
dad-11372	34	23	is	be	AUX
dad-11372	34	24	to	to	PART
dad-11372	34	25	extract	extract	VERB
dad-11372	34	26	frequency	frequency	NOUN
dad-11372	34	27	counts	count	NOUN
dad-11372	34	28	for	for	ADP
dad-11372	34	29	all	all	DET
dad-11372	34	30	lexical	lexical	ADJ
dad-11372	34	31	types	type	NOUN
dad-11372	34	32	or	or	CCONJ
dad-11372	34	33	lemmas	lemmas	PROPN
dad-11372	34	34	and	and	CCONJ
dad-11372	34	35	cross	cross	ADJ
dad-11372	34	36	-	-	VERB
dad-11372	34	37	tabulate	tabulate	VERB
dad-11372	34	38	them	they	PRON
dad-11372	34	39	with	with	ADP
dad-11372	34	40	discourse	discourse	NOUN
dad-11372	34	41	relations	relation	NOUN
dad-11372	34	42	,	,	PUNCT
dad-11372	34	43	such	such	ADJ
dad-11372	34	44	as	as	ADP
dad-11372	34	45	sentences	sentence	NOUN
dad-11372	34	46	annotated	annotate	VERB
dad-11372	34	47	as	as	ADP
dad-11372	34	48	cause	cause	NOUN
dad-11372	34	49	,	,	PUNCT
dad-11372	34	50	elaboration	elaboration	NOUN
dad-11372	34	51	,	,	PUNCT
dad-11372	34	52	etc	etc	X
dad-11372	34	53	.	.	X
dad-11372	34	54	(	(	PUNCT
dad-11372	34	55	e.g.	e.g.	ADV
dad-11372	34	56	scheffler	scheffler	NOUN
dad-11372	34	57	and	and	CCONJ
dad-11372	34	58	stede	stede	NOUN
dad-11372	34	59	2016	2016	NUM
dad-11372	34	60	,	,	PUNCT
dad-11372	34	61	mı́rovský	mı́rovský	NUM
dad-11372	34	62	et	et	PROPN
dad-11372	34	63	al	al	PROPN
dad-11372	34	64	.	.	PROPN
dad-11372	34	65	2017	2017	NUM
dad-11372	34	66	,	,	PUNCT
dad-11372	34	67	73	73	NUM
dad-11372	34	68	,	,	PUNCT
dad-11372	34	69	toldova	toldova	X
dad-11372	34	70	et	et	NOUN
dad-11372	34	71	al	al	PROPN
dad-11372	34	72	.	.	PROPN
dad-11372	34	73	2017	2017	NUM
dad-11372	34	74	)	)	PUNCT
dad-11372	34	75	.	.	PUNCT
dad-11372	35	1	table	table	NOUN
dad-11372	35	2	1	1	NUM
dad-11372	35	3	,	,	PUNCT
dad-11372	35	4	reproduced	reproduce	VERB
dad-11372	35	5	from	from	ADP
dad-11372	35	6	toldova	toldova	PROPN
dad-11372	35	7	et	et	PROPN
dad-11372	35	8	al	al	PROPN
dad-11372	35	9	.	.	PROPN
dad-11372	36	1	(	(	PUNCT
dad-11372	36	2	2017	2017	NUM
dad-11372	36	3	,	,	PUNCT
dad-11372	36	4	32	32	NUM
dad-11372	36	5	)	)	PUNCT
dad-11372	36	6	,	,	PUNCT
dad-11372	36	7	illustrates	illustrate	VERB
dad-11372	36	8	this	this	DET
dad-11372	36	9	approach	approach	NOUN
dad-11372	36	10	for	for	ADP
dad-11372	36	11	the	the	DET
dad-11372	36	12	russian	russian	ADJ
dad-11372	36	13	rst	rst	PROPN
dad-11372	36	14	treebank	treebank	NOUN
dad-11372	36	15	.	.	PUNCT
dad-11372	37	1	this	this	DET
dad-11372	37	2	approach	approach	NOUN
dad-11372	37	3	quickly	quickly	ADV
dad-11372	37	4	reveals	reveal	VERB
dad-11372	37	5	the	the	DET
dad-11372	37	6	core	core	ADJ
dad-11372	37	7	inventory	inventory	NOUN
dad-11372	37	8	of	of	ADP
dad-11372	37	9	cue	cue	ADJ
dad-11372	37	10	words	word	NOUN
dad-11372	37	11	in	in	ADP
dad-11372	37	12	the	the	DET
dad-11372	37	13	language	language	NOUN
dad-11372	37	14	,	,	PUNCT
dad-11372	37	15	and	and	CCONJ
dad-11372	37	16	in	in	ADP
dad-11372	37	17	particular	particular	ADJ
dad-11372	37	18	the	the	DET
dad-11372	37	19	class	class	NOUN
dad-11372	37	20	of	of	ADP
dad-11372	37	21	low	low	ADJ
dad-11372	37	22	-	-	PUNCT
dad-11372	37	23	ambiguity	ambiguity	NOUN
dad-11372	37	24	discourse	discourse	NOUN
dad-11372	37	25	markers	marker	NOUN
dad-11372	37	26	(	(	PUNCT
dad-11372	37	27	dms	dms	PROPN
dad-11372	37	28	)	)	PUNCT
dad-11372	37	29	,	,	PUNCT
dad-11372	37	30	such	such	ADJ
dad-11372	37	31	as	as	ADP
dad-11372	37	32	odnako	odnako	PROPN
dad-11372	37	33	‘	'	PUNCT
dad-11372	37	34	however	however	ADV
dad-11372	37	35	’	'	PUNCT
dad-11372	37	36	signaling	signal	VERB
dad-11372	37	37	con3	con3	PROPN
dad-11372	37	38	zeldes	zelde	NOUN
dad-11372	37	39	and	and	CCONJ
dad-11372	37	40	liu	liu	PROPN
dad-11372	37	41	relation	relation	PROPN
dad-11372	37	42	type	type	NOUN
dad-11372	37	43	freq	freq	NOUN
dad-11372	37	44	marker	marker	NOUN
dad-11372	37	45	translation	translation	NOUN
dad-11372	37	46	elaboration	elaboration	NOUN
dad-11372	37	47	150	150	NUM
dad-11372	37	48	kotoryj	kotoryj	NOUN
dad-11372	37	49	which	which	PRON
dad-11372	37	50	,	,	PUNCT
dad-11372	37	51	that	that	PRON
dad-11372	37	52	joint	joint	VERB
dad-11372	37	53	119	119	NUM
dad-11372	37	54	i	i	NOUN
dad-11372	37	55	,	,	PUNCT
dad-11372	37	56	takzhe	takzhe	ADJ
dad-11372	37	57	and	and	CCONJ
dad-11372	37	58	,	,	PUNCT
dad-11372	37	59	as	as	ADV
dad-11372	37	60	well	well	ADV
dad-11372	37	61	attributon	attributon	PROPN
dad-11372	37	62	118	118	NUM
dad-11372	37	63	zajavil	zajavil	NOUN
dad-11372	37	64	,	,	PUNCT
dad-11372	37	65	soobschil	soobschil	ADJ
dad-11372	37	66	report	report	NOUN
dad-11372	37	67	,	,	PUNCT
dad-11372	37	68	announce	announce	VERB
dad-11372	37	69	etc	etc	X
dad-11372	37	70	.	.	X
dad-11372	37	71	contrast	contrast	VERB
dad-11372	37	72	61	61	NUM
dad-11372	37	73	odnako	odnako	ADJ
dad-11372	37	74	,	,	PUNCT
dad-11372	37	75	a	a	PRON
dad-11372	37	76	,	,	PUNCT
dad-11372	37	77	no	no	ADV
dad-11372	37	78	however	however	ADV
dad-11372	37	79	,	,	PUNCT
dad-11372	37	80	but	but	CCONJ
dad-11372	37	81	cause	cause	NOUN
dad-11372	37	82	-	-	PUNCT
dad-11372	37	83	effect	effect	NOUN
dad-11372	37	84	47	47	NUM
dad-11372	37	85	poetomu	poetomu	NOUN
dad-11372	37	86	,	,	PUNCT
dad-11372	37	87	v+prichina	v+prichina	PROPN
dad-11372	38	1	so	so	ADV
dad-11372	38	2	,	,	PUNCT
dad-11372	38	3	accordingly	accordingly	ADV
dad-11372	38	4	,	,	PUNCT
dad-11372	38	5	v+cause	v+cause	VERB
dad-11372	39	1	purpose	purpose	NOUN
dad-11372	39	2	39	39	NUM
dad-11372	39	3	chtoby	chtoby	NOUN
dad-11372	39	4	,	,	PUNCT
dad-11372	39	5	dlya	dlya	VERB
dad-11372	39	6	in	in	ADP
dad-11372	39	7	order	order	NOUN
dad-11372	39	8	that	that	SCONJ
dad-11372	39	9	,	,	PUNCT
dad-11372	39	10	for	for	ADP
dad-11372	39	11	interpretation	interpretation	NOUN
dad-11372	39	12	-	-	PUNCT
dad-11372	39	13	evaluation	evaluation	NOUN
dad-11372	39	14	34	34	NUM
dad-11372	39	15	nouns	noun	NOUN
dad-11372	39	16	/	/	SYM
dad-11372	39	17	verbs	verbs	PROPN
dad-11372	39	18	expressing	express	VERB
dad-11372	39	19	opinion	opinion	NOUN
dad-11372	39	20	background	background	NOUN
dad-11372	39	21	31	31	NUM
dad-11372	39	22	no	no	DET
dad-11372	39	23	dominant	dominant	ADJ
dad-11372	39	24	marker	marker	NOUN
dad-11372	39	25	condition	condition	NOUN
dad-11372	39	26	27	27	NUM
dad-11372	39	27	esli	esli	NOUN
dad-11372	39	28	if	if	SCONJ
dad-11372	39	29	table	table	NOUN
dad-11372	39	30	1	1	NUM
dad-11372	39	31	:	:	PUNCT
dad-11372	39	32	russian	russian	ADJ
dad-11372	39	33	discourse	discourse	NOUN
dad-11372	39	34	relation	relation	NOUN
dad-11372	39	35	signals	signal	NOUN
dad-11372	39	36	,	,	PUNCT
dad-11372	39	37	reproduced	reproduce	VERB
dad-11372	39	38	from	from	ADP
dad-11372	39	39	toldova	toldova	PROPN
dad-11372	39	40	et	et	PROPN
dad-11372	39	41	al	al	PROPN
dad-11372	39	42	.	.	PROPN
dad-11372	40	1	(	(	PUNCT
dad-11372	40	2	2017	2017	NUM
dad-11372	40	3	)	)	PUNCT
dad-11372	40	4	.	.	PUNCT
dad-11372	41	1	trast	trast	NOUN
dad-11372	41	2	(	(	PUNCT
dad-11372	41	3	see	see	VERB
dad-11372	41	4	fraser	fraser	PROPN
dad-11372	41	5	1999	1999	NUM
dad-11372	41	6	on	on	ADP
dad-11372	41	7	delimiting	delimit	VERB
dad-11372	41	8	the	the	DET
dad-11372	41	9	class	class	NOUN
dad-11372	41	10	of	of	ADP
dad-11372	41	11	explicit	explicit	ADJ
dad-11372	41	12	dms	dm	NOUN
dad-11372	41	13	)	)	PUNCT
dad-11372	41	14	or	or	CCONJ
dad-11372	41	15	relative	relative	ADJ
dad-11372	41	16	pronouns	pronoun	NOUN
dad-11372	41	17	signaling	signal	VERB
dad-11372	41	18	elaboration	elaboration	NOUN
dad-11372	41	19	.	.	PUNCT
dad-11372	42	1	as	as	ADP
dad-11372	42	2	such	such	ADJ
dad-11372	42	3	,	,	PUNCT
dad-11372	42	4	it	it	PRON
dad-11372	42	5	can	can	AUX
dad-11372	42	6	be	be	AUX
dad-11372	42	7	very	very	ADV
dad-11372	42	8	helpful	helpful	ADJ
dad-11372	42	9	for	for	ADP
dad-11372	42	10	corpus	corpus	NOUN
dad-11372	42	11	-	-	PUNCT
dad-11372	42	12	based	base	VERB
dad-11372	42	13	lexicography	lexicography	NOUN
dad-11372	42	14	of	of	ADP
dad-11372	42	15	discourse	discourse	NOUN
dad-11372	42	16	markers	marker	NOUN
dad-11372	42	17	(	(	PUNCT
dad-11372	42	18	cf	cf	NOUN
dad-11372	42	19	.	.	PUNCT
dad-11372	42	20	stede	stede	NOUN
dad-11372	42	21	and	and	CCONJ
dad-11372	42	22	umbach	umbach	NOUN
dad-11372	42	23	1998	1998	NUM
dad-11372	42	24	)	)	PUNCT
dad-11372	42	25	.	.	PUNCT
dad-11372	43	1	the	the	DET
dad-11372	43	2	approach	approach	NOUN
dad-11372	43	3	can	can	AUX
dad-11372	43	4	potentially	potentially	ADV
dad-11372	43	5	include	include	VERB
dad-11372	43	6	multiword	multiword	ADJ
dad-11372	43	7	expressions	expression	NOUN
dad-11372	43	8	,	,	PUNCT
dad-11372	43	9	if	if	SCONJ
dad-11372	43	10	applied	apply	VERB
dad-11372	43	11	equally	equally	ADV
dad-11372	43	12	to	to	ADP
dad-11372	43	13	multi	multi	ADJ
dad-11372	43	14	-	-	ADJ
dad-11372	43	15	token	token	ADJ
dad-11372	43	16	spans	span	NOUN
dad-11372	43	17	(	(	PUNCT
dad-11372	43	18	e.g.	e.g.	ADV
dad-11372	43	19	as	as	ADP
dad-11372	43	20	a	a	DET
dad-11372	43	21	result	result	NOUN
dad-11372	43	22	)	)	PUNCT
dad-11372	43	23	,	,	PUNCT
dad-11372	43	24	and	and	CCONJ
dad-11372	43	25	because	because	SCONJ
dad-11372	43	26	it	it	PRON
dad-11372	43	27	is	be	AUX
dad-11372	43	28	language	language	NOUN
dad-11372	43	29	-	-	PUNCT
dad-11372	43	30	independent	independent	NOUN
dad-11372	43	31	,	,	PUNCT
dad-11372	43	32	it	it	PRON
dad-11372	43	33	also	also	ADV
dad-11372	43	34	allows	allow	VERB
dad-11372	43	35	for	for	ADP
dad-11372	43	36	a	a	DET
dad-11372	43	37	straightforward	straightforward	ADJ
dad-11372	43	38	comparison	comparison	NOUN
dad-11372	43	39	of	of	ADP
dad-11372	43	40	connectives	connective	NOUN
dad-11372	43	41	or	or	CCONJ
dad-11372	43	42	other	other	ADJ
dad-11372	43	43	dms	dm	NOUN
dad-11372	43	44	across	across	ADP
dad-11372	43	45	languages	language	NOUN
dad-11372	43	46	.	.	PUNCT
dad-11372	44	1	results	result	NOUN
dad-11372	44	2	may	may	AUX
dad-11372	44	3	also	also	ADV
dad-11372	44	4	converge	converge	VERB
dad-11372	44	5	across	across	ADP
dad-11372	44	6	frameworks	framework	NOUN
dad-11372	44	7	,	,	PUNCT
dad-11372	44	8	as	as	SCONJ
dad-11372	44	9	the	the	DET
dad-11372	44	10	frequency	frequency	NOUN
dad-11372	44	11	analysis	analysis	NOUN
dad-11372	44	12	may	may	AUX
dad-11372	44	13	reveal	reveal	VERB
dad-11372	44	14	the	the	DET
dad-11372	44	15	same	same	ADJ
dad-11372	44	16	items	item	NOUN
dad-11372	44	17	in	in	ADP
dad-11372	44	18	different	different	ADJ
dad-11372	44	19	corpora	corpora	NOUN
dad-11372	44	20	annotated	annotate	VERB
dad-11372	44	21	using	use	VERB
dad-11372	44	22	different	different	ADJ
dad-11372	44	23	frameworks	framework	NOUN
dad-11372	44	24	.	.	PUNCT
dad-11372	45	1	for	for	ADP
dad-11372	45	2	instance	instance	NOUN
dad-11372	45	3	,	,	PUNCT
dad-11372	45	4	the	the	DET
dad-11372	45	5	inventory	inventory	NOUN
dad-11372	45	6	of	of	ADP
dad-11372	45	7	connectives	connective	NOUN
dad-11372	45	8	found	find	VERB
dad-11372	45	9	in	in	ADP
dad-11372	45	10	work	work	NOUN
dad-11372	45	11	on	on	ADP
dad-11372	45	12	the	the	DET
dad-11372	45	13	penn	penn	PROPN
dad-11372	45	14	discourse	discourse	PROPN
dad-11372	45	15	treebank	treebank	PROPN
dad-11372	45	16	(	(	PUNCT
dad-11372	45	17	pdtb	pdtb	NOUN
dad-11372	45	18	,	,	PUNCT
dad-11372	45	19	see	see	VERB
dad-11372	45	20	prasad	prasad	PROPN
dad-11372	45	21	et	et	PROPN
dad-11372	45	22	al	al	PROPN
dad-11372	45	23	.	.	PROPN
dad-11372	45	24	2008	2008	NUM
dad-11372	45	25	)	)	PUNCT
dad-11372	45	26	largely	largely	ADV
dad-11372	45	27	converges	converge	VERB
dad-11372	45	28	with	with	ADP
dad-11372	45	29	findings	finding	NOUN
dad-11372	45	30	on	on	ADP
dad-11372	45	31	connectives	connective	NOUN
dad-11372	45	32	using	use	VERB
dad-11372	45	33	rst	rst	PROPN
dad-11372	45	34	(	(	PUNCT
dad-11372	45	35	see	see	VERB
dad-11372	45	36	stede	stede	NOUN
dad-11372	45	37	2012	2012	NUM
dad-11372	45	38	,	,	PUNCT
dad-11372	45	39	97–109	97–109	NUM
dad-11372	45	40	,	,	PUNCT
dad-11372	45	41	taboada	taboada	PROPN
dad-11372	45	42	and	and	CCONJ
dad-11372	45	43	das	das	PROPN
dad-11372	45	44	2013	2013	NUM
dad-11372	45	45	):	):	PUNCT
dad-11372	45	46	conjunctions	conjunction	NOUN
dad-11372	45	47	such	such	ADJ
dad-11372	45	48	as	as	ADP
dad-11372	45	49	but	but	CCONJ
dad-11372	45	50	can	can	AUX
dad-11372	45	51	mark	mark	VERB
dad-11372	45	52	different	different	ADJ
dad-11372	45	53	kinds	kind	NOUN
dad-11372	45	54	of	of	ADP
dad-11372	45	55	contrastive	contrastive	ADJ
dad-11372	45	56	relations	relation	NOUN
dad-11372	45	57	at	at	ADP
dad-11372	45	58	a	a	DET
dad-11372	45	59	high	high	ADJ
dad-11372	45	60	level	level	NOUN
dad-11372	45	61	,	,	PUNCT
dad-11372	45	62	and	and	CCONJ
dad-11372	45	63	adverbs	adverb	NOUN
dad-11372	45	64	such	such	ADJ
dad-11372	45	65	as	as	ADP
dad-11372	45	66	meanwhile	meanwhile	ADV
dad-11372	45	67	can	can	AUX
dad-11372	45	68	convey	convey	VERB
dad-11372	45	69	contemporaneousness	contemporaneousness	NOUN
dad-11372	45	70	,	,	PUNCT
dad-11372	45	71	among	among	ADP
dad-11372	45	72	other	other	ADJ
dad-11372	45	73	things	thing	NOUN
dad-11372	45	74	,	,	PUNCT
dad-11372	45	75	even	even	ADV
dad-11372	45	76	when	when	SCONJ
dad-11372	45	77	more	more	ADJ
dad-11372	45	78	fine	fine	ADV
dad-11372	45	79	-	-	PUNCT
dad-11372	45	80	grained	grain	VERB
dad-11372	45	81	analyses	analysis	NOUN
dad-11372	45	82	are	be	AUX
dad-11372	45	83	applied	apply	VERB
dad-11372	45	84	.	.	PUNCT
dad-11372	46	1	however	however	ADV
dad-11372	46	2	,	,	PUNCT
dad-11372	46	3	a	a	DET
dad-11372	46	4	purely	purely	ADV
dad-11372	46	5	frequentist	frequentist	ADJ
dad-11372	46	6	approach	approach	NOUN
dad-11372	46	7	runs	run	VERB
dad-11372	46	8	into	into	ADP
dad-11372	46	9	problems	problem	NOUN
dad-11372	46	10	on	on	ADP
dad-11372	46	11	multiple	multiple	ADJ
dad-11372	46	12	levels	level	NOUN
dad-11372	46	13	,	,	PUNCT
dad-11372	46	14	as	as	SCONJ
dad-11372	46	15	we	we	PRON
dad-11372	46	16	will	will	AUX
dad-11372	46	17	show	show	VERB
dad-11372	46	18	in	in	ADP
dad-11372	46	19	section	section	NOUN
dad-11372	46	20	4	4	NUM
dad-11372	46	21	:	:	PUNCT
dad-11372	46	22	high	high	ADJ
dad-11372	46	23	frequency	frequency	NOUN
dad-11372	46	24	and	and	CCONJ
dad-11372	46	25	specificity	specificity	NOUN
dad-11372	46	26	to	to	ADP
dad-11372	46	27	a	a	DET
dad-11372	46	28	small	small	ADJ
dad-11372	46	29	number	number	NOUN
dad-11372	46	30	of	of	ADP
dad-11372	46	31	relations	relation	NOUN
dad-11372	46	32	characterize	characterize	VERB
dad-11372	46	33	only	only	ADV
dad-11372	46	34	the	the	DET
dad-11372	46	35	most	most	ADV
dad-11372	46	36	common	common	ADJ
dad-11372	46	37	and	and	CCONJ
dad-11372	46	38	unambiguous	unambiguous	ADJ
dad-11372	46	39	discourse	discourse	NOUN
dad-11372	46	40	markers	marker	NOUN
dad-11372	46	41	,	,	PUNCT
dad-11372	46	42	but	but	CCONJ
dad-11372	46	43	not	not	PART
dad-11372	46	44	less	less	ADV
dad-11372	46	45	common	common	ADJ
dad-11372	46	46	ones	one	NOUN
dad-11372	46	47	.	.	PUNCT
dad-11372	47	1	additionally	additionally	ADV
dad-11372	47	2	,	,	PUNCT
dad-11372	47	3	differentiating	differentiate	VERB
dad-11372	47	4	actual	actual	ADJ
dad-11372	47	5	and	and	CCONJ
dad-11372	47	6	potentially	potentially	ADV
dad-11372	47	7	ambiguous	ambiguous	ADJ
dad-11372	47	8	usages	usage	NOUN
dad-11372	47	9	of	of	ADP
dad-11372	47	10	candidate	candidate	NOUN
dad-11372	47	11	words	word	NOUN
dad-11372	47	12	in	in	ADP
dad-11372	47	13	context	context	NOUN
dad-11372	47	14	requires	require	VERB
dad-11372	47	15	substantial	substantial	ADJ
dad-11372	47	16	qualitative	qualitative	ADJ
dad-11372	47	17	analysis	analysis	NOUN
dad-11372	47	18	(	(	PUNCT
dad-11372	47	19	see	see	VERB
dad-11372	47	20	da	da	PROPN
dad-11372	47	21	cunha	cunha	NOUN
dad-11372	47	22	2013	2013	NUM
dad-11372	47	23	)	)	PUNCT
dad-11372	47	24	,	,	PUNCT
dad-11372	47	25	which	which	PRON
dad-11372	47	26	is	be	AUX
dad-11372	47	27	not	not	PART
dad-11372	47	28	reflected	reflect	VERB
dad-11372	47	29	in	in	ADP
dad-11372	47	30	aggregated	aggregated	ADJ
dad-11372	47	31	counts	count	NOUN
dad-11372	47	32	,	,	PUNCT
dad-11372	47	33	and	and	CCONJ
dad-11372	47	34	signals	signal	NOUN
dad-11372	47	35	that	that	PRON
dad-11372	47	36	belong	belong	VERB
dad-11372	47	37	to	to	ADP
dad-11372	47	38	a	a	DET
dad-11372	47	39	class	class	NOUN
dad-11372	47	40	of	of	ADP
dad-11372	47	41	relations	relation	NOUN
dad-11372	47	42	(	(	PUNCT
dad-11372	47	43	e.g.	e.g.	ADV
dad-11372	47	44	a	a	DET
dad-11372	47	45	variety	variety	NOUN
dad-11372	47	46	of	of	ADP
dad-11372	47	47	distinct	distinct	ADJ
dad-11372	47	48	contrastive	contrastive	ADJ
dad-11372	47	49	relation	relation	NOUN
dad-11372	47	50	types	type	NOUN
dad-11372	47	51	)	)	PUNCT
dad-11372	47	52	may	may	AUX
dad-11372	47	53	appear	appear	VERB
dad-11372	47	54	to	to	PART
dad-11372	47	55	be	be	AUX
dad-11372	47	56	non	non	ADJ
dad-11372	47	57	-	-	ADJ
dad-11372	47	58	specific	specific	ADJ
dad-11372	47	59	,	,	PUNCT
dad-11372	47	60	when	when	SCONJ
dad-11372	47	61	in	in	ADP
dad-11372	47	62	fact	fact	NOUN
dad-11372	47	63	they	they	PRON
dad-11372	47	64	reliably	reliably	ADV
dad-11372	47	65	mark	mark	VERB
dad-11372	47	66	a	a	DET
dad-11372	47	67	superset	superset	NOUN
dad-11372	47	68	of	of	ADP
dad-11372	47	69	relations	relation	NOUN
dad-11372	47	70	.	.	PUNCT
dad-11372	48	1	other	other	ADJ
dad-11372	48	2	studies	study	NOUN
dad-11372	48	3	have	have	AUX
dad-11372	48	4	used	use	VERB
dad-11372	48	5	more	more	ADJ
dad-11372	48	6	sophisticated	sophisticated	ADJ
dad-11372	48	7	metrics	metric	NOUN
dad-11372	48	8	,	,	PUNCT
dad-11372	48	9	such	such	ADJ
dad-11372	48	10	as	as	ADP
dad-11372	48	11	point	point	NOUN
dad-11372	48	12	-	-	PUNCT
dad-11372	48	13	wise	wise	ADJ
dad-11372	48	14	mutual	mutual	ADJ
dad-11372	48	15	information	information	NOUN
dad-11372	48	16	(	(	PUNCT
dad-11372	48	17	pmi	pmi	PROPN
dad-11372	48	18	)	)	PUNCT
dad-11372	48	19	,	,	PUNCT
dad-11372	48	20	to	to	PART
dad-11372	48	21	identify	identify	VERB
dad-11372	48	22	words	word	NOUN
dad-11372	48	23	associated	associate	VERB
dad-11372	48	24	with	with	ADP
dad-11372	48	25	particular	particular	ADJ
dad-11372	48	26	relations	relation	NOUN
dad-11372	48	27	(	(	PUNCT
dad-11372	48	28	torabi	torabi	NOUN
dad-11372	48	29	asr	asr	NOUN
dad-11372	48	30	and	and	CCONJ
dad-11372	48	31	demberg	demberg	PROPN
dad-11372	48	32	,	,	PUNCT
dad-11372	48	33	2013	2013	NUM
dad-11372	48	34	)	)	PUNCT
dad-11372	48	35	.	.	PUNCT
dad-11372	49	1	using	use	VERB
dad-11372	49	2	the	the	DET
dad-11372	49	3	pdtb	pdtb	NOUN
dad-11372	49	4	corpus	corpus	NOUN
dad-11372	49	5	,	,	PUNCT
dad-11372	49	6	torabi	torabi	NOUN
dad-11372	49	7	asr	asr	NOUN
dad-11372	49	8	and	and	CCONJ
dad-11372	49	9	demberg	demberg	PROPN
dad-11372	49	10	(	(	PUNCT
dad-11372	49	11	2013	2013	NUM
dad-11372	49	12	)	)	PUNCT
dad-11372	49	13	extracted	extract	VERB
dad-11372	49	14	such	such	ADJ
dad-11372	49	15	scores	score	NOUN
dad-11372	49	16	and	and	CCONJ
dad-11372	49	17	measured	measure	VERB
dad-11372	49	18	the	the	DET
dad-11372	49	19	contribution	contribution	NOUN
dad-11372	49	20	of	of	ADP
dad-11372	49	21	different	different	ADJ
dad-11372	49	22	signal	signal	NOUN
dad-11372	49	23	types	type	NOUN
dad-11372	49	24	based	base	VERB
dad-11372	49	25	on	on	ADP
dad-11372	49	26	the	the	DET
dad-11372	49	27	information	information	NOUN
dad-11372	49	28	gain	gain	NOUN
dad-11372	49	29	which	which	PRON
dad-11372	49	30	they	they	PRON
dad-11372	49	31	deliver	deliver	VERB
dad-11372	49	32	for	for	ADP
dad-11372	49	33	the	the	DET
dad-11372	49	34	classification	classification	NOUN
dad-11372	49	35	of	of	ADP
dad-11372	49	36	discourse	discourse	NOUN
dad-11372	49	37	relations	relation	NOUN
dad-11372	49	38	at	at	ADP
dad-11372	49	39	various	various	ADJ
dad-11372	49	40	degrees	degree	NOUN
dad-11372	49	41	of	of	ADP
dad-11372	49	42	granularity	granularity	NOUN
dad-11372	49	43	,	,	PUNCT
dad-11372	49	44	as	as	SCONJ
dad-11372	49	45	expressed	express	VERB
dad-11372	49	46	by	by	ADP
dad-11372	49	47	the	the	DET
dad-11372	49	48	hierarchical	hierarchical	ADJ
dad-11372	49	49	labels	label	NOUN
dad-11372	49	50	of	of	ADP
dad-11372	49	51	pdtb	pdtb	NOUN
dad-11372	49	52	relation	relation	NOUN
dad-11372	49	53	types	type	NOUN
dad-11372	49	54	.	.	PUNCT
dad-11372	50	1	this	this	DET
dad-11372	50	2	approach	approach	NOUN
dad-11372	50	3	is	be	AUX
dad-11372	50	4	most	most	ADV
dad-11372	50	5	similar	similar	ADJ
dad-11372	50	6	to	to	ADP
dad-11372	50	7	the	the	DET
dad-11372	50	8	goal	goal	NOUN
dad-11372	50	9	given	give	VERB
dad-11372	50	10	to	to	ADP
dad-11372	50	11	our	our	PRON
dad-11372	50	12	own	own	ADJ
dad-11372	50	13	model	model	NOUN
dad-11372	50	14	in	in	ADP
dad-11372	50	15	section	section	NOUN
dad-11372	50	16	4	4	NUM
dad-11372	50	17	,	,	PUNCT
dad-11372	50	18	but	but	CCONJ
dad-11372	50	19	is	be	AUX
dad-11372	50	20	less	less	ADV
dad-11372	50	21	detailed	detailed	ADJ
dad-11372	50	22	in	in	ADP
dad-11372	50	23	that	that	SCONJ
dad-11372	50	24	the	the	DET
dad-11372	50	25	aggregation	aggregation	NOUN
dad-11372	50	26	process	process	NOUN
dad-11372	50	27	assigns	assign	VERB
dad-11372	50	28	a	a	DET
dad-11372	50	29	single	single	ADJ
dad-11372	50	30	number	number	NOUN
dad-11372	50	31	to	to	ADP
dad-11372	50	32	each	each	DET
dad-11372	50	33	candidate	candidate	NOUN
dad-11372	50	34	lexical	lexical	ADJ
dad-11372	50	35	item	item	NOUN
dad-11372	50	36	,	,	PUNCT
dad-11372	50	37	rather	rather	ADV
dad-11372	50	38	than	than	ADP
dad-11372	50	39	assigning	assign	VERB
dad-11372	50	40	contextual	contextual	ADJ
dad-11372	50	41	scores	score	NOUN
dad-11372	50	42	to	to	ADP
dad-11372	50	43	each	each	DET
dad-11372	50	44	instance.3	instance.3	NOUN
dad-11372	50	45	3	3	NUM
dad-11372	50	46	in	in	ADP
dad-11372	50	47	this	this	DET
dad-11372	50	48	overview	overview	NOUN
dad-11372	50	49	we	we	PRON
dad-11372	50	50	disregard	disregard	VERB
dad-11372	50	51	supervised	supervise	VERB
dad-11372	50	52	approaches	approach	NOUN
dad-11372	50	53	to	to	ADP
dad-11372	50	54	detecting	detect	VERB
dad-11372	50	55	signals	signal	NOUN
dad-11372	50	56	in	in	ADP
dad-11372	50	57	the	the	DET
dad-11372	50	58	sense	sense	NOUN
dad-11372	50	59	of	of	ADP
dad-11372	50	60	connective	connective	ADJ
dad-11372	50	61	detection	detection	NOUN
dad-11372	50	62	,	,	PUNCT
dad-11372	50	63	which	which	PRON
dad-11372	50	64	rely	rely	VERB
dad-11372	50	65	primarily	primarily	ADV
dad-11372	50	66	on	on	ADP
dad-11372	50	67	labeled	label	VERB
dad-11372	50	68	training	training	NOUN
dad-11372	50	69	data	datum	NOUN
dad-11372	50	70	.	.	PUNCT
dad-11372	51	1	such	such	ADJ
dad-11372	51	2	approaches	approach	NOUN
dad-11372	51	3	can	can	AUX
dad-11372	51	4	be	be	AUX
dad-11372	51	5	very	very	ADV
dad-11372	51	6	effective	effective	ADJ
dad-11372	51	7	in	in	ADP
dad-11372	51	8	reproducing	reproduce	VERB
dad-11372	51	9	benchmark	benchmark	NOUN
dad-11372	51	10	annotations	annotation	NOUN
dad-11372	51	11	from	from	ADP
dad-11372	51	12	corpora	corpora	NOUN
dad-11372	51	13	such	such	ADJ
dad-11372	51	14	as	as	ADP
dad-11372	51	15	pdtb	pdtb	NOUN
dad-11372	51	16	,	,	PUNCT
dad-11372	51	17	but	but	CCONJ
dad-11372	51	18	do	do	VERB
dad-11372	51	19	so	so	ADV
dad-11372	51	20	by	by	ADP
dad-11372	51	21	effectively	effectively	ADV
dad-11372	51	22	memorizing	memorize	VERB
dad-11372	51	23	lexical	lexical	ADJ
dad-11372	51	24	items	item	NOUN
dad-11372	51	25	from	from	ADP
dad-11372	51	26	gold	gold	ADJ
dad-11372	51	27	standard	standard	ADJ
dad-11372	51	28	annotated	annotate	VERB
dad-11372	51	29	data	datum	NOUN
dad-11372	51	30	(	(	PUNCT
dad-11372	51	31	see	see	VERB
dad-11372	51	32	muller	muller	PROPN
dad-11372	51	33	et	et	PROPN
dad-11372	51	34	al	al	PROPN
dad-11372	51	35	.	.	PROPN
dad-11372	51	36	2019	2019	NUM
dad-11372	51	37	for	for	ADP
dad-11372	51	38	recent	recent	ADJ
dad-11372	51	39	state	state	NOUN
dad-11372	51	40	-	-	PUNCT
dad-11372	51	41	of	of	ADP
dad-11372	51	42	-	-	PUNCT
dad-11372	51	43	the	the	DET
dad-11372	51	44	art	art	NOUN
dad-11372	51	45	work	work	NOUN
dad-11372	51	46	)	)	PUNCT
dad-11372	51	47	.	.	PUNCT
dad-11372	52	1	as	as	ADP
dad-11372	52	2	such	such	ADJ
dad-11372	52	3	,	,	PUNCT
dad-11372	52	4	they	they	PRON
dad-11372	52	5	are	be	AUX
dad-11372	52	6	less	less	ADV
dad-11372	52	7	interesting	interesting	ADJ
dad-11372	52	8	for	for	ADP
dad-11372	52	9	open	open	ADV
dad-11372	52	10	-	-	PUNCT
dad-11372	52	11	ended	end	VERB
dad-11372	52	12	exploration	exploration	NOUN
dad-11372	52	13	of	of	ADP
dad-11372	52	14	signaling	signal	VERB
dad-11372	52	15	devices	device	NOUN
dad-11372	52	16	.	.	PUNCT
dad-11372	53	1	4	4	NUM
dad-11372	53	2	a	a	DET
dad-11372	53	3	neural	neural	ADJ
dad-11372	53	4	approach	approach	NOUN
dad-11372	53	5	to	to	ADP
dad-11372	53	6	discourse	discourse	NOUN
dad-11372	53	7	relation	relation	NOUN
dad-11372	53	8	signal	signal	NOUN
dad-11372	53	9	detection	detection	NOUN
dad-11372	53	10	finally	finally	ADV
dad-11372	53	11	we	we	PRON
dad-11372	53	12	note	note	VERB
dad-11372	53	13	that	that	SCONJ
dad-11372	53	14	for	for	ADP
dad-11372	53	15	hierarchical	hierarchical	ADJ
dad-11372	53	16	discourse	discourse	NOUN
dad-11372	53	17	annotation	annotation	NOUN
dad-11372	53	18	schemes	scheme	NOUN
dad-11372	53	19	,	,	PUNCT
dad-11372	53	20	the	the	DET
dad-11372	53	21	data	data	NOUN
dad-11372	53	22	-	-	PUNCT
dad-11372	53	23	driven	drive	VERB
dad-11372	53	24	approaches	approach	NOUN
dad-11372	53	25	described	describe	VERB
dad-11372	53	26	here	here	ADV
dad-11372	53	27	become	become	VERB
dad-11372	53	28	less	less	ADV
dad-11372	53	29	feasible	feasible	ADJ
dad-11372	53	30	at	at	ADP
dad-11372	53	31	higher	high	ADJ
dad-11372	53	32	levels	level	NOUN
dad-11372	53	33	of	of	ADP
dad-11372	53	34	abstraction	abstraction	NOUN
dad-11372	53	35	,	,	PUNCT
dad-11372	53	36	as	as	SCONJ
dad-11372	53	37	relations	relation	NOUN
dad-11372	53	38	connecting	connect	VERB
dad-11372	53	39	entire	entire	ADJ
dad-11372	53	40	paragraphs	paragraph	NOUN
dad-11372	53	41	encompass	encompass	VERB
dad-11372	53	42	large	large	ADJ
dad-11372	53	43	amounts	amount	NOUN
dad-11372	53	44	of	of	ADP
dad-11372	53	45	text	text	NOUN
dad-11372	53	46	,	,	PUNCT
dad-11372	53	47	and	and	CCONJ
dad-11372	53	48	it	it	PRON
dad-11372	53	49	is	be	AUX
dad-11372	53	50	therefore	therefore	ADV
dad-11372	53	51	difficult	difficult	ADJ
dad-11372	53	52	to	to	PART
dad-11372	53	53	find	find	VERB
dad-11372	53	54	words	word	NOUN
dad-11372	53	55	with	with	ADP
dad-11372	53	56	high	high	ADJ
dad-11372	53	57	specificity	specificity	NOUN
dad-11372	53	58	to	to	ADP
dad-11372	53	59	those	those	DET
dad-11372	53	60	relations	relation	NOUN
dad-11372	53	61	.	.	PUNCT
dad-11372	54	1	as	as	ADP
dad-11372	54	2	a	a	DET
dad-11372	54	3	result	result	NOUN
dad-11372	54	4	,	,	PUNCT
dad-11372	54	5	approaches	approach	NOUN
dad-11372	54	6	using	use	VERB
dad-11372	54	7	human	human	ADJ
dad-11372	54	8	annotation	annotation	NOUN
dad-11372	54	9	of	of	ADP
dad-11372	54	10	discourse	discourse	NOUN
dad-11372	54	11	relation	relation	NOUN
dad-11372	54	12	signals	signal	NOUN
dad-11372	54	13	may	may	AUX
dad-11372	54	14	ultimately	ultimately	ADV
dad-11372	54	15	be	be	AUX
dad-11372	54	16	irreplaceable	irreplaceable	ADJ
dad-11372	54	17	.	.	PUNCT
dad-11372	55	1	2.2	2.2	NUM
dad-11372	55	2	discourse	discourse	NOUN
dad-11372	55	3	relation	relation	NOUN
dad-11372	55	4	signal	signal	NOUN
dad-11372	55	5	annotations	annotation	NOUN
dad-11372	55	6	discourse	discourse	NOUN
dad-11372	55	7	relation	relation	NOUN
dad-11372	55	8	signals	signal	NOUN
dad-11372	55	9	are	be	AUX
dad-11372	55	10	broadly	broadly	ADV
dad-11372	55	11	classified	classify	VERB
dad-11372	55	12	into	into	ADP
dad-11372	55	13	two	two	NUM
dad-11372	55	14	categorizes	categorize	NOUN
dad-11372	55	15	:	:	PUNCT
dad-11372	55	16	anchored	anchor	VERB
dad-11372	55	17	signals	signal	NOUN
dad-11372	55	18	and	and	CCONJ
dad-11372	55	19	unanchored	unanchored	ADJ
dad-11372	55	20	signals	signal	NOUN
dad-11372	55	21	.	.	PUNCT
dad-11372	56	1	by	by	ADP
dad-11372	56	2	‘	'	PUNCT
dad-11372	56	3	anchoring	anchoring	NOUN
dad-11372	56	4	’	'	PUNCT
dad-11372	56	5	we	we	PRON
dad-11372	56	6	refer	refer	VERB
dad-11372	56	7	to	to	ADP
dad-11372	56	8	associating	associate	VERB
dad-11372	56	9	signals	signal	NOUN
dad-11372	56	10	with	with	ADP
dad-11372	56	11	concrete	concrete	ADJ
dad-11372	56	12	token	token	VERB
dad-11372	56	13	spans	span	NOUN
dad-11372	56	14	in	in	ADP
dad-11372	56	15	texts	text	NOUN
dad-11372	56	16	.	.	PUNCT
dad-11372	57	1	intuitively	intuitively	ADV
dad-11372	57	2	,	,	PUNCT
dad-11372	57	3	most	most	ADJ
dad-11372	57	4	of	of	ADP
dad-11372	57	5	the	the	DET
dad-11372	57	6	signals	signal	NOUN
dad-11372	57	7	are	be	AUX
dad-11372	57	8	anchorable	anchorable	ADJ
dad-11372	57	9	since	since	SCONJ
dad-11372	57	10	they	they	PRON
dad-11372	57	11	correspond	correspond	VERB
dad-11372	57	12	to	to	ADP
dad-11372	57	13	certain	certain	ADJ
dad-11372	57	14	token	token	ADJ
dad-11372	57	15	spans	span	NOUN
dad-11372	57	16	.	.	PUNCT
dad-11372	58	1	however	however	ADV
dad-11372	58	2	,	,	PUNCT
dad-11372	58	3	it	it	PRON
dad-11372	58	4	is	be	AUX
dad-11372	58	5	also	also	ADV
dad-11372	58	6	possible	possible	ADJ
dad-11372	58	7	for	for	SCONJ
dad-11372	58	8	a	a	DET
dad-11372	58	9	discourse	discourse	NOUN
dad-11372	58	10	relation	relation	NOUN
dad-11372	58	11	to	to	PART
dad-11372	58	12	be	be	AUX
dad-11372	58	13	signaled	signal	VERB
dad-11372	58	14	but	but	CCONJ
dad-11372	58	15	remain	remain	VERB
dad-11372	58	16	unanchored	unanchored	ADJ
dad-11372	58	17	.	.	PUNCT
dad-11372	59	1	results	result	NOUN
dad-11372	59	2	from	from	ADP
dad-11372	59	3	liu	liu	PROPN
dad-11372	59	4	(	(	PUNCT
dad-11372	59	5	2019	2019	NUM
dad-11372	59	6	)	)	PUNCT
dad-11372	59	7	indicated	indicate	VERB
dad-11372	59	8	that	that	SCONJ
dad-11372	59	9	there	there	PRON
dad-11372	59	10	are	be	VERB
dad-11372	59	11	several	several	ADJ
dad-11372	59	12	signaled	signal	VERB
dad-11372	59	13	but	but	CCONJ
dad-11372	59	14	unanchored	unanchored	ADJ
dad-11372	59	15	relations	relation	NOUN
dad-11372	59	16	such	such	ADJ
dad-11372	59	17	as	as	ADP
dad-11372	59	18	preparation	preparation	NOUN
dad-11372	59	19	and	and	CCONJ
dad-11372	59	20	background	background	NOUN
dad-11372	59	21	since	since	SCONJ
dad-11372	59	22	they	they	PRON
dad-11372	59	23	are	be	AUX
dad-11372	59	24	high	high	ADJ
dad-11372	59	25	-	-	PUNCT
dad-11372	59	26	level	level	NOUN
dad-11372	59	27	discourse	discourse	NOUN
dad-11372	59	28	relations	relation	NOUN
dad-11372	59	29	that	that	PRON
dad-11372	59	30	capture	capture	VERB
dad-11372	59	31	and	and	CCONJ
dad-11372	59	32	correspond	correspond	VERB
dad-11372	59	33	to	to	ADP
dad-11372	59	34	genre	genre	NOUN
dad-11372	59	35	features	feature	NOUN
dad-11372	59	36	such	such	ADJ
dad-11372	59	37	as	as	ADP
dad-11372	59	38	interview	interview	NOUN
dad-11372	59	39	layout	layout	NOUN
dad-11372	59	40	in	in	ADP
dad-11372	59	41	interviews	interview	NOUN
dad-11372	59	42	where	where	SCONJ
dad-11372	59	43	the	the	DET
dad-11372	59	44	conversation	conversation	NOUN
dad-11372	59	45	is	be	AUX
dad-11372	59	46	constructed	construct	VERB
dad-11372	59	47	as	as	ADP
dad-11372	59	48	a	a	DET
dad-11372	59	49	question	question	NOUN
dad-11372	59	50	-	-	PUNCT
dad-11372	59	51	answer	answer	NOUN
dad-11372	59	52	scheme	scheme	NOUN
dad-11372	59	53	,	,	PUNCT
dad-11372	59	54	and	and	CCONJ
dad-11372	59	55	are	be	AUX
dad-11372	59	56	thus	thus	ADV
dad-11372	59	57	rarely	rarely	ADV
dad-11372	59	58	anchored	anchor	VERB
dad-11372	59	59	to	to	ADP
dad-11372	59	60	tokens	token	NOUN
dad-11372	59	61	.	.	PUNCT
dad-11372	60	1	the	the	DET
dad-11372	60	2	penn	penn	PROPN
dad-11372	60	3	discourse	discourse	PROPN
dad-11372	60	4	treebank	treebank	PROPN
dad-11372	60	5	(	(	PUNCT
dad-11372	60	6	pdtb	pdtb	PROPN
dad-11372	60	7	v3	v3	PROPN
dad-11372	60	8	,	,	PUNCT
dad-11372	60	9	prasad	prasad	PROPN
dad-11372	60	10	et	et	PROPN
dad-11372	60	11	al	al	PROPN
dad-11372	60	12	.	.	PROPN
dad-11372	60	13	2019	2019	NUM
dad-11372	60	14	)	)	PUNCT
dad-11372	60	15	is	be	AUX
dad-11372	60	16	the	the	DET
dad-11372	60	17	largest	large	ADJ
dad-11372	60	18	discourse	discourse	NOUN
dad-11372	60	19	annotated	annotate	VERB
dad-11372	60	20	corpus	corpus	NOUN
dad-11372	60	21	of	of	ADP
dad-11372	60	22	english	english	PROPN
dad-11372	60	23	,	,	PUNCT
dad-11372	60	24	and	and	CCONJ
dad-11372	60	25	the	the	DET
dad-11372	60	26	largest	large	ADJ
dad-11372	60	27	resource	resource	NOUN
dad-11372	60	28	annotated	annotate	VERB
dad-11372	60	29	explicitly	explicitly	ADV
dad-11372	60	30	for	for	ADP
dad-11372	60	31	discourse	discourse	NOUN
dad-11372	60	32	relation	relation	NOUN
dad-11372	60	33	signals	signal	NOUN
dad-11372	60	34	such	such	ADJ
dad-11372	60	35	as	as	ADP
dad-11372	60	36	connectives	connective	NOUN
dad-11372	60	37	,	,	PUNCT
dad-11372	60	38	with	with	ADP
dad-11372	60	39	similar	similar	ADJ
dad-11372	60	40	corpora	corpus	NOUN
dad-11372	60	41	having	having	AUX
dad-11372	60	42	been	be	AUX
dad-11372	60	43	developed	develop	VERB
dad-11372	60	44	for	for	ADP
dad-11372	60	45	a	a	DET
dad-11372	60	46	variety	variety	NOUN
dad-11372	60	47	of	of	ADP
dad-11372	60	48	languages	language	NOUN
dad-11372	60	49	(	(	PUNCT
dad-11372	60	50	e.g.	e.g.	ADV
dad-11372	60	51	zeyrek	zeyrek	NOUN
dad-11372	60	52	et	et	PROPN
dad-11372	60	53	al	al	PROPN
dad-11372	60	54	.	.	PROPN
dad-11372	60	55	2013	2013	NUM
dad-11372	60	56	for	for	ADP
dad-11372	60	57	turkish	turkish	ADJ
dad-11372	60	58	,	,	PUNCT
dad-11372	60	59	zhou	zhou	PROPN
dad-11372	60	60	et	et	PROPN
dad-11372	60	61	al	al	PROPN
dad-11372	60	62	.	.	PROPN
dad-11372	60	63	2014	2014	NUM
dad-11372	60	64	for	for	ADP
dad-11372	60	65	chinese	chinese	PROPN
dad-11372	60	66	)	)	PUNCT
dad-11372	60	67	.	.	PUNCT
dad-11372	61	1	however	however	ADV
dad-11372	61	2	the	the	DET
dad-11372	61	3	annotation	annotation	NOUN
dad-11372	61	4	scheme	scheme	NOUN
dad-11372	61	5	used	use	VERB
dad-11372	61	6	by	by	ADP
dad-11372	61	7	pdtb	pdtb	NOUN
dad-11372	61	8	is	be	AUX
dad-11372	61	9	ahierarchical	ahierarchical	ADJ
dad-11372	61	10	,	,	PUNCT
dad-11372	61	11	annotating	annotate	VERB
dad-11372	61	12	only	only	ADV
dad-11372	61	13	pairs	pair	NOUN
dad-11372	61	14	of	of	ADP
dad-11372	61	15	textual	textual	ADJ
dad-11372	61	16	argument	argument	NOUN
dad-11372	61	17	spans	span	NOUN
dad-11372	61	18	connected	connect	VERB
dad-11372	61	19	by	by	ADP
dad-11372	61	20	a	a	DET
dad-11372	61	21	discourse	discourse	NOUN
dad-11372	61	22	relation	relation	NOUN
dad-11372	61	23	,	,	PUNCT
dad-11372	61	24	and	and	CCONJ
dad-11372	61	25	disregarding	disregard	VERB
dad-11372	61	26	relations	relation	NOUN
dad-11372	61	27	at	at	ADP
dad-11372	61	28	higher	high	ADJ
dad-11372	61	29	levels	level	NOUN
dad-11372	61	30	,	,	PUNCT
dad-11372	61	31	such	such	ADJ
dad-11372	61	32	as	as	ADP
dad-11372	61	33	relations	relation	NOUN
dad-11372	61	34	between	between	ADP
dad-11372	61	35	paragraphs	paragraph	NOUN
dad-11372	61	36	or	or	CCONJ
dad-11372	61	37	other	other	ADJ
dad-11372	61	38	groups	group	NOUN
dad-11372	61	39	of	of	ADP
dad-11372	61	40	discourse	discourse	NOUN
dad-11372	61	41	units	unit	NOUN
dad-11372	61	42	.	.	PUNCT
dad-11372	62	1	additionally	additionally	ADV
dad-11372	62	2	,	,	PUNCT
dad-11372	62	3	the	the	DET
dad-11372	62	4	annotation	annotation	NOUN
dad-11372	62	5	scheme	scheme	NOUN
dad-11372	62	6	used	use	VERB
dad-11372	62	7	for	for	ADP
dad-11372	62	8	explicit	explicit	ADJ
dad-11372	62	9	signals	signal	NOUN
dad-11372	62	10	is	be	AUX
dad-11372	62	11	limited	limit	VERB
dad-11372	62	12	to	to	ADP
dad-11372	62	13	specific	specific	ADJ
dad-11372	62	14	sets	set	NOUN
dad-11372	62	15	of	of	ADP
dad-11372	62	16	expressions	expression	NOUN
dad-11372	62	17	and	and	CCONJ
dad-11372	62	18	constructions	construction	NOUN
dad-11372	62	19	,	,	PUNCT
dad-11372	62	20	and	and	CCONJ
dad-11372	62	21	does	do	AUX
dad-11372	62	22	not	not	PART
dad-11372	62	23	include	include	VERB
dad-11372	62	24	some	some	DET
dad-11372	62	25	types	type	NOUN
dad-11372	62	26	of	of	ADP
dad-11372	62	27	potential	potential	ADJ
dad-11372	62	28	signals	signal	NOUN
dad-11372	62	29	,	,	PUNCT
dad-11372	62	30	such	such	ADJ
dad-11372	62	31	as	as	ADP
dad-11372	62	32	the	the	DET
dad-11372	62	33	graphical	graphical	ADJ
dad-11372	62	34	layout	layout	NOUN
dad-11372	62	35	of	of	ADP
dad-11372	62	36	a	a	DET
dad-11372	62	37	document	document	NOUN
dad-11372	62	38	,	,	PUNCT
dad-11372	62	39	lexical	lexical	ADJ
dad-11372	62	40	chains	chain	NOUN
dad-11372	62	41	of	of	ADP
dad-11372	62	42	(	(	PUNCT
dad-11372	62	43	non	non	ADJ
dad-11372	62	44	-	-	ADJ
dad-11372	62	45	coreferring	coreferring	ADJ
dad-11372	62	46	)	)	PUNCT
dad-11372	62	47	content	content	NOUN
dad-11372	62	48	words	word	NOUN
dad-11372	62	49	that	that	PRON
dad-11372	62	50	are	be	AUX
dad-11372	62	51	not	not	PART
dad-11372	62	52	seen	see	VERB
dad-11372	62	53	as	as	ADP
dad-11372	62	54	connectives	connective	NOUN
dad-11372	62	55	,	,	PUNCT
dad-11372	62	56	or	or	CCONJ
dad-11372	62	57	genre	genre	NOUN
dad-11372	62	58	conventions	convention	NOUN
dad-11372	62	59	which	which	PRON
dad-11372	62	60	may	may	AUX
dad-11372	62	61	signal	signal	VERB
dad-11372	62	62	the	the	DET
dad-11372	62	63	discourse	discourse	NOUN
dad-11372	62	64	function	function	NOUN
dad-11372	62	65	for	for	ADP
dad-11372	62	66	parts	part	NOUN
dad-11372	62	67	of	of	ADP
dad-11372	62	68	a	a	DET
dad-11372	62	69	text	text	NOUN
dad-11372	62	70	.	.	PUNCT
dad-11372	63	1	it	it	PRON
dad-11372	63	2	is	be	AUX
dad-11372	63	3	nevertheless	nevertheless	ADV
dad-11372	63	4	a	a	DET
dad-11372	63	5	very	very	ADV
dad-11372	63	6	useful	useful	ADJ
dad-11372	63	7	resource	resource	NOUN
dad-11372	63	8	for	for	ADP
dad-11372	63	9	obtaining	obtain	VERB
dad-11372	63	10	frequency	frequency	NOUN
dad-11372	63	11	lists	list	NOUN
dad-11372	63	12	of	of	ADP
dad-11372	63	13	the	the	DET
dad-11372	63	14	most	most	ADV
dad-11372	63	15	prevalent	prevalent	ADJ
dad-11372	63	16	dms	dms	PROPN
dad-11372	63	17	in	in	ADP
dad-11372	63	18	english	english	PROPN
dad-11372	63	19	,	,	PUNCT
dad-11372	63	20	as	as	ADV
dad-11372	63	21	well	well	ADV
dad-11372	63	22	as	as	ADP
dad-11372	63	23	data	datum	NOUN
dad-11372	63	24	on	on	ADP
dad-11372	63	25	a	a	DET
dad-11372	63	26	range	range	NOUN
dad-11372	63	27	of	of	ADP
dad-11372	63	28	phenomena	phenomenon	NOUN
dad-11372	63	29	such	such	ADJ
dad-11372	63	30	as	as	ADP
dad-11372	63	31	anaphoric	anaphoric	ADJ
dad-11372	63	32	relations	relation	NOUN
dad-11372	63	33	signaled	signal	VERB
dad-11372	63	34	by	by	ADP
dad-11372	63	35	entities	entity	NOUN
dad-11372	63	36	,	,	PUNCT
dad-11372	63	37	and	and	CCONJ
dad-11372	63	38	some	some	DET
dad-11372	63	39	explicitly	explicitly	ADV
dad-11372	63	40	annotated	annotate	VERB
dad-11372	63	41	syntactic	syntactic	ADJ
dad-11372	63	42	constructions	construction	NOUN
dad-11372	63	43	.	.	PUNCT
dad-11372	64	1	working	work	VERB
dad-11372	64	2	in	in	ADP
dad-11372	64	3	the	the	DET
dad-11372	64	4	hierarchical	hierarchical	ADJ
dad-11372	64	5	framework	framework	NOUN
dad-11372	64	6	of	of	ADP
dad-11372	64	7	rhetorical	rhetorical	ADJ
dad-11372	64	8	structure	structure	NOUN
dad-11372	64	9	theory	theory	NOUN
dad-11372	64	10	(	(	PUNCT
dad-11372	64	11	mann	mann	PROPN
dad-11372	64	12	and	and	CCONJ
dad-11372	64	13	thompson	thompson	PROPN
dad-11372	64	14	,	,	PUNCT
dad-11372	64	15	1988	1988	NUM
dad-11372	64	16	)	)	PUNCT
dad-11372	64	17	,	,	PUNCT
dad-11372	64	18	taboada	taboada	PROPN
dad-11372	64	19	and	and	CCONJ
dad-11372	64	20	das	das	PROPN
dad-11372	64	21	(	(	PUNCT
dad-11372	64	22	2013	2013	NUM
dad-11372	64	23	)	)	PUNCT
dad-11372	64	24	re	re	VERB
dad-11372	64	25	-	-	VERB
dad-11372	64	26	annotated	annotate	VERB
dad-11372	64	27	the	the	DET
dad-11372	64	28	existing	exist	VERB
dad-11372	64	29	rst	rst	PROPN
dad-11372	64	30	discourse	discourse	NOUN
dad-11372	64	31	treebank	treebank	NOUN
dad-11372	64	32	(	(	PUNCT
dad-11372	64	33	carlson	carlson	PROPN
dad-11372	64	34	et	et	PROPN
dad-11372	64	35	al	al	PROPN
dad-11372	64	36	.	.	PROPN
dad-11372	64	37	,	,	PUNCT
dad-11372	64	38	2003	2003	NUM
dad-11372	64	39	)	)	PUNCT
dad-11372	64	40	,	,	PUNCT
dad-11372	64	41	by	by	ADP
dad-11372	64	42	taking	take	VERB
dad-11372	64	43	the	the	DET
dad-11372	64	44	existing	exist	VERB
dad-11372	64	45	discourse	discourse	NOUN
dad-11372	64	46	relation	relation	NOUN
dad-11372	64	47	annotations	annotation	NOUN
dad-11372	64	48	in	in	ADP
dad-11372	64	49	the	the	DET
dad-11372	64	50	corpus	corpus	NOUN
dad-11372	64	51	as	as	ADP
dad-11372	64	52	a	a	DET
dad-11372	64	53	ground	ground	NOUN
dad-11372	64	54	truth	truth	NOUN
dad-11372	64	55	and	and	CCONJ
dad-11372	64	56	analyzing	analyze	VERB
dad-11372	64	57	any	any	DET
dad-11372	64	58	possible	possible	ADJ
dad-11372	64	59	information	information	NOUN
dad-11372	64	60	in	in	ADP
dad-11372	64	61	the	the	DET
dad-11372	64	62	data	datum	NOUN
dad-11372	64	63	,	,	PUNCT
dad-11372	64	64	including	include	VERB
dad-11372	64	65	content	content	NOUN
dad-11372	64	66	words	word	NOUN
dad-11372	64	67	,	,	PUNCT
dad-11372	64	68	patterns	pattern	NOUN
dad-11372	64	69	of	of	ADP
dad-11372	64	70	repetition	repetition	NOUN
dad-11372	64	71	or	or	CCONJ
dad-11372	64	72	genre	genre	NOUN
dad-11372	64	73	conventions	convention	NOUN
dad-11372	64	74	,	,	PUNCT
dad-11372	64	75	as	as	ADP
dad-11372	64	76	a	a	DET
dad-11372	64	77	possibly	possibly	ADV
dad-11372	64	78	present	present	ADJ
dad-11372	64	79	discourse	discourse	NOUN
dad-11372	64	80	relation	relation	NOUN
dad-11372	64	81	signaling	signal	VERB
dad-11372	64	82	device	device	NOUN
dad-11372	64	83	.	.	PUNCT
dad-11372	65	1	the	the	DET
dad-11372	65	2	resulting	result	VERB
dad-11372	65	3	rst	rst	PROPN
dad-11372	65	4	signalling	signal	VERB
dad-11372	65	5	corpus	corpus	NOUN
dad-11372	65	6	(	(	PUNCT
dad-11372	65	7	rst	rst	PROPN
dad-11372	65	8	-	-	PROPN
dad-11372	65	9	sc	sc	PROPN
dad-11372	65	10	,	,	PUNCT
dad-11372	65	11	das	das	PROPN
dad-11372	65	12	et	et	PROPN
dad-11372	65	13	al	al	PROPN
dad-11372	65	14	.	.	PROPN
dad-11372	65	15	2019	2019	NUM
dad-11372	65	16	)	)	PUNCT
dad-11372	65	17	consists	consist	VERB
dad-11372	65	18	of	of	ADP
dad-11372	65	19	385	385	NUM
dad-11372	65	20	wall	wall	PROPN
dad-11372	65	21	street	street	PROPN
dad-11372	65	22	journal	journal	PROPN
dad-11372	65	23	articles	article	NOUN
dad-11372	65	24	from	from	ADP
dad-11372	65	25	the	the	DET
dad-11372	65	26	penn	penn	PROPN
dad-11372	65	27	treebank	treebank	PROPN
dad-11372	65	28	(	(	PUNCT
dad-11372	65	29	marcus	marcus	PROPN
dad-11372	65	30	et	et	PROPN
dad-11372	65	31	al	al	PROPN
dad-11372	65	32	.	.	PROPN
dad-11372	65	33	,	,	PUNCT
dad-11372	65	34	1993	1993	NUM
dad-11372	65	35	)	)	PUNCT
dad-11372	65	36	,	,	PUNCT
dad-11372	65	37	a	a	DET
dad-11372	65	38	smaller	small	ADJ
dad-11372	65	39	subset	subset	NOUN
dad-11372	65	40	of	of	ADP
dad-11372	65	41	the	the	DET
dad-11372	65	42	same	same	ADJ
dad-11372	65	43	corpus	corpus	NOUN
dad-11372	65	44	used	use	VERB
dad-11372	65	45	in	in	ADP
dad-11372	65	46	pdtb	pdtb	NOUN
dad-11372	65	47	.	.	PUNCT
dad-11372	66	1	it	it	PRON
dad-11372	66	2	contains	contain	VERB
dad-11372	66	3	20,123	20,123	NUM
dad-11372	66	4	instances	instance	NOUN
dad-11372	66	5	of	of	ADP
dad-11372	66	6	78	78	NUM
dad-11372	66	7	relation	relation	NOUN
dad-11372	66	8	types	type	NOUN
dad-11372	66	9	(	(	PUNCT
dad-11372	66	10	e.g.	e.g.	ADV
dad-11372	66	11	attribution	attribution	NOUN
dad-11372	66	12	,	,	PUNCT
dad-11372	66	13	circumstance	circumstance	NOUN
dad-11372	66	14	,	,	PUNCT
dad-11372	66	15	result	result	NOUN
dad-11372	66	16	etc	etc	X
dad-11372	66	17	.	.	X
dad-11372	66	18	)	)	PUNCT
dad-11372	66	19	,	,	PUNCT
dad-11372	66	20	which	which	PRON
dad-11372	66	21	are	be	AUX
dad-11372	66	22	enriched	enrich	VERB
dad-11372	66	23	with	with	ADP
dad-11372	66	24	29,297	29,297	NUM
dad-11372	66	25	signal	signal	NOUN
dad-11372	66	26	annotations	annotation	NOUN
dad-11372	66	27	.	.	PUNCT
dad-11372	67	1	das	das	PROPN
dad-11372	67	2	and	and	CCONJ
dad-11372	67	3	taboada	taboada	PROPN
dad-11372	67	4	(	(	PUNCT
dad-11372	67	5	2017	2017	NUM
dad-11372	67	6	)	)	PUNCT
dad-11372	67	7	showed	show	VERB
dad-11372	67	8	that	that	SCONJ
dad-11372	67	9	when	when	SCONJ
dad-11372	67	10	all	all	DET
dad-11372	67	11	types	type	NOUN
dad-11372	67	12	of	of	ADP
dad-11372	67	13	signals	signal	NOUN
dad-11372	67	14	are	be	AUX
dad-11372	67	15	considered	consider	VERB
dad-11372	67	16	,	,	PUNCT
dad-11372	67	17	over	over	ADP
dad-11372	67	18	86	86	NUM
dad-11372	67	19	%	%	NOUN
dad-11372	67	20	of	of	ADP
dad-11372	67	21	discourse	discourse	NOUN
dad-11372	67	22	relations	relation	NOUN
dad-11372	67	23	annotated	annotate	VERB
dad-11372	67	24	in	in	ADP
dad-11372	67	25	the	the	DET
dad-11372	67	26	corpus	corpus	NOUN
dad-11372	67	27	were	be	AUX
dad-11372	67	28	signaled	signal	VERB
dad-11372	67	29	in	in	ADP
dad-11372	67	30	some	some	DET
dad-11372	67	31	way	way	NOUN
dad-11372	67	32	,	,	PUNCT
dad-11372	67	33	but	but	CCONJ
dad-11372	67	34	among	among	ADP
dad-11372	67	35	these	these	PRON
dad-11372	67	36	,	,	PUNCT
dad-11372	67	37	just	just	ADV
dad-11372	67	38	under	under	ADP
dad-11372	67	39	20	20	NUM
dad-11372	67	40	%	%	NOUN
dad-11372	67	41	of	of	ADP
dad-11372	67	42	cases	case	NOUN
dad-11372	67	43	were	be	AUX
dad-11372	67	44	marked	mark	VERB
dad-11372	67	45	by	by	ADP
dad-11372	67	46	a	a	DET
dad-11372	67	47	dm	dm	NOUN
dad-11372	67	48	.	.	PUNCT
dad-11372	68	1	however	however	ADV
dad-11372	68	2	,	,	PUNCT
dad-11372	68	3	unlike	unlike	ADP
dad-11372	68	4	pdtb	pdtb	NOUN
dad-11372	68	5	,	,	PUNCT
dad-11372	68	6	the	the	DET
dad-11372	68	7	rst	rst	PROPN
dad-11372	68	8	signalling	signal	VERB
dad-11372	68	9	corpus	corpus	NOUN
dad-11372	68	10	does	do	AUX
dad-11372	68	11	not	not	PART
dad-11372	68	12	provide	provide	VERB
dad-11372	68	13	a	a	DET
dad-11372	68	14	concrete	concrete	ADJ
dad-11372	68	15	span	span	NOUN
dad-11372	68	16	of	of	ADP
dad-11372	68	17	tokens	token	NOUN
dad-11372	68	18	for	for	ADP
dad-11372	68	19	the	the	DET
dad-11372	68	20	locus	locus	NOUN
dad-11372	68	21	of	of	ADP
dad-11372	68	22	each	each	DET
dad-11372	68	23	signal	signal	NOUN
dad-11372	68	24	,	,	PUNCT
dad-11372	68	25	indicating	indicate	VERB
dad-11372	68	26	instead	instead	ADV
dad-11372	68	27	only	only	ADV
dad-11372	68	28	the	the	DET
dad-11372	68	29	type	type	NOUN
dad-11372	68	30	of	of	ADP
dad-11372	68	31	signaling	signal	VERB
dad-11372	68	32	device	device	NOUN
dad-11372	68	33	used	use	VERB
dad-11372	68	34	.	.	PUNCT
dad-11372	69	1	although	although	SCONJ
dad-11372	69	2	the	the	DET
dad-11372	69	3	signal	signal	ADJ
dad-11372	69	4	annotations	annotation	NOUN
dad-11372	69	5	in	in	ADP
dad-11372	69	6	rst	rst	PROPN
dad-11372	69	7	-	-	PROPN
dad-11372	69	8	sc	sc	PROPN
dad-11372	69	9	have	have	VERB
dad-11372	69	10	a	a	DET
dad-11372	69	11	broader	broad	ADJ
dad-11372	69	12	scope	scope	NOUN
dad-11372	69	13	than	than	ADP
dad-11372	69	14	those	those	PRON
dad-11372	69	15	in	in	ADP
dad-11372	69	16	pdtb	pdtb	NOUN
dad-11372	69	17	and	and	CCONJ
dad-11372	69	18	are	be	AUX
dad-11372	69	19	made	make	VERB
dad-11372	69	20	more	more	ADV
dad-11372	69	21	complex	complex	ADJ
dad-11372	69	22	by	by	ADP
dad-11372	69	23	extending	extend	VERB
dad-11372	69	24	to	to	ADP
dad-11372	69	25	hierarchical	hierarchical	ADJ
dad-11372	69	26	relations	relation	NOUN
dad-11372	69	27	,	,	PUNCT
dad-11372	69	28	liu	liu	PROPN
dad-11372	69	29	and	and	CCONJ
dad-11372	69	30	zeldes	zelde	NOUN
dad-11372	69	31	(	(	PUNCT
dad-11372	69	32	2019	2019	NUM
dad-11372	69	33	)	)	PUNCT
dad-11372	69	34	have	have	AUX
dad-11372	69	35	shown	show	VERB
dad-11372	69	36	that	that	SCONJ
dad-11372	69	37	rst	rst	PROPN
dad-11372	69	38	-	-	PUNCT
dad-11372	69	39	sc	sc	PROPN
dad-11372	69	40	’s	’s	PART
dad-11372	69	41	annotation	annotation	NOUN
dad-11372	69	42	scheme	scheme	NOUN
dad-11372	69	43	can	can	AUX
dad-11372	69	44	be	be	AUX
dad-11372	69	45	‘	'	PUNCT
dad-11372	69	46	anchored	anchor	VERB
dad-11372	69	47	’	'	PUNCT
dad-11372	69	48	by	by	ADP
dad-11372	69	49	associating	associate	VERB
dad-11372	69	50	discourse	discourse	NOUN
dad-11372	69	51	signal	signal	NOUN
dad-11372	69	52	categories	category	NOUN
dad-11372	69	53	from	from	ADP
dad-11372	69	54	5	5	NUM
dad-11372	69	55	zeldes	zelde	NOUN
dad-11372	69	56	and	and	CCONJ
dad-11372	69	57	liu	liu	PROPN
dad-11372	69	58	rst	rst	PROPN
dad-11372	69	59	-	-	PROPN
dad-11372	69	60	sc	sc	PROPN
dad-11372	69	61	with	with	ADP
dad-11372	69	62	concrete	concrete	ADJ
dad-11372	69	63	token	token	VERB
dad-11372	69	64	spans	span	NOUN
dad-11372	69	65	.	.	PUNCT
dad-11372	70	1	liu	liu	PROPN
dad-11372	70	2	(	(	PUNCT
dad-11372	70	3	2019	2019	NUM
dad-11372	70	4	)	)	PUNCT
dad-11372	70	5	applied	apply	VERB
dad-11372	70	6	the	the	DET
dad-11372	70	7	same	same	ADJ
dad-11372	70	8	scheme	scheme	NOUN
dad-11372	70	9	to	to	ADP
dad-11372	70	10	a	a	DET
dad-11372	70	11	data	data	NOUN
dad-11372	70	12	set	set	VERB
dad-11372	70	13	described	describe	VERB
dad-11372	70	14	in	in	ADP
dad-11372	70	15	section	section	NOUN
dad-11372	70	16	3	3	NUM
dad-11372	70	17	,	,	PUNCT
dad-11372	70	18	which	which	PRON
dad-11372	70	19	we	we	PRON
dad-11372	70	20	will	will	AUX
dad-11372	70	21	use	use	VERB
dad-11372	70	22	to	to	PART
dad-11372	70	23	evaluate	evaluate	VERB
dad-11372	70	24	our	our	PRON
dad-11372	70	25	model	model	NOUN
dad-11372	70	26	in	in	ADP
dad-11372	70	27	section	section	NOUN
dad-11372	70	28	5	5	NUM
dad-11372	70	29	.	.	PUNCT
dad-11372	71	1	since	since	SCONJ
dad-11372	71	2	that	that	DET
dad-11372	71	3	data	datum	NOUN
dad-11372	71	4	set	set	VERB
dad-11372	71	5	is	be	AUX
dad-11372	71	6	based	base	VERB
dad-11372	71	7	on	on	ADP
dad-11372	71	8	the	the	DET
dad-11372	71	9	same	same	ADJ
dad-11372	71	10	annotation	annotation	NOUN
dad-11372	71	11	scheme	scheme	NOUN
dad-11372	71	12	of	of	ADP
dad-11372	71	13	signal	signal	ADJ
dad-11372	71	14	types	type	NOUN
dad-11372	71	15	as	as	ADP
dad-11372	71	16	rst	rst	NOUN
dad-11372	71	17	-	-	PROPN
dad-11372	71	18	sc	sc	PROPN
dad-11372	71	19	,	,	PUNCT
dad-11372	71	20	we	we	PRON
dad-11372	71	21	will	will	AUX
dad-11372	71	22	describe	describe	VERB
dad-11372	71	23	the	the	DET
dad-11372	71	24	data	datum	NOUN
dad-11372	71	25	for	for	ADP
dad-11372	71	26	the	the	DET
dad-11372	71	27	present	present	ADJ
dad-11372	71	28	study	study	NOUN
dad-11372	71	29	and	and	CCONJ
dad-11372	71	30	rst	rst	ADJ
dad-11372	71	31	-	-	ADJ
dad-11372	71	32	sc	sc	PROPN
dad-11372	71	33	signal	signal	NOUN
dad-11372	71	34	type	type	NOUN
dad-11372	71	35	annotation	annotation	NOUN
dad-11372	71	36	scheme	scheme	NOUN
dad-11372	71	37	next	next	ADV
dad-11372	71	38	.	.	PUNCT
dad-11372	72	1	3	3	X
dad-11372	72	2	.	.	X
dad-11372	72	3	data	datum	NOUN
dad-11372	72	4	3.1	3.1	NUM
dad-11372	72	5	anchored	anchor	VERB
dad-11372	72	6	signals	signal	NOUN
dad-11372	72	7	in	in	ADP
dad-11372	72	8	the	the	DET
dad-11372	72	9	gum	gum	NOUN
dad-11372	72	10	corpus	corpus	NOUN
dad-11372	72	11	in	in	ADP
dad-11372	72	12	order	order	NOUN
dad-11372	72	13	to	to	PART
dad-11372	72	14	study	study	VERB
dad-11372	72	15	open	open	ADV
dad-11372	72	16	-	-	PUNCT
dad-11372	72	17	ended	end	VERB
dad-11372	72	18	signals	signal	NOUN
dad-11372	72	19	anchored	anchor	VERB
dad-11372	72	20	to	to	ADP
dad-11372	72	21	concrete	concrete	ADJ
dad-11372	72	22	tokens	token	NOUN
dad-11372	72	23	,	,	PUNCT
dad-11372	72	24	we	we	PRON
dad-11372	72	25	use	use	VERB
dad-11372	72	26	the	the	DET
dad-11372	72	27	signal	signal	NOUN
dad-11372	72	28	-	-	PUNCT
dad-11372	72	29	annotated	annotate	VERB
dad-11372	72	30	subset	subset	NOUN
dad-11372	72	31	of	of	ADP
dad-11372	72	32	the	the	DET
dad-11372	72	33	freely	freely	ADV
dad-11372	72	34	available	available	ADJ
dad-11372	72	35	georgetown	georgetown	PROPN
dad-11372	72	36	university	university	NOUN
dad-11372	72	37	multilayer	multilayer	NOUN
dad-11372	72	38	(	(	PUNCT
dad-11372	72	39	gum	gum	NOUN
dad-11372	72	40	)	)	PUNCT
dad-11372	72	41	corpus	corpus	NOUN
dad-11372	72	42	(	(	PUNCT
dad-11372	72	43	zeldes	zelde	NOUN
dad-11372	72	44	,	,	PUNCT
dad-11372	72	45	2017	2017	NUM
dad-11372	72	46	)	)	PUNCT
dad-11372	72	47	from	from	ADP
dad-11372	72	48	liu	liu	PROPN
dad-11372	72	49	(	(	PUNCT
dad-11372	72	50	2019	2019	NUM
dad-11372	72	51	)	)	PUNCT
dad-11372	72	52	.	.	PUNCT
dad-11372	73	1	our	our	PRON
dad-11372	73	2	choice	choice	NOUN
dad-11372	73	3	to	to	PART
dad-11372	73	4	use	use	VERB
dad-11372	73	5	a	a	DET
dad-11372	73	6	multi	multi	ADJ
dad-11372	73	7	-	-	ADJ
dad-11372	73	8	genre	genre	ADJ
dad-11372	73	9	rst	rst	ADJ
dad-11372	73	10	-	-	PUNCT
dad-11372	73	11	annotated	annotated	ADJ
dad-11372	73	12	corpus	corpus	NOUN
dad-11372	73	13	rather	rather	ADV
dad-11372	73	14	than	than	ADP
dad-11372	73	15	using	use	VERB
dad-11372	73	16	pdtb	pdtb	NOUN
dad-11372	73	17	,	,	PUNCT
dad-11372	73	18	which	which	PRON
dad-11372	73	19	also	also	ADV
dad-11372	73	20	contains	contain	VERB
dad-11372	73	21	discourse	discourse	NOUN
dad-11372	73	22	relation	relation	NOUN
dad-11372	73	23	signal	signal	NOUN
dad-11372	73	24	annotation	annotation	NOUN
dad-11372	73	25	to	to	ADP
dad-11372	73	26	a	a	DET
dad-11372	73	27	large	large	ADJ
dad-11372	73	28	extent	extent	NOUN
dad-11372	73	29	is	be	AUX
dad-11372	73	30	motivated	motivate	VERB
dad-11372	73	31	by	by	ADP
dad-11372	73	32	three	three	NUM
dad-11372	73	33	reasons	reason	NOUN
dad-11372	73	34	:	:	PUNCT
dad-11372	73	35	the	the	DET
dad-11372	73	36	first	first	ADJ
dad-11372	73	37	reason	reason	NOUN
dad-11372	73	38	is	be	AUX
dad-11372	73	39	that	that	SCONJ
dad-11372	73	40	we	we	PRON
dad-11372	73	41	wish	wish	VERB
dad-11372	73	42	to	to	PART
dad-11372	73	43	explore	explore	VERB
dad-11372	73	44	the	the	DET
dad-11372	73	45	full	full	ADJ
dad-11372	73	46	range	range	NOUN
dad-11372	73	47	of	of	ADP
dad-11372	73	48	potential	potential	ADJ
dad-11372	73	49	signals	signal	NOUN
dad-11372	73	50	,	,	PUNCT
dad-11372	73	51	as	as	SCONJ
dad-11372	73	52	laid	lay	VERB
dad-11372	73	53	out	out	ADP
dad-11372	73	54	in	in	ADP
dad-11372	73	55	the	the	DET
dad-11372	73	56	work	work	NOUN
dad-11372	73	57	on	on	ADP
dad-11372	73	58	the	the	DET
dad-11372	73	59	signalling	signal	VERB
dad-11372	73	60	corpus	corpus	NOUN
dad-11372	73	61	(	(	PUNCT
dad-11372	73	62	das	das	PROPN
dad-11372	73	63	and	and	CCONJ
dad-11372	73	64	taboada	taboada	NOUN
dad-11372	73	65	,	,	PUNCT
dad-11372	73	66	2017	2017	NUM
dad-11372	73	67	,	,	PUNCT
dad-11372	73	68	2018	2018	NUM
dad-11372	73	69	)	)	PUNCT
dad-11372	73	70	,	,	PUNCT
dad-11372	73	71	whereas	whereas	SCONJ
dad-11372	73	72	pdtb	pdtb	NOUN
dad-11372	73	73	annotates	annotate	VERB
dad-11372	73	74	only	only	ADV
dad-11372	73	75	a	a	DET
dad-11372	73	76	subset	subset	NOUN
dad-11372	73	77	of	of	ADP
dad-11372	73	78	the	the	DET
dad-11372	73	79	possible	possible	ADJ
dad-11372	73	80	cues	cue	NOUN
dad-11372	73	81	identified	identify	VERB
dad-11372	73	82	by	by	ADP
dad-11372	73	83	human	human	ADJ
dad-11372	73	84	annotators	annotator	NOUN
dad-11372	73	85	.	.	PUNCT
dad-11372	74	1	secondly	secondly	ADV
dad-11372	74	2	,	,	PUNCT
dad-11372	74	3	the	the	DET
dad-11372	74	4	use	use	NOUN
dad-11372	74	5	of	of	ADP
dad-11372	74	6	rst	rst	PROPN
dad-11372	74	7	as	as	ADP
dad-11372	74	8	a	a	DET
dad-11372	74	9	framework	framework	NOUN
dad-11372	74	10	allows	allow	VERB
dad-11372	74	11	us	we	PRON
dad-11372	74	12	to	to	PART
dad-11372	74	13	examine	examine	VERB
dad-11372	74	14	discourse	discourse	NOUN
dad-11372	74	15	relations	relation	NOUN
dad-11372	74	16	at	at	ADP
dad-11372	74	17	all	all	DET
dad-11372	74	18	hierarchical	hierarchical	ADJ
dad-11372	74	19	levels	level	NOUN
dad-11372	74	20	,	,	PUNCT
dad-11372	74	21	including	include	VERB
dad-11372	74	22	long	long	ADJ
dad-11372	74	23	distance	distance	NOUN
dad-11372	74	24	,	,	PUNCT
dad-11372	74	25	high	high	ADJ
dad-11372	74	26	-	-	PUNCT
dad-11372	74	27	level	level	NOUN
dad-11372	74	28	relations	relation	NOUN
dad-11372	74	29	between	between	ADP
dad-11372	74	30	structures	structure	NOUN
dad-11372	74	31	as	as	ADV
dad-11372	74	32	large	large	ADJ
dad-11372	74	33	as	as	ADP
dad-11372	74	34	paragraphs	paragraph	NOUN
dad-11372	74	35	or	or	CCONJ
dad-11372	74	36	sections	section	NOUN
dad-11372	74	37	,	,	PUNCT
dad-11372	74	38	which	which	PRON
dad-11372	74	39	often	often	ADV
dad-11372	74	40	have	have	VERB
dad-11372	74	41	different	different	ADJ
dad-11372	74	42	types	type	NOUN
dad-11372	74	43	of	of	ADP
dad-11372	74	44	signals	signal	NOUN
dad-11372	74	45	allowing	allow	VERB
dad-11372	74	46	their	their	PRON
dad-11372	74	47	identification	identification	NOUN
dad-11372	74	48	.	.	PUNCT
dad-11372	75	1	finally	finally	ADV
dad-11372	75	2	,	,	PUNCT
dad-11372	75	3	although	although	SCONJ
dad-11372	75	4	the	the	DET
dad-11372	75	5	entire	entire	ADJ
dad-11372	75	6	gum	gum	NOUN
dad-11372	75	7	corpus	corpus	NOUN
dad-11372	75	8	is	be	AUX
dad-11372	75	9	only	only	ADV
dad-11372	75	10	about	about	ADV
dad-11372	75	11	half	half	DET
dad-11372	75	12	the	the	DET
dad-11372	75	13	size	size	NOUN
dad-11372	75	14	of	of	ADP
dad-11372	75	15	rst	rst	NOUN
dad-11372	75	16	-	-	PUNCT
dad-11372	75	17	dt	dt	PROPN
dad-11372	75	18	(	(	PUNCT
dad-11372	75	19	109k	109k	NUM
dad-11372	75	20	tokens4	tokens4	PROPN
dad-11372	75	21	)	)	PUNCT
dad-11372	75	22	,	,	PUNCT
dad-11372	75	23	using	use	VERB
dad-11372	75	24	gum	gum	NOUN
dad-11372	75	25	offers	offer	VERB
dad-11372	75	26	the	the	DET
dad-11372	75	27	advantage	advantage	NOUN
dad-11372	75	28	of	of	ADP
dad-11372	75	29	a	a	DET
dad-11372	75	30	more	more	ADV
dad-11372	75	31	varied	varied	ADJ
dad-11372	75	32	range	range	NOUN
dad-11372	75	33	of	of	ADP
dad-11372	75	34	genres	genre	NOUN
dad-11372	75	35	than	than	ADP
dad-11372	75	36	pdtb	pdtb	NOUN
dad-11372	75	37	and	and	CCONJ
dad-11372	75	38	rst	rst	PROPN
dad-11372	75	39	-	-	PROPN
dad-11372	75	40	sc	sc	PROPN
dad-11372	75	41	,	,	PUNCT
dad-11372	75	42	both	both	PRON
dad-11372	75	43	of	of	ADP
dad-11372	75	44	which	which	PRON
dad-11372	75	45	annotate	annotate	VERB
dad-11372	75	46	wall	wall	PROPN
dad-11372	75	47	street	street	PROPN
dad-11372	75	48	journal	journal	PROPN
dad-11372	75	49	data	data	PROPN
dad-11372	75	50	.	.	PUNCT
dad-11372	76	1	the	the	DET
dad-11372	76	2	signal	signal	ADJ
dad-11372	76	3	annotated	annotate	VERB
dad-11372	76	4	subset	subset	NOUN
dad-11372	76	5	of	of	ADP
dad-11372	76	6	gum	gum	NOUN
dad-11372	76	7	includes	include	VERB
dad-11372	76	8	academic	academic	ADJ
dad-11372	76	9	papers	paper	NOUN
dad-11372	76	10	,	,	PUNCT
dad-11372	76	11	how	how	SCONJ
dad-11372	76	12	-	-	PUNCT
dad-11372	76	13	to	to	ADP
dad-11372	76	14	guides	guide	NOUN
dad-11372	76	15	,	,	PUNCT
dad-11372	76	16	interviews	interview	NOUN
dad-11372	76	17	and	and	CCONJ
dad-11372	76	18	news	news	NOUN
dad-11372	76	19	text	text	NOUN
dad-11372	76	20	,	,	PUNCT
dad-11372	76	21	encompassing	encompass	VERB
dad-11372	76	22	over	over	ADP
dad-11372	76	23	11,000	11,000	NUM
dad-11372	76	24	tokens	token	NOUN
dad-11372	76	25	.	.	PUNCT
dad-11372	77	1	although	although	SCONJ
dad-11372	77	2	this	this	DET
dad-11372	77	3	data	datum	NOUN
dad-11372	77	4	set	set	NOUN
dad-11372	77	5	may	may	AUX
dad-11372	77	6	be	be	AUX
dad-11372	77	7	too	too	ADV
dad-11372	77	8	small	small	ADJ
dad-11372	77	9	to	to	PART
dad-11372	77	10	train	train	VERB
dad-11372	77	11	a	a	DET
dad-11372	77	12	successful	successful	ADJ
dad-11372	77	13	neural	neural	ADJ
dad-11372	77	14	model	model	NOUN
dad-11372	77	15	for	for	ADP
dad-11372	77	16	signal	signal	ADJ
dad-11372	77	17	detection	detection	NOUN
dad-11372	77	18	,	,	PUNCT
dad-11372	77	19	we	we	PRON
dad-11372	77	20	will	will	AUX
dad-11372	77	21	not	not	PART
dad-11372	77	22	be	be	AUX
dad-11372	77	23	using	use	VERB
dad-11372	77	24	it	it	PRON
dad-11372	77	25	for	for	ADP
dad-11372	77	26	this	this	DET
dad-11372	77	27	purpose	purpose	NOUN
dad-11372	77	28	;	;	PUNCT
dad-11372	77	29	instead	instead	ADV
dad-11372	77	30	,	,	PUNCT
dad-11372	77	31	we	we	PRON
dad-11372	77	32	will	will	AUX
dad-11372	77	33	reserve	reserve	VERB
dad-11372	77	34	it	it	PRON
dad-11372	77	35	for	for	ADP
dad-11372	77	36	use	use	NOUN
dad-11372	77	37	solely	solely	ADV
dad-11372	77	38	as	as	ADP
dad-11372	77	39	a	a	DET
dad-11372	77	40	test	test	NOUN
dad-11372	77	41	set	set	NOUN
dad-11372	77	42	,	,	PUNCT
dad-11372	77	43	and	and	CCONJ
dad-11372	77	44	use	use	VERB
dad-11372	77	45	the	the	DET
dad-11372	77	46	remainder	remainder	NOUN
dad-11372	77	47	of	of	ADP
dad-11372	77	48	the	the	DET
dad-11372	77	49	data	datum	NOUN
dad-11372	77	50	(	(	PUNCT
dad-11372	77	51	about	about	ADP
dad-11372	77	52	98k	98k	NOUN
dad-11372	77	53	tokens	token	NOUN
dad-11372	77	54	)	)	PUNCT
dad-11372	77	55	to	to	PART
dad-11372	77	56	build	build	VERB
dad-11372	77	57	our	our	PRON
dad-11372	77	58	model	model	NOUN
dad-11372	77	59	(	(	PUNCT
dad-11372	77	60	see	see	VERB
dad-11372	77	61	section	section	NOUN
dad-11372	77	62	4.2	4.2	NUM
dad-11372	77	63	for	for	ADP
dad-11372	77	64	more	more	ADJ
dad-11372	77	65	details	detail	NOUN
dad-11372	77	66	about	about	ADP
dad-11372	77	67	the	the	DET
dad-11372	77	68	subsets	subset	NOUN
dad-11372	77	69	and	and	CCONJ
dad-11372	77	70	splits	split	NOUN
dad-11372	77	71	)	)	PUNCT
dad-11372	77	72	,	,	PUNCT
dad-11372	77	73	including	include	VERB
dad-11372	77	74	data	datum	NOUN
dad-11372	77	75	from	from	ADP
dad-11372	77	76	four	four	NUM
dad-11372	77	77	further	further	ADJ
dad-11372	77	78	genres	genre	NOUN
dad-11372	77	79	,	,	PUNCT
dad-11372	77	80	for	for	ADP
dad-11372	77	81	which	which	PRON
dad-11372	77	82	the	the	DET
dad-11372	77	83	corpus	corpus	NOUN
dad-11372	77	84	also	also	ADV
dad-11372	77	85	contains	contain	VERB
dad-11372	77	86	rst	rst	NOUN
dad-11372	77	87	annotations	annotation	NOUN
dad-11372	77	88	but	but	CCONJ
dad-11372	77	89	no	no	DET
dad-11372	77	90	signaling	signal	VERB
dad-11372	77	91	annotations	annotation	NOUN
dad-11372	77	92	:	:	PUNCT
dad-11372	77	93	travel	travel	NOUN
dad-11372	77	94	guides	guide	NOUN
dad-11372	77	95	,	,	PUNCT
dad-11372	77	96	biographies	biography	NOUN
dad-11372	77	97	,	,	PUNCT
dad-11372	77	98	fiction	fiction	NOUN
dad-11372	77	99	,	,	PUNCT
dad-11372	77	100	and	and	CCONJ
dad-11372	77	101	reddit	reddit	PROPN
dad-11372	77	102	forum	forum	NOUN
dad-11372	77	103	discussions	discussion	NOUN
dad-11372	77	104	.	.	PUNCT
dad-11372	78	1	the	the	DET
dad-11372	78	2	gum	gum	NOUN
dad-11372	78	3	corpus	corpus	NOUN
dad-11372	78	4	is	be	AUX
dad-11372	78	5	manually	manually	ADV
dad-11372	78	6	annotated	annotate	VERB
dad-11372	78	7	with	with	ADP
dad-11372	78	8	a	a	DET
dad-11372	78	9	large	large	ADJ
dad-11372	78	10	number	number	NOUN
dad-11372	78	11	of	of	ADP
dad-11372	78	12	layers	layer	NOUN
dad-11372	78	13	,	,	PUNCT
dad-11372	78	14	including	include	VERB
dad-11372	78	15	document	document	NOUN
dad-11372	78	16	layout	layout	NOUN
dad-11372	78	17	(	(	PUNCT
dad-11372	78	18	headings	heading	NOUN
dad-11372	78	19	,	,	PUNCT
dad-11372	78	20	paragraphs	paragraph	NOUN
dad-11372	78	21	,	,	PUNCT
dad-11372	78	22	figures	figure	NOUN
dad-11372	78	23	,	,	PUNCT
dad-11372	78	24	etc	etc	X
dad-11372	78	25	.	.	X
dad-11372	78	26	)	)	PUNCT
dad-11372	78	27	;	;	PUNCT
dad-11372	78	28	multiple	multiple	ADJ
dad-11372	78	29	pos	pos	NOUN
dad-11372	78	30	tags	tag	NOUN
dad-11372	78	31	(	(	PUNCT
dad-11372	78	32	penn	penn	NOUN
dad-11372	78	33	tags	tag	NOUN
dad-11372	78	34	,	,	PUNCT
dad-11372	78	35	claws5	claws5	NOUN
dad-11372	78	36	,	,	PUNCT
dad-11372	78	37	universal	universal	ADJ
dad-11372	78	38	pos	pos	NOUN
dad-11372	78	39	)	)	PUNCT
dad-11372	78	40	;	;	PUNCT
dad-11372	78	41	lemmas	lemma	NOUN
dad-11372	78	42	;	;	PUNCT
dad-11372	78	43	sentence	sentence	NOUN
dad-11372	78	44	types	type	NOUN
dad-11372	78	45	(	(	PUNCT
dad-11372	78	46	e.g.	e.g.	ADV
dad-11372	78	47	imperative	imperative	NOUN
dad-11372	78	48	,	,	PUNCT
dad-11372	78	49	wh	wh	NOUN
dad-11372	78	50	-	-	PUNCT
dad-11372	78	51	question	question	NOUN
dad-11372	78	52	etc	etc	X
dad-11372	78	53	.	.	X
dad-11372	78	54	,	,	PUNCT
dad-11372	78	55	leech	leech	NOUN
dad-11372	78	56	et	et	NOUN
dad-11372	78	57	al	al	PROPN
dad-11372	78	58	.	.	PROPN
dad-11372	78	59	2003	2003	NUM
dad-11372	78	60	)	)	PUNCT
dad-11372	78	61	;	;	PUNCT
dad-11372	78	62	universal	universal	ADJ
dad-11372	78	63	dependencies	dependency	NOUN
dad-11372	78	64	(	(	PUNCT
dad-11372	78	65	nivre	nivre	ADP
dad-11372	78	66	et	et	PROPN
dad-11372	78	67	al	al	PROPN
dad-11372	78	68	.	.	PROPN
dad-11372	78	69	,	,	PUNCT
dad-11372	78	70	2017	2017	NUM
dad-11372	78	71	)	)	PUNCT
dad-11372	78	72	;	;	PUNCT
dad-11372	78	73	(	(	PUNCT
dad-11372	78	74	non-)named	non-)name	VERB
dad-11372	78	75	entity	entity	NOUN
dad-11372	78	76	types	type	NOUN
dad-11372	78	77	;	;	PUNCT
dad-11372	78	78	coreference	coreference	NOUN
dad-11372	78	79	and	and	CCONJ
dad-11372	78	80	bridging	bridging	NOUN
dad-11372	78	81	resolution	resolution	NOUN
dad-11372	78	82	;	;	PUNCT
dad-11372	78	83	and	and	CCONJ
dad-11372	78	84	discourse	discourse	NOUN
dad-11372	78	85	parses	parse	NOUN
dad-11372	78	86	using	use	VERB
dad-11372	78	87	rhetorical	rhetorical	ADJ
dad-11372	78	88	structure	structure	NOUN
dad-11372	78	89	theory	theory	NOUN
dad-11372	78	90	(	(	PUNCT
dad-11372	78	91	mann	mann	PROPN
dad-11372	78	92	and	and	CCONJ
dad-11372	78	93	thompson	thompson	PROPN
dad-11372	78	94	,	,	PUNCT
dad-11372	78	95	1988	1988	NUM
dad-11372	78	96	)	)	PUNCT
dad-11372	78	97	.	.	PUNCT
dad-11372	79	1	in	in	ADP
dad-11372	79	2	particular	particular	ADJ
dad-11372	79	3	,	,	PUNCT
dad-11372	79	4	the	the	DET
dad-11372	79	5	rst	rst	NOUN
dad-11372	79	6	annotations	annotation	NOUN
dad-11372	79	7	in	in	ADP
dad-11372	79	8	the	the	DET
dad-11372	79	9	corpus	corpus	NOUN
dad-11372	79	10	use	use	VERB
dad-11372	79	11	a	a	DET
dad-11372	79	12	set	set	NOUN
dad-11372	79	13	of	of	ADP
dad-11372	79	14	20	20	NUM
dad-11372	79	15	commonly	commonly	ADV
dad-11372	79	16	used	use	VERB
dad-11372	79	17	rst	rst	PROPN
dad-11372	79	18	relation	relation	NOUN
dad-11372	79	19	labels	label	NOUN
dad-11372	79	20	,	,	PUNCT
dad-11372	79	21	which	which	PRON
dad-11372	79	22	are	be	AUX
dad-11372	79	23	given	give	VERB
dad-11372	79	24	in	in	ADP
dad-11372	79	25	table	table	NOUN
dad-11372	79	26	2	2	NUM
dad-11372	79	27	,	,	PUNCT
dad-11372	79	28	along	along	ADP
dad-11372	79	29	with	with	ADP
dad-11372	79	30	their	their	PRON
dad-11372	79	31	frequencies	frequency	NOUN
dad-11372	79	32	in	in	ADP
dad-11372	79	33	the	the	DET
dad-11372	79	34	corpus.5	corpus.5	PROPN
dad-11372	79	35	the	the	DET
dad-11372	79	36	relations	relation	NOUN
dad-11372	79	37	cover	cover	VERB
dad-11372	79	38	asymmetrical	asymmetrical	ADJ
dad-11372	79	39	prominence	prominence	NOUN
dad-11372	79	40	relations	relation	NOUN
dad-11372	79	41	(	(	PUNCT
dad-11372	79	42	satellite	satellite	NOUN
dad-11372	79	43	-	-	PUNCT
dad-11372	79	44	nucleus	nucleus	NOUN
dad-11372	79	45	)	)	PUNCT
dad-11372	79	46	and	and	CCONJ
dad-11372	79	47	symmetrical	symmetrical	ADJ
dad-11372	79	48	ones	one	NOUN
dad-11372	79	49	(	(	PUNCT
dad-11372	79	50	multinuclear	multinuclear	NOUN
dad-11372	79	51	relations	relation	NOUN
dad-11372	79	52	)	)	PUNCT
dad-11372	79	53	,	,	PUNCT
dad-11372	79	54	with	with	ADP
dad-11372	79	55	the	the	DET
dad-11372	79	56	restatement	restatement	NOUN
dad-11372	79	57	relation	relation	NOUN
dad-11372	79	58	being	be	AUX
dad-11372	79	59	realized	realize	VERB
dad-11372	79	60	in	in	ADP
dad-11372	79	61	two	two	NUM
dad-11372	79	62	versions	version	NOUN
dad-11372	79	63	,	,	PUNCT
dad-11372	79	64	one	one	NUM
dad-11372	79	65	for	for	ADP
dad-11372	79	66	each	each	DET
dad-11372	79	67	type	type	NOUN
dad-11372	79	68	.	.	PUNCT
dad-11372	80	1	the	the	DET
dad-11372	80	2	signaling	signal	VERB
dad-11372	80	3	annotation	annotation	NOUN
dad-11372	80	4	in	in	ADP
dad-11372	80	5	the	the	DET
dad-11372	80	6	corpus	corpus	NOUN
dad-11372	80	7	follows	follow	VERB
dad-11372	80	8	the	the	DET
dad-11372	80	9	scheme	scheme	NOUN
dad-11372	80	10	developed	develop	VERB
dad-11372	80	11	by	by	ADP
dad-11372	80	12	rst	rst	PROPN
dad-11372	80	13	-	-	PROPN
dad-11372	80	14	sc	sc	PROPN
dad-11372	80	15	,	,	PUNCT
dad-11372	80	16	with	with	ADP
dad-11372	80	17	some	some	DET
dad-11372	80	18	additions	addition	NOUN
dad-11372	80	19	.	.	PUNCT
dad-11372	81	1	although	although	SCONJ
dad-11372	81	2	rst	rst	PROPN
dad-11372	81	3	-	-	PROPN
dad-11372	81	4	sc	sc	PROPN
dad-11372	81	5	does	do	AUX
dad-11372	81	6	not	not	PART
dad-11372	81	7	indicate	indicate	VERB
dad-11372	81	8	token	token	ADJ
dad-11372	81	9	positions	position	NOUN
dad-11372	81	10	for	for	ADP
dad-11372	81	11	signals	signal	NOUN
dad-11372	81	12	,	,	PUNCT
dad-11372	81	13	it	it	PRON
dad-11372	81	14	provides	provide	VERB
dad-11372	81	15	a	a	DET
dad-11372	81	16	detailed	detailed	ADJ
dad-11372	81	17	taxonomy	taxonomy	NOUN
dad-11372	81	18	of	of	ADP
dad-11372	81	19	signal	signal	ADJ
dad-11372	81	20	types	type	NOUN
dad-11372	81	21	which	which	PRON
dad-11372	81	22	is	be	AUX
dad-11372	81	23	hierarchically	hierarchically	ADV
dad-11372	81	24	structured	structure	VERB
dad-11372	81	25	into	into	ADP
dad-11372	81	26	three	three	NUM
dad-11372	81	27	levels	level	NOUN
dad-11372	81	28	:	:	PUNCT
dad-11372	81	29	4during	4dure	VERB
dad-11372	81	30	the	the	DET
dad-11372	81	31	review	review	NOUN
dad-11372	81	32	period	period	NOUN
dad-11372	81	33	,	,	PUNCT
dad-11372	81	34	the	the	DET
dad-11372	81	35	corpus	corpus	NOUN
dad-11372	81	36	has	have	AUX
dad-11372	81	37	since	since	SCONJ
dad-11372	81	38	grown	grow	VERB
dad-11372	81	39	to	to	ADP
dad-11372	81	40	130k	130k	PROPN
dad-11372	81	41	tokens	token	NOUN
dad-11372	81	42	,	,	PUNCT
dad-11372	81	43	however	however	ADV
dad-11372	81	44	we	we	PRON
dad-11372	81	45	were	be	AUX
dad-11372	81	46	not	not	PART
dad-11372	81	47	able	able	ADJ
dad-11372	81	48	to	to	PART
dad-11372	81	49	include	include	VERB
dad-11372	81	50	these	these	PRON
dad-11372	81	51	in	in	ADP
dad-11372	81	52	the	the	DET
dad-11372	81	53	analyses	analysis	NOUN
dad-11372	81	54	presented	present	VERB
dad-11372	81	55	here	here	ADV
dad-11372	81	56	.	.	PUNCT
dad-11372	82	1	5during	5dure	VERB
dad-11372	82	2	the	the	DET
dad-11372	82	3	review	review	NOUN
dad-11372	82	4	period	period	NOUN
dad-11372	82	5	,	,	PUNCT
dad-11372	82	6	the	the	DET
dad-11372	82	7	rst	rst	PROPN
dad-11372	82	8	component	component	NOUN
dad-11372	82	9	has	have	AUX
dad-11372	82	10	undergone	undergo	VERB
dad-11372	82	11	segmentation	segmentation	NOUN
dad-11372	82	12	and	and	CCONJ
dad-11372	82	13	relation	relation	NOUN
dad-11372	82	14	set	set	VERB
dad-11372	82	15	changes	change	NOUN
dad-11372	82	16	(	(	PUNCT
dad-11372	82	17	there	there	PRON
dad-11372	82	18	are	be	VERB
dad-11372	82	19	now	now	ADV
dad-11372	82	20	25	25	NUM
dad-11372	82	21	labels	label	NOUN
dad-11372	82	22	in	in	ADP
dad-11372	82	23	the	the	DET
dad-11372	82	24	corpus	corpus	NOUN
dad-11372	82	25	)	)	PUNCT
dad-11372	82	26	,	,	PUNCT
dad-11372	82	27	however	however	ADV
dad-11372	82	28	we	we	PRON
dad-11372	82	29	were	be	AUX
dad-11372	82	30	not	not	PART
dad-11372	82	31	able	able	ADJ
dad-11372	82	32	to	to	PART
dad-11372	82	33	include	include	VERB
dad-11372	82	34	these	these	PRON
dad-11372	82	35	in	in	ADP
dad-11372	82	36	the	the	DET
dad-11372	82	37	analyses	analysis	NOUN
dad-11372	82	38	presented	present	VERB
dad-11372	82	39	here	here	ADV
dad-11372	82	40	.	.	PUNCT
dad-11372	83	1	6	6	NUM
dad-11372	83	2	a	a	DET
dad-11372	83	3	neural	neural	ADJ
dad-11372	83	4	approach	approach	NOUN
dad-11372	83	5	to	to	ADP
dad-11372	83	6	discourse	discourse	NOUN
dad-11372	83	7	relation	relation	NOUN
dad-11372	83	8	signal	signal	NOUN
dad-11372	83	9	detection	detection	NOUN
dad-11372	83	10	relation	relation	NOUN
dad-11372	83	11	type	type	NOUN
dad-11372	83	12	#	#	NOUN
dad-11372	83	13	relation	relation	NOUN
dad-11372	83	14	type	type	NOUN
dad-11372	83	15	#	#	NOUN
dad-11372	83	16	joint	joint	NOUN
dad-11372	83	17	multinuclear	multinuclear	NOUN
dad-11372	83	18	1248	1248	NUM
dad-11372	83	19	condition	condition	NOUN
dad-11372	83	20	satellite	satellite	NOUN
dad-11372	83	21	-	-	PUNCT
dad-11372	83	22	nucleus	nucleus	NOUN
dad-11372	83	23	210	210	NUM
dad-11372	83	24	elaboration	elaboration	NOUN
dad-11372	83	25	satellite	satellite	NOUN
dad-11372	83	26	-	-	PUNCT
dad-11372	83	27	nucleus	nucleus	NOUN
dad-11372	83	28	1037	1037	NUM
dad-11372	83	29	justify	justify	VERB
dad-11372	83	30	satellite	satellite	NOUN
dad-11372	83	31	-	-	PUNCT
dad-11372	83	32	nucleus	nucleus	NOUN
dad-11372	83	33	203	203	NUM
dad-11372	83	34	sequence	sequence	NOUN
dad-11372	83	35	multinuclear	multinuclear	VERB
dad-11372	83	36	546	546	NUM
dad-11372	83	37	result	result	NOUN
dad-11372	83	38	satellite	satellite	NOUN
dad-11372	83	39	-	-	PUNCT
dad-11372	83	40	nucleus	nucleus	NOUN
dad-11372	83	41	185	185	NUM
dad-11372	83	42	preparation	preparation	NOUN
dad-11372	83	43	satellite	satellite	NOUN
dad-11372	83	44	-	-	PUNCT
dad-11372	83	45	nucleus	nucleus	NOUN
dad-11372	83	46	500	500	NUM
dad-11372	83	47	solutionhood	solutionhood	PROPN
dad-11372	83	48	satellite	satellite	NOUN
dad-11372	83	49	-	-	PUNCT
dad-11372	83	50	nucleus	nucleus	NOUN
dad-11372	83	51	173	173	NUM
dad-11372	83	52	background	background	NOUN
dad-11372	83	53	satellite	satellite	NOUN
dad-11372	83	54	-	-	PUNCT
dad-11372	83	55	nucleus	nucleus	NOUN
dad-11372	83	56	464	464	NUM
dad-11372	83	57	restatement	restatement	NOUN
dad-11372	83	58	multinuclear	multinuclear	NOUN
dad-11372	83	59	or	or	CCONJ
dad-11372	83	60	150	150	NUM
dad-11372	83	61	circumstance	circumstance	NOUN
dad-11372	83	62	satellite	satellite	NOUN
dad-11372	83	63	-	-	PUNCT
dad-11372	83	64	nucleus	nucleus	NOUN
dad-11372	83	65	314	314	NUM
dad-11372	83	66	satellite	satellite	NOUN
dad-11372	83	67	-	-	PUNCT
dad-11372	83	68	nucleus	nucleus	NOUN
dad-11372	83	69	evaluation	evaluation	NOUN
dad-11372	83	70	satellite	satellite	NOUN
dad-11372	83	71	-	-	PUNCT
dad-11372	83	72	nucleus	nucleus	NOUN
dad-11372	83	73	283	283	NUM
dad-11372	83	74	evidence	evidence	NOUN
dad-11372	83	75	satellite	satellite	NOUN
dad-11372	83	76	-	-	PUNCT
dad-11372	83	77	nucleus	nucleus	NOUN
dad-11372	83	78	147	147	NUM
dad-11372	83	79	concession	concession	NOUN
dad-11372	83	80	satellite	satellite	NOUN
dad-11372	83	81	-	-	PUNCT
dad-11372	83	82	nucleus	nucleus	NOUN
dad-11372	83	83	271	271	NUM
dad-11372	83	84	purpose	purpose	NOUN
dad-11372	83	85	satellite	satellite	NOUN
dad-11372	83	86	-	-	PUNCT
dad-11372	83	87	nucleus	nucleus	NOUN
dad-11372	83	88	136	136	NUM
dad-11372	83	89	contrast	contrast	NOUN
dad-11372	83	90	multinuclear	multinuclear	NOUN
dad-11372	83	91	250	250	NUM
dad-11372	83	92	motivation	motivation	NOUN
dad-11372	83	93	satellite	satellite	NOUN
dad-11372	83	94	-	-	PUNCT
dad-11372	83	95	nucleus	nucleus	NOUN
dad-11372	83	96	124	124	NUM
dad-11372	83	97	cause	cause	NOUN
dad-11372	83	98	satellite	satellite	NOUN
dad-11372	83	99	-	-	PUNCT
dad-11372	83	100	nucleus	nucleus	NOUN
dad-11372	83	101	242	242	NUM
dad-11372	83	102	antithesis	antithesis	NOUN
dad-11372	83	103	satellite	satellite	NOUN
dad-11372	83	104	-	-	PUNCT
dad-11372	83	105	nucleus	nucleus	NOUN
dad-11372	83	106	109	109	NUM
dad-11372	83	107	table	table	NOUN
dad-11372	83	108	2	2	NUM
dad-11372	83	109	:	:	PUNCT
dad-11372	83	110	rst	rst	NOUN
dad-11372	83	111	relations	relation	NOUN
dad-11372	83	112	and	and	CCONJ
dad-11372	83	113	their	their	PRON
dad-11372	83	114	frequencies	frequency	NOUN
dad-11372	83	115	in	in	ADP
dad-11372	83	116	the	the	DET
dad-11372	83	117	gum	gum	NOUN
dad-11372	83	118	corpus	corpus	NOUN
dad-11372	83	119	.	.	PUNCT
dad-11372	84	1	1	1	X
dad-11372	84	2	.	.	X
dad-11372	84	3	signal	signal	PROPN
dad-11372	84	4	class	class	NOUN
dad-11372	84	5	,	,	PUNCT
dad-11372	84	6	denoting	denote	VERB
dad-11372	84	7	the	the	DET
dad-11372	84	8	signal	signal	NOUN
dad-11372	84	9	’s	’s	PART
dad-11372	84	10	degree	degree	NOUN
dad-11372	84	11	of	of	ADP
dad-11372	84	12	complexity	complexity	NOUN
dad-11372	84	13	2	2	NUM
dad-11372	84	14	.	.	NOUN
dad-11372	84	15	signal	signal	PROPN
dad-11372	84	16	type	type	NOUN
dad-11372	84	17	,	,	PUNCT
dad-11372	84	18	indicating	indicate	VERB
dad-11372	84	19	the	the	DET
dad-11372	84	20	linguistic	linguistic	ADJ
dad-11372	84	21	system	system	NOUN
dad-11372	84	22	to	to	PART
dad-11372	84	23	which	which	PRON
dad-11372	84	24	it	it	PRON
dad-11372	84	25	belongs	belong	VERB
dad-11372	84	26	3	3	NUM
dad-11372	84	27	.	.	PUNCT
dad-11372	84	28	specific	specific	ADJ
dad-11372	84	29	signal	signal	NOUN
dad-11372	84	30	,	,	PUNCT
dad-11372	84	31	which	which	PRON
dad-11372	84	32	gives	give	VERB
dad-11372	84	33	the	the	DET
dad-11372	84	34	most	most	ADV
dad-11372	84	35	fine	fine	ADV
dad-11372	84	36	-	-	PUNCT
dad-11372	84	37	grained	grain	VERB
dad-11372	84	38	subtypes	subtype	NOUN
dad-11372	84	39	of	of	ADP
dad-11372	84	40	signals	signal	NOUN
dad-11372	84	41	within	within	ADP
dad-11372	84	42	each	each	DET
dad-11372	84	43	type	type	NOUN
dad-11372	84	44	it	it	PRON
dad-11372	84	45	is	be	AUX
dad-11372	84	46	assumed	assume	VERB
dad-11372	84	47	that	that	SCONJ
dad-11372	84	48	any	any	DET
dad-11372	84	49	number	number	NOUN
dad-11372	84	50	of	of	ADP
dad-11372	84	51	word	word	NOUN
dad-11372	84	52	tokens	token	NOUN
dad-11372	84	53	can	can	AUX
dad-11372	84	54	be	be	AUX
dad-11372	84	55	associated	associate	VERB
dad-11372	84	56	with	with	ADP
dad-11372	84	57	any	any	DET
dad-11372	84	58	number	number	NOUN
dad-11372	84	59	of	of	ADP
dad-11372	84	60	signals	signal	NOUN
dad-11372	84	61	(	(	PUNCT
dad-11372	84	62	including	include	VERB
dad-11372	84	63	the	the	DET
dad-11372	84	64	same	same	ADJ
dad-11372	84	65	tokens	token	NOUN
dad-11372	84	66	participating	participate	VERB
dad-11372	84	67	in	in	ADP
dad-11372	84	68	multiple	multiple	ADJ
dad-11372	84	69	signals	signal	NOUN
dad-11372	84	70	)	)	PUNCT
dad-11372	84	71	,	,	PUNCT
dad-11372	84	72	that	that	SCONJ
dad-11372	84	73	signals	signal	NOUN
dad-11372	84	74	can	can	AUX
dad-11372	84	75	arise	arise	VERB
dad-11372	84	76	without	without	ADP
dad-11372	84	77	corresponding	correspond	VERB
dad-11372	84	78	to	to	ADP
dad-11372	84	79	specific	specific	ADJ
dad-11372	84	80	tokens	token	NOUN
dad-11372	84	81	(	(	PUNCT
dad-11372	84	82	e.g.	e.g.	ADV
dad-11372	84	83	due	due	ADJ
dad-11372	84	84	to	to	ADP
dad-11372	84	85	graphical	graphical	ADJ
dad-11372	84	86	layout	layout	NOUN
dad-11372	84	87	of	of	ADP
dad-11372	84	88	paragraphs	paragraph	NOUN
dad-11372	84	89	)	)	PUNCT
dad-11372	84	90	,	,	PUNCT
dad-11372	84	91	and	and	CCONJ
dad-11372	84	92	that	that	SCONJ
dad-11372	84	93	each	each	DET
dad-11372	84	94	relation	relation	NOUN
dad-11372	84	95	can	can	AUX
dad-11372	84	96	have	have	VERB
dad-11372	84	97	an	an	DET
dad-11372	84	98	unbounded	unbounded	ADJ
dad-11372	84	99	number	number	NOUN
dad-11372	84	100	of	of	ADP
dad-11372	84	101	signals	signal	NOUN
dad-11372	84	102	(	(	PUNCT
dad-11372	84	103	0−	0−	NUM
dad-11372	84	104	n	n	CCONJ
dad-11372	84	105	)	)	PUNCT
dad-11372	84	106	,	,	PUNCT
dad-11372	84	107	each	each	PRON
dad-11372	84	108	of	of	ADP
dad-11372	84	109	which	which	PRON
dad-11372	84	110	is	be	AUX
dad-11372	84	111	characterized	characterize	VERB
dad-11372	84	112	by	by	ADP
dad-11372	84	113	all	all	DET
dad-11372	84	114	three	three	NUM
dad-11372	84	115	levels	level	NOUN
dad-11372	84	116	.	.	PUNCT
dad-11372	85	1	the	the	DET
dad-11372	85	2	signal	signal	ADJ
dad-11372	85	3	class	class	NOUN
dad-11372	85	4	level	level	NOUN
dad-11372	85	5	is	be	AUX
dad-11372	85	6	divided	divide	VERB
dad-11372	85	7	into	into	ADP
dad-11372	85	8	single	single	ADJ
dad-11372	85	9	,	,	PUNCT
dad-11372	85	10	combined	combine	VERB
dad-11372	85	11	(	(	PUNCT
dad-11372	85	12	for	for	ADP
dad-11372	85	13	complex	complex	ADJ
dad-11372	85	14	signals	signal	NOUN
dad-11372	85	15	)	)	PUNCT
dad-11372	85	16	,	,	PUNCT
dad-11372	85	17	and	and	CCONJ
dad-11372	85	18	unsure	unsure	ADJ
dad-11372	85	19	for	for	ADP
dad-11372	85	20	unclear	unclear	ADJ
dad-11372	85	21	signals	signal	NOUN
dad-11372	85	22	which	which	PRON
dad-11372	85	23	can	can	AUX
dad-11372	85	24	not	not	PART
dad-11372	85	25	be	be	AUX
dad-11372	85	26	identified	identify	VERB
dad-11372	85	27	conclusively	conclusively	ADV
dad-11372	85	28	,	,	PUNCT
dad-11372	85	29	but	but	CCONJ
dad-11372	85	30	are	be	AUX
dad-11372	85	31	noted	note	VERB
dad-11372	85	32	for	for	ADP
dad-11372	85	33	further	further	ADJ
dad-11372	85	34	study	study	NOUN
dad-11372	85	35	.	.	PUNCT
dad-11372	86	1	for	for	ADP
dad-11372	86	2	each	each	DET
dad-11372	86	3	signal	signal	NOUN
dad-11372	86	4	(	(	PUNCT
dad-11372	86	5	regardless	regardless	ADV
dad-11372	86	6	of	of	ADP
dad-11372	86	7	its	its	PRON
dad-11372	86	8	class	class	NOUN
dad-11372	86	9	)	)	PUNCT
dad-11372	86	10	,	,	PUNCT
dad-11372	86	11	signal	signal	ADJ
dad-11372	86	12	type	type	NOUN
dad-11372	86	13	and	and	CCONJ
dad-11372	86	14	specific	specific	ADJ
dad-11372	86	15	signal	signal	NOUN
dad-11372	86	16	are	be	AUX
dad-11372	86	17	identified	identify	VERB
dad-11372	86	18	.	.	PUNCT
dad-11372	87	1	according	accord	VERB
dad-11372	87	2	to	to	ADP
dad-11372	87	3	rst	rst	PROPN
dad-11372	87	4	-	-	PUNCT
dad-11372	87	5	sc	sc	PROPN
dad-11372	87	6	’s	’s	PART
dad-11372	87	7	taxonomy	taxonomy	NOUN
dad-11372	87	8	,	,	PUNCT
dad-11372	87	9	signal	signal	ADJ
dad-11372	87	10	type	type	NOUN
dad-11372	87	11	includes	include	VERB
dad-11372	87	12	9	9	NUM
dad-11372	87	13	types	type	NOUN
dad-11372	87	14	such	such	ADJ
dad-11372	87	15	as	as	ADP
dad-11372	87	16	dms	dms	NOUN
dad-11372	87	17	,	,	PUNCT
dad-11372	87	18	genre	genre	NOUN
dad-11372	87	19	,	,	PUNCT
dad-11372	87	20	graphical	graphical	ADJ
dad-11372	87	21	,	,	PUNCT
dad-11372	87	22	lexical	lexical	ADJ
dad-11372	87	23	,	,	PUNCT
dad-11372	87	24	morphological	morphological	ADJ
dad-11372	87	25	,	,	PUNCT
dad-11372	87	26	numerical	numerical	ADJ
dad-11372	87	27	,	,	PUNCT
dad-11372	87	28	reference	reference	NOUN
dad-11372	87	29	,	,	PUNCT
dad-11372	87	30	semantic	semantic	ADJ
dad-11372	87	31	,	,	PUNCT
dad-11372	87	32	and	and	CCONJ
dad-11372	87	33	syntactic	syntactic	ADJ
dad-11372	87	34	.	.	PUNCT
dad-11372	88	1	each	each	DET
dad-11372	88	2	type	type	NOUN
dad-11372	88	3	then	then	ADV
dad-11372	88	4	has	have	VERB
dad-11372	88	5	specific	specific	ADJ
dad-11372	88	6	subcategories	subcategorie	NOUN
dad-11372	88	7	.	.	PUNCT
dad-11372	89	1	for	for	ADP
dad-11372	89	2	instance	instance	NOUN
dad-11372	89	3	,	,	PUNCT
dad-11372	89	4	the	the	DET
dad-11372	89	5	signal	signal	ADJ
dad-11372	89	6	type	type	NOUN
dad-11372	89	7	semantic	semantic	NOUN
dad-11372	89	8	has	have	VERB
dad-11372	89	9	7	7	NUM
dad-11372	89	10	specific	specific	ADJ
dad-11372	89	11	signal	signal	ADJ
dad-11372	89	12	subtypes	subtype	NOUN
dad-11372	89	13	:	:	PUNCT
dad-11372	89	14	synonymy	synonymy	NOUN
dad-11372	89	15	,	,	PUNCT
dad-11372	89	16	antonymy	antonymy	NOUN
dad-11372	89	17	,	,	PUNCT
dad-11372	89	18	meronymy	meronymy	NOUN
dad-11372	89	19	,	,	PUNCT
dad-11372	89	20	repetition	repetition	NOUN
dad-11372	89	21	,	,	PUNCT
dad-11372	89	22	indicative	indicative	ADJ
dad-11372	89	23	word	word	NOUN
dad-11372	89	24	pair	pair	NOUN
dad-11372	89	25	,	,	PUNCT
dad-11372	89	26	lexical	lexical	ADJ
dad-11372	89	27	chain	chain	NOUN
dad-11372	89	28	,	,	PUNCT
dad-11372	89	29	and	and	CCONJ
dad-11372	89	30	general	general	ADJ
dad-11372	89	31	word	word	NOUN
dad-11372	89	32	.	.	PUNCT
dad-11372	90	1	we	we	PRON
dad-11372	90	2	will	will	AUX
dad-11372	90	3	describe	describe	VERB
dad-11372	90	4	some	some	PRON
dad-11372	90	5	of	of	ADP
dad-11372	90	6	these	these	PRON
dad-11372	90	7	in	in	ADP
dad-11372	90	8	more	more	ADJ
dad-11372	90	9	depth	depth	NOUN
dad-11372	90	10	below	below	ADV
dad-11372	90	11	.	.	PUNCT
dad-11372	91	1	in	in	ADP
dad-11372	91	2	addition	addition	NOUN
dad-11372	91	3	to	to	ADP
dad-11372	91	4	the	the	DET
dad-11372	91	5	9	9	NUM
dad-11372	91	6	signal	signal	NOUN
dad-11372	91	7	types	type	NOUN
dad-11372	91	8	,	,	PUNCT
dad-11372	91	9	rst	rst	PROPN
dad-11372	91	10	-	-	PUNCT
dad-11372	91	11	sc	sc	PROPN
dad-11372	91	12	has	have	VERB
dad-11372	91	13	6	6	NUM
dad-11372	91	14	combined	combine	VERB
dad-11372	91	15	signal	signal	NOUN
dad-11372	91	16	types	type	NOUN
dad-11372	91	17	such	such	ADJ
dad-11372	91	18	as	as	ADP
dad-11372	91	19	reference+syntactic	reference+syntactic	PROPN
dad-11372	91	20	,	,	PUNCT
dad-11372	91	21	semantic+syntactic	semantic+syntactic	PROPN
dad-11372	91	22	,	,	PUNCT
dad-11372	91	23	and	and	CCONJ
dad-11372	91	24	graphical+syntactic	graphical+syntactic	ADJ
dad-11372	91	25	etc	etc	X
dad-11372	91	26	.	.	X
dad-11372	91	27	,	,	PUNCT
dad-11372	91	28	and	and	CCONJ
dad-11372	91	29	15	15	NUM
dad-11372	91	30	specific	specific	ADJ
dad-11372	91	31	signals	signal	NOUN
dad-11372	91	32	are	be	AUX
dad-11372	91	33	identified	identify	VERB
dad-11372	91	34	for	for	ADP
dad-11372	91	35	the	the	DET
dad-11372	91	36	combined	combine	VERB
dad-11372	91	37	signals	signal	NOUN
dad-11372	91	38	.	.	PUNCT
dad-11372	92	1	although	although	SCONJ
dad-11372	92	2	the	the	DET
dad-11372	92	3	rich	rich	ADJ
dad-11372	92	4	signaling	signaling	ADJ
dad-11372	92	5	annotations	annotation	NOUN
dad-11372	92	6	in	in	ADP
dad-11372	92	7	rst	rst	PROPN
dad-11372	92	8	-	-	ADJ
dad-11372	92	9	sc	sc	PROPN
dad-11372	92	10	offer	offer	VERB
dad-11372	92	11	an	an	DET
dad-11372	92	12	excellent	excellent	ADJ
dad-11372	92	13	overview	overview	NOUN
dad-11372	92	14	of	of	ADP
dad-11372	92	15	the	the	DET
dad-11372	92	16	relative	relative	ADJ
dad-11372	92	17	prevalence	prevalence	NOUN
dad-11372	92	18	of	of	ADP
dad-11372	92	19	different	different	ADJ
dad-11372	92	20	signal	signal	NOUN
dad-11372	92	21	types	type	NOUN
dad-11372	92	22	in	in	ADP
dad-11372	92	23	the	the	DET
dad-11372	92	24	wall	wall	PROPN
dad-11372	92	25	street	street	PROPN
dad-11372	92	26	journal	journal	PROPN
dad-11372	92	27	corpus	corpus	PROPN
dad-11372	92	28	,	,	PUNCT
dad-11372	92	29	it	it	PRON
dad-11372	92	30	is	be	AUX
dad-11372	92	31	difficult	difficult	ADJ
dad-11372	92	32	to	to	PART
dad-11372	92	33	apply	apply	VERB
dad-11372	92	34	the	the	DET
dad-11372	92	35	original	original	ADJ
dad-11372	92	36	scheme	scheme	NOUN
dad-11372	92	37	to	to	ADP
dad-11372	92	38	the	the	DET
dad-11372	92	39	study	study	NOUN
dad-11372	92	40	of	of	ADP
dad-11372	92	41	individual	individual	ADJ
dad-11372	92	42	signal	signal	NOUN
dad-11372	92	43	words	word	NOUN
dad-11372	92	44	,	,	PUNCT
dad-11372	92	45	since	since	SCONJ
dad-11372	92	46	actual	actual	ADJ
dad-11372	92	47	signal	signal	NOUN
dad-11372	92	48	positions	position	NOUN
dad-11372	92	49	are	be	AUX
dad-11372	92	50	not	not	PART
dad-11372	92	51	identified	identify	VERB
dad-11372	92	52	.	.	PUNCT
dad-11372	93	1	while	while	SCONJ
dad-11372	93	2	recovering	recover	VERB
dad-11372	93	3	these	these	DET
dad-11372	93	4	positions	position	NOUN
dad-11372	93	5	may	may	AUX
dad-11372	93	6	be	be	AUX
dad-11372	93	7	possible	possible	ADJ
dad-11372	93	8	for	for	SCONJ
dad-11372	93	9	some	some	DET
dad-11372	93	10	categories	category	NOUN
dad-11372	93	11	using	use	VERB
dad-11372	93	12	the	the	DET
dad-11372	93	13	original	original	ADJ
dad-11372	93	14	guidelines,6	guidelines,6	NOUN
dad-11372	93	15	most	most	ADV
dad-11372	93	16	signaling	signaling	ADJ
dad-11372	93	17	annotations	annotation	NOUN
dad-11372	93	18	(	(	PUNCT
dad-11372	93	19	e.g.	e.g.	ADV
dad-11372	93	20	lexical	lexical	ADJ
dad-11372	93	21	chains	chain	NOUN
dad-11372	93	22	,	,	PUNCT
dad-11372	93	23	repetition	repetition	NOUN
dad-11372	93	24	)	)	PUNCT
dad-11372	93	25	can	can	AUX
dad-11372	93	26	not	not	PART
dad-11372	93	27	be	be	AUX
dad-11372	93	28	automatically	automatically	ADV
dad-11372	93	29	paired	pair	VERB
dad-11372	93	30	with	with	ADP
dad-11372	93	31	actual	actual	ADJ
dad-11372	93	32	tokens	token	NOUN
dad-11372	93	33	,	,	PUNCT
dad-11372	93	34	meaning	mean	VERB
dad-11372	93	35	that	that	SCONJ
dad-11372	93	36	,	,	PUNCT
dad-11372	93	37	in	in	ADP
dad-11372	93	38	order	order	NOUN
dad-11372	93	39	to	to	PART
dad-11372	93	40	use	use	VERB
dad-11372	93	41	the	the	DET
dad-11372	93	42	original	original	ADJ
dad-11372	93	43	rst	rst	PROPN
dad-11372	93	44	-	-	PROPN
dad-11372	93	45	sc	sc	PROPN
dad-11372	93	46	for	for	ADP
dad-11372	93	47	our	our	PRON
dad-11372	93	48	study	study	NOUN
dad-11372	93	49	,	,	PUNCT
dad-11372	93	50	we	we	PRON
dad-11372	93	51	would	would	AUX
dad-11372	93	52	need	need	VERB
dad-11372	93	53	to	to	PART
dad-11372	93	54	re	re	VERB
dad-11372	93	55	-	-	VERB
dad-11372	93	56	annotate	annotate	VERB
dad-11372	93	57	it	it	PRON
dad-11372	93	58	for	for	ADP
dad-11372	93	59	signal	signal	ADJ
dad-11372	93	60	token	token	VERB
dad-11372	93	61	positions	position	NOUN
dad-11372	93	62	.	.	PUNCT
dad-11372	94	1	as	as	SCONJ
dad-11372	94	2	this	this	DET
dad-11372	94	3	effort	effort	NOUN
dad-11372	94	4	is	be	AUX
dad-11372	94	5	beyond	beyond	ADP
dad-11372	94	6	the	the	DET
dad-11372	94	7	scope	scope	NOUN
dad-11372	94	8	of	of	ADP
dad-11372	94	9	our	our	PRON
dad-11372	94	10	study	study	NOUN
dad-11372	94	11	,	,	PUNCT
dad-11372	94	12	we	we	PRON
dad-11372	94	13	will	will	AUX
dad-11372	94	14	use	use	VERB
dad-11372	94	15	the	the	DET
dad-11372	94	16	smaller	small	ADJ
dad-11372	94	17	data	datum	NOUN
dad-11372	94	18	set	set	VERB
dad-11372	94	19	with	with	ADP
dad-11372	94	20	anchored	anchor	VERB
dad-11372	94	21	signaling	signal	VERB
dad-11372	94	22	annotations	annotation	NOUN
dad-11372	94	23	from	from	ADP
dad-11372	94	24	liu	liu	PROPN
dad-11372	94	25	(	(	PUNCT
dad-11372	94	26	2019	2019	NUM
dad-11372	94	27	):	):	PUNCT
dad-11372	94	28	this	this	DET
dad-11372	94	29	data	data	NOUN
dad-11372	94	30	is	be	AUX
dad-11372	94	31	annotated	annotate	VERB
dad-11372	94	32	with	with	ADP
dad-11372	94	33	the	the	DET
dad-11372	94	34	same	same	ADJ
dad-11372	94	35	signal	signal	NOUN
dad-11372	94	36	categories	category	NOUN
dad-11372	94	37	as	as	ADP
dad-11372	94	38	rst	rst	NOUN
dad-11372	94	39	-	-	PROPN
dad-11372	94	40	sc	sc	PROPN
dad-11372	94	41	,	,	PUNCT
dad-11372	94	42	but	but	CCONJ
dad-11372	94	43	also	also	ADV
dad-11372	94	44	includes	include	VERB
dad-11372	94	45	exact	exact	ADJ
dad-11372	94	46	token	token	VERB
dad-11372	94	47	positions	position	NOUN
dad-11372	95	1	6especially	6especially	ADV
dad-11372	95	2	dms	dm	NOUN
dad-11372	95	3	,	,	PUNCT
dad-11372	95	4	of	of	ADP
dad-11372	95	5	which	which	PRON
dad-11372	95	6	201	201	NUM
dad-11372	95	7	lexical	lexical	ADJ
dad-11372	95	8	types	type	NOUN
dad-11372	95	9	are	be	AUX
dad-11372	95	10	identified	identify	VERB
dad-11372	95	11	in	in	ADP
dad-11372	95	12	rst	rst	PROPN
dad-11372	95	13	-	-	PROPN
dad-11372	95	14	sc	sc	PROPN
dad-11372	95	15	,	,	PUNCT
dad-11372	95	16	could	could	AUX
dad-11372	95	17	be	be	AUX
dad-11372	95	18	searched	search	VERB
dad-11372	95	19	for	for	ADP
dad-11372	95	20	in	in	ADP
dad-11372	95	21	the	the	DET
dad-11372	95	22	relevant	relevant	ADJ
dad-11372	95	23	text	text	NOUN
dad-11372	95	24	spans	span	NOUN
dad-11372	95	25	.	.	PUNCT
dad-11372	96	1	however	however	ADV
dad-11372	96	2	even	even	ADV
dad-11372	96	3	for	for	ADP
dad-11372	96	4	these	these	PRON
dad-11372	96	5	we	we	PRON
dad-11372	96	6	would	would	AUX
dad-11372	96	7	not	not	PART
dad-11372	96	8	always	always	ADV
dad-11372	96	9	be	be	AUX
dad-11372	96	10	sure	sure	ADJ
dad-11372	96	11	which	which	DET
dad-11372	96	12	word	word	NOUN
dad-11372	96	13	is	be	AUX
dad-11372	96	14	intended	intend	VERB
dad-11372	96	15	in	in	ADP
dad-11372	96	16	spans	span	NOUN
dad-11372	96	17	containing	contain	VERB
dad-11372	96	18	multiple	multiple	ADJ
dad-11372	96	19	instances	instance	NOUN
dad-11372	96	20	of	of	ADP
dad-11372	96	21	the	the	DET
dad-11372	96	22	relevant	relevant	ADJ
dad-11372	96	23	word	word	NOUN
dad-11372	96	24	.	.	PUNCT
dad-11372	97	1	7	7	NUM
dad-11372	97	2	zeldes	zelde	NOUN
dad-11372	97	3	and	and	CCONJ
dad-11372	97	4	liu	liu	PROPN
dad-11372	97	5	for	for	ADP
dad-11372	97	6	each	each	DET
dad-11372	97	7	signal	signal	NOUN
dad-11372	97	8	,	,	PUNCT
dad-11372	97	9	including	include	VERB
dad-11372	97	10	possibly	possibly	ADV
dad-11372	97	11	no	no	DET
dad-11372	97	12	tokens	token	NOUN
dad-11372	97	13	for	for	ADP
dad-11372	97	14	unanchorable	unanchorable	ADJ
dad-11372	97	15	signals	signal	NOUN
dad-11372	97	16	such	such	ADJ
dad-11372	97	17	as	as	ADP
dad-11372	97	18	some	some	DET
dad-11372	97	19	types	type	NOUN
dad-11372	97	20	of	of	ADP
dad-11372	97	21	genre	genre	NOUN
dad-11372	97	22	conventions	convention	NOUN
dad-11372	97	23	or	or	CCONJ
dad-11372	97	24	graphical	graphical	ADJ
dad-11372	97	25	layout	layout	NOUN
dad-11372	97	26	which	which	PRON
dad-11372	97	27	are	be	AUX
dad-11372	97	28	not	not	PART
dad-11372	97	29	expressible	expressible	ADJ
dad-11372	97	30	in	in	ADP
dad-11372	97	31	terms	term	NOUN
dad-11372	97	32	of	of	ADP
dad-11372	97	33	specific	specific	ADJ
dad-11372	97	34	words	word	NOUN
dad-11372	97	35	.	.	PUNCT
dad-11372	98	1	in	in	ADP
dad-11372	98	2	order	order	NOUN
dad-11372	98	3	to	to	PART
dad-11372	98	4	get	get	VERB
dad-11372	98	5	a	a	DET
dad-11372	98	6	better	well	ADJ
dad-11372	98	7	sense	sense	NOUN
dad-11372	98	8	of	of	ADP
dad-11372	98	9	how	how	SCONJ
dad-11372	98	10	the	the	DET
dad-11372	98	11	annotations	annotation	NOUN
dad-11372	98	12	work	work	VERB
dad-11372	98	13	,	,	PUNCT
dad-11372	98	14	we	we	PRON
dad-11372	98	15	consider	consider	VERB
dad-11372	98	16	example	example	NOUN
dad-11372	98	17	(	(	PUNCT
dad-11372	98	18	4	4	NUM
dad-11372	98	19	)	)	PUNCT
dad-11372	98	20	.	.	PUNCT
dad-11372	99	1	(	(	PUNCT
dad-11372	99	2	4	4	X
dad-11372	99	3	)	)	PUNCT
dad-11372	99	4	[	[	X
dad-11372	99	5	5	5	NUM
dad-11372	99	6	]	]	PUNCT
dad-11372	99	7	sociologists	sociologist	NOUN
dad-11372	99	8	have	have	AUX
dad-11372	99	9	explored	explore	VERB
dad-11372	99	10	the	the	DET
dad-11372	99	11	adverse	adverse	ADJ
dad-11372	99	12	consequences	consequence	NOUN
dad-11372	99	13	of	of	ADP
dad-11372	99	14	discrimination	discrimination	NOUN
dad-11372	99	15	;	;	PUNCT
dad-11372	99	16	[	[	X
dad-11372	99	17	6	6	NUM
dad-11372	99	18	]	]	PUNCT
dad-11372	99	19	psychologists	psychologist	NOUN
dad-11372	99	20	have	have	AUX
dad-11372	99	21	examined	examine	VERB
dad-11372	99	22	the	the	DET
dad-11372	99	23	mental	mental	ADJ
dad-11372	99	24	processes	process	NOUN
dad-11372	99	25	that	that	PRON
dad-11372	99	26	underpin	underpin	VERB
dad-11372	99	27	conscious	conscious	ADJ
dad-11372	99	28	and	and	CCONJ
dad-11372	99	29	unconscious	unconscious	ADJ
dad-11372	99	30	biases	bias	NOUN
dad-11372	99	31	;	;	PUNCT
dad-11372	99	32	[	[	X
dad-11372	99	33	7	7	X
dad-11372	99	34	]	]	PUNCT
dad-11372	99	35	neuroscientists	neuroscientist	NOUN
dad-11372	99	36	have	have	AUX
dad-11372	99	37	examined	examine	VERB
dad-11372	99	38	the	the	DET
dad-11372	99	39	neurobiological	neurobiological	ADJ
dad-11372	99	40	underpinnings	underpinning	NOUN
dad-11372	99	41	of	of	ADP
dad-11372	99	42	discrimination	discrimination	NOUN
dad-11372	99	43	;	;	PUNCT
dad-11372	99	44	[	[	X
dad-11372	99	45	8	8	NUM
dad-11372	99	46	]	]	PUNCT
dad-11372	99	47	and	and	CCONJ
dad-11372	99	48	evolutionary	evolutionary	ADJ
dad-11372	99	49	theorists	theorist	NOUN
dad-11372	99	50	have	have	AUX
dad-11372	99	51	explored	explore	VERB
dad-11372	99	52	the	the	DET
dad-11372	99	53	various	various	ADJ
dad-11372	99	54	ways	way	NOUN
dad-11372	99	55	that	that	PRON
dad-11372	99	56	in	in	ADP
dad-11372	99	57	-	-	PUNCT
dad-11372	99	58	group	group	NOUN
dad-11372	99	59	/	/	SYM
dad-11372	99	60	out	out	ADP
dad-11372	99	61	-	-	PUNCT
dad-11372	99	62	group	group	NOUN
dad-11372	99	63	biases	bias	NOUN
dad-11372	99	64	emerged	emerge	VERB
dad-11372	99	65	across	across	ADP
dad-11372	99	66	the	the	DET
dad-11372	99	67	history	history	NOUN
dad-11372	99	68	of	of	ADP
dad-11372	99	69	our	our	PRON
dad-11372	99	70	species	specie	NOUN
dad-11372	99	71	.	.	PUNCT
dad-11372	100	1	–	–	PUNCT
dad-11372	100	2	joint	joint	ADJ
dad-11372	100	3	[	[	X
dad-11372	100	4	gum	gum	NOUN
dad-11372	100	5	academic	academic	ADJ
dad-11372	100	6	discrimination	discrimination	NOUN
dad-11372	100	7	]	]	PUNCT
dad-11372	100	8	figure	figure	NOUN
dad-11372	100	9	1	1	NUM
dad-11372	100	10	:	:	PUNCT
dad-11372	100	11	a	a	DET
dad-11372	100	12	visualization	visualization	NOUN
dad-11372	100	13	of	of	ADP
dad-11372	100	14	an	an	DET
dad-11372	100	15	rst	rst	ADJ
dad-11372	100	16	analysis	analysis	NOUN
dad-11372	100	17	of	of	ADP
dad-11372	100	18	(	(	PUNCT
dad-11372	100	19	4	4	NUM
dad-11372	100	20	)	)	PUNCT
dad-11372	100	21	with	with	ADP
dad-11372	100	22	the	the	DET
dad-11372	100	23	signal	signal	ADJ
dad-11372	100	24	tokens	token	NOUN
dad-11372	100	25	highlighted	highlight	VERB
dad-11372	100	26	.	.	PUNCT
dad-11372	101	1	in	in	ADP
dad-11372	101	2	this	this	DET
dad-11372	101	3	example	example	NOUN
dad-11372	101	4	,	,	PUNCT
dad-11372	101	5	there	there	PRON
dad-11372	101	6	is	be	VERB
dad-11372	101	7	a	a	DET
dad-11372	101	8	joint	joint	ADJ
dad-11372	101	9	relation	relation	NOUN
dad-11372	101	10	between	between	ADP
dad-11372	101	11	four	four	NUM
dad-11372	101	12	spans	span	NOUN
dad-11372	101	13	in	in	ADP
dad-11372	101	14	a	a	DET
dad-11372	101	15	fragment	fragment	NOUN
dad-11372	101	16	from	from	ADP
dad-11372	101	17	an	an	DET
dad-11372	101	18	rst	rst	PROPN
dad-11372	101	19	discourse	discourse	NOUN
dad-11372	101	20	tree	tree	NOUN
dad-11372	101	21	.	.	PUNCT
dad-11372	102	1	the	the	DET
dad-11372	102	2	first	first	ADJ
dad-11372	102	3	tokens	token	NOUN
dad-11372	102	4	in	in	ADP
dad-11372	102	5	each	each	DET
dad-11372	102	6	span	span	NOUN
dad-11372	102	7	form	form	VERB
dad-11372	102	8	a	a	DET
dad-11372	102	9	parallel	parallel	ADJ
dad-11372	102	10	construction	construction	NOUN
dad-11372	102	11	and	and	CCONJ
dad-11372	102	12	include	include	VERB
dad-11372	102	13	semantically	semantically	ADV
dad-11372	102	14	related	relate	VERB
dad-11372	102	15	items	item	NOUN
dad-11372	102	16	such	such	ADJ
dad-11372	102	17	as	as	SCONJ
dad-11372	102	18	explored	explore	VERB
dad-11372	102	19	and	and	CCONJ
dad-11372	102	20	examined	examine	VERB
dad-11372	102	21	(	(	PUNCT
dad-11372	102	22	signal	signal	ADJ
dad-11372	102	23	class	class	NOUN
dad-11372	102	24	‘	'	PUNCT
dad-11372	102	25	combined	combine	VERB
dad-11372	102	26	’	'	PUNCT
dad-11372	102	27	,	,	PUNCT
dad-11372	102	28	type	type	NOUN
dad-11372	102	29	‘	'	PUNCT
dad-11372	102	30	semantic+syntactic	semantic+syntactic	NOUN
dad-11372	102	31	’	'	PUNCT
dad-11372	102	32	,	,	PUNCT
dad-11372	102	33	specific	specific	ADJ
dad-11372	102	34	subtype	subtype	NOUN
dad-11372	102	35	‘	'	PUNCT
dad-11372	102	36	parallel	parallel	ADJ
dad-11372	102	37	syntactic	syntactic	ADJ
dad-11372	102	38	construction	construction	NOUN
dad-11372	102	39	+	+	CCONJ
dad-11372	102	40	lexical	lexical	ADJ
dad-11372	102	41	chain	chain	NOUN
dad-11372	102	42	’	'	PUNCT
dad-11372	102	43	)	)	PUNCT
dad-11372	102	44	.	.	PUNCT
dad-11372	103	1	the	the	DET
dad-11372	103	2	words	word	NOUN
dad-11372	103	3	corresponding	correspond	VERB
dad-11372	103	4	to	to	ADP
dad-11372	103	5	this	this	DET
dad-11372	103	6	signal	signal	NOUN
dad-11372	103	7	in	in	ADP
dad-11372	103	8	each	each	DET
dad-11372	103	9	span	span	NOUN
dad-11372	103	10	are	be	AUX
dad-11372	103	11	highlighted	highlight	VERB
dad-11372	103	12	in	in	ADP
dad-11372	103	13	figure	figure	NOUN
dad-11372	103	14	1	1	NUM
dad-11372	103	15	,	,	PUNCT
dad-11372	103	16	and	and	CCONJ
dad-11372	103	17	are	be	AUX
dad-11372	103	18	considered	consider	VERB
dad-11372	103	19	to	to	PART
dad-11372	103	20	signal	signal	VERB
dad-11372	103	21	each	each	DET
dad-11372	103	22	instance	instance	NOUN
dad-11372	103	23	of	of	ADP
dad-11372	103	24	the	the	DET
dad-11372	103	25	joint	joint	ADJ
dad-11372	103	26	relation	relation	NOUN
dad-11372	103	27	.	.	PUNCT
dad-11372	104	1	additionally	additionally	ADV
dad-11372	104	2	,	,	PUNCT
dad-11372	104	3	the	the	DET
dad-11372	104	4	joint	joint	ADJ
dad-11372	104	5	relation	relation	NOUN
dad-11372	104	6	is	be	AUX
dad-11372	104	7	also	also	ADV
dad-11372	104	8	signaled	signal	VERB
dad-11372	104	9	by	by	ADP
dad-11372	104	10	a	a	DET
dad-11372	104	11	number	number	NOUN
dad-11372	104	12	of	of	ADP
dad-11372	104	13	further	further	ADJ
dad-11372	104	14	signals	signal	NOUN
dad-11372	104	15	which	which	PRON
dad-11372	104	16	are	be	AUX
dad-11372	104	17	highlighted	highlight	VERB
dad-11372	104	18	in	in	ADP
dad-11372	104	19	the	the	DET
dad-11372	104	20	figure	figure	NOUN
dad-11372	104	21	as	as	ADV
dad-11372	104	22	well	well	ADV
dad-11372	104	23	,	,	PUNCT
dad-11372	104	24	such	such	ADJ
dad-11372	104	25	as	as	ADP
dad-11372	104	26	the	the	DET
dad-11372	104	27	semicolons	semicolon	NOUN
dad-11372	104	28	between	between	ADP
dad-11372	104	29	spans	span	NOUN
dad-11372	104	30	,	,	PUNCT
dad-11372	104	31	which	which	PRON
dad-11372	104	32	correspond	correspond	VERB
dad-11372	104	33	to	to	ADP
dad-11372	104	34	a	a	DET
dad-11372	104	35	type	type	NOUN
dad-11372	104	36	‘	'	PUNCT
dad-11372	104	37	graphical	graphical	ADJ
dad-11372	104	38	’	'	PUNCT
dad-11372	104	39	,	,	PUNCT
dad-11372	104	40	subtype	subtype	NOUN
dad-11372	104	41	‘	'	PUNCT
dad-11372	104	42	semicolon	semicolon	NOUN
dad-11372	104	43	’	'	PUNCT
dad-11372	104	44	in	in	ADP
dad-11372	104	45	rst	rst	PROPN
dad-11372	104	46	-	-	PROPN
dad-11372	104	47	sc	sc	PROPN
dad-11372	104	48	.	.	PUNCT
dad-11372	105	1	the	the	DET
dad-11372	105	2	data	data	NOUN
dad-11372	105	3	model	model	NOUN
dad-11372	105	4	of	of	ADP
dad-11372	105	5	the	the	DET
dad-11372	105	6	corpus	corpus	NOUN
dad-11372	105	7	records	record	NOUN
dad-11372	105	8	which	which	PRON
dad-11372	105	9	tokens	token	NOUN
dad-11372	105	10	are	be	AUX
dad-11372	105	11	associated	associate	VERB
dad-11372	105	12	with	with	ADP
dad-11372	105	13	which	which	PRON
dad-11372	105	14	categorized	categorize	VERB
dad-11372	105	15	signals	signal	NOUN
dad-11372	105	16	,	,	PUNCT
dad-11372	105	17	and	and	CCONJ
dad-11372	105	18	allows	allow	VERB
dad-11372	105	19	for	for	ADP
dad-11372	105	20	multiple	multiple	ADJ
dad-11372	105	21	membership	membership	NOUN
dad-11372	105	22	of	of	ADP
dad-11372	105	23	the	the	DET
dad-11372	105	24	same	same	ADJ
dad-11372	105	25	token	token	NOUN
dad-11372	105	26	in	in	ADP
dad-11372	105	27	several	several	ADJ
dad-11372	105	28	signal	signal	NOUN
dad-11372	105	29	annotations	annotation	NOUN
dad-11372	105	30	.	.	PUNCT
dad-11372	106	1	in	in	ADP
dad-11372	106	2	terms	term	NOUN
dad-11372	106	3	of	of	ADP
dad-11372	106	4	annotation	annotation	NOUN
dad-11372	106	5	reliability	reliability	NOUN
dad-11372	106	6	,	,	PUNCT
dad-11372	106	7	das	das	PROPN
dad-11372	106	8	and	and	CCONJ
dad-11372	106	9	taboada	taboada	PROPN
dad-11372	106	10	(	(	PUNCT
dad-11372	106	11	2017	2017	NUM
dad-11372	106	12	)	)	PUNCT
dad-11372	106	13	reported	report	VERB
dad-11372	106	14	a	a	DET
dad-11372	106	15	weighted	weighted	ADJ
dad-11372	106	16	kappa	kappa	NOUN
dad-11372	106	17	of	of	ADP
dad-11372	106	18	0.71	0.71	NUM
dad-11372	106	19	for	for	ADP
dad-11372	106	20	signal	signal	ADJ
dad-11372	106	21	subtypes	subtype	NOUN
dad-11372	106	22	in	in	ADP
dad-11372	106	23	rst	rst	PROPN
dad-11372	106	24	-	-	NOUN
dad-11372	106	25	sc	sc	PROPN
dad-11372	106	26	without	without	ADP
dad-11372	106	27	regard	regard	NOUN
dad-11372	106	28	to	to	ADP
dad-11372	106	29	the	the	DET
dad-11372	106	30	span	span	NOUN
dad-11372	106	31	of	of	ADP
dad-11372	106	32	words	word	NOUN
dad-11372	106	33	corresponding	correspond	VERB
dad-11372	106	34	to	to	ADP
dad-11372	106	35	a	a	DET
dad-11372	106	36	signal	signal	NOUN
dad-11372	106	37	,	,	PUNCT
dad-11372	106	38	while	while	SCONJ
dad-11372	106	39	a	a	DET
dad-11372	106	40	study	study	NOUN
dad-11372	106	41	by	by	ADP
dad-11372	106	42	gessler	gessler	PROPN
dad-11372	106	43	et	et	PROPN
dad-11372	106	44	al	al	PROPN
dad-11372	106	45	.	.	PROPN
dad-11372	107	1	(	(	PUNCT
dad-11372	107	2	2019	2019	NUM
dad-11372	107	3	)	)	PUNCT
dad-11372	107	4	suggests	suggest	VERB
dad-11372	107	5	that	that	SCONJ
dad-11372	107	6	signal	signal	ADJ
dad-11372	107	7	anchoring	anchoring	NOUN
dad-11372	107	8	,	,	PUNCT
dad-11372	107	9	i.e.	i.e.	X
dad-11372	107	10	associating	associate	VERB
dad-11372	107	11	rst	rst	PROPN
dad-11372	107	12	-	-	ADJ
dad-11372	107	13	sc	sc	PROPN
dad-11372	107	14	signal	signal	NOUN
dad-11372	107	15	categories	category	NOUN
dad-11372	107	16	with	with	ADP
dad-11372	107	17	specific	specific	ADJ
dad-11372	107	18	tokens	token	NOUN
dad-11372	107	19	achieves	achieve	VERB
dad-11372	107	20	a	a	DET
dad-11372	107	21	90.9	90.9	NUM
dad-11372	107	22	%	%	NOUN
dad-11372	107	23	perfect	perfect	ADJ
dad-11372	107	24	agreement	agreement	NOUN
dad-11372	107	25	score	score	NOUN
dad-11372	107	26	on	on	ADP
dad-11372	107	27	which	which	PRON
dad-11372	107	28	tokens	token	NOUN
dad-11372	107	29	constitute	constitute	VERB
dad-11372	107	30	signals	signal	NOUN
dad-11372	107	31	,	,	PUNCT
dad-11372	107	32	or	or	CCONJ
dad-11372	107	33	a	a	DET
dad-11372	107	34	cohen	cohen	NOUN
dad-11372	107	35	’s	’s	PART
dad-11372	107	36	kappa	kappa	PROPN
dad-11372	107	37	value	value	NOUN
dad-11372	107	38	of	of	ADP
dad-11372	107	39	0.77	0.77	NUM
dad-11372	107	40	.	.	PUNCT
dad-11372	108	1	as	as	SCONJ
dad-11372	108	2	anchored	anchor	VERB
dad-11372	108	3	signal	signal	NOUN
dad-11372	108	4	positions	position	NOUN
dad-11372	108	5	will	will	AUX
dad-11372	108	6	be	be	AUX
dad-11372	108	7	of	of	ADP
dad-11372	108	8	the	the	DET
dad-11372	108	9	greatest	great	ADJ
dad-11372	108	10	interest	interest	NOUN
dad-11372	108	11	to	to	ADP
dad-11372	108	12	our	our	PRON
dad-11372	108	13	study	study	NOUN
dad-11372	108	14	,	,	PUNCT
dad-11372	108	15	we	we	PRON
dad-11372	108	16	will	will	AUX
dad-11372	108	17	consider	consider	VERB
dad-11372	108	18	how	how	SCONJ
dad-11372	108	19	signal	signal	ADJ
dad-11372	108	20	token	token	ADJ
dad-11372	108	21	positions	position	NOUN
dad-11372	108	22	are	be	AUX
dad-11372	108	23	distributed	distribute	VERB
dad-11372	108	24	in	in	ADP
dad-11372	108	25	the	the	DET
dad-11372	108	26	corpus	corpus	NOUN
dad-11372	108	27	next	next	ADV
dad-11372	108	28	,	,	PUNCT
dad-11372	108	29	and	and	CCONJ
dad-11372	108	30	develop	develop	VERB
dad-11372	108	31	an	an	DET
dad-11372	108	32	anchoring	anchoring	NOUN
dad-11372	108	33	taxonomy	taxonomy	NOUN
dad-11372	108	34	which	which	PRON
dad-11372	108	35	we	we	PRON
dad-11372	108	36	will	will	AUX
dad-11372	108	37	refer	refer	VERB
dad-11372	108	38	back	back	ADV
dad-11372	108	39	to	to	ADP
dad-11372	108	40	for	for	ADP
dad-11372	108	41	the	the	DET
dad-11372	108	42	remainder	remainder	NOUN
dad-11372	108	43	of	of	ADP
dad-11372	108	44	this	this	DET
dad-11372	108	45	paper	paper	NOUN
dad-11372	108	46	.	.	PUNCT
dad-11372	109	1	8	8	NUM
dad-11372	109	2	a	a	DET
dad-11372	109	3	neural	neural	ADJ
dad-11372	109	4	approach	approach	NOUN
dad-11372	109	5	to	to	ADP
dad-11372	109	6	discourse	discourse	NOUN
dad-11372	109	7	relation	relation	NOUN
dad-11372	109	8	signal	signal	NOUN
dad-11372	109	9	detection	detection	NOUN
dad-11372	109	10	3.2	3.2	NUM
dad-11372	109	11	a	a	DET
dad-11372	109	12	taxonomy	taxonomy	NOUN
dad-11372	109	13	of	of	ADP
dad-11372	109	14	anchored	anchor	VERB
dad-11372	109	15	signals	signal	NOUN
dad-11372	109	16	from	from	ADP
dad-11372	109	17	a	a	DET
dad-11372	109	18	structural	structural	ADJ
dad-11372	109	19	point	point	NOUN
dad-11372	109	20	of	of	ADP
dad-11372	109	21	view	view	NOUN
dad-11372	109	22	,	,	PUNCT
dad-11372	109	23	one	one	NUM
dad-11372	109	24	of	of	ADP
dad-11372	109	25	the	the	DET
dad-11372	109	26	most	most	ADV
dad-11372	109	27	fundamental	fundamental	ADJ
dad-11372	109	28	distinctions	distinction	NOUN
dad-11372	109	29	with	with	ADP
dad-11372	109	30	regard	regard	NOUN
dad-11372	109	31	to	to	PART
dad-11372	109	32	signal	signal	VERB
dad-11372	109	33	realization	realization	NOUN
dad-11372	109	34	recognized	recognize	VERB
dad-11372	109	35	in	in	ADP
dad-11372	109	36	previous	previous	ADJ
dad-11372	109	37	work	work	NOUN
dad-11372	109	38	is	be	AUX
dad-11372	109	39	the	the	DET
dad-11372	109	40	classification	classification	NOUN
dad-11372	109	41	of	of	ADP
dad-11372	109	42	signaling	signal	VERB
dad-11372	109	43	tokens	token	NOUN
dad-11372	109	44	into	into	ADP
dad-11372	109	45	satellite	satellite	NOUN
dad-11372	109	46	or	or	CCONJ
dad-11372	109	47	nucleus	nucleus	NOUN
dad-11372	109	48	-	-	PUNCT
dad-11372	109	49	oriented	orient	VERB
dad-11372	109	50	positions	position	NOUN
dad-11372	109	51	,	,	PUNCT
dad-11372	109	52	i.e.	i.e.	X
dad-11372	109	53	whether	whether	SCONJ
dad-11372	109	54	a	a	DET
dad-11372	109	55	signal	signal	NOUN
dad-11372	109	56	for	for	ADP
dad-11372	109	57	the	the	DET
dad-11372	109	58	relation	relation	NOUN
dad-11372	109	59	appears	appear	VERB
dad-11372	109	60	within	within	ADP
dad-11372	109	61	the	the	DET
dad-11372	109	62	modifier	modifier	NOUN
dad-11372	109	63	span	span	NOUN
dad-11372	109	64	or	or	CCONJ
dad-11372	109	65	the	the	DET
dad-11372	109	66	span	span	NOUN
dad-11372	109	67	being	be	AUX
dad-11372	109	68	modified	modify	VERB
dad-11372	109	69	(	(	PUNCT
dad-11372	109	70	taboada	taboada	NOUN
dad-11372	109	71	,	,	PUNCT
dad-11372	109	72	2006	2006	NUM
dad-11372	109	73	)	)	PUNCT
dad-11372	109	74	.	.	PUNCT
dad-11372	110	1	while	while	SCONJ
dad-11372	110	2	some	some	DET
dad-11372	110	3	relation	relation	NOUN
dad-11372	110	4	types	type	NOUN
dad-11372	110	5	exhibit	exhibit	VERB
dad-11372	110	6	a	a	DET
dad-11372	110	7	strong	strong	ADJ
dad-11372	110	8	preference	preference	NOUN
dad-11372	110	9	for	for	ADP
dad-11372	110	10	signal	signal	ADJ
dad-11372	110	11	position	position	NOUN
dad-11372	110	12	(	(	PUNCT
dad-11372	110	13	e.g.	e.g.	ADV
dad-11372	110	14	using	use	VERB
dad-11372	110	15	a	a	DET
dad-11372	110	16	discourse	discourse	NOUN
dad-11372	110	17	marker	marker	NOUN
dad-11372	110	18	such	such	ADJ
dad-11372	110	19	as	as	ADP
dad-11372	110	20	because	because	SCONJ
dad-11372	110	21	in	in	ADP
dad-11372	110	22	the	the	DET
dad-11372	110	23	satellite	satellite	NOUN
dad-11372	110	24	for	for	ADP
dad-11372	110	25	cause	cause	NOUN
dad-11372	110	26	,	,	PUNCT
dad-11372	110	27	duque	duque	PROPN
dad-11372	110	28	2014	2014	NUM
dad-11372	110	29	)	)	PUNCT
dad-11372	110	30	,	,	PUNCT
dad-11372	110	31	others	other	NOUN
dad-11372	110	32	,	,	PUNCT
dad-11372	110	33	such	such	ADJ
dad-11372	110	34	as	as	ADP
dad-11372	110	35	concession	concession	NOUN
dad-11372	110	36	are	be	AUX
dad-11372	110	37	more	more	ADV
dad-11372	110	38	balanced	balanced	ADJ
dad-11372	110	39	(	(	PUNCT
dad-11372	110	40	almost	almost	ADV
dad-11372	110	41	evenly	evenly	ADV
dad-11372	110	42	split	split	ADJ
dad-11372	110	43	signals	signal	NOUN
dad-11372	110	44	between	between	ADP
dad-11372	110	45	satellite	satellite	NOUN
dad-11372	110	46	and	and	CCONJ
dad-11372	110	47	nucleus	nucleus	NOUN
dad-11372	110	48	in	in	ADP
dad-11372	110	49	taboada	taboada	PROPN
dad-11372	110	50	2006	2006	NUM
dad-11372	110	51	)	)	PUNCT
dad-11372	110	52	.	.	PUNCT
dad-11372	111	1	in	in	ADP
dad-11372	111	2	this	this	DET
dad-11372	111	3	study	study	NOUN
dad-11372	111	4	we	we	PRON
dad-11372	111	5	would	would	AUX
dad-11372	111	6	like	like	VERB
dad-11372	111	7	to	to	PART
dad-11372	111	8	further	far	ADV
dad-11372	111	9	refine	refine	VERB
dad-11372	111	10	the	the	DET
dad-11372	111	11	taxonomy	taxonomy	NOUN
dad-11372	111	12	of	of	ADP
dad-11372	111	13	signal	signal	ADJ
dad-11372	111	14	positions	position	NOUN
dad-11372	111	15	,	,	PUNCT
dad-11372	111	16	breaking	break	VERB
dad-11372	111	17	it	it	PRON
dad-11372	111	18	down	down	ADP
dad-11372	111	19	into	into	ADP
dad-11372	111	20	several	several	ADJ
dad-11372	111	21	features	feature	NOUN
dad-11372	111	22	.	.	PUNCT
dad-11372	112	1	at	at	ADP
dad-11372	112	2	the	the	DET
dad-11372	112	3	highest	high	ADJ
dad-11372	112	4	level	level	NOUN
dad-11372	112	5	,	,	PUNCT
dad-11372	112	6	we	we	PRON
dad-11372	112	7	have	have	VERB
dad-11372	112	8	the	the	DET
dad-11372	112	9	distinction	distinction	NOUN
dad-11372	112	10	between	between	ADP
dad-11372	112	11	anchorable	anchorable	ADJ
dad-11372	112	12	and	and	CCONJ
dad-11372	112	13	non	non	ADJ
dad-11372	112	14	-	-	ADJ
dad-11372	112	15	anchorable	anchorable	ADJ
dad-11372	112	16	signals	signal	NOUN
dad-11372	112	17	,	,	PUNCT
dad-11372	112	18	i.e.	i.e.	X
dad-11372	112	19	signals	signal	NOUN
dad-11372	112	20	which	which	PRON
dad-11372	112	21	correspond	correspond	VERB
dad-11372	112	22	to	to	ADP
dad-11372	112	23	no	no	DET
dad-11372	112	24	token	token	ADJ
dad-11372	112	25	in	in	ADP
dad-11372	112	26	the	the	DET
dad-11372	112	27	text	text	NOUN
dad-11372	112	28	(	(	PUNCT
dad-11372	112	29	e.g.	e.g.	ADV
dad-11372	112	30	genre	genre	NOUN
dad-11372	112	31	conventions	convention	NOUN
dad-11372	112	32	,	,	PUNCT
dad-11372	112	33	graphical	graphical	ADJ
dad-11372	112	34	layout	layout	NOUN
dad-11372	112	35	)	)	PUNCT
dad-11372	112	36	.	.	PUNCT
dad-11372	113	1	below	below	ADP
dad-11372	113	2	this	this	DET
dad-11372	113	3	level	level	NOUN
dad-11372	113	4	,	,	PUNCT
dad-11372	113	5	we	we	PRON
dad-11372	113	6	follow	follow	VERB
dad-11372	113	7	taboada	taboada	NOUN
dad-11372	113	8	(	(	PUNCT
dad-11372	113	9	2006	2006	NUM
dad-11372	113	10	)	)	PUNCT
dad-11372	113	11	in	in	ADP
dad-11372	113	12	classifying	classify	VERB
dad-11372	113	13	signals	signal	NOUN
dad-11372	113	14	as	as	ADP
dad-11372	113	15	satellite	satellite	NOUN
dad-11372	113	16	or	or	CCONJ
dad-11372	113	17	nucleus	nucleus	NOUN
dad-11372	113	18	-	-	PUNCT
dad-11372	113	19	oriented	orient	VERB
dad-11372	113	20	,	,	PUNCT
dad-11372	113	21	based	base	VERB
dad-11372	113	22	on	on	ADP
dad-11372	113	23	whether	whether	SCONJ
dad-11372	113	24	they	they	PRON
dad-11372	113	25	appear	appear	VERB
dad-11372	113	26	in	in	ADP
dad-11372	113	27	the	the	DET
dad-11372	113	28	more	more	ADV
dad-11372	113	29	prominent	prominent	ADJ
dad-11372	113	30	elementary	elementary	ADJ
dad-11372	113	31	discourse	discourse	NOUN
dad-11372	113	32	unit	unit	NOUN
dad-11372	113	33	(	(	PUNCT
dad-11372	113	34	edu	edu	PROPN
dad-11372	113	35	)	)	PUNCT
dad-11372	113	36	of	of	ADP
dad-11372	113	37	a	a	DET
dad-11372	113	38	relation	relation	NOUN
dad-11372	113	39	or	or	CCONJ
dad-11372	113	40	its	its	PRON
dad-11372	113	41	dependent	dependent	NOUN
dad-11372	113	42	.	.	PUNCT
dad-11372	114	1	however	however	ADV
dad-11372	114	2	,	,	PUNCT
dad-11372	114	3	several	several	ADJ
dad-11372	114	4	further	further	ADJ
dad-11372	114	5	distinctions	distinction	NOUN
dad-11372	114	6	may	may	AUX
dad-11372	114	7	be	be	AUX
dad-11372	114	8	drawn	draw	VERB
dad-11372	114	9	:	:	PUNCT
dad-11372	114	10	•	•	ADP
dad-11372	114	11	whether	whether	SCONJ
dad-11372	114	12	the	the	DET
dad-11372	114	13	signal	signal	NOUN
dad-11372	114	14	appears	appear	VERB
dad-11372	114	15	before	before	ADP
dad-11372	114	16	or	or	CCONJ
dad-11372	114	17	after	after	ADP
dad-11372	114	18	the	the	DET
dad-11372	114	19	relation	relation	NOUN
dad-11372	114	20	in	in	ADP
dad-11372	114	21	text	text	NOUN
dad-11372	114	22	order	order	NOUN
dad-11372	114	23	;	;	PUNCT
dad-11372	114	24	since	since	SCONJ
dad-11372	114	25	we	we	PRON
dad-11372	114	26	consider	consider	VERB
dad-11372	114	27	the	the	DET
dad-11372	114	28	relation	relation	NOUN
dad-11372	114	29	to	to	PART
dad-11372	114	30	be	be	AUX
dad-11372	114	31	instantiated	instantiate	VERB
dad-11372	114	32	as	as	ADV
dad-11372	114	33	soon	soon	ADV
dad-11372	114	34	as	as	SCONJ
dad-11372	114	35	its	its	PRON
dad-11372	114	36	second	second	ADJ
dad-11372	114	37	argument	argument	NOUN
dad-11372	114	38	in	in	ADP
dad-11372	114	39	the	the	DET
dad-11372	114	40	text	text	NOUN
dad-11372	114	41	appears	appear	VERB
dad-11372	114	42	,	,	PUNCT
dad-11372	114	43	‘	'	PUNCT
dad-11372	114	44	before	before	ADV
dad-11372	114	45	’	'	PUNCT
dad-11372	114	46	is	be	AUX
dad-11372	114	47	interpreted	interpret	VERB
dad-11372	114	48	as	as	ADP
dad-11372	114	49	any	any	DET
dad-11372	114	50	token	token	ADJ
dad-11372	114	51	before	before	SCONJ
dad-11372	114	52	the	the	DET
dad-11372	114	53	second	second	ADJ
dad-11372	114	54	head	head	NOUN
dad-11372	114	55	unit	unit	NOUN
dad-11372	114	56	in	in	ADP
dad-11372	114	57	the	the	DET
dad-11372	114	58	discourse	discourse	NOUN
dad-11372	114	59	tree	tree	NOUN
dad-11372	114	60	begins	begin	VERB
dad-11372	114	61	,	,	PUNCT
dad-11372	114	62	and	and	CCONJ
dad-11372	114	63	‘	'	PUNCT
dad-11372	114	64	after	after	ADP
dad-11372	114	65	’	'	PUNCT
dad-11372	114	66	is	be	AUX
dad-11372	114	67	any	any	DET
dad-11372	114	68	subsequent	subsequent	ADJ
dad-11372	114	69	token	token	VERB
dad-11372	114	70	•	•	ADP
dad-11372	114	71	whether	whether	SCONJ
dad-11372	114	72	the	the	DET
dad-11372	114	73	signal	signal	NOUN
dad-11372	114	74	appears	appear	VERB
dad-11372	114	75	in	in	ADP
dad-11372	114	76	the	the	DET
dad-11372	114	77	head	head	NOUN
dad-11372	114	78	unit	unit	NOUN
dad-11372	114	79	of	of	ADP
dad-11372	114	80	the	the	DET
dad-11372	114	81	satellite	satellite	NOUN
dad-11372	114	82	/	/	SYM
dad-11372	114	83	nucleus	nucleus	NOUN
dad-11372	114	84	,	,	PUNCT
dad-11372	114	85	or	or	CCONJ
dad-11372	114	86	in	in	ADP
dad-11372	114	87	a	a	DET
dad-11372	114	88	dependent	dependent	NOUN
dad-11372	114	89	of	of	ADP
dad-11372	114	90	that	that	DET
dad-11372	114	91	unit	unit	NOUN
dad-11372	114	92	;	;	PUNCT
dad-11372	114	93	this	this	DET
dad-11372	114	94	distinction	distinction	NOUN
dad-11372	114	95	only	only	ADV
dad-11372	114	96	matters	matter	VERB
dad-11372	114	97	for	for	ADP
dad-11372	114	98	satellite	satellite	NOUN
dad-11372	114	99	or	or	CCONJ
dad-11372	114	100	nucleus	nucleus	ADJ
dad-11372	114	101	subtrees	subtree	NOUN
dad-11372	114	102	that	that	PRON
dad-11372	114	103	consist	consist	VERB
dad-11372	114	104	of	of	ADP
dad-11372	114	105	more	more	ADJ
dad-11372	114	106	than	than	ADP
dad-11372	114	107	one	one	NUM
dad-11372	114	108	unit	unit	NOUN
dad-11372	114	109	•	•	ADP
dad-11372	114	110	whether	whether	SCONJ
dad-11372	114	111	the	the	DET
dad-11372	114	112	signal	signal	NOUN
dad-11372	114	113	is	be	AUX
dad-11372	114	114	anywhere	anywhere	ADV
dad-11372	114	115	within	within	ADP
dad-11372	114	116	the	the	DET
dad-11372	114	117	structure	structure	NOUN
dad-11372	114	118	dominated	dominate	VERB
dad-11372	114	119	by	by	ADP
dad-11372	114	120	the	the	DET
dad-11372	114	121	units	unit	NOUN
dad-11372	114	122	participating	participate	VERB
dad-11372	114	123	in	in	ADP
dad-11372	114	124	the	the	DET
dad-11372	114	125	relation	relation	NOUN
dad-11372	114	126	,	,	PUNCT
dad-11372	114	127	or	or	CCONJ
dad-11372	114	128	completely	completely	ADV
dad-11372	114	129	outside	outside	ADV
dad-11372	114	130	of	of	ADP
dad-11372	114	131	this	this	DET
dad-11372	114	132	structure	structure	NOUN
dad-11372	114	133	table	table	NOUN
dad-11372	114	134	3	3	NUM
dad-11372	114	135	gives	give	VERB
dad-11372	114	136	an	an	DET
dad-11372	114	137	overview	overview	NOUN
dad-11372	114	138	of	of	ADP
dad-11372	114	139	the	the	DET
dad-11372	114	140	taxonomy	taxonomy	NOUN
dad-11372	114	141	proposed	propose	VERB
dad-11372	114	142	here	here	ADV
dad-11372	114	143	,	,	PUNCT
dad-11372	114	144	which	which	PRON
dad-11372	114	145	includes	include	VERB
dad-11372	114	146	the	the	DET
dad-11372	114	147	possible	possible	ADJ
dad-11372	114	148	combinations	combination	NOUN
dad-11372	114	149	of	of	ADP
dad-11372	114	150	these	these	DET
dad-11372	114	151	properties	property	NOUN
dad-11372	114	152	and	and	CCONJ
dad-11372	114	153	the	the	DET
dad-11372	114	154	distribution	distribution	NOUN
dad-11372	114	155	of	of	ADP
dad-11372	114	156	the	the	DET
dad-11372	114	157	corresponding	corresponding	ADJ
dad-11372	114	158	anchorable	anchorable	ADJ
dad-11372	114	159	signals	signal	NOUN
dad-11372	114	160	found	find	VERB
dad-11372	114	161	in	in	ADP
dad-11372	114	162	the	the	DET
dad-11372	114	163	signal	signal	NOUN
dad-11372	114	164	-	-	PUNCT
dad-11372	114	165	annotated	annotate	VERB
dad-11372	114	166	subset	subset	NOUN
dad-11372	114	167	of	of	ADP
dad-11372	114	168	the	the	DET
dad-11372	114	169	gum	gum	NOUN
dad-11372	114	170	corpus	corpus	NOUN
dad-11372	114	171	from	from	ADP
dad-11372	114	172	liu	liu	PROPN
dad-11372	114	173	(	(	PUNCT
dad-11372	114	174	2019).7	2019).7	NUM
dad-11372	114	175	individual	individual	ADJ
dad-11372	114	176	feature	feature	NOUN
dad-11372	114	177	combinations	combination	NOUN
dad-11372	114	178	+	+	NOUN
dad-11372	114	179	a(nchorable	a(nchorable	ADJ
dad-11372	114	180	)	)	PUNCT
dad-11372	114	181	-a	-a	PUNCT
dad-11372	114	182	before	before	SCONJ
dad-11372	114	183	after	after	ADP
dad-11372	114	184	i(nside	i(nside	NOUN
dad-11372	114	185	)	)	PUNCT
dad-11372	114	186	o(utside	o(utside	NOUN
dad-11372	114	187	)	)	PUNCT
dad-11372	114	188	i(nside	i(nside	NOUN
dad-11372	114	189	)	)	PUNCT
dad-11372	114	190	o(utside	o(utside	ADV
dad-11372	114	191	)	)	PUNCT
dad-11372	114	192	h(ead	h(ead	NOUN
dad-11372	114	193	)	)	PUNCT
dad-11372	114	194	d(ependent	d(ependent	NOUN
dad-11372	114	195	)	)	PUNCT
dad-11372	114	196	h(ead	h(ead	NOUN
dad-11372	114	197	)	)	PUNCT
dad-11372	114	198	d(ependent	d(ependent	NOUN
dad-11372	114	199	)	)	PUNCT
dad-11372	114	200	sat	sit	VERB
dad-11372	114	201	nuc	nuc	PROPN
dad-11372	114	202	sat	sit	VERB
dad-11372	114	203	nuc	nuc	PROPN
dad-11372	114	204	sat	sit	VERB
dad-11372	114	205	nuc	nuc	PROPN
dad-11372	114	206	sat	sit	VERB
dad-11372	114	207	nuc	nuc	PROPN
dad-11372	114	208	group	group	NOUN
dad-11372	114	209	i	i	PROPN
dad-11372	114	210	ii	ii	PROPN
dad-11372	114	211	iii	iii	NUM
dad-11372	114	212	iv	iv	NUM
dad-11372	114	213	v	v	PROPN
dad-11372	114	214	vi	vi	PROPN
dad-11372	114	215	vii	vii	PROPN
dad-11372	114	216	viii	viii	NOUN
dad-11372	114	217	ix	ix	ADP
dad-11372	114	218	x	x	X
dad-11372	114	219	xi	xi	ADP
dad-11372	114	220	#	#	SYM
dad-11372	114	221	tok	tok	NOUN
dad-11372	114	222	513	513	NUM
dad-11372	114	223	1073	1073	NUM
dad-11372	115	1	311	311	NUM
dad-11372	115	2	648	648	NUM
dad-11372	115	3	0	0	NUM
dad-11372	115	4	1656	1656	NUM
dad-11372	115	5	302	302	NUM
dad-11372	115	6	948	948	NUM
dad-11372	115	7	1114	1114	NUM
dad-11372	115	8	0	0	NUM
dad-11372	115	9	0	0	NUM
dad-11372	115	10	#	#	ADJ
dad-11372	115	11	edu	edu	PROPN
dad-11372	115	12	157	157	NUM
dad-11372	115	13	281	281	NUM
dad-11372	115	14	25	25	NUM
dad-11372	115	15	55	55	NUM
dad-11372	115	16	0	0	NUM
dad-11372	115	17	457	457	NUM
dad-11372	115	18	89	89	NUM
dad-11372	115	19	109	109	NUM
dad-11372	115	20	144	144	NUM
dad-11372	115	21	0	0	NUM
dad-11372	115	22	57	57	NUM
dad-11372	115	23	table	table	NOUN
dad-11372	115	24	3	3	NUM
dad-11372	115	25	:	:	PUNCT
dad-11372	115	26	an	an	DET
dad-11372	115	27	overview	overview	NOUN
dad-11372	115	28	of	of	ADP
dad-11372	115	29	the	the	DET
dad-11372	115	30	taxonomy	taxonomy	NOUN
dad-11372	115	31	and	and	CCONJ
dad-11372	115	32	the	the	DET
dad-11372	115	33	distribution	distribution	NOUN
dad-11372	115	34	of	of	ADP
dad-11372	115	35	the	the	DET
dad-11372	115	36	corresponding	corresponding	ADJ
dad-11372	115	37	anchorable	anchorable	ADJ
dad-11372	115	38	signals	signal	NOUN
dad-11372	115	39	attested	attest	VERB
dad-11372	115	40	in	in	ADP
dad-11372	115	41	the	the	DET
dad-11372	115	42	subset	subset	NOUN
dad-11372	115	43	of	of	ADP
dad-11372	115	44	the	the	DET
dad-11372	115	45	gum	gum	NOUN
dad-11372	115	46	corpus	corpus	NOUN
dad-11372	115	47	from	from	ADP
dad-11372	115	48	liu	liu	PROPN
dad-11372	115	49	(	(	PUNCT
dad-11372	115	50	2019	2019	NUM
dad-11372	115	51	)	)	PUNCT
dad-11372	115	52	.	.	PUNCT
dad-11372	116	1	7	7	NUM
dad-11372	116	2	in	in	ADP
dad-11372	116	3	this	this	DET
dad-11372	116	4	paper	paper	NOUN
dad-11372	116	5	we	we	PRON
dad-11372	116	6	disregard	disregard	VERB
dad-11372	116	7	a	a	DET
dad-11372	116	8	further	further	ADJ
dad-11372	116	9	set	set	NOUN
dad-11372	116	10	of	of	ADP
dad-11372	116	11	distinctions	distinction	NOUN
dad-11372	116	12	pertaining	pertain	VERB
dad-11372	116	13	to	to	ADP
dad-11372	116	14	the	the	DET
dad-11372	116	15	position	position	NOUN
dad-11372	116	16	of	of	ADP
dad-11372	116	17	signals	signal	NOUN
dad-11372	116	18	within	within	ADP
dad-11372	116	19	a	a	DET
dad-11372	116	20	discourse	discourse	NOUN
dad-11372	116	21	unit	unit	NOUN
dad-11372	116	22	(	(	PUNCT
dad-11372	116	23	unit	unit	NOUN
dad-11372	116	24	initial	initial	NOUN
dad-11372	116	25	,	,	PUNCT
dad-11372	116	26	final	final	ADJ
dad-11372	116	27	,	,	PUNCT
dad-11372	116	28	medial	medial	ADJ
dad-11372	116	29	etc	etc	X
dad-11372	116	30	.	.	X
dad-11372	116	31	)	)	PUNCT
dad-11372	116	32	,	,	PUNCT
dad-11372	116	33	though	though	SCONJ
dad-11372	116	34	these	these	PRON
dad-11372	116	35	too	too	ADV
dad-11372	116	36	have	have	AUX
dad-11372	116	37	been	be	AUX
dad-11372	116	38	explored	explore	VERB
dad-11372	116	39	in	in	ADP
dad-11372	116	40	the	the	DET
dad-11372	116	41	past	past	NOUN
dad-11372	116	42	,	,	PUNCT
dad-11372	116	43	especially	especially	ADV
dad-11372	116	44	in	in	ADP
dad-11372	116	45	the	the	DET
dad-11372	116	46	context	context	NOUN
dad-11372	116	47	of	of	ADP
dad-11372	116	48	cohesive	cohesive	ADJ
dad-11372	116	49	discourse	discourse	NOUN
dad-11372	116	50	generation	generation	NOUN
dad-11372	116	51	(	(	PUNCT
dad-11372	116	52	power	power	NOUN
dad-11372	116	53	et	et	PROPN
dad-11372	116	54	al	al	PROPN
dad-11372	116	55	.	.	PROPN
dad-11372	116	56	,	,	PUNCT
dad-11372	116	57	1999	1999	NUM
dad-11372	116	58	)	)	PUNCT
dad-11372	116	59	.	.	PUNCT
dad-11372	117	1	9	9	NUM
dad-11372	117	2	zeldes	zelde	NOUN
dad-11372	117	3	and	and	CCONJ
dad-11372	117	4	liu	liu	PROPN
dad-11372	117	5	can	can	AUX
dad-11372	117	6	be	be	AUX
dad-11372	117	7	referred	refer	VERB
dad-11372	117	8	to	to	ADP
dad-11372	117	9	either	either	CCONJ
dad-11372	117	10	as	as	ADP
dad-11372	117	11	acronyms	acronym	NOUN
dad-11372	117	12	,	,	PUNCT
dad-11372	117	13	e.g.	e.g.	ADV
dad-11372	117	14	abihs	abihs	NOUN
dad-11372	117	15	for	for	ADP
dad-11372	117	16	‘	'	PUNCT
dad-11372	117	17	anchorable	anchorable	ADJ
dad-11372	117	18	,	,	PUNCT
dad-11372	117	19	before	before	ADP
dad-11372	117	20	the	the	DET
dad-11372	117	21	second	second	ADJ
dad-11372	117	22	edu	edu	PROPN
dad-11372	117	23	of	of	ADP
dad-11372	117	24	the	the	DET
dad-11372	117	25	relation	relation	NOUN
dad-11372	117	26	,	,	PUNCT
dad-11372	117	27	inside	inside	ADP
dad-11372	117	28	the	the	DET
dad-11372	117	29	relation	relation	NOUN
dad-11372	117	30	’s	’s	PART
dad-11372	117	31	subtree	subtree	NOUN
dad-11372	117	32	,	,	PUNCT
dad-11372	117	33	head	head	NOUN
dad-11372	117	34	unit	unit	NOUN
dad-11372	117	35	of	of	ADP
dad-11372	117	36	the	the	DET
dad-11372	117	37	satellite	satellite	NOUN
dad-11372	117	38	’	'	PUNCT
dad-11372	117	39	,	,	PUNCT
dad-11372	117	40	or	or	CCONJ
dad-11372	117	41	using	use	VERB
dad-11372	117	42	the	the	DET
dad-11372	117	43	group	group	NOUN
dad-11372	117	44	ids	id	NOUN
dad-11372	117	45	near	near	ADP
dad-11372	117	46	the	the	DET
dad-11372	117	47	bottom	bottom	NOUN
dad-11372	117	48	of	of	ADP
dad-11372	117	49	the	the	DET
dad-11372	117	50	table	table	NOUN
dad-11372	117	51	(	(	PUNCT
dad-11372	117	52	in	in	ADP
dad-11372	117	53	this	this	DET
dad-11372	117	54	case	case	NOUN
dad-11372	117	55	the	the	DET
dad-11372	117	56	category	category	NOUN
dad-11372	117	57	numbered	number	VERB
dad-11372	117	58	roman	roman	PROPN
dad-11372	117	59	i	i	PROPN
dad-11372	117	60	)	)	PUNCT
dad-11372	117	61	.	.	PUNCT
dad-11372	118	1	we	we	PRON
dad-11372	118	2	will	will	AUX
dad-11372	118	3	refer	refer	VERB
dad-11372	118	4	back	back	ADV
dad-11372	118	5	to	to	ADP
dad-11372	118	6	these	these	DET
dad-11372	118	7	categories	category	NOUN
dad-11372	118	8	in	in	ADP
dad-11372	118	9	our	our	PRON
dad-11372	118	10	comparison	comparison	NOUN
dad-11372	118	11	of	of	ADP
dad-11372	118	12	manually	manually	ADV
dad-11372	118	13	annotated	annotate	VERB
dad-11372	118	14	and	and	CCONJ
dad-11372	118	15	automatically	automatically	ADV
dad-11372	118	16	predicted	predict	VERB
dad-11372	118	17	signals	signal	NOUN
dad-11372	118	18	.	.	PUNCT
dad-11372	119	1	to	to	PART
dad-11372	119	2	illustrate	illustrate	VERB
dad-11372	119	3	how	how	SCONJ
dad-11372	119	4	the	the	DET
dad-11372	119	5	taxonomy	taxonomy	NOUN
dad-11372	119	6	works	work	VERB
dad-11372	119	7	in	in	ADP
dad-11372	119	8	practice	practice	NOUN
dad-11372	119	9	,	,	PUNCT
dad-11372	119	10	we	we	PRON
dad-11372	119	11	can	can	AUX
dad-11372	119	12	consider	consider	VERB
dad-11372	119	13	the	the	DET
dad-11372	119	14	example	example	NOUN
dad-11372	119	15	in	in	ADP
dad-11372	119	16	figure	figure	NOUN
dad-11372	119	17	2	2	NUM
dad-11372	119	18	,	,	PUNCT
dad-11372	119	19	which	which	PRON
dad-11372	119	20	shows	show	VERB
dad-11372	119	21	a	a	DET
dad-11372	119	22	signal	signal	NOUN
dad-11372	119	23	whose	whose	DET
dad-11372	119	24	associated	associate	VERB
dad-11372	119	25	tokens	token	NOUN
dad-11372	119	26	instantiate	instantiate	VERB
dad-11372	119	27	categories	category	NOUN
dad-11372	119	28	i	i	PRON
dad-11372	119	29	and	and	CCONJ
dad-11372	119	30	iv	iv	NUM
dad-11372	119	31	in	in	ADP
dad-11372	119	32	a	a	DET
dad-11372	119	33	discourse	discourse	NOUN
dad-11372	119	34	tree	tree	NOUN
dad-11372	119	35	–	–	PUNCT
dad-11372	119	36	the	the	DET
dad-11372	119	37	words	word	NOUN
dad-11372	119	38	demographic	demographic	ADJ
dad-11372	119	39	variables	variable	NOUN
dad-11372	119	40	appear	appear	VERB
dad-11372	119	41	both	both	PRON
dad-11372	119	42	within	within	ADP
dad-11372	119	43	a	a	DET
dad-11372	119	44	preparation	preparation	NOUN
dad-11372	119	45	satellite	satellite	NOUN
dad-11372	119	46	(	(	PUNCT
dad-11372	119	47	unit	unit	NOUN
dad-11372	119	48	[	[	X
dad-11372	119	49	50	50	NUM
dad-11372	119	50	]	]	PUNCT
dad-11372	119	51	,	,	PUNCT
dad-11372	119	52	category	category	NOUN
dad-11372	119	53	i	i	PROPN
dad-11372	119	54	)	)	PUNCT
dad-11372	119	55	,	,	PUNCT
dad-11372	119	56	which	which	PRON
dad-11372	119	57	precedes	precede	VERB
dad-11372	119	58	and	and	CCONJ
dad-11372	119	59	points	point	NOUN
dad-11372	119	60	to	to	ADP
dad-11372	119	61	its	its	PRON
dad-11372	119	62	nucleus	nucleus	NOUN
dad-11372	119	63	[	[	X
dad-11372	119	64	51–54	51–54	NUM
dad-11372	119	65	]	]	PUNCT
dad-11372	119	66	,	,	PUNCT
dad-11372	119	67	and	and	CCONJ
dad-11372	119	68	within	within	ADP
dad-11372	119	69	a	a	DET
dad-11372	119	70	satellite	satellite	NOUN
dad-11372	119	71	inside	inside	ADP
dad-11372	119	72	that	that	DET
dad-11372	119	73	block	block	NOUN
dad-11372	119	74	(	(	PUNCT
dad-11372	119	75	unit	unit	NOUN
dad-11372	119	76	[	[	X
dad-11372	119	77	52	52	NUM
dad-11372	119	78	]	]	PUNCT
dad-11372	119	79	,	,	PUNCT
dad-11372	119	80	a	a	DET
dad-11372	119	81	dependent	dependent	ADJ
dad-11372	119	82	inside	inside	ADP
dad-11372	119	83	the	the	DET
dad-11372	119	84	nucleus	nucleus	ADJ
dad-11372	119	85	block	block	NOUN
dad-11372	119	86	,	,	PUNCT
dad-11372	119	87	category	category	NOUN
dad-11372	119	88	iv	iv	NUM
dad-11372	119	89	)	)	PUNCT
dad-11372	119	90	.	.	PUNCT
dad-11372	120	1	based	base	VERB
dad-11372	120	2	on	on	ADP
dad-11372	120	3	the	the	DET
dad-11372	120	4	rst	rst	PROPN
dad-11372	120	5	-	-	ADJ
dad-11372	120	6	sc	sc	PROPN
dad-11372	120	7	annotation	annotation	NOUN
dad-11372	120	8	scheme	scheme	NOUN
dad-11372	120	9	,	,	PUNCT
dad-11372	120	10	the	the	DET
dad-11372	120	11	signal	signal	ADJ
dad-11372	120	12	class	class	NOUN
dad-11372	120	13	is	be	AUX
dad-11372	120	14	simple	simple	ADJ
dad-11372	120	15	,	,	PUNCT
dad-11372	120	16	with	with	ADP
dad-11372	120	17	the	the	DET
dad-11372	120	18	type	type	NOUN
dad-11372	120	19	semantic	semantic	ADJ
dad-11372	120	20	and	and	CCONJ
dad-11372	120	21	specific	specific	ADJ
dad-11372	120	22	sub	sub	ADJ
dad-11372	120	23	-	-	ADJ
dad-11372	120	24	type	type	ADJ
dad-11372	120	25	lexical	lexical	ADJ
dad-11372	120	26	chain	chain	NOUN
dad-11372	120	27	.	.	PUNCT
dad-11372	121	1	the	the	DET
dad-11372	121	2	numbers	number	NOUN
dad-11372	121	3	at	at	ADP
dad-11372	121	4	the	the	DET
dad-11372	121	5	bottom	bottom	NOUN
dad-11372	121	6	of	of	ADP
dad-11372	121	7	table	table	NOUN
dad-11372	121	8	3	3	NUM
dad-11372	121	9	show	show	VERB
dad-11372	121	10	the	the	DET
dad-11372	121	11	number	number	NOUN
dad-11372	121	12	of	of	ADP
dad-11372	121	13	tokens	token	NOUN
dad-11372	121	14	signaling	signal	VERB
dad-11372	121	15	each	each	DET
dad-11372	121	16	relation	relation	NOUN
dad-11372	121	17	at	at	ADP
dad-11372	121	18	each	each	DET
dad-11372	121	19	position	position	NOUN
dad-11372	121	20	,	,	PUNCT
dad-11372	121	21	as	as	ADV
dad-11372	121	22	well	well	ADV
dad-11372	121	23	as	as	ADP
dad-11372	121	24	the	the	DET
dad-11372	121	25	number	number	NOUN
dad-11372	121	26	of	of	ADP
dad-11372	121	27	relations	relation	NOUN
dad-11372	121	28	which	which	PRON
dad-11372	121	29	have	have	VERB
dad-11372	121	30	signal	signal	NOUN
dad-11372	121	31	tokens	token	NOUN
dad-11372	121	32	at	at	ADP
dad-11372	121	33	the	the	DET
dad-11372	121	34	relevant	relevant	ADJ
dad-11372	121	35	positions	position	NOUN
dad-11372	121	36	.	.	PUNCT
dad-11372	122	1	the	the	DET
dad-11372	122	2	hypothetical	hypothetical	ADJ
dad-11372	122	3	categories	category	NOUN
dad-11372	122	4	v	v	NOUN
dad-11372	122	5	and	and	CCONJ
dad-11372	122	6	x	x	X
dad-11372	122	7	,	,	PUNCT
dad-11372	122	8	with	with	ADP
dad-11372	122	9	signal	signal	ADJ
dad-11372	122	10	tokens	token	NOUN
dad-11372	122	11	which	which	PRON
dad-11372	122	12	are	be	AUX
dad-11372	122	13	not	not	PART
dad-11372	122	14	within	within	ADP
dad-11372	122	15	the	the	DET
dad-11372	122	16	subtree	subtree	NOUN
dad-11372	122	17	of	of	ADP
dad-11372	122	18	satellite	satellite	NOUN
dad-11372	122	19	or	or	CCONJ
dad-11372	122	20	nucleus	nucleus	ADJ
dad-11372	122	21	descendants	descendant	NOUN
dad-11372	122	22	,	,	PUNCT
dad-11372	122	23	are	be	AUX
dad-11372	122	24	not	not	PART
dad-11372	122	25	attested	attest	VERB
dad-11372	122	26	in	in	ADP
dad-11372	122	27	our	our	PRON
dad-11372	122	28	data	datum	NOUN
dad-11372	122	29	,	,	PUNCT
dad-11372	122	30	as	as	ADV
dad-11372	122	31	far	far	ADV
dad-11372	122	32	as	as	SCONJ
dad-11372	122	33	annotators	annotator	NOUN
dad-11372	122	34	were	be	AUX
dad-11372	122	35	able	able	ADJ
dad-11372	122	36	to	to	ADP
dad-11372	122	37	identify.8	identify.8	ADJ
dad-11372	122	38	figure	figure	NOUN
dad-11372	122	39	2	2	NUM
dad-11372	122	40	:	:	PUNCT
dad-11372	122	41	example	example	NOUN
dad-11372	122	42	of	of	ADP
dad-11372	122	43	a	a	DET
dad-11372	122	44	manually	manually	ADV
dad-11372	122	45	annotated	annotate	VERB
dad-11372	122	46	signal	signal	NOUN
dad-11372	122	47	with	with	ADP
dad-11372	122	48	token	token	ADJ
dad-11372	122	49	positions	position	NOUN
dad-11372	122	50	corresponding	correspond	VERB
dad-11372	122	51	to	to	ADP
dad-11372	122	52	categories	category	NOUN
dad-11372	123	1	i	i	PRON
dad-11372	123	2	and	and	CCONJ
dad-11372	123	3	iv	iv	NUM
dad-11372	123	4	in	in	ADP
dad-11372	123	5	the	the	DET
dad-11372	123	6	taxonomy	taxonomy	NOUN
dad-11372	123	7	with	with	ADP
dad-11372	123	8	respect	respect	NOUN
dad-11372	123	9	to	to	ADP
dad-11372	123	10	the	the	DET
dad-11372	123	11	preparation	preparation	NOUN
dad-11372	123	12	relation	relation	NOUN
dad-11372	123	13	of	of	ADP
dad-11372	123	14	unit	unit	NOUN
dad-11372	123	15	50	50	NUM
dad-11372	123	16	.	.	NOUN
dad-11372	124	1	4	4	NUM
dad-11372	124	2	.	.	X
dad-11372	124	3	automatic	automatic	ADJ
dad-11372	124	4	signal	signal	NOUN
dad-11372	124	5	extraction	extraction	NOUN
dad-11372	124	6	4.1	4.1	NUM
dad-11372	124	7	a	a	DET
dad-11372	124	8	contextless	contextless	ADJ
dad-11372	124	9	frequentist	frequentist	NOUN
dad-11372	124	10	approach	approach	NOUN
dad-11372	124	11	to	to	PART
dad-11372	124	12	motivate	motivate	VERB
dad-11372	124	13	the	the	DET
dad-11372	124	14	need	need	NOUN
dad-11372	124	15	for	for	ADP
dad-11372	124	16	a	a	DET
dad-11372	124	17	fine	fine	ADV
dad-11372	124	18	-	-	PUNCT
dad-11372	124	19	grained	grain	VERB
dad-11372	124	20	and	and	CCONJ
dad-11372	124	21	contextualized	contextualized	ADJ
dad-11372	124	22	approach	approach	NOUN
dad-11372	124	23	to	to	ADP
dad-11372	124	24	describing	describe	VERB
dad-11372	124	25	discourse	discourse	NOUN
dad-11372	124	26	relation	relation	NOUN
dad-11372	124	27	signals	signal	NOUN
dad-11372	124	28	in	in	ADP
dad-11372	124	29	our	our	PRON
dad-11372	124	30	data	datum	NOUN
dad-11372	124	31	,	,	PUNCT
dad-11372	124	32	we	we	PRON
dad-11372	124	33	begin	begin	VERB
dad-11372	124	34	by	by	ADP
dad-11372	124	35	extracting	extract	VERB
dad-11372	124	36	some	some	DET
dad-11372	124	37	basic	basic	ADJ
dad-11372	124	38	data	data	NOUN
dad-11372	124	39	-	-	PUNCT
dad-11372	124	40	driven	drive	VERB
dad-11372	124	41	descriptions	description	NOUN
dad-11372	124	42	of	of	ADP
dad-11372	124	43	our	our	PRON
dad-11372	124	44	data	datum	NOUN
dad-11372	124	45	along	along	ADP
dad-11372	124	46	the	the	DET
dad-11372	124	47	lines	line	NOUN
dad-11372	124	48	presented	present	VERB
dad-11372	124	49	in	in	ADP
dad-11372	124	50	section	section	NOUN
dad-11372	124	51	2.1	2.1	NUM
dad-11372	124	52	.	.	PUNCT
dad-11372	125	1	in	in	ADP
dad-11372	125	2	order	order	NOUN
dad-11372	125	3	to	to	PART
dad-11372	125	4	constrain	constrain	VERB
dad-11372	125	5	candidate	candidate	NOUN
dad-11372	125	6	words	word	NOUN
dad-11372	125	7	to	to	ADP
dad-11372	125	8	just	just	ADV
dad-11372	125	9	the	the	DET
dad-11372	125	10	most	most	ADV
dad-11372	125	11	relevant	relevant	ADJ
dad-11372	125	12	ones	one	NOUN
dad-11372	125	13	8a	8a	NUM
dad-11372	125	14	conceivable	conceivable	ADJ
dad-11372	125	15	example	example	NOUN
dad-11372	125	16	would	would	AUX
dad-11372	125	17	be	be	AUX
dad-11372	125	18	foreshadowing	foreshadow	VERB
dad-11372	125	19	or	or	CCONJ
dad-11372	125	20	summarizing	summarize	VERB
dad-11372	125	21	the	the	DET
dad-11372	125	22	contents	content	NOUN
dad-11372	125	23	of	of	ADP
dad-11372	125	24	a	a	DET
dad-11372	125	25	relation	relation	NOUN
dad-11372	125	26	before	before	ADP
dad-11372	125	27	or	or	CCONJ
dad-11372	125	28	after	after	ADP
dad-11372	125	29	any	any	PRON
dad-11372	125	30	of	of	ADP
dad-11372	125	31	the	the	DET
dad-11372	125	32	units	unit	NOUN
dad-11372	125	33	involved	involve	VERB
dad-11372	125	34	,	,	PUNCT
dad-11372	125	35	such	such	ADJ
dad-11372	125	36	as	as	ADP
dad-11372	125	37	a	a	DET
dad-11372	125	38	discussion	discussion	NOUN
dad-11372	125	39	of	of	ADP
dad-11372	125	40	an	an	DET
dad-11372	125	41	academic	academic	ADJ
dad-11372	125	42	article	article	NOUN
dad-11372	125	43	’s	’s	PART
dad-11372	125	44	sections	section	NOUN
dad-11372	125	45	acting	act	VERB
dad-11372	125	46	as	as	ADP
dad-11372	125	47	an	an	DET
dad-11372	125	48	early	early	ADJ
dad-11372	125	49	signal	signal	NOUN
dad-11372	125	50	of	of	ADP
dad-11372	125	51	an	an	DET
dad-11372	125	52	upcoming	upcoming	ADJ
dad-11372	125	53	heading	heading	NOUN
dad-11372	125	54	,	,	PUNCT
dad-11372	125	55	which	which	PRON
dad-11372	125	56	is	be	AUX
dad-11372	125	57	itself	itself	PRON
dad-11372	125	58	analyzed	analyze	VERB
dad-11372	125	59	as	as	ADP
dad-11372	125	60	a	a	DET
dad-11372	125	61	preparation	preparation	NOUN
dad-11372	125	62	.	.	PUNCT
dad-11372	126	1	though	though	SCONJ
dad-11372	126	2	these	these	DET
dad-11372	126	3	cases	case	NOUN
dad-11372	126	4	were	be	AUX
dad-11372	126	5	not	not	PART
dad-11372	126	6	found	find	VERB
dad-11372	126	7	in	in	ADP
dad-11372	126	8	the	the	DET
dad-11372	126	9	small	small	ADJ
dad-11372	126	10	sample	sample	NOUN
dad-11372	126	11	used	use	VERB
dad-11372	126	12	here	here	ADV
dad-11372	126	13	,	,	PUNCT
dad-11372	126	14	they	they	PRON
dad-11372	126	15	have	have	AUX
dad-11372	126	16	been	be	AUX
dad-11372	126	17	studied	study	VERB
dad-11372	126	18	in	in	ADP
dad-11372	126	19	the	the	DET
dad-11372	126	20	past	past	NOUN
dad-11372	126	21	as	as	ADP
dad-11372	126	22	a	a	DET
dad-11372	126	23	form	form	NOUN
dad-11372	126	24	of	of	ADP
dad-11372	126	25	metalinguistic	metalinguistic	ADJ
dad-11372	126	26	labeling	labeling	NOUN
dad-11372	126	27	(	(	PUNCT
dad-11372	126	28	see	see	VERB
dad-11372	126	29	francis	francis	PROPN
dad-11372	126	30	(	(	PUNCT
dad-11372	126	31	1994	1994	NUM
dad-11372	126	32	)	)	PUNCT
dad-11372	126	33	for	for	ADP
dad-11372	126	34	example	example	NOUN
dad-11372	126	35	)	)	PUNCT
dad-11372	126	36	.	.	PUNCT
dad-11372	127	1	10	10	NUM
dad-11372	127	2	a	a	DET
dad-11372	127	3	neural	neural	ADJ
dad-11372	127	4	approach	approach	NOUN
dad-11372	127	5	to	to	ADP
dad-11372	127	6	discourse	discourse	NOUN
dad-11372	127	7	relation	relation	NOUN
dad-11372	127	8	signal	signal	NOUN
dad-11372	127	9	detection	detection	NOUN
dad-11372	127	10	figure	figure	NOUN
dad-11372	127	11	3	3	NUM
dad-11372	127	12	:	:	PUNCT
dad-11372	127	13	rst	rst	NOUN
dad-11372	127	14	fragment	fragment	NOUN
dad-11372	127	15	with	with	ADP
dad-11372	127	16	signal	signal	NOUN
dad-11372	127	17	obeying	obey	VERB
dad-11372	127	18	strong	strong	ADJ
dad-11372	127	19	nuclearity	nuclearity	NOUN
dad-11372	127	20	:	:	PUNCT
dad-11372	127	21	the	the	DET
dad-11372	127	22	dm	dm	NOUN
dad-11372	127	23	thus	thus	ADV
dad-11372	127	24	indicating	indicate	VERB
dad-11372	127	25	result	result	NOUN
dad-11372	127	26	is	be	AUX
dad-11372	127	27	in	in	ADP
dad-11372	127	28	the	the	DET
dad-11372	127	29	head	head	NOUN
dad-11372	127	30	edu	edu	PROPN
dad-11372	127	31	of	of	ADP
dad-11372	127	32	the	the	DET
dad-11372	127	33	satellite	satellite	NOUN
dad-11372	127	34	block	block	NOUN
dad-11372	127	35	.	.	PUNCT
dad-11372	128	1	for	for	ADP
dad-11372	128	2	marking	mark	VERB
dad-11372	128	3	a	a	DET
dad-11372	128	4	specific	specific	ADJ
dad-11372	128	5	signal	signal	NOUN
dad-11372	128	6	,	,	PUNCT
dad-11372	128	7	we	we	PRON
dad-11372	128	8	first	first	ADV
dad-11372	128	9	need	need	VERB
dad-11372	128	10	a	a	DET
dad-11372	128	11	way	way	NOUN
dad-11372	128	12	to	to	PART
dad-11372	128	13	address	address	VERB
dad-11372	128	14	a	a	DET
dad-11372	128	15	caveat	caveat	NOUN
dad-11372	128	16	of	of	ADP
dad-11372	128	17	the	the	DET
dad-11372	128	18	frequentist	frequentist	NOUN
dad-11372	128	19	approach	approach	NOUN
dad-11372	128	20	:	:	PUNCT
dad-11372	128	21	higher	high	ADJ
dad-11372	128	22	order	order	NOUN
dad-11372	128	23	relations	relation	NOUN
dad-11372	128	24	which	which	PRON
dad-11372	128	25	often	often	ADV
dad-11372	128	26	connect	connect	VERB
dad-11372	128	27	entire	entire	ADJ
dad-11372	128	28	paragraphs	paragraph	NOUN
dad-11372	128	29	(	(	PUNCT
dad-11372	128	30	notably	notably	ADV
dad-11372	128	31	background	background	NOUN
dad-11372	128	32	and	and	CCONJ
dad-11372	128	33	elaboration	elaboration	NOUN
dad-11372	128	34	)	)	PUNCT
dad-11372	128	35	must	must	AUX
dad-11372	128	36	be	be	AUX
dad-11372	128	37	prevented	prevent	VERB
dad-11372	128	38	from	from	ADP
dad-11372	128	39	allowing	allow	VERB
dad-11372	128	40	most	most	ADJ
dad-11372	128	41	or	or	CCONJ
dad-11372	128	42	even	even	ADV
dad-11372	128	43	all	all	PRON
dad-11372	128	44	words	word	NOUN
dad-11372	128	45	in	in	ADP
dad-11372	128	46	the	the	DET
dad-11372	128	47	document	document	NOUN
dad-11372	128	48	to	to	PART
dad-11372	128	49	be	be	AUX
dad-11372	128	50	considered	consider	VERB
dad-11372	128	51	as	as	ADP
dad-11372	128	52	signaling	signal	VERB
dad-11372	128	53	them	they	PRON
dad-11372	128	54	.	.	PUNCT
dad-11372	129	1	a	a	DET
dad-11372	129	2	simple	simple	ADJ
dad-11372	129	3	approach	approach	NOUN
dad-11372	129	4	to	to	ADP
dad-11372	129	5	achieving	achieve	VERB
dad-11372	129	6	this	this	PRON
dad-11372	129	7	is	be	AUX
dad-11372	129	8	to	to	PART
dad-11372	129	9	assume	assume	VERB
dad-11372	129	10	‘	'	PUNCT
dad-11372	129	11	strong	strong	ADJ
dad-11372	129	12	nuclearity	nuclearity	NOUN
dad-11372	129	13	’	'	PUNCT
dad-11372	129	14	,	,	PUNCT
dad-11372	129	15	relying	rely	VERB
dad-11372	129	16	on	on	ADP
dad-11372	129	17	marcu	marcu	NOUN
dad-11372	129	18	’s	’s	PART
dad-11372	129	19	(	(	PUNCT
dad-11372	129	20	1996	1996	NUM
dad-11372	129	21	)	)	PUNCT
dad-11372	129	22	compositionality	compositionality	NOUN
dad-11372	129	23	criterion	criterion	NOUN
dad-11372	129	24	for	for	ADP
dad-11372	129	25	discourse	discourse	NOUN
dad-11372	129	26	trees	tree	NOUN
dad-11372	129	27	(	(	PUNCT
dad-11372	129	28	ccdt	ccdt	PROPN
dad-11372	129	29	)	)	PUNCT
dad-11372	129	30	,	,	PUNCT
dad-11372	129	31	which	which	PRON
dad-11372	129	32	suggests	suggest	VERB
dad-11372	129	33	that	that	SCONJ
dad-11372	129	34	if	if	SCONJ
dad-11372	129	35	a	a	DET
dad-11372	129	36	relation	relation	NOUN
dad-11372	129	37	holds	hold	VERB
dad-11372	129	38	between	between	ADP
dad-11372	129	39	two	two	NUM
dad-11372	129	40	blocks	block	NOUN
dad-11372	129	41	of	of	ADP
dad-11372	129	42	edus	edus	NOUN
dad-11372	129	43	,	,	PUNCT
dad-11372	129	44	then	then	ADV
dad-11372	129	45	it	it	PRON
dad-11372	129	46	also	also	ADV
dad-11372	129	47	holds	hold	VERB
dad-11372	129	48	between	between	ADP
dad-11372	129	49	their	their	PRON
dad-11372	129	50	head	head	NOUN
dad-11372	129	51	edus	edus	NOUN
dad-11372	129	52	.	.	PUNCT
dad-11372	130	1	while	while	SCONJ
dad-11372	130	2	this	this	DET
dad-11372	130	3	simplification	simplification	NOUN
dad-11372	130	4	may	may	AUX
dad-11372	130	5	not	not	PART
dad-11372	130	6	be	be	AUX
dad-11372	130	7	entirely	entirely	ADV
dad-11372	130	8	accurate	accurate	ADJ
dad-11372	130	9	in	in	ADP
dad-11372	130	10	all	all	DET
dad-11372	130	11	cases	case	NOUN
dad-11372	130	12	,	,	PUNCT
dad-11372	130	13	table	table	NOUN
dad-11372	130	14	3	3	NUM
dad-11372	130	15	suggests	suggest	VERB
dad-11372	130	16	that	that	SCONJ
dad-11372	130	17	it	it	PRON
dad-11372	130	18	captures	capture	VERB
dad-11372	130	19	most	most	ADJ
dad-11372	130	20	signals	signal	NOUN
dad-11372	130	21	,	,	PUNCT
dad-11372	130	22	and	and	CCONJ
dad-11372	130	23	allows	allow	VERB
dad-11372	130	24	us	we	PRON
dad-11372	130	25	to	to	PART
dad-11372	130	26	reduce	reduce	VERB
dad-11372	130	27	the	the	DET
dad-11372	130	28	space	space	NOUN
dad-11372	130	29	of	of	ADP
dad-11372	130	30	candidate	candidate	NOUN
dad-11372	130	31	signal	signal	NOUN
dad-11372	130	32	tokens	token	NOUN
dad-11372	130	33	to	to	PART
dad-11372	130	34	just	just	ADV
dad-11372	130	35	the	the	DET
dad-11372	130	36	two	two	NUM
dad-11372	130	37	head	head	NOUN
dad-11372	130	38	edus	edus	NOUN
dad-11372	130	39	implicated	implicate	VERB
dad-11372	130	40	in	in	ADP
dad-11372	130	41	a	a	DET
dad-11372	130	42	relation	relation	NOUN
dad-11372	130	43	.	.	PUNCT
dad-11372	131	1	we	we	PRON
dad-11372	131	2	will	will	AUX
dad-11372	131	3	refer	refer	VERB
dad-11372	131	4	to	to	ADP
dad-11372	131	5	signals	signal	NOUN
dad-11372	131	6	within	within	ADP
dad-11372	131	7	the	the	DET
dad-11372	131	8	head	head	NOUN
dad-11372	131	9	units	unit	NOUN
dad-11372	131	10	of	of	ADP
dad-11372	131	11	a	a	DET
dad-11372	131	12	relation	relation	NOUN
dad-11372	131	13	as	as	ADP
dad-11372	131	14	‘	'	PUNCT
dad-11372	131	15	endocentric	endocentric	ADJ
dad-11372	131	16	’	'	PUNCT
dad-11372	131	17	and	and	CCONJ
dad-11372	131	18	signals	signal	NOUN
dad-11372	131	19	outside	outside	ADP
dad-11372	131	20	this	this	DET
dad-11372	131	21	region	region	NOUN
dad-11372	131	22	as	as	ADP
dad-11372	131	23	‘	'	PUNCT
dad-11372	131	24	exocentric	exocentric	NOUN
dad-11372	131	25	’	'	PUNCT
dad-11372	131	26	.	.	PUNCT
dad-11372	132	1	figure	figure	NOUN
dad-11372	132	2	3	3	NUM
dad-11372	132	3	illustrates	illustrate	VERB
dad-11372	132	4	this	this	PRON
dad-11372	132	5	,	,	PUNCT
dad-11372	132	6	where	where	SCONJ
dad-11372	132	7	units	unit	NOUN
dad-11372	132	8	[	[	X
dad-11372	132	9	64	64	NUM
dad-11372	132	10	]	]	PUNCT
dad-11372	132	11	and	and	CCONJ
dad-11372	132	12	[	[	X
dad-11372	132	13	65	65	NUM
dad-11372	132	14	]	]	PUNCT
dad-11372	132	15	are	be	AUX
dad-11372	132	16	the	the	DET
dad-11372	132	17	respective	respective	ADJ
dad-11372	132	18	heads	head	NOUN
dad-11372	132	19	of	of	ADP
dad-11372	132	20	two	two	NUM
dad-11372	132	21	blocks	block	NOUN
dad-11372	132	22	of	of	ADP
dad-11372	132	23	edus	edus	NOUN
dad-11372	132	24	,	,	PUNCT
dad-11372	132	25	and	and	CCONJ
dad-11372	132	26	unit	unit	NOUN
dad-11372	133	1	[	[	X
dad-11372	133	2	65	65	NUM
dad-11372	133	3	]	]	PUNCT
dad-11372	133	4	in	in	ADP
dad-11372	133	5	fact	fact	NOUN
dad-11372	133	6	contains	contain	VERB
dad-11372	133	7	a	a	DET
dad-11372	133	8	plausible	plausible	ADJ
dad-11372	133	9	endocentric	endocentric	ADJ
dad-11372	133	10	signal	signal	NOUN
dad-11372	133	11	for	for	ADP
dad-11372	133	12	the	the	DET
dad-11372	133	13	result	result	NOUN
dad-11372	133	14	relation	relation	NOUN
dad-11372	133	15	,	,	PUNCT
dad-11372	133	16	the	the	DET
dad-11372	133	17	discourse	discourse	NOUN
dad-11372	133	18	marker	marker	NOUN
dad-11372	133	19	thus	thus	ADV
dad-11372	133	20	.	.	PUNCT
dad-11372	134	1	more	more	ADJ
dad-11372	134	2	problematic	problematic	ADJ
dad-11372	134	3	caveats	caveat	NOUN
dad-11372	134	4	for	for	ADP
dad-11372	134	5	the	the	DET
dad-11372	134	6	frequentist	frequentist	NOUN
dad-11372	134	7	approach	approach	NOUN
dad-11372	134	8	are	be	AUX
dad-11372	134	9	the	the	DET
dad-11372	134	10	potential	potential	NOUN
dad-11372	134	11	for	for	ADP
dad-11372	134	12	over	over	ADP
dad-11372	134	13	/	/	SYM
dad-11372	134	14	underfitting	underfitting	NOUN
dad-11372	134	15	and	and	CCONJ
dad-11372	134	16	ambiguity	ambiguity	NOUN
dad-11372	134	17	.	.	PUNCT
dad-11372	135	1	the	the	DET
dad-11372	135	2	issue	issue	NOUN
dad-11372	135	3	of	of	ADP
dad-11372	135	4	overfitting	overfitting	NOUN
dad-11372	135	5	is	be	AUX
dad-11372	135	6	especially	especially	ADV
dad-11372	135	7	thorny	thorny	ADJ
dad-11372	135	8	in	in	ADP
dad-11372	135	9	small	small	ADJ
dad-11372	135	10	datasets	dataset	NOUN
dad-11372	135	11	,	,	PUNCT
dad-11372	135	12	in	in	ADP
dad-11372	135	13	which	which	PRON
dad-11372	135	14	certain	certain	ADJ
dad-11372	135	15	content	content	NOUN
dad-11372	135	16	words	word	NOUN
dad-11372	135	17	appear	appear	VERB
dad-11372	135	18	coincidentally	coincidentally	ADV
dad-11372	135	19	in	in	ADP
dad-11372	135	20	discourse	discourse	NOUN
dad-11372	135	21	segments	segment	NOUN
dad-11372	135	22	with	with	ADP
dad-11372	135	23	a	a	DET
dad-11372	135	24	certain	certain	ADJ
dad-11372	135	25	function	function	NOUN
dad-11372	135	26	.	.	PUNCT
dad-11372	136	1	table	table	NOUN
dad-11372	136	2	4	4	NUM
dad-11372	136	3	shows	show	VERB
dad-11372	136	4	the	the	DET
dad-11372	136	5	most	most	ADV
dad-11372	136	6	distinctive	distinctive	ADJ
dad-11372	136	7	lexical	lexical	ADJ
dad-11372	136	8	types	type	NOUN
dad-11372	136	9	for	for	ADP
dad-11372	136	10	several	several	ADJ
dad-11372	136	11	discourse	discourse	NOUN
dad-11372	136	12	relations	relation	NOUN
dad-11372	136	13	in	in	ADP
dad-11372	136	14	gum	gum	NOUN
dad-11372	136	15	based	base	VERB
dad-11372	136	16	on	on	ADP
dad-11372	136	17	pure	pure	ADJ
dad-11372	136	18	ratio	ratio	NOUN
dad-11372	136	19	of	of	ADP
dad-11372	136	20	occurrence	occurrence	NOUN
dad-11372	136	21	in	in	ADP
dad-11372	136	22	head	head	NOUN
dad-11372	136	23	edus	edus	NOUN
dad-11372	136	24	marked	mark	VERB
dad-11372	136	25	for	for	ADP
dad-11372	136	26	those	those	DET
dad-11372	136	27	relations	relation	NOUN
dad-11372	136	28	.	.	PUNCT
dad-11372	137	1	on	on	ADP
dad-11372	137	2	the	the	DET
dad-11372	137	3	left	left	NOUN
dad-11372	137	4	,	,	PUNCT
dad-11372	137	5	types	type	NOUN
dad-11372	137	6	are	be	AUX
dad-11372	137	7	chosen	choose	VERB
dad-11372	137	8	which	which	PRON
dad-11372	137	9	have	have	VERB
dad-11372	137	10	a	a	DET
dad-11372	137	11	maximal	maximal	ADJ
dad-11372	137	12	frequency	frequency	NOUN
dad-11372	137	13	in	in	ADP
dad-11372	137	14	the	the	DET
dad-11372	137	15	relevant	relevant	ADJ
dad-11372	137	16	relationship	relationship	NOUN
dad-11372	137	17	compared	compare	VERB
dad-11372	137	18	with	with	ADP
dad-11372	137	19	their	their	PRON
dad-11372	137	20	overall	overall	ADJ
dad-11372	137	21	frequency	frequency	NOUN
dad-11372	137	22	in	in	ADP
dad-11372	137	23	the	the	DET
dad-11372	137	24	corpus	corpus	NOUN
dad-11372	137	25	.	.	PUNCT
dad-11372	138	1	this	this	PRON
dad-11372	138	2	quickly	quickly	ADV
dad-11372	138	3	overfits	overfit	VERB
dad-11372	138	4	the	the	DET
dad-11372	138	5	contents	content	NOUN
dad-11372	138	6	of	of	ADP
dad-11372	138	7	the	the	DET
dad-11372	138	8	corpus	corpus	NOUN
dad-11372	138	9	,	,	PUNCT
dad-11372	138	10	selecting	select	VERB
dad-11372	138	11	irrelevant	irrelevant	ADJ
dad-11372	138	12	words	word	NOUN
dad-11372	138	13	such	such	ADJ
dad-11372	138	14	as	as	ADP
dad-11372	138	15	holiest	holy	ADJ
dad-11372	138	16	and	and	CCONJ
dad-11372	138	17	slate	slate	NOUN
dad-11372	138	18	for	for	ADP
dad-11372	138	19	the	the	DET
dad-11372	138	20	circumstance	circumstance	NOUN
dad-11372	138	21	relation	relation	NOUN
dad-11372	138	22	,	,	PUNCT
dad-11372	138	23	or	or	CCONJ
dad-11372	138	24	hypnotizing	hypnotizing	NOUN
dad-11372	138	25	and	and	CCONJ
dad-11372	138	26	currency	currency	NOUN
dad-11372	138	27	for	for	ADP
dad-11372	138	28	concession	concession	NOUN
dad-11372	138	29	.	.	PUNCT
dad-11372	139	1	the	the	DET
dad-11372	139	2	same	same	ADJ
dad-11372	139	3	lack	lack	NOUN
dad-11372	139	4	of	of	ADP
dad-11372	139	5	filtering	filtering	NOUN
dad-11372	139	6	can	can	AUX
dad-11372	139	7	,	,	PUNCT
dad-11372	139	8	however	however	ADV
dad-11372	139	9	,	,	PUNCT
dad-11372	139	10	yield	yield	VERB
dad-11372	139	11	some	some	DET
dad-11372	139	12	potentially	potentially	ADV
dad-11372	139	13	relevant	relevant	ADJ
dad-11372	139	14	lexical	lexical	ADJ
dad-11372	139	15	items	item	NOUN
dad-11372	139	16	,	,	PUNCT
dad-11372	139	17	such	such	ADJ
dad-11372	139	18	as	as	ADP
dad-11372	139	19	causing	cause	VERB
dad-11372	139	20	for	for	ADP
dad-11372	139	21	result	result	NOUN
dad-11372	139	22	or	or	CCONJ
dad-11372	139	23	even	even	ADV
dad-11372	139	24	highly	highly	ADV
dad-11372	139	25	specific	specific	ADJ
dad-11372	139	26	content	content	NOUN
dad-11372	139	27	words	word	NOUN
dad-11372	139	28	such	such	ADJ
dad-11372	139	29	as	as	ADP
dad-11372	139	30	ammonium	ammonium	NOUN
dad-11372	139	31	,	,	PUNCT
dad-11372	139	32	which	which	PRON
dad-11372	139	33	are	be	AUX
dad-11372	139	34	certainly	certainly	ADV
dad-11372	139	35	not	not	PART
dad-11372	139	36	discourse	discourse	VERB
dad-11372	139	37	markers	marker	NOUN
dad-11372	139	38	,	,	PUNCT
dad-11372	139	39	but	but	CCONJ
dad-11372	139	40	whose	whose	DET
dad-11372	139	41	appearance	appearance	NOUN
dad-11372	139	42	in	in	ADP
dad-11372	139	43	a	a	DET
dad-11372	139	44	sequence	sequence	NOUN
dad-11372	139	45	is	be	AUX
dad-11372	139	46	not	not	PART
dad-11372	139	47	accidental	accidental	ADJ
dad-11372	139	48	:	:	PUNCT
dad-11372	139	49	the	the	DET
dad-11372	139	50	word	word	NOUN
dad-11372	139	51	is	be	AUX
dad-11372	139	52	in	in	ADP
dad-11372	139	53	this	this	DET
dad-11372	139	54	case	case	NOUN
dad-11372	139	55	typical	typical	ADJ
dad-11372	139	56	for	for	ADP
dad-11372	139	57	sequences	sequence	NOUN
dad-11372	139	58	in	in	ADP
dad-11372	139	59	how	how	SCONJ
dad-11372	139	60	-	-	PUNCT
dad-11372	139	61	to	to	ADP
dad-11372	139	62	guides	guide	NOUN
dad-11372	139	63	,	,	PUNCT
dad-11372	139	64	where	where	SCONJ
dad-11372	139	65	use	use	NOUN
dad-11372	139	66	of	of	ADP
dad-11372	139	67	ingredients	ingredient	NOUN
dad-11372	139	68	in	in	ADP
dad-11372	139	69	a	a	DET
dad-11372	139	70	recipe	recipe	NOUN
dad-11372	139	71	is	be	AUX
dad-11372	139	72	described	describe	VERB
dad-11372	139	73	in	in	ADP
dad-11372	139	74	a	a	DET
dad-11372	139	75	sequence	sequence	NOUN
dad-11372	139	76	.	.	PUNCT
dad-11372	140	1	even	even	ADV
dad-11372	140	2	if	if	SCONJ
dad-11372	140	3	these	these	DET
dad-11372	140	4	kinds	kind	NOUN
dad-11372	140	5	of	of	ADP
dad-11372	140	6	items	item	NOUN
dad-11372	140	7	may	may	AUX
dad-11372	140	8	be	be	AUX
dad-11372	140	9	undesirable	undesirable	ADJ
dad-11372	140	10	candidates	candidate	NOUN
dad-11372	140	11	for	for	ADP
dad-11372	140	12	signal	signal	ADJ
dad-11372	140	13	words	word	NOUN
dad-11372	140	14	in	in	ADP
dad-11372	140	15	general	general	ADJ
dad-11372	140	16	,	,	PUNCT
dad-11372	140	17	it	it	PRON
dad-11372	140	18	seems	seem	VERB
dad-11372	140	19	likely	likely	ADJ
dad-11372	140	20	that	that	SCONJ
dad-11372	140	21	some	some	DET
dad-11372	140	22	11	11	NUM
dad-11372	140	23	zeldes	zelde	NOUN
dad-11372	140	24	and	and	CCONJ
dad-11372	140	25	liu	liu	PROPN
dad-11372	140	26	relation	relation	PROPN
dad-11372	140	27	f	f	PROPN
dad-11372	140	28	>	>	X
dad-11372	140	29	0	0	PUNCT
dad-11372	141	1	f	f	X
dad-11372	141	2	>	>	X
dad-11372	141	3	10	10	NUM
dad-11372	141	4	solutionhood	solutionhood	PROPN
dad-11372	141	5	viable	viable	ADJ
dad-11372	141	6	,	,	PUNCT
dad-11372	141	7	contributed	contribute	VERB
dad-11372	141	8	,	,	PUNCT
dad-11372	141	9	60th	60th	ADV
dad-11372	141	10	,	,	PUNCT
dad-11372	141	11	touched	touch	VERB
dad-11372	141	12	,	,	PUNCT
dad-11372	141	13	palestinians	palestinians	PROPN
dad-11372	141	14	what	what	PRON
dad-11372	141	15	,	,	PUNCT
dad-11372	141	16	?	?	PUNCT
dad-11372	141	17	,	,	PUNCT
dad-11372	141	18	why	why	SCONJ
dad-11372	141	19	,	,	PUNCT
dad-11372	141	20	did	do	VERB
dad-11372	141	21	,	,	PUNCT
dad-11372	141	22	how	how	SCONJ
dad-11372	141	23	circumstance	circumstance	NOUN
dad-11372	141	24	holiest	holy	ADJ
dad-11372	141	25	,	,	PUNCT
dad-11372	141	26	eventually	eventually	ADV
dad-11372	141	27	,	,	PUNCT
dad-11372	141	28	fell	fall	VERB
dad-11372	141	29	,	,	PUNCT
dad-11372	141	30	slate	slate	NOUN
dad-11372	141	31	,	,	PUNCT
dad-11372	141	32	transition	transition	NOUN
dad-11372	141	33	october	october	PROPN
dad-11372	141	34	,	,	PUNCT
dad-11372	141	35	when	when	SCONJ
dad-11372	141	36	,	,	PUNCT
dad-11372	141	37	saturday	saturday	PROPN
dad-11372	141	38	,	,	PUNCT
dad-11372	141	39	after	after	SCONJ
dad-11372	141	40	,	,	PUNCT
dad-11372	141	41	thursday	thursday	PROPN
dad-11372	141	42	result	result	VERB
dad-11372	141	43	minuscule	minuscule	ADJ
dad-11372	141	44	,	,	PUNCT
dad-11372	141	45	rebuilding	rebuilding	NOUN
dad-11372	141	46	,	,	PUNCT
dad-11372	141	47	distortions	distortion	NOUN
dad-11372	141	48	,	,	PUNCT
dad-11372	141	49	struggle	struggle	NOUN
dad-11372	141	50	,	,	PUNCT
dad-11372	141	51	causing	cause	VERB
dad-11372	141	52	result	result	NOUN
dad-11372	141	53	,	,	PUNCT
dad-11372	141	54	phoenix	phoenix	PROPN
dad-11372	141	55	,	,	PUNCT
dad-11372	141	56	wikihow	wikihow	ADJ
dad-11372	141	57	,	,	PUNCT
dad-11372	141	58	funny	funny	ADJ
dad-11372	141	59	,	,	PUNCT
dad-11372	141	60	death	death	NOUN
dad-11372	141	61	concession	concession	NOUN
dad-11372	141	62	until	until	ADP
dad-11372	141	63	,	,	PUNCT
dad-11372	141	64	favoured	favour	VERB
dad-11372	141	65	,	,	PUNCT
dad-11372	141	66	hypnotizing	hypnotizing	NOUN
dad-11372	141	67	,	,	PUNCT
dad-11372	141	68	currency	currency	NOUN
dad-11372	141	69	,	,	PUNCT
dad-11372	141	70	curiosity	curiosity	NOUN
dad-11372	141	71	although	although	SCONJ
dad-11372	141	72	,	,	PUNCT
dad-11372	141	73	while	while	SCONJ
dad-11372	141	74	,	,	PUNCT
dad-11372	141	75	though	though	ADV
dad-11372	141	76	,	,	PUNCT
dad-11372	141	77	however	however	ADV
dad-11372	141	78	,	,	PUNCT
dad-11372	141	79	call	call	VERB
dad-11372	141	80	justify	justify	VERB
dad-11372	141	81	payoff	payoff	NOUN
dad-11372	141	82	,	,	PUNCT
dad-11372	141	83	skills	skill	NOUN
dad-11372	141	84	,	,	PUNCT
dad-11372	141	85	net	net	ADJ
dad-11372	141	86	,	,	PUNCT
dad-11372	141	87	presidential	presidential	ADJ
dad-11372	141	88	,	,	PUNCT
dad-11372	141	89	supporters	supporter	NOUN
dad-11372	141	90	nato	nato	PROPN
dad-11372	141	91	,	,	PUNCT
dad-11372	141	92	makes	make	VERB
dad-11372	141	93	,	,	PUNCT
dad-11372	141	94	simply	simply	ADV
dad-11372	141	95	,	,	PUNCT
dad-11372	141	96	texas	texas	PROPN
dad-11372	141	97	,	,	PUNCT
dad-11372	141	98	funny	funny	ADJ
dad-11372	141	99	sequence	sequence	NOUN
dad-11372	141	100	feel	feel	VERB
dad-11372	141	101	,	,	PUNCT
dad-11372	141	102	charter	charter	NOUN
dad-11372	141	103	,	,	PUNCT
dad-11372	141	104	ammonium	ammonium	NOUN
dad-11372	141	105	,	,	PUNCT
dad-11372	141	106	evolving	evolving	NOUN
dad-11372	141	107	,	,	PUNCT
dad-11372	141	108	rests	rest	VERB
dad-11372	141	109	bottles	bottle	NOUN
dad-11372	141	110	,	,	PUNCT
dad-11372	141	111	place	place	NOUN
dad-11372	141	112	,	,	PUNCT
dad-11372	141	113	then	then	ADV
dad-11372	141	114	,	,	PUNCT
dad-11372	141	115	baking	baking	NOUN
dad-11372	141	116	,	,	PUNCT
dad-11372	141	117	soil	soil	NOUN
dad-11372	141	118	cause	cause	NOUN
dad-11372	141	119	malfunctioned	malfunction	VERB
dad-11372	141	120	,	,	PUNCT
dad-11372	141	121	jams	jam	NOUN
dad-11372	141	122	,	,	PUNCT
dad-11372	141	123	benefiting	benefit	VERB
dad-11372	141	124	,	,	PUNCT
dad-11372	141	125	mandate	mandate	NOUN
dad-11372	141	126	,	,	PUNCT
dad-11372	141	127	recognising	recognise	VERB
dad-11372	141	128	because	because	SCONJ
dad-11372	141	129	,	,	PUNCT
dad-11372	141	130	wanted	want	VERB
dad-11372	141	131	,	,	PUNCT
dad-11372	141	132	religious	religious	ADJ
dad-11372	141	133	,	,	PUNCT
dad-11372	141	134	projects	project	NOUN
dad-11372	141	135	,	,	PUNCT
dad-11372	141	136	stuff	stuff	NOUN
dad-11372	141	137	table	table	NOUN
dad-11372	141	138	4	4	NUM
dad-11372	141	139	:	:	PUNCT
dad-11372	141	140	most	most	ADV
dad-11372	141	141	distinctive	distinctive	ADJ
dad-11372	141	142	lexemes	lexeme	NOUN
dad-11372	141	143	for	for	ADP
dad-11372	141	144	some	some	DET
dad-11372	141	145	relations	relation	NOUN
dad-11372	141	146	in	in	ADP
dad-11372	141	147	gum	gum	NOUN
dad-11372	141	148	,	,	PUNCT
dad-11372	141	149	with	with	ADP
dad-11372	141	150	different	different	ADJ
dad-11372	141	151	frequency	frequency	NOUN
dad-11372	141	152	thresholds	threshold	NOUN
dad-11372	141	153	.	.	PUNCT
dad-11372	142	1	rare	rare	ADJ
dad-11372	142	2	content	content	NOUN
dad-11372	142	3	words	word	NOUN
dad-11372	142	4	may	may	AUX
dad-11372	142	5	function	function	VERB
dad-11372	142	6	as	as	ADP
dad-11372	142	7	signals	signal	NOUN
dad-11372	142	8	in	in	ADP
dad-11372	142	9	context	context	NOUN
dad-11372	142	10	,	,	PUNCT
dad-11372	142	11	such	such	ADJ
dad-11372	142	12	as	as	ADP
dad-11372	142	13	evaluative	evaluative	ADJ
dad-11372	142	14	adjectives	adjective	NOUN
dad-11372	142	15	(	(	PUNCT
dad-11372	142	16	e.g.	e.g.	ADV
dad-11372	142	17	exquisite	exquisite	ADJ
dad-11372	142	18	)	)	PUNCT
dad-11372	142	19	enabling	enable	VERB
dad-11372	142	20	readers	reader	NOUN
dad-11372	142	21	to	to	PART
dad-11372	142	22	recognize	recognize	VERB
dad-11372	142	23	an	an	DET
dad-11372	142	24	evaluation.9	evaluation.9	PROPN
dad-11372	142	25	if	if	SCONJ
dad-11372	142	26	we	we	PRON
dad-11372	142	27	are	be	AUX
dad-11372	142	28	willing	willing	ADJ
dad-11372	142	29	to	to	PART
dad-11372	142	30	give	give	VERB
dad-11372	142	31	up	up	ADP
dad-11372	142	32	on	on	ADP
dad-11372	142	33	the	the	DET
dad-11372	142	34	latter	latter	ADJ
dad-11372	142	35	kind	kind	NOUN
dad-11372	142	36	of	of	ADP
dad-11372	142	37	rare	rare	ADJ
dad-11372	142	38	items	item	NOUN
dad-11372	142	39	,	,	PUNCT
dad-11372	142	40	the	the	DET
dad-11372	142	41	overfitting	overfitte	VERB
dad-11372	142	42	problem	problem	NOUN
dad-11372	142	43	can	can	AUX
dad-11372	142	44	be	be	AUX
dad-11372	142	45	alleviated	alleviate	VERB
dad-11372	142	46	somewhat	somewhat	ADV
dad-11372	142	47	by	by	ADP
dad-11372	142	48	setting	set	VERB
dad-11372	142	49	a	a	DET
dad-11372	142	50	frequency	frequency	NOUN
dad-11372	142	51	threshold	threshold	NOUN
dad-11372	142	52	for	for	ADP
dad-11372	142	53	each	each	DET
dad-11372	142	54	potential	potential	ADJ
dad-11372	142	55	signal	signal	NOUN
dad-11372	142	56	lexeme	lexeme	ADJ
dad-11372	142	57	,	,	PUNCT
dad-11372	142	58	thereby	thereby	ADV
dad-11372	142	59	suppressing	suppress	VERB
dad-11372	142	60	rare	rare	ADJ
dad-11372	142	61	items	item	NOUN
dad-11372	142	62	.	.	PUNCT
dad-11372	143	1	the	the	DET
dad-11372	143	2	items	item	NOUN
dad-11372	143	3	on	on	ADP
dad-11372	143	4	the	the	DET
dad-11372	143	5	right	right	NOUN
dad-11372	143	6	of	of	ADP
dad-11372	143	7	the	the	DET
dad-11372	143	8	table	table	NOUN
dad-11372	143	9	are	be	AUX
dad-11372	143	10	limited	limit	VERB
dad-11372	143	11	to	to	ADP
dad-11372	143	12	types	type	NOUN
dad-11372	143	13	occurring	occur	VERB
dad-11372	143	14	more	more	ADJ
dad-11372	143	15	than	than	ADP
dad-11372	143	16	10	10	NUM
dad-11372	143	17	times	time	NOUN
dad-11372	143	18	.	.	PUNCT
dad-11372	144	1	since	since	SCONJ
dad-11372	144	2	the	the	DET
dad-11372	144	3	most	most	ADV
dad-11372	144	4	distinctive	distinctive	ADJ
dad-11372	144	5	items	item	NOUN
dad-11372	144	6	on	on	ADP
dad-11372	144	7	the	the	DET
dad-11372	144	8	left	left	NOUN
dad-11372	144	9	are	be	AUX
dad-11372	144	10	all	all	ADV
dad-11372	144	11	comparatively	comparatively	ADV
dad-11372	144	12	rare	rare	ADJ
dad-11372	144	13	(	(	PUNCT
dad-11372	144	14	and	and	CCONJ
dad-11372	144	15	therefore	therefore	ADV
dad-11372	144	16	exclusive	exclusive	ADJ
dad-11372	144	17	to	to	ADP
dad-11372	144	18	their	their	PRON
dad-11372	144	19	relations	relation	NOUN
dad-11372	144	20	)	)	PUNCT
dad-11372	144	21	,	,	PUNCT
dad-11372	144	22	they	they	PRON
dad-11372	144	23	do	do	AUX
dad-11372	144	24	not	not	PART
dad-11372	144	25	overlap	overlap	VERB
dad-11372	144	26	with	with	ADP
dad-11372	144	27	the	the	DET
dad-11372	144	28	items	item	NOUN
dad-11372	144	29	on	on	ADP
dad-11372	144	30	the	the	DET
dad-11372	144	31	right	right	NOUN
dad-11372	144	32	.	.	PUNCT
dad-11372	145	1	looking	look	VERB
dad-11372	145	2	at	at	ADP
dad-11372	145	3	the	the	DET
dad-11372	145	4	items	item	NOUN
dad-11372	145	5	on	on	ADP
dad-11372	145	6	the	the	DET
dad-11372	145	7	right	right	NOUN
dad-11372	145	8	,	,	PUNCT
dad-11372	145	9	several	several	ADJ
dad-11372	145	10	signals	signal	NOUN
dad-11372	145	11	make	make	VERB
dad-11372	145	12	intuitive	intuitive	ADJ
dad-11372	145	13	sense	sense	NOUN
dad-11372	145	14	,	,	PUNCT
dad-11372	145	15	especially	especially	ADV
dad-11372	145	16	for	for	ADP
dad-11372	145	17	relations	relation	NOUN
dad-11372	145	18	such	such	ADJ
dad-11372	145	19	as	as	ADP
dad-11372	145	20	solutionhood	solutionhood	NOUN
dad-11372	145	21	(	(	PUNCT
dad-11372	145	22	used	use	VERB
dad-11372	145	23	for	for	ADP
dad-11372	145	24	question	question	NOUN
dad-11372	145	25	-	-	PUNCT
dad-11372	145	26	answer	answer	NOUN
dad-11372	145	27	pairs	pair	NOUN
dad-11372	145	28	)	)	PUNCT
dad-11372	145	29	or	or	CCONJ
dad-11372	145	30	concession	concession	NOUN
dad-11372	145	31	,	,	PUNCT
dad-11372	145	32	which	which	PRON
dad-11372	145	33	show	show	VERB
dad-11372	145	34	the	the	DET
dad-11372	145	35	expected	expected	ADJ
dad-11372	145	36	wh	wh	NOUN
dad-11372	145	37	words	word	NOUN
dad-11372	145	38	and	and	CCONJ
dad-11372	145	39	auxiliary	auxiliary	NOUN
dad-11372	145	40	did	do	VERB
dad-11372	145	41	,	,	PUNCT
dad-11372	145	42	or	or	CCONJ
dad-11372	145	43	discourse	discourse	NOUN
dad-11372	145	44	markers	marker	NOUN
dad-11372	145	45	such	such	ADJ
dad-11372	145	46	as	as	ADP
dad-11372	145	47	though	though	ADV
dad-11372	145	48	,	,	PUNCT
dad-11372	145	49	respectively	respectively	ADV
dad-11372	145	50	.	.	PUNCT
dad-11372	146	1	at	at	ADP
dad-11372	146	2	the	the	DET
dad-11372	146	3	same	same	ADJ
dad-11372	146	4	time	time	NOUN
dad-11372	146	5	,	,	PUNCT
dad-11372	146	6	some	some	DET
dad-11372	146	7	high	high	ADJ
dad-11372	146	8	frequency	frequency	NOUN
dad-11372	146	9	items	item	NOUN
dad-11372	146	10	may	may	AUX
dad-11372	146	11	be	be	AUX
dad-11372	146	12	spurious	spurious	ADJ
dad-11372	146	13	,	,	PUNCT
dad-11372	146	14	such	such	ADJ
dad-11372	146	15	as	as	ADP
dad-11372	146	16	nato	nato	PROPN
dad-11372	146	17	for	for	ADP
dad-11372	146	18	justify	justify	VERB
dad-11372	146	19	,	,	PUNCT
dad-11372	146	20	which	which	PRON
dad-11372	146	21	could	could	AUX
dad-11372	146	22	perhaps	perhaps	ADV
dad-11372	146	23	be	be	AUX
dad-11372	146	24	filtered	filter	VERB
dad-11372	146	25	out	out	ADP
dad-11372	146	26	based	base	VERB
dad-11372	146	27	on	on	ADP
dad-11372	146	28	low	low	ADJ
dad-11372	146	29	dispersion	dispersion	NOUN
dad-11372	146	30	across	across	ADP
dad-11372	146	31	documents	document	NOUN
dad-11372	146	32	,	,	PUNCT
dad-11372	146	33	but	but	CCONJ
dad-11372	146	34	also	also	ADV
dad-11372	146	35	stuff	stuff	NOUN
dad-11372	146	36	for	for	ADP
dad-11372	146	37	cause	cause	NOUN
dad-11372	146	38	,	,	PUNCT
dad-11372	146	39	which	which	PRON
dad-11372	146	40	probably	probably	ADV
dad-11372	146	41	could	could	AUX
dad-11372	146	42	not	not	PART
dad-11372	146	43	be	be	AUX
dad-11372	146	44	.	.	PUNCT
dad-11372	147	1	another	another	DET
dad-11372	147	2	problem	problem	NOUN
dad-11372	147	3	with	with	ADP
dad-11372	147	4	the	the	DET
dad-11372	147	5	lists	list	NOUN
dad-11372	147	6	on	on	ADP
dad-11372	147	7	the	the	DET
dad-11372	147	8	right	right	NOUN
dad-11372	147	9	is	be	AUX
dad-11372	147	10	that	that	SCONJ
dad-11372	147	11	some	some	PRON
dad-11372	147	12	expected	expect	VERB
dad-11372	147	13	strong	strong	ADJ
dad-11372	147	14	signals	signal	NOUN
dad-11372	147	15	,	,	PUNCT
dad-11372	147	16	such	such	ADJ
dad-11372	147	17	as	as	ADP
dad-11372	147	18	the	the	DET
dad-11372	147	19	word	word	NOUN
dad-11372	147	20	and	and	CCONJ
dad-11372	147	21	for	for	ADP
dad-11372	147	22	sequence	sequence	NOUN
dad-11372	147	23	are	be	AUX
dad-11372	147	24	absent	absent	ADJ
dad-11372	147	25	from	from	ADP
dad-11372	147	26	the	the	DET
dad-11372	147	27	table	table	NOUN
dad-11372	147	28	.	.	PUNCT
dad-11372	148	1	this	this	PRON
dad-11372	148	2	is	be	AUX
dad-11372	148	3	not	not	PART
dad-11372	148	4	because	because	SCONJ
dad-11372	148	5	and	and	CCONJ
dad-11372	148	6	is	be	AUX
dad-11372	148	7	not	not	PART
dad-11372	148	8	frequent	frequent	ADJ
dad-11372	148	9	in	in	ADP
dad-11372	148	10	sequences	sequence	NOUN
dad-11372	148	11	,	,	PUNCT
dad-11372	148	12	but	but	CCONJ
dad-11372	148	13	rather	rather	ADV
dad-11372	148	14	because	because	SCONJ
dad-11372	148	15	it	it	PRON
dad-11372	148	16	is	be	AUX
dad-11372	148	17	a	a	DET
dad-11372	148	18	ubiquitous	ubiquitous	ADJ
dad-11372	148	19	word	word	NOUN
dad-11372	148	20	,	,	PUNCT
dad-11372	148	21	and	and	CCONJ
dad-11372	148	22	as	as	ADP
dad-11372	148	23	a	a	DET
dad-11372	148	24	result	result	NOUN
dad-11372	148	25	,	,	PUNCT
dad-11372	148	26	it	it	PRON
dad-11372	148	27	is	be	AUX
dad-11372	148	28	not	not	PART
dad-11372	148	29	very	very	ADV
dad-11372	148	30	specific	specific	ADJ
dad-11372	148	31	to	to	ADP
dad-11372	148	32	the	the	DET
dad-11372	148	33	relation	relation	NOUN
dad-11372	148	34	.	.	PUNCT
dad-11372	149	1	however	however	ADV
dad-11372	149	2	if	if	SCONJ
dad-11372	149	3	we	we	PRON
dad-11372	149	4	look	look	VERB
dad-11372	149	5	at	at	ADP
dad-11372	149	6	actual	actual	ADJ
dad-11372	149	7	examples	example	NOUN
dad-11372	149	8	of	of	ADP
dad-11372	149	9	and	and	CCONJ
dad-11372	149	10	inside	inside	ADV
dad-11372	149	11	and	and	CCONJ
dad-11372	149	12	outside	outside	ADV
dad-11372	149	13	of	of	ADP
dad-11372	149	14	sequences	sequence	NOUN
dad-11372	149	15	,	,	PUNCT
dad-11372	149	16	it	it	PRON
dad-11372	149	17	is	be	AUX
dad-11372	149	18	easy	easy	ADJ
dad-11372	149	19	to	to	PART
dad-11372	149	20	notice	notice	VERB
dad-11372	149	21	that	that	SCONJ
dad-11372	149	22	the	the	DET
dad-11372	149	23	kind	kind	NOUN
dad-11372	149	24	of	of	ADP
dad-11372	149	25	and	and	CCONJ
dad-11372	149	26	that	that	PRON
dad-11372	149	27	does	do	AUX
dad-11372	149	28	signal	signal	VERB
dad-11372	149	29	a	a	DET
dad-11372	149	30	relation	relation	NOUN
dad-11372	149	31	in	in	ADP
dad-11372	149	32	context	context	NOUN
dad-11372	149	33	is	be	AUX
dad-11372	149	34	often	often	ADV
dad-11372	149	35	clause	clause	NOUN
dad-11372	149	36	initial	initial	NOUN
dad-11372	149	37	as	as	ADP
dad-11372	149	38	in	in	ADP
dad-11372	149	39	(	(	PUNCT
dad-11372	149	40	5	5	NUM
dad-11372	149	41	)	)	PUNCT
dad-11372	149	42	and	and	CCONJ
dad-11372	149	43	very	very	ADV
dad-11372	149	44	different	different	ADJ
dad-11372	149	45	from	from	ADP
dad-11372	149	46	the	the	DET
dad-11372	149	47	adnominal	adnominal	ADJ
dad-11372	149	48	coordinating	coordinating	NOUN
dad-11372	149	49	ands	and	NOUN
dad-11372	149	50	in	in	ADP
dad-11372	149	51	(	(	PUNCT
dad-11372	149	52	6	6	NUM
dad-11372	149	53	)	)	PUNCT
dad-11372	149	54	,	,	PUNCT
dad-11372	149	55	which	which	PRON
dad-11372	149	56	do	do	AUX
dad-11372	149	57	not	not	PART
dad-11372	149	58	signal	signal	VERB
dad-11372	149	59	the	the	DET
dad-11372	149	60	relation	relation	NOUN
dad-11372	149	61	:	:	PUNCT
dad-11372	149	62	(	(	PUNCT
dad-11372	149	63	5	5	X
dad-11372	149	64	)	)	PUNCT
dad-11372	149	65	[	[	X
dad-11372	149	66	she	she	PRON
dad-11372	149	67	was	be	AUX
dad-11372	149	68	made	make	VERB
dad-11372	149	69	a	a	DET
dad-11372	149	70	dame	dame	NOUN
dad-11372	149	71	by	by	ADP
dad-11372	149	72	elizabeth	elizabeth	PROPN
dad-11372	149	73	ii	ii	PROPN
dad-11372	149	74	for	for	ADP
dad-11372	149	75	services	service	NOUN
dad-11372	149	76	to	to	ADP
dad-11372	149	77	architecture	architecture	NOUN
dad-11372	149	78	,	,	PUNCT
dad-11372	149	79	]	]	PUNCT
dad-11372	150	1	[	[	X
dad-11372	150	2	and	and	CCONJ
dad-11372	150	3	in	in	ADP
dad-11372	150	4	2015	2015	NUM
dad-11372	150	5	she	she	PRON
dad-11372	150	6	became	become	VERB
dad-11372	150	7	the	the	DET
dad-11372	150	8	first	first	ADJ
dad-11372	150	9	and	and	CCONJ
dad-11372	150	10	only	only	ADJ
dad-11372	150	11	woman	woman	NOUN
dad-11372	150	12	to	to	PART
dad-11372	150	13	be	be	AUX
dad-11372	150	14	awarded	award	VERB
dad-11372	150	15	the	the	DET
dad-11372	150	16	royal	royal	ADJ
dad-11372	150	17	gold	gold	NOUN
dad-11372	150	18	medal]sequence	medal]sequence	NOUN
dad-11372	150	19	(	(	PUNCT
dad-11372	150	20	6	6	NUM
dad-11372	150	21	)	)	PUNCT
dad-11372	151	1	[	[	X
dad-11372	151	2	gordon	gordon	PROPN
dad-11372	151	3	visited	visit	VERB
dad-11372	151	4	england	england	PROPN
dad-11372	151	5	and	and	CCONJ
dad-11372	151	6	scotland	scotland	NOUN
dad-11372	151	7	in	in	ADP
dad-11372	151	8	1686	1686	NUM
dad-11372	151	9	.	.	PUNCT
dad-11372	151	10	]	]	PUNCT
dad-11372	152	1	[	[	X
dad-11372	152	2	in	in	ADP
dad-11372	152	3	1687	1687	NUM
dad-11372	152	4	and	and	CCONJ
dad-11372	152	5	1689	1689	NUM
dad-11372	152	6	he	he	PRON
dad-11372	152	7	took	take	VERB
dad-11372	152	8	part	part	NOUN
dad-11372	152	9	in	in	ADP
dad-11372	152	10	expeditions	expedition	NOUN
dad-11372	152	11	against	against	ADP
dad-11372	152	12	the	the	DET
dad-11372	152	13	tatars	tatar	NOUN
dad-11372	152	14	in	in	ADP
dad-11372	152	15	the	the	DET
dad-11372	152	16	crimea]sequence	crimea]sequence	PROPN
dad-11372	152	17	9arguably	9arguably	PROPN
dad-11372	152	18	adjectives	adjective	NOUN
dad-11372	152	19	are	be	AUX
dad-11372	152	20	the	the	DET
dad-11372	152	21	strongest	strong	ADJ
dad-11372	152	22	signals	signal	NOUN
dad-11372	152	23	of	of	ADP
dad-11372	152	24	both	both	CCONJ
dad-11372	152	25	positive	positive	ADJ
dad-11372	152	26	and	and	CCONJ
dad-11372	152	27	negative	negative	ADJ
dad-11372	152	28	evaluative	evaluative	ADJ
dad-11372	152	29	language	language	NOUN
dad-11372	152	30	(	(	PUNCT
dad-11372	152	31	cf	cf	NOUN
dad-11372	152	32	.	.	PUNCT
dad-11372	153	1	benamara	benamara	PROPN
dad-11372	153	2	et	et	PROPN
dad-11372	153	3	al	al	PROPN
dad-11372	153	4	.	.	PROPN
dad-11372	153	5	2017	2017	NUM
dad-11372	153	6	)	)	PUNCT
dad-11372	153	7	.	.	PUNCT
dad-11372	154	1	12	12	NUM
dad-11372	154	2	a	a	DET
dad-11372	154	3	neural	neural	ADJ
dad-11372	154	4	approach	approach	NOUN
dad-11372	154	5	to	to	ADP
dad-11372	154	6	discourse	discourse	NOUN
dad-11372	154	7	relation	relation	NOUN
dad-11372	154	8	signal	signal	NOUN
dad-11372	154	9	detection	detection	NOUN
dad-11372	154	10	these	these	DET
dad-11372	154	11	examples	example	NOUN
dad-11372	154	12	suggest	suggest	VERB
dad-11372	154	13	that	that	SCONJ
dad-11372	154	14	a	a	DET
dad-11372	154	15	data	data	NOUN
dad-11372	154	16	-	-	PUNCT
dad-11372	154	17	driven	drive	VERB
dad-11372	154	18	approach	approach	NOUN
dad-11372	154	19	to	to	PART
dad-11372	154	20	signal	signal	VERB
dad-11372	154	21	detection	detection	NOUN
dad-11372	154	22	needs	need	VERB
dad-11372	154	23	some	some	DET
dad-11372	154	24	way	way	NOUN
dad-11372	154	25	of	of	ADP
dad-11372	154	26	taking	take	VERB
dad-11372	154	27	context	context	NOUN
dad-11372	154	28	into	into	ADP
dad-11372	154	29	account	account	NOUN
dad-11372	154	30	.	.	PUNCT
dad-11372	155	1	in	in	ADP
dad-11372	155	2	particular	particular	ADJ
dad-11372	155	3	,	,	PUNCT
dad-11372	155	4	we	we	PRON
dad-11372	155	5	would	would	AUX
dad-11372	155	6	like	like	VERB
dad-11372	155	7	to	to	PART
dad-11372	155	8	be	be	AUX
dad-11372	155	9	able	able	ADJ
dad-11372	155	10	to	to	PART
dad-11372	155	11	compare	compare	VERB
dad-11372	155	12	instances	instance	NOUN
dad-11372	155	13	of	of	ADP
dad-11372	155	14	signals	signal	NOUN
dad-11372	155	15	and	and	CCONJ
dad-11372	155	16	quantify	quantify	VERB
dad-11372	155	17	how	how	SCONJ
dad-11372	155	18	strong	strong	ADJ
dad-11372	155	19	the	the	DET
dad-11372	155	20	signal	signal	NOUN
dad-11372	155	21	is	be	AUX
dad-11372	155	22	in	in	ADP
dad-11372	155	23	each	each	DET
dad-11372	155	24	case	case	NOUN
dad-11372	155	25	.	.	PUNCT
dad-11372	156	1	in	in	ADP
dad-11372	156	2	the	the	DET
dad-11372	156	3	next	next	ADJ
dad-11372	156	4	section	section	NOUN
dad-11372	156	5	,	,	PUNCT
dad-11372	156	6	we	we	PRON
dad-11372	156	7	will	will	AUX
dad-11372	156	8	attempt	attempt	VERB
dad-11372	156	9	to	to	PART
dad-11372	156	10	apply	apply	VERB
dad-11372	156	11	a	a	DET
dad-11372	156	12	neural	neural	ADJ
dad-11372	156	13	model	model	NOUN
dad-11372	156	14	with	with	ADP
dad-11372	156	15	contextualized	contextualized	ADJ
dad-11372	156	16	word	word	NOUN
dad-11372	156	17	embeddings	embedding	NOUN
dad-11372	156	18	(	(	PUNCT
dad-11372	156	19	peters	peters	PROPN
dad-11372	156	20	et	et	PROPN
dad-11372	156	21	al	al	PROPN
dad-11372	156	22	.	.	PROPN
dad-11372	156	23	,	,	PUNCT
dad-11372	156	24	2018	2018	NUM
dad-11372	156	25	)	)	PUNCT
dad-11372	156	26	to	to	ADP
dad-11372	156	27	this	this	DET
dad-11372	156	28	problem	problem	NOUN
dad-11372	156	29	,	,	PUNCT
dad-11372	156	30	which	which	PRON
dad-11372	156	31	will	will	AUX
dad-11372	156	32	be	be	AUX
dad-11372	156	33	capable	capable	ADJ
dad-11372	156	34	of	of	ADP
dad-11372	156	35	learning	learn	VERB
dad-11372	156	36	contextualized	contextualize	VERB
dad-11372	156	37	representations	representation	NOUN
dad-11372	156	38	of	of	ADP
dad-11372	156	39	words	word	NOUN
dad-11372	156	40	within	within	ADP
dad-11372	156	41	the	the	DET
dad-11372	156	42	discourse	discourse	NOUN
dad-11372	156	43	graph	graph	NOUN
dad-11372	156	44	.	.	PUNCT
dad-11372	157	1	4.2	4.2	NUM
dad-11372	157	2	a	a	DET
dad-11372	157	3	contextualized	contextualized	ADJ
dad-11372	157	4	neural	neural	ADJ
dad-11372	157	5	model	model	NOUN
dad-11372	157	6	task	task	NOUN
dad-11372	157	7	and	and	CCONJ
dad-11372	157	8	model	model	NOUN
dad-11372	157	9	architecture	architecture	NOUN
dad-11372	157	10	since	since	SCONJ
dad-11372	157	11	we	we	PRON
dad-11372	157	12	are	be	AUX
dad-11372	157	13	interested	interested	ADJ
dad-11372	157	14	in	in	ADP
dad-11372	157	15	identifying	identify	VERB
dad-11372	157	16	unrestricted	unrestricted	ADJ
dad-11372	157	17	signaling	signal	VERB
dad-11372	157	18	devices	device	NOUN
dad-11372	157	19	,	,	PUNCT
dad-11372	157	20	we	we	PRON
dad-11372	157	21	deliberately	deliberately	ADV
dad-11372	157	22	avoid	avoid	VERB
dad-11372	157	23	a	a	DET
dad-11372	157	24	supervised	supervised	ADJ
dad-11372	157	25	learning	learning	NOUN
dad-11372	157	26	approach	approach	NOUN
dad-11372	157	27	as	as	SCONJ
dad-11372	157	28	used	use	VERB
dad-11372	157	29	in	in	ADP
dad-11372	157	30	automatic	automatic	ADJ
dad-11372	157	31	signal	signal	NOUN
dad-11372	157	32	detection	detection	NOUN
dad-11372	157	33	trained	train	VERB
dad-11372	157	34	on	on	ADP
dad-11372	157	35	resources	resource	NOUN
dad-11372	157	36	such	such	ADJ
dad-11372	157	37	as	as	ADP
dad-11372	157	38	pdtb	pdtb	NOUN
dad-11372	157	39	.	.	PUNCT
dad-11372	158	1	while	while	SCONJ
dad-11372	158	2	recent	recent	ADJ
dad-11372	158	3	work	work	NOUN
dad-11372	158	4	on	on	ADP
dad-11372	158	5	pdtb	pdtb	NOUN
dad-11372	158	6	connective	connective	ADJ
dad-11372	158	7	detection	detection	NOUN
dad-11372	158	8	(	(	PUNCT
dad-11372	158	9	muller	muller	X
dad-11372	158	10	et	et	PROPN
dad-11372	158	11	al	al	PROPN
dad-11372	158	12	.	.	PROPN
dad-11372	158	13	2019	2019	NUM
dad-11372	158	14	,	,	PUNCT
dad-11372	158	15	yu	yu	PROPN
dad-11372	158	16	et	et	PROPN
dad-11372	158	17	al	al	PROPN
dad-11372	158	18	.	.	PROPN
dad-11372	158	19	2019	2019	NUM
dad-11372	158	20	)	)	PUNCT
dad-11372	158	21	achieves	achieve	VERB
dad-11372	158	22	good	good	ADJ
dad-11372	158	23	results	result	NOUN
dad-11372	158	24	(	(	PUNCT
dad-11372	158	25	f	f	X
dad-11372	158	26	-	-	PUNCT
dad-11372	158	27	scores	score	NOUN
dad-11372	158	28	of	of	ADP
dad-11372	158	29	around	around	ADV
dad-11372	158	30	88	88	NUM
dad-11372	158	31	-	-	SYM
dad-11372	158	32	89	89	NUM
dad-11372	158	33	for	for	ADP
dad-11372	158	34	english	english	ADJ
dad-11372	158	35	pdtb	pdtb	NOUN
dad-11372	158	36	explicit	explicit	ADJ
dad-11372	158	37	connectives	connective	NOUN
dad-11372	158	38	)	)	PUNCT
dad-11372	158	39	,	,	PUNCT
dad-11372	158	40	the	the	DET
dad-11372	158	41	use	use	NOUN
dad-11372	158	42	of	of	ADP
dad-11372	158	43	such	such	ADJ
dad-11372	158	44	supervised	supervised	ADJ
dad-11372	158	45	approaches	approach	NOUN
dad-11372	158	46	would	would	AUX
dad-11372	158	47	not	not	PART
dad-11372	158	48	tell	tell	VERB
dad-11372	158	49	us	we	PRON
dad-11372	158	50	about	about	ADP
dad-11372	158	51	new	new	ADJ
dad-11372	158	52	signaling	signal	VERB
dad-11372	158	53	devices	device	NOUN
dad-11372	158	54	,	,	PUNCT
dad-11372	158	55	and	and	CCONJ
dad-11372	158	56	especially	especially	ADV
dad-11372	158	57	about	about	ADP
dad-11372	158	58	unrestricted	unrestricted	ADJ
dad-11372	158	59	lexical	lexical	ADJ
dad-11372	158	60	signals	signal	NOUN
dad-11372	158	61	and	and	CCONJ
dad-11372	158	62	other	other	ADJ
dad-11372	158	63	coherence	coherence	NOUN
dad-11372	158	64	devices	device	NOUN
dad-11372	158	65	not	not	PART
dad-11372	158	66	annotated	annotate	VERB
dad-11372	158	67	in	in	ADP
dad-11372	158	68	pdtb	pdtb	NOUN
dad-11372	158	69	.	.	PUNCT
dad-11372	159	1	additionally	additionally	ADV
dad-11372	159	2	,	,	PUNCT
dad-11372	159	3	we	we	PRON
dad-11372	159	4	would	would	AUX
dad-11372	159	5	be	be	AUX
dad-11372	159	6	restricted	restrict	VERB
dad-11372	159	7	to	to	ADP
dad-11372	159	8	the	the	DET
dad-11372	159	9	newspaper	newspaper	NOUN
dad-11372	159	10	text	text	NOUN
dad-11372	159	11	types	type	NOUN
dad-11372	159	12	represented	represent	VERB
dad-11372	159	13	in	in	ADP
dad-11372	159	14	the	the	DET
dad-11372	159	15	wall	wall	PROPN
dad-11372	159	16	street	street	PROPN
dad-11372	159	17	journal	journal	PROPN
dad-11372	159	18	corpus	corpus	PROPN
dad-11372	159	19	,	,	PUNCT
dad-11372	159	20	since	since	SCONJ
dad-11372	159	21	no	no	DET
dad-11372	159	22	other	other	ADJ
dad-11372	159	23	large	large	ADJ
dad-11372	159	24	english	english	ADJ
dad-11372	159	25	corpus	corpus	NOUN
dad-11372	159	26	has	have	AUX
dad-11372	159	27	been	be	AUX
dad-11372	159	28	annotated	annotate	VERB
dad-11372	159	29	for	for	ADP
dad-11372	159	30	anchored	anchored	ADJ
dad-11372	159	31	signals	signal	NOUN
dad-11372	159	32	.	.	PUNCT
dad-11372	160	1	instead	instead	ADV
dad-11372	160	2	,	,	PUNCT
dad-11372	160	3	we	we	PRON
dad-11372	160	4	will	will	AUX
dad-11372	160	5	adopt	adopt	VERB
dad-11372	160	6	a	a	DET
dad-11372	160	7	distantly	distantly	ADV
dad-11372	160	8	supervised	supervised	ADJ
dad-11372	160	9	approach	approach	NOUN
dad-11372	160	10	:	:	PUNCT
dad-11372	160	11	we	we	PRON
dad-11372	160	12	will	will	AUX
dad-11372	160	13	task	task	VERB
dad-11372	160	14	a	a	DET
dad-11372	160	15	model	model	NOUN
dad-11372	160	16	with	with	ADP
dad-11372	160	17	supervised	supervised	ADJ
dad-11372	160	18	discourse	discourse	NOUN
dad-11372	160	19	relation	relation	NOUN
dad-11372	160	20	classification	classification	NOUN
dad-11372	160	21	on	on	ADP
dad-11372	160	22	data	datum	NOUN
dad-11372	160	23	that	that	PRON
dad-11372	160	24	has	have	AUX
dad-11372	160	25	not	not	PART
dad-11372	160	26	been	be	AUX
dad-11372	160	27	annotated	annotate	VERB
dad-11372	160	28	for	for	ADP
dad-11372	160	29	signals	signal	NOUN
dad-11372	160	30	,	,	PUNCT
dad-11372	160	31	and	and	CCONJ
dad-11372	160	32	infer	infer	VERB
dad-11372	160	33	the	the	DET
dad-11372	160	34	positions	position	NOUN
dad-11372	160	35	of	of	ADP
dad-11372	160	36	signals	signal	NOUN
dad-11372	160	37	in	in	ADP
dad-11372	160	38	the	the	DET
dad-11372	160	39	text	text	NOUN
dad-11372	160	40	by	by	ADP
dad-11372	160	41	analyzing	analyze	VERB
dad-11372	160	42	the	the	DET
dad-11372	160	43	model	model	NOUN
dad-11372	160	44	’s	’s	PART
dad-11372	160	45	behavior	behavior	NOUN
dad-11372	160	46	.	.	PUNCT
dad-11372	161	1	a	a	DET
dad-11372	161	2	key	key	ADJ
dad-11372	161	3	assumption	assumption	NOUN
dad-11372	161	4	,	,	PUNCT
dad-11372	161	5	which	which	PRON
dad-11372	161	6	we	we	PRON
dad-11372	161	7	will	will	AUX
dad-11372	161	8	motivate	motivate	VERB
dad-11372	161	9	below	below	ADV
dad-11372	161	10	,	,	PUNCT
dad-11372	161	11	is	be	AUX
dad-11372	161	12	that	that	SCONJ
dad-11372	161	13	signals	signal	NOUN
dad-11372	161	14	can	can	AUX
dad-11372	161	15	have	have	VERB
dad-11372	161	16	different	different	ADJ
dad-11372	161	17	levels	level	NOUN
dad-11372	161	18	of	of	ADP
dad-11372	161	19	signaling	signal	VERB
dad-11372	161	20	strength	strength	NOUN
dad-11372	161	21	,	,	PUNCT
dad-11372	161	22	corresponding	correspond	VERB
dad-11372	161	23	to	to	ADP
dad-11372	161	24	their	their	PRON
dad-11372	161	25	relative	relative	ADJ
dad-11372	161	26	importance	importance	NOUN
dad-11372	161	27	in	in	ADP
dad-11372	161	28	identifying	identify	VERB
dad-11372	161	29	a	a	DET
dad-11372	161	30	relation	relation	NOUN
dad-11372	161	31	.	.	PUNCT
dad-11372	162	1	we	we	PRON
dad-11372	162	2	would	would	AUX
dad-11372	162	3	like	like	VERB
dad-11372	162	4	to	to	PART
dad-11372	162	5	assume	assume	VERB
dad-11372	162	6	that	that	SCONJ
dad-11372	162	7	different	different	ADJ
dad-11372	162	8	signal	signal	NOUN
dad-11372	162	9	strength	strength	NOUN
dad-11372	162	10	is	be	AUX
dad-11372	162	11	in	in	ADP
dad-11372	162	12	fact	fact	NOUN
dad-11372	162	13	relevant	relevant	ADJ
dad-11372	162	14	to	to	ADP
dad-11372	162	15	human	human	ADJ
dad-11372	162	16	analysts	analyst	NOUN
dad-11372	162	17	’	’	PART
dad-11372	162	18	decision	decision	NOUN
dad-11372	162	19	making	making	NOUN
dad-11372	162	20	in	in	ADP
dad-11372	162	21	relation	relation	NOUN
dad-11372	162	22	identification	identification	NOUN
dad-11372	162	23	,	,	PUNCT
dad-11372	162	24	though	though	SCONJ
dad-11372	162	25	in	in	ADP
dad-11372	162	26	practice	practice	NOUN
dad-11372	162	27	we	we	PRON
dad-11372	162	28	will	will	AUX
dad-11372	162	29	be	be	AUX
dad-11372	162	30	focusing	focus	VERB
dad-11372	162	31	on	on	ADP
dad-11372	162	32	model	model	NOUN
dad-11372	162	33	estimates	estimate	NOUN
dad-11372	162	34	of	of	ADP
dad-11372	162	35	strength	strength	NOUN
dad-11372	162	36	,	,	PUNCT
dad-11372	162	37	the	the	DET
dad-11372	162	38	usefulness	usefulness	NOUN
dad-11372	162	39	of	of	ADP
dad-11372	162	40	which	which	PRON
dad-11372	162	41	will	will	AUX
dad-11372	162	42	become	become	VERB
dad-11372	162	43	apparent	apparent	ADJ
dad-11372	162	44	below	below	ADV
dad-11372	162	45	.	.	PUNCT
dad-11372	163	1	as	as	ADP
dad-11372	163	2	a	a	DET
dad-11372	163	3	framework	framework	NOUN
dad-11372	163	4	,	,	PUNCT
dad-11372	163	5	we	we	PRON
dad-11372	163	6	use	use	VERB
dad-11372	163	7	the	the	DET
dad-11372	163	8	sentence	sentence	NOUN
dad-11372	163	9	classifier	classifier	NOUN
dad-11372	163	10	configuration	configuration	NOUN
dad-11372	163	11	of	of	ADP
dad-11372	163	12	flair	flair	NOUN
dad-11372	163	13	(	(	PUNCT
dad-11372	163	14	akbik	akbik	NOUN
dad-11372	163	15	et	et	PROPN
dad-11372	163	16	al	al	PROPN
dad-11372	163	17	.	.	PROPN
dad-11372	163	18	,	,	PUNCT
dad-11372	163	19	2019	2019	NUM
dad-11372	163	20	)	)	PUNCT
dad-11372	163	21	with	with	ADP
dad-11372	163	22	a	a	DET
dad-11372	163	23	bilstm	bilstm	NOUN
dad-11372	163	24	encoder	encoder	NOUN
dad-11372	163	25	/	/	SYM
dad-11372	163	26	classifier	classifier	NOUN
dad-11372	163	27	architecture	architecture	NOUN
dad-11372	163	28	fed	feed	VERB
dad-11372	163	29	by	by	ADP
dad-11372	163	30	character	character	NOUN
dad-11372	163	31	and	and	CCONJ
dad-11372	163	32	word	word	NOUN
dad-11372	163	33	level	level	NOUN
dad-11372	163	34	representations	representation	NOUN
dad-11372	163	35	composed	compose	VERB
dad-11372	163	36	of	of	ADP
dad-11372	163	37	a	a	DET
dad-11372	163	38	concatenation	concatenation	NOUN
dad-11372	163	39	of	of	ADP
dad-11372	163	40	fixed	fix	VERB
dad-11372	163	41	300	300	NUM
dad-11372	163	42	dimensional	dimensional	ADJ
dad-11372	163	43	glove	glove	NOUN
dad-11372	163	44	embeddings	embedding	NOUN
dad-11372	163	45	(	(	PUNCT
dad-11372	163	46	pennington	pennington	PROPN
dad-11372	163	47	et	et	PROPN
dad-11372	163	48	al	al	PROPN
dad-11372	163	49	.	.	PROPN
dad-11372	163	50	,	,	PUNCT
dad-11372	163	51	2014	2014	NUM
dad-11372	163	52	)	)	PUNCT
dad-11372	163	53	,	,	PUNCT
dad-11372	163	54	pretrained	pretraine	VERB
dad-11372	163	55	contextualized	contextualized	ADJ
dad-11372	163	56	flair	flair	ADJ
dad-11372	163	57	word	word	NOUN
dad-11372	163	58	embeddings	embedding	NOUN
dad-11372	163	59	,	,	PUNCT
dad-11372	163	60	and	and	CCONJ
dad-11372	163	61	pre	pre	VERB
dad-11372	163	62	-	-	ADJ
dad-11372	163	63	trained	train	VERB
dad-11372	163	64	contextualized	contextualized	ADJ
dad-11372	163	65	character	character	NOUN
dad-11372	163	66	embeddings	embedding	NOUN
dad-11372	163	67	from	from	ADP
dad-11372	163	68	allennlp	allennlp	PROPN
dad-11372	163	69	(	(	PUNCT
dad-11372	163	70	gardner	gardner	PROPN
dad-11372	163	71	et	et	PROPN
dad-11372	163	72	al	al	PROPN
dad-11372	163	73	.	.	PROPN
dad-11372	163	74	,	,	PUNCT
dad-11372	163	75	2018	2018	NUM
dad-11372	163	76	)	)	PUNCT
dad-11372	163	77	with	with	ADP
dad-11372	163	78	flair	flair	NOUN
dad-11372	163	79	’s	’s	PART
dad-11372	163	80	default	default	NOUN
dad-11372	163	81	hyperparameters	hyperparameter	NOUN
dad-11372	163	82	.	.	PUNCT
dad-11372	164	1	the	the	DET
dad-11372	164	2	model	model	NOUN
dad-11372	164	3	’s	’s	PART
dad-11372	164	4	architecture	architecture	NOUN
dad-11372	164	5	is	be	AUX
dad-11372	164	6	shown	show	VERB
dad-11372	164	7	in	in	ADP
dad-11372	164	8	figure	figure	NOUN
dad-11372	164	9	4	4	NUM
dad-11372	164	10	.	.	PUNCT
dad-11372	164	11	contextualized	contextualized	ADJ
dad-11372	164	12	embeddings	embedding	NOUN
dad-11372	164	13	(	(	PUNCT
dad-11372	164	14	peters	peters	PROPN
dad-11372	164	15	et	et	PROPN
dad-11372	164	16	al	al	PROPN
dad-11372	164	17	.	.	PROPN
dad-11372	164	18	,	,	PUNCT
dad-11372	164	19	2018	2018	NUM
dad-11372	164	20	)	)	PUNCT
dad-11372	164	21	have	have	VERB
dad-11372	164	22	the	the	DET
dad-11372	164	23	advantage	advantage	NOUN
dad-11372	164	24	of	of	ADP
dad-11372	164	25	giving	give	VERB
dad-11372	164	26	distinct	distinct	ADJ
dad-11372	164	27	representations	representation	NOUN
dad-11372	164	28	to	to	ADP
dad-11372	164	29	different	different	ADJ
dad-11372	164	30	instances	instance	NOUN
dad-11372	164	31	of	of	ADP
dad-11372	164	32	the	the	DET
dad-11372	164	33	same	same	ADJ
dad-11372	164	34	word	word	NOUN
dad-11372	164	35	based	base	VERB
dad-11372	164	36	on	on	ADP
dad-11372	164	37	the	the	DET
dad-11372	164	38	surrounding	surround	VERB
dad-11372	164	39	words	word	NOUN
dad-11372	164	40	,	,	PUNCT
dad-11372	164	41	meaning	mean	VERB
dad-11372	164	42	that	that	SCONJ
dad-11372	164	43	an	an	DET
dad-11372	164	44	adnominal	adnominal	ADJ
dad-11372	164	45	and	and	CCONJ
dad-11372	164	46	connecting	connect	VERB
dad-11372	164	47	two	two	NUM
dad-11372	164	48	nps	nps	PROPN
dad-11372	164	49	can	can	AUX
dad-11372	164	50	be	be	AUX
dad-11372	164	51	distinguished	distinguish	VERB
dad-11372	164	52	from	from	ADP
dad-11372	164	53	one	one	NUM
dad-11372	164	54	connecting	connect	VERB
dad-11372	164	55	two	two	NUM
dad-11372	164	56	verbs	verb	NOUN
dad-11372	164	57	based	base	VERB
dad-11372	164	58	on	on	ADP
dad-11372	164	59	its	its	PRON
dad-11372	164	60	vector	vector	NOUN
dad-11372	164	61	space	space	NOUN
dad-11372	164	62	representation	representation	NOUN
dad-11372	164	63	in	in	ADP
dad-11372	164	64	the	the	DET
dad-11372	164	65	model	model	NOUN
dad-11372	164	66	.	.	PUNCT
dad-11372	165	1	using	use	VERB
dad-11372	165	2	character	character	NOUN
dad-11372	165	3	embeddings	embedding	NOUN
dad-11372	165	4	,	,	PUNCT
dad-11372	165	5	which	which	PRON
dad-11372	165	6	give	give	VERB
dad-11372	165	7	vector	vector	NOUN
dad-11372	165	8	space	space	NOUN
dad-11372	165	9	representations	representation	NOUN
dad-11372	165	10	to	to	ADP
dad-11372	165	11	substrings	substring	NOUN
dad-11372	165	12	within	within	ADP
dad-11372	165	13	each	each	DET
dad-11372	165	14	word	word	NOUN
dad-11372	165	15	,	,	PUNCT
dad-11372	165	16	means	mean	VERB
dad-11372	165	17	that	that	SCONJ
dad-11372	165	18	the	the	DET
dad-11372	165	19	model	model	NOUN
dad-11372	165	20	can	can	AUX
dad-11372	165	21	learn	learn	VERB
dad-11372	165	22	the	the	DET
dad-11372	165	23	importance	importance	NOUN
dad-11372	165	24	of	of	ADP
dad-11372	165	25	morphological	morphological	ADJ
dad-11372	165	26	forms	form	NOUN
dad-11372	165	27	,	,	PUNCT
dad-11372	165	28	such	such	ADJ
dad-11372	165	29	as	as	ADP
dad-11372	165	30	the	the	DET
dad-11372	165	31	english	english	PROPN
dad-11372	165	32	gerund	gerund	PROPN
dad-11372	165	33	’s	’s	PART
dad-11372	165	34	-ing	-e	VERB
dad-11372	165	35	suffix	suffix	NOUN
dad-11372	165	36	,	,	PUNCT
dad-11372	165	37	even	even	ADV
dad-11372	165	38	for	for	ADP
dad-11372	165	39	out	out	ADP
dad-11372	165	40	-	-	PUNCT
dad-11372	165	41	of	of	ADP
dad-11372	165	42	-	-	PUNCT
dad-11372	165	43	vocabulary	vocabulary	ADJ
dad-11372	165	44	items	item	NOUN
dad-11372	165	45	not	not	PART
dad-11372	165	46	seen	see	VERB
dad-11372	165	47	during	during	ADP
dad-11372	165	48	training	training	NOUN
dad-11372	165	49	.	.	PUNCT
dad-11372	166	1	formally	formally	ADV
dad-11372	166	2	,	,	PUNCT
dad-11372	166	3	the	the	DET
dad-11372	166	4	input	input	NOUN
dad-11372	166	5	to	to	ADP
dad-11372	166	6	our	our	PRON
dad-11372	166	7	system	system	NOUN
dad-11372	166	8	is	be	AUX
dad-11372	166	9	formed	form	VERB
dad-11372	166	10	of	of	ADP
dad-11372	166	11	edu	edu	PROPN
dad-11372	166	12	pairs	pair	NOUN
dad-11372	166	13	which	which	PRON
dad-11372	166	14	are	be	AUX
dad-11372	166	15	the	the	DET
dad-11372	166	16	head	head	NOUN
dad-11372	166	17	units	unit	NOUN
dad-11372	166	18	within	within	ADP
dad-11372	166	19	the	the	DET
dad-11372	166	20	respective	respective	ADJ
dad-11372	166	21	blocks	block	NOUN
dad-11372	166	22	of	of	ADP
dad-11372	166	23	discourse	discourse	NOUN
dad-11372	166	24	units	unit	NOUN
dad-11372	166	25	that	that	PRON
dad-11372	166	26	they	they	PRON
dad-11372	166	27	belong	belong	VERB
dad-11372	166	28	to	to	ADP
dad-11372	166	29	,	,	PUNCT
dad-11372	166	30	which	which	PRON
dad-11372	166	31	are	be	AUX
dad-11372	166	32	in	in	ADP
dad-11372	166	33	turn	turn	NOUN
dad-11372	166	34	connected	connect	VERB
dad-11372	166	35	by	by	ADP
dad-11372	166	36	an	an	DET
dad-11372	166	37	instance	instance	NOUN
dad-11372	166	38	of	of	ADP
dad-11372	166	39	a	a	DET
dad-11372	166	40	discourse	discourse	NOUN
dad-11372	166	41	relation.10	relation.10	NOUN
dad-11372	166	42	this	this	PRON
dad-11372	166	43	means	mean	VERB
dad-11372	166	44	that	that	SCONJ
dad-11372	166	45	every	every	DET
dad-11372	166	46	discourse	discourse	NOUN
dad-11372	166	47	relation	relation	NOUN
dad-11372	166	48	in	in	ADP
dad-11372	166	49	the	the	DET
dad-11372	166	50	corpus	corpus	NOUN
dad-11372	166	51	is	be	AUX
dad-11372	166	52	expressed	express	VERB
dad-11372	166	53	as	as	ADP
dad-11372	166	54	exactly	exactly	ADV
dad-11372	166	55	one	one	NUM
dad-11372	166	56	edu	edu	PROPN
dad-11372	166	57	pair	pair	NOUN
dad-11372	166	58	.	.	PUNCT
dad-11372	167	1	each	each	DET
dad-11372	167	2	edu	edu	PROPN
dad-11372	167	3	is	be	AUX
dad-11372	167	4	encoded	encode	VERB
dad-11372	167	5	as	as	ADP
dad-11372	167	6	a	a	DET
dad-11372	167	7	(	(	PUNCT
dad-11372	167	8	possibly	possibly	ADV
dad-11372	167	9	padded	pad	VERB
dad-11372	167	10	)	)	PUNCT
dad-11372	167	11	sequence	sequence	NOUN
dad-11372	167	12	of	of	ADP
dad-11372	167	13	n	n	CCONJ
dad-11372	167	14	-	-	PUNCT
dad-11372	167	15	dimensional	dimensional	ADJ
dad-11372	167	16	vector	vector	NOUN
dad-11372	167	17	representations	representation	NOUN
dad-11372	167	18	of	of	ADP
dad-11372	167	19	each	each	DET
dad-11372	167	20	word	word	NOUN
dad-11372	167	21	x1	x1	PROPN
dad-11372	167	22	,	,	PUNCT
dad-11372	167	23	..	..	PUNCT
dad-11372	167	24	,	,	PUNCT
dad-11372	167	25	xt	xt	X
dad-11372	167	26	,	,	PUNCT
dad-11372	167	27	with	with	ADP
dad-11372	167	28	some	some	DET
dad-11372	167	29	added	add	VERB
dad-11372	167	30	separators	separator	NOUN
dad-11372	167	31	which	which	PRON
dad-11372	167	32	are	be	AUX
dad-11372	167	33	encoded	encode	VERB
dad-11372	167	34	in	in	ADP
dad-11372	167	35	the	the	DET
dad-11372	167	36	10to	10to	ADJ
dad-11372	167	37	simplify	simplify	NOUN
dad-11372	167	38	evaluation	evaluation	NOUN
dad-11372	167	39	and	and	CCONJ
dad-11372	167	40	ensure	ensure	VERB
dad-11372	167	41	compatibility	compatibility	NOUN
dad-11372	167	42	between	between	ADP
dad-11372	167	43	the	the	DET
dad-11372	167	44	unit	unit	NOUN
dad-11372	167	45	of	of	ADP
dad-11372	167	46	measurement	measurement	NOUN
dad-11372	167	47	for	for	ADP
dad-11372	167	48	human	human	ADJ
dad-11372	167	49	and	and	CCONJ
dad-11372	167	50	model	model	NOUN
dad-11372	167	51	signal	signal	PROPN
dad-11372	167	52	detection	detection	NOUN
dad-11372	167	53	,	,	PUNCT
dad-11372	167	54	we	we	PRON
dad-11372	167	55	use	use	VERB
dad-11372	167	56	gold	gold	NOUN
dad-11372	167	57	segmented	segment	VERB
dad-11372	167	58	edus	edus	NOUN
dad-11372	167	59	as	as	ADP
dad-11372	167	60	input	input	NOUN
dad-11372	167	61	.	.	PUNCT
dad-11372	168	1	an	an	DET
dad-11372	168	2	examination	examination	NOUN
dad-11372	168	3	of	of	ADP
dad-11372	168	4	the	the	DET
dad-11372	168	5	model	model	NOUN
dad-11372	168	6	’s	’s	PART
dad-11372	168	7	performance	performance	NOUN
dad-11372	168	8	in	in	ADP
dad-11372	168	9	conjunction	conjunction	NOUN
dad-11372	168	10	with	with	ADP
dad-11372	168	11	automatic	automatic	ADJ
dad-11372	168	12	edu	edu	PROPN
dad-11372	168	13	segmentation	segmentation	NOUN
dad-11372	168	14	is	be	AUX
dad-11372	168	15	outside	outside	ADP
dad-11372	168	16	the	the	DET
dad-11372	168	17	scope	scope	NOUN
dad-11372	168	18	of	of	ADP
dad-11372	168	19	this	this	DET
dad-11372	168	20	study	study	NOUN
dad-11372	168	21	.	.	PUNCT
dad-11372	169	1	13	13	NUM
dad-11372	169	2	zeldes	zelde	NOUN
dad-11372	169	3	and	and	CCONJ
dad-11372	169	4	liu	liu	PROPN
dad-11372	169	5	flair	flair	NOUN
dad-11372	169	6	embeddings	embedding	NOUN
dad-11372	169	7	char	char	NOUN
dad-11372	169	8	embeddings	embedding	NOUN
dad-11372	169	9	glove	glove	NOUN
dad-11372	169	10	embeddings	embedding	NOUN
dad-11372	169	11	bilstm	bilstm	NOUN
dad-11372	169	12	softmax	softmax	NOUN
dad-11372	169	13	condition	condition	NOUN
dad-11372	169	14	elaboration	elaboration	NOUN
dad-11372	169	15	contrast	contrast	NOUN
dad-11372	169	16	.	.	PUNCT
dad-11372	169	17	.	.	PUNCT
dad-11372	170	1	.	.	PUNCT
dad-11372	171	1	0.1	0.1	NUM
dad-11372	171	2	0.12	0.12	NUM
dad-11372	171	3	0.6	0.6	NUM
dad-11372	171	4	0.13	0.13	NUM
dad-11372	171	5	decoder	decoder	NOUN
dad-11372	171	6	but	but	CCONJ
dad-11372	171	7	usually	usually	ADV
dad-11372	171	8	not	not	PART
dad-11372	171	9	.	.	PUNCT
dad-11372	171	10	.	.	PUNCT
dad-11372	171	11	.	.	PUNCT
dad-11372	172	1	f1	f1	PROPN
dad-11372	172	2	c1	c1	PROPN
dad-11372	172	3	g1	g1	PROPN
dad-11372	172	4	f2	f2	PROPN
dad-11372	172	5	c2	c2	PROPN
dad-11372	172	6	g2	g2	PROPN
dad-11372	172	7	f3	f3	PROPN
dad-11372	172	8	c3	c3	PROPN
dad-11372	172	9	g3	g3	PROPN
dad-11372	172	10	f4	f4	PROPN
dad-11372	172	11	c4	c4	NOUN
dad-11372	172	12	g4	g4	NOUN
dad-11372	172	13	f1	f1	NOUN
dad-11372	172	14	b1	b1	NOUN
dad-11372	172	15	f2	f2	PROPN
dad-11372	172	16	b2	b2	NOUN
dad-11372	172	17	f3	f3	PROPN
dad-11372	172	18	b3	b3	PROPN
dad-11372	172	19	f4	f4	PROPN
dad-11372	172	20	b4	b4	NOUN
dad-11372	172	21	input	input	NOUN
dad-11372	172	22	:	:	PUNCT
dad-11372	172	23	<	<	X
dad-11372	172	24	s	s	X
dad-11372	172	25	>	>	X
dad-11372	172	26	sometimes	sometimes	ADV
dad-11372	172	27	this	this	DET
dad-11372	172	28	information	information	NOUN
dad-11372	172	29	is	be	AUX
dad-11372	172	30	available	available	ADJ
dad-11372	172	31	,	,	PUNCT
dad-11372	172	32	<	<	X
dad-11372	172	33	sep	sep	X
dad-11372	172	34	>	>	X
dad-11372	172	35	but	but	CCONJ
dad-11372	172	36	usually	usually	ADV
dad-11372	172	37	not	not	PART
dad-11372	172	38	.	.	PUNCT
dad-11372	173	1	<	<	X
dad-11372	173	2	n	n	CCONJ
dad-11372	173	3	>	>	X
dad-11372	173	4	label	label	NOUN
dad-11372	173	5	:	:	PUNCT
dad-11372	173	6	concession	concession	NOUN
dad-11372	173	7	1	1	NUM
dad-11372	173	8	figure	figure	NOUN
dad-11372	173	9	4	4	NUM
dad-11372	173	10	:	:	PUNCT
dad-11372	173	11	model	model	NOUN
dad-11372	173	12	architecture	architecture	NOUN
dad-11372	173	13	.	.	PUNCT
dad-11372	174	1	edu	edu	PROPN
dad-11372	174	2	pairs	pair	NOUN
dad-11372	174	3	are	be	AUX
dad-11372	174	4	fed	feed	VERB
dad-11372	174	5	along	along	ADP
dad-11372	174	6	with	with	ADP
dad-11372	174	7	satellite	satellite	NOUN
dad-11372	174	8	,	,	PUNCT
dad-11372	174	9	nucleus	nucleus	NOUN
dad-11372	174	10	and	and	CCONJ
dad-11372	174	11	separator	separator	NOUN
dad-11372	174	12	markers	marker	NOUN
dad-11372	174	13	in	in	ADP
dad-11372	174	14	text	text	NOUN
dad-11372	174	15	order	order	NOUN
dad-11372	174	16	to	to	ADP
dad-11372	174	17	an	an	DET
dad-11372	174	18	encoder	encoder	NOUN
dad-11372	174	19	using	use	VERB
dad-11372	174	20	glove	glove	NOUN
dad-11372	174	21	,	,	PUNCT
dad-11372	174	22	flair	flair	NOUN
dad-11372	174	23	and	and	CCONJ
dad-11372	174	24	character	character	NOUN
dad-11372	174	25	embeddings	embedding	NOUN
dad-11372	174	26	.	.	PUNCT
dad-11372	175	1	a	a	DET
dad-11372	175	2	bilstm	bilstm	NOUN
dad-11372	175	3	classifier	classifier	NOUN
dad-11372	175	4	outputs	output	VERB
dad-11372	175	5	probabilities	probability	NOUN
dad-11372	175	6	for	for	ADP
dad-11372	175	7	the	the	DET
dad-11372	175	8	possible	possible	ADJ
dad-11372	175	9	discourse	discourse	NOUN
dad-11372	175	10	relations	relation	NOUN
dad-11372	175	11	.	.	PUNCT
dad-11372	176	1	same	same	ADJ
dad-11372	176	2	way	way	NOUN
dad-11372	176	3	and	and	CCONJ
dad-11372	176	4	described	describe	VERB
dad-11372	176	5	below	below	ADV
dad-11372	176	6	.	.	PUNCT
dad-11372	177	1	the	the	DET
dad-11372	177	2	bidirectional	bidirectional	ADJ
dad-11372	177	3	lstm	lstm	NOUN
dad-11372	177	4	composes	compose	VERB
dad-11372	177	5	representations	representation	NOUN
dad-11372	177	6	and	and	CCONJ
dad-11372	177	7	context	context	NOUN
dad-11372	177	8	for	for	ADP
dad-11372	177	9	the	the	DET
dad-11372	177	10	input	input	NOUN
dad-11372	177	11	,	,	PUNCT
dad-11372	177	12	and	and	CCONJ
dad-11372	177	13	a	a	DET
dad-11372	177	14	fully	fully	ADV
dad-11372	177	15	connected	connected	ADJ
dad-11372	177	16	softmax	softmax	NOUN
dad-11372	177	17	layer	layer	NOUN
dad-11372	177	18	gives	give	VERB
dad-11372	177	19	the	the	DET
dad-11372	177	20	probability	probability	NOUN
dad-11372	177	21	of	of	ADP
dad-11372	177	22	each	each	DET
dad-11372	177	23	relation	relation	NOUN
dad-11372	177	24	:	:	PUNCT
dad-11372	177	25	softmax(reli	softmax(reli	PROPN
dad-11372	177	26	)	)	PUNCT
dad-11372	178	1	=	=	NOUN
dad-11372	179	1	ereli∑k	ereli∑k	NOUN
dad-11372	179	2	j=1	j=1	PROPN
dad-11372	179	3	e	e	X
dad-11372	179	4	relj	relj	NOUN
dad-11372	179	5	,	,	PUNCT
dad-11372	179	6	hδt	hδt	NOUN
dad-11372	179	7	=	=	SYM
dad-11372	179	8	fh(xt−1	fh(xt−1	PROPN
dad-11372	179	9	,	,	PUNCT
dad-11372	179	10	ht−1	ht−1	PROPN
dad-11372	179	11	,	,	PUNCT
dad-11372	179	12	ct−1	ct−1	PROPN
dad-11372	179	13	;	;	PUNCT
dad-11372	179	14	θ	θ	NOUN
dad-11372	179	15	)	)	PUNCT
dad-11372	179	16	)	)	PUNCT
dad-11372	179	17	,	,	PUNCT
dad-11372	179	18	cδt	cδt	VERB
dad-11372	179	19	=	=	SYM
dad-11372	179	20	fc(xt−1	fc(xt−1	PROPN
dad-11372	179	21	,	,	PUNCT
dad-11372	179	22	ht−1	ht−1	PROPN
dad-11372	179	23	,	,	PUNCT
dad-11372	179	24	ct−1	ct−1	PROPN
dad-11372	179	25	;	;	PUNCT
dad-11372	179	26	θ	θ	NOUN
dad-11372	179	27	)	)	PUNCT
dad-11372	179	28	)	)	PUNCT
dad-11372	179	29	where	where	SCONJ
dad-11372	179	30	the	the	DET
dad-11372	179	31	probability	probability	NOUN
dad-11372	179	32	of	of	ADP
dad-11372	179	33	each	each	DET
dad-11372	179	34	relation	relation	NOUN
dad-11372	179	35	reli	reli	NOUN
dad-11372	179	36	is	be	AUX
dad-11372	179	37	derived	derive	VERB
dad-11372	179	38	from	from	ADP
dad-11372	179	39	the	the	DET
dad-11372	179	40	composed	compose	VERB
dad-11372	179	41	output	output	NOUN
dad-11372	179	42	of	of	ADP
dad-11372	179	43	the	the	DET
dad-11372	179	44	function	function	NOUN
dad-11372	179	45	h	h	NOUN
dad-11372	179	46	across	across	ADP
dad-11372	179	47	time	time	NOUN
dad-11372	179	48	steps	step	NOUN
dad-11372	179	49	0	0	NUM
dad-11372	179	50	.	.	PUNCT
dad-11372	179	51	.	.	PUNCT
dad-11372	179	52	.	.	PUNCT
dad-11372	180	1	t	t	PROPN
dad-11372	180	2	,	,	PUNCT
dad-11372	180	3	δ	δ	PROPN
dad-11372	180	4	∈	∈	PROPN
dad-11372	180	5	{	{	PUNCT
dad-11372	180	6	b	b	NOUN
dad-11372	180	7	,	,	PUNCT
dad-11372	180	8	f	f	X
dad-11372	180	9	}	}	PUNCT
dad-11372	180	10	is	be	AUX
dad-11372	180	11	the	the	DET
dad-11372	180	12	direction	direction	NOUN
dad-11372	180	13	of	of	ADP
dad-11372	180	14	the	the	DET
dad-11372	180	15	respective	respective	ADJ
dad-11372	180	16	lstms	lstms	NOUN
dad-11372	180	17	,	,	PUNCT
dad-11372	180	18	cδt	cδt	PROPN
dad-11372	180	19	is	be	AUX
dad-11372	180	20	the	the	DET
dad-11372	180	21	recurrent	recurrent	ADJ
dad-11372	180	22	context	context	NOUN
dad-11372	180	23	in	in	ADP
dad-11372	180	24	each	each	DET
dad-11372	180	25	direction	direction	NOUN
dad-11372	180	26	and	and	CCONJ
dad-11372	180	27	θ	θ	NOUN
dad-11372	180	28	=	=	SYM
dad-11372	180	29	w	w	PROPN
dad-11372	180	30	,	,	PUNCT
dad-11372	180	31	b	b	PROPN
dad-11372	180	32	gives	give	VERB
dad-11372	180	33	the	the	DET
dad-11372	180	34	model	model	NOUN
dad-11372	180	35	weights	weight	NOUN
dad-11372	180	36	and	and	CCONJ
dad-11372	180	37	bias	bias	NOUN
dad-11372	180	38	parameters	parameter	NOUN
dad-11372	180	39	(	(	PUNCT
dad-11372	180	40	see	see	VERB
dad-11372	180	41	akbik	akbik	PROPN
dad-11372	180	42	et	et	PROPN
dad-11372	180	43	al	al	PROPN
dad-11372	180	44	.	.	PROPN
dad-11372	180	45	2019	2019	NUM
dad-11372	180	46	for	for	ADP
dad-11372	180	47	details	detail	NOUN
dad-11372	180	48	)	)	PUNCT
dad-11372	180	49	.	.	PUNCT
dad-11372	181	1	note	note	VERB
dad-11372	181	2	that	that	SCONJ
dad-11372	181	3	although	although	SCONJ
dad-11372	181	4	the	the	DET
dad-11372	181	5	output	output	NOUN
dad-11372	181	6	of	of	ADP
dad-11372	181	7	the	the	DET
dad-11372	181	8	system	system	NOUN
dad-11372	181	9	is	be	AUX
dad-11372	181	10	ostensibly	ostensibly	ADV
dad-11372	181	11	a	a	DET
dad-11372	181	12	probability	probability	NOUN
dad-11372	181	13	distribution	distribution	NOUN
dad-11372	181	14	over	over	ADP
dad-11372	181	15	relation	relation	NOUN
dad-11372	181	16	types	type	NOUN
dad-11372	181	17	,	,	PUNCT
dad-11372	181	18	we	we	PRON
dad-11372	181	19	will	will	AUX
dad-11372	181	20	not	not	PART
dad-11372	181	21	be	be	AUX
dad-11372	181	22	directly	directly	ADV
dad-11372	181	23	interested	interested	ADJ
dad-11372	181	24	in	in	ADP
dad-11372	181	25	the	the	DET
dad-11372	181	26	most	most	ADV
dad-11372	181	27	probable	probable	ADJ
dad-11372	181	28	relation	relation	NOUN
dad-11372	181	29	as	as	SCONJ
dad-11372	181	30	outputted	output	VERB
dad-11372	181	31	by	by	ADP
dad-11372	181	32	the	the	DET
dad-11372	181	33	classifier	classifier	NOUN
dad-11372	181	34	,	,	PUNCT
dad-11372	181	35	but	but	CCONJ
dad-11372	181	36	rather	rather	ADV
dad-11372	181	37	in	in	ADP
dad-11372	181	38	analyzing	analyze	VERB
dad-11372	181	39	the	the	DET
dad-11372	181	40	model	model	NOUN
dad-11372	181	41	’s	’s	PART
dad-11372	181	42	behavior	behavior	NOUN
dad-11372	181	43	with	with	ADP
dad-11372	181	44	respect	respect	NOUN
dad-11372	181	45	to	to	ADP
dad-11372	181	46	the	the	DET
dad-11372	181	47	input	input	NOUN
dad-11372	181	48	word	word	NOUN
dad-11372	181	49	representations	representation	NOUN
dad-11372	181	50	as	as	ADP
dad-11372	181	51	potential	potential	ADJ
dad-11372	181	52	signals	signal	NOUN
dad-11372	181	53	of	of	ADP
dad-11372	181	54	each	each	DET
dad-11372	181	55	relation	relation	NOUN
dad-11372	181	56	.	.	PUNCT
dad-11372	182	1	in	in	ADP
dad-11372	182	2	order	order	NOUN
dad-11372	182	3	to	to	PART
dad-11372	182	4	capitalize	capitalize	VERB
dad-11372	182	5	on	on	ADP
dad-11372	182	6	the	the	DET
dad-11372	182	7	system	system	NOUN
dad-11372	182	8	’s	’s	PART
dad-11372	182	9	natural	natural	ADJ
dad-11372	182	10	language	language	NOUN
dad-11372	182	11	modeling	modeling	NOUN
dad-11372	182	12	knowledge	knowledge	NOUN
dad-11372	182	13	,	,	PUNCT
dad-11372	182	14	edu	edu	PROPN
dad-11372	182	15	satellitenucleus	satellitenucleus	NOUN
dad-11372	182	16	pairs	pair	NOUN
dad-11372	182	17	are	be	AUX
dad-11372	182	18	presented	present	VERB
dad-11372	182	19	to	to	ADP
dad-11372	182	20	the	the	DET
dad-11372	182	21	model	model	NOUN
dad-11372	182	22	in	in	ADP
dad-11372	182	23	text	text	NOUN
dad-11372	182	24	order	order	NOUN
dad-11372	182	25	(	(	PUNCT
dad-11372	182	26	i.e.	i.e.	X
dad-11372	182	27	either	either	CCONJ
dad-11372	182	28	the	the	DET
dad-11372	182	29	nucleus	nucleus	NOUN
dad-11372	182	30	or	or	CCONJ
dad-11372	182	31	the	the	DET
dad-11372	182	32	satellite	satellite	NOUN
dad-11372	182	33	may	may	PROPN
dad-11372	182	34	14	14	NUM
dad-11372	182	35	a	a	DET
dad-11372	182	36	neural	neural	ADJ
dad-11372	182	37	approach	approach	NOUN
dad-11372	182	38	to	to	ADP
dad-11372	182	39	discourse	discourse	NOUN
dad-11372	182	40	relation	relation	NOUN
dad-11372	182	41	signal	signal	NOUN
dad-11372	182	42	detection	detection	NOUN
dad-11372	182	43	come	come	VERB
dad-11372	182	44	first).11	first).11	NOUN
dad-11372	182	45	however	however	ADV
dad-11372	182	46	,	,	PUNCT
dad-11372	182	47	the	the	DET
dad-11372	182	48	model	model	NOUN
dad-11372	182	49	is	be	AUX
dad-11372	182	50	given	give	VERB
dad-11372	182	51	special	special	ADJ
dad-11372	182	52	separator	separator	NOUN
dad-11372	182	53	symbols	symbol	NOUN
dad-11372	182	54	indicating	indicate	VERB
dad-11372	182	55	the	the	DET
dad-11372	182	56	positions	position	NOUN
dad-11372	182	57	of	of	ADP
dad-11372	182	58	the	the	DET
dad-11372	182	59	satellite	satellite	NOUN
dad-11372	182	60	and	and	CCONJ
dad-11372	182	61	nucleus	nucleus	NOUN
dad-11372	182	62	,	,	PUNCT
dad-11372	182	63	which	which	PRON
dad-11372	182	64	are	be	AUX
dad-11372	182	65	essential	essential	ADJ
dad-11372	182	66	for	for	ADP
dad-11372	182	67	deciding	decide	VERB
dad-11372	182	68	the	the	DET
dad-11372	182	69	relation	relation	NOUN
dad-11372	182	70	type	type	NOUN
dad-11372	182	71	(	(	PUNCT
dad-11372	182	72	e.g.	e.g.	ADV
dad-11372	182	73	cause	cause	VERB
dad-11372	182	74	vs.	vs.	ADP
dad-11372	182	75	result	result	NOUN
dad-11372	182	76	,	,	PUNCT
dad-11372	182	77	which	which	PRON
dad-11372	182	78	may	may	AUX
dad-11372	182	79	have	have	VERB
dad-11372	182	80	similar	similar	ADJ
dad-11372	182	81	cue	cue	NOUN
dad-11372	182	82	words	word	NOUN
dad-11372	182	83	but	but	CCONJ
dad-11372	182	84	lead	lead	VERB
dad-11372	182	85	to	to	ADP
dad-11372	182	86	opposite	opposite	ADJ
dad-11372	182	87	labels	label	NOUN
dad-11372	182	88	)	)	PUNCT
dad-11372	182	89	,	,	PUNCT
dad-11372	182	90	and	and	CCONJ
dad-11372	182	91	a	a	DET
dad-11372	182	92	separator	separator	NOUN
dad-11372	182	93	symbol	symbol	NOUN
dad-11372	182	94	indicating	indicate	VERB
dad-11372	182	95	the	the	DET
dad-11372	182	96	transition	transition	NOUN
dad-11372	182	97	between	between	ADP
dad-11372	182	98	satellite	satellite	NOUN
dad-11372	182	99	and	and	CCONJ
dad-11372	182	100	nucleus	nucleus	NOUN
dad-11372	182	101	.	.	PUNCT
dad-11372	183	1	this	this	DET
dad-11372	183	2	setup	setup	NOUN
dad-11372	183	3	is	be	AUX
dad-11372	183	4	illustrated	illustrate	VERB
dad-11372	183	5	in	in	ADP
dad-11372	183	6	(	(	PUNCT
dad-11372	183	7	7	7	NUM
dad-11372	183	8	)	)	PUNCT
dad-11372	183	9	.	.	PUNCT
dad-11372	184	1	(	(	PUNCT
dad-11372	184	2	7	7	X
dad-11372	184	3	)	)	PUNCT
dad-11372	184	4	<	<	X
dad-11372	184	5	s	s	X
dad-11372	184	6	>	>	X
dad-11372	184	7	sometimes	sometimes	ADV
dad-11372	184	8	this	this	DET
dad-11372	184	9	information	information	NOUN
dad-11372	184	10	is	be	AUX
dad-11372	184	11	available	available	ADJ
dad-11372	184	12	,	,	PUNCT
dad-11372	184	13	<	<	X
dad-11372	184	14	sep	sep	X
dad-11372	184	15	>	>	X
dad-11372	184	16	but	but	CCONJ
dad-11372	184	17	usually	usually	ADV
dad-11372	184	18	not	not	PART
dad-11372	184	19	.	.	PUNCT
dad-11372	185	1	<	<	X
dad-11372	185	2	n	n	CCONJ
dad-11372	185	3	>	>	X
dad-11372	185	4	label	label	NOUN
dad-11372	185	5	:	:	PUNCT
dad-11372	185	6	concession	concession	NOUN
dad-11372	185	7	in	in	ADP
dad-11372	185	8	this	this	DET
dad-11372	185	9	example	example	NOUN
dad-11372	185	10	,	,	PUNCT
dad-11372	185	11	the	the	DET
dad-11372	185	12	satellite	satellite	NOUN
dad-11372	185	13	precedes	precede	VERB
dad-11372	185	14	the	the	DET
dad-11372	185	15	nucleus	nucleus	NOUN
dad-11372	185	16	and	and	CCONJ
dad-11372	185	17	is	be	AUX
dad-11372	185	18	therefore	therefore	ADV
dad-11372	185	19	presented	present	VERB
dad-11372	185	20	first	first	ADV
dad-11372	185	21	.	.	PUNCT
dad-11372	186	1	the	the	DET
dad-11372	186	2	model	model	NOUN
dad-11372	186	3	is	be	AUX
dad-11372	186	4	made	make	VERB
dad-11372	186	5	aware	aware	ADJ
dad-11372	186	6	of	of	ADP
dad-11372	186	7	the	the	DET
dad-11372	186	8	fact	fact	NOUN
dad-11372	186	9	that	that	SCONJ
dad-11372	186	10	the	the	DET
dad-11372	186	11	segment	segment	NOUN
dad-11372	186	12	on	on	ADP
dad-11372	186	13	the	the	DET
dad-11372	186	14	left	left	NOUN
dad-11372	186	15	is	be	AUX
dad-11372	186	16	the	the	DET
dad-11372	186	17	satellite	satellite	NOUN
dad-11372	186	18	thanks	thank	NOUN
dad-11372	186	19	to	to	ADP
dad-11372	186	20	the	the	DET
dad-11372	186	21	tag	tag	NOUN
dad-11372	186	22	<	<	X
dad-11372	186	23	s	s	X
dad-11372	186	24	>	>	X
dad-11372	186	25	.	.	PUNCT
dad-11372	187	1	since	since	SCONJ
dad-11372	187	2	the	the	DET
dad-11372	187	3	lstm	lstm	NOUN
dad-11372	187	4	is	be	AUX
dad-11372	187	5	bi	bi	ADJ
dad-11372	187	6	-	-	ADJ
dad-11372	187	7	directional	directional	ADJ
dad-11372	187	8	,	,	PUNCT
dad-11372	187	9	it	it	PRON
dad-11372	187	10	is	be	AUX
dad-11372	187	11	aware	aware	ADJ
dad-11372	187	12	of	of	ADP
dad-11372	187	13	positions	position	NOUN
dad-11372	187	14	being	be	AUX
dad-11372	187	15	within	within	ADP
dad-11372	187	16	the	the	DET
dad-11372	187	17	nucleus	nucleus	NOUN
dad-11372	187	18	or	or	CCONJ
dad-11372	187	19	satellite	satellite	NOUN
dad-11372	187	20	,	,	PUNCT
dad-11372	187	21	as	as	ADV
dad-11372	187	22	well	well	ADV
dad-11372	187	23	as	as	ADP
dad-11372	187	24	their	their	PRON
dad-11372	187	25	proximity	proximity	NOUN
dad-11372	187	26	to	to	ADP
dad-11372	187	27	the	the	DET
dad-11372	187	28	separator	separator	NOUN
dad-11372	187	29	,	,	PUNCT
dad-11372	187	30	at	at	ADP
dad-11372	187	31	every	every	DET
dad-11372	187	32	time	time	NOUN
dad-11372	187	33	step	step	NOUN
dad-11372	187	34	.	.	PUNCT
dad-11372	188	1	we	we	PRON
dad-11372	188	2	reserve	reserve	VERB
dad-11372	188	3	the	the	DET
dad-11372	188	4	signal	signal	NOUN
dad-11372	188	5	-	-	PUNCT
dad-11372	188	6	annotated	annotate	VERB
dad-11372	188	7	subset	subset	NOUN
dad-11372	188	8	of	of	ADP
dad-11372	188	9	12	12	NUM
dad-11372	188	10	documents	document	NOUN
dad-11372	188	11	from	from	ADP
dad-11372	188	12	gum	gum	NOUN
dad-11372	188	13	for	for	ADP
dad-11372	188	14	testing	testing	NOUN
dad-11372	188	15	,	,	PUNCT
dad-11372	188	16	which	which	PRON
dad-11372	188	17	contains	contain	VERB
dad-11372	188	18	1,185	1,185	NUM
dad-11372	188	19	head	head	NOUN
dad-11372	188	20	edu	edu	PROPN
dad-11372	188	21	pairs	pair	NOUN
dad-11372	188	22	(	(	PUNCT
dad-11372	188	23	each	each	PRON
dad-11372	188	24	representing	represent	VERB
dad-11372	188	25	one	one	NUM
dad-11372	188	26	discourse	discourse	NOUN
dad-11372	188	27	relation	relation	NOUN
dad-11372	188	28	)	)	PUNCT
dad-11372	188	29	,	,	PUNCT
dad-11372	188	30	and	and	CCONJ
dad-11372	188	31	a	a	DET
dad-11372	188	32	random	random	ADJ
dad-11372	188	33	selection	selection	NOUN
dad-11372	188	34	of	of	ADP
dad-11372	188	35	12	12	NUM
dad-11372	188	36	further	further	ADJ
dad-11372	188	37	documents	document	NOUN
dad-11372	188	38	from	from	ADP
dad-11372	188	39	the	the	DET
dad-11372	188	40	remaining	remain	VERB
dad-11372	188	41	rst	rst	ADJ
dad-11372	188	42	-	-	PUNCT
dad-11372	188	43	annotated	annotate	VERB
dad-11372	188	44	gum	gum	NOUN
dad-11372	188	45	data	datum	NOUN
dad-11372	188	46	(	(	PUNCT
dad-11372	188	47	1,078	1,078	NUM
dad-11372	188	48	pairs	pair	NOUN
dad-11372	188	49	)	)	PUNCT
dad-11372	188	50	is	be	AUX
dad-11372	188	51	taken	take	VERB
dad-11372	188	52	as	as	ADP
dad-11372	188	53	development	development	NOUN
dad-11372	188	54	data	datum	NOUN
dad-11372	188	55	,	,	PUNCT
dad-11372	188	56	leaving	leave	VERB
dad-11372	188	57	102	102	NUM
dad-11372	188	58	documents	document	NOUN
dad-11372	188	59	(	(	PUNCT
dad-11372	188	60	5,828	5,828	NUM
dad-11372	188	61	pairs	pair	NOUN
dad-11372	188	62	)	)	PUNCT
dad-11372	188	63	for	for	ADP
dad-11372	188	64	training	training	NOUN
dad-11372	188	65	.	.	PUNCT
dad-11372	189	1	the	the	DET
dad-11372	189	2	same	same	ADJ
dad-11372	189	3	edus	edus	NOUN
dad-11372	189	4	appear	appear	VERB
dad-11372	189	5	in	in	ADP
dad-11372	189	6	multiple	multiple	ADJ
dad-11372	189	7	pairs	pair	NOUN
dad-11372	189	8	if	if	SCONJ
dad-11372	189	9	a	a	DET
dad-11372	189	10	unit	unit	NOUN
dad-11372	189	11	has	have	VERB
dad-11372	189	12	multiple	multiple	ADJ
dad-11372	189	13	children	child	NOUN
dad-11372	189	14	with	with	ADP
dad-11372	189	15	distinct	distinct	ADJ
dad-11372	189	16	relations	relation	NOUN
dad-11372	189	17	,	,	PUNCT
dad-11372	189	18	but	but	CCONJ
dad-11372	189	19	no	no	DET
dad-11372	189	20	instances	instance	NOUN
dad-11372	189	21	of	of	ADP
dad-11372	189	22	edus	edus	NOUN
dad-11372	189	23	are	be	AUX
dad-11372	189	24	shard	shard	NOUN
dad-11372	189	25	across	across	ADP
dad-11372	189	26	partitions	partition	NOUN
dad-11372	189	27	,	,	PUNCT
dad-11372	189	28	since	since	SCONJ
dad-11372	189	29	the	the	DET
dad-11372	189	30	splits	split	NOUN
dad-11372	189	31	are	be	AUX
dad-11372	189	32	based	base	VERB
dad-11372	189	33	on	on	ADP
dad-11372	189	34	document	document	NOUN
dad-11372	189	35	boundaries	boundary	NOUN
dad-11372	189	36	.	.	PUNCT
dad-11372	190	1	we	we	PRON
dad-11372	190	2	note	note	VERB
dad-11372	190	3	again	again	ADV
dad-11372	190	4	that	that	SCONJ
dad-11372	190	5	for	for	ADP
dad-11372	190	6	the	the	DET
dad-11372	190	7	training	training	NOUN
dad-11372	190	8	and	and	CCONJ
dad-11372	190	9	development	development	NOUN
dad-11372	190	10	data	datum	NOUN
dad-11372	190	11	,	,	PUNCT
dad-11372	190	12	we	we	PRON
dad-11372	190	13	have	have	VERB
dad-11372	190	14	no	no	DET
dad-11372	190	15	signaling	signal	VERB
dad-11372	190	16	annotations	annotation	NOUN
dad-11372	190	17	of	of	ADP
dad-11372	190	18	any	any	DET
dad-11372	190	19	kind	kind	NOUN
dad-11372	190	20	;	;	PUNCT
dad-11372	190	21	this	this	PRON
dad-11372	190	22	is	be	AUX
dad-11372	190	23	possible	possible	ADJ
dad-11372	190	24	since	since	SCONJ
dad-11372	190	25	the	the	DET
dad-11372	190	26	network	network	NOUN
dad-11372	190	27	does	do	AUX
dad-11372	190	28	not	not	PART
dad-11372	190	29	actually	actually	ADV
dad-11372	190	30	use	use	VERB
dad-11372	190	31	the	the	DET
dad-11372	190	32	human	human	ADJ
dad-11372	190	33	signaling	signal	VERB
dad-11372	190	34	annotations	annotation	NOUN
dad-11372	190	35	we	we	PRON
dad-11372	190	36	will	will	AUX
dad-11372	190	37	be	be	AUX
dad-11372	190	38	evaluating	evaluate	VERB
dad-11372	190	39	against	against	ADP
dad-11372	190	40	:	:	PUNCT
dad-11372	190	41	its	its	PRON
dad-11372	190	42	distant	distant	ADJ
dad-11372	190	43	supervision	supervision	NOUN
dad-11372	190	44	consists	consist	VERB
dad-11372	190	45	solely	solely	ADV
dad-11372	190	46	of	of	ADP
dad-11372	190	47	the	the	DET
dad-11372	190	48	rst	rst	NOUN
dad-11372	190	49	relation	relation	NOUN
dad-11372	190	50	labels	label	NOUN
dad-11372	190	51	.	.	PUNCT
dad-11372	191	1	relation	relation	NOUN
dad-11372	191	2	classification	classification	NOUN
dad-11372	191	3	performance	performance	NOUN
dad-11372	191	4	although	although	SCONJ
dad-11372	191	5	only	only	ADV
dad-11372	191	6	used	use	VERB
dad-11372	191	7	as	as	ADP
dad-11372	191	8	an	an	DET
dad-11372	191	9	auxiliary	auxiliary	ADJ
dad-11372	191	10	training	training	NOUN
dad-11372	191	11	task	task	NOUN
dad-11372	191	12	,	,	PUNCT
dad-11372	191	13	we	we	PRON
dad-11372	191	14	can	can	AUX
dad-11372	191	15	look	look	VERB
dad-11372	191	16	at	at	ADP
dad-11372	191	17	the	the	DET
dad-11372	191	18	model	model	NOUN
dad-11372	191	19	’s	’s	PART
dad-11372	191	20	performance	performance	NOUN
dad-11372	191	21	on	on	ADP
dad-11372	191	22	predicting	predict	VERB
dad-11372	191	23	discourse	discourse	NOUN
dad-11372	191	24	relations	relation	NOUN
dad-11372	191	25	,	,	PUNCT
dad-11372	191	26	which	which	PRON
dad-11372	191	27	is	be	AUX
dad-11372	191	28	given	give	VERB
dad-11372	191	29	in	in	ADP
dad-11372	191	30	table	table	NOUN
dad-11372	191	31	5	5	NUM
dad-11372	191	32	.	.	PUNCT
dad-11372	192	1	unsurprisingly	unsurprisingly	ADV
dad-11372	192	2	,	,	PUNCT
dad-11372	192	3	the	the	DET
dad-11372	192	4	model	model	NOUN
dad-11372	192	5	performs	perform	VERB
dad-11372	192	6	best	good	ADJ
dad-11372	192	7	on	on	ADP
dad-11372	192	8	the	the	DET
dad-11372	192	9	most	most	ADV
dad-11372	192	10	frequent	frequent	ADJ
dad-11372	192	11	relations	relation	NOUN
dad-11372	192	12	in	in	ADP
dad-11372	192	13	the	the	DET
dad-11372	192	14	corpus	corpus	NOUN
dad-11372	192	15	,	,	PUNCT
dad-11372	192	16	such	such	ADJ
dad-11372	192	17	as	as	ADP
dad-11372	192	18	elaboration	elaboration	NOUN
dad-11372	192	19	or	or	CCONJ
dad-11372	192	20	joint	joint	NOUN
dad-11372	192	21	,	,	PUNCT
dad-11372	192	22	but	but	CCONJ
dad-11372	192	23	also	also	ADV
dad-11372	192	24	on	on	ADP
dad-11372	192	25	rarer	rare	ADJ
dad-11372	192	26	ones	one	NOUN
dad-11372	192	27	which	which	PRON
dad-11372	192	28	tend	tend	VERB
dad-11372	192	29	to	to	PART
dad-11372	192	30	be	be	AUX
dad-11372	192	31	signaled	signal	VERB
dad-11372	192	32	explicitly	explicitly	ADV
dad-11372	192	33	,	,	PUNCT
dad-11372	192	34	such	such	ADJ
dad-11372	192	35	as	as	ADP
dad-11372	192	36	condition	condition	NOUN
dad-11372	192	37	(	(	PUNCT
dad-11372	192	38	often	often	ADV
dad-11372	192	39	signaled	signal	VERB
dad-11372	192	40	explicitly	explicitly	ADV
dad-11372	192	41	by	by	ADP
dad-11372	192	42	if	if	SCONJ
dad-11372	192	43	)	)	PUNCT
dad-11372	192	44	,	,	PUNCT
dad-11372	192	45	solutionhood	solutionhood	NOUN
dad-11372	192	46	(	(	PUNCT
dad-11372	192	47	used	use	VERB
dad-11372	192	48	for	for	ADP
dad-11372	192	49	question	question	NOUN
dad-11372	192	50	-	-	PUNCT
dad-11372	192	51	answer	answer	NOUN
dad-11372	192	52	pairs	pair	NOUN
dad-11372	192	53	signaled	signal	VERB
dad-11372	192	54	by	by	ADP
dad-11372	192	55	question	question	NOUN
dad-11372	192	56	marks	mark	NOUN
dad-11372	192	57	and	and	CCONJ
dad-11372	192	58	wh	wh	VERB
dad-11372	192	59	words	word	NOUN
dad-11372	192	60	)	)	PUNCT
dad-11372	192	61	,	,	PUNCT
dad-11372	192	62	or	or	CCONJ
dad-11372	192	63	concession	concession	NOUN
dad-11372	192	64	(	(	PUNCT
dad-11372	192	65	dms	dm	NOUN
dad-11372	192	66	such	such	ADJ
dad-11372	192	67	as	as	ADP
dad-11372	192	68	although	although	SCONJ
dad-11372	192	69	)	)	PUNCT
dad-11372	192	70	.	.	PUNCT
dad-11372	193	1	however	however	ADV
dad-11372	193	2	,	,	PUNCT
dad-11372	193	3	the	the	DET
dad-11372	193	4	model	model	NOUN
dad-11372	193	5	also	also	ADV
dad-11372	193	6	performs	perform	VERB
dad-11372	193	7	reasonably	reasonably	ADV
dad-11372	193	8	well	well	ADV
dad-11372	193	9	for	for	SCONJ
dad-11372	193	10	some	some	DET
dad-11372	193	11	trickier	tricky	ADJ
dad-11372	193	12	(	(	PUNCT
dad-11372	193	13	i.e.	i.e.	X
dad-11372	193	14	less	less	ADV
dad-11372	193	15	often	often	ADV
dad-11372	193	16	introduced	introduce	VERB
dad-11372	193	17	by	by	ADP
dad-11372	193	18	unambiguous	unambiguous	ADJ
dad-11372	193	19	dms	dm	NOUN
dad-11372	193	20	)	)	PUNCT
dad-11372	193	21	but	but	CCONJ
dad-11372	193	22	frequent	frequent	ADJ
dad-11372	193	23	relations	relation	NOUN
dad-11372	193	24	,	,	PUNCT
dad-11372	193	25	such	such	ADJ
dad-11372	193	26	as	as	ADP
dad-11372	193	27	preparation	preparation	NOUN
dad-11372	193	28	,	,	PUNCT
dad-11372	193	29	circumstance	circumstance	NOUN
dad-11372	193	30	,	,	PUNCT
dad-11372	193	31	and	and	CCONJ
dad-11372	193	32	sequence	sequence	NOUN
dad-11372	193	33	.	.	PUNCT
dad-11372	194	1	rare	rare	ADJ
dad-11372	194	2	relations	relation	NOUN
dad-11372	194	3	with	with	ADP
dad-11372	194	4	complex	complex	ADJ
dad-11372	194	5	contextual	contextual	ADJ
dad-11372	194	6	environments	environment	NOUN
dad-11372	194	7	,	,	PUNCT
dad-11372	194	8	such	such	ADJ
dad-11372	194	9	as	as	ADP
dad-11372	194	10	result	result	NOUN
dad-11372	194	11	,	,	PUNCT
dad-11372	194	12	justify	justify	VERB
dad-11372	194	13	or	or	CCONJ
dad-11372	194	14	antithesis	antithesis	NOUN
dad-11372	194	15	,	,	PUNCT
dad-11372	194	16	unsurprisingly	unsurprisingly	ADV
dad-11372	194	17	do	do	AUX
dad-11372	194	18	not	not	PART
dad-11372	194	19	perform	perform	VERB
dad-11372	194	20	well	well	ADV
dad-11372	194	21	,	,	PUNCT
dad-11372	194	22	with	with	ADP
dad-11372	194	23	the	the	DET
dad-11372	194	24	latter	latter	ADJ
dad-11372	194	25	two	two	NUM
dad-11372	194	26	showing	show	VERB
dad-11372	194	27	an	an	DET
dad-11372	194	28	f	f	NOUN
dad-11372	194	29	-	-	PUNCT
dad-11372	194	30	score	score	NOUN
dad-11372	194	31	of	of	ADP
dad-11372	194	32	0	0	NUM
dad-11372	194	33	.	.	PUNCT
dad-11372	195	1	the	the	DET
dad-11372	195	2	relation	relation	NOUN
dad-11372	195	3	restatement	restatement	NOUN
dad-11372	195	4	,	,	PUNCT
dad-11372	195	5	which	which	PRON
dad-11372	195	6	also	also	ADV
dad-11372	195	7	shows	show	VERB
dad-11372	195	8	no	no	DET
dad-11372	195	9	correct	correct	ADJ
dad-11372	195	10	classifications	classification	NOUN
dad-11372	195	11	,	,	PUNCT
dad-11372	195	12	reveals	reveal	VERB
dad-11372	195	13	a	a	DET
dad-11372	195	14	weakness	weakness	NOUN
dad-11372	195	15	of	of	ADP
dad-11372	195	16	the	the	DET
dad-11372	195	17	model	model	NOUN
dad-11372	195	18	:	:	PUNCT
dad-11372	195	19	while	while	SCONJ
dad-11372	195	20	it	it	PRON
dad-11372	195	21	is	be	AUX
dad-11372	195	22	capable	capable	ADJ
dad-11372	195	23	of	of	ADP
dad-11372	195	24	recognizing	recognize	VERB
dad-11372	195	25	signals	signal	NOUN
dad-11372	195	26	in	in	ADP
dad-11372	195	27	context	context	NOUN
dad-11372	195	28	,	,	PUNCT
dad-11372	195	29	it	it	PRON
dad-11372	195	30	can	can	AUX
dad-11372	195	31	not	not	PART
dad-11372	195	32	learn	learn	VERB
dad-11372	195	33	that	that	DET
dad-11372	195	34	repetition	repetition	NOUN
dad-11372	195	35	in	in	ADP
dad-11372	195	36	and	and	CCONJ
dad-11372	195	37	of	of	ADP
dad-11372	195	38	itself	itself	PRON
dad-11372	195	39	,	,	PUNCT
dad-11372	195	40	regardless	regardless	ADV
dad-11372	195	41	of	of	ADP
dad-11372	195	42	specific	specific	ADJ
dad-11372	195	43	areas	area	NOUN
dad-11372	195	44	in	in	ADP
dad-11372	195	45	vector	vector	NOUN
dad-11372	195	46	space	space	NOUN
dad-11372	195	47	,	,	PUNCT
dad-11372	195	48	is	be	AUX
dad-11372	195	49	important	important	ADJ
dad-11372	195	50	(	(	PUNCT
dad-11372	195	51	see	see	VERB
dad-11372	195	52	section	section	NOUN
dad-11372	195	53	6	6	NUM
dad-11372	195	54	for	for	ADP
dad-11372	195	55	more	more	ADJ
dad-11372	195	56	discussion	discussion	NOUN
dad-11372	195	57	of	of	ADP
dad-11372	195	58	these	these	DET
dad-11372	195	59	and	and	CCONJ
dad-11372	195	60	other	other	ADJ
dad-11372	195	61	classification	classification	NOUN
dad-11372	195	62	weaknesses	weakness	NOUN
dad-11372	195	63	)	)	PUNCT
dad-11372	195	64	.	.	PUNCT
dad-11372	196	1	although	although	SCONJ
dad-11372	196	2	this	this	PRON
dad-11372	196	3	is	be	AUX
dad-11372	196	4	not	not	PART
dad-11372	196	5	the	the	DET
dad-11372	196	6	actual	actual	ADJ
dad-11372	196	7	task	task	NOUN
dad-11372	196	8	targeted	target	VERB
dad-11372	196	9	by	by	ADP
dad-11372	196	10	the	the	DET
dad-11372	196	11	current	current	ADJ
dad-11372	196	12	paper	paper	NOUN
dad-11372	196	13	,	,	PUNCT
dad-11372	196	14	we	we	PRON
dad-11372	196	15	may	may	AUX
dad-11372	196	16	note	note	VERB
dad-11372	196	17	that	that	SCONJ
dad-11372	196	18	the	the	DET
dad-11372	196	19	overall	overall	ADJ
dad-11372	196	20	performance	performance	NOUN
dad-11372	196	21	of	of	ADP
dad-11372	196	22	the	the	DET
dad-11372	196	23	model	model	NOUN
dad-11372	196	24	,	,	PUNCT
dad-11372	196	25	with	with	ADP
dad-11372	196	26	an	an	DET
dad-11372	196	27	f	f	NOUN
dad-11372	196	28	-	-	PUNCT
dad-11372	196	29	score	score	NOUN
dad-11372	196	30	of	of	ADP
dad-11372	196	31	44.37	44.37	NUM
dad-11372	196	32	,	,	PUNCT
dad-11372	196	33	is	be	AUX
dad-11372	196	34	not	not	PART
dad-11372	196	35	bad	bad	ADJ
dad-11372	196	36	,	,	PUNCT
dad-11372	196	37	though	though	SCONJ
dad-11372	196	38	below	below	ADP
dad-11372	196	39	the	the	DET
dad-11372	196	40	performance	performance	NOUN
dad-11372	196	41	of	of	ADP
dad-11372	196	42	state	state	NOUN
dad-11372	196	43	-	-	PUNCT
dad-11372	196	44	of	of	ADP
dad-11372	196	45	-	-	PUNCT
dad-11372	196	46	the	the	DET
dad-11372	196	47	-	-	PUNCT
dad-11372	196	48	art	art	NOUN
dad-11372	196	49	full	full	ADJ
dad-11372	196	50	discourse	discourse	NOUN
dad-11372	196	51	parsers	parser	NOUN
dad-11372	196	52	(	(	PUNCT
dad-11372	196	53	see	see	VERB
dad-11372	196	54	morey	morey	PROPN
dad-11372	196	55	et	et	PROPN
dad-11372	196	56	al	al	PROPN
dad-11372	196	57	.	.	PROPN
dad-11372	196	58	2017	2017	NUM
dad-11372	196	59	)	)	PUNCT
dad-11372	196	60	–	–	PUNCT
dad-11372	196	61	this	this	PRON
dad-11372	196	62	is	be	AUX
dad-11372	196	63	to	to	PART
dad-11372	196	64	be	be	AUX
dad-11372	196	65	expected	expect	VERB
dad-11372	196	66	,	,	PUNCT
dad-11372	196	67	since	since	SCONJ
dad-11372	196	68	the	the	DET
dad-11372	196	69	model	model	NOUN
dad-11372	196	70	is	be	AUX
dad-11372	196	71	not	not	PART
dad-11372	196	72	aware	aware	ADJ
dad-11372	196	73	of	of	ADP
dad-11372	196	74	the	the	DET
dad-11372	196	75	entire	entire	ADJ
dad-11372	196	76	rst	rst	NOUN
dad-11372	196	77	tree	tree	NOUN
dad-11372	196	78	,	,	PUNCT
dad-11372	196	79	rather	rather	ADV
dad-11372	196	80	looking	look	VERB
dad-11372	196	81	only	only	ADV
dad-11372	196	82	at	at	ADP
dad-11372	196	83	edu	edu	PROPN
dad-11372	196	84	pairs	pair	NOUN
dad-11372	196	85	out	out	ADP
dad-11372	196	86	of	of	ADP
dad-11372	196	87	context	context	NOUN
dad-11372	196	88	,	,	PUNCT
dad-11372	196	89	and	and	CCONJ
dad-11372	196	90	given	give	VERB
dad-11372	196	91	that	that	DET
dad-11372	196	92	standard	standard	ADJ
dad-11372	196	93	scores	score	NOUN
dad-11372	196	94	on	on	ADP
dad-11372	196	95	rst	rst	NOUN
dad-11372	196	96	-	-	PUNCT
dad-11372	196	97	dt	dt	NOUN
dad-11372	196	98	come	come	VERB
dad-11372	196	99	from	from	ADP
dad-11372	196	100	a	a	DET
dad-11372	196	101	larger	large	ADJ
dad-11372	196	102	and	and	CCONJ
dad-11372	196	103	more	more	ADV
dad-11372	196	104	homogeneous	homogeneous	ADJ
dad-11372	196	105	corpus	corpus	NOUN
dad-11372	196	106	,	,	PUNCT
dad-11372	196	107	with	with	ADP
dad-11372	196	108	with	with	ADP
dad-11372	196	109	fewer	few	ADJ
dad-11372	196	110	relations	relation	NOUN
dad-11372	196	111	and	and	CCONJ
dad-11372	196	112	some	some	DET
dad-11372	196	113	easy	easy	ADJ
dad-11372	196	114	cases	case	NOUN
dad-11372	196	115	that	that	PRON
dad-11372	196	116	are	be	AUX
dad-11372	196	117	absent	absent	ADJ
dad-11372	196	118	from	from	ADP
dad-11372	196	119	gum.12	gum.12	PROPN
dad-11372	196	120	11flair	11flair	NUM
dad-11372	196	121	embeddings	embedding	NOUN
dad-11372	196	122	compute	compute	VERB
dad-11372	196	123	a	a	DET
dad-11372	196	124	pooled	pooled	ADJ
dad-11372	196	125	word	word	NOUN
dad-11372	196	126	representation	representation	NOUN
dad-11372	196	127	from	from	ADP
dad-11372	196	128	contextualized	contextualized	ADJ
dad-11372	196	129	character	character	NOUN
dad-11372	196	130	embeddings	embedding	NOUN
dad-11372	196	131	and	and	CCONJ
dad-11372	196	132	previous	previous	ADJ
dad-11372	196	133	occurrences	occurrence	NOUN
dad-11372	196	134	of	of	ADP
dad-11372	196	135	the	the	DET
dad-11372	196	136	entire	entire	ADJ
dad-11372	196	137	word	word	NOUN
dad-11372	196	138	string	string	NOUN
dad-11372	196	139	akbik	akbik	PROPN
dad-11372	196	140	et	et	PROPN
dad-11372	196	141	al	al	PROPN
dad-11372	196	142	.	.	PROPN
dad-11372	197	1	(	(	PUNCT
dad-11372	197	2	2019	2019	NUM
dad-11372	197	3	)	)	PUNCT
dad-11372	197	4	,	,	PUNCT
dad-11372	197	5	meaning	mean	VERB
dad-11372	197	6	that	that	SCONJ
dad-11372	197	7	the	the	DET
dad-11372	197	8	pre	pre	ADJ
dad-11372	197	9	-	-	ADJ
dad-11372	197	10	trained	train	VERB
dad-11372	197	11	model	model	NOUN
dad-11372	197	12	retains	retain	VERB
dad-11372	197	13	knowledge	knowledge	NOUN
dad-11372	197	14	and	and	CCONJ
dad-11372	197	15	expectations	expectation	NOUN
dad-11372	197	16	regarding	regard	VERB
dad-11372	197	17	the	the	DET
dad-11372	197	18	order	order	NOUN
dad-11372	197	19	of	of	ADP
dad-11372	197	20	words	word	NOUN
dad-11372	197	21	in	in	ADP
dad-11372	197	22	a	a	DET
dad-11372	197	23	text	text	NOUN
dad-11372	197	24	.	.	PUNCT
dad-11372	198	1	12for	12for	ADP
dad-11372	198	2	example	example	NOUN
dad-11372	198	3	,	,	PUNCT
dad-11372	198	4	rst	rst	NOUN
dad-11372	198	5	-	-	PUNCT
dad-11372	198	6	dt	dt	NOUN
dad-11372	198	7	annotates	annotate	VERB
dad-11372	198	8	relative	relative	ADJ
dad-11372	198	9	clauses	clause	NOUN
dad-11372	198	10	,	,	PUNCT
dad-11372	198	11	which	which	PRON
dad-11372	198	12	are	be	AUX
dad-11372	198	13	often	often	ADV
dad-11372	198	14	easy	easy	ADJ
dad-11372	198	15	to	to	PART
dad-11372	198	16	identify	identify	VERB
dad-11372	198	17	,	,	PUNCT
dad-11372	198	18	as	as	ADP
dad-11372	198	19	elaborations	elaboration	NOUN
dad-11372	198	20	,	,	PUNCT
dad-11372	198	21	while	while	SCONJ
dad-11372	198	22	version	version	NOUN
dad-11372	198	23	5	5	NUM
dad-11372	198	24	of	of	ADP
dad-11372	198	25	gum	gum	NOUN
dad-11372	198	26	,	,	PUNCT
dad-11372	198	27	used	use	VERB
dad-11372	198	28	here	here	ADV
dad-11372	198	29	,	,	PUNCT
dad-11372	198	30	does	do	AUX
dad-11372	198	31	not	not	PART
dad-11372	198	32	segment	segment	VERB
dad-11372	198	33	adnominal	adnominal	ADJ
dad-11372	198	34	clauses	clause	NOUN
dad-11372	198	35	as	as	SCONJ
dad-11372	198	36	edus	edus	NOUN
dad-11372	198	37	at	at	ADV
dad-11372	198	38	all	all	ADV
dad-11372	198	39	.	.	PUNCT
dad-11372	199	1	in	in	ADP
dad-11372	199	2	the	the	DET
dad-11372	199	3	newest	new	ADJ
dad-11372	199	4	version	version	NOUN
dad-11372	199	5	6	6	NUM
dad-11372	199	6	of	of	ADP
dad-11372	199	7	gum	gum	NOUN
dad-11372	199	8	,	,	PUNCT
dad-11372	199	9	released	release	VERB
dad-11372	199	10	during	during	ADP
dad-11372	199	11	the	the	DET
dad-11372	199	12	review	review	NOUN
dad-11372	199	13	period	period	NOUN
dad-11372	199	14	,	,	PUNCT
dad-11372	199	15	the	the	DET
dad-11372	199	16	same	same	ADJ
dad-11372	199	17	segmentation	segmentation	NOUN
dad-11372	199	18	guidelines	guideline	NOUN
dad-11372	199	19	are	be	AUX
dad-11372	199	20	followed	follow	VERB
dad-11372	199	21	as	as	ADP
dad-11372	199	22	in	in	ADP
dad-11372	199	23	rst	rst	NOUN
dad-11372	199	24	-	-	PUNCT
dad-11372	199	25	dt	dt	NOUN
dad-11372	199	26	.	.	PUNCT
dad-11372	200	1	additionally	additionally	ADV
dad-11372	200	2	note	note	VERB
dad-11372	200	3	that	that	SCONJ
dad-11372	200	4	most	most	ADJ
dad-11372	200	5	discourse	discourse	NOUN
dad-11372	200	6	parsing	parsing	NOUN
dad-11372	200	7	on	on	ADP
dad-11372	200	8	rst	rst	NOUN
dad-11372	200	9	-	-	PUNCT
dad-11372	200	10	dt	dt	NOUN
dad-11372	200	11	uses	use	VERB
dad-11372	200	12	a	a	DET
dad-11372	200	13	collapsed	collapse	VERB
dad-11372	200	14	set	set	NOUN
dad-11372	200	15	of	of	ADP
dad-11372	200	16	only	only	ADV
dad-11372	200	17	16	16	NUM
dad-11372	200	18	relations	relation	NOUN
dad-11372	200	19	,	,	PUNCT
dad-11372	200	20	as	as	SCONJ
dad-11372	200	21	opposed	oppose	VERB
dad-11372	200	22	to	to	ADP
dad-11372	200	23	the	the	DET
dad-11372	200	24	20	20	NUM
dad-11372	200	25	used	use	VERB
dad-11372	200	26	here	here	ADV
dad-11372	200	27	.	.	PUNCT
dad-11372	201	1	however	however	ADV
dad-11372	201	2	,	,	PUNCT
dad-11372	201	3	we	we	PRON
dad-11372	201	4	15	15	NUM
dad-11372	201	5	zeldes	zelde	NOUN
dad-11372	201	6	and	and	CCONJ
dad-11372	201	7	liu	liu	PROPN
dad-11372	201	8	relation	relation	PROPN
dad-11372	201	9	n	n	DET
dad-11372	201	10	train	train	NOUN
dad-11372	201	11	%	%	NOUN
dad-11372	201	12	train	train	NOUN
dad-11372	201	13	n	n	NOUN
dad-11372	201	14	test	test	NOUN
dad-11372	201	15	%	%	NOUN
dad-11372	201	16	test	test	NOUN
dad-11372	201	17	p	p	NOUN
dad-11372	201	18	r	r	NOUN
dad-11372	201	19	f	f	PROPN
dad-11372	201	20	antithesis	antithesis	NOUN
dad-11372	201	21	87	87	NUM
dad-11372	201	22	1.49	1.49	NUM
dad-11372	201	23	22	22	NUM
dad-11372	201	24	2.88	2.88	NUM
dad-11372	201	25	0	0	NUM
dad-11372	201	26	0	0	NUM
dad-11372	201	27	0	0	NUM
dad-11372	202	1	background	background	NOUN
dad-11372	202	2	406	406	NUM
dad-11372	202	3	6.97	6.97	NUM
dad-11372	202	4	58	58	NUM
dad-11372	202	5	7.59	7.59	NUM
dad-11372	202	6	46.67	46.67	NUM
dad-11372	202	7	36.21	36.21	NUM
dad-11372	202	8	40.78	40.78	NUM
dad-11372	202	9	cause	cause	VERB
dad-11372	202	10	224	224	NUM
dad-11372	202	11	3.84	3.84	NUM
dad-11372	202	12	18	18	NUM
dad-11372	202	13	2.36	2.36	NUM
dad-11372	202	14	23.08	23.08	NUM
dad-11372	202	15	16.67	16.67	NUM
dad-11372	202	16	19.36	19.36	NUM
dad-11372	202	17	circumstance	circumstance	NOUN
dad-11372	202	18	291	291	NUM
dad-11372	202	19	4.99	4.99	NUM
dad-11372	202	20	23	23	NUM
dad-11372	202	21	3.01	3.01	NUM
dad-11372	202	22	34.69	34.69	NUM
dad-11372	202	23	73.91	73.91	NUM
dad-11372	202	24	47.22	47.22	NUM
dad-11372	202	25	concession	concession	NOUN
dad-11372	202	26	237	237	NUM
dad-11372	202	27	4.07	4.07	NUM
dad-11372	202	28	34	34	NUM
dad-11372	202	29	4.45	4.45	NUM
dad-11372	202	30	20.00	20.00	NUM
dad-11372	202	31	23.53	23.53	NUM
dad-11372	202	32	21.62	21.62	NUM
dad-11372	202	33	condition	condition	NOUN
dad-11372	202	34	180	180	NUM
dad-11372	202	35	3.09	3.09	NUM
dad-11372	202	36	30	30	NUM
dad-11372	202	37	3.93	3.93	NUM
dad-11372	202	38	85.71	85.71	NUM
dad-11372	202	39	80.00	80.00	NUM
dad-11372	202	40	82.76	82.76	NUM
dad-11372	202	41	contrast	contrast	NOUN
dad-11372	202	42	216	216	NUM
dad-11372	202	43	3.71	3.71	NUM
dad-11372	202	44	34	34	NUM
dad-11372	202	45	4.45	4.45	NUM
dad-11372	202	46	14.00	14.00	NUM
dad-11372	202	47	20.59	20.59	NUM
dad-11372	202	48	16.67	16.67	NUM
dad-11372	202	49	elaboration	elaboration	NOUN
dad-11372	202	50	921	921	NUM
dad-11372	202	51	15.8	15.8	NUM
dad-11372	202	52	116	116	NUM
dad-11372	202	53	15.18	15.18	NUM
dad-11372	202	54	34.85	34.85	NUM
dad-11372	202	55	39.66	39.66	NUM
dad-11372	202	56	37.10	37.10	NUM
dad-11372	202	57	evaluation	evaluation	NOUN
dad-11372	202	58	252	252	NUM
dad-11372	202	59	4.32	4.32	NUM
dad-11372	202	60	31	31	NUM
dad-11372	202	61	4.06	4.06	NUM
dad-11372	202	62	36.36	36.36	NUM
dad-11372	202	63	12.90	12.90	NUM
dad-11372	202	64	19.04	19.04	NUM
dad-11372	202	65	evidence	evidence	NOUN
dad-11372	202	66	131	131	NUM
dad-11372	202	67	2.25	2.25	NUM
dad-11372	202	68	16	16	NUM
dad-11372	202	69	2.09	2.09	NUM
dad-11372	202	70	23.08	23.08	NUM
dad-11372	202	71	18.75	18.75	NUM
dad-11372	202	72	20.69	20.69	NUM
dad-11372	202	73	joint	joint	ADJ
dad-11372	202	74	1083	1083	NUM
dad-11372	202	75	18.58	18.58	NUM
dad-11372	202	76	165	165	NUM
dad-11372	202	77	21.6	21.6	NUM
dad-11372	202	78	56.48	56.48	NUM
dad-11372	202	79	73.94	73.94	NUM
dad-11372	202	80	64.04	64.04	NUM
dad-11372	202	81	justify	justify	VERB
dad-11372	202	82	168	168	NUM
dad-11372	202	83	2.88	2.88	NUM
dad-11372	202	84	35	35	NUM
dad-11372	202	85	4.58	4.58	NUM
dad-11372	202	86	0	0	NUM
dad-11372	202	87	0	0	NUM
dad-11372	202	88	0	0	NUM
dad-11372	203	1	motivation	motivation	NOUN
dad-11372	203	2	112	112	NUM
dad-11372	203	3	1.92	1.92	NUM
dad-11372	203	4	12	12	NUM
dad-11372	203	5	1.57	1.57	NUM
dad-11372	203	6	13.33	13.33	NUM
dad-11372	203	7	16.67	16.67	NUM
dad-11372	203	8	14.81	14.81	NUM
dad-11372	203	9	preparation	preparation	NOUN
dad-11372	203	10	432	432	NUM
dad-11372	203	11	7.41	7.41	NUM
dad-11372	203	12	68	68	NUM
dad-11372	203	13	8.9	8.9	NUM
dad-11372	203	14	69.33	69.33	NUM
dad-11372	203	15	76.47	76.47	NUM
dad-11372	203	16	72.73	72.73	NUM
dad-11372	203	17	purpose	purpose	NOUN
dad-11372	203	18	117	117	NUM
dad-11372	203	19	2.01	2.01	NUM
dad-11372	203	20	19	19	NUM
dad-11372	203	21	2.49	2.49	NUM
dad-11372	203	22	83.33	83.33	NUM
dad-11372	203	23	78.95	78.95	NUM
dad-11372	203	24	81.08	81.08	NUM
dad-11372	203	25	restatement	restatement	NOUN
dad-11372	203	26	119	119	NUM
dad-11372	203	27	2.04	2.04	NUM
dad-11372	203	28	31	31	NUM
dad-11372	203	29	4.06	4.06	NUM
dad-11372	203	30	0	0	NUM
dad-11372	203	31	0	0	NUM
dad-11372	203	32	0	0	NUM
dad-11372	204	1	result	result	VERB
dad-11372	204	2	167	167	NUM
dad-11372	204	3	2.87	2.87	NUM
dad-11372	204	4	18	18	NUM
dad-11372	204	5	2.36	2.36	NUM
dad-11372	204	6	10	10	NUM
dad-11372	204	7	5.56	5.56	NUM
dad-11372	204	8	7.15	7.15	NUM
dad-11372	204	9	sequence	sequence	NOUN
dad-11372	204	10	530	530	NUM
dad-11372	204	11	9.09	9.09	NUM
dad-11372	204	12	16	16	NUM
dad-11372	204	13	2.09	2.09	NUM
dad-11372	204	14	11.76	11.76	NUM
dad-11372	204	15	12.50	12.50	NUM
dad-11372	204	16	12.12	12.12	NUM
dad-11372	204	17	solutionhood	solutionhood	NOUN
dad-11372	204	18	155	155	NUM
dad-11372	204	19	2.66	2.66	NUM
dad-11372	204	20	18	18	NUM
dad-11372	204	21	2.36	2.36	NUM
dad-11372	204	22	54.55	54.55	NUM
dad-11372	204	23	66.67	66.67	NUM
dad-11372	204	24	60.00	60.00	NUM
dad-11372	204	25	total	total	NOUN
dad-11372	204	26	(	(	PUNCT
dad-11372	204	27	micro	micro	PROPN
dad-11372	204	28	avg	avg	PROPN
dad-11372	204	29	)	)	PUNCT
dad-11372	204	30	5828	5828	NUM
dad-11372	204	31	100	100	NUM
dad-11372	204	32	764	764	NUM
dad-11372	204	33	100	100	NUM
dad-11372	204	34	44.37	44.37	NUM
dad-11372	204	35	44.37	44.37	NUM
dad-11372	204	36	44.37	44.37	NUM
dad-11372	204	37	(	(	PUNCT
dad-11372	204	38	macro	macro	NOUN
dad-11372	204	39	avg	avg	PROPN
dad-11372	204	40	)	)	PUNCT
dad-11372	204	41	32.49	32.49	NUM
dad-11372	204	42	34.37	34.37	NUM
dad-11372	204	43	32.48	32.48	NUM
dad-11372	204	44	table	table	NOUN
dad-11372	204	45	5	5	NUM
dad-11372	204	46	:	:	PUNCT
dad-11372	204	47	model	model	NOUN
dad-11372	204	48	performance	performance	NOUN
dad-11372	204	49	on	on	ADP
dad-11372	204	50	relation	relation	NOUN
dad-11372	204	51	classification	classification	NOUN
dad-11372	204	52	in	in	ADP
dad-11372	204	53	the	the	DET
dad-11372	204	54	test	test	NOUN
dad-11372	204	55	set	set	NOUN
dad-11372	204	56	.	.	PUNCT
dad-11372	205	1	given	give	VERB
dad-11372	205	2	the	the	DET
dad-11372	205	3	model	model	NOUN
dad-11372	205	4	’s	’s	PART
dad-11372	205	5	performance	performance	NOUN
dad-11372	205	6	on	on	ADP
dad-11372	205	7	relation	relation	NOUN
dad-11372	205	8	classification	classification	NOUN
dad-11372	205	9	,	,	PUNCT
dad-11372	205	10	which	which	PRON
dad-11372	205	11	is	be	AUX
dad-11372	205	12	far	far	ADV
dad-11372	205	13	from	from	ADP
dad-11372	205	14	perfect	perfect	ADJ
dad-11372	205	15	,	,	PUNCT
dad-11372	205	16	one	one	PRON
dad-11372	205	17	might	might	AUX
dad-11372	205	18	wonder	wonder	VERB
dad-11372	205	19	whether	whether	SCONJ
dad-11372	205	20	signal	signal	VERB
dad-11372	205	21	predictions	prediction	NOUN
dad-11372	205	22	made	make	VERB
dad-11372	205	23	by	by	ADP
dad-11372	205	24	our	our	PRON
dad-11372	205	25	analysis	analysis	NOUN
dad-11372	205	26	should	should	AUX
dad-11372	205	27	be	be	AUX
dad-11372	205	28	trusted	trust	VERB
dad-11372	205	29	.	.	PUNCT
dad-11372	206	1	this	this	DET
dad-11372	206	2	question	question	NOUN
dad-11372	206	3	can	can	AUX
dad-11372	206	4	be	be	AUX
dad-11372	206	5	answered	answer	VERB
dad-11372	206	6	in	in	ADP
dad-11372	206	7	two	two	NUM
dad-11372	206	8	ways	way	NOUN
dad-11372	206	9	:	:	PUNCT
dad-11372	206	10	first	first	ADJ
dad-11372	206	11	,	,	PUNCT
dad-11372	206	12	quantitatively	quantitatively	ADV
dad-11372	206	13	,	,	PUNCT
dad-11372	206	14	we	we	PRON
dad-11372	206	15	will	will	AUX
dad-11372	206	16	see	see	VERB
dad-11372	206	17	in	in	ADP
dad-11372	206	18	section	section	NOUN
dad-11372	206	19	5	5	NUM
dad-11372	206	20	that	that	PRON
dad-11372	206	21	model	model	NOUN
dad-11372	206	22	signal	signal	NOUN
dad-11372	206	23	predictions	prediction	NOUN
dad-11372	206	24	overlap	overlap	VERB
dad-11372	206	25	considerably	considerably	ADV
dad-11372	206	26	with	with	ADP
dad-11372	206	27	human	human	ADJ
dad-11372	206	28	judgments	judgment	NOUN
dad-11372	206	29	,	,	PUNCT
dad-11372	206	30	even	even	ADV
dad-11372	206	31	when	when	SCONJ
dad-11372	206	32	the	the	DET
dad-11372	206	33	predicted	predict	VERB
dad-11372	206	34	relation	relation	NOUN
dad-11372	206	35	is	be	AUX
dad-11372	206	36	incorrect	incorrect	ADJ
dad-11372	206	37	.	.	PUNCT
dad-11372	207	1	intuitively	intuitively	ADV
dad-11372	207	2	,	,	PUNCT
dad-11372	207	3	for	for	ADP
dad-11372	207	4	similar	similar	ADJ
dad-11372	207	5	relations	relation	NOUN
dad-11372	207	6	,	,	PUNCT
dad-11372	207	7	such	such	ADJ
dad-11372	207	8	as	as	ADP
dad-11372	207	9	concession	concession	NOUN
dad-11372	207	10	or	or	CCONJ
dad-11372	207	11	contrast	contrast	NOUN
dad-11372	207	12	,	,	PUNCT
dad-11372	207	13	both	both	PRON
dad-11372	207	14	of	of	ADP
dad-11372	207	15	which	which	PRON
dad-11372	207	16	are	be	AUX
dad-11372	207	17	adversative	adversative	ADJ
dad-11372	207	18	,	,	PUNCT
dad-11372	207	19	the	the	DET
dad-11372	207	20	model	model	NOUN
dad-11372	207	21	may	may	AUX
dad-11372	207	22	notice	notice	VERB
dad-11372	207	23	a	a	DET
dad-11372	207	24	relevant	relevant	ADJ
dad-11372	207	25	cue	cue	NOUN
dad-11372	207	26	(	(	PUNCT
dad-11372	207	27	e.g.	e.g.	ADV
dad-11372	207	28	‘	'	PUNCT
dad-11372	207	29	but	but	CCONJ
dad-11372	207	30	’	'	PUNCT
dad-11372	207	31	,	,	PUNCT
dad-11372	207	32	or	or	CCONJ
dad-11372	207	33	contrasting	contrast	VERB
dad-11372	207	34	lexical	lexical	ADJ
dad-11372	207	35	items	item	NOUN
dad-11372	207	36	)	)	PUNCT
dad-11372	207	37	despite	despite	SCONJ
dad-11372	207	38	choosing	choose	VERB
dad-11372	207	39	the	the	DET
dad-11372	207	40	wrong	wrong	ADJ
dad-11372	207	41	one	one	NUM
dad-11372	207	42	.	.	PUNCT
dad-11372	208	1	second	second	ADJ
dad-11372	208	2	,	,	PUNCT
dad-11372	208	3	as	as	SCONJ
dad-11372	208	4	we	we	PRON
dad-11372	208	5	will	will	AUX
dad-11372	208	6	see	see	VERB
dad-11372	208	7	below	below	ADV
dad-11372	208	8	,	,	PUNCT
dad-11372	208	9	we	we	PRON
dad-11372	208	10	will	will	AUX
dad-11372	208	11	be	be	AUX
dad-11372	208	12	analyzing	analyze	VERB
dad-11372	208	13	the	the	DET
dad-11372	208	14	model	model	NOUN
dad-11372	208	15	’s	’s	PART
dad-11372	208	16	behavior	behavior	NOUN
dad-11372	208	17	with	with	ADP
dad-11372	208	18	respect	respect	NOUN
dad-11372	208	19	to	to	ADP
dad-11372	208	20	the	the	DET
dad-11372	208	21	probability	probability	NOUN
dad-11372	208	22	of	of	ADP
dad-11372	208	23	the	the	DET
dad-11372	208	24	correct	correct	ADJ
dad-11372	208	25	relation	relation	NOUN
dad-11372	208	26	,	,	PUNCT
dad-11372	208	27	regardless	regardless	ADV
dad-11372	208	28	of	of	ADP
dad-11372	208	29	the	the	DET
dad-11372	208	30	label	label	NOUN
dad-11372	208	31	it	it	PRON
dad-11372	208	32	ultimately	ultimately	ADV
dad-11372	208	33	chooses	choose	VERB
dad-11372	208	34	,	,	PUNCT
dad-11372	208	35	meaning	mean	VERB
dad-11372	208	36	that	that	SCONJ
dad-11372	208	37	the	the	DET
dad-11372	208	38	importance	importance	NOUN
dad-11372	208	39	of	of	ADP
dad-11372	208	40	predicting	predict	VERB
dad-11372	208	41	the	the	DET
dad-11372	208	42	correct	correct	ADJ
dad-11372	208	43	label	label	NOUN
dad-11372	208	44	exactly	exactly	ADV
dad-11372	208	45	will	will	AUX
dad-11372	208	46	be	be	AUX
dad-11372	208	47	diminished	diminish	VERB
dad-11372	208	48	further	far	ADV
dad-11372	208	49	.	.	PUNCT
dad-11372	209	1	signaling	signal	VERB
dad-11372	209	2	metric	metric	ADJ
dad-11372	209	3	the	the	DET
dad-11372	209	4	actual	actual	ADJ
dad-11372	209	5	performance	performance	NOUN
dad-11372	209	6	we	we	PRON
dad-11372	209	7	are	be	AUX
dad-11372	209	8	interested	interested	ADJ
dad-11372	209	9	in	in	ADP
dad-11372	209	10	evaluating	evaluate	VERB
dad-11372	209	11	is	be	AUX
dad-11372	209	12	the	the	DET
dad-11372	209	13	model	model	NOUN
dad-11372	209	14	’s	’s	PART
dad-11372	209	15	ability	ability	NOUN
dad-11372	209	16	to	to	PART
dad-11372	209	17	extract	extract	VERB
dad-11372	209	18	signals	signal	NOUN
dad-11372	209	19	for	for	ADP
dad-11372	209	20	given	give	VERB
dad-11372	209	21	discourse	discourse	NOUN
dad-11372	209	22	relations	relation	NOUN
dad-11372	209	23	,	,	PUNCT
dad-11372	209	24	rather	rather	ADV
dad-11372	209	25	than	than	ADP
dad-11372	209	26	its	its	PRON
dad-11372	209	27	accuracy	accuracy	NOUN
dad-11372	209	28	in	in	ADP
dad-11372	209	29	predicting	predict	VERB
dad-11372	209	30	the	the	DET
dad-11372	209	31	relations	relation	NOUN
dad-11372	209	32	.	.	PUNCT
dad-11372	210	1	to	to	PART
dad-11372	210	2	do	do	VERB
dad-11372	210	3	so	so	ADV
dad-11372	210	4	,	,	PUNCT
dad-11372	210	5	we	we	PRON
dad-11372	210	6	must	must	AUX
dad-11372	210	7	extract	extract	VERB
dad-11372	210	8	anchored	anchor	VERB
dad-11372	210	9	signal	signal	ADJ
dad-11372	210	10	predictions	prediction	NOUN
dad-11372	210	11	from	from	ADP
dad-11372	210	12	the	the	DET
dad-11372	210	13	model	model	NOUN
dad-11372	210	14	,	,	PUNCT
dad-11372	210	15	which	which	PRON
dad-11372	210	16	is	be	AUX
dad-11372	210	17	non	non	ADJ
dad-11372	210	18	-	-	ADJ
dad-11372	210	19	trivial	trivial	ADJ
dad-11372	210	20	.	.	PUNCT
dad-11372	211	1	while	while	SCONJ
dad-11372	211	2	earlier	early	ADJ
dad-11372	211	3	work	work	NOUN
dad-11372	211	4	on	on	ADP
dad-11372	211	5	interpreting	interpret	VERB
dad-11372	211	6	neural	neural	ADJ
dad-11372	211	7	models	model	NOUN
dad-11372	211	8	has	have	AUX
dad-11372	211	9	focused	focus	VERB
dad-11372	211	10	on	on	ADP
dad-11372	211	11	token	token	VERB
dad-11372	211	12	-	-	PUNCT
dad-11372	211	13	wise	wise	ADJ
dad-11372	211	14	softmax	softmax	NOUN
dad-11372	211	15	probability	probability	NOUN
dad-11372	211	16	(	(	PUNCT
dad-11372	211	17	zeldes	zelde	NOUN
dad-11372	211	18	,	,	PUNCT
dad-11372	211	19	2018a	2018a	NUM
dad-11372	211	20	)	)	PUNCT
dad-11372	211	21	or	or	CCONJ
dad-11372	211	22	attention	attention	NOUN
dad-11372	211	23	weights	weight	NOUN
dad-11372	211	24	(	(	PUNCT
dad-11372	211	25	ghaeini	ghaeini	X
dad-11372	211	26	et	et	PROPN
dad-11372	211	27	al	al	PROPN
dad-11372	211	28	.	.	PROPN
dad-11372	211	29	,	,	PUNCT
dad-11372	211	30	2018	2018	NUM
dad-11372	211	31	)	)	PUNCT
dad-11372	211	32	,	,	PUNCT
dad-11372	211	33	using	use	VERB
dad-11372	211	34	contextualized	contextualized	ADJ
dad-11372	211	35	embeddings	embedding	NOUN
dad-11372	211	36	complicates	complicate	VERB
dad-11372	211	37	the	the	DET
dad-11372	211	38	evaluation	evaluation	NOUN
dad-11372	211	39	:	:	PUNCT
dad-11372	211	40	since	since	SCONJ
dad-11372	211	41	word	word	NOUN
dad-11372	211	42	representations	representation	NOUN
dad-11372	211	43	are	be	AUX
dad-11372	211	44	adjusted	adjust	VERB
dad-11372	211	45	to	to	PART
dad-11372	211	46	reflect	reflect	VERB
dad-11372	211	47	neighboring	neighboring	NOUN
dad-11372	211	48	words	word	NOUN
dad-11372	211	49	,	,	PUNCT
dad-11372	211	50	the	the	DET
dad-11372	211	51	model	model	NOUN
dad-11372	211	52	may	may	AUX
dad-11372	211	53	assign	assign	VERB
dad-11372	211	54	higher	high	ADJ
dad-11372	211	55	importance	importance	NOUN
dad-11372	211	56	to	to	ADP
dad-11372	211	57	the	the	DET
dad-11372	211	58	word	word	NOUN
dad-11372	211	59	standing	stand	VERB
dad-11372	211	60	next	next	ADV
dad-11372	211	61	to	to	ADP
dad-11372	211	62	what	what	PRON
dad-11372	211	63	a	a	DET
dad-11372	211	64	human	human	ADJ
dad-11372	211	65	annotator	annotator	NOUN
dad-11372	211	66	may	may	AUX
dad-11372	211	67	interpret	interpret	VERB
dad-11372	211	68	as	as	ADP
dad-11372	211	69	a	a	DET
dad-11372	211	70	signal	signal	NOUN
dad-11372	211	71	.	.	PUNCT
dad-11372	212	1	example	example	NOUN
dad-11372	212	2	(	(	PUNCT
dad-11372	212	3	8)	8)	NUM
dad-11372	212	4	illustrates	illustrate	VERB
dad-11372	212	5	the	the	DET
dad-11372	212	6	problem	problem	NOUN
dad-11372	212	7	:	:	PUNCT
dad-11372	212	8	would	would	AUX
dad-11372	212	9	like	like	VERB
dad-11372	212	10	to	to	PART
dad-11372	212	11	emphasize	emphasize	VERB
dad-11372	212	12	that	that	SCONJ
dad-11372	212	13	discourse	discourse	NOUN
dad-11372	212	14	parsers	parser	NOUN
dad-11372	212	15	have	have	VERB
dad-11372	212	16	entirely	entirely	ADV
dad-11372	212	17	different	different	ADJ
dad-11372	212	18	goals	goal	NOUN
dad-11372	212	19	,	,	PUNCT
dad-11372	212	20	so	so	SCONJ
dad-11372	212	21	that	that	SCONJ
dad-11372	212	22	these	these	DET
dad-11372	212	23	numbers	number	NOUN
dad-11372	212	24	and	and	CCONJ
dad-11372	212	25	parsing	parse	VERB
dad-11372	212	26	scores	score	NOUN
dad-11372	212	27	would	would	AUX
dad-11372	212	28	be	be	AUX
dad-11372	212	29	apples	apple	NOUN
dad-11372	212	30	and	and	CCONJ
dad-11372	212	31	oranges	orange	NOUN
dad-11372	212	32	even	even	ADV
dad-11372	212	33	if	if	SCONJ
dad-11372	212	34	the	the	DET
dad-11372	212	35	same	same	ADJ
dad-11372	212	36	underlying	underlying	ADJ
dad-11372	212	37	corpus	corpus	NOUN
dad-11372	212	38	were	be	AUX
dad-11372	212	39	used	use	VERB
dad-11372	212	40	.	.	PUNCT
dad-11372	213	1	16	16	NUM
dad-11372	213	2	a	a	DET
dad-11372	213	3	neural	neural	ADJ
dad-11372	213	4	approach	approach	NOUN
dad-11372	213	5	to	to	ADP
dad-11372	213	6	discourse	discourse	NOUN
dad-11372	213	7	relation	relation	NOUN
dad-11372	213	8	signal	signal	NOUN
dad-11372	213	9	detection	detection	NOUN
dad-11372	213	10	(	(	PUNCT
dad-11372	213	11	8)	8)	NUM
dad-11372	213	12	to	to	PART
dad-11372	213	13	provide	provide	VERB
dad-11372	213	14	information	information	NOUN
dad-11372	213	15	on	on	ADP
dad-11372	213	16	the	the	DET
dad-11372	213	17	analytical	analytical	ADJ
dad-11372	213	18	sample	sample	NOUN
dad-11372	213	19	as	as	ADP
dad-11372	213	20	a	a	DET
dad-11372	213	21	whole	whole	ADJ
dad-11372	213	22	,	,	PUNCT
dad-11372	213	23	gold	gold	NOUN
dad-11372	213	24	:	:	PUNCT
dad-11372	213	25	purpose−−−−−−−−→	purpose−−−−−−−−→	NOUN
dad-11372	213	26	pred	pre	VERB
dad-11372	213	27	:	:	PUNCT
dad-11372	213	28	preparation	preparation	NOUN
dad-11372	213	29	two	two	NUM
dad-11372	213	30	additional	additional	ADJ
dad-11372	213	31	demographic	demographic	ADJ
dad-11372	213	32	variables	variable	NOUN
dad-11372	213	33	are	be	AUX
dad-11372	213	34	included	include	VERB
dad-11372	213	35	.	.	PUNCT
dad-11372	214	1	each	each	DET
dad-11372	214	2	word	word	NOUN
dad-11372	214	3	in	in	ADP
dad-11372	214	4	(	(	PUNCT
dad-11372	214	5	8)	8)	NUM
dad-11372	214	6	is	be	AUX
dad-11372	214	7	shaded	shade	VERB
dad-11372	214	8	based	base	VERB
dad-11372	214	9	on	on	ADP
dad-11372	214	10	the	the	DET
dad-11372	214	11	softmax	softmax	NOUN
dad-11372	214	12	probability	probability	NOUN
dad-11372	214	13	assigned	assign	VERB
dad-11372	214	14	to	to	ADP
dad-11372	214	15	the	the	DET
dad-11372	214	16	correct	correct	ADJ
dad-11372	214	17	relation	relation	NOUN
dad-11372	214	18	of	of	ADP
dad-11372	214	19	the	the	DET
dad-11372	214	20	satellite	satellite	NOUN
dad-11372	214	21	,	,	PUNCT
dad-11372	214	22	i.e.	i.e.	X
dad-11372	214	23	how	how	SCONJ
dad-11372	214	24	‘	'	PUNCT
dad-11372	214	25	convincing	convincing	ADJ
dad-11372	214	26	’	'	PUNCT
dad-11372	214	27	the	the	DET
dad-11372	214	28	model	model	NOUN
dad-11372	214	29	found	find	VERB
dad-11372	214	30	the	the	DET
dad-11372	214	31	word	word	NOUN
dad-11372	214	32	in	in	ADP
dad-11372	214	33	terms	term	NOUN
dad-11372	214	34	of	of	ADP
dad-11372	214	35	local	local	ADJ
dad-11372	214	36	probability	probability	NOUN
dad-11372	214	37	.	.	PUNCT
dad-11372	215	1	in	in	ADP
dad-11372	215	2	addition	addition	NOUN
dad-11372	215	3	,	,	PUNCT
dad-11372	215	4	the	the	DET
dad-11372	215	5	top	top	ADV
dad-11372	215	6	-	-	PUNCT
dad-11372	215	7	scoring	score	VERB
dad-11372	215	8	word	word	NOUN
dad-11372	215	9	in	in	ADP
dad-11372	215	10	each	each	DET
dad-11372	215	11	sentence	sentence	NOUN
dad-11372	215	12	is	be	AUX
dad-11372	215	13	rendered	render	VERB
dad-11372	215	14	in	in	ADP
dad-11372	215	15	boldface	boldface	NOUN
dad-11372	215	16	for	for	ADP
dad-11372	215	17	emphasis	emphasis	NOUN
dad-11372	215	18	.	.	PUNCT
dad-11372	216	1	the	the	DET
dad-11372	216	2	gold	gold	NOUN
dad-11372	216	3	label	label	NOUN
dad-11372	216	4	for	for	ADP
dad-11372	216	5	the	the	DET
dad-11372	216	6	relation	relation	NOUN
dad-11372	216	7	is	be	AUX
dad-11372	216	8	placed	place	VERB
dad-11372	216	9	above	above	ADP
dad-11372	216	10	the	the	DET
dad-11372	216	11	arrow	arrow	NOUN
dad-11372	216	12	,	,	PUNCT
dad-11372	216	13	which	which	PRON
dad-11372	216	14	indicates	indicate	VERB
dad-11372	216	15	the	the	DET
dad-11372	216	16	direction	direction	NOUN
dad-11372	216	17	of	of	ADP
dad-11372	216	18	the	the	DET
dad-11372	216	19	relation	relation	NOUN
dad-11372	216	20	(	(	PUNCT
dad-11372	216	21	satellite	satellite	NOUN
dad-11372	216	22	to	to	ADP
dad-11372	216	23	nucleus	nucleus	NOUN
dad-11372	216	24	)	)	PUNCT
dad-11372	216	25	,	,	PUNCT
dad-11372	216	26	and	and	CCONJ
dad-11372	216	27	the	the	DET
dad-11372	216	28	model	model	NOUN
dad-11372	216	29	’s	’s	PART
dad-11372	216	30	predicted	predict	VERB
dad-11372	216	31	label	label	NOUN
dad-11372	216	32	is	be	AUX
dad-11372	216	33	shown	show	VERB
dad-11372	216	34	under	under	ADP
dad-11372	216	35	the	the	DET
dad-11372	216	36	arrow	arrow	NOUN
dad-11372	216	37	.	.	PUNCT
dad-11372	217	1	intuitively	intuitively	ADV
dad-11372	217	2	,	,	PUNCT
dad-11372	217	3	the	the	DET
dad-11372	217	4	strongest	strong	ADJ
dad-11372	217	5	signal	signal	NOUN
dad-11372	217	6	of	of	ADP
dad-11372	217	7	the	the	DET
dad-11372	217	8	purpose	purpose	NOUN
dad-11372	217	9	relation	relation	NOUN
dad-11372	217	10	in	in	ADP
dad-11372	217	11	(	(	PUNCT
dad-11372	217	12	8)	8)	NUM
dad-11372	217	13	is	be	AUX
dad-11372	217	14	the	the	DET
dad-11372	217	15	initial	initial	ADJ
dad-11372	217	16	infinitive	infinitive	ADJ
dad-11372	217	17	marker	marker	NOUN
dad-11372	217	18	to	to	ADP
dad-11372	217	19	–	–	PUNCT
dad-11372	217	20	however	however	ADV
dad-11372	217	21	,	,	PUNCT
dad-11372	217	22	the	the	DET
dad-11372	217	23	model	model	NOUN
dad-11372	217	24	ranks	rank	VERB
dad-11372	217	25	the	the	DET
dad-11372	217	26	adjacent	adjacent	ADJ
dad-11372	217	27	provide	provide	VERB
dad-11372	217	28	higher	high	ADJ
dad-11372	217	29	and	and	CCONJ
dad-11372	217	30	almost	almost	ADV
dad-11372	217	31	ignores	ignore	VERB
dad-11372	217	32	to	to	PART
dad-11372	217	33	.	.	PUNCT
dad-11372	218	1	we	we	PRON
dad-11372	218	2	suspect	suspect	VERB
dad-11372	218	3	that	that	SCONJ
dad-11372	218	4	the	the	DET
dad-11372	218	5	reason	reason	NOUN
dad-11372	218	6	for	for	ADP
dad-11372	218	7	this	this	PRON
dad-11372	218	8	,	,	PUNCT
dad-11372	218	9	and	and	CCONJ
dad-11372	218	10	many	many	ADJ
dad-11372	218	11	similar	similar	ADJ
dad-11372	218	12	examples	example	NOUN
dad-11372	218	13	in	in	ADP
dad-11372	218	14	the	the	DET
dad-11372	218	15	model	model	NOUN
dad-11372	218	16	evaluated	evaluate	VERB
dad-11372	218	17	based	base	VERB
dad-11372	218	18	on	on	ADP
dad-11372	218	19	relation	relation	NOUN
dad-11372	218	20	probabilities	probability	NOUN
dad-11372	218	21	,	,	PUNCT
dad-11372	218	22	is	be	AUX
dad-11372	218	23	that	that	SCONJ
dad-11372	218	24	contextual	contextual	ADJ
dad-11372	218	25	embeddings	embedding	NOUN
dad-11372	218	26	allow	allow	VERB
dad-11372	218	27	for	for	ADP
dad-11372	218	28	a	a	DET
dad-11372	218	29	special	special	ADJ
dad-11372	218	30	representation	representation	NOUN
dad-11372	218	31	of	of	ADP
dad-11372	218	32	the	the	DET
dad-11372	218	33	word	word	NOUN
dad-11372	218	34	provide	provide	VERB
dad-11372	218	35	next	next	ADV
dad-11372	218	36	to	to	ADP
dad-11372	218	37	to	to	ADP
dad-11372	218	38	,	,	PUNCT
dad-11372	218	39	making	make	VERB
dad-11372	218	40	it	it	PRON
dad-11372	218	41	difficult	difficult	ADJ
dad-11372	218	42	to	to	PART
dad-11372	218	43	tease	tease	VERB
dad-11372	218	44	apart	apart	ADV
dad-11372	218	45	the	the	DET
dad-11372	218	46	locus	locus	NOUN
dad-11372	218	47	of	of	ADP
dad-11372	218	48	the	the	DET
dad-11372	218	49	most	most	ADV
dad-11372	218	50	meaningful	meaningful	ADJ
dad-11372	218	51	signal	signal	NOUN
dad-11372	218	52	.	.	PUNCT
dad-11372	219	1	to	to	PART
dad-11372	219	2	overcome	overcome	VERB
dad-11372	219	3	this	this	DET
dad-11372	219	4	complication	complication	NOUN
dad-11372	219	5	,	,	PUNCT
dad-11372	219	6	we	we	PRON
dad-11372	219	7	use	use	VERB
dad-11372	219	8	the	the	DET
dad-11372	219	9	logic	logic	NOUN
dad-11372	219	10	of	of	ADP
dad-11372	219	11	permutation	permutation	NOUN
dad-11372	219	12	importance	importance	NOUN
dad-11372	219	13	,	,	PUNCT
dad-11372	219	14	treating	treat	VERB
dad-11372	219	15	the	the	DET
dad-11372	219	16	neural	neural	ADJ
dad-11372	219	17	model	model	NOUN
dad-11372	219	18	as	as	ADP
dad-11372	219	19	a	a	DET
dad-11372	219	20	black	black	ADJ
dad-11372	219	21	box	box	NOUN
dad-11372	219	22	and	and	CCONJ
dad-11372	219	23	manipulating	manipulate	VERB
dad-11372	219	24	the	the	DET
dad-11372	219	25	input	input	NOUN
dad-11372	219	26	to	to	PART
dad-11372	219	27	discover	discover	VERB
dad-11372	219	28	relevant	relevant	ADJ
dad-11372	219	29	features	feature	NOUN
dad-11372	219	30	in	in	ADP
dad-11372	219	31	the	the	DET
dad-11372	219	32	data	datum	NOUN
dad-11372	219	33	(	(	PUNCT
dad-11372	219	34	cf	cf	NOUN
dad-11372	219	35	.	.	PUNCT
dad-11372	219	36	casalicchio	casalicchio	PROPN
dad-11372	219	37	et	et	PROPN
dad-11372	219	38	al	al	PROPN
dad-11372	219	39	.	.	PROPN
dad-11372	219	40	2019	2019	NUM
dad-11372	219	41	)	)	PUNCT
dad-11372	219	42	.	.	PUNCT
dad-11372	220	1	we	we	PRON
dad-11372	220	2	reason	reason	VERB
dad-11372	220	3	that	that	SCONJ
dad-11372	220	4	this	this	DET
dad-11372	220	5	type	type	NOUN
dad-11372	220	6	of	of	ADP
dad-11372	220	7	evaluation	evaluation	NOUN
dad-11372	220	8	is	be	AUX
dad-11372	220	9	more	more	ADV
dad-11372	220	10	robust	robust	ADJ
dad-11372	220	11	than	than	ADP
dad-11372	220	12	,	,	PUNCT
dad-11372	220	13	for	for	ADP
dad-11372	220	14	example	example	NOUN
dad-11372	220	15	,	,	PUNCT
dad-11372	220	16	examining	examine	VERB
dad-11372	220	17	model	model	NOUN
dad-11372	220	18	internal	internal	ADJ
dad-11372	220	19	attention	attention	NOUN
dad-11372	220	20	weights	weight	NOUN
dad-11372	220	21	because	because	SCONJ
dad-11372	220	22	such	such	ADJ
dad-11372	220	23	weights	weight	NOUN
dad-11372	220	24	are	be	AUX
dad-11372	220	25	not	not	PART
dad-11372	220	26	designed	design	VERB
dad-11372	220	27	or	or	CCONJ
dad-11372	220	28	trained	train	VERB
dad-11372	220	29	with	with	ADP
dad-11372	220	30	a	a	DET
dad-11372	220	31	reward	reward	NOUN
dad-11372	220	32	ensuring	ensure	VERB
dad-11372	220	33	they	they	PRON
dad-11372	220	34	are	be	AUX
dad-11372	220	35	informative	informative	ADJ
dad-11372	220	36	–	–	PUNCT
dad-11372	220	37	they	they	PRON
dad-11372	220	38	are	be	AUX
dad-11372	220	39	simply	simply	ADV
dad-11372	220	40	trained	train	VERB
dad-11372	220	41	on	on	ADP
dad-11372	220	42	the	the	DET
dad-11372	220	43	same	same	ADJ
dad-11372	220	44	classification	classification	NOUN
dad-11372	220	45	error	error	NOUN
dad-11372	220	46	loss	loss	NOUN
dad-11372	220	47	as	as	ADP
dad-11372	220	48	the	the	DET
dad-11372	220	49	rest	rest	NOUN
dad-11372	220	50	of	of	ADP
dad-11372	220	51	the	the	DET
dad-11372	220	52	model.13	model.13	NOUN
dad-11372	220	53	instead	instead	ADV
dad-11372	220	54	,	,	PUNCT
dad-11372	220	55	we	we	PRON
dad-11372	220	56	can	can	AUX
dad-11372	220	57	withhold	withhold	VERB
dad-11372	220	58	potentially	potentially	ADV
dad-11372	220	59	relevant	relevant	ADJ
dad-11372	220	60	information	information	NOUN
dad-11372	220	61	from	from	ADP
dad-11372	220	62	the	the	DET
dad-11372	220	63	model	model	NOUN
dad-11372	220	64	directly	directly	ADV
dad-11372	220	65	:	:	PUNCT
dad-11372	220	66	after	after	SCONJ
dad-11372	220	67	training	training	NOUN
dad-11372	220	68	is	be	AUX
dad-11372	220	69	complete	complete	ADJ
dad-11372	220	70	,	,	PUNCT
dad-11372	220	71	we	we	PRON
dad-11372	220	72	feed	feed	VERB
dad-11372	220	73	the	the	DET
dad-11372	220	74	test	test	NOUN
dad-11372	220	75	data	datum	NOUN
dad-11372	220	76	to	to	ADP
dad-11372	220	77	the	the	DET
dad-11372	220	78	model	model	NOUN
dad-11372	220	79	in	in	ADP
dad-11372	220	80	two	two	NUM
dad-11372	220	81	forms	form	NOUN
dad-11372	220	82	–	–	PUNCT
dad-11372	220	83	as	as	ADV
dad-11372	220	84	-	-	PUNCT
dad-11372	220	85	is	be	AUX
dad-11372	220	86	,	,	PUNCT
dad-11372	220	87	and	and	CCONJ
dad-11372	220	88	with	with	SCONJ
dad-11372	220	89	each	each	DET
dad-11372	220	90	word	word	NOUN
dad-11372	220	91	masked	mask	VERB
dad-11372	220	92	,	,	PUNCT
dad-11372	220	93	as	as	SCONJ
dad-11372	220	94	shown	show	VERB
dad-11372	220	95	in	in	ADP
dad-11372	220	96	(	(	PUNCT
dad-11372	220	97	9	9	NUM
dad-11372	220	98	)	)	PUNCT
dad-11372	220	99	.	.	PUNCT
dad-11372	221	1	(	(	PUNCT
dad-11372	221	2	9	9	X
dad-11372	221	3	)	)	PUNCT
dad-11372	221	4	original	original	NOUN
dad-11372	221	5	:	:	PUNCT
dad-11372	221	6	<	<	X
dad-11372	221	7	s	s	X
dad-11372	221	8	>	>	X
dad-11372	221	9	to	to	PART
dad-11372	221	10	provide	provide	VERB
dad-11372	221	11	information	information	NOUN
dad-11372	221	12	...	...	PUNCT
dad-11372	222	1	<	<	X
dad-11372	222	2	sep	sep	X
dad-11372	222	3	>	>	X
dad-11372	222	4	...	...	PUNCT
dad-11372	223	1	<	<	X
dad-11372	223	2	n	n	CCONJ
dad-11372	223	3	>	>	X
dad-11372	223	4	masked1	masked1	PROPN
dad-11372	223	5	:	:	PUNCT
dad-11372	224	1	<	<	X
dad-11372	224	2	s	s	X
dad-11372	224	3	>	>	X
dad-11372	224	4	<	<	X
dad-11372	224	5	x	x	X
dad-11372	224	6	>	>	X
dad-11372	224	7	provide	provide	VERB
dad-11372	224	8	information	information	NOUN
dad-11372	224	9	...	...	PUNCT
dad-11372	225	1	<	<	X
dad-11372	225	2	sep	sep	X
dad-11372	225	3	>	>	X
dad-11372	225	4	...	...	PUNCT
dad-11372	226	1	<	<	X
dad-11372	226	2	n	n	CCONJ
dad-11372	226	3	>	>	X
dad-11372	226	4	masked2	masked2	NOUN
dad-11372	226	5	:	:	PUNCT
dad-11372	227	1	<	<	X
dad-11372	227	2	s	s	X
dad-11372	227	3	>	>	X
dad-11372	227	4	to	to	ADP
dad-11372	227	5	<	<	X
dad-11372	227	6	x	x	X
dad-11372	227	7	>	>	X
dad-11372	227	8	information	information	NOUN
dad-11372	227	9	...	...	PUNCT
dad-11372	228	1	<	<	X
dad-11372	228	2	sep	sep	X
dad-11372	228	3	>	>	X
dad-11372	228	4	...	...	PUNCT
dad-11372	229	1	<	<	X
dad-11372	229	2	n	n	CCONJ
dad-11372	229	3	>	>	X
dad-11372	229	4	masked3	masked3	PROPN
dad-11372	229	5	:	:	PUNCT
dad-11372	230	1	<	<	X
dad-11372	230	2	s	s	X
dad-11372	230	3	>	>	X
dad-11372	230	4	to	to	PART
dad-11372	230	5	provide	provide	VERB
dad-11372	230	6	<	<	X
dad-11372	230	7	x	x	X
dad-11372	230	8	>	>	X
dad-11372	230	9	...	...	PUNCT
dad-11372	231	1	<	<	X
dad-11372	231	2	sep	sep	X
dad-11372	231	3	>	>	X
dad-11372	231	4	...	...	PUNCT
dad-11372	232	1	<	<	X
dad-11372	232	2	n	n	CCONJ
dad-11372	232	3	>	>	X
dad-11372	232	4	label	label	NOUN
dad-11372	232	5	:	:	PUNCT
dad-11372	232	6	purpose	purpose	NOUN
dad-11372	232	7	we	we	PRON
dad-11372	232	8	reason	reason	VERB
dad-11372	232	9	that	that	SCONJ
dad-11372	232	10	,	,	PUNCT
dad-11372	232	11	if	if	SCONJ
dad-11372	232	12	a	a	DET
dad-11372	232	13	token	token	NOUN
dad-11372	232	14	is	be	AUX
dad-11372	232	15	important	important	ADJ
dad-11372	232	16	for	for	ADP
dad-11372	232	17	predicting	predict	VERB
dad-11372	232	18	the	the	DET
dad-11372	232	19	correct	correct	ADJ
dad-11372	232	20	label	label	NOUN
dad-11372	232	21	,	,	PUNCT
dad-11372	232	22	masking	mask	VERB
dad-11372	232	23	it	it	PRON
dad-11372	232	24	will	will	AUX
dad-11372	232	25	degrade	degrade	VERB
dad-11372	232	26	the	the	DET
dad-11372	232	27	model	model	NOUN
dad-11372	232	28	’s	’s	PART
dad-11372	232	29	classification	classification	NOUN
dad-11372	232	30	accuracy	accuracy	NOUN
dad-11372	232	31	,	,	PUNCT
dad-11372	232	32	or	or	CCONJ
dad-11372	232	33	at	at	ADP
dad-11372	232	34	least	least	ADJ
dad-11372	232	35	reduce	reduce	VERB
dad-11372	232	36	its	its	PRON
dad-11372	232	37	reported	report	VERB
dad-11372	232	38	classification	classification	NOUN
dad-11372	232	39	certainty.14	certainty.14	NOUN
dad-11372	232	40	in	in	ADP
dad-11372	232	41	(	(	PUNCT
dad-11372	232	42	9	9	NUM
dad-11372	232	43	)	)	PUNCT
dad-11372	232	44	,	,	PUNCT
dad-11372	232	45	it	it	PRON
dad-11372	232	46	seems	seem	VERB
dad-11372	232	47	reasonable	reasonable	ADJ
dad-11372	232	48	to	to	PART
dad-11372	232	49	assume	assume	VERB
dad-11372	232	50	that	that	SCONJ
dad-11372	232	51	masking	mask	VERB
dad-11372	232	52	the	the	DET
dad-11372	232	53	word	word	NOUN
dad-11372	232	54	‘	'	PUNCT
dad-11372	232	55	to	to	PART
dad-11372	232	56	’	'	PUNCT
dad-11372	232	57	has	have	VERB
dad-11372	232	58	a	a	DET
dad-11372	232	59	greater	great	ADJ
dad-11372	232	60	impact	impact	NOUN
dad-11372	232	61	on	on	ADP
dad-11372	232	62	predicting	predict	VERB
dad-11372	232	63	the	the	DET
dad-11372	232	64	label	label	NOUN
dad-11372	232	65	purpose	purpose	NOUN
dad-11372	232	66	than	than	ADP
dad-11372	232	67	masking	mask	VERB
dad-11372	232	68	the	the	DET
dad-11372	232	69	word	word	NOUN
dad-11372	232	70	‘	'	PUNCT
dad-11372	232	71	provide	provide	VERB
dad-11372	232	72	’	'	PUNCT
dad-11372	232	73	,	,	PUNCT
dad-11372	232	74	and	and	CCONJ
dad-11372	232	75	even	even	ADV
dad-11372	232	76	less	less	ADV
dad-11372	232	77	so	so	ADV
dad-11372	232	78	,	,	PUNCT
dad-11372	232	79	the	the	DET
dad-11372	232	80	following	follow	VERB
dad-11372	232	81	noun	noun	NOUN
dad-11372	232	82	‘	'	PUNCT
dad-11372	232	83	information	information	NOUN
dad-11372	232	84	’	'	PUNCT
dad-11372	232	85	.	.	PUNCT
dad-11372	233	1	we	we	PRON
dad-11372	233	2	therefore	therefore	ADV
dad-11372	233	3	use	use	VERB
dad-11372	233	4	reduction	reduction	NOUN
dad-11372	233	5	in	in	ADP
dad-11372	233	6	softmax	softmax	NOUN
dad-11372	233	7	probability	probability	NOUN
dad-11372	233	8	of	of	ADP
dad-11372	233	9	the	the	DET
dad-11372	233	10	correct	correct	ADJ
dad-11372	233	11	relation	relation	NOUN
dad-11372	233	12	as	as	ADP
dad-11372	233	13	our	our	PRON
dad-11372	233	14	signaling	signal	VERB
dad-11372	233	15	strength	strength	NOUN
dad-11372	233	16	metric	metric	ADJ
dad-11372	233	17	for	for	ADP
dad-11372	233	18	the	the	DET
dad-11372	233	19	model	model	NOUN
dad-11372	233	20	.	.	PUNCT
dad-11372	234	1	we	we	PRON
dad-11372	234	2	call	call	VERB
dad-11372	234	3	this	this	DET
dad-11372	234	4	metric	metric	ADJ
dad-11372	234	5	∆s	∆s	NOUN
dad-11372	234	6	(	(	PUNCT
dad-11372	234	7	for	for	ADP
dad-11372	234	8	delta	delta	NOUN
dad-11372	234	9	-	-	PUNCT
dad-11372	234	10	softmax	softmax	NOUN
dad-11372	234	11	)	)	PUNCT
dad-11372	234	12	,	,	PUNCT
dad-11372	234	13	which	which	PRON
dad-11372	234	14	can	can	AUX
dad-11372	234	15	be	be	AUX
dad-11372	234	16	written	write	VERB
dad-11372	234	17	as	as	ADP
dad-11372	234	18	:	:	PUNCT
dad-11372	234	19	∆rel	∆rel	NOUN
dad-11372	234	20	,	,	PUNCT
dad-11372	234	21	ti	ti	PROPN
dad-11372	234	22	s	s	PART
dad-11372	234	23	=	=	X
dad-11372	234	24	softmax(rel|xmask	softmax(rel|xmask	NOUN
dad-11372	234	25	=	=	PROPN
dad-11372	234	26	φ)−	φ)−	PROPN
dad-11372	234	27	softmax(rel|xmask	softmax(rel|xmask	NOUN
dad-11372	234	28	=	=	PROPN
dad-11372	234	29	i	i	NOUN
dad-11372	234	30	)	)	PUNCT
dad-11372	234	31	13we	13we	NOUN
dad-11372	234	32	thank	thank	VERB
dad-11372	234	33	an	an	DET
dad-11372	234	34	anonymous	anonymous	ADJ
dad-11372	234	35	reviewer	reviewer	NOUN
dad-11372	234	36	for	for	ADP
dad-11372	234	37	pointing	point	VERB
dad-11372	234	38	out	out	ADP
dad-11372	234	39	wiegreffe	wiegreffe	NOUN
dad-11372	234	40	and	and	CCONJ
dad-11372	234	41	pinter	pinter	NOUN
dad-11372	234	42	(	(	PUNCT
dad-11372	234	43	2019	2019	NUM
dad-11372	234	44	)	)	PUNCT
dad-11372	234	45	,	,	PUNCT
dad-11372	234	46	who	who	PRON
dad-11372	234	47	offer	offer	VERB
dad-11372	234	48	experimental	experimental	ADJ
dad-11372	234	49	support	support	NOUN
dad-11372	234	50	for	for	ADP
dad-11372	234	51	the	the	DET
dad-11372	234	52	variable	variable	ADJ
dad-11372	234	53	utility	utility	NOUN
dad-11372	234	54	of	of	ADP
dad-11372	234	55	attention	attention	NOUN
dad-11372	234	56	as	as	ADP
dad-11372	234	57	an	an	DET
dad-11372	234	58	explanatory	explanatory	ADJ
dad-11372	234	59	metric	metric	NOUN
dad-11372	234	60	.	.	PUNCT
dad-11372	235	1	14an	14an	ADJ
dad-11372	235	2	anonymous	anonymous	ADJ
dad-11372	235	3	reviewer	reviewer	NOUN
dad-11372	235	4	has	have	AUX
dad-11372	235	5	suggested	suggest	VERB
dad-11372	235	6	that	that	SCONJ
dad-11372	235	7	part	part	NOUN
dad-11372	235	8	of	of	ADP
dad-11372	235	9	the	the	DET
dad-11372	235	10	model	model	NOUN
dad-11372	235	11	’s	’s	PART
dad-11372	235	12	response	response	NOUN
dad-11372	235	13	to	to	ADP
dad-11372	235	14	masking	masking	NOUN
dad-11372	235	15	may	may	AUX
dad-11372	235	16	be	be	AUX
dad-11372	235	17	the	the	DET
dad-11372	235	18	result	result	NOUN
dad-11372	235	19	not	not	PART
dad-11372	235	20	only	only	ADV
dad-11372	235	21	of	of	ADP
dad-11372	235	22	missing	miss	VERB
dad-11372	235	23	discourse	discourse	NOUN
dad-11372	235	24	signals	signal	NOUN
dad-11372	235	25	,	,	PUNCT
dad-11372	235	26	but	but	CCONJ
dad-11372	235	27	also	also	ADV
dad-11372	235	28	of	of	ADP
dad-11372	235	29	ungrammaticality	ungrammaticality	NOUN
dad-11372	235	30	due	due	ADP
dad-11372	235	31	to	to	ADP
dad-11372	235	32	missing	miss	VERB
dad-11372	235	33	words	word	NOUN
dad-11372	235	34	.	.	PUNCT
dad-11372	236	1	while	while	SCONJ
dad-11372	236	2	this	this	PRON
dad-11372	236	3	could	could	AUX
dad-11372	236	4	be	be	AUX
dad-11372	236	5	the	the	DET
dad-11372	236	6	case	case	NOUN
dad-11372	236	7	to	to	ADP
dad-11372	236	8	some	some	DET
dad-11372	236	9	extent	extent	NOUN
dad-11372	236	10	,	,	PUNCT
dad-11372	236	11	we	we	PRON
dad-11372	236	12	would	would	AUX
dad-11372	236	13	like	like	VERB
dad-11372	236	14	to	to	PART
dad-11372	236	15	point	point	VERB
dad-11372	236	16	out	out	ADP
dad-11372	236	17	that	that	SCONJ
dad-11372	236	18	the	the	DET
dad-11372	236	19	model	model	NOUN
dad-11372	236	20	should	should	AUX
dad-11372	236	21	be	be	AUX
dad-11372	236	22	somewhat	somewhat	ADV
dad-11372	236	23	accustomed	accustomed	ADJ
dad-11372	236	24	to	to	ADP
dad-11372	236	25	the	the	DET
dad-11372	236	26	masking	masking	NOUN
dad-11372	236	27	situation	situation	NOUN
dad-11372	236	28	since	since	SCONJ
dad-11372	236	29	masked	mask	VERB
dad-11372	236	30	tokens	token	NOUN
dad-11372	236	31	are	be	AUX
dad-11372	236	32	merely	merely	ADV
dad-11372	236	33	represented	represent	VERB
dad-11372	236	34	as	as	ADP
dad-11372	236	35	oov	oov	PROPN
dad-11372	236	36	word	word	NOUN
dad-11372	236	37	embeddings	embedding	NOUN
dad-11372	236	38	(	(	PUNCT
dad-11372	236	39	which	which	PRON
dad-11372	236	40	occur	occur	VERB
dad-11372	236	41	regularly	regularly	ADV
dad-11372	236	42	at	at	ADP
dad-11372	236	43	train	train	NOUN
dad-11372	236	44	and	and	CCONJ
dad-11372	236	45	test	test	NOUN
dad-11372	236	46	time	time	NOUN
dad-11372	236	47	)	)	PUNCT
dad-11372	236	48	,	,	PUNCT
dad-11372	236	49	and	and	CCONJ
dad-11372	236	50	because	because	SCONJ
dad-11372	236	51	drop	drop	VERB
dad-11372	236	52	out	out	ADP
dad-11372	236	53	is	be	AUX
dad-11372	236	54	applied	apply	VERB
dad-11372	236	55	to	to	ADP
dad-11372	236	56	the	the	DET
dad-11372	236	57	model	model	NOUN
dad-11372	236	58	during	during	ADP
dad-11372	236	59	training	training	NOUN
dad-11372	236	60	,	,	PUNCT
dad-11372	236	61	meaning	mean	VERB
dad-11372	236	62	that	that	SCONJ
dad-11372	236	63	the	the	DET
dad-11372	236	64	model	model	NOUN
dad-11372	236	65	is	be	AUX
dad-11372	236	66	constantly	constantly	ADV
dad-11372	236	67	exposed	expose	VERB
dad-11372	236	68	to	to	ADP
dad-11372	236	69	some	some	DET
dad-11372	236	70	missing	missing	ADJ
dad-11372	236	71	information	information	NOUN
dad-11372	236	72	.	.	PUNCT
dad-11372	237	1	if	if	SCONJ
dad-11372	237	2	the	the	DET
dad-11372	237	3	masked	masked	ADJ
dad-11372	237	4	information	information	NOUN
dad-11372	237	5	were	be	AUX
dad-11372	237	6	not	not	PART
dad-11372	237	7	crucial	crucial	ADJ
dad-11372	237	8	to	to	ADP
dad-11372	237	9	relation	relation	NOUN
dad-11372	237	10	classification	classification	NOUN
dad-11372	237	11	,	,	PUNCT
dad-11372	237	12	the	the	DET
dad-11372	237	13	model	model	NOUN
dad-11372	237	14	should	should	AUX
dad-11372	237	15	still	still	ADV
dad-11372	237	16	work	work	VERB
dad-11372	237	17	correctly	correctly	ADV
dad-11372	237	18	,	,	PUNCT
dad-11372	237	19	whereas	whereas	SCONJ
dad-11372	237	20	if	if	SCONJ
dad-11372	237	21	an	an	DET
dad-11372	237	22	ungrammatical	ungrammatical	ADJ
dad-11372	237	23	construction	construction	NOUN
dad-11372	237	24	is	be	AUX
dad-11372	237	25	truly	truly	ADV
dad-11372	237	26	preventing	prevent	VERB
dad-11372	237	27	the	the	DET
dad-11372	237	28	identification	identification	NOUN
dad-11372	237	29	of	of	ADP
dad-11372	237	30	the	the	DET
dad-11372	237	31	relation	relation	NOUN
dad-11372	237	32	,	,	PUNCT
dad-11372	237	33	then	then	ADV
dad-11372	237	34	that	that	SCONJ
dad-11372	237	35	construction	construction	NOUN
dad-11372	237	36	may	may	AUX
dad-11372	237	37	well	well	ADV
dad-11372	237	38	have	have	AUX
dad-11372	237	39	been	be	AUX
dad-11372	237	40	a	a	DET
dad-11372	237	41	signal	signal	NOUN
dad-11372	237	42	,	,	PUNCT
dad-11372	237	43	and	and	CCONJ
dad-11372	237	44	the	the	DET
dad-11372	237	45	masking	masking	NOUN
dad-11372	237	46	approach	approach	NOUN
dad-11372	237	47	would	would	AUX
dad-11372	237	48	be	be	AUX
dad-11372	237	49	doing	do	VERB
dad-11372	237	50	its	its	PRON
dad-11372	237	51	job	job	NOUN
dad-11372	237	52	as	as	SCONJ
dad-11372	237	53	intended	intend	VERB
dad-11372	237	54	.	.	PUNCT
dad-11372	238	1	17	17	NUM
dad-11372	238	2	zeldes	zelde	NOUN
dad-11372	238	3	and	and	CCONJ
dad-11372	238	4	liu	liu	PROPN
dad-11372	238	5	where	where	SCONJ
dad-11372	238	6	rel	rel	NOUN
dad-11372	238	7	is	be	AUX
dad-11372	238	8	the	the	DET
dad-11372	238	9	true	true	ADJ
dad-11372	238	10	relation	relation	NOUN
dad-11372	238	11	of	of	ADP
dad-11372	238	12	the	the	DET
dad-11372	238	13	edu	edu	PROPN
dad-11372	238	14	pair	pair	PROPN
dad-11372	238	15	,	,	PUNCT
dad-11372	238	16	ti	ti	PROPN
dad-11372	238	17	represents	represent	VERB
dad-11372	238	18	the	the	DET
dad-11372	238	19	token	token	NOUN
dad-11372	238	20	at	at	ADP
dad-11372	238	21	index	index	NOUN
dad-11372	238	22	i	i	PROPN
dad-11372	238	23	of	of	ADP
dad-11372	238	24	n	n	DET
dad-11372	238	25	tokens	token	NOUN
dad-11372	238	26	,	,	PUNCT
dad-11372	238	27	and	and	CCONJ
dad-11372	238	28	xmask	xmask	PROPN
dad-11372	238	29	=	=	NOUN
dad-11372	238	30	i	i	PRON
dad-11372	238	31	represents	represent	VERB
dad-11372	238	32	the	the	DET
dad-11372	238	33	input	input	NOUN
dad-11372	238	34	sequence	sequence	NOUN
dad-11372	238	35	with	with	ADP
dad-11372	238	36	the	the	DET
dad-11372	238	37	masked	masked	ADJ
dad-11372	238	38	position	position	NOUN
dad-11372	238	39	i	i	PRON
dad-11372	238	40	(	(	PUNCT
dad-11372	238	41	for	for	ADP
dad-11372	238	42	i	i	PRON
dad-11372	238	43	∈	∈	PROPN
dad-11372	238	44	1	1	NUM
dad-11372	238	45	.	.	PUNCT
dad-11372	238	46	.	.	PUNCT
dad-11372	238	47	.	.	PUNCT
dad-11372	239	1	n	n	CCONJ
dad-11372	239	2	ignoring	ignore	VERB
dad-11372	239	3	separators	separator	NOUN
dad-11372	239	4	,	,	PUNCT
dad-11372	239	5	or	or	CCONJ
dad-11372	239	6	φ	φ	NUM
dad-11372	239	7	,	,	PUNCT
dad-11372	239	8	the	the	DET
dad-11372	239	9	empty	empty	ADJ
dad-11372	239	10	set	set	NOUN
dad-11372	239	11	)	)	PUNCT
dad-11372	239	12	.	.	PUNCT
dad-11372	240	1	to	to	PART
dad-11372	240	2	visualize	visualize	VERB
dad-11372	240	3	the	the	DET
dad-11372	240	4	model	model	NOUN
dad-11372	240	5	’s	’s	PART
dad-11372	240	6	predictions	prediction	NOUN
dad-11372	240	7	,	,	PUNCT
dad-11372	240	8	we	we	PRON
dad-11372	240	9	compare	compare	VERB
dad-11372	240	10	∆s	∆s	NOUN
dad-11372	240	11	for	for	ADP
dad-11372	240	12	a	a	DET
dad-11372	240	13	particular	particular	ADJ
dad-11372	240	14	token	token	VERB
dad-11372	240	15	to	to	ADP
dad-11372	240	16	two	two	NUM
dad-11372	240	17	numbers	number	NOUN
dad-11372	240	18	:	:	PUNCT
dad-11372	240	19	the	the	DET
dad-11372	240	20	maximum	maximum	ADJ
dad-11372	240	21	∆s	∆s	NOUN
dad-11372	240	22	achieved	achieve	VERB
dad-11372	240	23	by	by	ADP
dad-11372	240	24	any	any	DET
dad-11372	240	25	token	token	NOUN
dad-11372	240	26	in	in	ADP
dad-11372	240	27	the	the	DET
dad-11372	240	28	current	current	ADJ
dad-11372	240	29	pair	pair	NOUN
dad-11372	240	30	(	(	PUNCT
dad-11372	240	31	a	a	DET
dad-11372	240	32	measure	measure	NOUN
dad-11372	240	33	of	of	ADP
dad-11372	240	34	relative	relative	ADJ
dad-11372	240	35	importance	importance	NOUN
dad-11372	240	36	for	for	ADP
dad-11372	240	37	the	the	DET
dad-11372	240	38	current	current	ADJ
dad-11372	240	39	classification	classification	NOUN
dad-11372	240	40	)	)	PUNCT
dad-11372	240	41	and	and	CCONJ
dad-11372	240	42	the	the	DET
dad-11372	240	43	maximum	maximum	ADJ
dad-11372	240	44	∆s	∆s	NOUN
dad-11372	240	45	achieved	achieve	VERB
dad-11372	240	46	by	by	ADP
dad-11372	240	47	any	any	DET
dad-11372	240	48	token	token	NOUN
dad-11372	240	49	in	in	ADP
dad-11372	240	50	the	the	DET
dad-11372	240	51	current	current	ADJ
dad-11372	240	52	document	document	NOUN
dad-11372	240	53	(	(	PUNCT
dad-11372	240	54	a	a	DET
dad-11372	240	55	measure	measure	NOUN
dad-11372	240	56	of	of	ADP
dad-11372	240	57	how	how	SCONJ
dad-11372	240	58	strongly	strongly	ADV
dad-11372	240	59	the	the	DET
dad-11372	240	60	current	current	ADJ
dad-11372	240	61	relation	relation	NOUN
dad-11372	240	62	is	be	AUX
dad-11372	240	63	signaled	signal	VERB
dad-11372	240	64	compared	compare	VERB
dad-11372	240	65	to	to	ADP
dad-11372	240	66	other	other	ADJ
dad-11372	240	67	relations	relation	NOUN
dad-11372	240	68	in	in	ADP
dad-11372	240	69	the	the	DET
dad-11372	240	70	text	text	NOUN
dad-11372	240	71	)	)	PUNCT
dad-11372	240	72	.	.	PUNCT
dad-11372	241	1	we	we	PRON
dad-11372	241	2	then	then	ADV
dad-11372	241	3	shade	shade	VERB
dad-11372	241	4	each	each	DET
dad-11372	241	5	token	token	VERB
dad-11372	241	6	50	50	NUM
dad-11372	241	7	%	%	NOUN
dad-11372	241	8	based	base	VERB
dad-11372	241	9	on	on	ADP
dad-11372	241	10	the	the	DET
dad-11372	241	11	first	first	ADJ
dad-11372	241	12	number	number	NOUN
dad-11372	241	13	and	and	CCONJ
dad-11372	241	14	50	50	NUM
dad-11372	241	15	%	%	NOUN
dad-11372	241	16	based	base	VERB
dad-11372	241	17	on	on	ADP
dad-11372	241	18	the	the	DET
dad-11372	241	19	second	second	NOUN
dad-11372	241	20	.	.	PUNCT
dad-11372	242	1	as	as	ADP
dad-11372	242	2	a	a	DET
dad-11372	242	3	result	result	NOUN
dad-11372	242	4	,	,	PUNCT
dad-11372	242	5	the	the	DET
dad-11372	242	6	most	most	ADV
dad-11372	242	7	valid	valid	ADJ
dad-11372	242	8	cues	cue	NOUN
dad-11372	242	9	in	in	ADP
dad-11372	242	10	an	an	DET
dad-11372	242	11	edu	edu	PROPN
dad-11372	242	12	pair	pair	NOUN
dad-11372	242	13	are	be	AUX
dad-11372	242	14	darker	dark	ADJ
dad-11372	242	15	than	than	ADP
dad-11372	242	16	their	their	PRON
dad-11372	242	17	neighbors	neighbor	NOUN
dad-11372	242	18	,	,	PUNCT
dad-11372	242	19	but	but	CCONJ
dad-11372	242	20	edu	edu	PROPN
dad-11372	242	21	pairs	pair	NOUN
dad-11372	242	22	with	with	ADP
dad-11372	242	23	no	no	DET
dad-11372	242	24	good	good	ADJ
dad-11372	242	25	cues	cue	NOUN
dad-11372	242	26	are	be	AUX
dad-11372	242	27	overall	overall	ADJ
dad-11372	242	28	very	very	ADV
dad-11372	242	29	light	light	ADJ
dad-11372	242	30	,	,	PUNCT
dad-11372	242	31	whereas	whereas	SCONJ
dad-11372	242	32	pairs	pair	NOUN
dad-11372	242	33	with	with	ADP
dad-11372	242	34	many	many	ADJ
dad-11372	242	35	good	good	ADJ
dad-11372	242	36	signals	signal	NOUN
dad-11372	242	37	are	be	AUX
dad-11372	242	38	darker	dark	ADJ
dad-11372	242	39	.	.	PUNCT
dad-11372	243	1	some	some	DET
dad-11372	243	2	examples	example	NOUN
dad-11372	243	3	of	of	ADP
dad-11372	243	4	this	this	DET
dad-11372	243	5	visualization	visualization	NOUN
dad-11372	243	6	are	be	AUX
dad-11372	243	7	given	give	VERB
dad-11372	243	8	in	in	ADP
dad-11372	243	9	(	(	PUNCT
dad-11372	243	10	10)-(12	10)-(12	NUM
dad-11372	243	11	)	)	PUNCT
dad-11372	243	12	(	(	PUNCT
dad-11372	243	13	human	human	ADJ
dad-11372	243	14	annotated	annotate	VERB
dad-11372	243	15	endocentric	endocentric	ADJ
dad-11372	243	16	signal	signal	PROPN
dad-11372	243	17	tokens	token	NOUN
dad-11372	243	18	are	be	AUX
dad-11372	243	19	marked	mark	VERB
dad-11372	243	20	by	by	ADP
dad-11372	243	21	double	double	ADJ
dad-11372	243	22	underlines	underline	NOUN
dad-11372	243	23	)	)	PUNCT
dad-11372	243	24	.	.	PUNCT
dad-11372	244	1	(	(	PUNCT
dad-11372	244	2	10	10	NUM
dad-11372	244	3	)	)	PUNCT
dad-11372	244	4	to	to	PART
dad-11372	244	5	provide	provide	VERB
dad-11372	244	6	information	information	NOUN
dad-11372	244	7	on	on	ADP
dad-11372	244	8	the	the	DET
dad-11372	244	9	analytical	analytical	ADJ
dad-11372	244	10	sample	sample	NOUN
dad-11372	244	11	as	as	ADP
dad-11372	244	12	a	a	DET
dad-11372	244	13	whole	whole	ADJ
dad-11372	244	14	,	,	PUNCT
dad-11372	244	15	gold	gold	NOUN
dad-11372	244	16	:	:	PUNCT
dad-11372	244	17	purpose−−−−−−−−→	purpose−−−−−−−−→	NOUN
dad-11372	244	18	pred	pre	VERB
dad-11372	244	19	:	:	PUNCT
dad-11372	244	20	preparation	preparation	NOUN
dad-11372	244	21	two	two	NUM
dad-11372	244	22	additional	additional	ADJ
dad-11372	244	23	demographic	demographic	ADJ
dad-11372	244	24	variables	variable	NOUN
dad-11372	244	25	are	be	AUX
dad-11372	244	26	included	include	VERB
dad-11372	244	27	.	.	PUNCT
dad-11372	245	1	(	(	PUNCT
dad-11372	245	2	11	11	X
dad-11372	245	3	)	)	PUNCT
dad-11372	245	4	telling	tell	VERB
dad-11372	245	5	good	good	ADJ
dad-11372	245	6	jokes	joke	NOUN
dad-11372	245	7	is	be	AUX
dad-11372	245	8	an	an	DET
dad-11372	245	9	art	art	NOUN
dad-11372	245	10	that	that	PRON
dad-11372	245	11	comes	come	VERB
dad-11372	245	12	naturally	naturally	ADV
dad-11372	245	13	to	to	ADP
dad-11372	245	14	some	some	DET
dad-11372	245	15	people	people	NOUN
dad-11372	245	16	,	,	PUNCT
dad-11372	245	17	gold	gold	NOUN
dad-11372	245	18	:	:	PUNCT
dad-11372	245	19	contrast←−−−−−−−	contrast←−−−−−−−	ADJ
dad-11372	245	20	pred	pre	VERB
dad-11372	245	21	:	:	PUNCT
dad-11372	245	22	contrast	contrast	NOUN
dad-11372	245	23	but	but	CCONJ
dad-11372	245	24	for	for	ADP
dad-11372	245	25	others	other	NOUN
dad-11372	245	26	it	it	PRON
dad-11372	245	27	takes	take	VERB
dad-11372	245	28	practice	practice	NOUN
dad-11372	245	29	and	and	CCONJ
dad-11372	245	30	hard	hard	ADJ
dad-11372	245	31	work	work	NOUN
dad-11372	245	32	.	.	PUNCT
dad-11372	246	1	(	(	PUNCT
dad-11372	246	2	12	12	NUM
dad-11372	246	3	)	)	PUNCT
dad-11372	246	4	it	it	PRON
dad-11372	246	5	is	be	AUX
dad-11372	246	6	possible	possible	ADJ
dad-11372	246	7	that	that	SCONJ
dad-11372	246	8	these	these	DET
dad-11372	246	9	two	two	NUM
dad-11372	246	10	children	child	NOUN
dad-11372	246	11	understood	understand	VERB
dad-11372	246	12	the	the	DET
dad-11372	246	13	task	task	NOUN
dad-11372	246	14	and	and	CCONJ
dad-11372	246	15	really	really	ADV
dad-11372	246	16	did	do	AUX
dad-11372	246	17	believe	believe	VERB
dad-11372	246	18	that	that	SCONJ
dad-11372	246	19	the	the	DET
dad-11372	246	20	puppet	puppet	NOUN
dad-11372	246	21	did	do	AUX
dad-11372	246	22	not	not	PART
dad-11372	246	23	produce	produce	VERB
dad-11372	246	24	any	any	DET
dad-11372	246	25	poor	poor	ADJ
dad-11372	246	26	descriptions	description	NOUN
dad-11372	246	27	,	,	PUNCT
dad-11372	246	28	and	and	CCONJ
dad-11372	246	29	in	in	ADP
dad-11372	246	30	this	this	DET
dad-11372	246	31	regard	regard	NOUN
dad-11372	246	32	,	,	PUNCT
dad-11372	246	33	are	be	AUX
dad-11372	246	34	not	not	PART
dad-11372	246	35	yet	yet	ADV
dad-11372	246	36	adult	adult	NOUN
dad-11372	246	37	-	-	PUNCT
dad-11372	246	38	like	like	NOUN
dad-11372	246	39	in	in	ADP
dad-11372	246	40	their	their	PRON
dad-11372	246	41	si	si	PROPN
dad-11372	246	42	interpretations	interpretation	NOUN
dad-11372	246	43	.	.	PUNCT
dad-11372	247	1	gold	gold	NOUN
dad-11372	247	2	:	:	PUNCT
dad-11372	247	3	evaluation←−−−−−−−−	evaluation←−−−−−−−−	PROPN
dad-11372	247	4	pred	pre	VERB
dad-11372	247	5	:	:	PUNCT
dad-11372	247	6	evaluation	evaluation	NOUN
dad-11372	247	7	this	this	PRON
dad-11372	247	8	is	be	AUX
dad-11372	247	9	unlikely	unlikely	ADJ
dad-11372	247	10	the	the	DET
dad-11372	247	11	highlighting	highlighting	NOUN
dad-11372	247	12	in	in	ADP
dad-11372	247	13	(	(	PUNCT
dad-11372	247	14	10	10	NUM
dad-11372	247	15	)	)	PUNCT
dad-11372	247	16	illustrates	illustrate	VERB
dad-11372	247	17	the	the	DET
dad-11372	247	18	benefits	benefit	NOUN
dad-11372	247	19	of	of	ADP
dad-11372	247	20	the	the	DET
dad-11372	247	21	masking	masking	NOUN
dad-11372	247	22	based	base	VERB
dad-11372	247	23	evaluation	evaluation	NOUN
dad-11372	247	24	compared	compare	VERB
dad-11372	247	25	to	to	ADP
dad-11372	247	26	(	(	PUNCT
dad-11372	247	27	8)	8)	NUM
dad-11372	247	28	:	:	PUNCT
dad-11372	247	29	the	the	DET
dad-11372	247	30	token	token	NOUN
dad-11372	247	31	to	to	PART
dad-11372	247	32	is	be	AUX
dad-11372	247	33	now	now	ADV
dad-11372	247	34	clearly	clearly	ADV
dad-11372	247	35	the	the	DET
dad-11372	247	36	strongest	strong	ADJ
dad-11372	247	37	signal	signal	NOUN
dad-11372	247	38	,	,	PUNCT
dad-11372	247	39	and	and	CCONJ
dad-11372	247	40	the	the	DET
dad-11372	247	41	verb	verb	NOUN
dad-11372	247	42	is	be	AUX
dad-11372	247	43	taken	take	VERB
dad-11372	247	44	to	to	PART
dad-11372	247	45	be	be	AUX
dad-11372	247	46	less	less	ADV
dad-11372	247	47	important	important	ADJ
dad-11372	247	48	,	,	PUNCT
dad-11372	247	49	followed	follow	VERB
dad-11372	247	50	by	by	ADP
dad-11372	247	51	the	the	DET
dad-11372	247	52	even	even	ADV
dad-11372	247	53	less	less	ADV
dad-11372	247	54	important	important	ADJ
dad-11372	247	55	object	object	NOUN
dad-11372	247	56	of	of	ADP
dad-11372	247	57	the	the	DET
dad-11372	247	58	verb	verb	NOUN
dad-11372	247	59	.	.	PUNCT
dad-11372	248	1	this	this	PRON
dad-11372	248	2	is	be	AUX
dad-11372	248	3	because	because	SCONJ
dad-11372	248	4	removing	remove	VERB
dad-11372	248	5	the	the	DET
dad-11372	248	6	initial	initial	NOUN
dad-11372	248	7	to	to	PART
dad-11372	248	8	hinders	hinders	VERB
dad-11372	248	9	classification	classification	NOUN
dad-11372	248	10	much	much	ADV
dad-11372	248	11	more	more	ADJ
dad-11372	248	12	than	than	ADP
dad-11372	248	13	the	the	DET
dad-11372	248	14	removal	removal	NOUN
dad-11372	248	15	of	of	ADP
dad-11372	248	16	the	the	DET
dad-11372	248	17	verb	verb	NOUN
dad-11372	248	18	or	or	CCONJ
dad-11372	248	19	noun	noun	NOUN
dad-11372	248	20	.	.	PUNCT
dad-11372	249	1	we	we	PRON
dad-11372	249	2	note	note	VERB
dad-11372	249	3	also	also	ADV
dad-11372	249	4	that	that	SCONJ
dad-11372	249	5	although	although	SCONJ
dad-11372	249	6	the	the	DET
dad-11372	249	7	model	model	NOUN
dad-11372	249	8	in	in	ADP
dad-11372	249	9	fact	fact	NOUN
dad-11372	249	10	misclassified	misclassifie	VERB
dad-11372	249	11	this	this	DET
dad-11372	249	12	example	example	NOUN
dad-11372	249	13	as	as	ADP
dad-11372	249	14	preparation	preparation	NOUN
dad-11372	249	15	,	,	PUNCT
dad-11372	249	16	we	we	PRON
dad-11372	249	17	can	can	AUX
dad-11372	249	18	still	still	ADV
dad-11372	249	19	use	use	VERB
dad-11372	249	20	masking	mask	VERB
dad-11372	249	21	importance	importance	NOUN
dad-11372	249	22	to	to	PART
dad-11372	249	23	identify	identify	VERB
dad-11372	249	24	to	to	ADP
dad-11372	249	25	,	,	PUNCT
dad-11372	249	26	since	since	SCONJ
dad-11372	249	27	the	the	DET
dad-11372	249	28	score	score	NOUN
dad-11372	249	29	queried	query	VERB
dad-11372	249	30	from	from	ADP
dad-11372	249	31	the	the	DET
dad-11372	249	32	model	model	NOUN
dad-11372	249	33	corresponds	correspond	VERB
dad-11372	249	34	to	to	ADP
dad-11372	249	35	a	a	DET
dad-11372	249	36	relative	relative	ADJ
dad-11372	249	37	decrease	decrease	NOUN
dad-11372	249	38	in	in	ADP
dad-11372	249	39	the	the	DET
dad-11372	249	40	probability	probability	NOUN
dad-11372	249	41	of	of	ADP
dad-11372	249	42	the	the	DET
dad-11372	249	43	correct	correct	ADJ
dad-11372	249	44	relation	relation	NOUN
dad-11372	249	45	,	,	PUNCT
dad-11372	249	46	purpose	purpose	NOUN
dad-11372	249	47	,	,	PUNCT
dad-11372	249	48	even	even	ADV
dad-11372	249	49	if	if	SCONJ
dad-11372	249	50	this	this	PRON
dad-11372	249	51	was	be	AUX
dad-11372	249	52	not	not	PART
dad-11372	249	53	the	the	DET
dad-11372	249	54	highest	high	ADJ
dad-11372	249	55	scoring	scoring	NOUN
dad-11372	249	56	relation	relation	NOUN
dad-11372	249	57	overall	overall	ADJ
dad-11372	249	58	.	.	PUNCT
dad-11372	250	1	in	in	ADP
dad-11372	250	2	(	(	PUNCT
dad-11372	250	3	11	11	NUM
dad-11372	250	4	)	)	PUNCT
dad-11372	250	5	we	we	PRON
dad-11372	250	6	see	see	VERB
dad-11372	250	7	the	the	DET
dad-11372	250	8	model	model	NOUN
dad-11372	250	9	’s	’s	PART
dad-11372	250	10	ability	ability	NOUN
dad-11372	250	11	to	to	PART
dad-11372	250	12	correctly	correctly	ADV
dad-11372	250	13	predict	predict	VERB
dad-11372	250	14	contrast	contrast	NOUN
dad-11372	250	15	based	base	VERB
dad-11372	250	16	on	on	ADP
dad-11372	250	17	the	the	DET
dad-11372	250	18	dm	dm	NOUN
dad-11372	250	19	but	but	CCONJ
dad-11372	250	20	.	.	PUNCT
dad-11372	251	1	note	note	VERB
dad-11372	251	2	that	that	SCONJ
dad-11372	251	3	despite	despite	SCONJ
dad-11372	251	4	a	a	DET
dad-11372	251	5	rather	rather	ADV
dad-11372	251	6	long	long	ADJ
dad-11372	251	7	sentence	sentence	NOUN
dad-11372	251	8	,	,	PUNCT
dad-11372	251	9	the	the	DET
dad-11372	251	10	model	model	NOUN
dad-11372	251	11	does	do	AUX
dad-11372	251	12	not	not	PART
dad-11372	251	13	need	need	VERB
dad-11372	251	14	any	any	DET
dad-11372	251	15	other	other	ADJ
dad-11372	251	16	word	word	NOUN
dad-11372	251	17	nearly	nearly	ADV
dad-11372	251	18	as	as	ADV
dad-11372	251	19	much	much	ADJ
dad-11372	251	20	for	for	ADP
dad-11372	251	21	the	the	DET
dad-11372	251	22	classification	classification	NOUN
dad-11372	251	23	.	.	PUNCT
dad-11372	252	1	although	although	SCONJ
dad-11372	252	2	the	the	DET
dad-11372	252	3	model	model	NOUN
dad-11372	252	4	is	be	AUX
dad-11372	252	5	not	not	PART
dad-11372	252	6	trained	train	VERB
dad-11372	252	7	explicitly	explicitly	ADV
dad-11372	252	8	to	to	PART
dad-11372	252	9	detect	detect	VERB
dad-11372	252	10	discourse	discourse	NOUN
dad-11372	252	11	markers	marker	NOUN
dad-11372	252	12	,	,	PUNCT
dad-11372	252	13	the	the	DET
dad-11372	252	14	dm	dm	NOUN
dad-11372	252	15	can	can	AUX
dad-11372	252	16	be	be	AUX
dad-11372	252	17	recognized	recognize	VERB
dad-11372	252	18	due	due	ADP
dad-11372	252	19	to	to	ADP
dad-11372	252	20	the	the	DET
dad-11372	252	21	fact	fact	NOUN
dad-11372	252	22	that	that	SCONJ
dad-11372	252	23	masking	masking	NOUN
dad-11372	252	24	it	it	PRON
dad-11372	252	25	leads	lead	VERB
dad-11372	252	26	to	to	ADP
dad-11372	252	27	a	a	DET
dad-11372	252	28	drop	drop	NOUN
dad-11372	252	29	of	of	ADP
dad-11372	252	30	66	66	NUM
dad-11372	252	31	%	%	NOUN
dad-11372	252	32	softmax	softmax	NOUN
dad-11372	252	33	probability	probability	NOUN
dad-11372	252	34	(	(	PUNCT
dad-11372	252	35	∆s=0.66	∆s=0.66	NOUN
dad-11372	252	36	)	)	PUNCT
dad-11372	252	37	of	of	ADP
dad-11372	252	38	this	this	DET
dad-11372	252	39	pair	pair	NOUN
dad-11372	252	40	representing	represent	VERB
dad-11372	252	41	the	the	DET
dad-11372	252	42	contrast	contrast	NOUN
dad-11372	252	43	relation	relation	NOUN
dad-11372	252	44	.	.	PUNCT
dad-11372	253	1	we	we	PRON
dad-11372	253	2	can	can	AUX
dad-11372	253	3	also	also	ADV
dad-11372	253	4	note	note	VERB
dad-11372	253	5	that	that	SCONJ
dad-11372	253	6	a	a	DET
dad-11372	253	7	somewhat	somewhat	ADV
dad-11372	253	8	lower	low	ADJ
dad-11372	253	9	scoring	scoring	NOUN
dad-11372	253	10	content	content	NOUN
dad-11372	253	11	word	word	NOUN
dad-11372	253	12	is	be	AUX
dad-11372	253	13	also	also	ADV
dad-11372	253	14	marked	mark	VERB
dad-11372	253	15	:	:	PUNCT
dad-11372	253	16	hard	hard	ADJ
dad-11372	253	17	(	(	PUNCT
dad-11372	253	18	∆s=0.18	∆s=0.18	NOUN
dad-11372	253	19	)	)	PUNCT
dad-11372	253	20	.	.	PUNCT
dad-11372	254	1	in	in	ADP
dad-11372	254	2	our	our	PRON
dad-11372	254	3	gold	gold	NOUN
dad-11372	254	4	signaling	signal	VERB
dad-11372	254	5	annotations	annotation	NOUN
dad-11372	254	6	,	,	PUNCT
dad-11372	254	7	this	this	DET
dad-11372	254	8	word	word	NOUN
dad-11372	254	9	was	be	AUX
dad-11372	254	10	marked	mark	VERB
dad-11372	254	11	together	together	ADV
dad-11372	254	12	with	with	ADP
dad-11372	254	13	comes	come	VERB
dad-11372	254	14	naturally	naturally	ADV
dad-11372	254	15	as	as	ADP
dad-11372	254	16	a	a	DET
dad-11372	254	17	signal	signal	NOUN
dad-11372	254	18	,	,	PUNCT
dad-11372	254	19	due	due	ADP
dad-11372	254	20	to	to	ADP
dad-11372	254	21	the	the	DET
dad-11372	254	22	contrast	contrast	NOUN
dad-11372	254	23	between	between	ADP
dad-11372	254	24	the	the	DET
dad-11372	254	25	two	two	NUM
dad-11372	254	26	concepts	concept	NOUN
dad-11372	254	27	(	(	PUNCT
dad-11372	254	28	additionally	additionally	ADV
dad-11372	254	29	,	,	PUNCT
dad-11372	254	30	some	some	DET
dad-11372	254	31	people	people	NOUN
dad-11372	254	32	is	be	AUX
dad-11372	254	33	flagged	flag	VERB
dad-11372	254	34	as	as	ADP
dad-11372	254	35	a	a	DET
dad-11372	254	36	signal	signal	NOUN
dad-11372	254	37	along	along	ADP
dad-11372	254	38	with	with	ADP
dad-11372	254	39	others	other	NOUN
dad-11372	254	40	)	)	PUNCT
dad-11372	254	41	.	.	PUNCT
dad-11372	255	1	the	the	DET
dad-11372	255	2	fact	fact	NOUN
dad-11372	255	3	that	that	SCONJ
dad-11372	255	4	the	the	DET
dad-11372	255	5	model	model	NOUN
dad-11372	255	6	finds	find	VERB
dad-11372	255	7	hard	hard	ADJ
dad-11372	255	8	helpful	helpful	ADJ
dad-11372	255	9	,	,	PUNCT
dad-11372	255	10	but	but	CCONJ
dad-11372	255	11	does	do	AUX
dad-11372	255	12	not	not	PART
dad-11372	255	13	need	need	VERB
dad-11372	255	14	the	the	DET
dad-11372	255	15	contextual	contextual	ADJ
dad-11372	255	16	near	near	ADP
dad-11372	255	17	antonym	antonym	NOUN
dad-11372	255	18	naturally	naturally	ADV
dad-11372	255	19	,	,	PUNCT
dad-11372	255	20	suggests	suggest	VERB
dad-11372	255	21	that	that	SCONJ
dad-11372	255	22	it	it	PRON
dad-11372	255	23	is	be	AUX
dad-11372	255	24	merely	merely	ADV
dad-11372	255	25	learning	learn	VERB
dad-11372	255	26	that	that	DET
dad-11372	255	27	words	word	NOUN
dad-11372	255	28	in	in	ADP
dad-11372	255	29	the	the	DET
dad-11372	255	30	semantic	semantic	ADJ
dad-11372	255	31	space	space	NOUN
dad-11372	255	32	near	near	ADP
dad-11372	255	33	hard	hard	ADJ
dad-11372	255	34	may	may	AUX
dad-11372	255	35	indicate	indicate	VERB
dad-11372	255	36	contrast	contrast	NOUN
dad-11372	255	37	,	,	PUNCT
dad-11372	255	38	and	and	CCONJ
dad-11372	255	39	not	not	PART
dad-11372	255	40	learning	learn	VERB
dad-11372	255	41	about	about	ADP
dad-11372	255	42	the	the	DET
dad-11372	255	43	antonymous	antonymous	ADJ
dad-11372	255	44	relationship	relationship	NOUN
dad-11372	255	45	–	–	PUNCT
dad-11372	255	46	otherwise	otherwise	ADV
dad-11372	255	47	we	we	PRON
dad-11372	255	48	would	would	AUX
dad-11372	255	49	expect	expect	VERB
dad-11372	255	50	to	to	PART
dad-11372	255	51	see	see	VERB
dad-11372	255	52	‘	'	PUNCT
dad-11372	255	53	naturally	naturally	ADV
dad-11372	255	54	’	'	PUNCT
dad-11372	255	55	have	have	VERB
dad-11372	255	56	a	a	DET
dad-11372	255	57	stronger	strong	ADJ
dad-11372	255	58	score	score	NOUN
dad-11372	255	59	(	(	PUNCT
dad-11372	255	60	see	see	VERB
dad-11372	255	61	also	also	ADV
dad-11372	255	62	the	the	DET
dad-11372	255	63	discussion	discussion	NOUN
dad-11372	255	64	in	in	ADP
dad-11372	255	65	section	section	NOUN
dad-11372	255	66	6	6	NUM
dad-11372	255	67	)	)	PUNCT
dad-11372	255	68	.	.	PUNCT
dad-11372	256	1	finally	finally	ADV
dad-11372	256	2	(	(	PUNCT
dad-11372	256	3	12	12	X
dad-11372	256	4	)	)	PUNCT
dad-11372	256	5	shows	show	VERB
dad-11372	256	6	that	that	SCONJ
dad-11372	256	7	,	,	PUNCT
dad-11372	256	8	much	much	ADV
dad-11372	256	9	like	like	INTJ
dad-11372	256	10	in	in	ADP
dad-11372	256	11	the	the	DET
dad-11372	256	12	case	case	NOUN
dad-11372	256	13	of	of	ADP
dad-11372	256	14	hard	hard	ADJ
dad-11372	256	15	,	,	PUNCT
dad-11372	256	16	the	the	DET
dad-11372	256	17	model	model	NOUN
dad-11372	256	18	is	be	AUX
dad-11372	256	19	not	not	PART
dad-11372	256	20	biased	bias	VERB
dad-11372	256	21	towards	towards	ADP
dad-11372	256	22	traditional	traditional	ADJ
dad-11372	256	23	dms	dm	NOUN
dad-11372	256	24	,	,	PUNCT
dad-11372	256	25	confirming	confirm	VERB
dad-11372	256	26	that	that	SCONJ
dad-11372	256	27	it	it	PRON
dad-11372	256	28	is	be	AUX
dad-11372	256	29	capable	capable	ADJ
dad-11372	256	30	of	of	ADP
dad-11372	256	31	learning	learn	VERB
dad-11372	256	32	about	about	ADP
dad-11372	256	33	content	content	NOUN
dad-11372	256	34	words	word	NOUN
dad-11372	256	35	,	,	PUNCT
dad-11372	256	36	or	or	CCONJ
dad-11372	256	37	neighborhoods	neighborhood	NOUN
dad-11372	256	38	of	of	ADP
dad-11372	256	39	content	content	ADJ
dad-11372	256	40	words	word	NOUN
dad-11372	256	41	in	in	ADP
dad-11372	256	42	vector	vector	NOUN
dad-11372	256	43	space	space	NOUN
dad-11372	256	44	.	.	PUNCT
dad-11372	257	1	in	in	ADP
dad-11372	257	2	a	a	DET
dad-11372	257	3	long	long	ADJ
dad-11372	257	4	edu	edu	NOUN
dad-11372	257	5	pair	pair	NOUN
dad-11372	257	6	of	of	ADP
dad-11372	257	7	41	41	NUM
dad-11372	257	8	words	word	NOUN
dad-11372	257	9	,	,	PUNCT
dad-11372	257	10	the	the	DET
dad-11372	257	11	model	model	NOUN
dad-11372	257	12	relies	rely	VERB
dad-11372	257	13	almost	almost	ADV
dad-11372	257	14	exclusively	exclusively	ADV
dad-11372	257	15	on	on	ADP
dad-11372	257	16	the	the	DET
dad-11372	257	17	18	18	NUM
dad-11372	257	18	a	a	DET
dad-11372	257	19	neural	neural	ADJ
dad-11372	257	20	approach	approach	NOUN
dad-11372	257	21	to	to	ADP
dad-11372	257	22	discourse	discourse	NOUN
dad-11372	257	23	relation	relation	NOUN
dad-11372	257	24	signal	signal	NOUN
dad-11372	257	25	detection	detection	NOUN
dad-11372	257	26	word	word	NOUN
dad-11372	257	27	unlikely	unlikely	ADJ
dad-11372	257	28	(	(	PUNCT
dad-11372	257	29	∆s=0.36	∆s=0.36	NOUN
dad-11372	257	30	)	)	PUNCT
dad-11372	257	31	to	to	PART
dad-11372	257	32	correctly	correctly	ADV
dad-11372	257	33	label	label	VERB
dad-11372	257	34	the	the	DET
dad-11372	257	35	relation	relation	NOUN
dad-11372	257	36	as	as	ADP
dad-11372	257	37	evaluation	evaluation	NOUN
dad-11372	257	38	.	.	PUNCT
dad-11372	258	1	by	by	ADP
dad-11372	258	2	contrast	contrast	NOUN
dad-11372	258	3	,	,	PUNCT
dad-11372	258	4	the	the	DET
dad-11372	258	5	anaphoric	anaphoric	ADJ
dad-11372	258	6	demonstrative	demonstrative	NOUN
dad-11372	258	7	‘	'	PUNCT
dad-11372	258	8	this	this	PRON
dad-11372	258	9	’	'	PUNCT
dad-11372	258	10	flagged	flag	VERB
dad-11372	258	11	by	by	ADP
dad-11372	258	12	the	the	DET
dad-11372	258	13	human	human	ADJ
dad-11372	258	14	annotator	annotator	NOUN
dad-11372	258	15	,	,	PUNCT
dad-11372	258	16	which	which	PRON
dad-11372	258	17	is	be	AUX
dad-11372	258	18	a	a	DET
dad-11372	258	19	more	more	ADV
dad-11372	258	20	common	common	ADJ
dad-11372	258	21	function	function	NOUN
dad-11372	258	22	word	word	NOUN
dad-11372	258	23	,	,	PUNCT
dad-11372	258	24	is	be	AUX
dad-11372	258	25	disregarded	disregarded	ADJ
dad-11372	258	26	,	,	PUNCT
dad-11372	258	27	perhaps	perhaps	ADV
dad-11372	258	28	because	because	SCONJ
dad-11372	258	29	it	it	PRON
dad-11372	258	30	can	can	AUX
dad-11372	258	31	appear	appear	VERB
dad-11372	258	32	with	with	ADP
dad-11372	258	33	several	several	ADJ
dad-11372	258	34	other	other	ADJ
dad-11372	258	35	relations	relation	NOUN
dad-11372	258	36	,	,	PUNCT
dad-11372	258	37	and	and	CCONJ
dad-11372	258	38	is	be	AUX
dad-11372	258	39	not	not	PART
dad-11372	258	40	particularly	particularly	ADV
dad-11372	258	41	exclusive	exclusive	ADJ
dad-11372	258	42	to	to	ADP
dad-11372	258	43	evaluation	evaluation	NOUN
dad-11372	258	44	.	.	PUNCT
dad-11372	259	1	these	these	DET
dad-11372	259	2	results	result	NOUN
dad-11372	259	3	suggest	suggest	VERB
dad-11372	259	4	that	that	SCONJ
dad-11372	259	5	the	the	DET
dad-11372	259	6	model	model	NOUN
dad-11372	259	7	may	may	AUX
dad-11372	259	8	be	be	AUX
dad-11372	259	9	capable	capable	ADJ
dad-11372	259	10	of	of	ADP
dad-11372	259	11	recognizing	recognize	VERB
dad-11372	259	12	signals	signal	NOUN
dad-11372	259	13	through	through	ADP
dad-11372	259	14	distant	distant	ADJ
dad-11372	259	15	supervision	supervision	NOUN
dad-11372	259	16	,	,	PUNCT
dad-11372	259	17	allowing	allow	VERB
dad-11372	259	18	it	it	PRON
dad-11372	259	19	to	to	PART
dad-11372	259	20	validate	validate	VERB
dad-11372	259	21	human	human	ADJ
dad-11372	259	22	annotations	annotation	NOUN
dad-11372	259	23	,	,	PUNCT
dad-11372	259	24	to	to	PART
dad-11372	259	25	potentially	potentially	ADV
dad-11372	259	26	point	point	VERB
dad-11372	259	27	out	out	ADP
dad-11372	259	28	signals	signal	NOUN
dad-11372	259	29	that	that	PRON
dad-11372	259	30	may	may	AUX
dad-11372	259	31	be	be	AUX
dad-11372	259	32	missed	miss	VERB
dad-11372	259	33	by	by	ADP
dad-11372	259	34	annotators	annotator	NOUN
dad-11372	259	35	,	,	PUNCT
dad-11372	259	36	and	and	CCONJ
dad-11372	259	37	most	most	ADV
dad-11372	259	38	importantly	importantly	ADV
dad-11372	259	39	,	,	PUNCT
dad-11372	259	40	to	to	PART
dad-11372	259	41	quantify	quantify	VERB
dad-11372	259	42	signaling	signal	VERB
dad-11372	259	43	strength	strength	NOUN
dad-11372	259	44	on	on	ADP
dad-11372	259	45	a	a	DET
dad-11372	259	46	sliding	slide	VERB
dad-11372	259	47	scale	scale	NOUN
dad-11372	259	48	.	.	PUNCT
dad-11372	260	1	at	at	ADP
dad-11372	260	2	the	the	DET
dad-11372	260	3	same	same	ADJ
dad-11372	260	4	time	time	NOUN
dad-11372	260	5	,	,	PUNCT
dad-11372	260	6	we	we	PRON
dad-11372	260	7	need	need	VERB
dad-11372	260	8	a	a	DET
dad-11372	260	9	way	way	NOUN
dad-11372	260	10	to	to	PART
dad-11372	260	11	evaluate	evaluate	VERB
dad-11372	260	12	the	the	DET
dad-11372	260	13	model	model	NOUN
dad-11372	260	14	’s	’s	PART
dad-11372	260	15	quality	quality	NOUN
dad-11372	260	16	and	and	CCONJ
dad-11372	260	17	assess	assess	VERB
dad-11372	260	18	the	the	DET
dad-11372	260	19	kinds	kind	NOUN
dad-11372	260	20	of	of	ADP
dad-11372	260	21	errors	error	NOUN
dad-11372	260	22	it	it	PRON
dad-11372	260	23	makes	make	VERB
dad-11372	260	24	,	,	PUNCT
dad-11372	260	25	as	as	ADV
dad-11372	260	26	well	well	ADV
dad-11372	260	27	as	as	ADP
dad-11372	260	28	what	what	PRON
dad-11372	260	29	we	we	PRON
dad-11372	260	30	can	can	AUX
dad-11372	260	31	learn	learn	VERB
dad-11372	260	32	from	from	ADP
dad-11372	260	33	them	they	PRON
dad-11372	260	34	.	.	PUNCT
dad-11372	261	1	we	we	PRON
dad-11372	261	2	therefore	therefore	ADV
dad-11372	261	3	move	move	VERB
dad-11372	261	4	on	on	ADP
dad-11372	261	5	to	to	ADP
dad-11372	261	6	evaluating	evaluate	VERB
dad-11372	261	7	the	the	DET
dad-11372	261	8	model	model	NOUN
dad-11372	261	9	and	and	CCONJ
dad-11372	261	10	its	its	PRON
dad-11372	261	11	errors	error	NOUN
dad-11372	261	12	next	next	ADV
dad-11372	261	13	.	.	PUNCT
dad-11372	262	1	5	5	X
dad-11372	262	2	.	.	X
dad-11372	262	3	evaluation	evaluation	NOUN
dad-11372	262	4	and	and	CCONJ
dad-11372	262	5	error	error	NOUN
dad-11372	262	6	analysis	analysis	NOUN
dad-11372	262	7	evaluation	evaluation	NOUN
dad-11372	262	8	metric	metric	ADJ
dad-11372	262	9	to	to	PART
dad-11372	262	10	evaluate	evaluate	VERB
dad-11372	262	11	the	the	DET
dad-11372	262	12	neural	neural	ADJ
dad-11372	262	13	model	model	NOUN
dad-11372	262	14	,	,	PUNCT
dad-11372	262	15	we	we	PRON
dad-11372	262	16	would	would	AUX
dad-11372	262	17	like	like	VERB
dad-11372	262	18	to	to	PART
dad-11372	262	19	know	know	VERB
dad-11372	262	20	how	how	SCONJ
dad-11372	262	21	well	well	ADV
dad-11372	262	22	∆s	∆s	NOUN
dad-11372	262	23	corresponds	correspond	VERB
dad-11372	262	24	to	to	ADP
dad-11372	262	25	annotators	annotator	NOUN
dad-11372	262	26	’	'	PUNCT
dad-11372	262	27	gold	gold	NOUN
dad-11372	262	28	standard	standard	ADJ
dad-11372	262	29	labels	label	NOUN
dad-11372	262	30	.	.	PUNCT
dad-11372	263	1	this	this	PRON
dad-11372	263	2	leads	lead	VERB
dad-11372	263	3	to	to	ADP
dad-11372	263	4	two	two	NUM
dad-11372	263	5	kinds	kind	NOUN
dad-11372	263	6	of	of	ADP
dad-11372	263	7	problems	problem	NOUN
dad-11372	263	8	:	:	PUNCT
dad-11372	263	9	the	the	DET
dad-11372	263	10	first	first	ADJ
dad-11372	263	11	is	be	AUX
dad-11372	263	12	that	that	SCONJ
dad-11372	263	13	the	the	DET
dad-11372	263	14	model	model	NOUN
dad-11372	263	15	is	be	AUX
dad-11372	263	16	distantly	distantly	ADV
dad-11372	263	17	supervised	supervise	VERB
dad-11372	263	18	,	,	PUNCT
dad-11372	263	19	and	and	CCONJ
dad-11372	263	20	therefore	therefore	ADV
dad-11372	263	21	does	do	AUX
dad-11372	263	22	not	not	PART
dad-11372	263	23	know	know	VERB
dad-11372	263	24	about	about	ADP
dad-11372	263	25	signal	signal	ADJ
dad-11372	263	26	types	type	NOUN
dad-11372	263	27	,	,	PUNCT
dad-11372	263	28	subtypes	subtype	NOUN
dad-11372	263	29	,	,	PUNCT
dad-11372	263	30	or	or	CCONJ
dad-11372	263	31	any	any	DET
dad-11372	263	32	aspect	aspect	NOUN
dad-11372	263	33	of	of	ADP
dad-11372	263	34	signaling	signal	VERB
dad-11372	263	35	annotation	annotation	NOUN
dad-11372	263	36	and	and	CCONJ
dad-11372	263	37	its	its	PRON
dad-11372	263	38	relational	relational	ADJ
dad-11372	263	39	structure	structure	NOUN
dad-11372	263	40	.	.	PUNCT
dad-11372	264	1	the	the	DET
dad-11372	264	2	second	second	ADJ
dad-11372	264	3	problem	problem	NOUN
dad-11372	264	4	is	be	AUX
dad-11372	264	5	that	that	SCONJ
dad-11372	264	6	signaling	signal	VERB
dad-11372	264	7	annotations	annotation	NOUN
dad-11372	264	8	are	be	AUX
dad-11372	264	9	categorical	categorical	ADJ
dad-11372	264	10	,	,	PUNCT
dad-11372	264	11	and	and	CCONJ
dad-11372	264	12	do	do	AUX
dad-11372	264	13	not	not	PART
dad-11372	264	14	correspond	correspond	VERB
dad-11372	264	15	to	to	ADP
dad-11372	264	16	the	the	DET
dad-11372	264	17	ratio	ratio	NOUN
dad-11372	264	18	-	-	PUNCT
dad-11372	264	19	scaled	scale	VERB
dad-11372	264	20	predictions	prediction	NOUN
dad-11372	264	21	provided	provide	VERB
dad-11372	264	22	by	by	ADP
dad-11372	264	23	∆s	∆s	PROPN
dad-11372	264	24	(	(	PUNCT
dad-11372	264	25	this	this	PRON
dad-11372	264	26	is	be	AUX
dad-11372	264	27	in	in	ADP
dad-11372	264	28	fact	fact	NOUN
dad-11372	264	29	one	one	NUM
dad-11372	264	30	of	of	ADP
dad-11372	264	31	the	the	DET
dad-11372	264	32	motivations	motivation	NOUN
dad-11372	264	33	for	for	ADP
dad-11372	264	34	desiring	desire	VERB
dad-11372	264	35	a	a	DET
dad-11372	264	36	model	model	NOUN
dad-11372	264	37	-	-	PUNCT
dad-11372	264	38	based	base	VERB
dad-11372	264	39	estimate	estimate	NOUN
dad-11372	264	40	of	of	ADP
dad-11372	264	41	signaling	signal	VERB
dad-11372	264	42	strength	strength	NOUN
dad-11372	264	43	)	)	PUNCT
dad-11372	264	44	.	.	PUNCT
dad-11372	265	1	the	the	DET
dad-11372	265	2	first	first	ADJ
dad-11372	265	3	issue	issue	NOUN
dad-11372	265	4	means	mean	VERB
dad-11372	265	5	that	that	SCONJ
dad-11372	265	6	we	we	PRON
dad-11372	265	7	can	can	AUX
dad-11372	265	8	only	only	ADV
dad-11372	265	9	examine	examine	VERB
dad-11372	265	10	the	the	DET
dad-11372	265	11	model	model	NOUN
dad-11372	265	12	’s	’s	PART
dad-11372	265	13	ability	ability	NOUN
dad-11372	265	14	to	to	PART
dad-11372	265	15	locate	locate	VERB
dad-11372	265	16	signals	signal	NOUN
dad-11372	265	17	–	–	PUNCT
dad-11372	265	18	not	not	PART
dad-11372	265	19	to	to	PART
dad-11372	265	20	classify	classify	VERB
dad-11372	265	21	them	they	PRON
dad-11372	265	22	.	.	PUNCT
dad-11372	266	1	although	although	SCONJ
dad-11372	266	2	there	there	PRON
dad-11372	266	3	may	may	AUX
dad-11372	266	4	be	be	AUX
dad-11372	266	5	some	some	DET
dad-11372	266	6	conceivable	conceivable	ADJ
dad-11372	266	7	ways	way	NOUN
dad-11372	266	8	of	of	ADP
dad-11372	266	9	analyzing	analyze	VERB
dad-11372	266	10	model	model	NOUN
dad-11372	266	11	output	output	NOUN
dad-11372	266	12	to	to	PART
dad-11372	266	13	identify	identify	VERB
dad-11372	266	14	classes	class	NOUN
dad-11372	266	15	such	such	ADJ
dad-11372	266	16	as	as	ADP
dad-11372	266	17	dms	dms	NOUN
dad-11372	266	18	(	(	PUNCT
dad-11372	266	19	which	which	PRON
dad-11372	266	20	are	be	AUX
dad-11372	266	21	highly	highly	ADV
dad-11372	266	22	lexicalized	lexicalize	VERB
dad-11372	266	23	,	,	PUNCT
dad-11372	266	24	rather	rather	ADV
dad-11372	266	25	than	than	ADP
dad-11372	266	26	representing	represent	VERB
dad-11372	266	27	broad	broad	ADJ
dad-11372	266	28	regions	region	NOUN
dad-11372	266	29	of	of	ADP
dad-11372	266	30	vector	vector	NOUN
dad-11372	266	31	space	space	NOUN
dad-11372	266	32	,	,	PUNCT
dad-11372	266	33	as	as	ADP
dad-11372	266	34	words	word	NOUN
dad-11372	266	35	such	such	ADJ
dad-11372	266	36	as	as	ADP
dad-11372	266	37	unlikely	unlikely	ADJ
dad-11372	266	38	might	might	NOUN
dad-11372	266	39	)	)	PUNCT
dad-11372	266	40	,	,	PUNCT
dad-11372	266	41	or	or	CCONJ
dad-11372	266	42	more	more	ADV
dad-11372	266	43	contextual	contextual	ADJ
dad-11372	266	44	relational	relational	ADJ
dad-11372	266	45	signals	signal	NOUN
dad-11372	266	46	,	,	PUNCT
dad-11372	266	47	such	such	ADJ
dad-11372	266	48	as	as	ADP
dad-11372	266	49	pronouns	pronoun	NOUN
dad-11372	266	50	,	,	PUNCT
dad-11372	266	51	this	this	DET
dad-11372	266	52	line	line	NOUN
dad-11372	266	53	of	of	ADP
dad-11372	266	54	investigation	investigation	NOUN
dad-11372	266	55	is	be	AUX
dad-11372	266	56	beyond	beyond	ADP
dad-11372	266	57	the	the	DET
dad-11372	266	58	scope	scope	NOUN
dad-11372	266	59	of	of	ADP
dad-11372	266	60	the	the	DET
dad-11372	266	61	present	present	ADJ
dad-11372	266	62	paper	paper	NOUN
dad-11372	266	63	.	.	PUNCT
dad-11372	267	1	a	a	DET
dad-11372	267	2	naive	naive	ADJ
dad-11372	267	3	solution	solution	NOUN
dad-11372	267	4	to	to	ADP
dad-11372	267	5	the	the	DET
dad-11372	267	6	second	second	ADJ
dad-11372	267	7	problem	problem	NOUN
dad-11372	267	8	might	might	AUX
dad-11372	267	9	be	be	AUX
dad-11372	267	10	to	to	PART
dad-11372	267	11	identify	identify	VERB
dad-11372	267	12	a	a	DET
dad-11372	267	13	cutoff	cutoff	NOUN
dad-11372	267	14	point	point	NOUN
dad-11372	267	15	,	,	PUNCT
dad-11372	267	16	e.g.	e.g.	ADV
dad-11372	267	17	deciding	decide	VERB
dad-11372	267	18	that	that	SCONJ
dad-11372	267	19	all	all	PRON
dad-11372	267	20	and	and	CCONJ
dad-11372	267	21	only	only	ADJ
dad-11372	267	22	words	word	NOUN
dad-11372	267	23	scoring	score	VERB
dad-11372	267	24	∆s	∆s	PROPN
dad-11372	267	25	>	>	X
dad-11372	267	26	0.15	0.15	NUM
dad-11372	267	27	are	be	AUX
dad-11372	267	28	predicted	predict	VERB
dad-11372	267	29	to	to	PART
dad-11372	267	30	be	be	AUX
dad-11372	267	31	signals	signal	NOUN
dad-11372	267	32	.	.	PUNCT
dad-11372	268	1	the	the	DET
dad-11372	268	2	problem	problem	NOUN
dad-11372	268	3	with	with	ADP
dad-11372	268	4	the	the	DET
dad-11372	268	5	latter	latter	ADJ
dad-11372	268	6	approach	approach	NOUN
dad-11372	268	7	is	be	AUX
dad-11372	268	8	that	that	SCONJ
dad-11372	268	9	sentences	sentence	NOUN
dad-11372	268	10	can	can	AUX
dad-11372	268	11	be	be	AUX
dad-11372	268	12	very	very	ADV
dad-11372	268	13	different	different	ADJ
dad-11372	268	14	in	in	ADP
dad-11372	268	15	many	many	ADJ
dad-11372	268	16	ways	way	NOUN
dad-11372	268	17	,	,	PUNCT
dad-11372	268	18	and	and	CCONJ
dad-11372	268	19	specifically	specifically	ADV
dad-11372	268	20	in	in	ADP
dad-11372	268	21	both	both	DET
dad-11372	268	22	length	length	NOUN
dad-11372	268	23	and	and	CCONJ
dad-11372	268	24	in	in	ADP
dad-11372	268	25	levels	level	NOUN
dad-11372	268	26	of	of	ADP
dad-11372	268	27	ambiguity	ambiguity	NOUN
dad-11372	268	28	.	.	PUNCT
dad-11372	269	1	sentences	sentence	NOUN
dad-11372	269	2	with	with	ADP
dad-11372	269	3	multiple	multiple	ADJ
dad-11372	269	4	,	,	PUNCT
dad-11372	269	5	mutually	mutually	ADV
dad-11372	269	6	redundant	redundant	ADJ
dad-11372	269	7	cues	cue	NOUN
dad-11372	269	8	,	,	PUNCT
dad-11372	269	9	may	may	AUX
dad-11372	269	10	produce	produce	VERB
dad-11372	269	11	lower	low	ADJ
dad-11372	269	12	∆s	∆s	NOUN
dad-11372	269	13	scores	score	NOUN
dad-11372	269	14	compared	compare	VERB
dad-11372	269	15	to	to	ADP
dad-11372	269	16	shorter	short	ADJ
dad-11372	269	17	sentences	sentence	NOUN
dad-11372	269	18	with	with	ADP
dad-11372	269	19	a	a	DET
dad-11372	269	20	subset	subset	NOUN
dad-11372	269	21	of	of	ADP
dad-11372	269	22	the	the	DET
dad-11372	269	23	same	same	ADJ
dad-11372	269	24	cues	cue	NOUN
dad-11372	269	25	.	.	PUNCT
dad-11372	270	1	conversely	conversely	ADV
dad-11372	270	2	,	,	PUNCT
dad-11372	270	3	in	in	ADP
dad-11372	270	4	very	very	ADV
dad-11372	270	5	short	short	ADJ
dad-11372	270	6	sentences	sentence	NOUN
dad-11372	270	7	with	with	ADP
dad-11372	270	8	low	low	ADJ
dad-11372	270	9	signal	signal	NOUN
dad-11372	270	10	strength	strength	NOUN
dad-11372	270	11	,	,	PUNCT
dad-11372	270	12	the	the	DET
dad-11372	270	13	model	model	NOUN
dad-11372	270	14	may	may	AUX
dad-11372	270	15	reasonably	reasonably	ADV
dad-11372	270	16	be	be	AUX
dad-11372	270	17	expected	expect	VERB
dad-11372	270	18	to	to	PART
dad-11372	270	19	degrade	degrade	VERB
dad-11372	270	20	very	very	ADV
dad-11372	270	21	badly	badly	ADV
dad-11372	270	22	with	with	ADP
dad-11372	270	23	the	the	DET
dad-11372	270	24	deletion	deletion	NOUN
dad-11372	270	25	of	of	ADP
dad-11372	270	26	almost	almost	ADV
dad-11372	270	27	any	any	PRON
dad-11372	270	28	word	word	NOUN
dad-11372	270	29	,	,	PUNCT
dad-11372	270	30	as	as	SCONJ
dad-11372	270	31	the	the	DET
dad-11372	270	32	context	context	NOUN
dad-11372	270	33	becomes	become	VERB
dad-11372	270	34	increasingly	increasingly	ADV
dad-11372	270	35	incomprehensible	incomprehensible	ADJ
dad-11372	270	36	.	.	PUNCT
dad-11372	271	1	for	for	ADP
dad-11372	271	2	these	these	DET
dad-11372	271	3	reasons	reason	NOUN
dad-11372	271	4	,	,	PUNCT
dad-11372	271	5	we	we	PRON
dad-11372	271	6	choose	choose	VERB
dad-11372	271	7	to	to	PART
dad-11372	271	8	adopt	adopt	VERB
dad-11372	271	9	an	an	DET
dad-11372	271	10	evaluation	evaluation	NOUN
dad-11372	271	11	metric	metric	NOUN
dad-11372	271	12	from	from	ADP
dad-11372	271	13	the	the	DET
dad-11372	271	14	paradigm	paradigm	NOUN
dad-11372	271	15	of	of	ADP
dad-11372	271	16	information	information	NOUN
dad-11372	271	17	retrieval	retrieval	NOUN
dad-11372	271	18	,	,	PUNCT
dad-11372	271	19	and	and	CCONJ
dad-11372	271	20	focus	focus	VERB
dad-11372	271	21	on	on	ADP
dad-11372	271	22	recall@k	recall@k	NOUN
dad-11372	271	23	(	(	PUNCT
dad-11372	271	24	recall	recall	VERB
dad-11372	271	25	at	at	ADP
dad-11372	271	26	rank	rank	PROPN
dad-11372	271	27	k	k	PROPN
dad-11372	271	28	,	,	PUNCT
dad-11372	271	29	for	for	ADP
dad-11372	271	30	k	k	PROPN
dad-11372	271	31	=	=	SYM
dad-11372	271	32	1	1	NUM
dad-11372	271	33	,	,	PUNCT
dad-11372	271	34	2	2	NUM
dad-11372	271	35	,	,	PUNCT
dad-11372	271	36	3	3	NUM
dad-11372	271	37	...	...	PUNCT
dad-11372	271	38	)	)	PUNCT
dad-11372	271	39	.	.	PUNCT
dad-11372	272	1	the	the	DET
dad-11372	272	2	idea	idea	NOUN
dad-11372	272	3	is	be	AUX
dad-11372	272	4	to	to	PART
dad-11372	272	5	poll	poll	VERB
dad-11372	272	6	the	the	DET
dad-11372	272	7	model	model	NOUN
dad-11372	272	8	for	for	ADP
dad-11372	272	9	each	each	DET
dad-11372	272	10	sentence	sentence	NOUN
dad-11372	272	11	in	in	ADP
dad-11372	272	12	which	which	PRON
dad-11372	272	13	some	some	DET
dad-11372	272	14	signals	signal	NOUN
dad-11372	272	15	have	have	AUX
dad-11372	272	16	been	be	AUX
dad-11372	272	17	identified	identify	VERB
dad-11372	272	18	,	,	PUNCT
dad-11372	272	19	and	and	CCONJ
dad-11372	272	20	see	see	VERB
dad-11372	272	21	whether	whether	SCONJ
dad-11372	272	22	the	the	DET
dad-11372	272	23	model	model	NOUN
dad-11372	272	24	is	be	AUX
dad-11372	272	25	able	able	ADJ
dad-11372	272	26	to	to	PART
dad-11372	272	27	find	find	VERB
dad-11372	272	28	them	they	PRON
dad-11372	272	29	if	if	SCONJ
dad-11372	272	30	we	we	PRON
dad-11372	272	31	let	let	VERB
dad-11372	272	32	it	it	PRON
dad-11372	272	33	guess	guess	VERB
dad-11372	272	34	using	use	VERB
dad-11372	272	35	the	the	DET
dad-11372	272	36	word	word	NOUN
dad-11372	272	37	with	with	ADP
dad-11372	272	38	the	the	DET
dad-11372	272	39	maximal	maximal	ADJ
dad-11372	272	40	∆s	∆s	NOUN
dad-11372	272	41	score	score	NOUN
dad-11372	272	42	(	(	PUNCT
dad-11372	272	43	recall@1	recall@1	NOUN
dad-11372	272	44	)	)	PUNCT
dad-11372	272	45	,	,	PUNCT
dad-11372	272	46	regardless	regardless	ADV
dad-11372	272	47	of	of	ADP
dad-11372	272	48	how	how	SCONJ
dad-11372	272	49	high	high	ADJ
dad-11372	272	50	that	that	DET
dad-11372	272	51	score	score	NOUN
dad-11372	272	52	is	be	AUX
dad-11372	272	53	,	,	PUNCT
dad-11372	272	54	or	or	CCONJ
dad-11372	272	55	alternatively	alternatively	ADV
dad-11372	272	56	relax	relax	VERB
dad-11372	272	57	the	the	DET
dad-11372	272	58	evaluation	evaluation	NOUN
dad-11372	272	59	criteria	criterion	NOUN
dad-11372	272	60	and	and	CCONJ
dad-11372	272	61	see	see	VERB
dad-11372	272	62	whether	whether	SCONJ
dad-11372	272	63	the	the	DET
dad-11372	272	64	human	human	PROPN
dad-11372	272	65	annotator	annotator	PROPN
dad-11372	272	66	’s	’s	PART
dad-11372	272	67	signal	signal	PROPN
dad-11372	272	68	tokens	token	NOUN
dad-11372	272	69	appear	appear	VERB
dad-11372	272	70	at	at	ADP
dad-11372	272	71	rank	rank	NOUN
dad-11372	272	72	2	2	NUM
dad-11372	272	73	or	or	CCONJ
dad-11372	272	74	3	3	NUM
dad-11372	272	75	.	.	X
dad-11372	272	76	figure	figure	NOUN
dad-11372	272	77	5	5	NUM
dad-11372	272	78	shows	show	VERB
dad-11372	272	79	numbers	number	NOUN
dad-11372	272	80	for	for	ADP
dad-11372	272	81	recall@k	recall@k	NOUN
dad-11372	272	82	for	for	ADP
dad-11372	272	83	the	the	DET
dad-11372	272	84	top	top	ADJ
dad-11372	272	85	3	3	NUM
dad-11372	272	86	ranks	rank	NOUN
dad-11372	272	87	outputted	output	VERB
dad-11372	272	88	by	by	ADP
dad-11372	272	89	the	the	DET
dad-11372	272	90	model	model	NOUN
dad-11372	272	91	,	,	PUNCT
dad-11372	272	92	next	next	ADV
dad-11372	272	93	to	to	ADP
dad-11372	272	94	random	random	ADJ
dad-11372	272	95	guess	guess	NOUN
dad-11372	272	96	baselines	baseline	NOUN
dad-11372	272	97	.	.	PUNCT
dad-11372	273	1	the	the	DET
dad-11372	273	2	left	left	ADJ
dad-11372	273	3	,	,	PUNCT
dad-11372	273	4	middle	middle	ADJ
dad-11372	273	5	and	and	CCONJ
dad-11372	273	6	right	right	ADJ
dad-11372	273	7	panels	panel	NOUN
dad-11372	273	8	in	in	ADP
dad-11372	273	9	figure	figure	NOUN
dad-11372	273	10	5	5	NUM
dad-11372	273	11	correspond	correspond	NOUN
dad-11372	273	12	to	to	ADP
dad-11372	273	13	measurements	measurement	NOUN
dad-11372	273	14	when	when	SCONJ
dad-11372	273	15	all	all	DET
dad-11372	273	16	signals	signal	NOUN
dad-11372	273	17	are	be	AUX
dad-11372	273	18	included	include	VERB
dad-11372	273	19	,	,	PUNCT
dad-11372	273	20	only	only	ADV
dad-11372	273	21	cases	case	NOUN
dad-11372	273	22	contained	contain	VERB
dad-11372	273	23	entirely	entirely	ADV
dad-11372	273	24	in	in	ADP
dad-11372	273	25	the	the	DET
dad-11372	273	26	head	head	NOUN
dad-11372	273	27	edus	edus	NOUN
dad-11372	273	28	shown	show	VERB
dad-11372	273	29	to	to	ADP
dad-11372	273	30	the	the	DET
dad-11372	273	31	model	model	NOUN
dad-11372	273	32	,	,	PUNCT
dad-11372	273	33	and	and	CCONJ
dad-11372	273	34	only	only	ADV
dad-11372	273	35	dms	dms	PROPN
dad-11372	273	36	,	,	PUNCT
dad-11372	273	37	respectively	respectively	ADV
dad-11372	273	38	.	.	PUNCT
dad-11372	274	1	the	the	DET
dad-11372	274	2	scenario	scenario	NOUN
dad-11372	274	3	on	on	ADP
dad-11372	274	4	the	the	DET
dad-11372	274	5	left	left	NOUN
dad-11372	274	6	is	be	AUX
dad-11372	274	7	rather	rather	ADV
dad-11372	274	8	unreasonable	unreasonable	ADJ
dad-11372	274	9	and	and	CCONJ
dad-11372	274	10	is	be	AUX
dad-11372	274	11	included	include	VERB
dad-11372	274	12	only	only	ADV
dad-11372	274	13	for	for	ADP
dad-11372	274	14	completeness	completeness	NOUN
dad-11372	274	15	:	:	PUNCT
dad-11372	274	16	here	here	ADV
dad-11372	274	17	the	the	DET
dad-11372	274	18	model	model	NOUN
dad-11372	274	19	is	be	AUX
dad-11372	274	20	also	also	ADV
dad-11372	274	21	penalized	penalize	VERB
dad-11372	274	22	for	for	ADP
dad-11372	274	23	not	not	PART
dad-11372	274	24	detecting	detect	VERB
dad-11372	274	25	signals	signal	NOUN
dad-11372	274	26	such	such	ADJ
dad-11372	274	27	as	as	ADP
dad-11372	274	28	lexical	lexical	ADJ
dad-11372	274	29	chains	chain	NOUN
dad-11372	274	30	,	,	PUNCT
dad-11372	274	31	part	part	NOUN
dad-11372	274	32	of	of	ADP
dad-11372	274	33	which	which	PRON
dad-11372	274	34	is	be	AUX
dad-11372	274	35	outside	outside	ADP
dad-11372	274	36	the	the	DET
dad-11372	274	37	units	unit	NOUN
dad-11372	274	38	that	that	PRON
dad-11372	274	39	the	the	DET
dad-11372	274	40	model	model	NOUN
dad-11372	274	41	is	be	AUX
dad-11372	274	42	being	be	AUX
dad-11372	274	43	shown	show	VERB
dad-11372	274	44	.	.	PUNCT
dad-11372	275	1	an	an	DET
dad-11372	275	2	example	example	NOUN
dad-11372	275	3	of	of	ADP
dad-11372	275	4	such	such	DET
dad-11372	275	5	a	a	DET
dad-11372	275	6	case	case	NOUN
dad-11372	275	7	can	can	AUX
dad-11372	275	8	be	be	AUX
dad-11372	275	9	seen	see	VERB
dad-11372	275	10	in	in	ADP
dad-11372	275	11	figure	figure	NOUN
dad-11372	275	12	6	6	NUM
dad-11372	275	13	.	.	PUNCT
dad-11372	276	1	the	the	DET
dad-11372	276	2	phrase	phrase	NOUN
dad-11372	276	3	respondents	respondent	NOUN
dad-11372	276	4	in	in	ADP
dad-11372	276	5	unit	unit	NOUN
dad-11372	277	1	[	[	X
dad-11372	277	2	23	23	NUM
dad-11372	277	3	]	]	PUNCT
dad-11372	277	4	signals	signal	VERB
dad-11372	277	5	the	the	DET
dad-11372	277	6	relation	relation	NOUN
dad-11372	277	7	elaboration	elaboration	NOUN
dad-11372	277	8	,	,	PUNCT
dad-11372	277	9	since	since	SCONJ
dad-11372	277	10	it	it	PRON
dad-11372	277	11	is	be	AUX
dad-11372	277	12	coreferential	coreferential	ADJ
dad-11372	277	13	with	with	ADP
dad-11372	277	14	a	a	DET
dad-11372	277	15	previous	previous	ADJ
dad-11372	277	16	mention	mention	NOUN
dad-11372	277	17	of	of	ADP
dad-11372	277	18	the	the	DET
dad-11372	277	19	respondents	respondent	NOUN
dad-11372	277	20	in	in	ADP
dad-11372	277	21	[	[	X
dad-11372	277	22	21	21	NUM
dad-11372	277	23	]	]	PUNCT
dad-11372	277	24	.	.	PUNCT
dad-11372	278	1	however	however	ADV
dad-11372	278	2	,	,	PUNCT
dad-11372	278	3	because	because	SCONJ
dad-11372	278	4	the	the	DET
dad-11372	278	5	model	model	NOUN
dad-11372	278	6	is	be	AUX
dad-11372	278	7	only	only	ADV
dad-11372	278	8	given	give	VERB
dad-11372	278	9	19	19	NUM
dad-11372	278	10	zeldes	zelde	NOUN
dad-11372	278	11	and	and	CCONJ
dad-11372	278	12	liu	liu	PROPN
dad-11372	278	13	.21	.21	NUM
dad-11372	278	14	.33	.33	NUM
dad-11372	278	15	.33	.33	NUM
dad-11372	278	16	.48	.48	NUM
dad-11372	278	17	.41	.41	NUM
dad-11372	278	18	.59	.59	NUM
dad-11372	278	19	.22	.22	NUM
dad-11372	278	20	.40	.40	NUM
dad-11372	278	21	.34	.34	NUM
dad-11372	278	22	.53	.53	NUM
dad-11372	278	23	.43	.43	NUM
dad-11372	278	24	.64	.64	NUM
dad-11372	278	25	.08	.08	NUM
dad-11372	278	26	.56	.56	NUM
dad-11372	278	27	.13	.13	NUM
dad-11372	278	28	.62	.62	NUM
dad-11372	278	29	.16	.16	NUM
dad-11372	278	30	.67	.67	NUM
dad-11372	278	31	all	all	PRON
dad-11372	278	32	endocentric	endocentric	ADJ
dad-11372	278	33	only	only	ADV
dad-11372	278	34	dms	dms	X
dad-11372	278	35	r@1	r@1	PROPN
dad-11372	278	36	r@2	r@2	AUX
dad-11372	278	37	r@3	r@3	PROPN
dad-11372	278	38	r@1	r@1	PROPN
dad-11372	278	39	r@2	r@2	NOUN
dad-11372	278	40	r@3	r@3	PROPN
dad-11372	278	41	r@1	r@1	PROPN
dad-11372	278	42	r@2	r@2	PROPN
dad-11372	278	43	r@3	r@3	PROPN
dad-11372	278	44	0.0	0.0	NUM
dad-11372	278	45	0.2	0.2	NUM
dad-11372	278	46	0.4	0.4	NUM
dad-11372	278	47	0.6	0.6	NUM
dad-11372	278	48	metric	metric	NOUN
dad-11372	278	49	re	re	ADP
dad-11372	278	50	ca	can	AUX
dad-11372	278	51	ll	ll	AUX
dad-11372	278	52	source	source	VERB
dad-11372	278	53	model	model	NOUN
dad-11372	278	54	random	random	ADJ
dad-11372	278	55	figure	figure	NOUN
dad-11372	278	56	5	5	NUM
dad-11372	278	57	:	:	PUNCT
dad-11372	278	58	signal	signal	NOUN
dad-11372	278	59	recall	recall	NOUN
dad-11372	278	60	with	with	ADP
dad-11372	278	61	1	1	NUM
dad-11372	278	62	,	,	PUNCT
dad-11372	278	63	2	2	NUM
dad-11372	278	64	or	or	CCONJ
dad-11372	278	65	3	3	NUM
dad-11372	278	66	guesses	guess	NOUN
dad-11372	278	67	for	for	ADP
dad-11372	278	68	the	the	DET
dad-11372	278	69	neural	neural	ADJ
dad-11372	278	70	model	model	NOUN
dad-11372	278	71	and	and	CCONJ
dad-11372	278	72	a	a	DET
dad-11372	278	73	random	random	ADJ
dad-11372	278	74	guess	guess	NOUN
dad-11372	278	75	baseline	baseline	NOUN
dad-11372	278	76	.	.	PUNCT
dad-11372	279	1	left	leave	VERB
dad-11372	279	2	:	:	PUNCT
dad-11372	279	3	all	all	DET
dad-11372	279	4	signals	signal	NOUN
dad-11372	279	5	included	include	VERB
dad-11372	279	6	;	;	PUNCT
dad-11372	279	7	middle	middle	ADJ
dad-11372	279	8	:	:	PUNCT
dad-11372	279	9	only	only	ADJ
dad-11372	279	10	endocentric	endocentric	ADJ
dad-11372	279	11	cases	case	NOUN
dad-11372	279	12	,	,	PUNCT
dad-11372	279	13	restricted	restrict	VERB
dad-11372	279	14	to	to	PART
dad-11372	279	15	head	head	VERB
dad-11372	279	16	edus	edus	NOUN
dad-11372	279	17	shown	show	VERB
dad-11372	279	18	to	to	ADP
dad-11372	279	19	the	the	DET
dad-11372	279	20	model	model	NOUN
dad-11372	279	21	;	;	PUNCT
dad-11372	279	22	right	right	ADJ
dad-11372	279	23	:	:	PUNCT
dad-11372	279	24	only	only	ADV
dad-11372	279	25	discourse	discourse	NOUN
dad-11372	279	26	markers	marker	NOUN
dad-11372	279	27	(	(	PUNCT
dad-11372	279	28	dms	dms	PROPN
dad-11372	279	29	)	)	PUNCT
dad-11372	279	30	.	.	PUNCT
dad-11372	280	1	heads	head	NOUN
dad-11372	280	2	of	of	ADP
dad-11372	280	3	edu	edu	PROPN
dad-11372	280	4	blocks	block	NOUN
dad-11372	280	5	to	to	PART
dad-11372	280	6	classify	classify	VERB
dad-11372	280	7	,	,	PUNCT
dad-11372	280	8	it	it	PRON
dad-11372	280	9	does	do	AUX
dad-11372	280	10	not	not	PART
dad-11372	280	11	have	have	VERB
dad-11372	280	12	access	access	NOUN
dad-11372	280	13	to	to	ADP
dad-11372	280	14	the	the	DET
dad-11372	280	15	first	first	ADJ
dad-11372	280	16	occurrence	occurrence	NOUN
dad-11372	280	17	of	of	ADP
dad-11372	280	18	respondents	respondent	NOUN
dad-11372	280	19	while	while	SCONJ
dad-11372	280	20	predicting	predict	VERB
dad-11372	280	21	the	the	DET
dad-11372	280	22	elaboration	elaboration	NOUN
dad-11372	280	23	relation	relation	NOUN
dad-11372	280	24	–	–	PUNCT
dad-11372	280	25	the	the	DET
dad-11372	280	26	first	first	ADJ
dad-11372	280	27	half	half	NOUN
dad-11372	280	28	of	of	ADP
dad-11372	280	29	the	the	DET
dad-11372	280	30	signal	signal	NOUN
dad-11372	280	31	token	token	VERB
dad-11372	280	32	set	set	NOUN
dad-11372	280	33	is	be	AUX
dad-11372	280	34	situated	situate	VERB
dad-11372	280	35	in	in	ADP
dad-11372	280	36	a	a	DET
dad-11372	280	37	child	child	NOUN
dad-11372	280	38	of	of	ADP
dad-11372	280	39	the	the	DET
dad-11372	280	40	nucleus	nucleus	PROPN
dad-11372	280	41	edu	edu	PROPN
dad-11372	280	42	before	before	ADP
dad-11372	280	43	the	the	DET
dad-11372	280	44	relation	relation	NOUN
dad-11372	280	45	,	,	PUNCT
dad-11372	280	46	i.e.	i.e.	X
dad-11372	280	47	it	it	PRON
dad-11372	280	48	belongs	belong	VERB
dad-11372	280	49	to	to	ADP
dad-11372	280	50	group	group	NOUN
dad-11372	280	51	iv	iv	NUM
dad-11372	280	52	in	in	ADP
dad-11372	280	53	the	the	DET
dad-11372	280	54	taxonomy	taxonomy	NOUN
dad-11372	280	55	in	in	ADP
dad-11372	280	56	table	table	NOUN
dad-11372	280	57	3	3	NUM
dad-11372	280	58	.	.	PUNCT
dad-11372	281	1	realistically	realistically	ADV
dad-11372	281	2	,	,	PUNCT
dad-11372	281	3	our	our	PRON
dad-11372	281	4	model	model	NOUN
dad-11372	281	5	can	can	AUX
dad-11372	281	6	only	only	ADV
dad-11372	281	7	be	be	AUX
dad-11372	281	8	expected	expect	VERB
dad-11372	281	9	to	to	PART
dad-11372	281	10	learn	learn	VERB
dad-11372	281	11	about	about	ADP
dad-11372	281	12	signals	signal	NOUN
dad-11372	281	13	from	from	ADP
dad-11372	281	14	‘	'	PUNCT
dad-11372	281	15	directly	directly	ADV
dad-11372	281	16	participating	participate	VERB
dad-11372	281	17	’	'	PUNCT
dad-11372	281	18	edus	edus	NOUN
dad-11372	281	19	,	,	PUNCT
dad-11372	281	20	i.e.	i.e.	X
dad-11372	281	21	groups	group	NOUN
dad-11372	281	22	i	i	PRON
dad-11372	281	23	,	,	PUNCT
dad-11372	281	24	ii	ii	PROPN
dad-11372	281	25	,	,	PUNCT
dad-11372	281	26	vi	vi	PROPN
dad-11372	281	27	and	and	CCONJ
dad-11372	281	28	vii	vii	PROPN
dad-11372	281	29	,	,	PUNCT
dad-11372	281	30	the	the	DET
dad-11372	281	31	‘	'	PUNCT
dad-11372	281	32	endocentric	endocentric	ADJ
dad-11372	281	33	’	'	PUNCT
dad-11372	281	34	signal	signal	ADJ
dad-11372	281	35	groups	group	NOUN
dad-11372	281	36	from	from	ADP
dad-11372	281	37	section	section	NOUN
dad-11372	281	38	3.2	3.2	NUM
dad-11372	281	39	.	.	PUNCT
dad-11372	282	1	although	although	SCONJ
dad-11372	282	2	most	most	ADJ
dad-11372	282	3	signals	signal	NOUN
dad-11372	282	4	belong	belong	VERB
dad-11372	282	5	to	to	ADP
dad-11372	282	6	endocentric	endocentric	ADJ
dad-11372	282	7	categories	category	NOUN
dad-11372	282	8	(	(	PUNCT
dad-11372	282	9	71.62	71.62	NUM
dad-11372	282	10	%	%	NOUN
dad-11372	282	11	of	of	ADP
dad-11372	282	12	signaled	signal	VERB
dad-11372	282	13	relations	relation	NOUN
dad-11372	282	14	belong	belong	VERB
dad-11372	282	15	to	to	ADP
dad-11372	282	16	these	these	DET
dad-11372	282	17	groups	group	NOUN
dad-11372	282	18	,	,	PUNCT
dad-11372	282	19	cf	cf	NOUN
dad-11372	282	20	.	.	PUNCT
dad-11372	282	21	table	table	NOUN
dad-11372	282	22	3	3	NUM
dad-11372	282	23	)	)	PUNCT
dad-11372	282	24	,	,	PUNCT
dad-11372	282	25	exocentric	exocentric	ADJ
dad-11372	282	26	cases	case	NOUN
dad-11372	282	27	form	form	VERB
dad-11372	282	28	a	a	DET
dad-11372	282	29	substantial	substantial	ADJ
dad-11372	282	30	portion	portion	NOUN
dad-11372	282	31	of	of	ADP
dad-11372	282	32	signals	signal	NOUN
dad-11372	282	33	which	which	PRON
dad-11372	282	34	we	we	PRON
dad-11372	282	35	have	have	VERB
dad-11372	282	36	little	little	ADJ
dad-11372	282	37	hope	hope	NOUN
dad-11372	282	38	of	of	ADP
dad-11372	282	39	capturing	capture	VERB
dad-11372	282	40	with	with	ADP
dad-11372	282	41	the	the	DET
dad-11372	282	42	architecture	architecture	NOUN
dad-11372	282	43	used	use	VERB
dad-11372	282	44	here	here	ADV
dad-11372	282	45	.	.	PUNCT
dad-11372	283	1	as	as	ADP
dad-11372	283	2	a	a	DET
dad-11372	283	3	result	result	NOUN
dad-11372	283	4	,	,	PUNCT
dad-11372	283	5	recall	recall	VERB
dad-11372	283	6	metrics	metric	NOUN
dad-11372	283	7	in	in	ADP
dad-11372	283	8	the	the	DET
dad-11372	283	9	‘	'	PUNCT
dad-11372	283	10	all	all	DET
dad-11372	283	11	signals	signal	NOUN
dad-11372	283	12	’	'	PUNCT
dad-11372	283	13	scenario	scenario	NOUN
dad-11372	283	14	are	be	AUX
dad-11372	283	15	closest	close	ADJ
dad-11372	283	16	to	to	ADP
dad-11372	283	17	the	the	DET
dad-11372	283	18	random	random	ADJ
dad-11372	283	19	baselines	baseline	NOUN
dad-11372	283	20	,	,	PUNCT
dad-11372	283	21	though	though	SCONJ
dad-11372	283	22	the	the	DET
dad-11372	283	23	signals	signal	NOUN
dad-11372	283	24	detected	detect	VERB
dad-11372	283	25	in	in	ADP
dad-11372	283	26	other	other	ADJ
dad-11372	283	27	instances	instance	NOUN
dad-11372	283	28	still	still	ADV
dad-11372	283	29	place	place	VERB
dad-11372	283	30	the	the	DET
dad-11372	283	31	model	model	NOUN
dad-11372	283	32	well	well	ADV
dad-11372	283	33	above	above	ADP
dad-11372	283	34	the	the	DET
dad-11372	283	35	baseline	baseline	NOUN
dad-11372	283	36	.	.	PUNCT
dad-11372	284	1	a	a	DET
dad-11372	284	2	more	more	ADV
dad-11372	284	3	reasonable	reasonable	ADJ
dad-11372	284	4	evaluation	evaluation	NOUN
dad-11372	284	5	is	be	AUX
dad-11372	284	6	the	the	DET
dad-11372	284	7	one	one	NUM
dad-11372	284	8	in	in	ADP
dad-11372	284	9	the	the	DET
dad-11372	284	10	middle	middle	ADJ
dad-11372	284	11	panel	panel	NOUN
dad-11372	284	12	of	of	ADP
dad-11372	284	13	figure	figure	NOUN
dad-11372	284	14	5	5	NUM
dad-11372	284	15	,	,	PUNCT
dad-11372	284	16	which	which	PRON
dad-11372	284	17	includes	include	VERB
dad-11372	284	18	only	only	ADV
dad-11372	284	19	endocentric	endocentric	ADJ
dad-11372	284	20	signals	signal	NOUN
dad-11372	284	21	as	as	SCONJ
dad-11372	284	22	defined	define	VERB
dad-11372	284	23	in	in	ADP
dad-11372	284	24	the	the	DET
dad-11372	284	25	taxonomy	taxonomy	NOUN
dad-11372	284	26	.	.	PUNCT
dad-11372	285	1	edus	edus	NOUN
dad-11372	285	2	with	with	ADP
dad-11372	285	3	no	no	DET
dad-11372	285	4	endocentric	endocentric	ADJ
dad-11372	285	5	signals	signal	NOUN
dad-11372	285	6	are	be	AUX
dad-11372	285	7	completely	completely	ADV
dad-11372	285	8	disregarded	disregarded	ADJ
dad-11372	285	9	in	in	ADP
dad-11372	285	10	this	this	DET
dad-11372	285	11	scenario	scenario	NOUN
dad-11372	285	12	,	,	PUNCT
dad-11372	285	13	which	which	PRON
dad-11372	285	14	substantially	substantially	ADV
dad-11372	285	15	reduces	reduce	VERB
dad-11372	285	16	the	the	DET
dad-11372	285	17	number	number	NOUN
dad-11372	285	18	of	of	ADP
dad-11372	285	19	tokens	token	NOUN
dad-11372	285	20	considered	consider	VERB
dad-11372	285	21	to	to	PART
dad-11372	285	22	be	be	AUX
dad-11372	285	23	signals	signal	NOUN
dad-11372	285	24	,	,	PUNCT
dad-11372	285	25	since	since	SCONJ
dad-11372	285	26	,	,	PUNCT
dad-11372	285	27	while	while	SCONJ
dad-11372	285	28	many	many	ADJ
dad-11372	285	29	tokens	token	NOUN
dad-11372	285	30	are	be	AUX
dad-11372	285	31	part	part	NOUN
dad-11372	285	32	of	of	ADP
dad-11372	285	33	some	some	DET
dad-11372	285	34	meaningful	meaningful	ADJ
dad-11372	285	35	lexical	lexical	ADJ
dad-11372	285	36	chain	chain	NOUN
dad-11372	285	37	in	in	ADP
dad-11372	285	38	the	the	DET
dad-11372	285	39	document	document	NOUN
dad-11372	285	40	,	,	PUNCT
dad-11372	285	41	requiring	require	VERB
dad-11372	285	42	signals	signal	NOUN
dad-11372	285	43	to	to	PART
dad-11372	285	44	be	be	AUX
dad-11372	285	45	contained	contain	VERB
dad-11372	285	46	only	only	ADV
dad-11372	285	47	in	in	ADP
dad-11372	285	48	the	the	DET
dad-11372	285	49	pair	pair	NOUN
dad-11372	285	50	of	of	ADP
dad-11372	285	51	head	head	NOUN
dad-11372	285	52	units	unit	NOUN
dad-11372	285	53	eliminates	eliminate	VERB
dad-11372	285	54	a	a	DET
dad-11372	285	55	wide	wide	ADJ
dad-11372	285	56	range	range	NOUN
dad-11372	285	57	of	of	ADP
dad-11372	285	58	candidates	candidate	NOUN
dad-11372	285	59	.	.	PUNCT
dad-11372	286	1	although	although	SCONJ
dad-11372	286	2	the	the	DET
dad-11372	286	3	random	random	ADJ
dad-11372	286	4	baseline	baseline	NOUN
dad-11372	286	5	is	be	AUX
dad-11372	286	6	actually	actually	ADV
dad-11372	286	7	very	very	ADV
dad-11372	286	8	slightly	slightly	ADV
dad-11372	286	9	higher	high	ADJ
dad-11372	286	10	(	(	PUNCT
dad-11372	286	11	perhaps	perhaps	ADV
dad-11372	286	12	because	because	SCONJ
dad-11372	286	13	eliminated	eliminate	VERB
dad-11372	286	14	edus	edus	NOUN
dad-11372	286	15	were	be	AUX
dad-11372	286	16	often	often	ADV
dad-11372	286	17	longer	long	ADJ
dad-11372	286	18	ones	one	NOUN
dad-11372	286	19	,	,	PUNCT
dad-11372	286	20	sharing	share	VERB
dad-11372	286	21	small	small	ADJ
dad-11372	286	22	amounts	amount	NOUN
dad-11372	286	23	of	of	ADP
dad-11372	286	24	material	material	NOUN
dad-11372	286	25	with	with	ADP
dad-11372	286	26	larger	large	ADJ
dad-11372	286	27	parts	part	NOUN
dad-11372	286	28	of	of	ADP
dad-11372	286	29	the	the	DET
dad-11372	286	30	text	text	NOUN
dad-11372	286	31	,	,	PUNCT
dad-11372	286	32	and	and	CCONJ
dad-11372	286	33	therefore	therefore	ADV
dad-11372	286	34	prone	prone	ADJ
dad-11372	286	35	to	to	ADP
dad-11372	286	36	penalizing	penalize	VERB
dad-11372	286	37	the	the	DET
dad-11372	286	38	baseline	baseline	NOUN
dad-11372	286	39	;	;	PUNCT
dad-11372	286	40	many	many	ADJ
dad-11372	286	41	words	word	NOUN
dad-11372	286	42	mean	mean	VERB
dad-11372	286	43	more	more	ADJ
dad-11372	286	44	chances	chance	NOUN
dad-11372	286	45	for	for	ADP
dad-11372	286	46	a	a	DET
dad-11372	286	47	random	random	ADJ
dad-11372	286	48	guess	guess	NOUN
dad-11372	286	49	to	to	PART
dad-11372	286	50	be	be	AUX
dad-11372	286	51	wrong	wrong	ADJ
dad-11372	286	52	)	)	PUNCT
dad-11372	286	53	,	,	PUNCT
dad-11372	286	54	model	model	NOUN
dad-11372	286	55	accuracy	accuracy	NOUN
dad-11372	286	56	is	be	AUX
dad-11372	286	57	substantially	substantially	ADV
dad-11372	286	58	better	well	ADJ
dad-11372	286	59	in	in	ADP
dad-11372	286	60	this	this	DET
dad-11372	286	61	scenario	scenario	NOUN
dad-11372	286	62	,	,	PUNCT
dad-11372	286	63	reaching	reach	VERB
dad-11372	286	64	a	a	DET
dad-11372	286	65	40	40	NUM
dad-11372	286	66	%	%	NOUN
dad-11372	286	67	chance	chance	NOUN
dad-11372	286	68	of	of	ADP
dad-11372	286	69	hitting	hit	VERB
dad-11372	286	70	a	a	DET
dad-11372	286	71	signal	signal	NOUN
dad-11372	286	72	20	20	NUM
dad-11372	286	73	a	a	DET
dad-11372	286	74	neural	neural	ADJ
dad-11372	286	75	approach	approach	NOUN
dad-11372	286	76	to	to	ADP
dad-11372	286	77	discourse	discourse	NOUN
dad-11372	286	78	relation	relation	NOUN
dad-11372	286	79	signal	signal	NOUN
dad-11372	286	80	detection	detection	NOUN
dad-11372	286	81	figure	figure	NOUN
dad-11372	286	82	6	6	NUM
dad-11372	286	83	:	:	PUNCT
dad-11372	286	84	exocentric	exocentric	NOUN
dad-11372	286	85	signal	signal	VERB
dad-11372	286	86	not	not	PART
dad-11372	286	87	detectable	detectable	ADJ
dad-11372	286	88	by	by	ADP
dad-11372	286	89	the	the	DET
dad-11372	286	90	model	model	NOUN
dad-11372	286	91	.	.	PUNCT
dad-11372	287	1	the	the	DET
dad-11372	287	2	elaboration	elaboration	NOUN
dad-11372	287	3	pointing	point	VERB
dad-11372	287	4	from	from	ADP
dad-11372	287	5	unit	unit	NOUN
dad-11372	287	6	[	[	X
dad-11372	287	7	23	23	NUM
dad-11372	287	8	]	]	PUNCT
dad-11372	287	9	to	to	ADP
dad-11372	287	10	[	[	X
dad-11372	287	11	22	22	NUM
dad-11372	287	12	]	]	PUNCT
dad-11372	287	13	is	be	AUX
dad-11372	287	14	signaled	signal	VERB
dad-11372	287	15	by	by	ADP
dad-11372	287	16	a	a	DET
dad-11372	287	17	coreferential	coreferential	ADJ
dad-11372	287	18	phrase	phrase	NOUN
dad-11372	287	19	appearing	appear	VERB
dad-11372	287	20	in	in	ADP
dad-11372	287	21	another	another	DET
dad-11372	287	22	satellite	satellite	NOUN
dad-11372	287	23	of	of	ADP
dad-11372	287	24	[	[	X
dad-11372	287	25	22	22	NUM
dad-11372	287	26	]	]	PUNCT
dad-11372	287	27	.	.	PUNCT
dad-11372	288	1	with	with	ADP
dad-11372	288	2	only	only	ADV
dad-11372	288	3	one	one	NUM
dad-11372	288	4	guess	guess	NOUN
dad-11372	288	5	,	,	PUNCT
dad-11372	288	6	exceeding	exceed	VERB
dad-11372	288	7	53	53	NUM
dad-11372	288	8	%	%	NOUN
dad-11372	288	9	with	with	ADP
dad-11372	288	10	two	two	NUM
dad-11372	288	11	guesses	guess	NOUN
dad-11372	288	12	,	,	PUNCT
dad-11372	288	13	and	and	CCONJ
dad-11372	288	14	capping	cap	VERB
dad-11372	288	15	at	at	ADP
dad-11372	288	16	64	64	NUM
dad-11372	288	17	%	%	NOUN
dad-11372	288	18	for	for	ADP
dad-11372	288	19	recall@3	recall@3	PROPN
dad-11372	288	20	,	,	PUNCT
dad-11372	288	21	over	over	ADP
dad-11372	288	22	20	20	NUM
dad-11372	288	23	points	point	NOUN
dad-11372	288	24	above	above	ADP
dad-11372	288	25	baseline.15	baseline.15	PROPN
dad-11372	288	26	finally	finally	ADV
dad-11372	288	27	,	,	PUNCT
dad-11372	288	28	the	the	DET
dad-11372	288	29	right	right	ADJ
dad-11372	288	30	panel	panel	NOUN
dad-11372	288	31	in	in	ADP
dad-11372	288	32	the	the	DET
dad-11372	288	33	figure	figure	NOUN
dad-11372	288	34	shows	show	VERB
dad-11372	288	35	recall	recall	VERB
dad-11372	288	36	when	when	SCONJ
dad-11372	288	37	only	only	ADV
dad-11372	288	38	dms	dm	NOUN
dad-11372	288	39	are	be	AUX
dad-11372	288	40	considered	consider	VERB
dad-11372	288	41	.	.	PUNCT
dad-11372	289	1	in	in	ADP
dad-11372	289	2	this	this	DET
dad-11372	289	3	scenario	scenario	NOUN
dad-11372	289	4	,	,	PUNCT
dad-11372	289	5	a	a	DET
dad-11372	289	6	random	random	ADJ
dad-11372	289	7	guess	guess	NOUN
dad-11372	289	8	fares	fare	NOUN
dad-11372	289	9	very	very	ADV
dad-11372	289	10	poorly	poorly	ADV
dad-11372	289	11	,	,	PUNCT
dad-11372	289	12	since	since	SCONJ
dad-11372	289	13	most	most	ADJ
dad-11372	289	14	words	word	NOUN
dad-11372	289	15	are	be	AUX
dad-11372	289	16	not	not	PART
dad-11372	289	17	dms	dms	ADJ
dad-11372	289	18	.	.	PUNCT
dad-11372	290	1	the	the	DET
dad-11372	290	2	model	model	NOUN
dad-11372	290	3	,	,	PUNCT
dad-11372	290	4	by	by	ADP
dad-11372	290	5	contrast	contrast	NOUN
dad-11372	290	6	,	,	PUNCT
dad-11372	290	7	achieves	achieve	VERB
dad-11372	290	8	the	the	DET
dad-11372	290	9	highest	high	ADJ
dad-11372	290	10	results	result	NOUN
dad-11372	290	11	in	in	ADP
dad-11372	290	12	all	all	DET
dad-11372	290	13	metrics	metric	NOUN
dad-11372	290	14	,	,	PUNCT
dad-11372	290	15	since	since	SCONJ
dad-11372	290	16	dms	dm	NOUN
dad-11372	290	17	have	have	VERB
dad-11372	290	18	the	the	DET
dad-11372	290	19	highest	high	ADJ
dad-11372	290	20	cue	cue	NOUN
dad-11372	290	21	validity	validity	NOUN
dad-11372	290	22	for	for	ADP
dad-11372	290	23	relation	relation	NOUN
dad-11372	290	24	classification	classification	NOUN
dad-11372	290	25	,	,	PUNCT
dad-11372	290	26	and	and	CCONJ
dad-11372	290	27	the	the	DET
dad-11372	290	28	model	model	NOUN
dad-11372	290	29	attends	attend	VERB
dad-11372	290	30	to	to	ADP
dad-11372	290	31	them	they	PRON
dad-11372	290	32	most	most	ADV
dad-11372	290	33	strongly	strongly	ADV
dad-11372	290	34	.	.	PUNCT
dad-11372	291	1	with	with	ADP
dad-11372	291	2	just	just	ADV
dad-11372	291	3	one	one	NUM
dad-11372	291	4	guess	guess	NOUN
dad-11372	291	5	,	,	PUNCT
dad-11372	291	6	recall	recall	NOUN
dad-11372	291	7	is	be	AUX
dad-11372	291	8	over	over	ADP
dad-11372	291	9	56	56	NUM
dad-11372	291	10	%	%	NOUN
dad-11372	291	11	,	,	PUNCT
dad-11372	291	12	and	and	CCONJ
dad-11372	291	13	goes	go	VERB
dad-11372	291	14	as	as	ADV
dad-11372	291	15	high	high	ADJ
dad-11372	291	16	as	as	ADP
dad-11372	291	17	67	67	NUM
dad-11372	291	18	%	%	NOUN
dad-11372	291	19	for	for	ADP
dad-11372	291	20	recall@3	recall@3	PROPN
dad-11372	291	21	.	.	PUNCT
dad-11372	292	1	the	the	DET
dad-11372	292	2	baseline	baseline	NOUN
dad-11372	292	3	only	only	ADV
dad-11372	292	4	goes	go	VERB
dad-11372	292	5	as	as	ADV
dad-11372	292	6	high	high	ADJ
dad-11372	292	7	as	as	ADP
dad-11372	292	8	16	16	NUM
dad-11372	292	9	%	%	NOUN
dad-11372	292	10	for	for	ADP
dad-11372	292	11	three	three	NUM
dad-11372	292	12	guesses	guess	NOUN
dad-11372	292	13	.	.	PUNCT
dad-11372	293	1	qualitative	qualitative	ADJ
dad-11372	293	2	analysis	analysis	NOUN
dad-11372	293	3	looking	look	VERB
dad-11372	293	4	at	at	ADP
dad-11372	293	5	the	the	DET
dad-11372	293	6	model	model	NOUN
dad-11372	293	7	’s	’s	PART
dad-11372	293	8	performance	performance	NOUN
dad-11372	293	9	qualitatively	qualitatively	ADV
dad-11372	293	10	,	,	PUNCT
dad-11372	293	11	it	it	PRON
dad-11372	293	12	is	be	AUX
dad-11372	293	13	clear	clear	ADJ
dad-11372	293	14	that	that	SCONJ
dad-11372	293	15	it	it	PRON
dad-11372	293	16	can	can	AUX
dad-11372	293	17	detect	detect	VERB
dad-11372	293	18	not	not	PART
dad-11372	293	19	only	only	ADV
dad-11372	293	20	dms	dm	NOUN
dad-11372	293	21	,	,	PUNCT
dad-11372	293	22	but	but	CCONJ
dad-11372	293	23	also	also	ADV
dad-11372	293	24	morphological	morphological	ADJ
dad-11372	293	25	cues	cue	NOUN
dad-11372	293	26	(	(	PUNCT
dad-11372	293	27	e.g.	e.g.	ADV
dad-11372	293	28	gerunds	gerund	NOUN
dad-11372	293	29	as	as	ADP
dad-11372	293	30	markers	marker	NOUN
dad-11372	293	31	of	of	ADP
dad-11372	293	32	elaboration	elaboration	NOUN
dad-11372	293	33	,	,	PUNCT
dad-11372	293	34	as	as	ADP
dad-11372	293	35	in	in	ADP
dad-11372	293	36	(	(	PUNCT
dad-11372	293	37	13	13	NUM
dad-11372	293	38	)	)	PUNCT
dad-11372	293	39	)	)	PUNCT
dad-11372	293	40	,	,	PUNCT
dad-11372	293	41	semantic	semantic	ADJ
dad-11372	293	42	classes	class	NOUN
dad-11372	293	43	and	and	CCONJ
dad-11372	293	44	sentiment	sentiment	NOUN
dad-11372	293	45	,	,	PUNCT
dad-11372	293	46	such	such	ADJ
dad-11372	293	47	as	as	ADP
dad-11372	293	48	positive	positive	ADJ
dad-11372	293	49	and	and	CCONJ
dad-11372	293	50	negative	negative	ADJ
dad-11372	293	51	evaluatory	evaluatory	ADJ
dad-11372	293	52	terms	term	NOUN
dad-11372	293	53	in	in	ADP
dad-11372	293	54	(	(	PUNCT
dad-11372	293	55	14	14	NUM
dad-11372	293	56	)	)	PUNCT
dad-11372	293	57	,	,	PUNCT
dad-11372	293	58	as	as	ADV
dad-11372	293	59	well	well	ADV
dad-11372	293	60	as	as	ADP
dad-11372	293	61	multiple	multiple	ADJ
dad-11372	293	62	signals	signal	NOUN
dad-11372	293	63	within	within	ADP
dad-11372	293	64	the	the	DET
dad-11372	293	65	same	same	ADJ
dad-11372	293	66	edu	edu	PROPN
dad-11372	293	67	,	,	PUNCT
dad-11372	293	68	as	as	ADP
dad-11372	293	69	in	in	ADP
dad-11372	293	70	(	(	PUNCT
dad-11372	293	71	15	15	NUM
dad-11372	293	72	)	)	PUNCT
dad-11372	293	73	.	.	PUNCT
dad-11372	294	1	in	in	ADP
dad-11372	294	2	fact	fact	NOUN
dad-11372	294	3	,	,	PUNCT
dad-11372	294	4	only	only	ADV
dad-11372	294	5	about	about	ADV
dad-11372	294	6	8.3	8.3	NUM
dad-11372	294	7	%	%	NOUN
dad-11372	294	8	of	of	ADP
dad-11372	294	9	the	the	DET
dad-11372	294	10	tokens	token	NOUN
dad-11372	294	11	correctly	correctly	ADV
dad-11372	294	12	identified	identify	VERB
dad-11372	294	13	by	by	ADP
dad-11372	294	14	the	the	DET
dad-11372	294	15	model	model	NOUN
dad-11372	294	16	in	in	ADP
dad-11372	294	17	table	table	NOUN
dad-11372	294	18	6	6	NUM
dad-11372	294	19	below	below	ADV
dad-11372	294	20	are	be	AUX
dad-11372	294	21	of	of	ADP
dad-11372	294	22	the	the	DET
dad-11372	294	23	dm	dm	PROPN
dad-11372	294	24	type	type	NOUN
dad-11372	294	25	,	,	PUNCT
dad-11372	294	26	whereas	whereas	SCONJ
dad-11372	294	27	about	about	ADV
dad-11372	294	28	7.2	7.2	NUM
dad-11372	294	29	%	%	NOUN
dad-11372	294	30	of	of	ADP
dad-11372	294	31	all	all	DET
dad-11372	294	32	tokens	token	NOUN
dad-11372	294	33	flagged	flag	VERB
dad-11372	294	34	by	by	ADP
dad-11372	294	35	human	human	ADJ
dad-11372	294	36	annotators	annotator	NOUN
dad-11372	294	37	were	be	AUX
dad-11372	294	38	dms	dms	ADJ
dad-11372	294	39	,	,	PUNCT
dad-11372	294	40	meaning	mean	VERB
dad-11372	294	41	that	that	SCONJ
dad-11372	294	42	the	the	DET
dad-11372	294	43	model	model	NOUN
dad-11372	294	44	frequently	frequently	ADV
dad-11372	294	45	matches	match	VERB
dad-11372	294	46	non	non	ADJ
dad-11372	294	47	-	-	ADJ
dad-11372	294	48	dm	dm	ADJ
dad-11372	294	49	items	item	NOUN
dad-11372	294	50	to	to	PART
dad-11372	294	51	discourse	discourse	VERB
dad-11372	294	52	relation	relation	NOUN
dad-11372	294	53	signals	signal	NOUN
dad-11372	294	54	(	(	PUNCT
dad-11372	294	55	see	see	VERB
dad-11372	294	56	performance	performance	NOUN
dad-11372	294	57	on	on	ADP
dad-11372	294	58	signal	signal	ADJ
dad-11372	294	59	types	type	NOUN
dad-11372	294	60	below	below	ADP
dad-11372	294	61	)	)	PUNCT
dad-11372	294	62	.	.	PUNCT
dad-11372	295	1	it	it	PRON
dad-11372	295	2	should	should	AUX
dad-11372	295	3	also	also	ADV
dad-11372	295	4	be	be	AUX
dad-11372	295	5	noted	note	VERB
dad-11372	295	6	that	that	SCONJ
dad-11372	295	7	signals	signal	NOUN
dad-11372	295	8	can	can	AUX
dad-11372	295	9	be	be	AUX
dad-11372	295	10	recognized	recognize	VERB
dad-11372	295	11	even	even	ADV
dad-11372	295	12	when	when	SCONJ
dad-11372	295	13	the	the	DET
dad-11372	295	14	model	model	NOUN
dad-11372	295	15	misclassifies	misclassifie	VERB
dad-11372	295	16	relations	relation	NOUN
dad-11372	295	17	,	,	PUNCT
dad-11372	295	18	since	since	SCONJ
dad-11372	295	19	∆s	∆s	NOUN
dad-11372	295	20	does	do	AUX
dad-11372	295	21	not	not	PART
dad-11372	295	22	rely	rely	VERB
dad-11372	295	23	on	on	ADP
dad-11372	295	24	correct	correct	ADJ
dad-11372	295	25	classification	classification	NOUN
dad-11372	295	26	:	:	PUNCT
dad-11372	295	27	it	it	PRON
dad-11372	295	28	merely	merely	ADV
dad-11372	295	29	quantifies	quantify	VERB
dad-11372	295	30	the	the	DET
dad-11372	295	31	contribution	contribution	NOUN
dad-11372	295	32	of	of	ADP
dad-11372	295	33	a	a	DET
dad-11372	295	34	word	word	NOUN
dad-11372	295	35	in	in	ADP
dad-11372	295	36	context	context	NOUN
dad-11372	295	37	toward	toward	ADP
dad-11372	295	38	the	the	DET
dad-11372	295	39	correct	correct	ADJ
dad-11372	295	40	label	label	NOUN
dad-11372	295	41	’s	’s	PART
dad-11372	295	42	score	score	NOUN
dad-11372	295	43	.	.	PUNCT
dad-11372	296	1	if	if	SCONJ
dad-11372	296	2	we	we	PRON
dad-11372	296	3	examine	examine	VERB
dad-11372	296	4	the	the	DET
dad-11372	296	5	influence	influence	NOUN
dad-11372	296	6	of	of	ADP
dad-11372	296	7	each	each	DET
dad-11372	296	8	word	word	NOUN
dad-11372	296	9	on	on	ADP
dad-11372	296	10	the	the	DET
dad-11372	296	11	score	score	NOUN
dad-11372	296	12	of	of	ADP
dad-11372	296	13	the	the	DET
dad-11372	296	14	correct	correct	ADJ
dad-11372	296	15	relation	relation	NOUN
dad-11372	296	16	,	,	PUNCT
dad-11372	296	17	that	that	SCONJ
dad-11372	296	18	15it	15it	NOUN
dad-11372	296	19	should	should	AUX
dad-11372	296	20	also	also	ADV
dad-11372	296	21	be	be	AUX
dad-11372	296	22	noted	note	VERB
dad-11372	296	23	that	that	SCONJ
dad-11372	296	24	a	a	DET
dad-11372	296	25	maximum	maximum	ADJ
dad-11372	296	26	score	score	NOUN
dad-11372	296	27	of	of	ADP
dad-11372	296	28	100	100	NUM
dad-11372	296	29	%	%	NOUN
dad-11372	296	30	is	be	AUX
dad-11372	296	31	not	not	PART
dad-11372	296	32	a	a	DET
dad-11372	296	33	reasonable	reasonable	ADJ
dad-11372	296	34	expectation	expectation	NOUN
dad-11372	296	35	,	,	PUNCT
dad-11372	296	36	since	since	SCONJ
dad-11372	296	37	even	even	ADV
dad-11372	296	38	humans	human	NOUN
dad-11372	296	39	disagree	disagree	VERB
dad-11372	296	40	on	on	ADP
dad-11372	296	41	signal	signal	ADJ
dad-11372	296	42	tokens	token	NOUN
dad-11372	296	43	.	.	PUNCT
dad-11372	297	1	as	as	ADP
dad-11372	297	2	a	a	DET
dad-11372	297	3	ceiling	ceiling	NOUN
dad-11372	297	4	figure	figure	NOUN
dad-11372	297	5	representing	represent	VERB
dad-11372	297	6	human	human	ADJ
dad-11372	297	7	performance	performance	NOUN
dad-11372	297	8	we	we	PRON
dad-11372	297	9	can	can	AUX
dad-11372	297	10	take	take	VERB
dad-11372	297	11	the	the	DET
dad-11372	297	12	average	average	ADJ
dad-11372	297	13	mutual	mutual	ADJ
dad-11372	297	14	human	human	ADJ
dad-11372	297	15	recall	recall	NOUN
dad-11372	297	16	score	score	NOUN
dad-11372	297	17	for	for	ADP
dad-11372	297	18	signal	signal	ADJ
dad-11372	297	19	tokens	token	NOUN
dad-11372	297	20	in	in	ADP
dad-11372	297	21	gessler	gessler	NOUN
dad-11372	297	22	et	et	PROPN
dad-11372	297	23	al	al	PROPN
dad-11372	297	24	.	.	PROPN
dad-11372	297	25	’s	’s	PART
dad-11372	297	26	(	(	PUNCT
dad-11372	297	27	2019	2019	NUM
dad-11372	297	28	)	)	PUNCT
dad-11372	297	29	data	datum	NOUN
dad-11372	297	30	,	,	PUNCT
dad-11372	297	31	a	a	DET
dad-11372	297	32	score	score	NOUN
dad-11372	297	33	of	of	ADP
dad-11372	297	34	.84	.84	NUM
dad-11372	297	35	.	.	PUNCT
dad-11372	298	1	21	21	NUM
dad-11372	298	2	zeldes	zelde	NOUN
dad-11372	298	3	and	and	CCONJ
dad-11372	298	4	liu	liu	PROPN
dad-11372	298	5	impact	impact	NOUN
dad-11372	298	6	should	should	AUX
dad-11372	298	7	and	and	CCONJ
dad-11372	298	8	does	do	AUX
dad-11372	298	9	still	still	ADV
dad-11372	298	10	correlate	correlate	VERB
dad-11372	298	11	with	with	ADP
dad-11372	298	12	human	human	ADJ
dad-11372	298	13	judgments	judgment	NOUN
dad-11372	298	14	based	base	VERB
dad-11372	298	15	on	on	ADP
dad-11372	298	16	what	what	PRON
dad-11372	298	17	the	the	DET
dad-11372	298	18	system	system	NOUN
dad-11372	298	19	may	may	AUX
dad-11372	298	20	tag	tag	VERB
dad-11372	298	21	as	as	ADP
dad-11372	298	22	the	the	DET
dad-11372	298	23	second	second	ADJ
dad-11372	298	24	or	or	CCONJ
dad-11372	298	25	third	third	ADJ
dad-11372	298	26	best	good	ADJ
dad-11372	298	27	class	class	NOUN
dad-11372	298	28	to	to	PART
dad-11372	298	29	choose	choose	VERB
dad-11372	298	30	.	.	PUNCT
dad-11372	299	1	(	(	PUNCT
dad-11372	299	2	13	13	NUM
dad-11372	299	3	)	)	PUNCT
dad-11372	299	4	for	for	ADP
dad-11372	299	5	the	the	DET
dad-11372	299	6	present	present	ADJ
dad-11372	299	7	analysis	analysis	NOUN
dad-11372	299	8	,	,	PUNCT
dad-11372	299	9	these	these	DET
dad-11372	299	10	responses	response	NOUN
dad-11372	299	11	were	be	AUX
dad-11372	299	12	recoded	recode	VERB
dad-11372	299	13	into	into	ADP
dad-11372	299	14	nine	nine	NUM
dad-11372	299	15	mutually	mutually	ADV
dad-11372	299	16	exclusive	exclusive	ADJ
dad-11372	299	17	categories	category	NOUN
dad-11372	299	18	gold	gold	NOUN
dad-11372	299	19	:	:	PUNCT
dad-11372	299	20	result←−−−−−−−−	result←−−−−−−−−	PROPN
dad-11372	299	21	pred	pre	VERB
dad-11372	299	22	:	:	PUNCT
dad-11372	299	23	elaboration	elaboration	NOUN
dad-11372	299	24	capturing	capture	VERB
dad-11372	299	25	the	the	DET
dad-11372	299	26	following	follow	VERB
dad-11372	299	27	options	option	NOUN
dad-11372	299	28	:	:	PUNCT
dad-11372	299	29	(	(	PUNCT
dad-11372	299	30	14	14	X
dad-11372	299	31	)	)	PUNCT
dad-11372	299	32	professor	professor	NOUN
dad-11372	299	33	eastman	eastman	PROPN
dad-11372	299	34	said	say	VERB
dad-11372	299	35	he	he	PRON
dad-11372	299	36	is	be	AUX
dad-11372	299	37	alarmed	alarm	VERB
dad-11372	299	38	by	by	ADP
dad-11372	299	39	what	what	PRON
dad-11372	299	40	they	they	PRON
dad-11372	299	41	found	find	VERB
dad-11372	299	42	.	.	PUNCT
dad-11372	300	1	gold	gold	NOUN
dad-11372	300	2	:	:	PUNCT
dad-11372	300	3	evaluation−−−−−−−−→	evaluation−−−−−−−−→	X
dad-11372	300	4	pred	pre	VERB
dad-11372	300	5	:	:	PUNCT
dad-11372	300	6	preparation	preparation	NOUN
dad-11372	300	7	”	"	PUNCT
dad-11372	300	8	pregnant	pregnant	ADJ
dad-11372	300	9	women	woman	NOUN
dad-11372	300	10	in	in	ADP
dad-11372	300	11	australia	australia	PROPN
dad-11372	300	12	are	be	AUX
dad-11372	300	13	getting	get	VERB
dad-11372	300	14	about	about	ADV
dad-11372	300	15	half	half	NOUN
dad-11372	300	16	as	as	ADV
dad-11372	300	17	much	much	ADJ
dad-11372	300	18	as	as	ADP
dad-11372	300	19	what	what	PRON
dad-11372	300	20	they	they	PRON
dad-11372	300	21	require	require	VERB
dad-11372	300	22	on	on	ADP
dad-11372	300	23	a	a	DET
dad-11372	300	24	daily	daily	ADJ
dad-11372	300	25	basis	basis	NOUN
dad-11372	300	26	.	.	PUNCT
dad-11372	301	1	(	(	PUNCT
dad-11372	301	2	15	15	NUM
dad-11372	301	3	)	)	PUNCT
dad-11372	301	4	even	even	ADV
dad-11372	301	5	so	so	ADV
dad-11372	301	6	,	,	PUNCT
dad-11372	301	7	estimates	estimate	NOUN
dad-11372	301	8	of	of	ADP
dad-11372	301	9	the	the	DET
dad-11372	301	10	prevalence	prevalence	NOUN
dad-11372	301	11	of	of	ADP
dad-11372	301	12	perceived	perceive	VERB
dad-11372	301	13	discrimination	discrimination	NOUN
dad-11372	301	14	remains	remain	VERB
dad-11372	301	15	rare	rare	ADJ
dad-11372	301	16	gold	gold	NOUN
dad-11372	301	17	:	:	PUNCT
dad-11372	301	18	concession←−−−−−−−−	concession←−−−−−−−−	PROPN
dad-11372	301	19	pred	pre	VERB
dad-11372	301	20	:	:	PUNCT
dad-11372	301	21	evidence	evidence	NOUN
dad-11372	301	22	at	at	ADP
dad-11372	301	23	least	least	ADV
dad-11372	301	24	one	one	NUM
dad-11372	301	25	prior	prior	ADJ
dad-11372	301	26	study	study	NOUN
dad-11372	301	27	by	by	ADP
dad-11372	301	28	kessler	kessler	PROPN
dad-11372	301	29	and	and	CCONJ
dad-11372	301	30	colleagues	colleague	NOUN
dad-11372	301	31	[	[	PUNCT
dad-11372	301	32	15	15	NUM
dad-11372	301	33	]	]	PUNCT
dad-11372	301	34	,	,	PUNCT
dad-11372	301	35	however	however	ADV
dad-11372	301	36	,	,	PUNCT
dad-11372	301	37	using	use	VERB
dad-11372	301	38	measures	measure	NOUN
dad-11372	301	39	of	of	ADP
dad-11372	301	40	perceived	perceive	VERB
dad-11372	301	41	discrimination	discrimination	NOUN
dad-11372	301	42	in	in	ADP
dad-11372	301	43	a	a	DET
dad-11372	301	44	large	large	ADJ
dad-11372	301	45	american	american	ADJ
dad-11372	301	46	sample	sample	NOUN
dad-11372	301	47	,	,	PUNCT
dad-11372	301	48	reported	report	VERB
dad-11372	301	49	that	that	SCONJ
dad-11372	301	50	approximately	approximately	ADV
dad-11372	301	51	33	33	NUM
dad-11372	301	52	%	%	NOUN
dad-11372	301	53	of	of	ADP
dad-11372	301	54	respondents	respondent	NOUN
dad-11372	301	55	reported	report	VERB
dad-11372	301	56	some	some	DET
dad-11372	301	57	form	form	NOUN
dad-11372	301	58	of	of	ADP
dad-11372	301	59	discrimination	discrimination	NOUN
dad-11372	301	60	unsurprisingly	unsurprisingly	ADV
dad-11372	301	61	,	,	PUNCT
dad-11372	301	62	the	the	DET
dad-11372	301	63	model	model	NOUN
dad-11372	301	64	sometimes	sometimes	ADV
dad-11372	301	65	make	make	VERB
dad-11372	301	66	sporadic	sporadic	ADJ
dad-11372	301	67	errors	error	NOUN
dad-11372	301	68	in	in	ADP
dad-11372	301	69	signal	signal	ADJ
dad-11372	301	70	detection	detection	NOUN
dad-11372	301	71	for	for	ADP
dad-11372	301	72	which	which	PRON
dad-11372	301	73	good	good	ADJ
dad-11372	301	74	explanations	explanation	NOUN
dad-11372	301	75	are	be	AUX
dad-11372	301	76	hard	hard	ADJ
dad-11372	301	77	to	to	PART
dad-11372	301	78	find	find	VERB
dad-11372	301	79	,	,	PUNCT
dad-11372	301	80	especially	especially	ADV
dad-11372	301	81	when	when	SCONJ
dad-11372	301	82	its	its	PRON
dad-11372	301	83	predicted	predict	VERB
dad-11372	301	84	relation	relation	NOUN
dad-11372	301	85	is	be	AUX
dad-11372	301	86	incorrect	incorrect	ADJ
dad-11372	301	87	,	,	PUNCT
dad-11372	301	88	as	as	ADP
dad-11372	301	89	in	in	ADP
dad-11372	301	90	(	(	PUNCT
dad-11372	301	91	16	16	NUM
dad-11372	301	92	)	)	PUNCT
dad-11372	301	93	.	.	PUNCT
dad-11372	302	1	here	here	ADV
dad-11372	302	2	the	the	DET
dad-11372	302	3	evaluative	evaluative	ADJ
dad-11372	302	4	adjective	adjective	ADJ
dad-11372	302	5	remarkable	remarkable	ADJ
dad-11372	302	6	is	be	AUX
dad-11372	302	7	missed	miss	VERB
dad-11372	302	8	in	in	ADP
dad-11372	302	9	favor	favor	NOUN
dad-11372	302	10	of	of	ADP
dad-11372	302	11	neighboring	neighboring	NOUN
dad-11372	302	12	words	word	NOUN
dad-11372	302	13	such	such	ADJ
dad-11372	302	14	as	as	ADP
dad-11372	302	15	agreed	agree	VERB
dad-11372	302	16	and	and	CCONJ
dad-11372	302	17	a	a	DET
dad-11372	302	18	subject	subject	ADJ
dad-11372	302	19	pronoun	pronoun	NOUN
dad-11372	302	20	,	,	PUNCT
dad-11372	302	21	which	which	PRON
dad-11372	302	22	are	be	AUX
dad-11372	302	23	not	not	PART
dad-11372	302	24	indicative	indicative	ADJ
dad-11372	302	25	of	of	ADP
dad-11372	302	26	the	the	DET
dad-11372	302	27	evaluation	evaluation	NOUN
dad-11372	302	28	relation	relation	NOUN
dad-11372	302	29	in	in	ADP
dad-11372	302	30	this	this	DET
dad-11372	302	31	context	context	NOUN
dad-11372	302	32	but	but	CCONJ
dad-11372	302	33	are	be	AUX
dad-11372	302	34	part	part	NOUN
dad-11372	302	35	of	of	ADP
dad-11372	302	36	several	several	ADJ
dad-11372	302	37	cohorts	cohort	NOUN
dad-11372	302	38	of	of	ADP
dad-11372	302	39	high	high	ADJ
dad-11372	302	40	scoring	scoring	NOUN
dad-11372	302	41	words	word	NOUN
dad-11372	302	42	.	.	PUNCT
dad-11372	303	1	however	however	ADV
dad-11372	303	2	,	,	PUNCT
dad-11372	303	3	the	the	DET
dad-11372	303	4	most	most	ADV
dad-11372	303	5	interesting	interesting	ADJ
dad-11372	303	6	and	and	CCONJ
dad-11372	303	7	interpretable	interpretable	ADJ
dad-11372	303	8	errors	error	NOUN
dad-11372	303	9	arise	arise	VERB
dad-11372	303	10	when	when	SCONJ
dad-11372	303	11	∆s	∆s	PROPN
dad-11372	303	12	scores	score	NOUN
dad-11372	303	13	are	be	AUX
dad-11372	303	14	high	high	ADJ
dad-11372	303	15	compared	compare	VERB
dad-11372	303	16	to	to	ADP
dad-11372	303	17	an	an	DET
dad-11372	303	18	entire	entire	ADJ
dad-11372	303	19	document	document	NOUN
dad-11372	303	20	,	,	PUNCT
dad-11372	303	21	and	and	CCONJ
dad-11372	303	22	not	not	PART
dad-11372	303	23	just	just	ADV
dad-11372	303	24	among	among	ADP
dad-11372	303	25	words	word	NOUN
dad-11372	303	26	in	in	ADP
dad-11372	303	27	one	one	NUM
dad-11372	303	28	edu	edu	NOUN
dad-11372	303	29	pair	pair	NOUN
dad-11372	303	30	,	,	PUNCT
dad-11372	303	31	in	in	ADP
dad-11372	303	32	which	which	PRON
dad-11372	303	33	most	most	ADJ
dad-11372	303	34	or	or	CCONJ
dad-11372	303	35	even	even	ADV
dad-11372	303	36	all	all	DET
dad-11372	303	37	words	word	NOUN
dad-11372	303	38	may	may	AUX
dad-11372	303	39	be	be	AUX
dad-11372	303	40	relatively	relatively	ADV
dad-11372	303	41	weak	weak	ADJ
dad-11372	303	42	signals	signal	NOUN
dad-11372	303	43	.	.	PUNCT
dad-11372	304	1	as	as	ADP
dad-11372	304	2	an	an	DET
dad-11372	304	3	example	example	NOUN
dad-11372	304	4	of	of	ADP
dad-11372	304	5	such	such	DET
dad-11372	304	6	a	a	DET
dad-11372	304	7	false	false	ADJ
dad-11372	304	8	positive	positive	ADJ
dad-11372	304	9	with	with	ADP
dad-11372	304	10	high	high	ADJ
dad-11372	304	11	confidence	confidence	NOUN
dad-11372	304	12	,	,	PUNCT
dad-11372	304	13	we	we	PRON
dad-11372	304	14	can	can	AUX
dad-11372	304	15	consider	consider	VERB
dad-11372	304	16	(	(	PUNCT
dad-11372	304	17	17	17	NUM
dad-11372	304	18	)	)	PUNCT
dad-11372	304	19	.	.	PUNCT
dad-11372	305	1	in	in	ADP
dad-11372	305	2	this	this	DET
dad-11372	305	3	example	example	NOUN
dad-11372	305	4	,	,	PUNCT
dad-11372	305	5	the	the	DET
dad-11372	305	6	model	model	NOUN
dad-11372	305	7	correctly	correctly	ADV
dad-11372	305	8	assigns	assign	VERB
dad-11372	305	9	the	the	DET
dad-11372	305	10	highest	high	ADJ
dad-11372	305	11	score	score	NOUN
dad-11372	305	12	to	to	ADP
dad-11372	305	13	the	the	DET
dad-11372	305	14	dm	dm	NOUN
dad-11372	305	15	so	so	ADV
dad-11372	305	16	marking	mark	VERB
dad-11372	305	17	a	a	DET
dad-11372	305	18	purpose	purpose	NOUN
dad-11372	305	19	relation	relation	NOUN
dad-11372	305	20	.	.	PUNCT
dad-11372	306	1	however	however	ADV
dad-11372	306	2	,	,	PUNCT
dad-11372	306	3	it	it	PRON
dad-11372	306	4	also	also	ADV
dad-11372	306	5	picks	pick	VERB
dad-11372	306	6	up	up	ADP
dad-11372	306	7	on	on	ADP
dad-11372	306	8	a	a	DET
dad-11372	306	9	recurring	recur	VERB
dad-11372	306	10	tendency	tendency	NOUN
dad-11372	306	11	in	in	ADP
dad-11372	306	12	how	how	SCONJ
dad-11372	306	13	-	-	PUNCT
dad-11372	306	14	to	to	ADP
dad-11372	306	15	guides	guide	NOUN
dad-11372	306	16	in	in	ADP
dad-11372	306	17	which	which	PRON
dad-11372	306	18	the	the	DET
dad-11372	306	19	second	second	ADJ
dad-11372	306	20	person	person	NOUN
dad-11372	306	21	pronoun	pronoun	NOUN
dad-11372	306	22	referring	refer	VERB
dad-11372	306	23	to	to	ADP
dad-11372	306	24	the	the	DET
dad-11372	306	25	reader	reader	NOUN
dad-11372	306	26	is	be	AUX
dad-11372	306	27	often	often	ADV
dad-11372	306	28	the	the	DET
dad-11372	306	29	benefactee	benefactee	NOUN
dad-11372	306	30	of	of	ADP
dad-11372	306	31	some	some	DET
dad-11372	306	32	action	action	NOUN
dad-11372	306	33	,	,	PUNCT
dad-11372	306	34	which	which	PRON
dad-11372	306	35	contributes	contribute	VERB
dad-11372	306	36	to	to	ADP
dad-11372	306	37	the	the	DET
dad-11372	306	38	purpose	purpose	NOUN
dad-11372	306	39	reading	reading	NOUN
dad-11372	306	40	and	and	CCONJ
dad-11372	306	41	helps	help	VERB
dad-11372	306	42	to	to	PART
dad-11372	306	43	disambiguate	disambiguate	VERB
dad-11372	306	44	so	so	ADV
dad-11372	306	45	,	,	PUNCT
dad-11372	306	46	despite	despite	SCONJ
dad-11372	306	47	not	not	PART
dad-11372	306	48	being	be	AUX
dad-11372	306	49	considered	consider	VERB
dad-11372	306	50	a	a	DET
dad-11372	306	51	signal	signal	NOUN
dad-11372	306	52	by	by	ADP
dad-11372	306	53	annotators	annotator	NOUN
dad-11372	306	54	.	.	PUNCT
dad-11372	307	1	(	(	PUNCT
dad-11372	307	2	16	16	NUM
dad-11372	307	3	)	)	PUNCT
dad-11372	307	4	the	the	DET
dad-11372	307	5	agreement	agreement	NOUN
dad-11372	307	6	was	be	AUX
dad-11372	307	7	that	that	SCONJ
dad-11372	307	8	gorbachev	gorbachev	PROPN
dad-11372	307	9	agreed	agree	VERB
dad-11372	307	10	to	to	ADP
dad-11372	307	11	a	a	DET
dad-11372	307	12	quite	quite	ADV
dad-11372	307	13	remarkable	remarkable	ADJ
dad-11372	307	14	concession	concession	NOUN
dad-11372	307	15	:	:	PUNCT
dad-11372	308	1	gold	gold	NOUN
dad-11372	308	2	:	:	PUNCT
dad-11372	308	3	evaluation−−−−−−−−→	evaluation−−−−−−−−→	NOUN
dad-11372	308	4	pred	pre	VERB
dad-11372	308	5	:	:	PUNCT
dad-11372	308	6	preparation	preparation	NOUN
dad-11372	308	7	he	he	PRON
dad-11372	308	8	agreed	agree	VERB
dad-11372	308	9	to	to	PART
dad-11372	308	10	let	let	VERB
dad-11372	308	11	a	a	DET
dad-11372	308	12	united	united	PROPN
dad-11372	308	13	germany	germany	PROPN
dad-11372	308	14	join	join	VERB
dad-11372	308	15	the	the	DET
dad-11372	308	16	nato	nato	PROPN
dad-11372	308	17	military	military	NOUN
dad-11372	308	18	alliance	alliance	NOUN
dad-11372	308	19	.	.	PUNCT
dad-11372	309	1	(	(	PUNCT
dad-11372	309	2	17	17	NUM
dad-11372	309	3	)	)	PUNCT
dad-11372	309	4	the	the	DET
dad-11372	309	5	opening	opening	NOUN
dad-11372	309	6	of	of	ADP
dad-11372	309	7	the	the	DET
dad-11372	309	8	joke	joke	NOUN
dad-11372	309	9	or	or	CCONJ
dad-11372	309	10	setup	setup	NOUN
dad-11372	309	11	should	should	AUX
dad-11372	309	12	have	have	VERB
dad-11372	309	13	a	a	DET
dad-11372	309	14	basis	basis	NOUN
dad-11372	309	15	in	in	ADP
dad-11372	309	16	the	the	DET
dad-11372	309	17	real	real	ADJ
dad-11372	309	18	world	world	NOUN
dad-11372	309	19	gold	gold	NOUN
dad-11372	309	20	:	:	PUNCT
dad-11372	309	21	purpose←−−−−−−−	purpose←−−−−−−−	PROPN
dad-11372	309	22	pred	pre	VERB
dad-11372	309	23	:	:	PUNCT
dad-11372	309	24	purpose	purpose	NOUN
dad-11372	309	25	so	so	SCONJ
dad-11372	309	26	your	your	PRON
dad-11372	309	27	audience	audience	NOUN
dad-11372	309	28	can	can	AUX
dad-11372	309	29	relate	relate	VERB
dad-11372	309	30	to	to	ADP
dad-11372	309	31	it	it	PRON
dad-11372	309	32	,	,	PUNCT
dad-11372	309	33	in	in	ADP
dad-11372	309	34	other	other	ADJ
dad-11372	309	35	cases	case	NOUN
dad-11372	309	36	,	,	PUNCT
dad-11372	309	37	the	the	DET
dad-11372	309	38	model	model	NOUN
dad-11372	309	39	points	point	VERB
dad-11372	309	40	out	out	ADP
dad-11372	309	41	plausible	plausible	ADJ
dad-11372	309	42	signals	signal	NOUN
dad-11372	309	43	which	which	PRON
dad-11372	309	44	were	be	AUX
dad-11372	309	45	passed	pass	VERB
dad-11372	309	46	over	over	ADP
dad-11372	309	47	by	by	ADP
dad-11372	309	48	an	an	DET
dad-11372	309	49	annotator	annotator	NOUN
dad-11372	309	50	,	,	PUNCT
dad-11372	309	51	and	and	CCONJ
dad-11372	309	52	may	may	AUX
dad-11372	309	53	be	be	AUX
dad-11372	309	54	considered	consider	VERB
dad-11372	309	55	errors	error	NOUN
dad-11372	309	56	in	in	ADP
dad-11372	309	57	the	the	DET
dad-11372	309	58	gold	gold	NOUN
dad-11372	309	59	standard	standard	NOUN
dad-11372	309	60	.	.	PUNCT
dad-11372	310	1	for	for	ADP
dad-11372	310	2	example	example	NOUN
dad-11372	310	3	,	,	PUNCT
dad-11372	310	4	the	the	DET
dad-11372	310	5	model	model	NOUN
dad-11372	310	6	easily	easily	ADV
dad-11372	310	7	notices	notice	VERB
dad-11372	310	8	that	that	SCONJ
dad-11372	310	9	question	question	NOUN
dad-11372	310	10	marks	mark	NOUN
dad-11372	310	11	indicate	indicate	VERB
dad-11372	310	12	the	the	DET
dad-11372	310	13	solutionhood	solutionhood	PROPN
dad-11372	310	14	relation	relation	NOUN
dad-11372	310	15	,	,	PUNCT
dad-11372	310	16	even	even	ADV
dad-11372	310	17	where	where	SCONJ
dad-11372	310	18	these	these	PRON
dad-11372	310	19	were	be	AUX
dad-11372	310	20	skipped	skip	VERB
dad-11372	310	21	by	by	ADP
dad-11372	310	22	annotators	annotator	NOUN
dad-11372	310	23	in	in	ADP
dad-11372	310	24	favor	favor	NOUN
dad-11372	310	25	of	of	ADP
dad-11372	310	26	marking	mark	VERB
dad-11372	310	27	wh	wh	NOUN
dad-11372	310	28	words	word	NOUN
dad-11372	310	29	instead	instead	ADV
dad-11372	310	30	:	:	PUNCT
dad-11372	310	31	(	(	PUNCT
dad-11372	310	32	18	18	NUM
dad-11372	310	33	)	)	PUNCT
dad-11372	310	34	which	which	DET
dad-11372	310	35	previous	previous	ADJ
dad-11372	310	36	virginia	virginia	PROPN
dad-11372	310	37	governor(s	governor(s	NOUN
dad-11372	310	38	)	)	PUNCT
dad-11372	310	39	do	do	VERB
dad-11372	310	40	you	you	PRON
dad-11372	310	41	most	most	ADV
dad-11372	310	42	admire	admire	VERB
dad-11372	310	43	and	and	CCONJ
dad-11372	310	44	why	why	SCONJ
dad-11372	310	45	?	?	PUNCT
dad-11372	311	1	gold	gold	NOUN
dad-11372	311	2	:	:	PUNCT
dad-11372	311	3	solutionhood−−−−−−−−−→	solutionhood−−−−−−−−−→	VERB
dad-11372	311	4	pred	pre	VERB
dad-11372	311	5	:	:	PUNCT
dad-11372	311	6	solutionhood	solutionhood	PROPN
dad-11372	311	7	thomas	thomas	PROPN
dad-11372	311	8	jefferson	jefferson	PROPN
dad-11372	311	9	.	.	PUNCT
dad-11372	312	1	from	from	ADP
dad-11372	312	2	the	the	DET
dad-11372	312	3	model	model	NOUN
dad-11372	312	4	’s	’s	PART
dad-11372	312	5	perspective	perspective	NOUN
dad-11372	312	6	,	,	PUNCT
dad-11372	312	7	the	the	DET
dad-11372	312	8	question	question	NOUN
dad-11372	312	9	mark	mark	NOUN
dad-11372	312	10	,	,	PUNCT
dad-11372	312	11	which	which	PRON
dad-11372	312	12	scores	score	VERB
dad-11372	312	13	∆s=0.79	∆s=0.79	NOUN
dad-11372	312	14	,	,	PUNCT
dad-11372	312	15	is	be	AUX
dad-11372	312	16	the	the	DET
dad-11372	312	17	single	single	ADJ
dad-11372	312	18	most	most	ADV
dad-11372	312	19	important	important	ADJ
dad-11372	312	20	signal	signal	NOUN
dad-11372	312	21	,	,	PUNCT
dad-11372	312	22	and	and	CCONJ
dad-11372	312	23	virtually	virtually	ADV
dad-11372	312	24	sufficient	sufficient	ADJ
dad-11372	312	25	for	for	ADP
dad-11372	312	26	classifying	classify	VERB
dad-11372	312	27	the	the	DET
dad-11372	312	28	relation	relation	NOUN
dad-11372	312	29	correctly	correctly	ADV
dad-11372	312	30	,	,	PUNCT
dad-11372	312	31	though	though	SCONJ
dad-11372	312	32	it	it	PRON
dad-11372	312	33	was	be	AUX
dad-11372	312	34	left	leave	VERB
dad-11372	312	35	out	out	ADP
dad-11372	312	36	of	of	ADP
dad-11372	312	37	the	the	DET
dad-11372	312	38	gold	gold	NOUN
dad-11372	312	39	annotations	annotation	NOUN
dad-11372	312	40	.	.	PUNCT
dad-11372	313	1	the	the	DET
dad-11372	313	2	wh	wh	NOUN
dad-11372	313	3	word	word	NOUN
dad-11372	313	4	which	which	PRON
dad-11372	313	5	and	and	CCONJ
dad-11372	313	6	the	the	DET
dad-11372	313	7	sentence	sentence	NOUN
dad-11372	313	8	final	final	ADJ
dad-11372	313	9	why	why	SCONJ
dad-11372	313	10	,	,	PUNCT
dad-11372	313	11	by	by	ADP
dad-11372	313	12	contrast	contrast	NOUN
dad-11372	313	13	,	,	PUNCT
dad-11372	313	14	were	be	AUX
dad-11372	313	15	noticed	notice	VERB
dad-11372	313	16	by	by	ADP
dad-11372	313	17	annotators	annotator	NOUN
dad-11372	313	18	but	but	CCONJ
dad-11372	313	19	were	be	AUX
dad-11372	313	20	are	be	AUX
dad-11372	313	21	not	not	PART
dad-11372	313	22	as	as	ADV
dad-11372	313	23	unambiguous	unambiguous	ADJ
dad-11372	313	24	(	(	PUNCT
dad-11372	313	25	the	the	DET
dad-11372	313	26	former	former	ADJ
dad-11372	313	27	could	could	AUX
dad-11372	313	28	be	be	AUX
dad-11372	313	29	a	a	DET
dad-11372	313	30	determiner	determiner	NOUN
dad-11372	313	31	,	,	PUNCT
dad-11372	313	32	and	and	CCONJ
dad-11372	313	33	the	the	DET
dad-11372	313	34	latter	latter	ADJ
dad-11372	313	35	22	22	NUM
dad-11372	313	36	a	a	DET
dad-11372	313	37	neural	neural	ADJ
dad-11372	313	38	approach	approach	NOUN
dad-11372	313	39	to	to	ADP
dad-11372	313	40	discourse	discourse	NOUN
dad-11372	313	41	relation	relation	NOUN
dad-11372	313	42	signal	signal	NOUN
dad-11372	313	43	detection	detection	NOUN
dad-11372	313	44	in	in	ADP
dad-11372	313	45	sentence	sentence	NOUN
dad-11372	313	46	final	final	ADJ
dad-11372	313	47	position	position	NOUN
dad-11372	313	48	could	could	AUX
dad-11372	313	49	be	be	AUX
dad-11372	313	50	part	part	NOUN
dad-11372	313	51	of	of	ADP
dad-11372	313	52	an	an	DET
dad-11372	313	53	embedded	embed	VERB
dad-11372	313	54	clause	clause	NOUN
dad-11372	313	55	)	)	PUNCT
dad-11372	313	56	.	.	PUNCT
dad-11372	314	1	in	in	ADP
dad-11372	314	2	the	the	DET
dad-11372	314	3	presence	presence	NOUN
dad-11372	314	4	of	of	ADP
dad-11372	314	5	the	the	DET
dad-11372	314	6	question	question	NOUN
dad-11372	314	7	mark	mark	NOUN
dad-11372	314	8	,	,	PUNCT
dad-11372	314	9	their	their	PRON
dad-11372	314	10	individual	individual	ADJ
dad-11372	314	11	removal	removal	NOUN
dad-11372	314	12	has	have	VERB
dad-11372	314	13	much	much	ADV
dad-11372	314	14	less	less	ADJ
dad-11372	314	15	impact	impact	NOUN
dad-11372	314	16	on	on	ADP
dad-11372	314	17	the	the	DET
dad-11372	314	18	classification	classification	NOUN
dad-11372	314	19	decision	decision	NOUN
dad-11372	314	20	.	.	PUNCT
dad-11372	315	1	although	although	SCONJ
dad-11372	315	2	the	the	DET
dad-11372	315	3	model	model	NOUN
dad-11372	315	4	’s	’s	PART
dad-11372	315	5	behavior	behavior	NOUN
dad-11372	315	6	is	be	AUX
dad-11372	315	7	sensible	sensible	ADJ
dad-11372	315	8	and	and	CCONJ
dad-11372	315	9	can	can	AUX
dad-11372	315	10	reveal	reveal	VERB
dad-11372	315	11	annotation	annotation	NOUN
dad-11372	315	12	errors	error	NOUN
dad-11372	315	13	,	,	PUNCT
dad-11372	315	14	it	it	PRON
dad-11372	315	15	also	also	ADV
dad-11372	315	16	suggests	suggest	VERB
dad-11372	315	17	that	that	SCONJ
dad-11372	315	18	∆s	∆s	NOUN
dad-11372	315	19	will	will	AUX
dad-11372	315	20	be	be	AUX
dad-11372	315	21	blind	blind	ADJ
dad-11372	315	22	to	to	ADP
dad-11372	315	23	auxiliary	auxiliary	ADJ
dad-11372	315	24	signals	signal	NOUN
dad-11372	315	25	in	in	ADP
dad-11372	315	26	the	the	DET
dad-11372	315	27	presence	presence	NOUN
dad-11372	315	28	of	of	ADP
dad-11372	315	29	very	very	ADV
dad-11372	315	30	strong	strong	ADJ
dad-11372	315	31	,	,	PUNCT
dad-11372	315	32	independently	independently	ADV
dad-11372	315	33	sufficient	sufficient	ADJ
dad-11372	315	34	cues	cue	NOUN
dad-11372	315	35	.	.	PUNCT
dad-11372	316	1	using	use	VERB
dad-11372	316	2	the	the	DET
dad-11372	316	3	difference	difference	NOUN
dad-11372	316	4	in	in	ADP
dad-11372	316	5	likelihood	likelihood	NOUN
dad-11372	316	6	of	of	ADP
dad-11372	316	7	correct	correct	ADJ
dad-11372	316	8	relation	relation	NOUN
dad-11372	316	9	prediction	prediction	NOUN
dad-11372	316	10	as	as	ADP
dad-11372	316	11	a	a	DET
dad-11372	316	12	metric	metric	NOUN
dad-11372	316	13	also	also	ADV
dad-11372	316	14	raises	raise	VERB
dad-11372	316	15	the	the	DET
dad-11372	316	16	possibility	possibility	NOUN
dad-11372	316	17	of	of	ADP
dad-11372	316	18	an	an	DET
dad-11372	316	19	opposite	opposite	ADJ
dad-11372	316	20	concept	concept	NOUN
dad-11372	316	21	to	to	ADP
dad-11372	316	22	signals	signal	NOUN
dad-11372	316	23	,	,	PUNCT
dad-11372	316	24	which	which	PRON
dad-11372	316	25	we	we	PRON
dad-11372	316	26	will	will	AUX
dad-11372	316	27	refer	refer	VERB
dad-11372	316	28	to	to	ADP
dad-11372	316	29	as	as	ADP
dad-11372	316	30	distractors	distractor	NOUN
dad-11372	316	31	.	.	PUNCT
dad-11372	317	1	since	since	SCONJ
dad-11372	317	2	∆s	∆s	PROPN
dad-11372	317	3	is	be	AUX
dad-11372	317	4	a	a	DET
dad-11372	317	5	signed	sign	VERB
dad-11372	317	6	measure	measure	NOUN
dad-11372	317	7	of	of	ADP
dad-11372	317	8	difference	difference	NOUN
dad-11372	317	9	,	,	PUNCT
dad-11372	317	10	it	it	PRON
dad-11372	317	11	is	be	AUX
dad-11372	317	12	in	in	ADP
dad-11372	317	13	fact	fact	NOUN
dad-11372	317	14	possible	possible	ADJ
dad-11372	317	15	to	to	PART
dad-11372	317	16	obtain	obtain	VERB
dad-11372	317	17	negative	negative	ADJ
dad-11372	317	18	values	value	NOUN
dad-11372	317	19	whenever	whenever	SCONJ
dad-11372	317	20	the	the	DET
dad-11372	317	21	removal	removal	NOUN
dad-11372	317	22	or	or	CCONJ
dad-11372	317	23	masking	masking	NOUN
dad-11372	317	24	of	of	ADP
dad-11372	317	25	a	a	DET
dad-11372	317	26	word	word	NOUN
dad-11372	317	27	results	result	VERB
dad-11372	317	28	in	in	ADP
dad-11372	317	29	an	an	DET
dad-11372	317	30	improvement	improvement	NOUN
dad-11372	317	31	in	in	ADP
dad-11372	317	32	the	the	DET
dad-11372	317	33	model	model	NOUN
dad-11372	317	34	’s	’s	PART
dad-11372	317	35	ability	ability	NOUN
dad-11372	317	36	to	to	PART
dad-11372	317	37	predict	predict	VERB
dad-11372	317	38	the	the	DET
dad-11372	317	39	relation	relation	NOUN
dad-11372	317	40	.	.	PUNCT
dad-11372	318	1	in	in	ADP
dad-11372	318	2	such	such	ADJ
dad-11372	318	3	cases	case	NOUN
dad-11372	318	4	,	,	PUNCT
dad-11372	318	5	and	and	CCONJ
dad-11372	318	6	especially	especially	ADV
dad-11372	318	7	when	when	SCONJ
dad-11372	318	8	the	the	DET
dad-11372	318	9	negative	negative	ADJ
dad-11372	318	10	value	value	NOUN
dad-11372	318	11	is	be	AUX
dad-11372	318	12	of	of	ADP
dad-11372	318	13	a	a	DET
dad-11372	318	14	large	large	ADJ
dad-11372	318	15	magnitude	magnitude	NOUN
dad-11372	318	16	,	,	PUNCT
dad-11372	318	17	it	it	PRON
dad-11372	318	18	seems	seem	VERB
dad-11372	318	19	like	like	ADP
dad-11372	318	20	a	a	DET
dad-11372	318	21	reasonable	reasonable	ADJ
dad-11372	318	22	interpretation	interpretation	NOUN
dad-11372	318	23	to	to	PART
dad-11372	318	24	say	say	VERB
dad-11372	318	25	that	that	SCONJ
dad-11372	318	26	a	a	DET
dad-11372	318	27	word	word	NOUN
dad-11372	318	28	functions	function	NOUN
dad-11372	318	29	as	as	ADP
dad-11372	318	30	a	a	DET
dad-11372	318	31	sort	sort	NOUN
dad-11372	318	32	of	of	ADP
dad-11372	318	33	anti	anti	ADJ
dad-11372	318	34	-	-	ADJ
dad-11372	318	35	signal	signal	ADJ
dad-11372	318	36	,	,	PUNCT
dad-11372	318	37	preventing	prevent	VERB
dad-11372	318	38	or	or	CCONJ
dad-11372	318	39	complicating	complicate	VERB
dad-11372	318	40	the	the	DET
dad-11372	318	41	recognition	recognition	NOUN
dad-11372	318	42	of	of	ADP
dad-11372	318	43	what	what	PRON
dad-11372	318	44	might	might	AUX
dad-11372	318	45	otherwise	otherwise	ADV
dad-11372	318	46	be	be	AUX
dad-11372	318	47	a	a	DET
dad-11372	318	48	more	more	ADV
dad-11372	318	49	clear	clear	ADV
dad-11372	318	50	-	-	PUNCT
dad-11372	318	51	cut	cut	VERB
dad-11372	318	52	case	case	NOUN
dad-11372	318	53	.	.	PUNCT
dad-11372	319	1	examples	example	NOUN
dad-11372	319	2	(	(	PUNCT
dad-11372	319	3	19)–(20	19)–(20	NUM
dad-11372	319	4	)	)	PUNCT
dad-11372	319	5	show	show	VERB
dad-11372	319	6	some	some	DET
dad-11372	319	7	instances	instance	NOUN
dad-11372	319	8	of	of	ADP
dad-11372	319	9	distractors	distractor	NOUN
dad-11372	319	10	identified	identify	VERB
dad-11372	319	11	by	by	ADP
dad-11372	319	12	the	the	DET
dad-11372	319	13	masking	masking	NOUN
dad-11372	319	14	procedure	procedure	NOUN
dad-11372	319	15	(	(	PUNCT
dad-11372	319	16	distractors	distractor	NOUN
dad-11372	319	17	with	with	ADP
dad-11372	319	18	∆s	∆s	PROPN
dad-11372	319	19	<	<	X
dad-11372	319	20	-0.2	-0.2	PROPN
dad-11372	319	21	are	be	AUX
dad-11372	319	22	underlined	underline	VERB
dad-11372	319	23	)	)	PUNCT
dad-11372	319	24	.	.	PUNCT
dad-11372	320	1	(	(	PUNCT
dad-11372	320	2	19	19	NUM
dad-11372	320	3	)	)	PUNCT
dad-11372	320	4	how	how	SCONJ
dad-11372	320	5	do	do	AUX
dad-11372	320	6	they	they	PRON
dad-11372	320	7	treat	treat	VERB
dad-11372	320	8	those	those	PRON
dad-11372	320	9	not	not	PART
dad-11372	320	10	like	like	ADP
dad-11372	320	11	themselves	themselves	PRON
dad-11372	320	12	?	?	PUNCT
dad-11372	321	1	gold	gold	NOUN
dad-11372	321	2	:	:	PUNCT
dad-11372	321	3	preparation−−−−−−−−−→	preparation−−−−−−−−−→	NOUN
dad-11372	321	4	pred	pre	VERB
dad-11372	321	5	:	:	PUNCT
dad-11372	321	6	solutionhood	solutionhood	NOUN
dad-11372	321	7	then	then	ADV
dad-11372	321	8	they	they	PRON
dad-11372	321	9	’re	’re	VERB
dad-11372	321	10	either	either	CCONJ
dad-11372	321	11	overzealous	overzealous	ADJ
dad-11372	321	12	,	,	PUNCT
dad-11372	321	13	ignorant	ignorant	ADJ
dad-11372	321	14	of	of	ADP
dad-11372	321	15	other	other	ADJ
dad-11372	321	16	people	people	NOUN
dad-11372	321	17	or	or	CCONJ
dad-11372	321	18	what	what	PRON
dad-11372	321	19	to	to	PART
dad-11372	321	20	avoid	avoid	VERB
dad-11372	321	21	those	those	PRON
dad-11372	321	22	that	that	PRON
dad-11372	321	23	contradict	contradict	VERB
dad-11372	321	24	their	their	PRON
dad-11372	321	25	fantasy	fantasy	NOUN
dad-11372	321	26	land	land	NOUN
dad-11372	321	27	that	that	PRON
dad-11372	321	28	caters	cater	VERB
dad-11372	321	29	to	to	ADP
dad-11372	321	30	them	they	PRON
dad-11372	321	31	and	and	CCONJ
dad-11372	321	32	them	they	PRON
dad-11372	321	33	only	only	ADV
dad-11372	321	34	.	.	PUNCT
dad-11372	322	1	(	(	PUNCT
dad-11372	322	2	20	20	NUM
dad-11372	322	3	)	)	PUNCT
dad-11372	322	4	god	god	PROPN
dad-11372	322	5	,	,	PUNCT
dad-11372	322	6	i	i	PRON
dad-11372	322	7	do	do	AUX
dad-11372	322	8	n’t	not	PART
dad-11372	322	9	know	know	VERB
dad-11372	322	10	!	!	PUNCT
dad-11372	323	1	gold	gold	NOUN
dad-11372	323	2	:	:	PUNCT
dad-11372	323	3	preparation−−−−−−−−→	preparation−−−−−−−−→	X
dad-11372	323	4	pred	pre	VERB
dad-11372	323	5	:	:	PUNCT
dad-11372	323	6	preparation	preparation	NOUN
dad-11372	323	7	but	but	CCONJ
dad-11372	323	8	nobody	nobody	PRON
dad-11372	323	9	will	will	AUX
dad-11372	323	10	go	go	VERB
dad-11372	323	11	to	to	PART
dad-11372	323	12	fight	fight	VERB
dad-11372	323	13	for	for	ADP
dad-11372	323	14	noses	nose	NOUN
dad-11372	323	15	any	any	PRON
dad-11372	323	16	more	more	ADV
dad-11372	323	17	.	.	PUNCT
dad-11372	324	1	in	in	ADP
dad-11372	324	2	(	(	PUNCT
dad-11372	324	3	19	19	NUM
dad-11372	324	4	)	)	PUNCT
dad-11372	324	5	,	,	PUNCT
dad-11372	324	6	a	a	DET
dad-11372	324	7	rhetorical	rhetorical	ADJ
dad-11372	324	8	question	question	NOUN
dad-11372	324	9	trips	trip	NOUN
dad-11372	324	10	up	up	ADP
dad-11372	324	11	the	the	DET
dad-11372	324	12	classifier	classifier	NOUN
dad-11372	324	13	,	,	PUNCT
dad-11372	324	14	which	which	PRON
dad-11372	324	15	predicts	predict	VERB
dad-11372	324	16	the	the	DET
dad-11372	324	17	question	question	NOUN
dad-11372	324	18	-	-	PUNCT
dad-11372	324	19	answer	answer	NOUN
dad-11372	324	20	relation	relation	NOUN
dad-11372	324	21	solutionhood	solutionhood	NOUN
dad-11372	324	22	instead	instead	ADV
dad-11372	324	23	of	of	ADP
dad-11372	324	24	preparation	preparation	NOUN
dad-11372	324	25	.	.	PUNCT
dad-11372	325	1	here	here	ADV
dad-11372	325	2	the	the	DET
dad-11372	325	3	initial	initial	ADJ
dad-11372	325	4	wh	wh	NOUN
dad-11372	325	5	word	word	NOUN
dad-11372	325	6	how	how	SCONJ
dad-11372	325	7	and	and	CCONJ
dad-11372	325	8	the	the	DET
dad-11372	325	9	subsequent	subsequent	ADJ
dad-11372	325	10	auxiliary	auxiliary	ADJ
dad-11372	325	11	do	do	NOUN
dad-11372	325	12	-	-	PUNCT
dad-11372	325	13	support	support	VERB
dad-11372	325	14	both	both	PRON
dad-11372	325	15	distract	distract	VERB
dad-11372	325	16	(	(	PUNCT
dad-11372	325	17	with	with	ADP
dad-11372	325	18	∆s=-0.23	∆s=-0.23	PRON
dad-11372	325	19	and	and	CCONJ
dad-11372	325	20	-0.25	-0.25	NUM
dad-11372	325	21	)	)	PUNCT
dad-11372	325	22	from	from	ADP
dad-11372	325	23	the	the	DET
dad-11372	325	24	preparation	preparation	NOUN
dad-11372	325	25	relation	relation	NOUN
dad-11372	325	26	,	,	PUNCT
dad-11372	325	27	which	which	PRON
dad-11372	325	28	is	be	AUX
dad-11372	325	29	however	however	ADV
dad-11372	325	30	being	be	AUX
dad-11372	325	31	signaled	signal	VERB
dad-11372	325	32	positively	positively	ADV
dad-11372	325	33	by	by	ADP
dad-11372	325	34	the	the	DET
dad-11372	325	35	dm	dm	NOUN
dad-11372	325	36	then	then	ADV
dad-11372	325	37	in	in	ADP
dad-11372	325	38	the	the	DET
dad-11372	325	39	nucleus	nucleus	PROPN
dad-11372	325	40	unit	unit	NOUN
dad-11372	325	41	.	.	PUNCT
dad-11372	326	1	later	later	ADV
dad-11372	326	2	on	on	ADV
dad-11372	326	3	,	,	PUNCT
dad-11372	326	4	the	the	DET
dad-11372	326	5	adverb	adverb	NOUN
dad-11372	326	6	only	only	ADV
dad-11372	326	7	is	be	AUX
dad-11372	326	8	also	also	ADV
dad-11372	326	9	disruptive	disruptive	ADJ
dad-11372	326	10	(	(	PUNCT
dad-11372	326	11	∆s=-0.31	∆s=-0.31	NOUN
dad-11372	326	12	)	)	PUNCT
dad-11372	326	13	,	,	PUNCT
dad-11372	326	14	perhaps	perhaps	ADV
dad-11372	326	15	due	due	ADP
dad-11372	326	16	to	to	ADP
dad-11372	326	17	a	a	DET
dad-11372	326	18	better	well	ADJ
dad-11372	326	19	association	association	NOUN
dad-11372	326	20	with	with	ADP
dad-11372	326	21	adversative	adversative	ADJ
dad-11372	326	22	relations	relation	NOUN
dad-11372	326	23	,	,	PUNCT
dad-11372	326	24	such	such	ADJ
dad-11372	326	25	as	as	ADP
dad-11372	326	26	contrast	contrast	NOUN
dad-11372	326	27	.	.	PUNCT
dad-11372	327	1	in	in	ADP
dad-11372	327	2	(	(	PUNCT
dad-11372	327	3	20	20	NUM
dad-11372	327	4	)	)	PUNCT
dad-11372	327	5	,	,	PUNCT
dad-11372	327	6	a	a	DET
dad-11372	327	7	preparatory	preparatory	NOUN
dad-11372	327	8	“	"	PUNCT
dad-11372	327	9	god	god	PROPN
dad-11372	327	10	,	,	PUNCT
dad-11372	327	11	i	i	PRON
dad-11372	327	12	do	do	AUX
dad-11372	327	13	n’t	not	PART
dad-11372	327	14	know	know	VERB
dad-11372	327	15	!	!	PUNCT
dad-11372	327	16	”	"	PUNCT
dad-11372	327	17	is	be	AUX
dad-11372	327	18	followed	follow	VERB
dad-11372	327	19	up	up	ADP
dad-11372	327	20	with	with	ADP
dad-11372	327	21	a	a	DET
dad-11372	327	22	nucleus	nucleus	NOUN
dad-11372	327	23	starting	start	VERB
dad-11372	327	24	with	with	ADP
dad-11372	327	25	but	but	CCONJ
dad-11372	327	26	,	,	PUNCT
dad-11372	327	27	which	which	PRON
dad-11372	327	28	typically	typically	ADV
dad-11372	327	29	marks	mark	VERB
dad-11372	327	30	a	a	DET
dad-11372	327	31	concession	concession	NOUN
dad-11372	327	32	or	or	CCONJ
dad-11372	327	33	other	other	ADJ
dad-11372	327	34	adversative	adversative	ADJ
dad-11372	327	35	relation	relation	NOUN
dad-11372	327	36	.	.	PUNCT
dad-11372	328	1	in	in	ADP
dad-11372	328	2	fact	fact	NOUN
dad-11372	328	3	,	,	PUNCT
dad-11372	328	4	the	the	DET
dad-11372	328	5	dm	dm	NOUN
dad-11372	328	6	but	but	CCONJ
dad-11372	328	7	is	be	AUX
dad-11372	328	8	related	relate	VERB
dad-11372	328	9	to	to	ADP
dad-11372	328	10	a	a	DET
dad-11372	328	11	concessive	concessive	ADJ
dad-11372	328	12	relation	relation	NOUN
dad-11372	328	13	with	with	ADP
dad-11372	328	14	another	another	DET
dad-11372	328	15	edu	edu	PROPN
dad-11372	328	16	(	(	PUNCT
dad-11372	328	17	not	not	PART
dad-11372	328	18	shown	show	VERB
dad-11372	328	19	)	)	PUNCT
dad-11372	328	20	,	,	PUNCT
dad-11372	328	21	which	which	PRON
dad-11372	328	22	the	the	DET
dad-11372	328	23	model	model	NOUN
dad-11372	328	24	is	be	AUX
dad-11372	328	25	not	not	PART
dad-11372	328	26	aware	aware	ADJ
dad-11372	328	27	of	of	ADP
dad-11372	328	28	while	while	SCONJ
dad-11372	328	29	making	make	VERB
dad-11372	328	30	the	the	DET
dad-11372	328	31	classification	classification	NOUN
dad-11372	328	32	for	for	ADP
dad-11372	328	33	the	the	DET
dad-11372	328	34	preparation	preparation	NOUN
dad-11372	328	35	.	.	PUNCT
dad-11372	329	1	although	although	SCONJ
dad-11372	329	2	this	this	DET
dad-11372	329	3	example	example	NOUN
dad-11372	329	4	reveals	reveal	VERB
dad-11372	329	5	a	a	DET
dad-11372	329	6	weakness	weakness	NOUN
dad-11372	329	7	in	in	ADP
dad-11372	329	8	the	the	DET
dad-11372	329	9	model	model	NOUN
dad-11372	329	10	’s	’s	PART
dad-11372	329	11	inability	inability	NOUN
dad-11372	329	12	to	to	PART
dad-11372	329	13	consider	consider	VERB
dad-11372	329	14	broader	broad	ADJ
dad-11372	329	15	context	context	NOUN
dad-11372	329	16	,	,	PUNCT
dad-11372	329	17	it	it	PRON
dad-11372	329	18	also	also	ADV
dad-11372	329	19	reveals	reveal	VERB
dad-11372	329	20	the	the	DET
dad-11372	329	21	difficulty	difficulty	NOUN
dad-11372	329	22	of	of	ADP
dad-11372	329	23	expecting	expect	VERB
dad-11372	329	24	dms	dms	NOUN
dad-11372	329	25	to	to	PART
dad-11372	329	26	fall	fall	VERB
dad-11372	329	27	in	in	ADP
dad-11372	329	28	line	line	NOUN
dad-11372	329	29	with	with	ADP
dad-11372	329	30	a	a	DET
dad-11372	329	31	strong	strong	ADJ
dad-11372	329	32	nuclearity	nuclearity	NOUN
dad-11372	329	33	assumption	assumption	NOUN
dad-11372	329	34	:	:	PUNCT
dad-11372	329	35	since	since	SCONJ
dad-11372	329	36	units	unit	NOUN
dad-11372	329	37	serve	serve	VERB
dad-11372	329	38	multiple	multiple	ADJ
dad-11372	329	39	functions	function	NOUN
dad-11372	329	40	as	as	ADP
dad-11372	329	41	satellites	satellite	NOUN
dad-11372	329	42	and	and	CCONJ
dad-11372	329	43	nuclei	nucleus	NOUN
dad-11372	329	44	,	,	PUNCT
dad-11372	329	45	signals	signal	NOUN
dad-11372	329	46	which	which	PRON
dad-11372	329	47	aid	aid	VERB
dad-11372	329	48	the	the	DET
dad-11372	329	49	recognition	recognition	NOUN
dad-11372	329	50	of	of	ADP
dad-11372	329	51	one	one	NUM
dad-11372	329	52	relation	relation	NOUN
dad-11372	329	53	may	may	AUX
dad-11372	329	54	hinder	hinder	VERB
dad-11372	329	55	the	the	DET
dad-11372	329	56	recognition	recognition	NOUN
dad-11372	329	57	of	of	ADP
dad-11372	329	58	another	another	PRON
dad-11372	329	59	.	.	PUNCT
dad-11372	330	1	performance	performance	NOUN
dad-11372	330	2	on	on	ADP
dad-11372	330	3	signal	signal	ADJ
dad-11372	330	4	types	type	NOUN
dad-11372	330	5	to	to	PART
dad-11372	330	6	better	well	ADV
dad-11372	330	7	understand	understand	VERB
dad-11372	330	8	the	the	DET
dad-11372	330	9	kinds	kind	NOUN
dad-11372	330	10	of	of	ADP
dad-11372	330	11	signals	signal	NOUN
dad-11372	330	12	which	which	PRON
dad-11372	330	13	the	the	DET
dad-11372	330	14	model	model	NOUN
dad-11372	330	15	captures	capture	VERB
dad-11372	330	16	better	well	ADV
dad-11372	330	17	or	or	CCONJ
dad-11372	330	18	worse	bad	ADJ
dad-11372	330	19	,	,	PUNCT
dad-11372	330	20	table	table	NOUN
dad-11372	330	21	6	6	NUM
dad-11372	330	22	gives	give	VERB
dad-11372	330	23	a	a	DET
dad-11372	330	24	breakdown	breakdown	NOUN
dad-11372	330	25	of	of	ADP
dad-11372	330	26	performance	performance	NOUN
dad-11372	330	27	by	by	ADP
dad-11372	330	28	signal	signal	NOUN
dad-11372	330	29	type	type	NOUN
dad-11372	330	30	and	and	CCONJ
dad-11372	330	31	specific	specific	ADJ
dad-11372	330	32	signal	signal	NOUN
dad-11372	330	33	categories	category	NOUN
dad-11372	330	34	,	,	PUNCT
dad-11372	330	35	for	for	ADP
dad-11372	330	36	categories	category	NOUN
dad-11372	330	37	attested	attest	VERB
dad-11372	330	38	over	over	ADP
dad-11372	330	39	20	20	NUM
dad-11372	330	40	times	time	NOUN
dad-11372	330	41	(	(	PUNCT
dad-11372	330	42	note	note	VERB
dad-11372	330	43	that	that	SCONJ
dad-11372	330	44	the	the	DET
dad-11372	330	45	categories	category	NOUN
dad-11372	330	46	are	be	AUX
dad-11372	330	47	human	human	ADJ
dad-11372	330	48	labels	label	NOUN
dad-11372	330	49	assigned	assign	VERB
dad-11372	330	50	to	to	ADP
dad-11372	330	51	the	the	DET
dad-11372	330	52	corresponding	correspond	VERB
dad-11372	330	53	positions	position	NOUN
dad-11372	330	54	–	–	PUNCT
dad-11372	330	55	the	the	DET
dad-11372	330	56	system	system	NOUN
dad-11372	330	57	does	do	AUX
dad-11372	330	58	not	not	PART
dad-11372	330	59	predict	predict	VERB
dad-11372	330	60	signal	signal	ADJ
dad-11372	330	61	types	type	NOUN
dad-11372	330	62	)	)	PUNCT
dad-11372	330	63	.	.	PUNCT
dad-11372	331	1	to	to	PART
dad-11372	331	2	evaluate	evaluate	VERB
dad-11372	331	3	performance	performance	NOUN
dad-11372	331	4	for	for	ADP
dad-11372	331	5	all	all	DET
dad-11372	331	6	types	type	NOUN
dad-11372	331	7	we	we	PRON
dad-11372	331	8	can	can	AUX
dad-11372	331	9	not	not	PART
dad-11372	331	10	use	use	VERB
dad-11372	331	11	recall@1–3	recall@1–3	ADV
dad-11372	331	12	,	,	PUNCT
dad-11372	331	13	since	since	SCONJ
dad-11372	331	14	some	some	DET
dad-11372	331	15	sentences	sentence	NOUN
dad-11372	331	16	contain	contain	VERB
dad-11372	331	17	more	more	ADJ
dad-11372	331	18	than	than	ADP
dad-11372	331	19	3	3	NUM
dad-11372	331	20	signal	signal	NOUN
dad-11372	331	21	tokens	token	NOUN
dad-11372	331	22	,	,	PUNCT
dad-11372	331	23	which	which	PRON
dad-11372	331	24	would	would	AUX
dad-11372	331	25	lead	lead	VERB
dad-11372	331	26	to	to	PART
dad-11372	331	27	recall	recall	VERB
dad-11372	331	28	errors	error	NOUN
dad-11372	331	29	even	even	ADV
dad-11372	331	30	if	if	SCONJ
dad-11372	331	31	the	the	DET
dad-11372	331	32	top	top	ADJ
dad-11372	331	33	3	3	NUM
dad-11372	331	34	ranks	rank	NOUN
dad-11372	331	35	are	be	AUX
dad-11372	331	36	correctly	correctly	ADV
dad-11372	331	37	identified	identify	VERB
dad-11372	331	38	signals	signal	NOUN
dad-11372	331	39	.	.	PUNCT
dad-11372	332	1	the	the	DET
dad-11372	332	2	scores	score	NOUN
dad-11372	332	3	in	in	ADP
dad-11372	332	4	the	the	DET
dad-11372	332	5	table	table	NOUN
dad-11372	332	6	therefore	therefore	ADV
dad-11372	332	7	express	express	VERB
dad-11372	332	8	how	how	SCONJ
dad-11372	332	9	many	many	ADJ
dad-11372	332	10	of	of	ADP
dad-11372	332	11	the	the	DET
dad-11372	332	12	signal	signal	ADJ
dad-11372	332	13	tokens	token	NOUN
dad-11372	332	14	belonging	belong	VERB
dad-11372	332	15	to	to	ADP
dad-11372	332	16	each	each	DET
dad-11372	332	17	subtype	subtype	NOUN
dad-11372	332	18	in	in	ADP
dad-11372	332	19	the	the	DET
dad-11372	332	20	gold	gold	NOUN
dad-11372	332	21	annotations	annotation	NOUN
dad-11372	332	22	are	be	AUX
dad-11372	332	23	recognized	recognize	VERB
dad-11372	332	24	if	if	SCONJ
dad-11372	332	25	we	we	PRON
dad-11372	332	26	allow	allow	VERB
dad-11372	332	27	the	the	DET
dad-11372	332	28	system	system	NOUN
dad-11372	332	29	to	to	PART
dad-11372	332	30	make	make	VERB
dad-11372	332	31	as	as	ADV
dad-11372	332	32	many	many	ADJ
dad-11372	332	33	guesses	guess	NOUN
dad-11372	332	34	as	as	SCONJ
dad-11372	332	35	there	there	PRON
dad-11372	332	36	are	be	VERB
dad-11372	332	37	signal	signal	ADJ
dad-11372	332	38	tokens	token	NOUN
dad-11372	332	39	in	in	ADP
dad-11372	332	40	each	each	DET
dad-11372	332	41	edu	edu	PROPN
dad-11372	332	42	pair	pair	NOUN
dad-11372	332	43	,	,	PUNCT
dad-11372	332	44	plus	plus	CCONJ
dad-11372	332	45	a	a	DET
dad-11372	332	46	tolerance	tolerance	NOUN
dad-11372	332	47	of	of	ADP
dad-11372	332	48	a	a	DET
dad-11372	332	49	maximum	maximum	NOUN
dad-11372	332	50	of	of	ADP
dad-11372	332	51	2	2	NUM
dad-11372	332	52	additional	additional	ADJ
dad-11372	332	53	tokens	token	NOUN
dad-11372	332	54	(	(	PUNCT
dad-11372	332	55	similarly	similarly	ADV
dad-11372	332	56	to	to	PART
dad-11372	332	57	recall@3	recall@3	VERB
dad-11372	332	58	)	)	PUNCT
dad-11372	332	59	.	.	PUNCT
dad-11372	333	1	we	we	PRON
dad-11372	333	2	also	also	ADV
dad-11372	333	3	note	note	VERB
dad-11372	333	4	that	that	SCONJ
dad-11372	333	5	a	a	DET
dad-11372	333	6	single	single	ADJ
dad-11372	333	7	token	token	NOUN
dad-11372	333	8	may	may	AUX
dad-11372	333	9	be	be	AUX
dad-11372	333	10	associated	associate	VERB
dad-11372	333	11	with	with	ADP
dad-11372	333	12	multiple	multiple	ADJ
dad-11372	333	13	signal	signal	ADJ
dad-11372	333	14	types	type	NOUN
dad-11372	333	15	,	,	PUNCT
dad-11372	333	16	in	in	ADP
dad-11372	333	17	which	which	DET
dad-11372	333	18	case	case	NOUN
dad-11372	333	19	its	its	PRON
dad-11372	333	20	identification	identification	NOUN
dad-11372	333	21	or	or	CCONJ
dad-11372	333	22	omission	omission	NOUN
dad-11372	333	23	is	be	AUX
dad-11372	333	24	counted	count	VERB
dad-11372	333	25	separately	separately	ADV
dad-11372	333	26	for	for	ADP
dad-11372	333	27	each	each	DET
dad-11372	333	28	type	type	NOUN
dad-11372	333	29	.	.	PUNCT
dad-11372	334	1	23	23	NUM
dad-11372	334	2	zeldes	zelde	NOUN
dad-11372	334	3	and	and	CCONJ
dad-11372	334	4	liu	liu	PROPN
dad-11372	334	5	type	type	NOUN
dad-11372	334	6	subtype	subtype	NOUN
dad-11372	334	7	accuracy	accuracy	NOUN
dad-11372	334	8	ntest	nt	ADJ
dad-11372	334	9	lexical	lexical	ADJ
dad-11372	334	10	alternate	alternate	ADJ
dad-11372	334	11	expression	expression	NOUN
dad-11372	334	12	0.773	0.773	NUM
dad-11372	334	13	53	53	NUM
dad-11372	334	14	semantic	semantic	ADJ
dad-11372	334	15	synonymy	synonymy	NOUN
dad-11372	334	16	0.727	0.727	NUM
dad-11372	334	17	22	22	NUM
dad-11372	334	18	lexical	lexical	ADJ
dad-11372	334	19	indicative	indicative	ADJ
dad-11372	334	20	word	word	NOUN
dad-11372	334	21	0.726	0.726	NUM
dad-11372	334	22	340	340	NUM
dad-11372	334	23	graphical	graphical	ADJ
dad-11372	334	24	colon	colon	NOUN
dad-11372	334	25	0.714	0.714	NUM
dad-11372	334	26	21	21	NUM
dad-11372	334	27	morphological	morphological	ADJ
dad-11372	334	28	tense	tense	ADJ
dad-11372	334	29	0.711	0.711	NUM
dad-11372	334	30	59	59	NUM
dad-11372	334	31	semantic	semantic	ADJ
dad-11372	334	32	antonymy	antonymy	NOUN
dad-11372	334	33	0.690	0.690	NUM
dad-11372	334	34	42	42	NUM
dad-11372	334	35	dm	dm	NOUN
dad-11372	334	36	dm	dm	NUM
dad-11372	334	37	0.653	0.653	NUM
dad-11372	334	38	257	257	NUM
dad-11372	334	39	semantic	semantic	ADJ
dad-11372	334	40	repetition	repetition	NOUN
dad-11372	334	41	0.642	0.642	NUM
dad-11372	334	42	350	350	NUM
dad-11372	334	43	numerical	numerical	ADJ
dad-11372	334	44	same	same	ADJ
dad-11372	334	45	count	count	NOUN
dad-11372	334	46	0.617	0.617	NUM
dad-11372	334	47	34	34	NUM
dad-11372	334	48	semantic	semantic	ADJ
dad-11372	334	49	+	+	CCONJ
dad-11372	334	50	syntactic	syntactic	ADJ
dad-11372	334	51	meronymy	meronymy	NOUN
dad-11372	334	52	+	+	CCONJ
dad-11372	334	53	subject	subject	NOUN
dad-11372	334	54	np	np	ADP
dad-11372	334	55	0.567	0.567	NUM
dad-11372	334	56	37	37	NUM
dad-11372	334	57	semantic	semantic	ADJ
dad-11372	334	58	+	+	CCONJ
dad-11372	334	59	syntactic	syntactic	ADJ
dad-11372	334	60	lexical	lexical	ADJ
dad-11372	334	61	chain	chain	NOUN
dad-11372	334	62	+	+	CCONJ
dad-11372	334	63	subject	subject	NOUN
dad-11372	334	64	np	np	ADP
dad-11372	334	65	0.566	0.566	NUM
dad-11372	334	66	83	83	NUM
dad-11372	334	67	semantic	semantic	ADJ
dad-11372	334	68	lexical	lexical	ADJ
dad-11372	334	69	chain	chain	NOUN
dad-11372	334	70	0.549	0.549	NUM
dad-11372	334	71	1453	1453	NUM
dad-11372	334	72	semantic	semantic	ADJ
dad-11372	334	73	meronymy	meronymy	NOUN
dad-11372	334	74	0.545	0.545	NUM
dad-11372	334	75	121	121	NUM
dad-11372	334	76	semantic	semantic	ADJ
dad-11372	334	77	indicative	indicative	ADJ
dad-11372	334	78	word	word	NOUN
dad-11372	334	79	pair	pair	NOUN
dad-11372	334	80	0.528	0.528	NUM
dad-11372	334	81	70	70	NUM
dad-11372	334	82	semantic	semantic	ADJ
dad-11372	334	83	+	+	CCONJ
dad-11372	334	84	syntactic	syntactic	ADJ
dad-11372	334	85	repetition	repetition	NOUN
dad-11372	334	86	+	+	CCONJ
dad-11372	334	87	subject	subject	ADJ
dad-11372	334	88	np	np	ADP
dad-11372	334	89	0.505	0.505	NUM
dad-11372	334	90	99	99	NUM
dad-11372	334	91	reference	reference	NOUN
dad-11372	334	92	personal	personal	ADJ
dad-11372	334	93	reference	reference	NOUN
dad-11372	334	94	0.461	0.461	NUM
dad-11372	334	95	206	206	NUM
dad-11372	334	96	morphological	morphological	ADJ
dad-11372	334	97	modality	modality	NOUN
dad-11372	334	98	0.461	0.461	NUM
dad-11372	334	99	52	52	NUM
dad-11372	334	100	reference	reference	NOUN
dad-11372	334	101	+	+	CCONJ
dad-11372	334	102	syntactic	syntactic	ADJ
dad-11372	334	103	propositional	propositional	ADJ
dad-11372	334	104	reference	reference	NOUN
dad-11372	334	105	+	+	CCONJ
dad-11372	334	106	subject	subject	NOUN
dad-11372	334	107	np	np	ADP
dad-11372	334	108	0.409	0.409	NUM
dad-11372	334	109	22	22	NUM
dad-11372	334	110	reference	reference	NOUN
dad-11372	334	111	demonstrative	demonstrative	ADJ
dad-11372	334	112	reference	reference	NOUN
dad-11372	334	113	0.380	0.380	NUM
dad-11372	334	114	84	84	NUM
dad-11372	334	115	syntactic	syntactic	ADJ
dad-11372	334	116	+	+	CCONJ
dad-11372	334	117	semantic	semantic	ADJ
dad-11372	334	118	parallel	parallel	ADJ
dad-11372	334	119	syntactic	syntactic	ADJ
dad-11372	334	120	construction	construction	NOUN
dad-11372	334	121	+	+	CCONJ
dad-11372	334	122	lexical	lexical	ADJ
dad-11372	334	123	chain	chain	NOUN
dad-11372	334	124	0.333	0.333	NUM
dad-11372	334	125	99	99	NUM
dad-11372	334	126	textual	textual	ADJ
dad-11372	334	127	date	date	NOUN
dad-11372	334	128	0.318	0.318	NUM
dad-11372	334	129	22	22	NUM
dad-11372	334	130	reference	reference	NOUN
dad-11372	334	131	propositional	propositional	ADJ
dad-11372	334	132	reference	reference	NOUN
dad-11372	334	133	0.285	0.285	NUM
dad-11372	334	134	21	21	NUM
dad-11372	334	135	table	table	NOUN
dad-11372	334	136	6	6	NUM
dad-11372	334	137	:	:	PUNCT
dad-11372	334	138	anchored	anchor	VERB
dad-11372	334	139	token	token	ADJ
dad-11372	334	140	detection	detection	NOUN
dad-11372	334	141	accuracy	accuracy	NOUN
dad-11372	334	142	for	for	ADP
dad-11372	334	143	signal	signal	ADJ
dad-11372	334	144	types	type	NOUN
dad-11372	334	145	attested	attest	VERB
dad-11372	334	146	over	over	ADP
dad-11372	334	147	20	20	NUM
dad-11372	334	148	times	time	NOUN
dad-11372	334	149	.	.	PUNCT
dad-11372	335	1	three	three	NUM
dad-11372	335	2	of	of	ADP
dad-11372	335	3	the	the	DET
dad-11372	335	4	top	top	ADJ
dad-11372	335	5	four	four	NUM
dad-11372	335	6	categories	category	NOUN
dad-11372	335	7	which	which	PRON
dad-11372	335	8	the	the	DET
dad-11372	335	9	model	model	NOUN
dad-11372	335	10	performs	perform	VERB
dad-11372	335	11	best	good	ADJ
dad-11372	335	12	for	for	ADP
dad-11372	335	13	are	be	AUX
dad-11372	335	14	,	,	PUNCT
dad-11372	335	15	perhaps	perhaps	ADV
dad-11372	335	16	unsurprisingly	unsurprisingly	ADV
dad-11372	335	17	,	,	PUNCT
dad-11372	335	18	the	the	DET
dad-11372	335	19	most	most	ADV
dad-11372	335	20	lexical	lexical	ADJ
dad-11372	335	21	ones	one	NOUN
dad-11372	335	22	:	:	PUNCT
dad-11372	335	23	alternate	alternate	ADJ
dad-11372	335	24	expression	expression	NOUN
dad-11372	335	25	captures	capture	VERB
dad-11372	335	26	non	non	ADJ
dad-11372	335	27	-	-	ADJ
dad-11372	335	28	dm	dm	ADJ
dad-11372	335	29	phrases	phrase	NOUN
dad-11372	335	30	such	such	ADJ
dad-11372	335	31	as	as	ADP
dad-11372	335	32	i	i	PRON
dad-11372	335	33	mean	mean	VERB
dad-11372	335	34	(	(	PUNCT
dad-11372	335	35	for	for	ADP
dad-11372	335	36	elaboration	elaboration	NOUN
dad-11372	335	37	)	)	PUNCT
dad-11372	335	38	,	,	PUNCT
dad-11372	335	39	or	or	CCONJ
dad-11372	335	40	the	the	DET
dad-11372	335	41	problem	problem	NOUN
dad-11372	335	42	is	be	AUX
dad-11372	335	43	(	(	PUNCT
dad-11372	335	44	for	for	ADP
dad-11372	335	45	concession	concession	NOUN
dad-11372	335	46	)	)	PUNCT
dad-11372	335	47	,	,	PUNCT
dad-11372	335	48	and	and	CCONJ
dad-11372	335	49	indicative	indicative	ADJ
dad-11372	335	50	word	word	NOUN
dad-11372	335	51	includes	include	VERB
dad-11372	335	52	lexical	lexical	ADJ
dad-11372	335	53	items	item	NOUN
dad-11372	335	54	such	such	ADJ
dad-11372	335	55	as	as	ADP
dad-11372	335	56	imperative	imperative	ADJ
dad-11372	335	57	see	see	NOUN
dad-11372	335	58	(	(	PUNCT
dad-11372	335	59	consistently	consistently	ADV
dad-11372	335	60	marking	mark	VERB
dad-11372	335	61	evidence	evidence	NOUN
dad-11372	335	62	in	in	ADP
dad-11372	335	63	references	reference	NOUN
dad-11372	335	64	within	within	ADP
dad-11372	335	65	academic	academic	ADJ
dad-11372	335	66	articles	article	NOUN
dad-11372	335	67	)	)	PUNCT
dad-11372	335	68	or	or	CCONJ
dad-11372	335	69	evaluative	evaluative	ADJ
dad-11372	335	70	adjectives	adjective	NOUN
dad-11372	335	71	such	such	ADJ
dad-11372	335	72	as	as	ADP
dad-11372	335	73	interesting	interesting	ADJ
dad-11372	335	74	for	for	ADP
dad-11372	335	75	evaluation	evaluation	NOUN
dad-11372	335	76	.	.	PUNCT
dad-11372	336	1	the	the	DET
dad-11372	336	2	good	good	ADJ
dad-11372	336	3	performance	performance	NOUN
dad-11372	336	4	of	of	ADP
dad-11372	336	5	the	the	DET
dad-11372	336	6	category	category	NOUN
dad-11372	336	7	colon	colon	NOUN
dad-11372	336	8	captures	capture	VERB
dad-11372	336	9	the	the	DET
dad-11372	336	10	model	model	NOUN
dad-11372	336	11	’s	’s	PART
dad-11372	336	12	recognition	recognition	NOUN
dad-11372	336	13	of	of	ADP
dad-11372	336	14	colons	colon	NOUN
dad-11372	336	15	as	as	ADP
dad-11372	336	16	important	important	ADJ
dad-11372	336	17	punctuation	punctuation	NOUN
dad-11372	336	18	,	,	PUNCT
dad-11372	336	19	primarily	primarily	ADV
dad-11372	336	20	predicting	predict	VERB
dad-11372	336	21	preparation	preparation	NOUN
dad-11372	336	22	.	.	PUNCT
dad-11372	337	1	the	the	DET
dad-11372	337	2	only	only	ADJ
dad-11372	337	3	case	case	NOUN
dad-11372	337	4	of	of	ADP
dad-11372	337	5	a	a	DET
dad-11372	337	6	‘	'	PUNCT
dad-11372	337	7	relational	relational	ADJ
dad-11372	337	8	’	'	PUNCT
dad-11372	337	9	category	category	NOUN
dad-11372	337	10	,	,	PUNCT
dad-11372	337	11	requiring	require	VERB
dad-11372	337	12	attention	attention	NOUN
dad-11372	337	13	to	to	ADP
dad-11372	337	14	two	two	NUM
dad-11372	337	15	separate	separate	ADJ
dad-11372	337	16	positions	position	NOUN
dad-11372	337	17	in	in	ADP
dad-11372	337	18	the	the	DET
dad-11372	337	19	input	input	NOUN
dad-11372	337	20	,	,	PUNCT
dad-11372	337	21	which	which	PRON
dad-11372	337	22	also	also	ADV
dad-11372	337	23	fares	fare	VERB
dad-11372	337	24	well	well	ADV
dad-11372	337	25	is	be	AUX
dad-11372	337	26	synonymy	synonymy	NOUN
dad-11372	337	27	,	,	PUNCT
dad-11372	337	28	though	though	SCONJ
dad-11372	337	29	this	this	PRON
dad-11372	337	30	is	be	AUX
dad-11372	337	31	often	often	ADV
dad-11372	337	32	based	base	VERB
dad-11372	337	33	on	on	ADP
dad-11372	337	34	flagging	flag	VERB
dad-11372	337	35	only	only	ADV
dad-11372	337	36	one	one	NUM
dad-11372	337	37	of	of	ADP
dad-11372	337	38	two	two	NUM
dad-11372	337	39	items	item	NOUN
dad-11372	337	40	annotated	annotate	VERB
dad-11372	337	41	as	as	ADP
dad-11372	337	42	synonymous	synonymous	ADJ
dad-11372	337	43	,	,	PUNCT
dad-11372	337	44	and	and	CCONJ
dad-11372	337	45	is	be	AUX
dad-11372	337	46	based	base	VERB
dad-11372	337	47	on	on	ADP
dad-11372	337	48	rather	rather	ADV
dad-11372	337	49	few	few	ADJ
dad-11372	337	50	examples	example	NOUN
dad-11372	337	51	.	.	PUNCT
dad-11372	338	1	we	we	PRON
dad-11372	338	2	can	can	AUX
dad-11372	338	3	find	find	VERB
dad-11372	338	4	only	only	ADV
dad-11372	338	5	one	one	NUM
dad-11372	338	6	example	example	NOUN
dad-11372	338	7	,	,	PUNCT
dad-11372	338	8	(	(	PUNCT
dad-11372	338	9	21	21	NUM
dad-11372	338	10	)	)	PUNCT
dad-11372	338	11	,	,	PUNCT
dad-11372	338	12	where	where	SCONJ
dad-11372	338	13	both	both	DET
dad-11372	338	14	sides	side	NOUN
dad-11372	338	15	of	of	ADP
dad-11372	338	16	a	a	DET
dad-11372	338	17	pair	pair	NOUN
dad-11372	338	18	of	of	ADP
dad-11372	338	19	similar	similar	ADJ
dad-11372	338	20	words	word	NOUN
dad-11372	338	21	is	be	AUX
dad-11372	338	22	actually	actually	ADV
dad-11372	338	23	noticed	notice	VERB
dad-11372	338	24	,	,	PUNCT
dad-11372	338	25	which	which	PRON
dad-11372	338	26	both	both	PRON
dad-11372	338	27	belong	belong	VERB
dad-11372	338	28	to	to	ADP
dad-11372	338	29	the	the	DET
dad-11372	338	30	same	same	ADJ
dad-11372	338	31	stem	stem	NOUN
dad-11372	338	32	(	(	PUNCT
dad-11372	338	33	decline	decline	NOUN
dad-11372	338	34	/	/	SYM
dad-11372	338	35	declining	decline	VERB
dad-11372	338	36	):	):	PUNCT
dad-11372	338	37	(	(	PUNCT
dad-11372	338	38	21	21	NUM
dad-11372	338	39	)	)	PUNCT
dad-11372	338	40	the	the	DET
dad-11372	338	41	report	report	NOUN
dad-11372	338	42	says	say	VERB
dad-11372	338	43	the	the	DET
dad-11372	338	44	decline	decline	NOUN
dad-11372	338	45	in	in	ADP
dad-11372	338	46	iodine	iodine	NOUN
dad-11372	338	47	intake	intake	NOUN
dad-11372	338	48	appears	appear	VERB
dad-11372	338	49	to	to	PART
dad-11372	338	50	be	be	AUX
dad-11372	338	51	due	due	ADJ
dad-11372	338	52	to	to	ADP
dad-11372	338	53	changes	change	NOUN
dad-11372	338	54	in	in	ADP
dad-11372	338	55	the	the	DET
dad-11372	338	56	dairy	dairy	NOUN
dad-11372	338	57	industry	industry	NOUN
dad-11372	338	58	,	,	PUNCT
dad-11372	338	59	where	where	SCONJ
dad-11372	338	60	chlorine	chlorine	NOUN
dad-11372	338	61	-	-	PUNCT
dad-11372	338	62	containing	contain	VERB
dad-11372	338	63	sanitisers	sanitiser	NOUN
dad-11372	338	64	have	have	AUX
dad-11372	338	65	replaced	replace	VERB
dad-11372	338	66	iodine	iodine	NOUN
dad-11372	338	67	-	-	PUNCT
dad-11372	338	68	containing	contain	VERB
dad-11372	338	69	sanitisers	sanitiser	NOUN
dad-11372	338	70	.	.	PUNCT
dad-11372	339	1	gold	gold	NOUN
dad-11372	339	2	:	:	PUNCT
dad-11372	340	1	justify←−−−−−−−−−	justify←−−−−−−−−−	PROPN
dad-11372	340	2	pred	pre	VERB
dad-11372	340	3	:	:	PUNCT
dad-11372	340	4	background	background	NOUN
dad-11372	340	5	iodine	iodine	NOUN
dad-11372	340	6	released	release	VERB
dad-11372	340	7	from	from	ADP
dad-11372	340	8	these	these	DET
dad-11372	340	9	chemicals	chemical	NOUN
dad-11372	340	10	into	into	ADP
dad-11372	340	11	milk	milk	NOUN
dad-11372	340	12	has	have	AUX
dad-11372	340	13	been	be	AUX
dad-11372	340	14	the	the	DET
dad-11372	340	15	major	major	ADJ
dad-11372	340	16	source	source	NOUN
dad-11372	340	17	of	of	ADP
dad-11372	340	18	dietary	dietary	ADJ
dad-11372	340	19	iodine	iodine	NOUN
dad-11372	340	20	in	in	ADP
dad-11372	340	21	australia	australia	PROPN
dad-11372	340	22	for	for	ADP
dad-11372	340	23	at	at	ADV
dad-11372	340	24	least	least	ADV
dad-11372	340	25	four	four	NUM
dad-11372	340	26	decades	decade	NOUN
dad-11372	340	27	,	,	PUNCT
dad-11372	340	28	but	but	CCONJ
dad-11372	340	29	is	be	AUX
dad-11372	340	30	now	now	ADV
dad-11372	340	31	declining	decline	VERB
dad-11372	340	32	.	.	PUNCT
dad-11372	341	1	we	we	PRON
dad-11372	341	2	note	note	VERB
dad-11372	341	3	that	that	SCONJ
dad-11372	341	4	our	our	PRON
dad-11372	341	5	evaluation	evaluation	NOUN
dad-11372	341	6	is	be	AUX
dad-11372	341	7	actually	actually	ADV
dad-11372	341	8	rather	rather	ADV
dad-11372	341	9	harsh	harsh	ADJ
dad-11372	341	10	towards	towards	ADP
dad-11372	341	11	the	the	DET
dad-11372	341	12	model	model	NOUN
dad-11372	341	13	,	,	PUNCT
dad-11372	341	14	since	since	SCONJ
dad-11372	341	15	in	in	ADP
dad-11372	341	16	multiword	multiword	ADJ
dad-11372	341	17	expressions	expression	NOUN
dad-11372	341	18	,	,	PUNCT
dad-11372	341	19	often	often	ADV
dad-11372	341	20	only	only	ADV
dad-11372	341	21	one	one	NUM
dad-11372	341	22	central	central	ADJ
dad-11372	341	23	word	word	NOUN
dad-11372	341	24	is	be	AUX
dad-11372	341	25	flagged	flag	VERB
dad-11372	341	26	by	by	ADP
dad-11372	341	27	∆s	∆s	PROPN
dad-11372	341	28	(	(	PUNCT
dad-11372	341	29	e.g.	e.g.	ADV
dad-11372	341	30	problem	problem	NOUN
dad-11372	341	31	in	in	ADP
dad-11372	341	32	“	"	PUNCT
dad-11372	341	33	the	the	DET
dad-11372	341	34	problem	problem	NOUN
dad-11372	341	35	is	be	AUX
dad-11372	341	36	”	"	PUNCT
dad-11372	341	37	)	)	PUNCT
dad-11372	341	38	,	,	PUNCT
dad-11372	341	39	while	while	SCONJ
dad-11372	341	40	24	24	NUM
dad-11372	341	41	a	a	DET
dad-11372	341	42	neural	neural	ADJ
dad-11372	341	43	approach	approach	NOUN
dad-11372	341	44	to	to	ADP
dad-11372	341	45	discourse	discourse	NOUN
dad-11372	341	46	relation	relation	NOUN
dad-11372	341	47	signal	signal	NOUN
dad-11372	341	48	detection	detection	NOUN
dad-11372	341	49	the	the	DET
dad-11372	341	50	model	model	NOUN
dad-11372	341	51	is	be	AUX
dad-11372	341	52	penalized	penalize	VERB
dad-11372	341	53	in	in	ADP
dad-11372	341	54	table	table	NOUN
dad-11372	341	55	6	6	NUM
dad-11372	341	56	for	for	ADP
dad-11372	341	57	each	each	DET
dad-11372	341	58	token	token	VERB
dad-11372	341	59	that	that	PRON
dad-11372	341	60	is	be	AUX
dad-11372	341	61	not	not	PART
dad-11372	341	62	recognized	recognize	VERB
dad-11372	341	63	(	(	PUNCT
dad-11372	341	64	i.e.	i.e.	X
dad-11372	341	65	the	the	PRON
dad-11372	341	66	and	and	CCONJ
dad-11372	341	67	is	be	AUX
dad-11372	341	68	,	,	PUNCT
dad-11372	341	69	which	which	PRON
dad-11372	341	70	were	be	AUX
dad-11372	341	71	all	all	PRON
dad-11372	341	72	flagged	flag	VERB
dad-11372	341	73	by	by	ADP
dad-11372	341	74	a	a	DET
dad-11372	341	75	human	human	ADJ
dad-11372	341	76	annotator	annotator	NOUN
dad-11372	341	77	as	as	ADP
dad-11372	341	78	signals	signal	NOUN
dad-11372	341	79	in	in	ADP
dad-11372	341	80	the	the	DET
dad-11372	341	81	data	datum	NOUN
dad-11372	341	82	)	)	PUNCT
dad-11372	341	83	.	.	PUNCT
dad-11372	342	1	interestingly	interestingly	ADV
dad-11372	342	2	,	,	PUNCT
dad-11372	342	3	the	the	DET
dad-11372	342	4	model	model	NOUN
dad-11372	342	5	fares	fare	NOUN
dad-11372	342	6	rather	rather	ADV
dad-11372	342	7	well	well	ADV
dad-11372	342	8	in	in	ADP
dad-11372	342	9	identifying	identify	VERB
dad-11372	342	10	morphological	morphological	ADJ
dad-11372	342	11	tense	tense	ADJ
dad-11372	342	12	cues	cue	NOUN
dad-11372	342	13	,	,	PUNCT
dad-11372	342	14	even	even	ADV
dad-11372	342	15	though	though	SCONJ
dad-11372	342	16	these	these	PRON
dad-11372	342	17	are	be	AUX
dad-11372	342	18	marked	mark	VERB
dad-11372	342	19	by	by	ADP
dad-11372	342	20	both	both	PRON
dad-11372	342	21	inflected	inflected	ADJ
dad-11372	342	22	lexical	lexical	ADJ
dad-11372	342	23	verbs	verb	NOUN
dad-11372	342	24	and	and	CCONJ
dad-11372	342	25	semantically	semantically	ADV
dad-11372	342	26	poor	poor	ADJ
dad-11372	342	27	auxiliaries	auxiliary	NOUN
dad-11372	342	28	(	(	PUNCT
dad-11372	342	29	e.g.	e.g.	ADV
dad-11372	342	30	past	past	ADJ
dad-11372	342	31	perfect	perfect	ADJ
dad-11372	342	32	auxiliary	auxiliary	NOUN
dad-11372	342	33	had	have	VERB
dad-11372	342	34	marking	mark	VERB
dad-11372	342	35	background	background	NOUN
dad-11372	342	36	)	)	PUNCT
dad-11372	342	37	;	;	PUNCT
dad-11372	342	38	but	but	CCONJ
dad-11372	342	39	modality	modality	NOUN
dad-11372	342	40	cues	cue	NOUN
dad-11372	342	41	(	(	PUNCT
dad-11372	342	42	especially	especially	ADV
dad-11372	342	43	can	can	AUX
dad-11372	342	44	or	or	CCONJ
dad-11372	342	45	could	could	AUX
dad-11372	342	46	for	for	ADP
dad-11372	342	47	evaluation	evaluation	NOUN
dad-11372	342	48	)	)	PUNCT
dad-11372	342	49	are	be	AUX
dad-11372	342	50	less	less	ADV
dad-11372	342	51	successfully	successfully	ADV
dad-11372	342	52	identified	identify	VERB
dad-11372	342	53	,	,	PUNCT
dad-11372	342	54	suggesting	suggest	VERB
dad-11372	342	55	they	they	PRON
dad-11372	342	56	are	be	AUX
dad-11372	342	57	either	either	CCONJ
dad-11372	342	58	more	more	ADV
dad-11372	342	59	ambiguous	ambiguous	ADJ
dad-11372	342	60	,	,	PUNCT
dad-11372	342	61	or	or	CCONJ
dad-11372	342	62	mainly	mainly	ADV
dad-11372	342	63	relevant	relevant	ADJ
dad-11372	342	64	in	in	ADP
dad-11372	342	65	the	the	DET
dad-11372	342	66	presence	presence	NOUN
dad-11372	342	67	of	of	ADP
dad-11372	342	68	evaluative	evaluative	ADJ
dad-11372	342	69	content	content	NOUN
dad-11372	342	70	words	word	NOUN
dad-11372	342	71	which	which	PRON
dad-11372	342	72	out	out	ADV
dad-11372	342	73	-	-	PUNCT
dad-11372	342	74	score	score	VERB
dad-11372	342	75	them	they	PRON
dad-11372	342	76	.	.	PUNCT
dad-11372	343	1	other	other	ADJ
dad-11372	343	2	relational	relational	ADJ
dad-11372	343	3	categories	category	NOUN
dad-11372	343	4	from	from	ADP
dad-11372	343	5	the	the	DET
dad-11372	343	6	middle	middle	NOUN
dad-11372	343	7	of	of	ADP
dad-11372	343	8	the	the	DET
dad-11372	343	9	table	table	NOUN
dad-11372	343	10	which	which	PRON
dad-11372	343	11	ostensibly	ostensibly	ADV
dad-11372	343	12	require	require	VERB
dad-11372	343	13	matching	match	VERB
dad-11372	343	14	pairs	pair	NOUN
dad-11372	343	15	of	of	ADP
dad-11372	343	16	words	word	NOUN
dad-11372	343	17	,	,	PUNCT
dad-11372	343	18	such	such	ADJ
dad-11372	343	19	as	as	ADP
dad-11372	343	20	repetition	repetition	NOUN
dad-11372	343	21	,	,	PUNCT
dad-11372	343	22	meronymy	meronymy	NOUN
dad-11372	343	23	,	,	PUNCT
dad-11372	343	24	or	or	CCONJ
dad-11372	343	25	personal	personal	ADJ
dad-11372	343	26	reference	reference	NOUN
dad-11372	343	27	(	(	PUNCT
dad-11372	343	28	coreference	coreference	PROPN
dad-11372	343	29	)	)	PUNCT
dad-11372	343	30	are	be	AUX
dad-11372	343	31	mainly	mainly	ADV
dad-11372	343	32	captured	capture	VERB
dad-11372	343	33	by	by	ADP
dad-11372	343	34	the	the	DET
dad-11372	343	35	model	model	NOUN
dad-11372	343	36	when	when	SCONJ
dad-11372	343	37	a	a	DET
dad-11372	343	38	single	single	ADJ
dad-11372	343	39	item	item	NOUN
dad-11372	343	40	is	be	AUX
dad-11372	343	41	a	a	DET
dad-11372	343	42	sufficiently	sufficiently	ADV
dad-11372	343	43	powerful	powerful	ADJ
dad-11372	343	44	cue	cue	NOUN
dad-11372	343	45	,	,	PUNCT
dad-11372	343	46	often	often	ADV
dad-11372	343	47	ignoring	ignore	VERB
dad-11372	343	48	the	the	DET
dad-11372	343	49	other	other	ADJ
dad-11372	343	50	half	half	NOUN
dad-11372	343	51	of	of	ADP
dad-11372	343	52	the	the	DET
dad-11372	343	53	signal	signal	NOUN
dad-11372	343	54	,	,	PUNCT
dad-11372	343	55	as	as	SCONJ
dad-11372	343	56	shown	show	VERB
dad-11372	343	57	in	in	ADP
dad-11372	343	58	(	(	PUNCT
dad-11372	343	59	22	22	NUM
dad-11372	343	60	)	)	PUNCT
dad-11372	343	61	.	.	PUNCT
dad-11372	344	1	(	(	PUNCT
dad-11372	344	2	22	22	NUM
dad-11372	344	3	)	)	PUNCT
dad-11372	344	4	on	on	ADP
dad-11372	344	5	a	a	DET
dad-11372	344	6	new	new	ADJ
dad-11372	344	7	website	website	NOUN
dad-11372	344	8	,	,	PUNCT
dad-11372	344	9	”	"	PUNCT
dad-11372	344	10	the	the	DET
dad-11372	344	11	internet	internet	NOUN
dad-11372	344	12	explorer	explorer	NOUN
dad-11372	344	13	6	6	NUM
dad-11372	344	14	countdown	countdown	NOUN
dad-11372	344	15	”	"	PUNCT
dad-11372	344	16	,	,	PUNCT
dad-11372	344	17	microsoft	microsoft	PROPN
dad-11372	344	18	has	have	AUX
dad-11372	344	19	launched	launch	VERB
dad-11372	344	20	an	an	DET
dad-11372	344	21	aggressive	aggressive	ADJ
dad-11372	344	22	campaign	campaign	NOUN
dad-11372	344	23	to	to	PART
dad-11372	344	24	persuade	persuade	VERB
dad-11372	344	25	users	user	NOUN
dad-11372	344	26	to	to	PART
dad-11372	344	27	stop	stop	VERB
dad-11372	344	28	using	use	VERB
dad-11372	344	29	ie6	ie6	PROPN
dad-11372	344	30	gold	gold	NOUN
dad-11372	344	31	:	:	PUNCT
dad-11372	344	32	elaboration←−−−−−−−−	elaboration←−−−−−−−−	PROPN
dad-11372	344	33	pred	pre	VERB
dad-11372	344	34	:	:	PUNCT
dad-11372	344	35	elaboration	elaboration	VERB
dad-11372	344	36	its	its	PRON
dad-11372	344	37	goal	goal	NOUN
dad-11372	344	38	is	be	AUX
dad-11372	344	39	to	to	PART
dad-11372	344	40	decrease	decrease	VERB
dad-11372	344	41	ie6	ie6	PROPN
dad-11372	344	42	users	user	NOUN
dad-11372	344	43	to	to	ADP
dad-11372	344	44	less	less	ADJ
dad-11372	344	45	than	than	ADP
dad-11372	344	46	one	one	NUM
dad-11372	344	47	percent	percent	NOUN
dad-11372	344	48	.	.	PUNCT
dad-11372	345	1	here	here	ADV
dad-11372	345	2	the	the	DET
dad-11372	345	3	model	model	NOUN
dad-11372	345	4	has	have	AUX
dad-11372	345	5	learned	learn	VERB
dad-11372	345	6	that	that	SCONJ
dad-11372	345	7	an	an	DET
dad-11372	345	8	initial	initial	ADJ
dad-11372	345	9	possessive	possessive	ADJ
dad-11372	345	10	pronoun	pronoun	NOUN
dad-11372	345	11	,	,	PUNCT
dad-11372	345	12	perhaps	perhaps	ADV
dad-11372	345	13	in	in	ADP
dad-11372	345	14	the	the	DET
dad-11372	345	15	context	context	NOUN
dad-11372	345	16	of	of	ADP
dad-11372	345	17	a	a	DET
dad-11372	345	18	subject	subject	NOUN
dad-11372	345	19	np	np	NOUN
dad-11372	345	20	in	in	ADP
dad-11372	345	21	a	a	DET
dad-11372	345	22	copula	copula	NOUN
dad-11372	345	23	sentence	sentence	NOUN
dad-11372	345	24	(	(	PUNCT
dad-11372	345	25	note	note	VERB
dad-11372	345	26	the	the	DET
dad-11372	345	27	shading	shading	NOUN
dad-11372	345	28	of	of	ADP
dad-11372	345	29	the	the	DET
dad-11372	345	30	following	following	NOUN
dad-11372	345	31	is	be	AUX
dad-11372	345	32	)	)	PUNCT
dad-11372	345	33	is	be	AUX
dad-11372	345	34	an	an	DET
dad-11372	345	35	indicator	indicator	NOUN
dad-11372	345	36	of	of	ADP
dad-11372	345	37	an	an	DET
dad-11372	345	38	elaboration	elaboration	NOUN
dad-11372	345	39	relation	relation	NOUN
dad-11372	345	40	,	,	PUNCT
dad-11372	345	41	even	even	ADV
dad-11372	345	42	though	though	SCONJ
dad-11372	345	43	there	there	PRON
dad-11372	345	44	is	be	VERB
dad-11372	345	45	no	no	DET
dad-11372	345	46	indication	indication	NOUN
dad-11372	345	47	that	that	SCONJ
dad-11372	345	48	the	the	DET
dad-11372	345	49	model	model	NOUN
dad-11372	345	50	has	have	AUX
dad-11372	345	51	noticed	notice	VERB
dad-11372	345	52	which	which	DET
dad-11372	345	53	word	word	NOUN
dad-11372	345	54	is	be	AUX
dad-11372	345	55	the	the	DET
dad-11372	345	56	antecedent	antecedent	NOUN
dad-11372	345	57	.	.	PUNCT
dad-11372	346	1	similarly	similarly	ADV
dad-11372	346	2	for	for	ADP
dad-11372	346	3	the	the	DET
dad-11372	346	4	count	count	NOUN
dad-11372	346	5	category	category	NOUN
dad-11372	346	6	,	,	PUNCT
dad-11372	346	7	the	the	DET
dad-11372	346	8	model	model	NOUN
dad-11372	346	9	only	only	ADV
dad-11372	346	10	learns	learn	VERB
dad-11372	346	11	to	to	PART
dad-11372	346	12	notice	notice	VERB
dad-11372	346	13	the	the	DET
dad-11372	346	14	possible	possible	ADJ
dad-11372	346	15	importance	importance	NOUN
dad-11372	346	16	of	of	ADP
dad-11372	346	17	some	some	DET
dad-11372	346	18	numbers	number	NOUN
dad-11372	346	19	,	,	PUNCT
dad-11372	346	20	but	but	CCONJ
dad-11372	346	21	is	be	AUX
dad-11372	346	22	not	not	PART
dad-11372	346	23	actually	actually	ADV
dad-11372	346	24	aware	aware	ADJ
dad-11372	346	25	of	of	ADP
dad-11372	346	26	whether	whether	SCONJ
dad-11372	346	27	they	they	PRON
dad-11372	346	28	are	be	AUX
dad-11372	346	29	identical	identical	ADJ
dad-11372	346	30	(	(	PUNCT
dad-11372	346	31	e.g.	e.g.	ADV
dad-11372	346	32	for	for	ADP
dad-11372	346	33	restatement	restatement	NOUN
dad-11372	346	34	)	)	PUNCT
dad-11372	346	35	or	or	CCONJ
dad-11372	346	36	different	different	ADJ
dad-11372	346	37	(	(	PUNCT
dad-11372	346	38	e.g.	e.g.	ADV
dad-11372	346	39	in	in	ADP
dad-11372	346	40	contrast).16	contrast).16	PROPN
dad-11372	346	41	finally	finally	ADV
dad-11372	346	42	,	,	PUNCT
dad-11372	346	43	some	some	DET
dad-11372	346	44	categories	category	NOUN
dad-11372	346	45	are	be	AUX
dad-11372	346	46	actually	actually	ADV
dad-11372	346	47	recognized	recognize	VERB
dad-11372	346	48	fairly	fairly	ADV
dad-11372	346	49	reliably	reliably	ADV
dad-11372	346	50	,	,	PUNCT
dad-11372	346	51	but	but	CCONJ
dad-11372	346	52	are	be	AUX
dad-11372	346	53	penalized	penalize	VERB
dad-11372	346	54	by	by	ADP
dad-11372	346	55	the	the	DET
dad-11372	346	56	same	same	ADJ
dad-11372	346	57	partial	partial	ADJ
dad-11372	346	58	substring	substring	NOUN
dad-11372	346	59	issue	issue	NOUN
dad-11372	346	60	identified	identify	VERB
dad-11372	346	61	above	above	ADV
dad-11372	346	62	:	:	PUNCT
dad-11372	346	63	date	date	NOUN
dad-11372	346	64	expressions	expression	NOUN
dad-11372	346	65	are	be	AUX
dad-11372	346	66	consistently	consistently	ADV
dad-11372	346	67	flagged	flag	VERB
dad-11372	346	68	as	as	ADP
dad-11372	346	69	indicators	indicator	NOUN
dad-11372	346	70	of	of	ADP
dad-11372	346	71	circumstance	circumstance	NOUN
dad-11372	346	72	,	,	PUNCT
dad-11372	346	73	but	but	CCONJ
dad-11372	346	74	often	often	ADV
dad-11372	346	75	a	a	DET
dad-11372	346	76	single	single	ADJ
dad-11372	346	77	word	word	NOUN
dad-11372	346	78	,	,	PUNCT
dad-11372	346	79	such	such	ADJ
dad-11372	346	80	as	as	ADP
dad-11372	346	81	a	a	DET
dad-11372	346	82	weekday	weekday	NOUN
dad-11372	346	83	in	in	ADP
dad-11372	346	84	(	(	PUNCT
dad-11372	346	85	23	23	NUM
dad-11372	346	86	)	)	PUNCT
dad-11372	346	87	,	,	PUNCT
dad-11372	346	88	is	be	AUX
dad-11372	346	89	dominant	dominant	ADJ
dad-11372	346	90	,	,	PUNCT
dad-11372	346	91	while	while	SCONJ
dad-11372	346	92	the	the	DET
dad-11372	346	93	model	model	NOUN
dad-11372	346	94	is	be	AUX
dad-11372	346	95	penalized	penalize	VERB
dad-11372	346	96	for	for	ADP
dad-11372	346	97	not	not	PART
dad-11372	346	98	scoring	score	VERB
dad-11372	346	99	other	other	ADJ
dad-11372	346	100	words	word	NOUN
dad-11372	346	101	as	as	ADV
dad-11372	346	102	highly	highly	ADV
dad-11372	346	103	(	(	PUNCT
dad-11372	346	104	including	include	VERB
dad-11372	346	105	commas	comma	NOUN
dad-11372	346	106	within	within	ADP
dad-11372	346	107	dates	date	NOUN
dad-11372	346	108	,	,	PUNCT
dad-11372	346	109	which	which	PRON
dad-11372	346	110	are	be	AUX
dad-11372	346	111	marked	mark	VERB
dad-11372	346	112	as	as	ADP
dad-11372	346	113	part	part	NOUN
dad-11372	346	114	of	of	ADP
dad-11372	346	115	the	the	DET
dad-11372	346	116	signal	signal	NOUN
dad-11372	346	117	token	token	VERB
dad-11372	346	118	span	span	NOUN
dad-11372	346	119	in	in	ADP
dad-11372	346	120	the	the	DET
dad-11372	346	121	gold	gold	NOUN
dad-11372	346	122	standard	standard	NOUN
dad-11372	346	123	,	,	PUNCT
dad-11372	346	124	but	but	CCONJ
dad-11372	346	125	whose	whose	DET
dad-11372	346	126	removal	removal	NOUN
dad-11372	346	127	does	do	AUX
dad-11372	346	128	not	not	PART
dad-11372	346	129	degrade	degrade	VERB
dad-11372	346	130	prediction	prediction	NOUN
dad-11372	346	131	accuracy	accuracy	NOUN
dad-11372	346	132	)	)	PUNCT
dad-11372	346	133	.	.	PUNCT
dad-11372	347	1	in	in	ADP
dad-11372	347	2	this	this	DET
dad-11372	347	3	case	case	NOUN
dad-11372	347	4	it	it	PRON
dad-11372	347	5	seems	seem	VERB
dad-11372	347	6	fair	fair	ADJ
dad-11372	347	7	to	to	PART
dad-11372	347	8	say	say	VERB
dad-11372	347	9	that	that	SCONJ
dad-11372	347	10	the	the	DET
dad-11372	347	11	model	model	NOUN
dad-11372	347	12	has	have	AUX
dad-11372	347	13	successfully	successfully	ADV
dad-11372	347	14	recognized	recognize	VERB
dad-11372	347	15	the	the	DET
dad-11372	347	16	date	date	NOUN
dad-11372	347	17	signal	signal	NOUN
dad-11372	347	18	of	of	ADP
dad-11372	347	19	‘	'	PUNCT
dad-11372	347	20	wednesday	wednesday	PROPN
dad-11372	347	21	april	april	PROPN
dad-11372	347	22	13	13	NUM
dad-11372	347	23	’	'	PUNCT
dad-11372	347	24	,	,	PUNCT
dad-11372	347	25	yet	yet	CCONJ
dad-11372	347	26	it	it	PRON
dad-11372	347	27	loses	lose	VERB
dad-11372	347	28	points	point	NOUN
dad-11372	347	29	for	for	ADP
dad-11372	347	30	missing	miss	VERB
dad-11372	347	31	two	two	NUM
dad-11372	347	32	instances	instance	NOUN
dad-11372	347	33	of	of	ADP
dad-11372	347	34	‘	'	PUNCT
dad-11372	347	35	,	,	PUNCT
dad-11372	347	36	’	'	PUNCT
dad-11372	347	37	,	,	PUNCT
dad-11372	347	38	and	and	CCONJ
dad-11372	347	39	the	the	DET
dad-11372	347	40	‘	'	PUNCT
dad-11372	347	41	2011	2011	NUM
dad-11372	347	42	’	'	PUNCT
dad-11372	347	43	,	,	PUNCT
dad-11372	347	44	which	which	PRON
dad-11372	347	45	is	be	AUX
dad-11372	347	46	no	no	ADV
dad-11372	347	47	longer	long	ADV
dad-11372	347	48	necessary	necessary	ADJ
dad-11372	347	49	for	for	ADP
dad-11372	347	50	recognizing	recognize	VERB
dad-11372	347	51	that	that	SCONJ
dad-11372	347	52	this	this	PRON
dad-11372	347	53	is	be	AUX
dad-11372	347	54	a	a	DET
dad-11372	347	55	date	date	NOUN
dad-11372	347	56	.	.	PUNCT
dad-11372	348	1	(	(	PUNCT
dad-11372	348	2	23	23	X
dad-11372	348	3	)	)	PUNCT
dad-11372	348	4	nasa	nasa	PROPN
dad-11372	348	5	celebrates	celebrate	VERB
dad-11372	348	6	30th	30th	ADJ
dad-11372	348	7	anniversary	anniversary	NOUN
dad-11372	348	8	of	of	ADP
dad-11372	348	9	first	first	ADJ
dad-11372	348	10	shuttle	shuttle	NOUN
dad-11372	348	11	launch	launch	NOUN
dad-11372	348	12	;	;	PUNCT
dad-11372	348	13	gold	gold	NOUN
dad-11372	348	14	:	:	PUNCT
dad-11372	348	15	circumstance←−−−−−−−−−	circumstance←−−−−−−−−−	PROPN
dad-11372	348	16	pred	pre	VERB
dad-11372	348	17	:	:	PUNCT
dad-11372	348	18	circumstance	circumstance	NOUN
dad-11372	348	19	wednesday	wednesday	PROPN
dad-11372	348	20	,	,	PUNCT
dad-11372	348	21	april	april	PROPN
dad-11372	348	22	13	13	NUM
dad-11372	348	23	,	,	PUNCT
dad-11372	348	24	2011	2011	NUM
dad-11372	348	25	6	6	NUM
dad-11372	348	26	.	.	PUNCT
dad-11372	349	1	discussion	discussion	NOUN
dad-11372	349	2	this	this	DET
dad-11372	349	3	paper	paper	NOUN
dad-11372	349	4	has	have	AUX
dad-11372	349	5	used	use	VERB
dad-11372	349	6	a	a	DET
dad-11372	349	7	corpus	corpus	NOUN
dad-11372	349	8	annotated	annotate	VERB
dad-11372	349	9	for	for	ADP
dad-11372	349	10	discourse	discourse	NOUN
dad-11372	349	11	relation	relation	NOUN
dad-11372	349	12	signals	signal	NOUN
dad-11372	349	13	within	within	ADP
dad-11372	349	14	the	the	DET
dad-11372	349	15	framework	framework	NOUN
dad-11372	349	16	of	of	ADP
dad-11372	349	17	the	the	DET
dad-11372	349	18	rst	rst	PROPN
dad-11372	349	19	signalling	signal	VERB
dad-11372	349	20	corpus	corpus	NOUN
dad-11372	349	21	(	(	PUNCT
dad-11372	349	22	das	das	PROPN
dad-11372	349	23	and	and	CCONJ
dad-11372	349	24	taboada	taboada	PROPN
dad-11372	349	25	2017	2017	NUM
dad-11372	349	26	)	)	PUNCT
dad-11372	349	27	and	and	CCONJ
dad-11372	349	28	extended	extend	VERB
dad-11372	349	29	with	with	ADP
dad-11372	349	30	anchored	anchored	ADJ
dad-11372	349	31	signal	signal	NOUN
dad-11372	349	32	annotations	annotation	NOUN
dad-11372	349	33	(	(	PUNCT
dad-11372	349	34	liu	liu	PROPN
dad-11372	349	35	2019	2019	NUM
dad-11372	349	36	)	)	PUNCT
dad-11372	349	37	to	to	PART
dad-11372	349	38	develop	develop	VERB
dad-11372	349	39	a	a	DET
dad-11372	349	40	taxonomy	taxonomy	NOUN
dad-11372	349	41	of	of	ADP
dad-11372	349	42	unrestricted	unrestricted	ADJ
dad-11372	349	43	and	and	CCONJ
dad-11372	349	44	hierarchically	hierarchically	ADV
dad-11372	349	45	aware	aware	ADJ
dad-11372	349	46	discourse	discourse	NOUN
dad-11372	349	47	signal	signal	NOUN
dad-11372	349	48	positions	position	NOUN
dad-11372	349	49	,	,	PUNCT
dad-11372	349	50	as	as	ADV
dad-11372	349	51	well	well	ADV
dad-11372	349	52	as	as	ADP
dad-11372	349	53	a	a	DET
dad-11372	349	54	data	data	NOUN
dad-11372	349	55	-	-	PUNCT
dad-11372	349	56	driven	drive	VERB
dad-11372	349	57	neural	neural	ADJ
dad-11372	349	58	network	network	NOUN
dad-11372	349	59	model	model	NOUN
dad-11372	349	60	to	to	PART
dad-11372	349	61	explore	explore	VERB
dad-11372	349	62	distantly	distantly	ADV
dad-11372	349	63	supervised	supervise	VERB
dad-11372	349	64	signal	signal	NOUN
dad-11372	349	65	word	word	NOUN
dad-11372	349	66	extraction	extraction	NOUN
dad-11372	349	67	.	.	PUNCT
dad-11372	350	1	the	the	DET
dad-11372	350	2	results	result	NOUN
dad-11372	350	3	shed	shed	VERB
dad-11372	350	4	light	light	NOUN
dad-11372	350	5	on	on	ADP
dad-11372	350	6	the	the	DET
dad-11372	350	7	distribution	distribution	NOUN
dad-11372	350	8	of	of	ADP
dad-11372	350	9	signal	signal	ADJ
dad-11372	350	10	categories	category	NOUN
dad-11372	350	11	from	from	ADP
dad-11372	350	12	the	the	DET
dad-11372	350	13	rst	rst	PROPN
dad-11372	350	14	-	-	ADJ
dad-11372	350	15	sc	sc	ADJ
dad-11372	350	16	taxonomy	taxonomy	NOUN
dad-11372	350	17	in	in	ADP
dad-11372	350	18	terms	term	NOUN
dad-11372	350	19	of	of	ADP
dad-11372	350	20	associated	associated	ADJ
dad-11372	350	21	word	word	NOUN
dad-11372	350	22	forms	form	NOUN
dad-11372	350	23	,	,	PUNCT
dad-11372	350	24	and	and	CCONJ
dad-11372	350	25	show	show	VERB
dad-11372	350	26	the	the	DET
dad-11372	350	27	promise	promise	NOUN
dad-11372	350	28	of	of	ADP
dad-11372	350	29	neural	neural	ADJ
dad-11372	350	30	models	model	NOUN
dad-11372	350	31	with	with	ADP
dad-11372	350	32	contextual	contextual	ADJ
dad-11372	350	33	embeddings	embedding	NOUN
dad-11372	350	34	for	for	ADP
dad-11372	350	35	16we	16we	ADJ
dad-11372	350	36	note	note	NOUN
dad-11372	350	37	that	that	SCONJ
dad-11372	350	38	while	while	SCONJ
dad-11372	350	39	the	the	DET
dad-11372	350	40	original	original	ADJ
dad-11372	350	41	signalling	signal	VERB
dad-11372	350	42	corpus	corpus	NOUN
dad-11372	350	43	only	only	ADV
dad-11372	350	44	used	use	VERB
dad-11372	350	45	a	a	DET
dad-11372	350	46	same	same	ADJ
dad-11372	350	47	count	count	NOUN
dad-11372	350	48	specific	specific	ADJ
dad-11372	350	49	signal	signal	NOUN
dad-11372	350	50	category	category	NOUN
dad-11372	350	51	,	,	PUNCT
dad-11372	350	52	the	the	DET
dad-11372	350	53	data	datum	NOUN
dad-11372	350	54	set	set	VERB
dad-11372	350	55	we	we	PRON
dad-11372	350	56	are	be	AUX
dad-11372	350	57	working	work	VERB
dad-11372	350	58	with	with	ADP
dad-11372	350	59	uses	use	VERB
dad-11372	350	60	a	a	DET
dad-11372	350	61	similar	similar	ADJ
dad-11372	350	62	specific	specific	ADJ
dad-11372	350	63	signal	signal	NOUN
dad-11372	350	64	type	type	NOUN
dad-11372	350	65	for	for	ADP
dad-11372	350	66	any	any	DET
dad-11372	350	67	numerical	numerical	ADJ
dad-11372	350	68	signals	signal	NOUN
dad-11372	350	69	,	,	PUNCT
dad-11372	350	70	including	include	VERB
dad-11372	350	71	first(ly	first(ly	NOUN
dad-11372	350	72	)	)	PUNCT
dad-11372	350	73	and	and	CCONJ
dad-11372	350	74	second(ly	second(ly	NOUN
dad-11372	350	75	)	)	PUNCT
dad-11372	350	76	,	,	PUNCT
dad-11372	350	77	which	which	PRON
dad-11372	350	78	the	the	DET
dad-11372	350	79	model	model	NOUN
dad-11372	350	80	is	be	AUX
dad-11372	350	81	particularly	particularly	ADV
dad-11372	350	82	successful	successful	ADJ
dad-11372	350	83	in	in	ADP
dad-11372	350	84	learning	learn	VERB
dad-11372	350	85	.	.	PUNCT
dad-11372	351	1	25	25	NUM
dad-11372	351	2	zeldes	zelde	NOUN
dad-11372	351	3	and	and	CCONJ
dad-11372	351	4	liu	liu	PROPN
dad-11372	351	5	the	the	DET
dad-11372	351	6	extraction	extraction	NOUN
dad-11372	351	7	of	of	ADP
dad-11372	351	8	context	context	NOUN
dad-11372	351	9	dependent	dependent	ADJ
dad-11372	351	10	and	and	CCONJ
dad-11372	351	11	gradient	gradient	ADJ
dad-11372	351	12	discourse	discourse	NOUN
dad-11372	351	13	signal	signal	NOUN
dad-11372	351	14	detection	detection	NOUN
dad-11372	351	15	in	in	ADP
dad-11372	351	16	individual	individual	ADJ
dad-11372	351	17	texts	text	NOUN
dad-11372	351	18	.	.	PUNCT
dad-11372	352	1	the	the	DET
dad-11372	352	2	metric	metric	NOUN
dad-11372	352	3	developed	develop	VERB
dad-11372	352	4	for	for	ADP
dad-11372	352	5	the	the	DET
dad-11372	352	6	evaluation	evaluation	NOUN
dad-11372	352	7	,	,	PUNCT
dad-11372	352	8	∆s	∆s	PROPN
dad-11372	352	9	,	,	PUNCT
dad-11372	352	10	allows	allow	VERB
dad-11372	352	11	us	we	PRON
dad-11372	352	12	to	to	PART
dad-11372	352	13	assess	assess	VERB
dad-11372	352	14	the	the	DET
dad-11372	352	15	relative	relative	ADJ
dad-11372	352	16	importance	importance	NOUN
dad-11372	352	17	of	of	ADP
dad-11372	352	18	signal	signal	ADJ
dad-11372	352	19	words	word	NOUN
dad-11372	352	20	for	for	ADP
dad-11372	352	21	automatic	automatic	ADJ
dad-11372	352	22	relation	relation	NOUN
dad-11372	352	23	classification	classification	NOUN
dad-11372	352	24	,	,	PUNCT
dad-11372	352	25	and	and	CCONJ
dad-11372	352	26	reveal	reveal	VERB
dad-11372	352	27	observations	observation	NOUN
dad-11372	352	28	for	for	ADP
dad-11372	352	29	further	further	ADJ
dad-11372	352	30	study	study	NOUN
dad-11372	352	31	,	,	PUNCT
dad-11372	352	32	as	as	ADV
dad-11372	352	33	well	well	ADV
dad-11372	352	34	as	as	ADP
dad-11372	352	35	shortcomings	shortcoming	NOUN
dad-11372	352	36	which	which	PRON
dad-11372	352	37	point	point	VERB
dad-11372	352	38	to	to	ADP
dad-11372	352	39	the	the	DET
dad-11372	352	40	need	need	NOUN
dad-11372	352	41	to	to	PART
dad-11372	352	42	develop	develop	VERB
dad-11372	352	43	richer	rich	ADJ
dad-11372	352	44	feature	feature	NOUN
dad-11372	352	45	representations	representation	NOUN
dad-11372	352	46	and	and	CCONJ
dad-11372	352	47	system	system	NOUN
dad-11372	352	48	architectures	architecture	NOUN
dad-11372	352	49	in	in	ADP
dad-11372	352	50	future	future	ADJ
dad-11372	352	51	work	work	NOUN
dad-11372	352	52	.	.	PUNCT
dad-11372	353	1	the	the	DET
dad-11372	353	2	model	model	NOUN
dad-11372	353	3	presented	present	VERB
dad-11372	353	4	in	in	ADP
dad-11372	353	5	the	the	DET
dad-11372	353	6	previous	previous	ADJ
dad-11372	353	7	sections	section	NOUN
dad-11372	353	8	is	be	AUX
dad-11372	353	9	clearly	clearly	ADV
dad-11372	353	10	incomplete	incomplete	ADJ
dad-11372	353	11	in	in	ADP
dad-11372	353	12	both	both	CCONJ
dad-11372	353	13	its	its	PRON
dad-11372	353	14	classification	classification	NOUN
dad-11372	353	15	accuracy	accuracy	NOUN
dad-11372	353	16	and	and	CCONJ
dad-11372	353	17	its	its	PRON
dad-11372	353	18	ability	ability	NOUN
dad-11372	353	19	to	to	PART
dad-11372	353	20	recognize	recognize	VERB
dad-11372	353	21	the	the	DET
dad-11372	353	22	same	same	ADJ
dad-11372	353	23	signals	signal	NOUN
dad-11372	353	24	that	that	PRON
dad-11372	353	25	humans	human	NOUN
dad-11372	353	26	do	do	VERB
dad-11372	353	27	.	.	PUNCT
dad-11372	354	1	however	however	ADV
dad-11372	354	2	,	,	PUNCT
dad-11372	354	3	given	give	VERB
dad-11372	354	4	the	the	DET
dad-11372	354	5	fact	fact	NOUN
dad-11372	354	6	that	that	SCONJ
dad-11372	354	7	it	it	PRON
dad-11372	354	8	is	be	AUX
dad-11372	354	9	trained	train	VERB
dad-11372	354	10	entirely	entirely	ADV
dad-11372	354	11	without	without	ADP
dad-11372	354	12	access	access	NOUN
dad-11372	354	13	to	to	ADP
dad-11372	354	14	discourse	discourse	NOUN
dad-11372	354	15	signal	signal	NOUN
dad-11372	354	16	annotations	annotation	NOUN
dad-11372	354	17	and	and	CCONJ
dad-11372	354	18	is	be	AUX
dad-11372	354	19	unaware	unaware	ADJ
dad-11372	354	20	of	of	ADP
dad-11372	354	21	any	any	PRON
dad-11372	354	22	of	of	ADP
dad-11372	354	23	the	the	DET
dad-11372	354	24	guidelines	guideline	NOUN
dad-11372	354	25	used	use	VERB
dad-11372	354	26	to	to	PART
dad-11372	354	27	create	create	VERB
dad-11372	354	28	the	the	DET
dad-11372	354	29	gold	gold	ADJ
dad-11372	354	30	standard	standard	NOUN
dad-11372	354	31	that	that	SCONJ
dad-11372	354	32	it	it	PRON
dad-11372	354	33	is	be	AUX
dad-11372	354	34	evaluated	evaluate	VERB
dad-11372	354	35	on	on	ADP
dad-11372	354	36	,	,	PUNCT
dad-11372	354	37	its	its	PRON
dad-11372	354	38	performance	performance	NOUN
dad-11372	354	39	may	may	AUX
dad-11372	354	40	be	be	AUX
dad-11372	354	41	considered	consider	VERB
dad-11372	354	42	surprisingly	surprisingly	ADV
dad-11372	354	43	good	good	ADJ
dad-11372	354	44	.	.	PUNCT
dad-11372	355	1	as	as	ADP
dad-11372	355	2	an	an	DET
dad-11372	355	3	approach	approach	NOUN
dad-11372	355	4	to	to	ADP
dad-11372	355	5	extracting	extract	VERB
dad-11372	355	6	discourse	discourse	NOUN
dad-11372	355	7	signals	signal	NOUN
dad-11372	355	8	in	in	ADP
dad-11372	355	9	a	a	DET
dad-11372	355	10	data	data	NOUN
dad-11372	355	11	-	-	PUNCT
dad-11372	355	12	driven	drive	VERB
dad-11372	355	13	way	way	NOUN
dad-11372	355	14	,	,	PUNCT
dad-11372	355	15	similar	similar	ADJ
dad-11372	355	16	to	to	ADP
dad-11372	355	17	frequentist	frequentist	NOUN
dad-11372	355	18	methods	method	NOUN
dad-11372	355	19	or	or	CCONJ
dad-11372	355	20	association	association	NOUN
dad-11372	355	21	measures	measure	NOUN
dad-11372	355	22	used	use	VERB
dad-11372	355	23	in	in	ADP
dad-11372	355	24	previous	previous	ADJ
dad-11372	355	25	work	work	NOUN
dad-11372	355	26	,	,	PUNCT
dad-11372	355	27	we	we	PRON
dad-11372	355	28	suggest	suggest	VERB
dad-11372	355	29	that	that	SCONJ
dad-11372	355	30	this	this	DET
dad-11372	355	31	model	model	NOUN
dad-11372	355	32	forms	form	VERB
dad-11372	355	33	a	a	DET
dad-11372	355	34	more	more	ADV
dad-11372	355	35	fine	fine	ADJ
dad-11372	355	36	grained	grain	VERB
dad-11372	355	37	tool	tool	NOUN
dad-11372	355	38	,	,	PUNCT
dad-11372	355	39	capable	capable	ADJ
dad-11372	355	40	of	of	ADP
dad-11372	355	41	taking	take	VERB
dad-11372	355	42	context	context	NOUN
dad-11372	355	43	into	into	ADP
dad-11372	355	44	consideration	consideration	NOUN
dad-11372	355	45	and	and	CCONJ
dad-11372	355	46	delivering	deliver	VERB
dad-11372	355	47	scores	score	NOUN
dad-11372	355	48	for	for	ADP
dad-11372	355	49	each	each	DET
dad-11372	355	50	instance	instance	NOUN
dad-11372	355	51	of	of	ADP
dad-11372	355	52	a	a	DET
dad-11372	355	53	signal	signal	ADJ
dad-11372	355	54	candidate	candidate	NOUN
dad-11372	355	55	,	,	PUNCT
dad-11372	355	56	rather	rather	ADV
dad-11372	355	57	than	than	ADP
dad-11372	355	58	resulting	result	VERB
dad-11372	355	59	in	in	ADP
dad-11372	355	60	a	a	DET
dad-11372	355	61	table	table	NOUN
dad-11372	355	62	of	of	ADP
dad-11372	355	63	undifferentiated	undifferentiated	ADJ
dad-11372	355	64	signal	signal	NOUN
dad-11372	355	65	word	word	NOUN
dad-11372	355	66	types	type	NOUN
dad-11372	355	67	.	.	PUNCT
dad-11372	356	1	additionally	additionally	ADV
dad-11372	356	2	,	,	PUNCT
dad-11372	356	3	although	although	SCONJ
dad-11372	356	4	we	we	PRON
dad-11372	356	5	consider	consider	VERB
dad-11372	356	6	human	human	ADJ
dad-11372	356	7	signal	signal	NOUN
dad-11372	356	8	annotations	annotation	NOUN
dad-11372	356	9	to	to	PART
dad-11372	356	10	be	be	AUX
dad-11372	356	11	the	the	DET
dad-11372	356	12	gold	gold	ADJ
dad-11372	356	13	standard	standard	NOUN
dad-11372	356	14	in	in	ADP
dad-11372	356	15	identifying	identify	VERB
dad-11372	356	16	the	the	DET
dad-11372	356	17	presence	presence	NOUN
dad-11372	356	18	of	of	ADP
dad-11372	356	19	relevant	relevant	ADJ
dad-11372	356	20	cues	cue	NOUN
dad-11372	356	21	,	,	PUNCT
dad-11372	356	22	the	the	DET
dad-11372	356	23	∆s	∆s	NOUN
dad-11372	356	24	metric	metric	ADJ
dad-11372	356	25	gives	give	VERB
dad-11372	356	26	new	new	ADJ
dad-11372	356	27	insights	insight	NOUN
dad-11372	356	28	into	into	ADP
dad-11372	356	29	signaling	signal	VERB
dad-11372	356	30	which	which	PRON
dad-11372	356	31	can	can	AUX
dad-11372	356	32	not	not	PART
dad-11372	356	33	be	be	AUX
dad-11372	356	34	approached	approach	VERB
dad-11372	356	35	using	use	VERB
dad-11372	356	36	manual	manual	ADJ
dad-11372	356	37	signaling	signal	VERB
dad-11372	356	38	annotations	annotation	NOUN
dad-11372	356	39	.	.	PUNCT
dad-11372	357	1	firstly	firstly	ADV
dad-11372	357	2	,	,	PUNCT
dad-11372	357	3	the	the	DET
dad-11372	357	4	quantitative	quantitative	ADJ
dad-11372	357	5	nature	nature	NOUN
dad-11372	357	6	of	of	ADP
dad-11372	357	7	the	the	DET
dad-11372	357	8	metric	metric	NOUN
dad-11372	357	9	allows	allow	VERB
dad-11372	357	10	us	we	PRON
dad-11372	357	11	to	to	PART
dad-11372	357	12	rank	rank	VERB
dad-11372	357	13	signaling	signal	VERB
dad-11372	357	14	strength	strength	NOUN
dad-11372	357	15	in	in	ADP
dad-11372	357	16	a	a	DET
dad-11372	357	17	way	way	NOUN
dad-11372	357	18	that	that	PRON
dad-11372	357	19	humans	human	NOUN
dad-11372	357	20	have	have	VERB
dad-11372	357	21	not	not	PART
dad-11372	357	22	to	to	PART
dad-11372	357	23	date	date	NOUN
dad-11372	357	24	been	be	AUX
dad-11372	357	25	able	able	ADJ
dad-11372	357	26	to	to	PART
dad-11372	357	27	apply	apply	VERB
dad-11372	357	28	:	:	PUNCT
dad-11372	357	29	using	use	VERB
dad-11372	357	30	∆s	∆s	PROPN
dad-11372	357	31	,	,	PUNCT
dad-11372	357	32	we	we	PRON
dad-11372	357	33	can	can	AUX
dad-11372	357	34	say	say	VERB
dad-11372	357	35	which	which	DET
dad-11372	357	36	instances	instance	NOUN
dad-11372	357	37	of	of	ADP
dad-11372	357	38	which	which	PRON
dad-11372	357	39	signals	signal	NOUN
dad-11372	357	40	are	be	AUX
dad-11372	357	41	evaluated	evaluate	VERB
dad-11372	357	42	as	as	ADP
dad-11372	357	43	stronger	strong	ADJ
dad-11372	357	44	,	,	PUNCT
dad-11372	357	45	by	by	ADP
dad-11372	357	46	how	how	SCONJ
dad-11372	357	47	much	much	ADJ
dad-11372	357	48	,	,	PUNCT
dad-11372	357	49	and	and	CCONJ
dad-11372	357	50	which	which	DET
dad-11372	357	51	words	word	NOUN
dad-11372	357	52	within	within	ADP
dad-11372	357	53	a	a	DET
dad-11372	357	54	multi	multi	ADJ
dad-11372	357	55	-	-	ADJ
dad-11372	357	56	word	word	ADJ
dad-11372	357	57	signal	signal	NOUN
dad-11372	357	58	instance	instance	NOUN
dad-11372	357	59	are	be	AUX
dad-11372	357	60	the	the	DET
dad-11372	357	61	most	most	ADV
dad-11372	357	62	important	important	ADJ
dad-11372	357	63	(	(	PUNCT
dad-11372	357	64	e.g.	e.g.	ADV
dad-11372	357	65	weekdays	weekday	NOUN
dad-11372	357	66	in	in	ADP
dad-11372	357	67	dates	date	NOUN
dad-11372	357	68	are	be	AUX
dad-11372	357	69	important	important	ADJ
dad-11372	357	70	,	,	PUNCT
dad-11372	357	71	the	the	DET
dad-11372	357	72	commas	comma	NOUN
dad-11372	357	73	are	be	AUX
dad-11372	357	74	not	not	PART
dad-11372	357	75	)	)	PUNCT
dad-11372	357	76	.	.	PUNCT
dad-11372	358	1	secondly	secondly	ADV
dad-11372	358	2	,	,	PUNCT
dad-11372	358	3	the	the	DET
dad-11372	358	4	potential	potential	NOUN
dad-11372	358	5	for	for	ADP
dad-11372	358	6	negative	negative	ADJ
dad-11372	358	7	values	value	NOUN
dad-11372	358	8	of	of	ADP
dad-11372	358	9	the	the	DET
dad-11372	358	10	metric	metric	NOUN
dad-11372	358	11	opens	open	VERB
dad-11372	358	12	the	the	DET
dad-11372	358	13	door	door	NOUN
dad-11372	358	14	to	to	ADP
dad-11372	358	15	the	the	DET
dad-11372	358	16	study	study	NOUN
dad-11372	358	17	of	of	ADP
dad-11372	358	18	negative	negative	ADJ
dad-11372	358	19	signals	signal	NOUN
dad-11372	358	20	,	,	PUNCT
dad-11372	358	21	or	or	CCONJ
dad-11372	358	22	‘	'	PUNCT
dad-11372	358	23	distractors	distractor	NOUN
dad-11372	358	24	’	'	PUNCT
dad-11372	358	25	,	,	PUNCT
dad-11372	358	26	which	which	PRON
dad-11372	358	27	we	we	PRON
dad-11372	358	28	have	have	AUX
dad-11372	358	29	only	only	ADV
dad-11372	358	30	touched	touch	VERB
dad-11372	358	31	upon	upon	SCONJ
dad-11372	358	32	briefly	briefly	ADV
dad-11372	358	33	in	in	ADP
dad-11372	358	34	this	this	DET
dad-11372	358	35	paper	paper	NOUN
dad-11372	358	36	.	.	PUNCT
dad-11372	359	1	and	and	CCONJ
dad-11372	359	2	finally	finally	ADV
dad-11372	359	3	,	,	PUNCT
dad-11372	359	4	we	we	PRON
dad-11372	359	5	consider	consider	VERB
dad-11372	359	6	the	the	DET
dad-11372	359	7	availability	availability	NOUN
dad-11372	359	8	of	of	ADP
dad-11372	359	9	multiple	multiple	ADJ
dad-11372	359	10	measurements	measurement	NOUN
dad-11372	359	11	for	for	ADP
dad-11372	359	12	a	a	DET
dad-11372	359	13	single	single	ADJ
dad-11372	359	14	dm	dm	NOUN
dad-11372	359	15	or	or	CCONJ
dad-11372	359	16	other	other	ADJ
dad-11372	359	17	discourse	discourse	NOUN
dad-11372	359	18	signal	signal	NOUN
dad-11372	359	19	to	to	PART
dad-11372	359	20	be	be	AUX
dad-11372	359	21	a	a	DET
dad-11372	359	22	potentially	potentially	ADV
dad-11372	359	23	very	very	ADV
dad-11372	359	24	interesting	interesting	ADJ
dad-11372	359	25	window	window	NOUN
dad-11372	359	26	into	into	ADP
dad-11372	359	27	the	the	DET
dad-11372	359	28	relative	relative	ADJ
dad-11372	359	29	ambiguity	ambiguity	NOUN
dad-11372	359	30	of	of	ADP
dad-11372	359	31	different	different	ADJ
dad-11372	359	32	signaling	signal	VERB
dad-11372	359	33	devices	device	NOUN
dad-11372	359	34	(	(	PUNCT
dad-11372	359	35	cf	cf	NOUN
dad-11372	359	36	.	.	PUNCT
dad-11372	360	1	torabi	torabi	PROPN
dad-11372	360	2	asr	asr	NOUN
dad-11372	360	3	and	and	CCONJ
dad-11372	360	4	demberg	demberg	PROPN
dad-11372	360	5	2013	2013	NUM
dad-11372	360	6	)	)	PUNCT
dad-11372	360	7	and	and	CCONJ
dad-11372	360	8	for	for	ADP
dad-11372	360	9	research	research	NOUN
dad-11372	360	10	on	on	ADP
dad-11372	360	11	the	the	DET
dad-11372	360	12	contexts	contexts	NOUN
dad-11372	360	13	in	in	ADP
dad-11372	360	14	which	which	PRON
dad-11372	360	15	such	such	ADJ
dad-11372	360	16	ambiguity	ambiguity	NOUN
dad-11372	360	17	results	result	VERB
dad-11372	360	18	.	.	PUNCT
dad-11372	361	1	to	to	PART
dad-11372	361	2	see	see	VERB
dad-11372	361	3	how	how	SCONJ
dad-11372	361	4	ambiguity	ambiguity	NOUN
dad-11372	361	5	is	be	AUX
dad-11372	361	6	reflected	reflect	VERB
dad-11372	361	7	in	in	ADP
dad-11372	361	8	multiple	multiple	ADJ
dad-11372	361	9	measurements	measurement	NOUN
dad-11372	361	10	of	of	ADP
dad-11372	361	11	∆s	∆s	PROPN
dad-11372	361	12	,	,	PUNCT
dad-11372	361	13	we	we	PRON
dad-11372	361	14	can	can	AUX
dad-11372	361	15	consider	consider	VERB
dad-11372	361	16	figure	figure	NOUN
dad-11372	361	17	7	7	NUM
dad-11372	361	18	.	.	PUNCT
dad-11372	362	1	the	the	DET
dad-11372	362	2	figure	figure	NOUN
dad-11372	362	3	shows	show	VERB
dad-11372	362	4	boxplots	boxplot	NOUN
dad-11372	362	5	for	for	ADP
dad-11372	362	6	multiple	multiple	ADJ
dad-11372	362	7	instances	instance	NOUN
dad-11372	362	8	of	of	ADP
dad-11372	362	9	the	the	DET
dad-11372	362	10	same	same	ADJ
dad-11372	362	11	signal	signal	NOUN
dad-11372	362	12	tokens	token	NOUN
dad-11372	362	13	.	.	PUNCT
dad-11372	363	1	we	we	PRON
dad-11372	363	2	can	can	AUX
dad-11372	363	3	see	see	VERB
dad-11372	363	4	that	that	DET
dad-11372	363	5	words	word	NOUN
dad-11372	363	6	like	like	VERB
dad-11372	363	7	and	and	CCONJ
dad-11372	363	8	are	be	AUX
dad-11372	363	9	usually	usually	ADV
dad-11372	363	10	not	not	PART
dad-11372	363	11	strong	strong	ADJ
dad-11372	363	12	signals	signal	NOUN
dad-11372	363	13	,	,	PUNCT
dad-11372	363	14	with	with	ADP
dad-11372	363	15	the	the	DET
dad-11372	363	16	entire	entire	ADJ
dad-11372	363	17	interquartile	interquartile	NOUN
dad-11372	363	18	range	range	NOUN
dad-11372	363	19	scoring	score	VERB
dad-11372	363	20	less	less	ADJ
dad-11372	363	21	than	than	ADP
dad-11372	363	22	0.02	0.02	NUM
dad-11372	363	23	,	,	PUNCT
dad-11372	363	24	i.e.	i.e.	X
dad-11372	363	25	aiding	aid	VERB
dad-11372	363	26	relation	relation	NOUN
dad-11372	363	27	classification	classification	NOUN
dad-11372	363	28	by	by	ADP
dad-11372	363	29	less	less	ADJ
dad-11372	363	30	than	than	ADP
dad-11372	363	31	2	2	NUM
dad-11372	363	32	%	%	NOUN
dad-11372	363	33	,	,	PUNCT
dad-11372	363	34	with	with	ADP
dad-11372	363	35	some	some	DET
dad-11372	363	36	values	value	NOUN
dad-11372	363	37	dipping	dip	VERB
dad-11372	363	38	into	into	ADP
dad-11372	363	39	the	the	DET
dad-11372	363	40	negative	negative	ADJ
dad-11372	363	41	region	region	NOUN
dad-11372	363	42	(	(	PUNCT
dad-11372	363	43	i.e.	i.e.	X
dad-11372	363	44	cases	case	NOUN
dad-11372	363	45	functioning	function	VERB
dad-11372	363	46	as	as	ADP
dad-11372	363	47	distractors	distractor	NOUN
dad-11372	363	48	)	)	PUNCT
dad-11372	363	49	.	.	PUNCT
dad-11372	364	1	however	however	ADV
dad-11372	364	2	,	,	PUNCT
dad-11372	364	3	some	some	DET
dad-11372	364	4	outliers	outlier	NOUN
dad-11372	364	5	are	be	AUX
dad-11372	364	6	also	also	ADV
dad-11372	364	7	present	present	ADJ
dad-11372	364	8	,	,	PUNCT
dad-11372	364	9	reaching	reach	VERB
dad-11372	364	10	almost	almost	ADV
dad-11372	364	11	as	as	ADV
dad-11372	364	12	high	high	ADJ
dad-11372	364	13	as	as	ADP
dad-11372	364	14	0.25	0.25	NUM
dad-11372	364	15	–	–	PUNCT
dad-11372	364	16	these	these	PRON
dad-11372	364	17	are	be	AUX
dad-11372	364	18	likely	likely	ADJ
dad-11372	364	19	to	to	PART
dad-11372	364	20	be	be	AUX
dad-11372	364	21	coordinating	coordinate	VERB
dad-11372	364	22	predicates	predicate	NOUN
dad-11372	364	23	,	,	PUNCT
dad-11372	364	24	which	which	PRON
dad-11372	364	25	may	may	AUX
dad-11372	364	26	signal	signal	VERB
dad-11372	364	27	relations	relation	NOUN
dad-11372	364	28	such	such	ADJ
dad-11372	364	29	as	as	ADP
dad-11372	364	30	sequence	sequence	NOUN
dad-11372	364	31	or	or	CCONJ
dad-11372	364	32	joint	joint	NOUN
dad-11372	364	33	.	.	PUNCT
dad-11372	365	1	a	a	DET
dad-11372	365	2	word	word	NOUN
dad-11372	365	3	such	such	ADJ
dad-11372	365	4	as	as	ADP
dad-11372	365	5	but	but	CCONJ
dad-11372	365	6	is	be	AUX
dad-11372	365	7	more	more	ADV
dad-11372	365	8	important	important	ADJ
dad-11372	365	9	overall	overall	ADJ
dad-11372	365	10	,	,	PUNCT
dad-11372	365	11	with	with	ADP
dad-11372	365	12	the	the	DET
dad-11372	365	13	box	box	NOUN
dad-11372	365	14	far	far	ADV
dad-11372	365	15	above	above	ADV
dad-11372	365	16	and	and	CCONJ
dad-11372	365	17	,	,	PUNCT
dad-11372	365	18	but	but	CCONJ
dad-11372	365	19	still	still	ADV
dad-11372	365	20	covering	cover	VERB
dad-11372	365	21	a	a	DET
dad-11372	365	22	wide	wide	ADJ
dad-11372	365	23	range	range	NOUN
dad-11372	365	24	of	of	ADP
dad-11372	365	25	values	value	NOUN
dad-11372	365	26	:	:	PUNCT
dad-11372	365	27	these	these	PRON
dad-11372	365	28	can	can	AUX
dad-11372	365	29	correspond	correspond	VERB
dad-11372	365	30	to	to	ADP
dad-11372	365	31	more	more	ADV
dad-11372	365	32	or	or	CCONJ
dad-11372	365	33	less	less	ADV
dad-11372	365	34	ambiguous	ambiguous	ADJ
dad-11372	365	35	cases	case	NOUN
dad-11372	365	36	of	of	ADP
dad-11372	365	37	but	but	CCONJ
dad-11372	365	38	,	,	PUNCT
dad-11372	365	39	but	but	CCONJ
dad-11372	365	40	also	also	ADV
dad-11372	365	41	to	to	ADP
dad-11372	365	42	cases	case	NOUN
dad-11372	365	43	in	in	ADP
dad-11372	365	44	which	which	PRON
dad-11372	365	45	the	the	DET
dad-11372	365	46	word	word	NOUN
dad-11372	365	47	is	be	AUX
dad-11372	365	48	more	more	ADV
dad-11372	365	49	or	or	CCONJ
dad-11372	365	50	less	less	ADV
dad-11372	365	51	irreplaceable	irreplaceable	ADJ
dad-11372	365	52	as	as	ADP
dad-11372	365	53	a	a	DET
dad-11372	365	54	signal	signal	NOUN
dad-11372	365	55	.	.	PUNCT
dad-11372	366	1	in	in	ADP
dad-11372	366	2	the	the	DET
dad-11372	366	3	presence	presence	NOUN
dad-11372	366	4	of	of	ADP
dad-11372	366	5	multiple	multiple	ADJ
dad-11372	366	6	signals	signal	NOUN
dad-11372	366	7	for	for	ADP
dad-11372	366	8	the	the	DET
dad-11372	366	9	same	same	ADJ
dad-11372	366	10	relation	relation	NOUN
dad-11372	366	11	,	,	PUNCT
dad-11372	366	12	the	the	DET
dad-11372	366	13	presence	presence	NOUN
dad-11372	366	14	of	of	ADP
dad-11372	366	15	but	but	CCONJ
dad-11372	366	16	should	should	AUX
dad-11372	366	17	be	be	AUX
dad-11372	366	18	less	less	ADV
dad-11372	366	19	important	important	ADJ
dad-11372	366	20	.	.	PUNCT
dad-11372	367	1	we	we	PRON
dad-11372	367	2	can	can	AUX
dad-11372	367	3	also	also	ADV
dad-11372	367	4	see	see	VERB
dad-11372	367	5	that	that	PRON
dad-11372	367	6	but	but	CCONJ
dad-11372	367	7	can	can	AUX
dad-11372	367	8	be	be	AUX
dad-11372	367	9	a	a	DET
dad-11372	367	10	distractor	distractor	NOUN
dad-11372	367	11	with	with	ADP
dad-11372	367	12	negative	negative	ADJ
dad-11372	367	13	values	value	NOUN
dad-11372	367	14	,	,	PUNCT
dad-11372	367	15	as	as	SCONJ
dad-11372	367	16	we	we	PRON
dad-11372	367	17	saw	see	VERB
dad-11372	367	18	in	in	ADP
dad-11372	367	19	example	example	NOUN
dad-11372	367	20	(	(	PUNCT
dad-11372	367	21	20	20	NUM
dad-11372	367	22	)	)	PUNCT
dad-11372	367	23	above	above	ADV
dad-11372	367	24	.	.	PUNCT
dad-11372	368	1	as	as	ADV
dad-11372	368	2	far	far	ADV
dad-11372	368	3	as	as	SCONJ
dad-11372	368	4	we	we	PRON
dad-11372	368	5	are	be	AUX
dad-11372	368	6	aware	aware	ADJ
dad-11372	368	7	,	,	PUNCT
dad-11372	368	8	this	this	PRON
dad-11372	368	9	is	be	AUX
dad-11372	368	10	the	the	DET
dad-11372	368	11	first	first	ADJ
dad-11372	368	12	empirical	empirical	ADJ
dad-11372	368	13	corpus	corpus	NOUN
dad-11372	368	14	-	-	PUNCT
dad-11372	368	15	based	base	VERB
dad-11372	368	16	evidence	evidence	NOUN
dad-11372	368	17	giving	give	VERB
dad-11372	368	18	a	a	DET
dad-11372	368	19	quantitative	quantitative	ADJ
dad-11372	368	20	confirmation	confirmation	NOUN
dad-11372	368	21	to	to	ADP
dad-11372	368	22	the	the	DET
dad-11372	368	23	intuition	intuition	NOUN
dad-11372	368	24	that	that	SCONJ
dad-11372	368	25	‘	'	PUNCT
dad-11372	368	26	but	but	CCONJ
dad-11372	368	27	’	'	PUNCT
dad-11372	368	28	in	in	ADP
dad-11372	368	29	context	context	NOUN
dad-11372	368	30	is	be	AUX
dad-11372	368	31	significantly	significantly	ADV
dad-11372	368	32	less	less	ADV
dad-11372	368	33	ambiguous	ambiguous	ADJ
dad-11372	368	34	as	as	ADP
dad-11372	368	35	a	a	DET
dad-11372	368	36	discourse	discourse	NOUN
dad-11372	368	37	marker	marker	NOUN
dad-11372	368	38	than	than	ADP
dad-11372	368	39	‘	'	PUNCT
dad-11372	368	40	and	and	CCONJ
dad-11372	368	41	’	'	PUNCT
dad-11372	368	42	;	;	PUNCT
dad-11372	368	43	the	the	DET
dad-11372	368	44	overlap	overlap	NOUN
dad-11372	368	45	in	in	ADP
dad-11372	368	46	their	their	PRON
dad-11372	368	47	bar	bar	NOUN
dad-11372	368	48	plots	plot	NOUN
dad-11372	368	49	indicate	indicate	VERB
dad-11372	368	50	that	that	SCONJ
dad-11372	368	51	they	they	PRON
dad-11372	368	52	can	can	AUX
dad-11372	368	53	be	be	AUX
dad-11372	368	54	similarly	similarly	ADV
dad-11372	368	55	ambiguous	ambiguous	ADJ
dad-11372	368	56	or	or	CCONJ
dad-11372	368	57	even	even	ADV
dad-11372	368	58	distracting	distract	VERB
dad-11372	368	59	in	in	ADP
dad-11372	368	60	some	some	DET
dad-11372	368	61	cases	case	NOUN
dad-11372	368	62	,	,	PUNCT
dad-11372	368	63	but	but	CCONJ
dad-11372	368	64	the	the	DET
dad-11372	368	65	difference	difference	NOUN
dad-11372	368	66	in	in	ADP
dad-11372	368	67	interquartile	interquartile	NOUN
dad-11372	368	68	ranges	range	NOUN
dad-11372	368	69	makes	make	VERB
dad-11372	368	70	it	it	PRON
dad-11372	368	71	clear	clear	ADJ
dad-11372	368	72	that	that	SCONJ
dad-11372	368	73	these	these	PRON
dad-11372	368	74	are	be	AUX
dad-11372	368	75	exceptions	exception	NOUN
dad-11372	368	76	.	.	PUNCT
dad-11372	369	1	for	for	ADP
dad-11372	369	2	less	less	ADV
dad-11372	369	3	ambiguous	ambiguous	ADJ
dad-11372	369	4	dms	dm	NOUN
dad-11372	369	5	,	,	PUNCT
dad-11372	369	6	such	such	ADJ
dad-11372	369	7	as	as	ADP
dad-11372	369	8	if	if	SCONJ
dad-11372	369	9	,	,	PUNCT
dad-11372	369	10	we	we	PRON
dad-11372	369	11	can	can	AUX
dad-11372	369	12	also	also	ADV
dad-11372	369	13	see	see	VERB
dad-11372	369	14	a	a	DET
dad-11372	369	15	contrast	contrast	NOUN
dad-11372	369	16	between	between	ADP
dad-11372	369	17	lower	low	ADJ
dad-11372	369	18	and	and	CCONJ
dad-11372	369	19	upper	upper	ADJ
dad-11372	369	20	case	case	NOUN
dad-11372	369	21	instances	instance	VERB
dad-11372	369	22	:	:	PUNCT
dad-11372	369	23	upper	upper	ADJ
dad-11372	369	24	case	case	NOUN
dad-11372	369	25	if	if	SCONJ
dad-11372	369	26	is	be	AUX
dad-11372	369	27	almost	almost	ADV
dad-11372	369	28	always	always	ADV
dad-11372	369	29	a	a	DET
dad-11372	369	30	marker	marker	NOUN
dad-11372	369	31	of	of	ADP
dad-11372	369	32	condition	condition	NOUN
dad-11372	369	33	,	,	PUNCT
dad-11372	369	34	but	but	CCONJ
dad-11372	369	35	the	the	DET
dad-11372	369	36	lower	low	ADJ
dad-11372	369	37	case	case	NOUN
dad-11372	369	38	if	if	SCONJ
dad-11372	369	39	is	be	AUX
dad-11372	369	40	sometimes	sometimes	ADV
dad-11372	369	41	part	part	NOUN
dad-11372	369	42	of	of	ADP
dad-11372	369	43	an	an	DET
dad-11372	369	44	embedded	embed	VERB
dad-11372	369	45	object	object	NOUN
dad-11372	369	46	clause	clause	NOUN
dad-11372	369	47	,	,	PUNCT
dad-11372	369	48	which	which	PRON
dad-11372	369	49	is	be	AUX
dad-11372	369	50	not	not	PART
dad-11372	369	51	segmented	segment	VERB
dad-11372	369	52	in	in	ADP
dad-11372	369	53	the	the	DET
dad-11372	369	54	corpus	corpus	NOUN
dad-11372	369	55	and	and	CCONJ
dad-11372	369	56	does	do	AUX
dad-11372	369	57	not	not	PART
dad-11372	369	58	mark	mark	VERB
dad-11372	369	59	a	a	DET
dad-11372	369	60	conditional	conditional	ADJ
dad-11372	369	61	relation	relation	NOUN
dad-11372	369	62	(	(	PUNCT
dad-11372	369	63	e.g.	e.g.	ADV
dad-11372	369	64	“	"	PUNCT
dad-11372	369	65	they	they	PRON
dad-11372	369	66	wanted	want	VERB
dad-11372	369	67	to	to	PART
dad-11372	369	68	see	see	VERB
dad-11372	369	69	if	if	SCONJ
dad-11372	369	70	...	...	PUNCT
dad-11372	369	71	”	"	PUNCT
dad-11372	369	72	)	)	PUNCT
dad-11372	369	73	.	.	PUNCT
dad-11372	370	1	for	for	ADP
dad-11372	370	2	the	the	DET
dad-11372	370	3	word	word	NOUN
dad-11372	370	4	to	to	ADP
dad-11372	370	5	,	,	PUNCT
dad-11372	370	6	the	the	DET
dad-11372	370	7	figure	figure	NOUN
dad-11372	370	8	suggests	suggest	VERB
dad-11372	370	9	a	a	DET
dad-11372	370	10	strongly	strongly	ADV
dad-11372	370	11	26	26	NUM
dad-11372	370	12	a	a	DET
dad-11372	370	13	neural	neural	ADJ
dad-11372	370	14	approach	approach	NOUN
dad-11372	370	15	to	to	ADP
dad-11372	370	16	discourse	discourse	NOUN
dad-11372	370	17	relation	relation	NOUN
dad-11372	370	18	signal	signal	NOUN
dad-11372	370	19	detection	detection	NOUN
dad-11372	370	20	0.00	0.00	NUM
dad-11372	370	21	0.25	0.25	NUM
dad-11372	370	22	0.50	0.50	NUM
dad-11372	370	23	0.75	0.75	NUM
dad-11372	370	24	1.00	1.00	NUM
dad-11372	370	25	and	and	CCONJ
dad-11372	370	26	but	but	CCONJ
dad-11372	370	27	if	if	SCONJ
dad-11372	370	28	if	if	SCONJ
dad-11372	370	29	to	to	PART
dad-11372	370	30	word	word	VERB
dad-11372	370	31	∆	∆	PROPN
dad-11372	370	32	s	s	PART
dad-11372	370	33	figure	figure	NOUN
dad-11372	370	34	7	7	NUM
dad-11372	370	35	:	:	PUNCT
dad-11372	370	36	boxplots	boxplot	NOUN
dad-11372	370	37	for	for	ADP
dad-11372	370	38	all	all	DET
dad-11372	370	39	∆s	∆s	NOUN
dad-11372	370	40	values	value	NOUN
dad-11372	370	41	of	of	ADP
dad-11372	370	42	several	several	ADJ
dad-11372	370	43	signal	signal	NOUN
dad-11372	370	44	token	token	VERB
dad-11372	370	45	types	type	NOUN
dad-11372	370	46	across	across	ADP
dad-11372	370	47	the	the	DET
dad-11372	370	48	test	test	NOUN
dad-11372	370	49	corpus	corpus	NOUN
dad-11372	370	50	.	.	PUNCT
dad-11372	371	1	bimodal	bimodal	NOUN
dad-11372	371	2	distribution	distribution	NOUN
dad-11372	371	3	,	,	PUNCT
dad-11372	371	4	with	with	ADP
dad-11372	371	5	a	a	DET
dad-11372	371	6	core	core	ADJ
dad-11372	371	7	population	population	NOUN
dad-11372	371	8	of	of	ADP
dad-11372	371	9	(	(	PUNCT
dad-11372	371	10	primarily	primarily	ADV
dad-11372	371	11	prepositional	prepositional	ADJ
dad-11372	371	12	)	)	PUNCT
dad-11372	371	13	discourse	discourse	NOUN
dad-11372	371	14	-	-	PUNCT
dad-11372	371	15	irrelevant	irrelevant	ADJ
dad-11372	371	16	to	to	PART
dad-11372	371	17	,	,	PUNCT
dad-11372	371	18	and	and	CCONJ
dad-11372	371	19	a	a	DET
dad-11372	371	20	substantial	substantial	ADJ
dad-11372	371	21	number	number	NOUN
dad-11372	371	22	of	of	ADP
dad-11372	371	23	outliers	outlier	NOUN
dad-11372	371	24	above	above	ADP
dad-11372	371	25	a	a	DET
dad-11372	371	26	large	large	ADJ
dad-11372	371	27	gap	gap	NOUN
dad-11372	371	28	,	,	PUNCT
dad-11372	371	29	representing	represent	VERB
dad-11372	371	30	to	to	ADP
dad-11372	371	31	in	in	ADP
dad-11372	371	32	infinitival	infinitival	NOUN
dad-11372	371	33	purpose	purpose	NOUN
dad-11372	371	34	clauses	clause	NOUN
dad-11372	371	35	(	(	PUNCT
dad-11372	371	36	though	though	SCONJ
dad-11372	371	37	not	not	PART
dad-11372	371	38	all	all	ADV
dad-11372	371	39	to	to	ADP
dad-11372	371	40	infinitives	infinitive	NOUN
dad-11372	371	41	mark	mark	VERB
dad-11372	371	42	such	such	ADJ
dad-11372	371	43	clauses	clause	NOUN
dad-11372	371	44	,	,	PUNCT
dad-11372	371	45	as	as	ADP
dad-11372	371	46	in	in	ADP
dad-11372	371	47	adnominal	adnominal	ADJ
dad-11372	371	48	“	"	PUNCT
dad-11372	371	49	a	a	DET
dad-11372	371	50	chance	chance	NOUN
dad-11372	371	51	to	to	PART
dad-11372	371	52	go	go	VERB
dad-11372	371	53	”	"	PUNCT
dad-11372	371	54	,	,	PUNCT
dad-11372	371	55	which	which	PRON
dad-11372	371	56	the	the	DET
dad-11372	371	57	model	model	NOUN
dad-11372	371	58	is	be	AUX
dad-11372	371	59	usually	usually	ADV
dad-11372	371	60	able	able	ADJ
dad-11372	371	61	to	to	PART
dad-11372	371	62	distinguish	distinguish	VERB
dad-11372	371	63	in	in	ADP
dad-11372	371	64	context	context	NOUN
dad-11372	371	65	)	)	PUNCT
dad-11372	371	66	.	.	PUNCT
dad-11372	372	1	in	in	ADP
dad-11372	372	2	other	other	ADJ
dad-11372	372	3	words	word	NOUN
dad-11372	372	4	,	,	PUNCT
dad-11372	372	5	our	our	PRON
dad-11372	372	6	model	model	NOUN
dad-11372	372	7	can	can	AUX
dad-11372	372	8	not	not	PART
dad-11372	372	9	only	only	ADV
dad-11372	372	10	disambiguate	disambiguate	VERB
dad-11372	372	11	ambiguous	ambiguous	ADJ
dad-11372	372	12	strings	string	NOUN
dad-11372	372	13	into	into	ADP
dad-11372	372	14	grammatical	grammatical	ADJ
dad-11372	372	15	categories	category	NOUN
dad-11372	372	16	,	,	PUNCT
dad-11372	372	17	but	but	CCONJ
dad-11372	372	18	also	also	ADV
dad-11372	372	19	rank	rank	NOUN
dad-11372	372	20	members	member	NOUN
dad-11372	372	21	of	of	ADP
dad-11372	372	22	the	the	DET
dad-11372	372	23	same	same	ADJ
dad-11372	372	24	category	category	NOUN
dad-11372	372	25	by	by	ADP
dad-11372	372	26	importance	importance	NOUN
dad-11372	372	27	in	in	ADP
dad-11372	372	28	context	context	NOUN
dad-11372	372	29	,	,	PUNCT
dad-11372	372	30	as	as	SCONJ
dad-11372	372	31	evidenced	evidence	VERB
dad-11372	372	32	by	by	ADP
dad-11372	372	33	its	its	PRON
dad-11372	372	34	ability	ability	NOUN
dad-11372	372	35	to	to	PART
dad-11372	372	36	correctly	correctly	ADV
dad-11372	372	37	classify	classify	VERB
dad-11372	372	38	high	high	ADJ
dad-11372	372	39	frequency	frequency	NOUN
dad-11372	372	40	items	item	NOUN
dad-11372	372	41	like	like	ADP
dad-11372	372	42	‘	'	PUNCT
dad-11372	372	43	to	to	PART
dad-11372	372	44	’	'	PUNCT
dad-11372	372	45	or	or	CCONJ
dad-11372	372	46	‘	'	PUNCT
dad-11372	372	47	and	and	CCONJ
dad-11372	372	48	’	'	PUNCT
dad-11372	372	49	as	as	ADP
dad-11372	372	50	true	true	ADJ
dad-11372	372	51	positives	positive	NOUN
dad-11372	372	52	.	.	PUNCT
dad-11372	373	1	a	a	DET
dad-11372	373	2	frequentist	frequentist	NOUN
dad-11372	373	3	approach	approach	NOUN
dad-11372	373	4	would	would	AUX
dad-11372	373	5	not	not	PART
dad-11372	373	6	only	only	ADV
dad-11372	373	7	lack	lack	VERB
dad-11372	373	8	this	this	DET
dad-11372	373	9	ability	ability	NOUN
dad-11372	373	10	–	–	PUNCT
dad-11372	373	11	it	it	PRON
dad-11372	373	12	would	would	AUX
dad-11372	373	13	miss	miss	VERB
dad-11372	373	14	such	such	ADJ
dad-11372	373	15	items	item	NOUN
dad-11372	373	16	altogether	altogether	ADV
dad-11372	373	17	,	,	PUNCT
dad-11372	373	18	due	due	ADP
dad-11372	373	19	to	to	ADP
dad-11372	373	20	its	its	PRON
dad-11372	373	21	overall	overall	ADJ
dad-11372	373	22	high	high	ADJ
dad-11372	373	23	string	string	NOUN
dad-11372	373	24	frequency	frequency	NOUN
dad-11372	373	25	and	and	CCONJ
dad-11372	373	26	low	low	ADJ
dad-11372	373	27	specificity	specificity	NOUN
dad-11372	373	28	.	.	PUNCT
dad-11372	374	1	beyond	beyond	ADP
dad-11372	374	2	what	what	PRON
dad-11372	374	3	the	the	DET
dad-11372	374	4	results	result	NOUN
dad-11372	374	5	can	can	AUX
dad-11372	374	6	tell	tell	VERB
dad-11372	374	7	us	we	PRON
dad-11372	374	8	about	about	ADP
dad-11372	374	9	discourse	discourse	NOUN
dad-11372	374	10	signals	signal	NOUN
dad-11372	374	11	in	in	ADP
dad-11372	374	12	this	this	DET
dad-11372	374	13	particular	particular	ADJ
dad-11372	374	14	corpus	corpus	NOUN
dad-11372	374	15	,	,	PUNCT
dad-11372	374	16	the	the	DET
dad-11372	374	17	fact	fact	NOUN
dad-11372	374	18	that	that	SCONJ
dad-11372	374	19	the	the	DET
dad-11372	374	20	neural	neural	ADJ
dad-11372	374	21	model	model	NOUN
dad-11372	374	22	is	be	AUX
dad-11372	374	23	sensitive	sensitive	ADJ
dad-11372	374	24	to	to	ADP
dad-11372	374	25	mutual	mutual	ADJ
dad-11372	374	26	redundancy	redundancy	NOUN
dad-11372	374	27	of	of	ADP
dad-11372	374	28	signals	signal	NOUN
dad-11372	374	29	raises	raise	VERB
dad-11372	374	30	interesting	interesting	ADJ
dad-11372	374	31	theoretical	theoretical	ADJ
dad-11372	374	32	questions	question	NOUN
dad-11372	374	33	about	about	ADP
dad-11372	374	34	what	what	PRON
dad-11372	374	35	human	human	ADJ
dad-11372	374	36	annotators	annotator	NOUN
dad-11372	374	37	are	be	AUX
dad-11372	374	38	doing	do	VERB
dad-11372	374	39	when	when	SCONJ
dad-11372	374	40	they	they	PRON
dad-11372	374	41	characterize	characterize	VERB
dad-11372	374	42	multiple	multiple	ADJ
dad-11372	374	43	features	feature	NOUN
dad-11372	374	44	of	of	ADP
dad-11372	374	45	a	a	DET
dad-11372	374	46	discourse	discourse	NOUN
dad-11372	374	47	unit	unit	NOUN
dad-11372	374	48	as	as	ADP
dad-11372	374	49	signals	signal	NOUN
dad-11372	374	50	.	.	PUNCT
dad-11372	375	1	if	if	SCONJ
dad-11372	375	2	it	it	PRON
dad-11372	375	3	is	be	AUX
dad-11372	375	4	already	already	ADV
dad-11372	375	5	evident	evident	ADJ
dad-11372	375	6	from	from	ADP
dad-11372	375	7	the	the	DET
dad-11372	375	8	presence	presence	NOUN
dad-11372	375	9	of	of	ADP
dad-11372	375	10	a	a	DET
dad-11372	375	11	conventional	conventional	ADJ
dad-11372	375	12	dm	dm	NOUN
dad-11372	375	13	that	that	SCONJ
dad-11372	375	14	some	some	DET
dad-11372	375	15	relation	relation	NOUN
dad-11372	375	16	applies	apply	VERB
dad-11372	375	17	,	,	PUNCT
dad-11372	375	18	are	be	AUX
dad-11372	375	19	other	other	ADJ
dad-11372	375	20	,	,	PUNCT
dad-11372	375	21	less	less	ADV
dad-11372	375	22	explicit	explicit	ADJ
dad-11372	375	23	signals	signal	NOUN
dad-11372	375	24	which	which	PRON
dad-11372	375	25	might	might	AUX
dad-11372	375	26	be	be	AUX
dad-11372	375	27	relied	rely	VERB
dad-11372	375	28	on	on	ADP
dad-11372	375	29	in	in	ADP
dad-11372	375	30	the	the	DET
dad-11372	375	31	absence	absence	NOUN
dad-11372	375	32	of	of	ADP
dad-11372	375	33	the	the	DET
dad-11372	375	34	dm	dm	NOUN
dad-11372	375	35	,	,	PUNCT
dad-11372	375	36	equally	equally	ADV
dad-11372	375	37	‘	'	PUNCT
dad-11372	375	38	there	there	ADV
dad-11372	375	39	’	'	PUNCT
dad-11372	375	40	?	?	PUNCT
dad-11372	376	1	do	do	AUX
dad-11372	376	2	we	we	PRON
dad-11372	376	3	need	need	VERB
dad-11372	376	4	a	a	DET
dad-11372	376	5	concept	concept	NOUN
dad-11372	376	6	of	of	ADP
dad-11372	376	7	primary	primary	ADJ
dad-11372	376	8	and	and	CCONJ
dad-11372	376	9	auxiliary	auxiliary	ADJ
dad-11372	376	10	signals	signal	NOUN
dad-11372	376	11	,	,	PUNCT
dad-11372	376	12	or	or	CCONJ
dad-11372	376	13	graded	grade	VERB
dad-11372	376	14	signaling	signal	VERB
dad-11372	376	15	strength	strength	NOUN
dad-11372	376	16	,	,	PUNCT
dad-11372	376	17	in	in	ADP
dad-11372	376	18	the	the	DET
dad-11372	376	19	way	way	NOUN
dad-11372	376	20	that	that	PRON
dad-11372	376	21	a	a	DET
dad-11372	376	22	metric	metric	NOUN
dad-11372	376	23	such	such	ADJ
dad-11372	376	24	as	as	ADP
dad-11372	376	25	∆s	∆s	NOUN
dad-11372	376	26	suggests	suggest	VERB
dad-11372	376	27	?	?	PUNCT
dad-11372	377	1	another	another	DET
dad-11372	377	2	open	open	ADJ
dad-11372	377	3	question	question	NOUN
dad-11372	377	4	relates	relate	VERB
dad-11372	377	5	to	to	ADP
dad-11372	377	6	the	the	DET
dad-11372	377	7	postulation	postulation	NOUN
dad-11372	377	8	of	of	ADP
dad-11372	377	9	distractors	distractor	NOUN
dad-11372	377	10	as	as	ADP
dad-11372	377	11	an	an	DET
dad-11372	377	12	opposite	opposite	ADJ
dad-11372	377	13	concept	concept	NOUN
dad-11372	377	14	to	to	PART
dad-11372	377	15	discourse	discourse	VERB
dad-11372	377	16	relation	relation	NOUN
dad-11372	377	17	signals	signal	NOUN
dad-11372	377	18	.	.	PUNCT
dad-11372	378	1	while	while	SCONJ
dad-11372	378	2	we	we	PRON
dad-11372	378	3	have	have	AUX
dad-11372	378	4	not	not	PART
dad-11372	378	5	tested	test	VERB
dad-11372	378	6	this	this	PRON
dad-11372	378	7	so	so	ADV
dad-11372	378	8	far	far	ADV
dad-11372	378	9	,	,	PUNCT
dad-11372	378	10	it	it	PRON
dad-11372	378	11	is	be	AUX
dad-11372	378	12	interesting	interesting	ADJ
dad-11372	378	13	to	to	PART
dad-11372	378	14	ask	ask	VERB
dad-11372	378	15	to	to	ADP
dad-11372	378	16	what	what	DET
dad-11372	378	17	extent	extent	NOUN
dad-11372	378	18	human	human	ADJ
dad-11372	378	19	analysts	analyst	NOUN
dad-11372	378	20	are	be	AUX
dad-11372	378	21	aware	aware	ADJ
dad-11372	378	22	of	of	ADP
dad-11372	378	23	distractors	distractor	NOUN
dad-11372	378	24	,	,	PUNCT
dad-11372	378	25	whether	whether	SCONJ
dad-11372	378	26	we	we	PRON
dad-11372	378	27	could	could	AUX
dad-11372	378	28	form	form	VERB
dad-11372	378	29	annotation	annotation	NOUN
dad-11372	378	30	guidelines	guideline	NOUN
dad-11372	378	31	to	to	PART
dad-11372	378	32	recognize	recognize	VERB
dad-11372	378	33	them	they	PRON
dad-11372	378	34	,	,	PUNCT
dad-11372	378	35	and	and	CCONJ
dad-11372	378	36	how	how	SCONJ
dad-11372	378	37	humans	human	NOUN
dad-11372	378	38	weigh	weigh	VERB
dad-11372	378	39	the	the	DET
dad-11372	378	40	value	value	NOUN
dad-11372	378	41	of	of	ADP
dad-11372	378	42	signals	signal	NOUN
dad-11372	378	43	and	and	CCONJ
dad-11372	378	44	potential	potential	ADJ
dad-11372	378	45	distractors	distractor	NOUN
dad-11372	378	46	in	in	ADP
dad-11372	378	47	extrapolating	extrapolate	VERB
dad-11372	378	48	intended	intended	ADJ
dad-11372	378	49	discourse	discourse	NOUN
dad-11372	378	50	relations	relation	NOUN
dad-11372	378	51	.	.	PUNCT
dad-11372	379	1	it	it	PRON
dad-11372	379	2	seems	seem	VERB
dad-11372	379	3	likely	likely	ADJ
dad-11372	379	4	that	that	SCONJ
dad-11372	379	5	distractors	distractor	NOUN
dad-11372	379	6	affecting	affect	VERB
dad-11372	379	7	humans	human	NOUN
dad-11372	379	8	may	may	AUX
dad-11372	379	9	be	be	AUX
dad-11372	379	10	found	find	VERB
dad-11372	379	11	in	in	ADP
dad-11372	379	12	cases	case	NOUN
dad-11372	379	13	of	of	ADP
dad-11372	379	14	misunderstanding	misunderstanding	NOUN
dad-11372	379	15	or	or	CCONJ
dad-11372	379	16	ambiguity	ambiguity	NOUN
dad-11372	379	17	of	of	ADP
dad-11372	379	18	discourse	discourse	NOUN
dad-11372	379	19	relations	relation	NOUN
dad-11372	379	20	(	(	PUNCT
dad-11372	379	21	see	see	VERB
dad-11372	379	22	also	also	ADV
dad-11372	379	23	da	da	PROPN
dad-11372	379	24	cunha	cunha	NOUN
dad-11372	379	25	2013	2013	NUM
dad-11372	379	26	)	)	PUNCT
dad-11372	379	27	.	.	PUNCT
dad-11372	380	1	finally	finally	ADV
dad-11372	380	2	,	,	PUNCT
dad-11372	380	3	the	the	DET
dad-11372	380	4	error	error	NOUN
dad-11372	380	5	analysis	analysis	NOUN
dad-11372	380	6	for	for	ADP
dad-11372	380	7	signal	signal	ADJ
dad-11372	380	8	detection	detection	NOUN
dad-11372	380	9	complements	complement	VERB
dad-11372	380	10	the	the	DET
dad-11372	380	11	otherwise	otherwise	ADV
dad-11372	380	12	opaque	opaque	ADJ
dad-11372	380	13	relation	relation	NOUN
dad-11372	380	14	classification	classification	NOUN
dad-11372	380	15	results	result	NOUN
dad-11372	380	16	in	in	ADP
dad-11372	380	17	table	table	NOUN
dad-11372	380	18	5	5	NUM
dad-11372	380	19	in	in	ADP
dad-11372	380	20	showing	show	VERB
dad-11372	380	21	some	some	PRON
dad-11372	380	22	of	of	ADP
dad-11372	380	23	the	the	DET
dad-11372	380	24	missing	miss	VERB
dad-11372	380	25	sources	source	NOUN
dad-11372	380	26	of	of	ADP
dad-11372	380	27	information	information	NOUN
dad-11372	380	28	that	that	PRON
dad-11372	380	29	our	our	PRON
dad-11372	380	30	model	model	NOUN
dad-11372	380	31	would	would	AUX
dad-11372	380	32	need	need	VERB
dad-11372	380	33	in	in	ADP
dad-11372	380	34	order	order	NOUN
dad-11372	380	35	to	to	PART
dad-11372	380	36	work	work	VERB
dad-11372	380	37	better	well	ADV
dad-11372	380	38	.	.	PUNCT
dad-11372	381	1	we	we	PRON
dad-11372	381	2	have	have	AUX
dad-11372	381	3	seen	see	VERB
dad-11372	381	4	that	that	DET
dad-11372	381	5	relational	relational	ADJ
dad-11372	381	6	information	information	NOUN
dad-11372	381	7	,	,	PUNCT
dad-11372	381	8	such	such	ADJ
dad-11372	381	9	as	as	ADP
dad-11372	381	10	identifying	identify	VERB
dad-11372	381	11	not	not	PART
dad-11372	381	12	just	just	ADV
dad-11372	381	13	the	the	DET
dad-11372	381	14	presence	presence	NOUN
dad-11372	381	15	of	of	ADP
dad-11372	381	16	a	a	DET
dad-11372	381	17	pronoun	pronoun	NOUN
dad-11372	381	18	but	but	CCONJ
dad-11372	381	19	also	also	ADV
dad-11372	381	20	its	its	PRON
dad-11372	381	21	antecedent	antecedent	NOUN
dad-11372	381	22	,	,	PUNCT
dad-11372	381	23	or	or	CCONJ
dad-11372	381	24	both	both	DET
dad-11372	381	25	sides	side	NOUN
dad-11372	381	26	of	of	ADP
dad-11372	381	27	lexical	lexical	ADJ
dad-11372	381	28	semantic	semantic	ADJ
dad-11372	381	29	relations	relation	NOUN
dad-11372	381	30	such	such	ADJ
dad-11372	381	31	27	27	NUM
dad-11372	381	32	zeldes	zelde	NOUN
dad-11372	381	33	and	and	CCONJ
dad-11372	381	34	liu	liu	PROPN
dad-11372	381	35	as	as	ADP
dad-11372	381	36	synonymy	synonymy	NOUN
dad-11372	381	37	,	,	PUNCT
dad-11372	381	38	meronymy	meronymy	NOUN
dad-11372	381	39	or	or	CCONJ
dad-11372	381	40	antonymy	antonymy	NOUN
dad-11372	381	41	,	,	PUNCT
dad-11372	381	42	as	as	ADV
dad-11372	381	43	well	well	ADV
dad-11372	381	44	as	as	ADP
dad-11372	381	45	comparing	compare	VERB
dad-11372	381	46	count	count	NOUN
dad-11372	381	47	information	information	NOUN
dad-11372	381	48	,	,	PUNCT
dad-11372	381	49	are	be	AUX
dad-11372	381	50	still	still	ADV
dad-11372	381	51	unavailable	unavailable	ADJ
dad-11372	381	52	to	to	ADP
dad-11372	381	53	the	the	DET
dad-11372	381	54	classifier	classifier	NOUN
dad-11372	381	55	–	–	PUNCT
dad-11372	381	56	if	if	SCONJ
dad-11372	381	57	they	they	PRON
dad-11372	381	58	were	be	AUX
dad-11372	381	59	being	be	AUX
dad-11372	381	60	used	use	VERB
dad-11372	381	61	,	,	PUNCT
dad-11372	381	62	then	then	ADV
dad-11372	381	63	∆s	∆s	NOUN
dad-11372	381	64	would	would	AUX
dad-11372	381	65	reflect	reflect	VERB
dad-11372	381	66	the	the	DET
dad-11372	381	67	effects	effect	NOUN
dad-11372	381	68	of	of	ADP
dad-11372	381	69	their	their	PRON
dad-11372	381	70	removal	removal	NOUN
dad-11372	381	71	,	,	PUNCT
dad-11372	381	72	but	but	CCONJ
dad-11372	381	73	this	this	PRON
dad-11372	381	74	is	be	AUX
dad-11372	381	75	largely	largely	ADV
dad-11372	381	76	not	not	PART
dad-11372	381	77	the	the	DET
dad-11372	381	78	case	case	NOUN
dad-11372	381	79	.	.	PUNCT
dad-11372	382	1	this	this	PRON
dad-11372	382	2	suggests	suggest	VERB
dad-11372	382	3	that	that	SCONJ
dad-11372	382	4	,	,	PUNCT
dad-11372	382	5	in	in	ADP
dad-11372	382	6	the	the	DET
dad-11372	382	7	absence	absence	NOUN
dad-11372	382	8	of	of	ADP
dad-11372	382	9	vastly	vastly	ADV
dad-11372	382	10	larger	large	ADJ
dad-11372	382	11	discourse	discourse	NOUN
dad-11372	382	12	annotated	annotate	VERB
dad-11372	382	13	corpora	corpora	PROPN
dad-11372	382	14	,	,	PUNCT
dad-11372	382	15	discourse	discourse	NOUN
dad-11372	382	16	relation	relation	NOUN
dad-11372	382	17	recognition	recognition	NOUN
dad-11372	382	18	may	may	AUX
dad-11372	382	19	require	require	VERB
dad-11372	382	20	the	the	DET
dad-11372	382	21	construction	construction	NOUN
dad-11372	382	22	of	of	ADP
dad-11372	382	23	either	either	DET
dad-11372	382	24	features	feature	NOUN
dad-11372	382	25	,	,	PUNCT
dad-11372	382	26	architectures	architecture	NOUN
dad-11372	382	27	,	,	PUNCT
dad-11372	382	28	or	or	CCONJ
dad-11372	382	29	both	both	PRON
dad-11372	382	30	,	,	PUNCT
dad-11372	382	31	which	which	PRON
dad-11372	382	32	can	can	AUX
dad-11372	382	33	harness	harness	ADJ
dad-11372	382	34	abstract	abstract	ADJ
dad-11372	382	35	relational	relational	ADJ
dad-11372	382	36	information	information	NOUN
dad-11372	382	37	of	of	ADP
dad-11372	382	38	this	this	DET
dad-11372	382	39	nature	nature	NOUN
dad-11372	382	40	beyond	beyond	ADP
dad-11372	382	41	the	the	DET
dad-11372	382	42	memorization	memorization	NOUN
dad-11372	382	43	of	of	ADP
dad-11372	382	44	specific	specific	ADJ
dad-11372	382	45	pairs	pair	NOUN
dad-11372	382	46	of	of	ADP
dad-11372	382	47	words	word	NOUN
dad-11372	382	48	(	(	PUNCT
dad-11372	382	49	or	or	CCONJ
dad-11372	382	50	regions	region	NOUN
dad-11372	382	51	of	of	ADP
dad-11372	382	52	vector	vector	NOUN
dad-11372	382	53	space	space	NOUN
dad-11372	382	54	with	with	ADP
dad-11372	382	55	similar	similar	ADJ
dad-11372	382	56	words	word	NOUN
dad-11372	382	57	)	)	PUNCT
dad-11372	382	58	that	that	PRON
dad-11372	382	59	are	be	AUX
dad-11372	382	60	already	already	ADV
dad-11372	382	61	attested	attest	VERB
dad-11372	382	62	in	in	ADP
dad-11372	382	63	the	the	DET
dad-11372	382	64	limited	limited	ADJ
dad-11372	382	65	training	training	NOUN
dad-11372	382	66	data	datum	NOUN
dad-11372	382	67	.	.	PUNCT
dad-11372	383	1	in	in	ADP
dad-11372	383	2	this	this	DET
dad-11372	383	3	vein	vein	NOUN
dad-11372	383	4	,	,	PUNCT
dad-11372	383	5	pitler	pitler	NOUN
dad-11372	383	6	et	et	PROPN
dad-11372	383	7	al	al	PROPN
dad-11372	383	8	.	.	PROPN
dad-11372	383	9	(	(	PUNCT
dad-11372	383	10	2009	2009	NUM
dad-11372	383	11	)	)	PUNCT
dad-11372	383	12	conducted	conduct	VERB
dad-11372	383	13	a	a	DET
dad-11372	383	14	series	series	NOUN
dad-11372	383	15	of	of	ADP
dad-11372	383	16	experiments	experiment	NOUN
dad-11372	383	17	on	on	ADP
dad-11372	383	18	automatic	automatic	ADJ
dad-11372	383	19	sense	sense	NOUN
dad-11372	383	20	prediction	prediction	NOUN
dad-11372	383	21	for	for	ADP
dad-11372	383	22	four	four	NUM
dad-11372	383	23	top	top	ADJ
dad-11372	383	24	-	-	PUNCT
dad-11372	383	25	level	level	NOUN
dad-11372	383	26	implicit	implicit	ADJ
dad-11372	383	27	discourse	discourse	NOUN
dad-11372	383	28	relations	relation	NOUN
dad-11372	383	29	within	within	ADP
dad-11372	383	30	the	the	DET
dad-11372	383	31	pdtb	pdtb	NOUN
dad-11372	383	32	framework	framework	NOUN
dad-11372	383	33	,	,	PUNCT
dad-11372	383	34	which	which	PRON
dad-11372	383	35	also	also	ADV
dad-11372	383	36	suggested	suggest	VERB
dad-11372	383	37	benefits	benefit	NOUN
dad-11372	383	38	for	for	ADP
dad-11372	383	39	using	use	VERB
dad-11372	383	40	linguistically	linguistically	ADV
dad-11372	383	41	-	-	PUNCT
dad-11372	383	42	informed	inform	VERB
dad-11372	383	43	features	feature	NOUN
dad-11372	383	44	such	such	ADJ
dad-11372	383	45	as	as	ADP
dad-11372	383	46	verb	verb	NOUN
dad-11372	383	47	information	information	NOUN
dad-11372	383	48	,	,	PUNCT
dad-11372	383	49	polarity	polarity	NOUN
dad-11372	383	50	tags	tag	NOUN
dad-11372	383	51	,	,	PUNCT
dad-11372	383	52	context	context	NOUN
dad-11372	383	53	,	,	PUNCT
dad-11372	383	54	lexical	lexical	ADJ
dad-11372	383	55	items	item	NOUN
dad-11372	383	56	(	(	PUNCT
dad-11372	383	57	e.g.	e.g.	ADV
dad-11372	383	58	first	first	ADJ
dad-11372	383	59	and	and	CCONJ
dad-11372	383	60	last	last	ADJ
dad-11372	383	61	words	word	NOUN
dad-11372	383	62	of	of	ADP
dad-11372	383	63	the	the	DET
dad-11372	383	64	arguments	argument	NOUN
dad-11372	383	65	;	;	PUNCT
dad-11372	383	66	first	first	ADV
dad-11372	383	67	three	three	NUM
dad-11372	383	68	words	word	NOUN
dad-11372	383	69	in	in	ADP
dad-11372	383	70	the	the	DET
dad-11372	383	71	sentence	sentence	NOUN
dad-11372	383	72	)	)	PUNCT
dad-11372	383	73	etc	etc	X
dad-11372	383	74	.	.	X
dad-11372	384	1	the	the	DET
dad-11372	384	2	model	model	NOUN
dad-11372	384	3	architecture	architecture	NOUN
dad-11372	384	4	and	and	CCONJ
dad-11372	384	5	input	input	NOUN
dad-11372	384	6	data	datum	NOUN
dad-11372	384	7	are	be	AUX
dad-11372	384	8	also	also	ADV
dad-11372	384	9	in	in	ADP
dad-11372	384	10	need	need	NOUN
dad-11372	384	11	of	of	ADP
dad-11372	384	12	improvements	improvement	NOUN
dad-11372	384	13	,	,	PUNCT
dad-11372	384	14	as	as	SCONJ
dad-11372	384	15	the	the	DET
dad-11372	384	16	current	current	ADJ
dad-11372	384	17	architecture	architecture	NOUN
dad-11372	384	18	can	can	AUX
dad-11372	384	19	only	only	ADV
dad-11372	384	20	be	be	AUX
dad-11372	384	21	expected	expect	VERB
dad-11372	384	22	to	to	PART
dad-11372	384	23	identify	identify	VERB
dad-11372	384	24	endocentric	endocentric	ADJ
dad-11372	384	25	signals	signal	NOUN
dad-11372	384	26	.	.	PUNCT
dad-11372	385	1	the	the	DET
dad-11372	385	2	substantial	substantial	ADJ
dad-11372	385	3	amount	amount	NOUN
dad-11372	385	4	of	of	ADP
dad-11372	385	5	exocentric	exocentric	ADJ
dad-11372	385	6	signaling	signal	VERB
dad-11372	385	7	cases	case	NOUN
dad-11372	385	8	is	be	AUX
dad-11372	385	9	in	in	ADP
dad-11372	385	10	itself	itself	PRON
dad-11372	385	11	an	an	DET
dad-11372	385	12	interesting	interesting	ADJ
dad-11372	385	13	finding	finding	NOUN
dad-11372	385	14	,	,	PUNCT
dad-11372	385	15	as	as	SCONJ
dad-11372	385	16	it	it	PRON
dad-11372	385	17	suggests	suggest	VERB
dad-11372	385	18	that	that	SCONJ
dad-11372	385	19	relation	relation	NOUN
dad-11372	385	20	classification	classification	NOUN
dad-11372	385	21	from	from	ADP
dad-11372	385	22	head	head	NOUN
dad-11372	385	23	edu	edu	PROPN
dad-11372	385	24	pairs	pair	NOUN
dad-11372	385	25	may	may	AUX
dad-11372	385	26	ultimately	ultimately	ADV
dad-11372	385	27	have	have	VERB
dad-11372	385	28	a	a	DET
dad-11372	385	29	natural	natural	ADJ
dad-11372	385	30	ceiling	ceiling	NOUN
dad-11372	385	31	that	that	PRON
dad-11372	385	32	is	be	AUX
dad-11372	385	33	considerably	considerably	ADV
dad-11372	385	34	below	below	ADP
dad-11372	385	35	what	what	PRON
dad-11372	385	36	could	could	AUX
dad-11372	385	37	be	be	AUX
dad-11372	385	38	inferred	infer	VERB
dad-11372	385	39	from	from	ADP
dad-11372	385	40	looking	look	VERB
dad-11372	385	41	at	at	ADP
dad-11372	385	42	larger	large	ADJ
dad-11372	385	43	contexts	contexts	NOUN
dad-11372	385	44	.	.	PUNCT
dad-11372	386	1	we	we	PRON
dad-11372	386	2	predict	predict	VERB
dad-11372	386	3	that	that	SCONJ
dad-11372	386	4	as	as	SCONJ
dad-11372	386	5	we	we	PRON
dad-11372	386	6	add	add	VERB
dad-11372	386	7	more	more	ADJ
dad-11372	386	8	features	feature	NOUN
dad-11372	386	9	to	to	ADP
dad-11372	386	10	the	the	DET
dad-11372	386	11	model	model	NOUN
dad-11372	386	12	and	and	CCONJ
dad-11372	386	13	improve	improve	VERB
dad-11372	386	14	its	its	PRON
dad-11372	386	15	architecture	architecture	NOUN
dad-11372	386	16	in	in	ADP
dad-11372	386	17	ways	way	NOUN
dad-11372	386	18	that	that	PRON
dad-11372	386	19	allow	allow	VERB
dad-11372	386	20	it	it	PRON
dad-11372	386	21	to	to	PART
dad-11372	386	22	recognize	recognize	VERB
dad-11372	386	23	the	the	DET
dad-11372	386	24	kinds	kind	NOUN
dad-11372	386	25	of	of	ADP
dad-11372	386	26	signals	signal	NOUN
dad-11372	386	27	that	that	PRON
dad-11372	386	28	humans	human	NOUN
dad-11372	386	29	do	do	VERB
dad-11372	386	30	,	,	PUNCT
dad-11372	386	31	classification	classification	NOUN
dad-11372	386	32	accuracy	accuracy	NOUN
dad-11372	386	33	will	will	AUX
dad-11372	386	34	increase	increase	VERB
dad-11372	386	35	;	;	PUNCT
dad-11372	386	36	and	and	CCONJ
dad-11372	386	37	conversely	conversely	ADV
dad-11372	386	38	,	,	PUNCT
dad-11372	386	39	as	as	SCONJ
dad-11372	386	40	classification	classification	NOUN
dad-11372	386	41	accuracy	accuracy	NOUN
dad-11372	386	42	rises	rise	NOUN
dad-11372	386	43	,	,	PUNCT
dad-11372	386	44	measurements	measurement	NOUN
dad-11372	386	45	based	base	VERB
dad-11372	386	46	on	on	ADP
dad-11372	386	47	∆s	∆s	NOUN
dad-11372	386	48	will	will	AUX
dad-11372	386	49	overlap	overlap	VERB
dad-11372	386	50	increasingly	increasingly	ADV
dad-11372	386	51	with	with	ADP
dad-11372	386	52	human	human	ADJ
dad-11372	386	53	annotations	annotation	NOUN
dad-11372	386	54	of	of	ADP
dad-11372	386	55	anchored	anchored	ADJ
dad-11372	386	56	signals	signal	NOUN
dad-11372	386	57	.	.	PUNCT
dad-11372	387	1	in	in	ADP
dad-11372	387	2	sum	sum	NOUN
dad-11372	387	3	,	,	PUNCT
dad-11372	387	4	we	we	PRON
dad-11372	387	5	believe	believe	VERB
dad-11372	387	6	that	that	SCONJ
dad-11372	387	7	there	there	PRON
dad-11372	387	8	is	be	VERB
dad-11372	387	9	room	room	NOUN
dad-11372	387	10	for	for	ADP
dad-11372	387	11	much	much	ADJ
dad-11372	387	12	research	research	NOUN
dad-11372	387	13	on	on	ADP
dad-11372	387	14	what	what	PRON
dad-11372	387	15	relation	relation	NOUN
dad-11372	387	16	classification	classification	NOUN
dad-11372	387	17	models	model	NOUN
dad-11372	387	18	should	should	AUX
dad-11372	387	19	look	look	VERB
dad-11372	387	20	like	like	ADP
dad-11372	387	21	,	,	PUNCT
dad-11372	387	22	and	and	CCONJ
dad-11372	387	23	how	how	SCONJ
dad-11372	387	24	they	they	PRON
dad-11372	387	25	can	can	AUX
dad-11372	387	26	represent	represent	VERB
dad-11372	387	27	the	the	DET
dad-11372	387	28	kinds	kind	NOUN
dad-11372	387	29	of	of	ADP
dad-11372	387	30	information	information	NOUN
dad-11372	387	31	found	find	VERB
dad-11372	387	32	in	in	ADP
dad-11372	387	33	non	non	ADJ
dad-11372	387	34	-	-	ADJ
dad-11372	387	35	trivial	trivial	ADJ
dad-11372	387	36	signals	signal	NOUN
dad-11372	387	37	.	.	PUNCT
dad-11372	388	1	the	the	DET
dad-11372	388	2	results	result	NOUN
dad-11372	388	3	of	of	ADP
dad-11372	388	4	this	this	DET
dad-11372	388	5	line	line	NOUN
dad-11372	388	6	of	of	ADP
dad-11372	388	7	work	work	NOUN
dad-11372	388	8	can	can	AUX
dad-11372	388	9	therefore	therefore	ADV
dad-11372	388	10	benefit	benefit	VERB
dad-11372	388	11	nlp	nlp	NOUN
dad-11372	388	12	systems	system	NOUN
dad-11372	388	13	targeting	target	VERB
dad-11372	388	14	discourse	discourse	NOUN
dad-11372	388	15	relations	relation	NOUN
dad-11372	388	16	by	by	ADP
dad-11372	388	17	suggesting	suggest	VERB
dad-11372	388	18	locations	location	NOUN
dad-11372	388	19	within	within	ADP
dad-11372	388	20	the	the	DET
dad-11372	388	21	text	text	NOUN
dad-11372	388	22	which	which	PRON
dad-11372	388	23	systems	system	NOUN
dad-11372	388	24	should	should	AUX
dad-11372	388	25	attend	attend	VERB
dad-11372	388	26	to	to	ADP
dad-11372	388	27	in	in	ADP
dad-11372	388	28	one	one	NUM
dad-11372	388	29	way	way	NOUN
dad-11372	388	30	or	or	CCONJ
dad-11372	388	31	another	another	PRON
dad-11372	388	32	.	.	PUNCT
dad-11372	389	1	moreover	moreover	ADV
dad-11372	389	2	,	,	PUNCT
dad-11372	389	3	we	we	PRON
dad-11372	389	4	think	think	VERB
dad-11372	389	5	that	that	SCONJ
dad-11372	389	6	using	use	VERB
dad-11372	389	7	distant	distant	ADJ
dad-11372	389	8	-	-	PUNCT
dad-11372	389	9	supervised	supervise	VERB
dad-11372	389	10	techniques	technique	NOUN
dad-11372	389	11	for	for	ADP
dad-11372	389	12	learning	learn	VERB
dad-11372	389	13	discourse	discourse	NOUN
dad-11372	389	14	relations	relation	NOUN
dad-11372	389	15	(	(	PUNCT
dad-11372	389	16	e.g.	e.g.	ADV
dad-11372	389	17	huber	huber	PROPN
dad-11372	389	18	and	and	CCONJ
dad-11372	389	19	carenini	carenini	PROPN
dad-11372	389	20	2019	2019	NUM
dad-11372	389	21	)	)	PUNCT
dad-11372	389	22	is	be	AUX
dad-11372	389	23	promising	promise	VERB
dad-11372	389	24	in	in	ADP
dad-11372	389	25	the	the	DET
dad-11372	389	26	development	development	NOUN
dad-11372	389	27	of	of	ADP
dad-11372	389	28	discourse	discourse	NOUN
dad-11372	389	29	models	model	NOUN
dad-11372	389	30	using	use	VERB
dad-11372	389	31	the	the	DET
dad-11372	389	32	proposed	propose	VERB
dad-11372	389	33	dataset	dataset	NOUN
dad-11372	389	34	.	.	PUNCT
dad-11372	390	1	we	we	PRON
dad-11372	390	2	hope	hope	VERB
dad-11372	390	3	to	to	PART
dad-11372	390	4	see	see	VERB
dad-11372	390	5	further	further	ADJ
dad-11372	390	6	analyses	analysis	NOUN
dad-11372	390	7	benefit	benefit	VERB
dad-11372	390	8	from	from	ADP
dad-11372	390	9	this	this	DET
dad-11372	390	10	work	work	NOUN
dad-11372	390	11	and	and	CCONJ
dad-11372	390	12	the	the	DET
dad-11372	390	13	application	application	NOUN
dad-11372	390	14	of	of	ADP
dad-11372	390	15	metrics	metric	NOUN
dad-11372	390	16	such	such	ADJ
dad-11372	390	17	as	as	ADP
dad-11372	390	18	∆s	∆s	NOUN
dad-11372	390	19	to	to	ADP
dad-11372	390	20	other	other	ADJ
dad-11372	390	21	datasets	dataset	NOUN
dad-11372	390	22	,	,	PUNCT
dad-11372	390	23	within	within	ADP
dad-11372	390	24	more	more	ADJ
dad-11372	390	25	complex	complex	ADJ
dad-11372	390	26	models	model	NOUN
dad-11372	390	27	,	,	PUNCT
dad-11372	390	28	and	and	CCONJ
dad-11372	390	29	using	use	VERB
dad-11372	390	30	additional	additional	ADJ
dad-11372	390	31	features	feature	NOUN
dad-11372	390	32	to	to	PART
dad-11372	390	33	capture	capture	VERB
dad-11372	390	34	such	such	ADJ
dad-11372	390	35	information	information	NOUN
dad-11372	390	36	.	.	PUNCT
dad-11372	391	1	we	we	PRON
dad-11372	391	2	also	also	ADV
dad-11372	391	3	hope	hope	VERB
dad-11372	391	4	to	to	PART
dad-11372	391	5	see	see	VERB
dad-11372	391	6	applications	application	NOUN
dad-11372	391	7	of	of	ADP
dad-11372	391	8	discourse	discourse	NOUN
dad-11372	391	9	relations	relation	NOUN
dad-11372	391	10	such	such	ADJ
dad-11372	391	11	as	as	ADP
dad-11372	391	12	machine	machine	NOUN
dad-11372	391	13	comprehension	comprehension	NOUN
dad-11372	391	14	(	(	PUNCT
dad-11372	391	15	narasimhan	narasimhan	ADJ
dad-11372	391	16	and	and	CCONJ
dad-11372	391	17	barzilay	barzilay	NOUN
dad-11372	391	18	,	,	PUNCT
dad-11372	391	19	2015	2015	NUM
dad-11372	391	20	)	)	PUNCT
dad-11372	391	21	and	and	CCONJ
dad-11372	391	22	sentiment	sentiment	NOUN
dad-11372	391	23	analysis	analysis	NOUN
dad-11372	391	24	(	(	PUNCT
dad-11372	391	25	huber	huber	PROPN
dad-11372	391	26	and	and	CCONJ
dad-11372	391	27	carenini	carenini	PROPN
dad-11372	391	28	,	,	PUNCT
dad-11372	391	29	2019	2019	NUM
dad-11372	391	30	)	)	PUNCT
dad-11372	391	31	etc	etc	X
dad-11372	391	32	.	.	X
dad-11372	391	33	benefit	benefit	VERB
dad-11372	391	34	from	from	ADP
dad-11372	391	35	the	the	DET
dad-11372	391	36	proposed	propose	VERB
dad-11372	391	37	model	model	NOUN
dad-11372	391	38	architecture	architecture	NOUN
dad-11372	391	39	as	as	ADV
dad-11372	391	40	well	well	ADV
dad-11372	391	41	as	as	ADP
dad-11372	391	42	the	the	DET
dad-11372	391	43	dataset	dataset	NOUN
dad-11372	391	44	.	.	PUNCT
dad-11372	392	1	references	reference	NOUN
dad-11372	392	2	alan	alan	PROPN
dad-11372	392	3	akbik	akbik	PROPN
dad-11372	392	4	,	,	PUNCT
dad-11372	392	5	tanja	tanja	PROPN
dad-11372	392	6	bergmann	bergmann	PROPN
dad-11372	392	7	,	,	PUNCT
dad-11372	392	8	and	and	CCONJ
dad-11372	392	9	roland	roland	PROPN
dad-11372	392	10	vollgraf	vollgraf	PROPN
dad-11372	392	11	.	.	PUNCT
dad-11372	393	1	pooled	pool	VERB
dad-11372	393	2	contextualized	contextualize	VERB
dad-11372	393	3	embeddings	embedding	NOUN
dad-11372	393	4	for	for	SCONJ
dad-11372	393	5	named	name	VERB
dad-11372	393	6	entity	entity	NOUN
dad-11372	393	7	recognition	recognition	NOUN
dad-11372	393	8	.	.	PUNCT
dad-11372	394	1	in	in	ADP
dad-11372	394	2	proceedings	proceeding	NOUN
dad-11372	394	3	of	of	ADP
dad-11372	394	4	naacl	naacl	PROPN
dad-11372	394	5	2019	2019	NUM
dad-11372	394	6	,	,	PUNCT
dad-11372	394	7	pages	page	NOUN
dad-11372	394	8	724–728	724–728	NUM
dad-11372	394	9	,	,	PUNCT
dad-11372	394	10	minneapolis	minneapolis	PROPN
dad-11372	394	11	,	,	PUNCT
dad-11372	394	12	mn	mn	PROPN
dad-11372	394	13	,	,	PUNCT
dad-11372	394	14	2019	2019	NUM
dad-11372	394	15	.	.	PUNCT
dad-11372	395	1	farah	farah	PROPN
dad-11372	395	2	benamara	benamara	PROPN
dad-11372	395	3	,	,	PUNCT
dad-11372	395	4	maite	maite	PROPN
dad-11372	395	5	taboada	taboada	PROPN
dad-11372	395	6	,	,	PUNCT
dad-11372	395	7	and	and	CCONJ
dad-11372	395	8	yannick	yannick	PROPN
dad-11372	395	9	mathieu	mathieu	PROPN
dad-11372	395	10	.	.	PUNCT
dad-11372	396	1	evaluative	evaluative	ADJ
dad-11372	396	2	language	language	NOUN
dad-11372	396	3	beyond	beyond	ADP
dad-11372	396	4	bags	bag	NOUN
dad-11372	396	5	of	of	ADP
dad-11372	396	6	words	word	NOUN
dad-11372	396	7	:	:	PUNCT
dad-11372	396	8	linguistic	linguistic	ADJ
dad-11372	396	9	insights	insight	NOUN
dad-11372	396	10	and	and	CCONJ
dad-11372	396	11	computational	computational	ADJ
dad-11372	396	12	applications	application	NOUN
dad-11372	396	13	.	.	PUNCT
dad-11372	397	1	computational	computational	ADJ
dad-11372	397	2	linguistics	linguistic	NOUN
dad-11372	397	3	,	,	PUNCT
dad-11372	397	4	43(1):201–264	43(1):201–264	NUM
dad-11372	397	5	,	,	PUNCT
dad-11372	397	6	2017	2017	NUM
dad-11372	397	7	.	.	PUNCT
dad-11372	398	1	lynn	lynn	PROPN
dad-11372	398	2	carlson	carlson	PROPN
dad-11372	398	3	,	,	PUNCT
dad-11372	398	4	daniel	daniel	PROPN
dad-11372	398	5	marcu	marcu	PROPN
dad-11372	398	6	,	,	PUNCT
dad-11372	398	7	and	and	CCONJ
dad-11372	398	8	mary	mary	PROPN
dad-11372	398	9	ellen	ellen	PROPN
dad-11372	398	10	okurowski	okurowski	PROPN
dad-11372	398	11	.	.	PUNCT
dad-11372	399	1	building	build	VERB
dad-11372	399	2	a	a	DET
dad-11372	399	3	discourse	discourse	NOUN
dad-11372	399	4	-	-	PUNCT
dad-11372	399	5	tagged	tag	VERB
dad-11372	399	6	corpus	corpus	NOUN
dad-11372	399	7	in	in	ADP
dad-11372	399	8	the	the	DET
dad-11372	399	9	framework	framework	NOUN
dad-11372	399	10	of	of	ADP
dad-11372	399	11	rhetorical	rhetorical	ADJ
dad-11372	399	12	structure	structure	NOUN
dad-11372	399	13	theory	theory	NOUN
dad-11372	399	14	.	.	PUNCT
dad-11372	400	1	in	in	ADP
dad-11372	400	2	current	current	ADJ
dad-11372	400	3	and	and	CCONJ
dad-11372	400	4	new	new	ADJ
dad-11372	400	5	directions	direction	NOUN
dad-11372	400	6	in	in	ADP
dad-11372	400	7	discourse	discourse	NOUN
dad-11372	400	8	and	and	CCONJ
dad-11372	400	9	dialogue	dialogue	NOUN
dad-11372	400	10	,	,	PUNCT
dad-11372	400	11	text	text	NOUN
dad-11372	400	12	,	,	PUNCT
dad-11372	400	13	speech	speech	NOUN
dad-11372	400	14	and	and	CCONJ
dad-11372	400	15	language	language	NOUN
dad-11372	400	16	technology	technology	NOUN
dad-11372	400	17	22	22	NUM
dad-11372	400	18	,	,	PUNCT
dad-11372	400	19	pages	page	NOUN
dad-11372	401	1	85–112	85–112	NUM
dad-11372	401	2	.	.	PUNCT
dad-11372	401	3	kluwer	kluwer	PROPN
dad-11372	401	4	,	,	PUNCT
dad-11372	401	5	dordrecht	dordrecht	PROPN
dad-11372	401	6	,	,	PUNCT
dad-11372	401	7	2003	2003	NUM
dad-11372	401	8	.	.	PUNCT
dad-11372	402	1	giuseppe	giuseppe	PROPN
dad-11372	402	2	casalicchio	casalicchio	PROPN
dad-11372	402	3	,	,	PUNCT
dad-11372	402	4	christoph	christoph	PROPN
dad-11372	402	5	molnar	molnar	PROPN
dad-11372	402	6	,	,	PUNCT
dad-11372	402	7	and	and	CCONJ
dad-11372	402	8	bernd	bernd	PROPN
dad-11372	402	9	bischl	bischl	PROPN
dad-11372	402	10	.	.	PUNCT
dad-11372	403	1	visualizing	visualize	VERB
dad-11372	403	2	the	the	DET
dad-11372	403	3	feature	feature	NOUN
dad-11372	403	4	importance	importance	NOUN
dad-11372	403	5	for	for	ADP
dad-11372	403	6	black	black	ADJ
dad-11372	403	7	box	box	NOUN
dad-11372	403	8	models	model	NOUN
dad-11372	403	9	.	.	PUNCT
dad-11372	404	1	in	in	ADP
dad-11372	404	2	michele	michele	PROPN
dad-11372	404	3	berlingerio	berlingerio	PROPN
dad-11372	404	4	,	,	PUNCT
dad-11372	404	5	francesco	francesco	PROPN
dad-11372	404	6	bonchi	bonchi	PROPN
dad-11372	404	7	,	,	PUNCT
dad-11372	404	8	thomas	thomas	PROPN
dad-11372	404	9	gärtner	gärtner	PROPN
dad-11372	404	10	,	,	PUNCT
dad-11372	404	11	neil	neil	PROPN
dad-11372	404	12	hurley	hurley	PROPN
dad-11372	404	13	,	,	PUNCT
dad-11372	404	14	28	28	NUM
dad-11372	404	15	a	a	DET
dad-11372	404	16	neural	neural	ADJ
dad-11372	404	17	approach	approach	NOUN
dad-11372	404	18	to	to	ADP
dad-11372	404	19	discourse	discourse	NOUN
dad-11372	404	20	relation	relation	NOUN
dad-11372	404	21	signal	signal	NOUN
dad-11372	404	22	detection	detection	NOUN
dad-11372	404	23	and	and	CCONJ
dad-11372	404	24	georgiana	georgiana	PROPN
dad-11372	404	25	ifrim	ifrim	PROPN
dad-11372	404	26	,	,	PUNCT
dad-11372	404	27	editors	editor	NOUN
dad-11372	404	28	,	,	PUNCT
dad-11372	404	29	machine	machine	NOUN
dad-11372	404	30	learning	learning	NOUN
dad-11372	404	31	and	and	CCONJ
dad-11372	404	32	knowledge	knowledge	NOUN
dad-11372	404	33	discovery	discovery	NOUN
dad-11372	404	34	in	in	ADP
dad-11372	404	35	databases	database	NOUN
dad-11372	404	36	.	.	PUNCT
dad-11372	405	1	ecml	ecml	PROPN
dad-11372	405	2	pkdd	pkdd	NOUN
dad-11372	405	3	2018	2018	NUM
dad-11372	405	4	,	,	PUNCT
dad-11372	405	5	lecture	lecture	NOUN
dad-11372	405	6	notes	note	NOUN
dad-11372	405	7	in	in	ADP
dad-11372	405	8	computer	computer	NOUN
dad-11372	405	9	science	science	NOUN
dad-11372	405	10	11051	11051	NUM
dad-11372	405	11	.	.	PUNCT
dad-11372	406	1	springer	springer	NOUN
dad-11372	406	2	,	,	PUNCT
dad-11372	406	3	cham	cham	PROPN
dad-11372	406	4	,	,	PUNCT
dad-11372	406	5	2019	2019	NUM
dad-11372	406	6	.	.	PUNCT
dad-11372	407	1	iria	iria	PROPN
dad-11372	407	2	da	da	PROPN
dad-11372	407	3	cunha	cunha	PROPN
dad-11372	407	4	.	.	PUNCT
dad-11372	408	1	a	a	DET
dad-11372	408	2	symbolic	symbolic	ADJ
dad-11372	408	3	corpus	corpus	NOUN
dad-11372	408	4	-	-	PUNCT
dad-11372	408	5	based	base	VERB
dad-11372	408	6	approach	approach	NOUN
dad-11372	408	7	to	to	PART
dad-11372	408	8	detect	detect	VERB
dad-11372	408	9	and	and	CCONJ
dad-11372	408	10	solve	solve	VERB
dad-11372	408	11	the	the	DET
dad-11372	408	12	ambiguity	ambiguity	NOUN
dad-11372	408	13	of	of	ADP
dad-11372	408	14	discourse	discourse	NOUN
dad-11372	408	15	markers	marker	NOUN
dad-11372	408	16	.	.	PUNCT
dad-11372	409	1	research	research	NOUN
dad-11372	409	2	in	in	ADP
dad-11372	409	3	computing	compute	VERB
dad-11372	409	4	science	science	NOUN
dad-11372	409	5	,	,	PUNCT
dad-11372	409	6	70:95–106	70:95–106	NUM
dad-11372	409	7	,	,	PUNCT
dad-11372	409	8	2013	2013	NUM
dad-11372	409	9	.	.	PUNCT
dad-11372	410	1	debopam	debopam	NOUN
dad-11372	410	2	das	das	PROPN
dad-11372	410	3	and	and	CCONJ
dad-11372	410	4	maite	maite	PROPN
dad-11372	410	5	taboada	taboada	PROPN
dad-11372	410	6	.	.	PUNCT
dad-11372	411	1	signalling	signal	VERB
dad-11372	411	2	of	of	ADP
dad-11372	411	3	coherence	coherence	NOUN
dad-11372	411	4	relations	relation	NOUN
dad-11372	411	5	in	in	ADP
dad-11372	411	6	discourse	discourse	NOUN
dad-11372	411	7	,	,	PUNCT
dad-11372	411	8	beyond	beyond	ADP
dad-11372	411	9	discourse	discourse	NOUN
dad-11372	411	10	markers	marker	NOUN
dad-11372	411	11	.	.	PUNCT
dad-11372	412	1	discourse	discourse	NOUN
dad-11372	412	2	processes	process	NOUN
dad-11372	412	3	,	,	PUNCT
dad-11372	412	4	pages	page	NOUN
dad-11372	412	5	1–29	1–29	PROPN
dad-11372	412	6	,	,	PUNCT
dad-11372	412	7	2017	2017	NUM
dad-11372	412	8	.	.	PUNCT
dad-11372	413	1	debopam	debopam	NOUN
dad-11372	413	2	das	das	PROPN
dad-11372	413	3	and	and	CCONJ
dad-11372	413	4	maite	maite	PROPN
dad-11372	413	5	taboada	taboada	PROPN
dad-11372	413	6	.	.	PUNCT
dad-11372	414	1	rst	rst	PROPN
dad-11372	414	2	signalling	signal	VERB
dad-11372	414	3	corpus	corpus	NOUN
dad-11372	414	4	:	:	PUNCT
dad-11372	414	5	a	a	DET
dad-11372	414	6	corpus	corpus	NOUN
dad-11372	414	7	of	of	ADP
dad-11372	414	8	signals	signal	NOUN
dad-11372	414	9	of	of	ADP
dad-11372	414	10	coherence	coherence	NOUN
dad-11372	414	11	relations	relation	NOUN
dad-11372	414	12	.	.	PUNCT
dad-11372	415	1	language	language	NOUN
dad-11372	415	2	resources	resource	NOUN
dad-11372	415	3	and	and	CCONJ
dad-11372	415	4	evaluation	evaluation	NOUN
dad-11372	415	5	,	,	PUNCT
dad-11372	415	6	52(1):149–184	52(1):149–184	PROPN
dad-11372	415	7	,	,	PUNCT
dad-11372	415	8	2018	2018	NUM
dad-11372	415	9	.	.	PUNCT
dad-11372	416	1	debopam	debopam	PROPN
dad-11372	416	2	das	das	PROPN
dad-11372	416	3	,	,	PUNCT
dad-11372	416	4	maite	maite	PROPN
dad-11372	416	5	taboada	taboada	PROPN
dad-11372	416	6	,	,	PUNCT
dad-11372	416	7	and	and	CCONJ
dad-11372	416	8	paul	paul	PROPN
dad-11372	416	9	mcfetridge	mcfetridge	PROPN
dad-11372	416	10	.	.	PUNCT
dad-11372	417	1	rst	rst	PROPN
dad-11372	417	2	signalling	signal	VERB
dad-11372	417	3	corpus	corpus	NOUN
dad-11372	417	4	.	.	PUNCT
dad-11372	418	1	ldc2015t10	ldc2015t10	NOUN
dad-11372	418	2	,	,	PUNCT
dad-11372	418	3	2019	2019	NUM
dad-11372	418	4	.	.	PUNCT
dad-11372	419	1	eldadio	eldadio	PROPN
dad-11372	419	2	duque	duque	PROPN
dad-11372	419	3	.	.	PUNCT
dad-11372	420	1	signaling	signal	VERB
dad-11372	420	2	causal	causal	ADJ
dad-11372	420	3	coherence	coherence	NOUN
dad-11372	420	4	relations	relation	NOUN
dad-11372	420	5	.	.	PUNCT
dad-11372	421	1	discourse	discourse	NOUN
dad-11372	421	2	studies	study	NOUN
dad-11372	421	3	,	,	PUNCT
dad-11372	421	4	16(1):25–46	16(1):25–46	NUM
dad-11372	421	5	,	,	PUNCT
dad-11372	421	6	2014	2014	NUM
dad-11372	421	7	.	.	PUNCT
dad-11372	422	1	gill	gill	PROPN
dad-11372	422	2	francis	francis	PROPN
dad-11372	422	3	.	.	PUNCT
dad-11372	423	1	labelling	labelling	NOUN
dad-11372	423	2	discourse	discourse	NOUN
dad-11372	423	3	:	:	PUNCT
dad-11372	423	4	an	an	DET
dad-11372	423	5	aspect	aspect	NOUN
dad-11372	423	6	of	of	ADP
dad-11372	423	7	nominal	nominal	ADJ
dad-11372	423	8	-	-	PUNCT
dad-11372	423	9	group	group	NOUN
dad-11372	423	10	lexical	lexical	ADJ
dad-11372	423	11	cohesion	cohesion	NOUN
dad-11372	423	12	.	.	PUNCT
dad-11372	424	1	in	in	ADP
dad-11372	424	2	malcolm	malcolm	PROPN
dad-11372	424	3	coulthard	coulthard	NOUN
dad-11372	424	4	,	,	PUNCT
dad-11372	424	5	editor	editor	NOUN
dad-11372	424	6	,	,	PUNCT
dad-11372	424	7	advances	advance	NOUN
dad-11372	424	8	in	in	ADP
dad-11372	424	9	written	write	VERB
dad-11372	424	10	text	text	NOUN
dad-11372	424	11	analysis	analysis	NOUN
dad-11372	424	12	,	,	PUNCT
dad-11372	424	13	pages	page	NOUN
dad-11372	424	14	83–101	83–101	PROPN
dad-11372	424	15	.	.	PUNCT
dad-11372	425	1	routledge	routledge	PROPN
dad-11372	425	2	,	,	PUNCT
dad-11372	425	3	1994	1994	NUM
dad-11372	425	4	.	.	PUNCT
dad-11372	426	1	bruce	bruce	PROPN
dad-11372	426	2	fraser	fraser	PROPN
dad-11372	426	3	.	.	PUNCT
dad-11372	427	1	what	what	PRON
dad-11372	427	2	are	be	AUX
dad-11372	427	3	discourse	discourse	NOUN
dad-11372	427	4	markers	marker	NOUN
dad-11372	427	5	?	?	PUNCT
dad-11372	428	1	journal	journal	NOUN
dad-11372	428	2	of	of	ADP
dad-11372	428	3	pragmatics	pragmatic	NOUN
dad-11372	428	4	,	,	PUNCT
dad-11372	428	5	31:931–952	31:931–952	NUM
dad-11372	428	6	,	,	PUNCT
dad-11372	428	7	1999	1999	NUM
dad-11372	428	8	.	.	PUNCT
dad-11372	429	1	matt	matt	PROPN
dad-11372	429	2	gardner	gardner	PROPN
dad-11372	429	3	,	,	PUNCT
dad-11372	429	4	joel	joel	PROPN
dad-11372	429	5	grus	grus	PROPN
dad-11372	429	6	,	,	PUNCT
dad-11372	429	7	mark	mark	PROPN
dad-11372	429	8	neumann	neumann	PROPN
dad-11372	429	9	,	,	PUNCT
dad-11372	429	10	oyvind	oyvind	NOUN
dad-11372	429	11	tafjord	tafjord	PROPN
dad-11372	429	12	,	,	PUNCT
dad-11372	429	13	pradeep	pradeep	PROPN
dad-11372	429	14	dasigi	dasigi	PROPN
dad-11372	429	15	,	,	PUNCT
dad-11372	429	16	nelson	nelson	PROPN
dad-11372	429	17	f.	f.	PROPN
dad-11372	429	18	liu	liu	PROPN
dad-11372	429	19	,	,	PUNCT
dad-11372	429	20	matthew	matthew	PROPN
dad-11372	429	21	peters	peters	PROPN
dad-11372	429	22	,	,	PUNCT
dad-11372	429	23	michael	michael	PROPN
dad-11372	429	24	schmitz	schmitz	PROPN
dad-11372	429	25	,	,	PUNCT
dad-11372	429	26	and	and	CCONJ
dad-11372	429	27	luke	luke	PROPN
dad-11372	429	28	s.	s.	PROPN
dad-11372	429	29	zettlemoyer	zettlemoyer	PROPN
dad-11372	429	30	.	.	PUNCT
dad-11372	430	1	allennlp	allennlp	VERB
dad-11372	430	2	:	:	PUNCT
dad-11372	430	3	a	a	DET
dad-11372	430	4	deep	deep	ADJ
dad-11372	430	5	semantic	semantic	ADJ
dad-11372	430	6	natural	natural	ADJ
dad-11372	430	7	language	language	NOUN
dad-11372	430	8	processing	processing	NOUN
dad-11372	430	9	platform	platform	NOUN
dad-11372	430	10	.	.	PUNCT
dad-11372	431	1	in	in	ADP
dad-11372	431	2	proceedings	proceeding	NOUN
dad-11372	431	3	of	of	ADP
dad-11372	431	4	acl	acl	PROPN
dad-11372	431	5	2018	2018	NUM
dad-11372	431	6	,	,	PUNCT
dad-11372	431	7	pages	page	NOUN
dad-11372	431	8	1–6	1–6	NUM
dad-11372	431	9	,	,	PUNCT
dad-11372	431	10	melbourne	melbourne	NOUN
dad-11372	431	11	,	,	PUNCT
dad-11372	431	12	2018	2018	NUM
dad-11372	431	13	.	.	PUNCT
dad-11372	432	1	luke	luke	PROPN
dad-11372	432	2	gessler	gessler	PROPN
dad-11372	432	3	,	,	PUNCT
dad-11372	432	4	yang	yang	PROPN
dad-11372	432	5	liu	liu	PROPN
dad-11372	432	6	,	,	PUNCT
dad-11372	432	7	and	and	CCONJ
dad-11372	432	8	amir	amir	PROPN
dad-11372	432	9	zeldes	zelde	NOUN
dad-11372	432	10	.	.	PUNCT
dad-11372	433	1	a	a	DET
dad-11372	433	2	discourse	discourse	NOUN
dad-11372	433	3	signal	signal	NOUN
dad-11372	433	4	annotation	annotation	NOUN
dad-11372	433	5	system	system	NOUN
dad-11372	433	6	for	for	ADP
dad-11372	433	7	rst	rst	NOUN
dad-11372	433	8	trees	tree	NOUN
dad-11372	433	9	.	.	PUNCT
dad-11372	434	1	in	in	ADP
dad-11372	434	2	proceedings	proceeding	NOUN
dad-11372	434	3	of	of	ADP
dad-11372	434	4	the	the	DET
dad-11372	434	5	workshop	workshop	NOUN
dad-11372	434	6	on	on	ADP
dad-11372	434	7	discourse	discourse	NOUN
dad-11372	434	8	relation	relation	NOUN
dad-11372	434	9	parsing	parsing	NOUN
dad-11372	434	10	and	and	CCONJ
dad-11372	434	11	treebanking	treebanke	VERB
dad-11372	434	12	(	(	PUNCT
dad-11372	434	13	disrpt	disrpt	NOUN
dad-11372	434	14	2019	2019	NUM
dad-11372	434	15	)	)	PUNCT
dad-11372	434	16	,	,	PUNCT
dad-11372	434	17	pages	page	NOUN
dad-11372	434	18	56–61	56–61	NUM
dad-11372	434	19	,	,	PUNCT
dad-11372	434	20	minneapolis	minneapolis	PROPN
dad-11372	434	21	,	,	PUNCT
dad-11372	434	22	mn	mn	PROPN
dad-11372	434	23	,	,	PUNCT
dad-11372	434	24	2019	2019	NUM
dad-11372	434	25	.	.	PUNCT
dad-11372	435	1	reza	reza	PROPN
dad-11372	435	2	ghaeini	ghaeini	PROPN
dad-11372	435	3	,	,	PUNCT
dad-11372	435	4	xiaoli	xiaoli	PROPN
dad-11372	435	5	z.	z.	PROPN
dad-11372	435	6	fern	fern	PROPN
dad-11372	435	7	,	,	PUNCT
dad-11372	435	8	and	and	CCONJ
dad-11372	435	9	prasad	prasad	PROPN
dad-11372	435	10	tadepalli	tadepalli	PROPN
dad-11372	435	11	.	.	PUNCT
dad-11372	436	1	interpreting	interpret	VERB
dad-11372	436	2	recurrent	recurrent	NOUN
dad-11372	436	3	and	and	CCONJ
dad-11372	436	4	attention	attention	NOUN
dad-11372	436	5	-	-	PUNCT
dad-11372	436	6	based	base	VERB
dad-11372	436	7	neural	neural	ADJ
dad-11372	436	8	models	model	NOUN
dad-11372	436	9	:	:	PUNCT
dad-11372	436	10	a	a	DET
dad-11372	436	11	case	case	NOUN
dad-11372	436	12	study	study	NOUN
dad-11372	436	13	on	on	ADP
dad-11372	436	14	natural	natural	ADJ
dad-11372	436	15	language	language	NOUN
dad-11372	436	16	inference	inference	NOUN
dad-11372	436	17	.	.	PUNCT
dad-11372	437	1	in	in	ADP
dad-11372	437	2	proceedings	proceeding	NOUN
dad-11372	437	3	of	of	ADP
dad-11372	437	4	emnlp	emnlp	ADJ
dad-11372	437	5	2018	2018	NUM
dad-11372	437	6	,	,	PUNCT
dad-11372	437	7	pages	page	NOUN
dad-11372	437	8	4952–4957	4952–4957	NOUN
dad-11372	437	9	,	,	PUNCT
dad-11372	437	10	brussels	brussels	PROPN
dad-11372	437	11	,	,	PUNCT
dad-11372	437	12	2018	2018	NUM
dad-11372	437	13	.	.	PUNCT
dad-11372	438	1	eduard	eduard	PROPN
dad-11372	438	2	h.	h.	PROPN
dad-11372	438	3	hovy	hovy	PROPN
dad-11372	438	4	and	and	CCONJ
dad-11372	438	5	elisabeth	elisabeth	PROPN
dad-11372	438	6	maier	maier	PROPN
dad-11372	438	7	.	.	PUNCT
dad-11372	439	1	parsimonious	parsimonious	ADJ
dad-11372	439	2	or	or	CCONJ
dad-11372	439	3	profligate	profligate	ADJ
dad-11372	439	4	:	:	PUNCT
dad-11372	439	5	how	how	SCONJ
dad-11372	439	6	many	many	ADJ
dad-11372	439	7	and	and	CCONJ
dad-11372	439	8	which	which	PRON
dad-11372	439	9	discourse	discourse	NOUN
dad-11372	439	10	structure	structure	NOUN
dad-11372	439	11	relations	relation	NOUN
dad-11372	439	12	?	?	PUNCT
dad-11372	440	1	technical	technical	ADJ
dad-11372	440	2	report	report	NOUN
dad-11372	440	3	,	,	PUNCT
dad-11372	440	4	information	information	PROPN
dad-11372	440	5	sciences	sciences	PROPN
dad-11372	440	6	institute	institute	PROPN
dad-11372	440	7	,	,	PUNCT
dad-11372	440	8	usc	usc	PROPN
dad-11372	440	9	,	,	PUNCT
dad-11372	440	10	1993	1993	NUM
dad-11372	440	11	.	.	PUNCT
dad-11372	441	1	patrick	patrick	PROPN
dad-11372	441	2	huber	huber	PROPN
dad-11372	441	3	and	and	CCONJ
dad-11372	441	4	giuseppe	giuseppe	PROPN
dad-11372	441	5	carenini	carenini	PROPN
dad-11372	441	6	.	.	PUNCT
dad-11372	442	1	predicting	predict	VERB
dad-11372	442	2	discourse	discourse	NOUN
dad-11372	442	3	structure	structure	NOUN
dad-11372	442	4	using	use	VERB
dad-11372	442	5	distant	distant	ADJ
dad-11372	442	6	supervision	supervision	NOUN
dad-11372	442	7	from	from	ADP
dad-11372	442	8	sentiment	sentiment	NOUN
dad-11372	442	9	.	.	PUNCT
dad-11372	443	1	in	in	ADP
dad-11372	443	2	proceedings	proceeding	NOUN
dad-11372	443	3	of	of	ADP
dad-11372	443	4	the	the	DET
dad-11372	443	5	2019	2019	NUM
dad-11372	443	6	conference	conference	NOUN
dad-11372	443	7	on	on	ADP
dad-11372	443	8	empirical	empirical	ADJ
dad-11372	443	9	methods	method	NOUN
dad-11372	443	10	in	in	ADP
dad-11372	443	11	natural	natural	ADJ
dad-11372	443	12	language	language	NOUN
dad-11372	443	13	processing	processing	NOUN
dad-11372	443	14	and	and	CCONJ
dad-11372	443	15	the	the	DET
dad-11372	443	16	9th	9th	ADJ
dad-11372	443	17	international	international	ADJ
dad-11372	443	18	joint	joint	ADJ
dad-11372	443	19	conference	conference	NOUN
dad-11372	443	20	on	on	ADP
dad-11372	443	21	natural	natural	ADJ
dad-11372	443	22	language	language	NOUN
dad-11372	443	23	processing	processing	NOUN
dad-11372	443	24	(	(	PUNCT
dad-11372	443	25	emnlp	emnlp	NOUN
dad-11372	443	26	-	-	PUNCT
dad-11372	443	27	ijcnlp	ijcnlp	NOUN
dad-11372	443	28	)	)	PUNCT
dad-11372	443	29	,	,	PUNCT
dad-11372	443	30	pages	page	NOUN
dad-11372	443	31	2306–2316	2306–2316	NUM
dad-11372	443	32	,	,	PUNCT
dad-11372	443	33	hong	hong	PROPN
dad-11372	443	34	kong	kong	PROPN
dad-11372	443	35	,	,	PUNCT
dad-11372	443	36	china	china	PROPN
dad-11372	443	37	,	,	PUNCT
dad-11372	443	38	november	november	PROPN
dad-11372	443	39	2019	2019	NUM
dad-11372	443	40	.	.	PUNCT
dad-11372	444	1	alistair	alistair	PROPN
dad-11372	444	2	knott	knott	PROPN
dad-11372	444	3	.	.	PUNCT
dad-11372	445	1	a	a	DET
dad-11372	445	2	data	data	NOUN
dad-11372	445	3	-	-	PUNCT
dad-11372	445	4	driven	drive	VERB
dad-11372	445	5	methodology	methodology	NOUN
dad-11372	445	6	for	for	ADP
dad-11372	445	7	motivating	motivate	VERB
dad-11372	445	8	a	a	DET
dad-11372	445	9	set	set	NOUN
dad-11372	445	10	of	of	ADP
dad-11372	445	11	coherence	coherence	NOUN
dad-11372	445	12	relations	relation	NOUN
dad-11372	445	13	.	.	PUNCT
dad-11372	446	1	phd	phd	NOUN
dad-11372	446	2	thesis	thesis	PROPN
dad-11372	446	3	,	,	PUNCT
dad-11372	446	4	university	university	PROPN
dad-11372	446	5	of	of	ADP
dad-11372	446	6	edinburgh	edinburgh	PROPN
dad-11372	446	7	,	,	PUNCT
dad-11372	446	8	1996	1996	NUM
dad-11372	446	9	.	.	PUNCT
dad-11372	447	1	alistair	alistair	PROPN
dad-11372	447	2	knott	knott	PROPN
dad-11372	447	3	and	and	CCONJ
dad-11372	447	4	robert	robert	PROPN
dad-11372	447	5	dale	dale	PROPN
dad-11372	447	6	.	.	PUNCT
dad-11372	448	1	using	use	VERB
dad-11372	448	2	linguistic	linguistic	ADJ
dad-11372	448	3	phenomena	phenomenon	NOUN
dad-11372	448	4	to	to	PART
dad-11372	448	5	motivate	motivate	VERB
dad-11372	448	6	a	a	DET
dad-11372	448	7	set	set	NOUN
dad-11372	448	8	of	of	ADP
dad-11372	448	9	coherence	coherence	NOUN
dad-11372	448	10	relations	relation	NOUN
dad-11372	448	11	.	.	PUNCT
dad-11372	449	1	discourse	discourse	NOUN
dad-11372	449	2	processes	process	NOUN
dad-11372	449	3	,	,	PUNCT
dad-11372	449	4	18(1):35–52	18(1):35–52	NUM
dad-11372	449	5	,	,	PUNCT
dad-11372	449	6	1994	1994	NUM
dad-11372	449	7	.	.	PUNCT
dad-11372	450	1	alistair	alistair	PROPN
dad-11372	450	2	knott	knott	PROPN
dad-11372	450	3	and	and	CCONJ
dad-11372	450	4	ted	ted	PROPN
dad-11372	450	5	sanders	sander	NOUN
dad-11372	450	6	.	.	PUNCT
dad-11372	451	1	the	the	DET
dad-11372	451	2	classification	classification	NOUN
dad-11372	451	3	of	of	ADP
dad-11372	451	4	coherence	coherence	NOUN
dad-11372	451	5	relations	relation	NOUN
dad-11372	451	6	and	and	CCONJ
dad-11372	451	7	their	their	PRON
dad-11372	451	8	linguistic	linguistic	ADJ
dad-11372	451	9	markers	marker	NOUN
dad-11372	451	10	:	:	PUNCT
dad-11372	451	11	an	an	DET
dad-11372	451	12	exploration	exploration	NOUN
dad-11372	451	13	of	of	ADP
dad-11372	451	14	two	two	NUM
dad-11372	451	15	languages	language	NOUN
dad-11372	451	16	.	.	PUNCT
dad-11372	452	1	journal	journal	NOUN
dad-11372	452	2	of	of	ADP
dad-11372	452	3	pragmatics	pragmatic	NOUN
dad-11372	452	4	,	,	PUNCT
dad-11372	452	5	30(2):135–175	30(2):135–175	PROPN
dad-11372	452	6	,	,	PUNCT
dad-11372	452	7	1998	1998	NUM
dad-11372	452	8	.	.	PUNCT
dad-11372	453	1	29	29	NUM
dad-11372	453	2	zeldes	zelde	NOUN
dad-11372	453	3	and	and	CCONJ
dad-11372	453	4	liu	liu	PROPN
dad-11372	453	5	geoffrey	geoffrey	PROPN
dad-11372	453	6	leech	leech	PROPN
dad-11372	453	7	,	,	PUNCT
dad-11372	453	8	tony	tony	ADJ
dad-11372	453	9	mcenery	mcenery	NOUN
dad-11372	453	10	,	,	PUNCT
dad-11372	453	11	and	and	CCONJ
dad-11372	453	12	martin	martin	PROPN
dad-11372	453	13	weisser	weisser	PROPN
dad-11372	453	14	.	.	PUNCT
dad-11372	454	1	spaac	spaac	PROPN
dad-11372	454	2	speech	speech	NOUN
dad-11372	454	3	-	-	PUNCT
dad-11372	454	4	act	act	NOUN
dad-11372	454	5	annotation	annotation	NOUN
dad-11372	454	6	scheme	scheme	NOUN
dad-11372	454	7	.	.	PUNCT
dad-11372	455	1	technical	technical	ADJ
dad-11372	455	2	report	report	PROPN
dad-11372	455	3	,	,	PUNCT
dad-11372	455	4	lancaster	lancaster	PROPN
dad-11372	455	5	university	university	PROPN
dad-11372	455	6	,	,	PUNCT
dad-11372	455	7	2003	2003	NUM
dad-11372	455	8	.	.	PUNCT
dad-11372	456	1	yang	yang	PROPN
dad-11372	456	2	liu	liu	PROPN
dad-11372	456	3	.	.	PUNCT
dad-11372	457	1	beyond	beyond	ADP
dad-11372	457	2	the	the	DET
dad-11372	457	3	wall	wall	PROPN
dad-11372	457	4	street	street	PROPN
dad-11372	457	5	journal	journal	PROPN
dad-11372	457	6	:	:	PUNCT
dad-11372	457	7	anchoring	anchoring	NOUN
dad-11372	457	8	and	and	CCONJ
dad-11372	457	9	comparing	compare	VERB
dad-11372	457	10	discourse	discourse	NOUN
dad-11372	457	11	signals	signal	NOUN
dad-11372	457	12	across	across	ADP
dad-11372	457	13	genres	genre	NOUN
dad-11372	457	14	.	.	PUNCT
dad-11372	458	1	in	in	ADP
dad-11372	458	2	proceedings	proceeding	NOUN
dad-11372	458	3	of	of	ADP
dad-11372	458	4	the	the	DET
dad-11372	458	5	workshop	workshop	NOUN
dad-11372	458	6	on	on	ADP
dad-11372	458	7	discourse	discourse	NOUN
dad-11372	458	8	relation	relation	NOUN
dad-11372	458	9	parsing	parsing	NOUN
dad-11372	458	10	and	and	CCONJ
dad-11372	458	11	treebanking	treebanke	VERB
dad-11372	458	12	(	(	PUNCT
dad-11372	458	13	disrpt	disrpt	NOUN
dad-11372	458	14	2019	2019	NUM
dad-11372	458	15	)	)	PUNCT
dad-11372	458	16	,	,	PUNCT
dad-11372	458	17	pages	page	NOUN
dad-11372	458	18	72–81	72–81	NUM
dad-11372	458	19	,	,	PUNCT
dad-11372	458	20	minneapolis	minneapolis	PROPN
dad-11372	458	21	,	,	PUNCT
dad-11372	458	22	mn	mn	PROPN
dad-11372	458	23	,	,	PUNCT
dad-11372	458	24	2019	2019	NUM
dad-11372	458	25	.	.	PUNCT
dad-11372	459	1	yang	yang	PROPN
dad-11372	459	2	liu	liu	PROPN
dad-11372	459	3	and	and	CCONJ
dad-11372	459	4	amir	amir	PROPN
dad-11372	459	5	zeldes	zelde	NOUN
dad-11372	459	6	.	.	PUNCT
dad-11372	460	1	discourse	discourse	NOUN
dad-11372	460	2	relations	relation	NOUN
dad-11372	460	3	and	and	CCONJ
dad-11372	460	4	signaling	signal	VERB
dad-11372	460	5	information	information	NOUN
dad-11372	460	6	:	:	PUNCT
dad-11372	460	7	anchoring	anchor	VERB
dad-11372	460	8	discourse	discourse	NOUN
dad-11372	460	9	signals	signal	NOUN
dad-11372	460	10	in	in	ADP
dad-11372	460	11	rst	rst	NOUN
dad-11372	460	12	-	-	PUNCT
dad-11372	460	13	dt	dt	NOUN
dad-11372	460	14	.	.	PUNCT
dad-11372	461	1	proceedings	proceeding	NOUN
dad-11372	461	2	of	of	ADP
dad-11372	461	3	the	the	DET
dad-11372	461	4	society	society	NOUN
dad-11372	461	5	for	for	ADP
dad-11372	461	6	computation	computation	NOUN
dad-11372	461	7	in	in	ADP
dad-11372	461	8	linguistics	linguistic	NOUN
dad-11372	461	9	,	,	PUNCT
dad-11372	461	10	2(1):314–317	2(1):314–317	NUM
dad-11372	461	11	,	,	PUNCT
dad-11372	461	12	2019	2019	NUM
dad-11372	461	13	.	.	PUNCT
dad-11372	462	1	william	william	PROPN
dad-11372	462	2	c.	c.	PROPN
dad-11372	462	3	mann	mann	PROPN
dad-11372	462	4	and	and	CCONJ
dad-11372	462	5	sandra	sandra	PROPN
dad-11372	462	6	a.	a.	PROPN
dad-11372	462	7	thompson	thompson	PROPN
dad-11372	462	8	.	.	PUNCT
dad-11372	463	1	rhetorical	rhetorical	ADJ
dad-11372	463	2	structure	structure	NOUN
dad-11372	463	3	theory	theory	NOUN
dad-11372	463	4	:	:	PUNCT
dad-11372	463	5	toward	toward	ADP
dad-11372	463	6	a	a	DET
dad-11372	463	7	functional	functional	ADJ
dad-11372	463	8	theory	theory	NOUN
dad-11372	463	9	of	of	ADP
dad-11372	463	10	text	text	NOUN
dad-11372	463	11	organization	organization	NOUN
dad-11372	463	12	.	.	PUNCT
dad-11372	464	1	text	text	NOUN
dad-11372	464	2	,	,	PUNCT
dad-11372	464	3	8(3):243–281	8(3):243–281	NUM
dad-11372	464	4	,	,	PUNCT
dad-11372	464	5	1988	1988	NUM
dad-11372	464	6	.	.	PUNCT
dad-11372	465	1	daniel	daniel	PROPN
dad-11372	465	2	marcu	marcu	PROPN
dad-11372	465	3	.	.	PUNCT
dad-11372	466	1	building	build	VERB
dad-11372	466	2	up	up	ADP
dad-11372	466	3	rhetorical	rhetorical	ADJ
dad-11372	466	4	structure	structure	NOUN
dad-11372	466	5	trees	tree	NOUN
dad-11372	466	6	.	.	PUNCT
dad-11372	467	1	in	in	ADP
dad-11372	467	2	proceedings	proceeding	NOUN
dad-11372	467	3	of	of	ADP
dad-11372	467	4	aaai-96	aaai-96	PROPN
dad-11372	467	5	,	,	PUNCT
dad-11372	467	6	pages	page	NOUN
dad-11372	467	7	1069–1074	1069–1074	NUM
dad-11372	467	8	,	,	PUNCT
dad-11372	467	9	portland	portland	PROPN
dad-11372	467	10	,	,	PUNCT
dad-11372	467	11	or	or	CCONJ
dad-11372	467	12	,	,	PUNCT
dad-11372	467	13	1996	1996	NUM
dad-11372	467	14	.	.	PUNCT
dad-11372	468	1	mitchell	mitchell	PROPN
dad-11372	468	2	p.	p.	PROPN
dad-11372	468	3	marcus	marcus	PROPN
dad-11372	468	4	,	,	PUNCT
dad-11372	468	5	beatrice	beatrice	PROPN
dad-11372	468	6	santorini	santorini	PROPN
dad-11372	468	7	,	,	PUNCT
dad-11372	468	8	and	and	CCONJ
dad-11372	468	9	mary	mary	PROPN
dad-11372	468	10	ann	ann	PROPN
dad-11372	468	11	marcinkiewicz	marcinkiewicz	PROPN
dad-11372	468	12	.	.	PUNCT
dad-11372	469	1	building	build	VERB
dad-11372	469	2	a	a	DET
dad-11372	469	3	large	large	ADJ
dad-11372	469	4	annotated	annotated	ADJ
dad-11372	469	5	corpus	corpus	NOUN
dad-11372	469	6	of	of	ADP
dad-11372	469	7	english	english	PROPN
dad-11372	469	8	:	:	PUNCT
dad-11372	469	9	the	the	DET
dad-11372	469	10	penn	penn	PROPN
dad-11372	469	11	treebank	treebank	PROPN
dad-11372	469	12	.	.	PUNCT
dad-11372	470	1	special	special	ADJ
dad-11372	470	2	issue	issue	NOUN
dad-11372	470	3	on	on	ADP
dad-11372	470	4	using	use	VERB
dad-11372	470	5	large	large	ADJ
dad-11372	470	6	corpora	corpus	NOUN
dad-11372	470	7	,	,	PUNCT
dad-11372	470	8	computational	computational	ADJ
dad-11372	470	9	linguistics	linguistic	NOUN
dad-11372	470	10	,	,	PUNCT
dad-11372	470	11	19(2):313–330	19(2):313–330	NUM
dad-11372	470	12	,	,	PUNCT
dad-11372	470	13	1993	1993	NUM
dad-11372	470	14	.	.	PUNCT
dad-11372	471	1	jiřı́	jiřı́	NOUN
dad-11372	471	2	mı́rovský	mı́rovský	ADJ
dad-11372	471	3	,	,	PUNCT
dad-11372	471	4	pavlı́na	pavlı́na	ADJ
dad-11372	471	5	synková	synková	NOUN
dad-11372	471	6	,	,	PUNCT
dad-11372	471	7	magdaléna	magdaléna	NOUN
dad-11372	471	8	rysová	rysová	NOUN
dad-11372	471	9	,	,	PUNCT
dad-11372	471	10	and	and	CCONJ
dad-11372	471	11	lucie	lucie	PROPN
dad-11372	471	12	poláková.	poláková.	PROPN
dad-11372	471	13	czedlex	czedlex	VERB
dad-11372	471	14	a	a	DET
dad-11372	471	15	lexicon	lexicon	NOUN
dad-11372	471	16	of	of	ADP
dad-11372	471	17	czech	czech	ADJ
dad-11372	471	18	discourse	discourse	NOUN
dad-11372	471	19	connectives	connective	NOUN
dad-11372	471	20	.	.	PUNCT
dad-11372	472	1	the	the	DET
dad-11372	472	2	prague	prague	PROPN
dad-11372	472	3	bulletin	bulletin	NOUN
dad-11372	472	4	of	of	ADP
dad-11372	472	5	mathematical	mathematical	ADJ
dad-11372	472	6	linguistics	linguistic	NOUN
dad-11372	472	7	,	,	PUNCT
dad-11372	472	8	109:61–91	109:61–91	NUM
dad-11372	472	9	,	,	PUNCT
dad-11372	472	10	2017	2017	NUM
dad-11372	472	11	.	.	PUNCT
dad-11372	473	1	mathieu	mathieu	PROPN
dad-11372	473	2	morey	morey	PROPN
dad-11372	473	3	,	,	PUNCT
dad-11372	473	4	philippe	philippe	PROPN
dad-11372	473	5	muller	muller	PROPN
dad-11372	473	6	,	,	PUNCT
dad-11372	473	7	and	and	CCONJ
dad-11372	473	8	nicholas	nicholas	PROPN
dad-11372	473	9	asher	asher	PROPN
dad-11372	473	10	.	.	PUNCT
dad-11372	474	1	how	how	SCONJ
dad-11372	474	2	much	much	ADJ
dad-11372	474	3	progress	progress	NOUN
dad-11372	474	4	have	have	AUX
dad-11372	474	5	we	we	PRON
dad-11372	474	6	made	make	VERB
dad-11372	474	7	on	on	ADP
dad-11372	474	8	rst	rst	ADJ
dad-11372	474	9	discourse	discourse	NOUN
dad-11372	474	10	parsing	parsing	NOUN
dad-11372	474	11	?	?	PUNCT
dad-11372	475	1	a	a	DET
dad-11372	475	2	replication	replication	NOUN
dad-11372	475	3	study	study	NOUN
dad-11372	475	4	of	of	ADP
dad-11372	475	5	recent	recent	ADJ
dad-11372	475	6	results	result	NOUN
dad-11372	475	7	on	on	ADP
dad-11372	475	8	the	the	DET
dad-11372	475	9	rst	rst	NOUN
dad-11372	475	10	-	-	PUNCT
dad-11372	475	11	dt	dt	NOUN
dad-11372	475	12	.	.	PUNCT
dad-11372	476	1	in	in	ADP
dad-11372	476	2	proceedings	proceeding	NOUN
dad-11372	476	3	of	of	ADP
dad-11372	476	4	emnlp	emnlp	ADJ
dad-11372	476	5	2017	2017	NUM
dad-11372	476	6	,	,	PUNCT
dad-11372	476	7	pages	page	NOUN
dad-11372	476	8	1319–1324	1319–1324	NUM
dad-11372	476	9	,	,	PUNCT
dad-11372	476	10	copenhagen	copenhagen	PROPN
dad-11372	476	11	,	,	PUNCT
dad-11372	476	12	denmark	denmark	PROPN
dad-11372	476	13	,	,	PUNCT
dad-11372	476	14	2017	2017	NUM
dad-11372	476	15	.	.	PUNCT
dad-11372	477	1	philippe	philippe	PROPN
dad-11372	477	2	muller	muller	PROPN
dad-11372	477	3	,	,	PUNCT
dad-11372	477	4	chloé	chloé	NOUN
dad-11372	477	5	braud	braud	VERB
dad-11372	477	6	,	,	PUNCT
dad-11372	477	7	and	and	CCONJ
dad-11372	477	8	mathieu	mathieu	PROPN
dad-11372	477	9	morey	morey	PROPN
dad-11372	477	10	.	.	PUNCT
dad-11372	478	1	tony	tony	ADJ
dad-11372	478	2	:	:	PUNCT
dad-11372	478	3	contextual	contextual	ADJ
dad-11372	478	4	embeddings	embedding	NOUN
dad-11372	478	5	for	for	ADP
dad-11372	478	6	accurate	accurate	ADJ
dad-11372	478	7	multilingual	multilingual	ADJ
dad-11372	478	8	discourse	discourse	NOUN
dad-11372	478	9	segmentation	segmentation	NOUN
dad-11372	478	10	of	of	ADP
dad-11372	478	11	full	full	ADJ
dad-11372	478	12	documents	document	NOUN
dad-11372	478	13	.	.	PUNCT
dad-11372	479	1	in	in	ADP
dad-11372	479	2	proceedings	proceeding	NOUN
dad-11372	479	3	of	of	ADP
dad-11372	479	4	discourse	discourse	NOUN
dad-11372	479	5	relation	relation	NOUN
dad-11372	479	6	treebanking	treebanking	NOUN
dad-11372	479	7	and	and	CCONJ
dad-11372	479	8	parsing	parsing	NOUN
dad-11372	479	9	(	(	PUNCT
dad-11372	479	10	disrpt	disrpt	NOUN
dad-11372	479	11	2019	2019	NUM
dad-11372	479	12	)	)	PUNCT
dad-11372	479	13	,	,	PUNCT
dad-11372	479	14	pages	page	NOUN
dad-11372	479	15	115–124	115–124	NUM
dad-11372	479	16	,	,	PUNCT
dad-11372	479	17	minneapolis	minneapolis	PROPN
dad-11372	479	18	,	,	PUNCT
dad-11372	479	19	mn	mn	PROPN
dad-11372	479	20	,	,	PUNCT
dad-11372	479	21	2019	2019	NUM
dad-11372	479	22	.	.	PUNCT
dad-11372	480	1	karthik	karthik	PROPN
dad-11372	480	2	narasimhan	narasimhan	PROPN
dad-11372	480	3	and	and	CCONJ
dad-11372	480	4	regina	regina	PROPN
dad-11372	480	5	barzilay	barzilay	PROPN
dad-11372	480	6	.	.	PUNCT
dad-11372	481	1	machine	machine	NOUN
dad-11372	481	2	comprehension	comprehension	NOUN
dad-11372	481	3	with	with	ADP
dad-11372	481	4	discourse	discourse	NOUN
dad-11372	481	5	relations	relation	NOUN
dad-11372	481	6	.	.	PUNCT
dad-11372	482	1	in	in	ADP
dad-11372	482	2	proceedings	proceeding	NOUN
dad-11372	482	3	of	of	ADP
dad-11372	482	4	the	the	DET
dad-11372	482	5	53rd	53rd	ADJ
dad-11372	482	6	annual	annual	ADJ
dad-11372	482	7	meeting	meeting	NOUN
dad-11372	482	8	of	of	ADP
dad-11372	482	9	the	the	DET
dad-11372	482	10	association	association	NOUN
dad-11372	482	11	for	for	ADP
dad-11372	482	12	computational	computational	ADJ
dad-11372	482	13	linguistics	linguistic	NOUN
dad-11372	482	14	and	and	CCONJ
dad-11372	482	15	the	the	DET
dad-11372	482	16	7th	7th	ADJ
dad-11372	482	17	international	international	ADJ
dad-11372	482	18	joint	joint	ADJ
dad-11372	482	19	conference	conference	NOUN
dad-11372	482	20	on	on	ADP
dad-11372	482	21	natural	natural	ADJ
dad-11372	482	22	language	language	NOUN
dad-11372	482	23	processing	processing	NOUN
dad-11372	482	24	(	(	PUNCT
dad-11372	482	25	acl	acl	PROPN
dad-11372	482	26	/	/	SYM
dad-11372	482	27	ijcnlp	ijcnlp	NOUN
dad-11372	482	28	2015	2015	NUM
dad-11372	482	29	)	)	PUNCT
dad-11372	482	30	,	,	PUNCT
dad-11372	482	31	pages	page	NOUN
dad-11372	482	32	1253–1262	1253–1262	NUM
dad-11372	482	33	,	,	PUNCT
dad-11372	482	34	beijing	beijing	PROPN
dad-11372	482	35	,	,	PUNCT
dad-11372	482	36	china	china	PROPN
dad-11372	482	37	,	,	PUNCT
dad-11372	482	38	2015	2015	NUM
dad-11372	482	39	.	.	PUNCT
dad-11372	483	1	joakim	joakim	PROPN
dad-11372	483	2	nivre	nivre	PROPN
dad-11372	483	3	,	,	PUNCT
dad-11372	483	4	željko	željko	PROPN
dad-11372	483	5	agić	agić	NOUN
dad-11372	483	6	,	,	PUNCT
dad-11372	483	7	lars	lars	PROPN
dad-11372	483	8	ahrenberg	ahrenberg	PROPN
dad-11372	483	9	,	,	PUNCT
dad-11372	483	10	maria	maria	PROPN
dad-11372	483	11	jesus	jesus	PROPN
dad-11372	483	12	aranzabe	aranzabe	PROPN
dad-11372	483	13	,	,	PUNCT
dad-11372	483	14	masayuki	masayuki	PROPN
dad-11372	483	15	asahara	asahara	PROPN
dad-11372	483	16	,	,	PUNCT
dad-11372	483	17	aitziber	aitziber	ADV
dad-11372	483	18	atutxa	atutxa	PROPN
dad-11372	483	19	,	,	PUNCT
dad-11372	483	20	miguel	miguel	PROPN
dad-11372	483	21	ballesteros	ballesteros	PROPN
dad-11372	483	22	,	,	PUNCT
dad-11372	483	23	john	john	PROPN
dad-11372	483	24	bauer	bauer	PROPN
dad-11372	483	25	,	,	PUNCT
dad-11372	483	26	kepa	kepa	PROPN
dad-11372	483	27	bengoetxea	bengoetxea	PROPN
dad-11372	483	28	,	,	PUNCT
dad-11372	483	29	riyaz	riyaz	PROPN
dad-11372	483	30	ahmad	ahmad	PROPN
dad-11372	483	31	bhat	bhat	PROPN
dad-11372	483	32	,	,	PUNCT
dad-11372	483	33	eckhard	eckhard	PROPN
dad-11372	483	34	bick	bick	PROPN
dad-11372	483	35	,	,	PUNCT
dad-11372	483	36	cristina	cristina	PROPN
dad-11372	483	37	bosco	bosco	PROPN
dad-11372	483	38	,	,	PUNCT
dad-11372	483	39	gosse	gosse	PROPN
dad-11372	483	40	bouma	bouma	PROPN
dad-11372	483	41	,	,	PUNCT
dad-11372	483	42	sam	sam	PROPN
dad-11372	483	43	bowman	bowman	PROPN
dad-11372	483	44	,	,	PUNCT
dad-11372	483	45	marie	marie	PROPN
dad-11372	483	46	candito	candito	PROPN
dad-11372	483	47	,	,	PUNCT
dad-11372	483	48	gülşen	gülşen	PROPN
dad-11372	483	49	cebiroğlu	cebiroğlu	PROPN
dad-11372	483	50	eryiğit	eryiğit	PROPN
dad-11372	483	51	,	,	PUNCT
dad-11372	483	52	giuseppe	giuseppe	PROPN
dad-11372	483	53	g.	g.	PROPN
dad-11372	483	54	a.	a.	PROPN
dad-11372	483	55	celano	celano	PROPN
dad-11372	483	56	,	,	PUNCT
dad-11372	483	57	fabricio	fabricio	PROPN
dad-11372	483	58	chalub	chalub	PROPN
dad-11372	483	59	,	,	PUNCT
dad-11372	483	60	jinho	jinho	ADJ
dad-11372	483	61	choi	choi	NOUN
dad-11372	483	62	,	,	PUNCT
dad-11372	483	63	çağrı	çağrı	PROPN
dad-11372	483	64	çöltekin	çöltekin	PROPN
dad-11372	483	65	,	,	PUNCT
dad-11372	483	66	miriam	miriam	PROPN
dad-11372	483	67	connor	connor	PROPN
dad-11372	483	68	,	,	PUNCT
dad-11372	483	69	elizabeth	elizabeth	PROPN
dad-11372	483	70	davidson	davidson	PROPN
dad-11372	483	71	,	,	PUNCT
dad-11372	483	72	marie	marie	PROPN
dad-11372	483	73	-	-	PUNCT
dad-11372	483	74	catherine	catherine	PROPN
dad-11372	483	75	de	de	PROPN
dad-11372	483	76	marneffe	marneffe	PROPN
dad-11372	483	77	,	,	PUNCT
dad-11372	483	78	valeria	valeria	PROPN
dad-11372	483	79	de	de	PROPN
dad-11372	483	80	paiva	paiva	PROPN
dad-11372	483	81	,	,	PUNCT
dad-11372	483	82	arantza	arantza	PROPN
dad-11372	483	83	diaz	diaz	PROPN
dad-11372	483	84	de	de	PROPN
dad-11372	483	85	ilarraza	ilarraza	PROPN
dad-11372	483	86	,	,	PUNCT
dad-11372	483	87	kaja	kaja	PROPN
dad-11372	483	88	dobrovoljc	dobrovoljc	PROPN
dad-11372	483	89	,	,	PUNCT
dad-11372	483	90	timothy	timothy	PROPN
dad-11372	483	91	dozat	dozat	PROPN
dad-11372	483	92	,	,	PUNCT
dad-11372	483	93	kira	kira	PROPN
dad-11372	483	94	droganova	droganova	PROPN
dad-11372	483	95	,	,	PUNCT
dad-11372	483	96	puneet	puneet	PROPN
dad-11372	483	97	dwivedi	dwivedi	PROPN
dad-11372	483	98	,	,	PUNCT
dad-11372	483	99	marhaba	marhaba	PROPN
dad-11372	483	100	eli	eli	PROPN
dad-11372	483	101	,	,	PUNCT
dad-11372	483	102	tomaž	tomaž	ADJ
dad-11372	483	103	erjavec	erjavec	X
dad-11372	483	104	,	,	PUNCT
dad-11372	483	105	richárd	richárd	NOUN
dad-11372	483	106	farkas	farkas	PROPN
dad-11372	483	107	,	,	PUNCT
dad-11372	483	108	jennifer	jennifer	PROPN
dad-11372	483	109	foster	foster	PROPN
dad-11372	483	110	,	,	PUNCT
dad-11372	483	111	cláudia	cláudia	NOUN
dad-11372	483	112	freitas	freita	NOUN
dad-11372	483	113	,	,	PUNCT
dad-11372	483	114	katarı́na	katarı́na	PROPN
dad-11372	483	115	gajdošová	gajdošová	PROPN
dad-11372	483	116	,	,	PUNCT
dad-11372	483	117	daniel	daniel	PROPN
dad-11372	483	118	galbraith	galbraith	PROPN
dad-11372	483	119	,	,	PUNCT
dad-11372	483	120	marcos	marcos	PROPN
dad-11372	483	121	garcia	garcia	PROPN
dad-11372	483	122	,	,	PUNCT
dad-11372	483	123	filip	filip	PROPN
dad-11372	483	124	ginter	ginter	PROPN
dad-11372	483	125	,	,	PUNCT
dad-11372	483	126	iakes	iake	VERB
dad-11372	483	127	goenaga	goenaga	PROPN
dad-11372	483	128	,	,	PUNCT
dad-11372	483	129	koldo	koldo	PROPN
dad-11372	483	130	gojenola	gojenola	PROPN
dad-11372	483	131	,	,	PUNCT
dad-11372	483	132	memduh	memduh	PROPN
dad-11372	483	133	gökırmak	gökırmak	PROPN
dad-11372	483	134	,	,	PUNCT
dad-11372	483	135	yoav	yoav	PROPN
dad-11372	483	136	goldberg	goldberg	PROPN
dad-11372	483	137	,	,	PUNCT
dad-11372	483	138	xavier	xavier	PROPN
dad-11372	483	139	gómez	gómez	PROPN
dad-11372	483	140	guinovart	guinovart	PROPN
dad-11372	483	141	,	,	PUNCT
dad-11372	483	142	berta	berta	PROPN
dad-11372	483	143	gonzáles	gonzále	NOUN
dad-11372	483	144	saavedra	saavedra	PROPN
dad-11372	483	145	,	,	PUNCT
dad-11372	483	146	matias	matias	PROPN
dad-11372	483	147	grioni	grioni	NOUN
dad-11372	483	148	,	,	PUNCT
dad-11372	483	149	normunds	normund	VERB
dad-11372	483	150	grūzı̄tis	grūzı̄tis	NOUN
dad-11372	483	151	,	,	PUNCT
dad-11372	483	152	bruno	bruno	PROPN
dad-11372	483	153	guillaume	guillaume	PROPN
dad-11372	483	154	,	,	PUNCT
dad-11372	483	155	nizar	nizar	PROPN
dad-11372	483	156	habash	habash	PROPN
dad-11372	483	157	,	,	PUNCT
dad-11372	483	158	jan	jan	PROPN
dad-11372	483	159	hajič	hajič	NOUN
dad-11372	483	160	,	,	PUNCT
dad-11372	483	161	linh	linh	PROPN
dad-11372	483	162	hà	hà	PROPN
dad-11372	483	163	mỹ	mỹ	PROPN
dad-11372	483	164	,	,	PUNCT
dad-11372	483	165	dag	dag	PROPN
dad-11372	483	166	haug	haug	PROPN
dad-11372	483	167	,	,	PUNCT
dad-11372	483	168	barbora	barbora	PROPN
dad-11372	483	169	hladká	hladká	PROPN
dad-11372	483	170	,	,	PUNCT
dad-11372	483	171	petter	petter	PROPN
dad-11372	483	172	hohle	hohle	PROPN
dad-11372	483	173	,	,	PUNCT
dad-11372	483	174	radu	radu	PROPN
dad-11372	483	175	ion	ion	NOUN
dad-11372	483	176	,	,	PUNCT
dad-11372	483	177	elena	elena	PROPN
dad-11372	483	178	irimia	irimia	PROPN
dad-11372	483	179	,	,	PUNCT
dad-11372	483	180	anders	anders	PROPN
dad-11372	483	181	johannsen	johannsen	PROPN
dad-11372	483	182	,	,	PUNCT
dad-11372	483	183	fredrik	fredrik	PROPN
dad-11372	483	184	jørgensen	jørgensen	PROPN
dad-11372	483	185	,	,	PUNCT
dad-11372	483	186	hüner	hüner	PROPN
dad-11372	483	187	kaşıkara	kaşıkara	PROPN
dad-11372	483	188	,	,	PUNCT
dad-11372	483	189	hiroshi	hiroshi	PROPN
dad-11372	483	190	30	30	NUM
dad-11372	483	191	a	a	DET
dad-11372	483	192	neural	neural	ADJ
dad-11372	483	193	approach	approach	NOUN
dad-11372	483	194	to	to	ADP
dad-11372	483	195	discourse	discourse	NOUN
dad-11372	483	196	relation	relation	NOUN
dad-11372	483	197	signal	signal	NOUN
dad-11372	483	198	detection	detection	NOUN
dad-11372	483	199	kanayama	kanayama	NOUN
dad-11372	483	200	,	,	PUNCT
dad-11372	483	201	jenna	jenna	PROPN
dad-11372	483	202	kanerva	kanerva	PROPN
dad-11372	483	203	,	,	PUNCT
dad-11372	483	204	natalia	natalia	PROPN
dad-11372	483	205	kotsyba	kotsyba	PROPN
dad-11372	483	206	,	,	PUNCT
dad-11372	483	207	simon	simon	PROPN
dad-11372	483	208	krek	krek	PROPN
dad-11372	483	209	,	,	PUNCT
dad-11372	483	210	veronika	veronika	PROPN
dad-11372	483	211	laippala	laippala	PROPN
dad-11372	483	212	,	,	PUNCT
dad-11372	483	213	lê	lê	PROPN
dad-11372	483	214	h`ông	h`ông	PROPN
dad-11372	483	215	,	,	PUNCT
dad-11372	483	216	alessandro	alessandro	PROPN
dad-11372	483	217	lenci	lenci	PROPN
dad-11372	483	218	,	,	PUNCT
dad-11372	483	219	nikola	nikola	PROPN
dad-11372	483	220	ljubešić	ljubešić	PROPN
dad-11372	483	221	,	,	PUNCT
dad-11372	483	222	olga	olga	PROPN
dad-11372	483	223	lyashevskaya	lyashevskaya	PROPN
dad-11372	483	224	,	,	PUNCT
dad-11372	483	225	teresa	teresa	PROPN
dad-11372	483	226	lynn	lynn	PROPN
dad-11372	483	227	,	,	PUNCT
dad-11372	483	228	aibek	aibek	PROPN
dad-11372	483	229	makazhanov	makazhanov	PROPN
dad-11372	483	230	,	,	PUNCT
dad-11372	483	231	christopher	christopher	PROPN
dad-11372	483	232	manning	manning	PROPN
dad-11372	483	233	,	,	PUNCT
dad-11372	483	234	cătălina	cătălina	NOUN
dad-11372	483	235	mărănduc	mărănduc	PROPN
dad-11372	483	236	,	,	PUNCT
dad-11372	483	237	david	david	PROPN
dad-11372	483	238	mareček	mareček	PROPN
dad-11372	483	239	,	,	PUNCT
dad-11372	483	240	héctor	héctor	PROPN
dad-11372	483	241	martı́nez	martı́nez	PROPN
dad-11372	483	242	alonso	alonso	PROPN
dad-11372	483	243	,	,	PUNCT
dad-11372	483	244	andré	andré	ADJ
dad-11372	483	245	martins	martin	NOUN
dad-11372	483	246	,	,	PUNCT
dad-11372	483	247	jan	jan	PROPN
dad-11372	483	248	mašek	mašek	PROPN
dad-11372	483	249	,	,	PUNCT
dad-11372	483	250	yuji	yuji	PROPN
dad-11372	483	251	matsumoto	matsumoto	PROPN
dad-11372	483	252	,	,	PUNCT
dad-11372	483	253	ryan	ryan	PROPN
dad-11372	483	254	mcdonald	mcdonald	PROPN
dad-11372	483	255	,	,	PUNCT
dad-11372	483	256	anna	anna	PROPN
dad-11372	483	257	missilä	missilä	PROPN
dad-11372	483	258	,	,	PUNCT
dad-11372	483	259	verginica	verginica	NOUN
dad-11372	483	260	mititelu	mititelu	NOUN
dad-11372	483	261	,	,	PUNCT
dad-11372	483	262	yusuke	yusuke	NOUN
dad-11372	483	263	miyao	miyao	NOUN
dad-11372	483	264	,	,	PUNCT
dad-11372	483	265	simonetta	simonetta	PROPN
dad-11372	483	266	montemagni	montemagni	PROPN
dad-11372	483	267	,	,	PUNCT
dad-11372	483	268	amir	amir	X
dad-11372	483	269	more	more	ADV
dad-11372	483	270	,	,	PUNCT
dad-11372	483	271	shunsuke	shunsuke	PROPN
dad-11372	483	272	mori	mori	PROPN
dad-11372	483	273	,	,	PUNCT
dad-11372	483	274	bohdan	bohdan	PROPN
dad-11372	483	275	moskalevskyi	moskalevskyi	PROPN
dad-11372	483	276	,	,	PUNCT
dad-11372	483	277	kadri	kadri	PROPN
dad-11372	483	278	muischnek	muischnek	PROPN
dad-11372	483	279	,	,	PUNCT
dad-11372	483	280	nina	nina	PROPN
dad-11372	483	281	mustafina	mustafina	PROPN
dad-11372	483	282	,	,	PUNCT
dad-11372	483	283	kaili	kaili	PROPN
dad-11372	483	284	müürisep	müürisep	PROPN
dad-11372	483	285	,	,	PUNCT
dad-11372	483	286	luong	luong	PROPN
dad-11372	483	287	nguy˜ên	nguy˜ên	PROPN
dad-11372	483	288	thi	thi	PROPN
dad-11372	483	289	.	.	PROPN
dad-11372	483	290	,	,	PUNCT
dad-11372	483	291	huy`ên	huy`ên	PROPN
dad-11372	483	292	nguy˜ên	nguy˜ên	PROPN
dad-11372	483	293	thi	thi	PROPN
dad-11372	483	294	.	.	PUNCT
dad-11372	484	1	minh	minh	PROPN
dad-11372	484	2	,	,	PUNCT
dad-11372	484	3	vitaly	vitaly	PROPN
dad-11372	484	4	nikolaev	nikolaev	PROPN
dad-11372	484	5	,	,	PUNCT
dad-11372	484	6	hanna	hanna	PROPN
dad-11372	484	7	nurmi	nurmi	PROPN
dad-11372	484	8	,	,	PUNCT
dad-11372	484	9	stina	stina	PROPN
dad-11372	484	10	ojala	ojala	PROPN
dad-11372	484	11	,	,	PUNCT
dad-11372	484	12	petya	petya	NOUN
dad-11372	484	13	osenova	osenova	PROPN
dad-11372	484	14	,	,	PUNCT
dad-11372	484	15	lilja	lilja	PROPN
dad-11372	484	16	øvrelid	øvrelid	NOUN
dad-11372	484	17	,	,	PUNCT
dad-11372	484	18	elena	elena	PROPN
dad-11372	484	19	pascual	pascual	PROPN
dad-11372	484	20	,	,	PUNCT
dad-11372	484	21	marco	marco	PROPN
dad-11372	484	22	passarotti	passarotti	PROPN
dad-11372	484	23	,	,	PUNCT
dad-11372	484	24	cenel	cenel	NOUN
dad-11372	484	25	-	-	PUNCT
dad-11372	484	26	augusto	augusto	NOUN
dad-11372	484	27	perez	perez	PROPN
dad-11372	484	28	,	,	PUNCT
dad-11372	484	29	guy	guy	NOUN
dad-11372	484	30	perrier	perrier	NOUN
dad-11372	484	31	,	,	PUNCT
dad-11372	484	32	slav	slav	PROPN
dad-11372	484	33	petrov	petrov	PROPN
dad-11372	484	34	,	,	PUNCT
dad-11372	484	35	jussi	jussi	PROPN
dad-11372	484	36	piitulainen	piitulainen	PROPN
dad-11372	484	37	,	,	PUNCT
dad-11372	484	38	barbara	barbara	PROPN
dad-11372	484	39	plank	plank	PROPN
dad-11372	484	40	,	,	PUNCT
dad-11372	484	41	martin	martin	PROPN
dad-11372	484	42	popel	popel	PROPN
dad-11372	484	43	,	,	PUNCT
dad-11372	484	44	lauma	lauma	PROPN
dad-11372	484	45	pretkalniņa	pretkalniņa	NOUN
dad-11372	484	46	,	,	PUNCT
dad-11372	484	47	prokopis	prokopis	PROPN
dad-11372	484	48	prokopidis	prokopidis	PROPN
dad-11372	484	49	,	,	PUNCT
dad-11372	484	50	tiina	tiina	PROPN
dad-11372	484	51	puolakainen	puolakainen	PROPN
dad-11372	484	52	,	,	PUNCT
dad-11372	484	53	sampo	sampo	PROPN
dad-11372	484	54	pyysalo	pyysalo	PROPN
dad-11372	484	55	,	,	PUNCT
dad-11372	484	56	alexandre	alexandre	PROPN
dad-11372	484	57	rademaker	rademaker	PROPN
dad-11372	484	58	,	,	PUNCT
dad-11372	484	59	loganathan	loganathan	PROPN
dad-11372	484	60	ramasamy	ramasamy	PROPN
dad-11372	484	61	,	,	PUNCT
dad-11372	484	62	livy	livy	PROPN
dad-11372	484	63	real	real	ADJ
dad-11372	484	64	,	,	PUNCT
dad-11372	484	65	laura	laura	PROPN
dad-11372	484	66	rituma	rituma	PROPN
dad-11372	484	67	,	,	PUNCT
dad-11372	484	68	rudolf	rudolf	PROPN
dad-11372	484	69	rosa	rosa	PROPN
dad-11372	484	70	,	,	PUNCT
dad-11372	484	71	shadi	shadi	PROPN
dad-11372	484	72	saleh	saleh	PROPN
dad-11372	484	73	,	,	PUNCT
dad-11372	484	74	manuela	manuela	PROPN
dad-11372	484	75	sanguinetti	sanguinetti	PROPN
dad-11372	484	76	,	,	PUNCT
dad-11372	484	77	baiba	baiba	PROPN
dad-11372	484	78	saulı̄te	saulı̄te	PROPN
dad-11372	484	79	,	,	PUNCT
dad-11372	484	80	sebastian	sebastian	PROPN
dad-11372	484	81	schuster	schuster	PROPN
dad-11372	484	82	,	,	PUNCT
dad-11372	484	83	djamé	djamé	NOUN
dad-11372	484	84	seddah	seddah	NOUN
dad-11372	484	85	,	,	PUNCT
dad-11372	484	86	wolfgang	wolfgang	PROPN
dad-11372	484	87	seeker	seeker	PROPN
dad-11372	484	88	,	,	PUNCT
dad-11372	484	89	mojgan	mojgan	PROPN
dad-11372	484	90	seraji	seraji	PROPN
dad-11372	484	91	,	,	PUNCT
dad-11372	484	92	lena	lena	PROPN
dad-11372	484	93	shakurova	shakurova	PROPN
dad-11372	484	94	,	,	PUNCT
dad-11372	484	95	mo	mo	PROPN
dad-11372	484	96	shen	shen	PROPN
dad-11372	484	97	,	,	PUNCT
dad-11372	484	98	dmitry	dmitry	PROPN
dad-11372	484	99	sichinava	sichinava	PROPN
dad-11372	484	100	,	,	PUNCT
dad-11372	484	101	natalia	natalia	PROPN
dad-11372	484	102	silveira	silveira	PROPN
dad-11372	484	103	,	,	PUNCT
dad-11372	484	104	maria	maria	PROPN
dad-11372	484	105	simi	simi	PROPN
dad-11372	484	106	,	,	PUNCT
dad-11372	484	107	radu	radu	PROPN
dad-11372	484	108	simionescu	simionescu	PROPN
dad-11372	484	109	,	,	PUNCT
dad-11372	484	110	katalin	katalin	PROPN
dad-11372	484	111	simkó	simkó	PROPN
dad-11372	484	112	,	,	PUNCT
dad-11372	484	113	mária	mária	PROPN
dad-11372	484	114	šimková	šimková	PROPN
dad-11372	484	115	,	,	PUNCT
dad-11372	484	116	kiril	kiril	PROPN
dad-11372	484	117	simov	simov	PROPN
dad-11372	484	118	,	,	PUNCT
dad-11372	484	119	aaron	aaron	PROPN
dad-11372	484	120	smith	smith	PROPN
dad-11372	484	121	,	,	PUNCT
dad-11372	484	122	alane	alane	NOUN
dad-11372	484	123	suhr	suhr	PROPN
dad-11372	484	124	,	,	PUNCT
dad-11372	484	125	umut	umut	PROPN
dad-11372	484	126	sulubacak	sulubacak	PROPN
dad-11372	484	127	,	,	PUNCT
dad-11372	484	128	zsolt	zsolt	PROPN
dad-11372	484	129	szántó	szántó	PROPN
dad-11372	484	130	,	,	PUNCT
dad-11372	484	131	dima	dima	PROPN
dad-11372	484	132	taji	taji	PROPN
dad-11372	484	133	,	,	PUNCT
dad-11372	484	134	takaaki	takaaki	PROPN
dad-11372	484	135	tanaka	tanaka	PROPN
dad-11372	484	136	,	,	PUNCT
dad-11372	484	137	reut	reut	PROPN
dad-11372	484	138	tsarfaty	tsarfaty	PROPN
dad-11372	484	139	,	,	PUNCT
dad-11372	484	140	francis	francis	PROPN
dad-11372	484	141	tyers	tyers	PROPN
dad-11372	484	142	,	,	PUNCT
dad-11372	484	143	sumire	sumire	PROPN
dad-11372	484	144	uematsu	uematsu	PROPN
dad-11372	484	145	,	,	PUNCT
dad-11372	484	146	larraitz	larraitz	PROPN
dad-11372	484	147	uria	uria	PROPN
dad-11372	484	148	,	,	PUNCT
dad-11372	484	149	gertjan	gertjan	NOUN
dad-11372	484	150	van	van	PROPN
dad-11372	484	151	noord	noord	PROPN
dad-11372	484	152	,	,	PUNCT
dad-11372	484	153	viktor	viktor	NOUN
dad-11372	484	154	varga	varga	PROPN
dad-11372	484	155	,	,	PUNCT
dad-11372	484	156	veronika	veronika	NOUN
dad-11372	484	157	vincze	vincze	NOUN
dad-11372	484	158	,	,	PUNCT
dad-11372	484	159	jonathan	jonathan	PROPN
dad-11372	484	160	north	north	PROPN
dad-11372	484	161	washington	washington	PROPN
dad-11372	484	162	,	,	PUNCT
dad-11372	484	163	zdeněk	zdeněk	PROPN
dad-11372	484	164	v	v	ADP
dad-11372	484	165	zabokrtský	zabokrtský	ADV
dad-11372	484	166	,	,	PUNCT
dad-11372	484	167	amir	amir	PROPN
dad-11372	484	168	zeldes	zeldes	PROPN
dad-11372	484	169	,	,	PUNCT
dad-11372	484	170	daniel	daniel	PROPN
dad-11372	484	171	zeman	zeman	PROPN
dad-11372	484	172	,	,	PUNCT
dad-11372	484	173	and	and	CCONJ
dad-11372	484	174	hanzhi	hanzhi	PROPN
dad-11372	484	175	zhu	zhu	PROPN
dad-11372	484	176	.	.	PUNCT
dad-11372	485	1	universal	universal	ADJ
dad-11372	485	2	dependencies	dependency	NOUN
dad-11372	485	3	2.0	2.0	NUM
dad-11372	485	4	.	.	PUNCT
dad-11372	486	1	technical	technical	ADJ
dad-11372	486	2	report	report	PROPN
dad-11372	486	3	,	,	PUNCT
dad-11372	486	4	lindat	lindat	PROPN
dad-11372	486	5	/	/	SYM
dad-11372	486	6	clarin	clarin	PROPN
dad-11372	486	7	digital	digital	PROPN
dad-11372	486	8	library	library	NOUN
dad-11372	486	9	at	at	ADP
dad-11372	486	10	the	the	DET
dad-11372	486	11	institute	institute	NOUN
dad-11372	486	12	of	of	ADP
dad-11372	486	13	formal	formal	ADJ
dad-11372	486	14	and	and	CCONJ
dad-11372	486	15	applied	applied	ADJ
dad-11372	486	16	linguistics	linguistic	NOUN
dad-11372	486	17	(	(	PUNCT
dad-11372	486	18	úfal	úfal	NOUN
dad-11372	486	19	)	)	PUNCT
dad-11372	486	20	,	,	PUNCT
dad-11372	486	21	faculty	faculty	NOUN
dad-11372	486	22	of	of	ADP
dad-11372	486	23	mathematics	mathematic	NOUN
dad-11372	486	24	and	and	CCONJ
dad-11372	486	25	physics	physics	PROPN
dad-11372	486	26	,	,	PUNCT
dad-11372	486	27	charles	charles	PROPN
dad-11372	486	28	university	university	PROPN
dad-11372	486	29	,	,	PUNCT
dad-11372	486	30	2017	2017	NUM
dad-11372	486	31	.	.	PUNCT
dad-11372	487	1	url	url	PROPN
dad-11372	487	2	http	http	NOUN
dad-11372	487	3	:	:	PUNCT
dad-11372	487	4	//hdl.handle.net/11234/1	//hdl.handle.net/11234/1	PUNCT
dad-11372	487	5	-	-	SYM
dad-11372	487	6	1983	1983	NUM
dad-11372	487	7	.	.	PUNCT
dad-11372	488	1	jeffrey	jeffrey	PROPN
dad-11372	488	2	pennington	pennington	PROPN
dad-11372	488	3	,	,	PUNCT
dad-11372	488	4	richard	richard	PROPN
dad-11372	488	5	socher	socher	PROPN
dad-11372	488	6	,	,	PUNCT
dad-11372	488	7	and	and	CCONJ
dad-11372	488	8	christopher	christopher	PROPN
dad-11372	488	9	d.	d.	PROPN
dad-11372	488	10	manning	manning	PROPN
dad-11372	488	11	.	.	PUNCT
dad-11372	489	1	glove	glove	NOUN
dad-11372	489	2	:	:	PUNCT
dad-11372	489	3	global	global	ADJ
dad-11372	489	4	vectors	vector	NOUN
dad-11372	489	5	for	for	ADP
dad-11372	489	6	word	word	NOUN
dad-11372	489	7	representation	representation	NOUN
dad-11372	489	8	.	.	PUNCT
dad-11372	490	1	in	in	ADP
dad-11372	490	2	proceedings	proceeding	NOUN
dad-11372	490	3	of	of	ADP
dad-11372	490	4	emnlp	emnlp	ADJ
dad-11372	490	5	2014	2014	NUM
dad-11372	490	6	,	,	PUNCT
dad-11372	490	7	pages	page	NOUN
dad-11372	490	8	1532–1543	1532–1543	NUM
dad-11372	490	9	,	,	PUNCT
dad-11372	490	10	doha	doha	PROPN
dad-11372	490	11	,	,	PUNCT
dad-11372	490	12	qatar	qatar	PROPN
dad-11372	490	13	,	,	PUNCT
dad-11372	490	14	2014	2014	NUM
dad-11372	490	15	.	.	PUNCT
dad-11372	491	1	matthew	matthew	PROPN
dad-11372	491	2	e.	e.	PROPN
dad-11372	491	3	peters	peters	PROPN
dad-11372	491	4	,	,	PUNCT
dad-11372	491	5	mark	mark	PROPN
dad-11372	491	6	neumann	neumann	PROPN
dad-11372	491	7	,	,	PUNCT
dad-11372	491	8	mohit	mohit	PROPN
dad-11372	491	9	iyyer	iyyer	PROPN
dad-11372	491	10	,	,	PUNCT
dad-11372	491	11	matt	matt	PROPN
dad-11372	491	12	gardner	gardner	PROPN
dad-11372	491	13	,	,	PUNCT
dad-11372	491	14	christopher	christopher	PROPN
dad-11372	491	15	clark	clark	PROPN
dad-11372	491	16	,	,	PUNCT
dad-11372	491	17	kenton	kenton	PROPN
dad-11372	491	18	lee	lee	PROPN
dad-11372	491	19	,	,	PUNCT
dad-11372	491	20	and	and	CCONJ
dad-11372	491	21	luke	luke	PROPN
dad-11372	491	22	zettlemoyer	zettlemoyer	PROPN
dad-11372	491	23	.	.	PUNCT
dad-11372	492	1	deep	deep	ADJ
dad-11372	492	2	contextualized	contextualized	ADJ
dad-11372	492	3	word	word	NOUN
dad-11372	492	4	representations	representation	NOUN
dad-11372	492	5	.	.	PUNCT
dad-11372	493	1	in	in	ADP
dad-11372	493	2	proceedings	proceeding	NOUN
dad-11372	493	3	of	of	ADP
dad-11372	493	4	naacl	naacl	PROPN
dad-11372	493	5	2018	2018	NUM
dad-11372	493	6	,	,	PUNCT
dad-11372	493	7	pages	page	NOUN
dad-11372	493	8	2227–2237	2227–2237	NUM
dad-11372	493	9	,	,	PUNCT
dad-11372	493	10	new	new	PROPN
dad-11372	493	11	orleans	orleans	PROPN
dad-11372	493	12	,	,	PUNCT
dad-11372	493	13	la	la	NOUN
dad-11372	493	14	,	,	PUNCT
dad-11372	493	15	2018	2018	NUM
dad-11372	493	16	.	.	PUNCT
dad-11372	494	1	emily	emily	PROPN
dad-11372	494	2	pitler	pitler	PROPN
dad-11372	494	3	,	,	PUNCT
dad-11372	494	4	annie	annie	PROPN
dad-11372	494	5	louis	louis	PROPN
dad-11372	494	6	,	,	PUNCT
dad-11372	494	7	and	and	CCONJ
dad-11372	494	8	ani	ani	X
dad-11372	494	9	nenkova	nenkova	PROPN
dad-11372	494	10	.	.	PUNCT
dad-11372	495	1	automatic	automatic	ADJ
dad-11372	495	2	sense	sense	NOUN
dad-11372	495	3	prediction	prediction	NOUN
dad-11372	495	4	for	for	ADP
dad-11372	495	5	implicit	implicit	ADJ
dad-11372	495	6	discourse	discourse	NOUN
dad-11372	495	7	relations	relation	NOUN
dad-11372	495	8	in	in	ADP
dad-11372	495	9	text	text	NOUN
dad-11372	495	10	.	.	PUNCT
dad-11372	496	1	in	in	ADP
dad-11372	496	2	proceedings	proceeding	NOUN
dad-11372	496	3	of	of	ADP
dad-11372	496	4	the	the	DET
dad-11372	496	5	joint	joint	ADJ
dad-11372	496	6	conference	conference	NOUN
dad-11372	496	7	of	of	ADP
dad-11372	496	8	the	the	DET
dad-11372	496	9	47th	47th	ADJ
dad-11372	496	10	annual	annual	ADJ
dad-11372	496	11	meeting	meeting	NOUN
dad-11372	496	12	of	of	ADP
dad-11372	496	13	the	the	DET
dad-11372	496	14	acl	acl	PROPN
dad-11372	496	15	and	and	CCONJ
dad-11372	496	16	the	the	DET
dad-11372	496	17	4th	4th	ADJ
dad-11372	496	18	international	international	ADJ
dad-11372	496	19	joint	joint	ADJ
dad-11372	496	20	conference	conference	NOUN
dad-11372	496	21	on	on	ADP
dad-11372	496	22	natural	natural	ADJ
dad-11372	496	23	language	language	NOUN
dad-11372	496	24	processing	processing	NOUN
dad-11372	496	25	of	of	ADP
dad-11372	496	26	the	the	DET
dad-11372	496	27	afnlp	afnlp	NOUN
dad-11372	496	28	,	,	PUNCT
dad-11372	496	29	pages	page	NOUN
dad-11372	496	30	683–691	683–691	NUM
dad-11372	496	31	,	,	PUNCT
dad-11372	496	32	suntec	suntec	ADJ
dad-11372	496	33	,	,	PUNCT
dad-11372	496	34	singapore	singapore	PROPN
dad-11372	496	35	,	,	PUNCT
dad-11372	496	36	2009	2009	NUM
dad-11372	496	37	.	.	PUNCT
dad-11372	497	1	massimo	massimo	PROPN
dad-11372	497	2	poesio	poesio	PROPN
dad-11372	497	3	,	,	PUNCT
dad-11372	497	4	barbara	barbara	PROPN
dad-11372	497	5	di	di	PROPN
dad-11372	497	6	eugenio	eugenio	PROPN
dad-11372	497	7	,	,	PUNCT
dad-11372	497	8	and	and	CCONJ
dad-11372	497	9	gerard	gerard	PROPN
dad-11372	497	10	keohane	keohane	PROPN
dad-11372	497	11	.	.	PUNCT
dad-11372	498	1	discourse	discourse	NOUN
dad-11372	498	2	structure	structure	NOUN
dad-11372	498	3	and	and	CCONJ
dad-11372	498	4	anaphora	anaphora	NOUN
dad-11372	498	5	:	:	PUNCT
dad-11372	498	6	an	an	DET
dad-11372	498	7	empirical	empirical	ADJ
dad-11372	498	8	study	study	NOUN
dad-11372	498	9	.	.	PUNCT
dad-11372	499	1	nle	nle	PROPN
dad-11372	499	2	technical	technical	PROPN
dad-11372	499	3	note	note	NOUN
dad-11372	499	4	tn-02	tn-02	ADV
dad-11372	499	5	-	-	PUNCT
dad-11372	499	6	02	02	NUM
dad-11372	499	7	,	,	PUNCT
dad-11372	499	8	university	university	NOUN
dad-11372	499	9	of	of	ADP
dad-11372	499	10	essex	essex	PROPN
dad-11372	499	11	,	,	PUNCT
dad-11372	499	12	department	department	NOUN
dad-11372	499	13	of	of	ADP
dad-11372	499	14	computer	computer	NOUN
dad-11372	499	15	science	science	NOUN
dad-11372	499	16	,	,	PUNCT
dad-11372	499	17	nle	nle	PROPN
dad-11372	499	18	group	group	NOUN
dad-11372	499	19	,	,	PUNCT
dad-11372	499	20	2002	2002	NUM
dad-11372	499	21	.	.	PUNCT
dad-11372	500	1	richard	richard	PROPN
dad-11372	500	2	power	power	PROPN
dad-11372	500	3	,	,	PUNCT
dad-11372	500	4	christine	christine	PROPN
dad-11372	500	5	doran	doran	PROPN
dad-11372	500	6	,	,	PUNCT
dad-11372	500	7	and	and	CCONJ
dad-11372	500	8	donia	donia	PROPN
dad-11372	500	9	scott	scott	PROPN
dad-11372	500	10	.	.	PUNCT
dad-11372	501	1	generating	generate	VERB
dad-11372	501	2	embedded	embed	VERB
dad-11372	501	3	discourse	discourse	NOUN
dad-11372	501	4	markers	marker	NOUN
dad-11372	501	5	from	from	ADP
dad-11372	501	6	rhetorical	rhetorical	ADJ
dad-11372	501	7	structure	structure	NOUN
dad-11372	501	8	.	.	PUNCT
dad-11372	502	1	in	in	ADP
dad-11372	502	2	proceedings	proceeding	NOUN
dad-11372	502	3	of	of	ADP
dad-11372	502	4	ewnlg	ewnlg	NOUN
dad-11372	502	5	1999	1999	NUM
dad-11372	502	6	,	,	PUNCT
dad-11372	502	7	pages	page	NOUN
dad-11372	502	8	30–38	30–38	NUM
dad-11372	502	9	,	,	PUNCT
dad-11372	502	10	toulouse	toulouse	NOUN
dad-11372	502	11	,	,	PUNCT
dad-11372	502	12	1999	1999	NUM
dad-11372	502	13	.	.	PUNCT
dad-11372	503	1	rashmi	rashmi	PROPN
dad-11372	503	2	prasad	prasad	PROPN
dad-11372	503	3	,	,	PUNCT
dad-11372	503	4	nikhil	nikhil	PROPN
dad-11372	503	5	dinesh	dinesh	PROPN
dad-11372	503	6	,	,	PUNCT
dad-11372	503	7	alan	alan	PROPN
dad-11372	503	8	lee	lee	PROPN
dad-11372	503	9	,	,	PUNCT
dad-11372	503	10	eleni	eleni	PROPN
dad-11372	503	11	miltsakaki	miltsakaki	PROPN
dad-11372	503	12	,	,	PUNCT
dad-11372	503	13	livio	livio	PROPN
dad-11372	503	14	robaldo	robaldo	PROPN
dad-11372	503	15	,	,	PUNCT
dad-11372	503	16	aravind	aravind	PROPN
dad-11372	503	17	joshi	joshi	PROPN
dad-11372	503	18	,	,	PUNCT
dad-11372	503	19	and	and	CCONJ
dad-11372	503	20	bonnie	bonnie	PROPN
dad-11372	503	21	webber	webber	PROPN
dad-11372	503	22	.	.	PUNCT
dad-11372	504	1	the	the	DET
dad-11372	504	2	penn	penn	PROPN
dad-11372	504	3	discourse	discourse	PROPN
dad-11372	504	4	treebank	treebank	VERB
dad-11372	504	5	2.0	2.0	NUM
dad-11372	504	6	.	.	PUNCT
dad-11372	505	1	in	in	ADP
dad-11372	505	2	proceedings	proceeding	NOUN
dad-11372	505	3	of	of	ADP
dad-11372	505	4	the	the	DET
dad-11372	505	5	6th	6th	ADJ
dad-11372	505	6	international	international	ADJ
dad-11372	505	7	conference	conference	NOUN
dad-11372	505	8	on	on	ADP
dad-11372	505	9	language	language	NOUN
dad-11372	505	10	resources	resource	NOUN
dad-11372	505	11	and	and	CCONJ
dad-11372	505	12	evaluation	evaluation	NOUN
dad-11372	505	13	(	(	PUNCT
dad-11372	505	14	lrec	lrec	PROPN
dad-11372	505	15	2008	2008	NUM
dad-11372	505	16	)	)	PUNCT
dad-11372	505	17	,	,	PUNCT
dad-11372	505	18	pages	page	NOUN
dad-11372	505	19	2961–2968	2961–2968	NUM
dad-11372	505	20	,	,	PUNCT
dad-11372	505	21	marrakesh	marrakesh	PROPN
dad-11372	505	22	,	,	PUNCT
dad-11372	505	23	morocco	morocco	PROPN
dad-11372	505	24	,	,	PUNCT
dad-11372	505	25	2008	2008	NUM
dad-11372	505	26	.	.	PUNCT
dad-11372	506	1	rashmi	rashmi	PROPN
dad-11372	506	2	prasad	prasad	PROPN
dad-11372	506	3	,	,	PUNCT
dad-11372	506	4	bonnie	bonnie	PROPN
dad-11372	506	5	webber	webber	PROPN
dad-11372	506	6	,	,	PUNCT
dad-11372	506	7	and	and	CCONJ
dad-11372	506	8	aravind	aravind	PROPN
dad-11372	506	9	joshi	joshi	PROPN
dad-11372	506	10	.	.	PUNCT
dad-11372	507	1	reflections	reflection	NOUN
dad-11372	507	2	on	on	ADP
dad-11372	507	3	the	the	DET
dad-11372	507	4	penn	penn	PROPN
dad-11372	507	5	discourse	discourse	PROPN
dad-11372	507	6	treebank	treebank	PROPN
dad-11372	507	7	,	,	PUNCT
dad-11372	507	8	comparable	comparable	ADJ
dad-11372	507	9	corpora	corpus	NOUN
dad-11372	507	10	,	,	PUNCT
dad-11372	507	11	and	and	CCONJ
dad-11372	507	12	complementary	complementary	ADJ
dad-11372	507	13	annotation	annotation	NOUN
dad-11372	507	14	.	.	PUNCT
dad-11372	508	1	computational	computational	ADJ
dad-11372	508	2	linguistics	linguistic	NOUN
dad-11372	508	3	,	,	PUNCT
dad-11372	508	4	40(4):921–950	40(4):921–950	PROPN
dad-11372	508	5	,	,	PUNCT
dad-11372	508	6	2014	2014	NUM
dad-11372	508	7	.	.	PUNCT
dad-11372	509	1	31	31	NUM
dad-11372	509	2	zeldes	zelde	NOUN
dad-11372	509	3	and	and	CCONJ
dad-11372	509	4	liu	liu	PROPN
dad-11372	509	5	rashmi	rashmi	PROPN
dad-11372	509	6	prasad	prasad	PROPN
dad-11372	509	7	,	,	PUNCT
dad-11372	509	8	bonnie	bonnie	PROPN
dad-11372	509	9	webber	webber	PROPN
dad-11372	509	10	,	,	PUNCT
dad-11372	509	11	alan	alan	PROPN
dad-11372	509	12	lee	lee	PROPN
dad-11372	509	13	,	,	PUNCT
dad-11372	509	14	and	and	CCONJ
dad-11372	509	15	aravind	aravind	PROPN
dad-11372	509	16	joshi	joshi	PROPN
dad-11372	509	17	.	.	PUNCT
dad-11372	510	1	penn	penn	PROPN
dad-11372	510	2	discourse	discourse	PROPN
dad-11372	510	3	treebank	treebank	VERB
dad-11372	510	4	version	version	PROPN
dad-11372	510	5	3.0	3.0	NUM
dad-11372	510	6	.	.	PUNCT
dad-11372	511	1	ldc2019t05	ldc2019t05	NOUN
dad-11372	511	2	,	,	PUNCT
dad-11372	511	3	2019	2019	NUM
dad-11372	511	4	.	.	PUNCT
dad-11372	512	1	craige	craige	PROPN
dad-11372	512	2	roberts	roberts	PROPN
dad-11372	512	3	.	.	PUNCT
dad-11372	512	4	information	information	NOUN
dad-11372	512	5	structure	structure	NOUN
dad-11372	512	6	in	in	ADP
dad-11372	512	7	discourse	discourse	NOUN
dad-11372	512	8	:	:	PUNCT
dad-11372	512	9	towards	towards	ADP
dad-11372	512	10	an	an	DET
dad-11372	512	11	integrated	integrated	ADJ
dad-11372	512	12	formal	formal	ADJ
dad-11372	512	13	theory	theory	NOUN
dad-11372	512	14	of	of	ADP
dad-11372	512	15	pragmatics	pragmatic	NOUN
dad-11372	512	16	.	.	PUNCT
dad-11372	513	1	semantics	semantic	NOUN
dad-11372	513	2	and	and	CCONJ
dad-11372	513	3	pragmatics	pragmatic	NOUN
dad-11372	513	4	,	,	PUNCT
dad-11372	513	5	5(6):1–69	5(6):1–69	NUM
dad-11372	513	6	,	,	PUNCT
dad-11372	513	7	december	december	PROPN
dad-11372	513	8	2012	2012	NUM
dad-11372	513	9	.	.	PUNCT
dad-11372	514	1	tatjana	tatjana	PROPN
dad-11372	514	2	scheffler	scheffler	PROPN
dad-11372	514	3	and	and	CCONJ
dad-11372	514	4	manfred	manfre	VERB
dad-11372	514	5	stede	stede	NOUN
dad-11372	514	6	.	.	PUNCT
dad-11372	515	1	adding	add	VERB
dad-11372	515	2	semantic	semantic	ADJ
dad-11372	515	3	relations	relation	NOUN
dad-11372	515	4	to	to	ADP
dad-11372	515	5	a	a	DET
dad-11372	515	6	large	large	ADJ
dad-11372	515	7	-	-	PUNCT
dad-11372	515	8	coverage	coverage	NOUN
dad-11372	515	9	connective	connective	ADJ
dad-11372	515	10	lexicon	lexicon	NOUN
dad-11372	515	11	of	of	ADP
dad-11372	515	12	german	german	NOUN
dad-11372	515	13	.	.	PUNCT
dad-11372	516	1	in	in	ADP
dad-11372	516	2	proceedings	proceeding	NOUN
dad-11372	516	3	of	of	ADP
dad-11372	516	4	lrec	lrec	PROPN
dad-11372	516	5	2016	2016	NUM
dad-11372	516	6	,	,	PUNCT
dad-11372	516	7	pages	page	NOUN
dad-11372	516	8	1008–1013	1008–1013	NUM
dad-11372	516	9	,	,	PUNCT
dad-11372	516	10	reykjavik	reykjavik	PROPN
dad-11372	516	11	,	,	PUNCT
dad-11372	516	12	iceland	iceland	NOUN
dad-11372	516	13	,	,	PUNCT
dad-11372	516	14	2016	2016	NUM
dad-11372	516	15	.	.	PUNCT
dad-11372	516	16	manfred	manfre	VERB
dad-11372	516	17	stede	stede	NOUN
dad-11372	516	18	.	.	PUNCT
dad-11372	517	1	discourse	discourse	NOUN
dad-11372	517	2	processing	processing	NOUN
dad-11372	517	3	.	.	PUNCT
dad-11372	518	1	synthesis	synthesis	NOUN
dad-11372	518	2	lectures	lecture	NOUN
dad-11372	518	3	on	on	ADP
dad-11372	518	4	human	human	ADJ
dad-11372	518	5	language	language	NOUN
dad-11372	518	6	technologies	technology	NOUN
dad-11372	518	7	4	4	NUM
dad-11372	518	8	.	.	PUNCT
dad-11372	518	9	morgan	morgan	PROPN
dad-11372	518	10	&	&	CCONJ
dad-11372	518	11	claypool	claypool	PROPN
dad-11372	518	12	,	,	PUNCT
dad-11372	518	13	[	[	X
dad-11372	518	14	san	san	PROPN
dad-11372	518	15	rafael	rafael	PROPN
dad-11372	518	16	,	,	PUNCT
dad-11372	518	17	ca	can	AUX
dad-11372	518	18	]	]	X
dad-11372	518	19	,	,	PUNCT
dad-11372	518	20	2012	2012	NUM
dad-11372	518	21	.	.	PUNCT
dad-11372	519	1	manfred	manfre	VERB
dad-11372	519	2	stede	stede	PROPN
dad-11372	519	3	and	and	CCONJ
dad-11372	519	4	carla	carla	PROPN
dad-11372	519	5	umbach	umbach	PROPN
dad-11372	519	6	.	.	PUNCT
dad-11372	520	1	dimlex	dimlex	NOUN
dad-11372	520	2	:	:	PUNCT
dad-11372	520	3	a	a	DET
dad-11372	520	4	lexicon	lexicon	NOUN
dad-11372	520	5	of	of	ADP
dad-11372	520	6	discorse	discorse	NOUN
dad-11372	520	7	markers	marker	NOUN
dad-11372	520	8	for	for	ADP
dad-11372	520	9	text	text	NOUN
dad-11372	520	10	generation	generation	NOUN
dad-11372	520	11	and	and	CCONJ
dad-11372	520	12	understanding	understanding	NOUN
dad-11372	520	13	.	.	PUNCT
dad-11372	521	1	in	in	ADP
dad-11372	521	2	proceedings	proceeding	NOUN
dad-11372	521	3	of	of	ADP
dad-11372	521	4	coling	cole	VERB
dad-11372	521	5	-	-	PUNCT
dad-11372	521	6	acl	acl	PROPN
dad-11372	521	7	1998	1998	NUM
dad-11372	521	8	,	,	PUNCT
dad-11372	521	9	pages	page	NOUN
dad-11372	521	10	1238–1242	1238–1242	NUM
dad-11372	521	11	,	,	PUNCT
dad-11372	521	12	montreal	montreal	PROPN
dad-11372	521	13	,	,	PUNCT
dad-11372	521	14	1998	1998	NUM
dad-11372	521	15	.	.	PUNCT
dad-11372	522	1	maite	maite	PROPN
dad-11372	522	2	taboada	taboada	PROPN
dad-11372	522	3	.	.	PUNCT
dad-11372	523	1	discourse	discourse	PROPN
dad-11372	523	2	markers	marker	NOUN
dad-11372	523	3	as	as	ADP
dad-11372	523	4	signals	signal	NOUN
dad-11372	523	5	(	(	PUNCT
dad-11372	523	6	or	or	CCONJ
dad-11372	523	7	not	not	PART
dad-11372	523	8	)	)	PUNCT
dad-11372	523	9	of	of	ADP
dad-11372	523	10	rhetorical	rhetorical	ADJ
dad-11372	523	11	relations	relation	NOUN
dad-11372	523	12	.	.	PUNCT
dad-11372	524	1	journal	journal	NOUN
dad-11372	524	2	of	of	ADP
dad-11372	524	3	pragmatics	pragmatic	NOUN
dad-11372	524	4	,	,	PUNCT
dad-11372	524	5	38(4):567–592	38(4):567–592	NUM
dad-11372	524	6	,	,	PUNCT
dad-11372	524	7	2006	2006	NUM
dad-11372	524	8	.	.	PUNCT
dad-11372	525	1	maite	maite	PROPN
dad-11372	525	2	taboada	taboada	PROPN
dad-11372	525	3	and	and	CCONJ
dad-11372	525	4	debopam	debopam	VERB
dad-11372	525	5	das	das	PROPN
dad-11372	525	6	.	.	PROPN
dad-11372	525	7	annotation	annotation	NOUN
dad-11372	525	8	upon	upon	SCONJ
dad-11372	525	9	annotation	annotation	NOUN
dad-11372	525	10	:	:	PUNCT
dad-11372	525	11	adding	add	VERB
dad-11372	525	12	signalling	signal	VERB
dad-11372	525	13	information	information	NOUN
dad-11372	525	14	to	to	ADP
dad-11372	525	15	a	a	DET
dad-11372	525	16	corpus	corpus	NOUN
dad-11372	525	17	of	of	ADP
dad-11372	525	18	discourse	discourse	NOUN
dad-11372	525	19	relations	relation	NOUN
dad-11372	525	20	.	.	PUNCT
dad-11372	526	1	dialogue	dialogue	NOUN
dad-11372	526	2	and	and	CCONJ
dad-11372	526	3	discourse	discourse	NOUN
dad-11372	526	4	,	,	PUNCT
dad-11372	526	5	4(2):249–281	4(2):249–281	NUM
dad-11372	526	6	,	,	PUNCT
dad-11372	526	7	2013	2013	NUM
dad-11372	526	8	.	.	PUNCT
dad-11372	527	1	maite	maite	PROPN
dad-11372	527	2	taboada	taboada	PROPN
dad-11372	527	3	and	and	CCONJ
dad-11372	527	4	marı́a	marı́a	PROPN
dad-11372	527	5	de	de	PROPN
dad-11372	527	6	los	los	PROPN
dad-11372	527	7	ángeles	ángeles	PROPN
dad-11372	527	8	gómez	gómez	NOUN
dad-11372	527	9	-	-	PUNCT
dad-11372	527	10	gonzález	gonzález	NOUN
dad-11372	527	11	.	.	PUNCT
dad-11372	528	1	discourse	discourse	NOUN
dad-11372	528	2	markers	marker	NOUN
dad-11372	528	3	and	and	CCONJ
dad-11372	528	4	coherence	coherence	NOUN
dad-11372	528	5	relations	relation	NOUN
dad-11372	528	6	:	:	PUNCT
dad-11372	528	7	comparison	comparison	NOUN
dad-11372	528	8	across	across	ADP
dad-11372	528	9	markers	marker	NOUN
dad-11372	528	10	,	,	PUNCT
dad-11372	528	11	languages	language	NOUN
dad-11372	528	12	and	and	CCONJ
dad-11372	528	13	modalities	modality	NOUN
dad-11372	528	14	.	.	PUNCT
dad-11372	529	1	linguistics	linguistic	NOUN
dad-11372	529	2	and	and	CCONJ
dad-11372	529	3	the	the	DET
dad-11372	529	4	human	human	ADJ
dad-11372	529	5	sciences	sciences	PROPN
dad-11372	529	6	,	,	PUNCT
dad-11372	529	7	6(1–3):17–41	6(1–3):17–41	NOUN
dad-11372	529	8	,	,	PUNCT
dad-11372	529	9	2012	2012	NUM
dad-11372	529	10	.	.	PUNCT
dad-11372	530	1	svetlana	svetlana	PROPN
dad-11372	530	2	toldova	toldova	PROPN
dad-11372	530	3	,	,	PUNCT
dad-11372	530	4	dina	dina	PROPN
dad-11372	530	5	pisarevskaya	pisarevskaya	PROPN
dad-11372	530	6	,	,	PUNCT
dad-11372	530	7	margarita	margarita	PROPN
dad-11372	530	8	ananyeva	ananyeva	PROPN
dad-11372	530	9	,	,	PUNCT
dad-11372	530	10	maria	maria	PROPN
dad-11372	530	11	kobozeva	kobozeva	PROPN
dad-11372	530	12	,	,	PUNCT
dad-11372	530	13	alexander	alexander	PROPN
dad-11372	530	14	nasedkin	nasedkin	PROPN
dad-11372	530	15	,	,	PUNCT
dad-11372	530	16	sofia	sofia	PROPN
dad-11372	530	17	nikiforova	nikiforova	PROPN
dad-11372	530	18	,	,	PUNCT
dad-11372	530	19	irina	irina	PROPN
dad-11372	530	20	pavlova	pavlova	PROPN
dad-11372	530	21	,	,	PUNCT
dad-11372	530	22	and	and	CCONJ
dad-11372	530	23	alexey	alexey	PROPN
dad-11372	530	24	shelepov	shelepov	PROPN
dad-11372	530	25	.	.	PUNCT
dad-11372	531	1	rhetorical	rhetorical	ADJ
dad-11372	531	2	relation	relation	NOUN
dad-11372	531	3	markers	marker	NOUN
dad-11372	531	4	in	in	ADP
dad-11372	531	5	russian	russian	PROPN
dad-11372	531	6	rst	rst	PROPN
dad-11372	531	7	treebank	treebank	NOUN
dad-11372	531	8	.	.	PUNCT
dad-11372	532	1	in	in	ADP
dad-11372	532	2	proceedings	proceeding	NOUN
dad-11372	532	3	of	of	ADP
dad-11372	532	4	the	the	DET
dad-11372	532	5	6th	6th	ADJ
dad-11372	532	6	workshop	workshop	NOUN
dad-11372	532	7	recent	recent	ADJ
dad-11372	532	8	advances	advance	NOUN
dad-11372	532	9	in	in	ADP
dad-11372	532	10	rst	rst	PROPN
dad-11372	532	11	and	and	CCONJ
dad-11372	532	12	related	related	ADJ
dad-11372	532	13	formalisms	formalism	NOUN
dad-11372	532	14	,	,	PUNCT
dad-11372	532	15	pages	page	NOUN
dad-11372	532	16	29–33	29–33	NUM
dad-11372	532	17	,	,	PUNCT
dad-11372	532	18	santiago	santiago	PROPN
dad-11372	532	19	de	de	PROPN
dad-11372	532	20	compostela	compostela	PROPN
dad-11372	532	21	,	,	PUNCT
dad-11372	532	22	spain	spain	PROPN
dad-11372	532	23	,	,	PUNCT
dad-11372	532	24	2017	2017	NUM
dad-11372	532	25	.	.	PUNCT
dad-11372	533	1	fatemeh	fatemeh	VERB
dad-11372	533	2	torabi	torabi	NOUN
dad-11372	533	3	asr	asr	NOUN
dad-11372	533	4	and	and	CCONJ
dad-11372	533	5	vera	vera	NOUN
dad-11372	533	6	demberg	demberg	PROPN
dad-11372	533	7	.	.	PUNCT
dad-11372	534	1	on	on	ADP
dad-11372	534	2	the	the	DET
dad-11372	534	3	information	information	NOUN
dad-11372	534	4	conveyed	convey	VERB
dad-11372	534	5	by	by	ADP
dad-11372	534	6	discourse	discourse	NOUN
dad-11372	534	7	markers	marker	NOUN
dad-11372	534	8	.	.	PUNCT
dad-11372	535	1	in	in	ADP
dad-11372	535	2	proceedings	proceeding	NOUN
dad-11372	535	3	of	of	ADP
dad-11372	535	4	the	the	DET
dad-11372	535	5	fourth	fourth	ADJ
dad-11372	535	6	annual	annual	ADJ
dad-11372	535	7	workshop	workshop	NOUN
dad-11372	535	8	on	on	ADP
dad-11372	535	9	cognitive	cognitive	ADJ
dad-11372	535	10	modeling	modeling	NOUN
dad-11372	535	11	and	and	CCONJ
dad-11372	535	12	computational	computational	ADJ
dad-11372	535	13	linguistics	linguistic	NOUN
dad-11372	535	14	(	(	PUNCT
dad-11372	535	15	cmcl	cmcl	PROPN
dad-11372	535	16	)	)	PUNCT
dad-11372	535	17	,	,	PUNCT
dad-11372	535	18	pages	page	NOUN
dad-11372	535	19	84–93	84–93	NUM
dad-11372	535	20	,	,	PUNCT
dad-11372	535	21	sofia	sofia	PROPN
dad-11372	535	22	,	,	PUNCT
dad-11372	535	23	bulgaria	bulgaria	PROPN
dad-11372	535	24	,	,	PUNCT
dad-11372	535	25	2013	2013	NUM
dad-11372	535	26	.	.	PUNCT
dad-11372	536	1	yannick	yannick	PROPN
dad-11372	536	2	versley	versley	PROPN
dad-11372	536	3	and	and	CCONJ
dad-11372	536	4	anna	anna	PROPN
dad-11372	536	5	gastel	gastel	PROPN
dad-11372	536	6	.	.	PUNCT
dad-11372	537	1	linguistic	linguistic	ADJ
dad-11372	537	2	tests	test	NOUN
dad-11372	537	3	for	for	ADP
dad-11372	537	4	discourse	discourse	NOUN
dad-11372	537	5	relations	relation	NOUN
dad-11372	537	6	in	in	ADP
dad-11372	537	7	the	the	DET
dad-11372	537	8	tüba	tüba	NOUN
dad-11372	537	9	-	-	PUNCT
dad-11372	537	10	d	d	NOUN
dad-11372	537	11	/	/	SYM
dad-11372	537	12	z	z	NOUN
dad-11372	537	13	corpus	corpus	NOUN
dad-11372	537	14	of	of	ADP
dad-11372	537	15	written	write	VERB
dad-11372	537	16	german	german	NOUN
dad-11372	537	17	.	.	PUNCT
dad-11372	538	1	dialogue	dialogue	NOUN
dad-11372	538	2	and	and	CCONJ
dad-11372	538	3	discourse	discourse	NOUN
dad-11372	538	4	,	,	PUNCT
dad-11372	538	5	4(2):142–173	4(2):142–173	NOUN
dad-11372	538	6	,	,	PUNCT
dad-11372	538	7	2013	2013	NUM
dad-11372	538	8	.	.	PUNCT
dad-11372	539	1	bonnie	bonnie	PROPN
dad-11372	539	2	lynn	lynn	PROPN
dad-11372	539	3	webber	webber	PROPN
dad-11372	539	4	and	and	CCONJ
dad-11372	539	5	aravind	aravind	PROPN
dad-11372	539	6	k	k	PROPN
dad-11372	539	7	joshi	joshi	PROPN
dad-11372	539	8	.	.	PUNCT
dad-11372	539	9	anchoring	anchor	VERB
dad-11372	539	10	a	a	DET
dad-11372	539	11	lexicalized	lexicalize	VERB
dad-11372	539	12	tree	tree	NOUN
dad-11372	539	13	-	-	PUNCT
dad-11372	539	14	adjoining	adjoin	VERB
dad-11372	539	15	grammar	grammar	NOUN
dad-11372	539	16	for	for	ADP
dad-11372	539	17	discourse	discourse	NOUN
dad-11372	539	18	.	.	PUNCT
dad-11372	540	1	in	in	ADP
dad-11372	540	2	proceedings	proceeding	NOUN
dad-11372	540	3	of	of	ADP
dad-11372	540	4	sigdial	sigdial	ADJ
dad-11372	540	5	1998	1998	NUM
dad-11372	540	6	,	,	PUNCT
dad-11372	540	7	pages	page	NOUN
dad-11372	540	8	86–92	86–92	NUM
dad-11372	540	9	,	,	PUNCT
dad-11372	540	10	montreal	montreal	PROPN
dad-11372	540	11	,	,	PUNCT
dad-11372	540	12	1998	1998	NUM
dad-11372	540	13	.	.	PUNCT
dad-11372	541	1	sarah	sarah	PROPN
dad-11372	541	2	wiegreffe	wiegreffe	PROPN
dad-11372	541	3	and	and	CCONJ
dad-11372	541	4	yuval	yuval	PROPN
dad-11372	541	5	pinter	pinter	PROPN
dad-11372	541	6	.	.	PUNCT
dad-11372	542	1	attention	attention	NOUN
dad-11372	542	2	is	be	AUX
dad-11372	542	3	not	not	PART
dad-11372	542	4	not	not	PART
dad-11372	542	5	explanation	explanation	NOUN
dad-11372	542	6	.	.	PUNCT
dad-11372	543	1	in	in	ADP
dad-11372	543	2	proceedings	proceeding	NOUN
dad-11372	543	3	of	of	ADP
dad-11372	543	4	emnlp	emnlp	ADJ
dad-11372	543	5	2019	2019	NUM
dad-11372	543	6	,	,	PUNCT
dad-11372	543	7	pages	page	NOUN
dad-11372	543	8	11–20	11–20	NUM
dad-11372	543	9	,	,	PUNCT
dad-11372	543	10	hong	hong	PROPN
dad-11372	543	11	kong	kong	PROPN
dad-11372	543	12	,	,	PUNCT
dad-11372	543	13	china	china	PROPN
dad-11372	543	14	,	,	PUNCT
dad-11372	543	15	2019	2019	NUM
dad-11372	543	16	.	.	PUNCT
dad-11372	544	1	yue	yue	PROPN
dad-11372	544	2	yu	yu	PROPN
dad-11372	544	3	,	,	PUNCT
dad-11372	544	4	yilun	yilun	PROPN
dad-11372	544	5	zhu	zhu	PROPN
dad-11372	544	6	,	,	PUNCT
dad-11372	544	7	yang	yang	PROPN
dad-11372	544	8	liu	liu	PROPN
dad-11372	544	9	,	,	PUNCT
dad-11372	544	10	yan	yan	PROPN
dad-11372	544	11	liu	liu	PROPN
dad-11372	544	12	,	,	PUNCT
dad-11372	544	13	siyao	siyao	PROPN
dad-11372	544	14	peng	peng	PROPN
dad-11372	544	15	,	,	PUNCT
dad-11372	544	16	mackenzie	mackenzie	PROPN
dad-11372	544	17	gong	gong	PROPN
dad-11372	544	18	,	,	PUNCT
dad-11372	544	19	and	and	CCONJ
dad-11372	544	20	amir	amir	PROPN
dad-11372	544	21	zeldes	zelde	NOUN
dad-11372	544	22	.	.	PUNCT
dad-11372	545	1	gumdrop	gumdrop	NOUN
dad-11372	545	2	at	at	ADP
dad-11372	545	3	the	the	DET
dad-11372	545	4	disrpt2019	disrpt2019	PROPN
dad-11372	545	5	shared	share	VERB
dad-11372	545	6	task	task	NOUN
dad-11372	545	7	:	:	PUNCT
dad-11372	545	8	a	a	DET
dad-11372	545	9	model	model	NOUN
dad-11372	545	10	stacking	stack	VERB
dad-11372	545	11	approach	approach	NOUN
dad-11372	545	12	to	to	ADP
dad-11372	545	13	discourse	discourse	NOUN
dad-11372	545	14	unit	unit	NOUN
dad-11372	545	15	segmentation	segmentation	NOUN
dad-11372	545	16	and	and	CCONJ
dad-11372	545	17	connective	connective	ADJ
dad-11372	545	18	detection	detection	NOUN
dad-11372	545	19	.	.	PUNCT
dad-11372	546	1	in	in	ADP
dad-11372	546	2	proceedings	proceeding	NOUN
dad-11372	546	3	of	of	ADP
dad-11372	546	4	discourse	discourse	NOUN
dad-11372	546	5	relation	relation	NOUN
dad-11372	546	6	treebanking	treebanking	NOUN
dad-11372	546	7	and	and	CCONJ
dad-11372	546	8	parsing	parsing	NOUN
dad-11372	546	9	(	(	PUNCT
dad-11372	546	10	disrpt	disrpt	NOUN
dad-11372	546	11	2019	2019	NUM
dad-11372	546	12	)	)	PUNCT
dad-11372	546	13	,	,	PUNCT
dad-11372	546	14	pages	page	NOUN
dad-11372	546	15	133–143	133–143	NUM
dad-11372	546	16	,	,	PUNCT
dad-11372	546	17	minneapolis	minneapolis	PROPN
dad-11372	546	18	,	,	PUNCT
dad-11372	546	19	mn	mn	PROPN
dad-11372	546	20	,	,	PUNCT
dad-11372	546	21	2019	2019	NUM
dad-11372	546	22	.	.	PUNCT
dad-11372	547	1	amir	amir	PROPN
dad-11372	547	2	zeldes	zeldes	PROPN
dad-11372	547	3	.	.	PUNCT
dad-11372	548	1	the	the	DET
dad-11372	548	2	gum	gum	NOUN
dad-11372	548	3	corpus	corpus	NOUN
dad-11372	548	4	:	:	PUNCT
dad-11372	548	5	creating	create	VERB
dad-11372	548	6	multilayer	multilayer	ADJ
dad-11372	548	7	resources	resource	NOUN
dad-11372	548	8	in	in	ADP
dad-11372	548	9	the	the	DET
dad-11372	548	10	classroom	classroom	NOUN
dad-11372	548	11	.	.	PUNCT
dad-11372	549	1	language	language	NOUN
dad-11372	549	2	resources	resource	NOUN
dad-11372	549	3	and	and	CCONJ
dad-11372	549	4	evaluation	evaluation	NOUN
dad-11372	549	5	,	,	PUNCT
dad-11372	549	6	51(3):581–612	51(3):581–612	PROPN
dad-11372	549	7	,	,	PUNCT
dad-11372	549	8	2017	2017	NUM
dad-11372	549	9	.	.	PUNCT
dad-11372	550	1	32	32	NUM
dad-11372	550	2	a	a	DET
dad-11372	550	3	neural	neural	ADJ
dad-11372	550	4	approach	approach	NOUN
dad-11372	550	5	to	to	ADP
dad-11372	550	6	discourse	discourse	NOUN
dad-11372	550	7	relation	relation	NOUN
dad-11372	550	8	signal	signal	NOUN
dad-11372	550	9	detection	detection	NOUN
dad-11372	550	10	amir	amir	X
dad-11372	550	11	zeldes	zelde	NOUN
dad-11372	550	12	.	.	PUNCT
dad-11372	551	1	multilayer	multilayer	PROPN
dad-11372	551	2	corpus	corpus	PROPN
dad-11372	551	3	studies	study	NOUN
dad-11372	551	4	.	.	PUNCT
dad-11372	552	1	routledge	routledge	PROPN
dad-11372	552	2	advances	advance	NOUN
dad-11372	552	3	in	in	ADP
dad-11372	552	4	corpus	corpus	PROPN
dad-11372	552	5	linguistics	linguistic	NOUN
dad-11372	552	6	22	22	NUM
dad-11372	552	7	.	.	PUNCT
dad-11372	553	1	routledge	routledge	PROPN
dad-11372	553	2	,	,	PUNCT
dad-11372	553	3	london	london	PROPN
dad-11372	553	4	,	,	PUNCT
dad-11372	553	5	2018a	2018a	NUM
dad-11372	553	6	.	.	PUNCT
dad-11372	554	1	amir	amir	PROPN
dad-11372	554	2	zeldes	zeldes	PROPN
dad-11372	554	3	.	.	PUNCT
dad-11372	555	1	a	a	DET
dad-11372	555	2	neural	neural	ADJ
dad-11372	555	3	approach	approach	NOUN
dad-11372	555	4	to	to	ADP
dad-11372	555	5	discourse	discourse	NOUN
dad-11372	555	6	relation	relation	NOUN
dad-11372	555	7	signaling	signal	VERB
dad-11372	555	8	.	.	PUNCT
dad-11372	556	1	in	in	ADP
dad-11372	556	2	georgetown	georgetown	PROPN
dad-11372	556	3	university	university	PROPN
dad-11372	556	4	round	round	NOUN
dad-11372	556	5	table	table	NOUN
dad-11372	556	6	(	(	PUNCT
dad-11372	556	7	gurt	gurt	NOUN
dad-11372	556	8	)	)	PUNCT
dad-11372	556	9	2018	2018	NUM
dad-11372	556	10	:	:	PUNCT
dad-11372	556	11	approaches	approach	VERB
dad-11372	556	12	to	to	PART
dad-11372	556	13	discourse	discourse	VERB
dad-11372	556	14	,	,	PUNCT
dad-11372	556	15	washington	washington	PROPN
dad-11372	556	16	,	,	PUNCT
dad-11372	556	17	dc	dc	PROPN
dad-11372	556	18	,	,	PUNCT
dad-11372	556	19	2018b	2018b	NUM
dad-11372	556	20	.	.	PUNCT
dad-11372	557	1	deniz	deniz	PROPN
dad-11372	557	2	zeyrek	zeyrek	PROPN
dad-11372	557	3	,	,	PUNCT
dad-11372	557	4	işin	işin	PROPN
dad-11372	557	5	demirşahin	demirşahin	PROPN
dad-11372	557	6	,	,	PUNCT
dad-11372	557	7	ayışığı	ayışığı	PROPN
dad-11372	557	8	b.	b.	PROPN
dad-11372	557	9	sevdik	sevdik	PROPN
dad-11372	557	10	-	-	PUNCT
dad-11372	557	11	çallı	çallı	NOUN
dad-11372	557	12	,	,	PUNCT
dad-11372	557	13	and	and	CCONJ
dad-11372	557	14	ruket	ruket	NOUN
dad-11372	557	15	çakıcı	çakıcı	NOUN
dad-11372	557	16	.	.	PUNCT
dad-11372	558	1	turkish	turkish	ADJ
dad-11372	558	2	discourse	discourse	PROPN
dad-11372	558	3	bank	bank	NOUN
dad-11372	558	4	:	:	PUNCT
dad-11372	558	5	porting	port	VERB
dad-11372	558	6	a	a	DET
dad-11372	558	7	discourse	discourse	NOUN
dad-11372	558	8	annotation	annotation	NOUN
dad-11372	558	9	style	style	NOUN
dad-11372	558	10	to	to	ADP
dad-11372	558	11	a	a	DET
dad-11372	558	12	morphologically	morphologically	ADV
dad-11372	558	13	rich	rich	ADJ
dad-11372	558	14	language	language	NOUN
dad-11372	558	15	.	.	PUNCT
dad-11372	559	1	dialogue	dialogue	NOUN
dad-11372	559	2	and	and	CCONJ
dad-11372	559	3	discourse	discourse	NOUN
dad-11372	559	4	,	,	PUNCT
dad-11372	559	5	4(2):174–184	4(2):174–184	NOUN
dad-11372	559	6	,	,	PUNCT
dad-11372	559	7	2013	2013	NUM
dad-11372	559	8	.	.	PUNCT
dad-11372	560	1	yuping	yuping	NOUN
dad-11372	560	2	zhou	zhou	PROPN
dad-11372	560	3	,	,	PUNCT
dad-11372	560	4	jill	jill	PROPN
dad-11372	560	5	lu	lu	PROPN
dad-11372	560	6	,	,	PUNCT
dad-11372	560	7	jennifer	jennifer	PROPN
dad-11372	560	8	zhang	zhang	PROPN
dad-11372	560	9	,	,	PUNCT
dad-11372	560	10	and	and	CCONJ
dad-11372	560	11	nianwen	nianwen	PROPN
dad-11372	560	12	xue	xue	PROPN
dad-11372	560	13	.	.	PUNCT
dad-11372	561	1	chinese	chinese	ADJ
dad-11372	561	2	discourse	discourse	PROPN
dad-11372	561	3	treebank	treebank	VERB
dad-11372	561	4	0.5	0.5	NUM
dad-11372	561	5	ldc2014t21	ldc2014t21	ADJ
dad-11372	561	6	,	,	PUNCT
dad-11372	561	7	2014	2014	NUM
dad-11372	561	8	.	.	PUNCT
dad-11372	562	1	33	33	NUM