id	sid	tid	token	lemma	pos
dad-11518	1	1	dialogue	dialogue	NOUN
dad-11518	1	2	&	&	CCONJ
dad-11518	1	3	discourse	discourse	PROPN
dad-11518	1	4	12(2	12(2	NUM
dad-11518	1	5	)	)	PUNCT
dad-11518	1	6	(	(	PUNCT
dad-11518	1	7	2021	2021	NUM
dad-11518	1	8	)	)	PUNCT
dad-11518	1	9	81–114	81–114	NOUN
dad-11518	1	10	doi	doi	NOUN
dad-11518	1	11	:	:	PUNCT
dad-11518	1	12	10.5210	10.5210	NUM
dad-11518	1	13	/	/	SYM
dad-11518	1	14	dad.2021.203	dad.2021.203	PROPN
dad-11518	1	15	user	user	NOUN
dad-11518	1	16	satisfaction	satisfaction	NOUN
dad-11518	1	17	reward	reward	NOUN
dad-11518	1	18	estimation	estimation	NOUN
dad-11518	1	19	across	across	ADP
dad-11518	1	20	domains	domain	NOUN
dad-11518	1	21	:	:	PUNCT
dad-11518	1	22	domain	domain	NOUN
dad-11518	1	23	-	-	PUNCT
dad-11518	1	24	independent	independent	ADJ
dad-11518	1	25	dialogue	dialogue	NOUN
dad-11518	1	26	policy	policy	NOUN
dad-11518	1	27	learning	learn	VERB
dad-11518	1	28	stefan	stefan	PROPN
dad-11518	1	29	ultes	ulte	VERB
dad-11518	1	30	stefan.ultes@daimler.com	stefan.ultes@daimler.com	PROPN
dad-11518	1	31	mercedes	mercedes	PROPN
dad-11518	1	32	-	-	PUNCT
dad-11518	1	33	benz	benz	PROPN
dad-11518	1	34	ag	ag	PROPN
dad-11518	1	35	research	research	PROPN
dad-11518	1	36	&	&	CCONJ
dad-11518	1	37	development	development	PROPN
dad-11518	1	38	sindelfingen	sindelfingen	PROPN
dad-11518	1	39	,	,	PUNCT
dad-11518	1	40	germany	germany	PROPN
dad-11518	1	41	wolfgang	wolfgang	PROPN
dad-11518	1	42	maier	maier	PROPN
dad-11518	1	43	wolfgang.mw.maier@daimler.com	wolfgang.mw.maier@daimler.com	PROPN
dad-11518	1	44	mercedes	mercedes	PROPN
dad-11518	1	45	-	-	PUNCT
dad-11518	1	46	benz	benz	PROPN
dad-11518	1	47	ag	ag	PROPN
dad-11518	1	48	research	research	PROPN
dad-11518	1	49	&	&	CCONJ
dad-11518	1	50	development	development	PROPN
dad-11518	1	51	sindelfingen	sindelfingen	PROPN
dad-11518	1	52	,	,	PUNCT
dad-11518	1	53	germany	germany	PROPN
dad-11518	1	54	editor	editor	NOUN
dad-11518	1	55	:	:	PUNCT
dad-11518	1	56	kallirroi	kallirroi	NOUN
dad-11518	1	57	georgila	georgila	PROPN
dad-11518	1	58	submitted	submit	VERB
dad-11518	1	59	12/2020	12/2020	NUM
dad-11518	1	60	;	;	PUNCT
dad-11518	1	61	accepted	accept	VERB
dad-11518	1	62	07/2021	07/2021	NOUN
dad-11518	1	63	;	;	PUNCT
dad-11518	1	64	published	publish	VERB
dad-11518	1	65	online	online	ADV
dad-11518	1	66	09/2021	09/2021	NUM
dad-11518	1	67	abstract	abstract	ADJ
dad-11518	1	68	learning	learning	NOUN
dad-11518	1	69	suitable	suitable	ADJ
dad-11518	1	70	and	and	CCONJ
dad-11518	1	71	well	well	ADV
dad-11518	1	72	-	-	PUNCT
dad-11518	1	73	performing	perform	VERB
dad-11518	1	74	dialogue	dialogue	NOUN
dad-11518	1	75	behaviour	behaviour	NOUN
dad-11518	1	76	in	in	ADP
dad-11518	1	77	statistical	statistical	ADJ
dad-11518	1	78	spoken	spoken	ADJ
dad-11518	1	79	dialogue	dialogue	NOUN
dad-11518	1	80	systems	system	NOUN
dad-11518	1	81	has	have	AUX
dad-11518	1	82	been	be	AUX
dad-11518	1	83	in	in	ADP
dad-11518	1	84	the	the	DET
dad-11518	1	85	focus	focus	NOUN
dad-11518	1	86	of	of	ADP
dad-11518	1	87	research	research	NOUN
dad-11518	1	88	for	for	ADP
dad-11518	1	89	many	many	ADJ
dad-11518	1	90	years	year	NOUN
dad-11518	1	91	.	.	PUNCT
dad-11518	2	1	while	while	SCONJ
dad-11518	2	2	most	most	ADJ
dad-11518	2	3	work	work	NOUN
dad-11518	2	4	that	that	PRON
dad-11518	2	5	is	be	AUX
dad-11518	2	6	based	base	VERB
dad-11518	2	7	on	on	ADP
dad-11518	2	8	reinforcement	reinforcement	NOUN
dad-11518	2	9	learning	learning	NOUN
dad-11518	2	10	employs	employ	VERB
dad-11518	2	11	an	an	DET
dad-11518	2	12	objective	objective	ADJ
dad-11518	2	13	measure	measure	NOUN
dad-11518	2	14	like	like	ADP
dad-11518	2	15	task	task	NOUN
dad-11518	2	16	success	success	NOUN
dad-11518	2	17	for	for	ADP
dad-11518	2	18	modelling	model	VERB
dad-11518	2	19	the	the	DET
dad-11518	2	20	reward	reward	NOUN
dad-11518	2	21	signal	signal	NOUN
dad-11518	2	22	,	,	PUNCT
dad-11518	2	23	we	we	PRON
dad-11518	2	24	propose	propose	VERB
dad-11518	2	25	to	to	PART
dad-11518	2	26	use	use	VERB
dad-11518	2	27	a	a	DET
dad-11518	2	28	reward	reward	NOUN
dad-11518	2	29	signal	signal	NOUN
dad-11518	2	30	based	base	VERB
dad-11518	2	31	on	on	ADP
dad-11518	2	32	user	user	NOUN
dad-11518	2	33	satisfaction	satisfaction	NOUN
dad-11518	2	34	.	.	PUNCT
dad-11518	3	1	we	we	PRON
dad-11518	3	2	propose	propose	VERB
dad-11518	3	3	a	a	DET
dad-11518	3	4	novel	novel	ADJ
dad-11518	3	5	estimator	estimator	NOUN
dad-11518	3	6	and	and	CCONJ
dad-11518	3	7	show	show	VERB
dad-11518	3	8	that	that	SCONJ
dad-11518	3	9	it	it	PRON
dad-11518	3	10	outperforms	outperform	VERB
dad-11518	3	11	all	all	DET
dad-11518	3	12	previous	previous	ADJ
dad-11518	3	13	estimators	estimator	NOUN
dad-11518	3	14	while	while	SCONJ
dad-11518	3	15	learning	learn	VERB
dad-11518	3	16	temporal	temporal	ADJ
dad-11518	3	17	dependencies	dependency	NOUN
dad-11518	3	18	implicitly	implicitly	ADV
dad-11518	3	19	.	.	PUNCT
dad-11518	4	1	we	we	PRON
dad-11518	4	2	show	show	VERB
dad-11518	4	3	in	in	ADP
dad-11518	4	4	simulated	simulated	ADJ
dad-11518	4	5	experiments	experiment	NOUN
dad-11518	4	6	that	that	SCONJ
dad-11518	4	7	a	a	DET
dad-11518	4	8	live	live	ADJ
dad-11518	4	9	user	user	NOUN
dad-11518	4	10	satisfaction	satisfaction	NOUN
dad-11518	4	11	estimation	estimation	NOUN
dad-11518	4	12	model	model	NOUN
dad-11518	4	13	may	may	AUX
dad-11518	4	14	be	be	AUX
dad-11518	4	15	applied	apply	VERB
dad-11518	4	16	resulting	result	VERB
dad-11518	4	17	in	in	ADP
dad-11518	4	18	higher	high	ADJ
dad-11518	4	19	estimated	estimate	VERB
dad-11518	4	20	satisfaction	satisfaction	NOUN
dad-11518	4	21	whilst	whilst	SCONJ
dad-11518	4	22	achieving	achieve	VERB
dad-11518	4	23	similar	similar	ADJ
dad-11518	4	24	success	success	NOUN
dad-11518	4	25	rates	rate	NOUN
dad-11518	4	26	.	.	PUNCT
dad-11518	5	1	moreover	moreover	ADV
dad-11518	5	2	,	,	PUNCT
dad-11518	5	3	we	we	PRON
dad-11518	5	4	show	show	VERB
dad-11518	5	5	that	that	SCONJ
dad-11518	5	6	a	a	DET
dad-11518	5	7	satisfaction	satisfaction	NOUN
dad-11518	5	8	estimation	estimation	NOUN
dad-11518	5	9	model	model	NOUN
dad-11518	5	10	trained	train	VERB
dad-11518	5	11	on	on	ADP
dad-11518	5	12	one	one	NUM
dad-11518	5	13	domain	domain	NOUN
dad-11518	5	14	may	may	AUX
dad-11518	5	15	be	be	AUX
dad-11518	5	16	applied	apply	VERB
dad-11518	5	17	in	in	ADP
dad-11518	5	18	many	many	ADJ
dad-11518	5	19	other	other	ADJ
dad-11518	5	20	domains	domain	NOUN
dad-11518	5	21	that	that	PRON
dad-11518	5	22	cover	cover	VERB
dad-11518	5	23	a	a	DET
dad-11518	5	24	similar	similar	ADJ
dad-11518	5	25	task	task	NOUN
dad-11518	5	26	.	.	PUNCT
dad-11518	6	1	we	we	PRON
dad-11518	6	2	verify	verify	VERB
dad-11518	6	3	our	our	PRON
dad-11518	6	4	findings	finding	NOUN
dad-11518	6	5	by	by	ADP
dad-11518	6	6	employing	employ	VERB
dad-11518	6	7	the	the	DET
dad-11518	6	8	model	model	NOUN
dad-11518	6	9	to	to	ADP
dad-11518	6	10	one	one	NUM
dad-11518	6	11	of	of	ADP
dad-11518	6	12	the	the	DET
dad-11518	6	13	domains	domain	NOUN
dad-11518	6	14	for	for	ADP
dad-11518	6	15	learning	learn	VERB
dad-11518	6	16	a	a	DET
dad-11518	6	17	policy	policy	NOUN
dad-11518	6	18	from	from	ADP
dad-11518	6	19	real	real	ADJ
dad-11518	6	20	users	user	NOUN
dad-11518	6	21	and	and	CCONJ
dad-11518	6	22	compare	compare	VERB
dad-11518	6	23	its	its	PRON
dad-11518	6	24	performance	performance	NOUN
dad-11518	6	25	to	to	ADP
dad-11518	6	26	policies	policy	NOUN
dad-11518	6	27	using	use	VERB
dad-11518	6	28	user	user	NOUN
dad-11518	6	29	satisfaction	satisfaction	NOUN
dad-11518	6	30	and	and	CCONJ
dad-11518	6	31	task	task	NOUN
dad-11518	6	32	success	success	NOUN
dad-11518	6	33	acquired	acquire	VERB
dad-11518	6	34	directly	directly	ADV
dad-11518	6	35	from	from	ADP
dad-11518	6	36	the	the	DET
dad-11518	6	37	users	user	NOUN
dad-11518	6	38	as	as	ADP
dad-11518	6	39	reward	reward	NOUN
dad-11518	6	40	.	.	PUNCT
dad-11518	7	1	keywords	keyword	NOUN
dad-11518	7	2	:	:	PUNCT
dad-11518	7	3	statistical	statistical	ADJ
dad-11518	7	4	dialogue	dialogue	NOUN
dad-11518	7	5	management	management	NOUN
dad-11518	7	6	,	,	PUNCT
dad-11518	7	7	reinforcement	reinforcement	NOUN
dad-11518	7	8	learning	learning	NOUN
dad-11518	7	9	,	,	PUNCT
dad-11518	7	10	spoken	spoken	ADJ
dad-11518	7	11	dialogue	dialogue	NOUN
dad-11518	7	12	systems	system	NOUN
dad-11518	7	13	1	1	NUM
dad-11518	7	14	.	.	PUNCT
dad-11518	8	1	introduction	introduction	NOUN
dad-11518	8	2	spoken	speak	VERB
dad-11518	8	3	dialogue	dialogue	NOUN
dad-11518	8	4	systems	system	NOUN
dad-11518	8	5	(	(	PUNCT
dad-11518	8	6	sdss	sdss	NOUN
dad-11518	8	7	)	)	PUNCT
dad-11518	8	8	enable	enable	VERB
dad-11518	8	9	voice	voice	NOUN
dad-11518	8	10	interaction	interaction	NOUN
dad-11518	8	11	between	between	ADP
dad-11518	8	12	technical	technical	ADJ
dad-11518	8	13	systems	system	NOUN
dad-11518	8	14	and	and	CCONJ
dad-11518	8	15	humans	human	NOUN
dad-11518	8	16	.	.	PUNCT
dad-11518	9	1	they	they	PRON
dad-11518	9	2	have	have	AUX
dad-11518	9	3	been	be	AUX
dad-11518	9	4	advanced	advance	VERB
dad-11518	9	5	into	into	ADP
dad-11518	9	6	our	our	PRON
dad-11518	9	7	everyday	everyday	ADJ
dad-11518	9	8	lives	life	NOUN
dad-11518	9	9	.	.	PUNCT
dad-11518	10	1	prominent	prominent	ADJ
dad-11518	10	2	examples	example	NOUN
dad-11518	10	3	include	include	VERB
dad-11518	10	4	apple	apple	NOUN
dad-11518	10	5	’s	’s	PART
dad-11518	10	6	siri	siri	NOUN
dad-11518	10	7	,	,	PUNCT
dad-11518	10	8	amazon	amazon	NOUN
dad-11518	10	9	alexa	alexa	PROPN
dad-11518	10	10	,	,	PUNCT
dad-11518	10	11	or	or	CCONJ
dad-11518	10	12	google	google	PROPN
dad-11518	10	13	assistant	assistant	NOUN
dad-11518	10	14	as	as	ADV
dad-11518	10	15	well	well	ADV
dad-11518	10	16	as	as	ADP
dad-11518	10	17	more	more	ADJ
dad-11518	10	18	specialised	specialised	ADJ
dad-11518	10	19	systems	system	NOUN
dad-11518	10	20	like	like	ADP
dad-11518	10	21	the	the	DET
dad-11518	10	22	in	in	ADP
dad-11518	10	23	-	-	PUNCT
dad-11518	10	24	car	car	NOUN
dad-11518	10	25	voice	voice	NOUN
dad-11518	10	26	assistant	assistant	NOUN
dad-11518	10	27	heymercedes	heymercede	NOUN
dad-11518	10	28	.	.	PUNCT
dad-11518	11	1	spoken	speak	VERB
dad-11518	11	2	dialogue	dialogue	NOUN
dad-11518	11	3	systems	system	NOUN
dad-11518	11	4	that	that	PRON
dad-11518	11	5	target	target	VERB
dad-11518	11	6	the	the	DET
dad-11518	11	7	fulfilment	fulfilment	NOUN
dad-11518	11	8	of	of	ADP
dad-11518	11	9	a	a	DET
dad-11518	11	10	certain	certain	ADJ
dad-11518	11	11	task	task	NOUN
dad-11518	11	12	are	be	AUX
dad-11518	11	13	called	call	VERB
dad-11518	11	14	taskoriented	taskoriente	VERB
dad-11518	11	15	and	and	CCONJ
dad-11518	11	16	are	be	AUX
dad-11518	11	17	usually	usually	ADV
dad-11518	11	18	built	build	VERB
dad-11518	11	19	using	use	VERB
dad-11518	11	20	a	a	DET
dad-11518	11	21	modular	modular	ADJ
dad-11518	11	22	pipeline	pipeline	NOUN
dad-11518	11	23	architecture	architecture	NOUN
dad-11518	11	24	comprising	comprising	NOUN
dad-11518	11	25	speech	speech	NOUN
dad-11518	11	26	recognition	recognition	NOUN
dad-11518	11	27	,	,	PUNCT
dad-11518	11	28	semantic	semantic	ADJ
dad-11518	11	29	decoding	decoding	NOUN
dad-11518	11	30	,	,	PUNCT
dad-11518	11	31	dialogue	dialogue	NOUN
dad-11518	11	32	management	management	NOUN
dad-11518	11	33	(	(	PUNCT
dad-11518	11	34	consisting	consist	VERB
dad-11518	11	35	of	of	ADP
dad-11518	11	36	dialogue	dialogue	NOUN
dad-11518	11	37	state	state	NOUN
dad-11518	11	38	tracking	tracking	NOUN
dad-11518	11	39	and	and	CCONJ
dad-11518	11	40	deciding	decide	VERB
dad-11518	11	41	on	on	ADP
dad-11518	11	42	the	the	DET
dad-11518	11	43	next	next	ADJ
dad-11518	11	44	system	system	NOUN
dad-11518	11	45	action	action	NOUN
dad-11518	11	46	)	)	PUNCT
dad-11518	11	47	,	,	PUNCT
dad-11518	11	48	language	language	NOUN
dad-11518	11	49	generation	generation	NOUN
dad-11518	11	50	,	,	PUNCT
dad-11518	11	51	and	and	CCONJ
dad-11518	11	52	speech	speech	NOUN
dad-11518	11	53	synthesis	synthesis	NOUN
dad-11518	11	54	(	(	PUNCT
dad-11518	11	55	see	see	VERB
dad-11518	11	56	figure	figure	NOUN
dad-11518	11	57	1	1	NUM
dad-11518	11	58	)	)	PUNCT
dad-11518	11	59	.	.	PUNCT
dad-11518	12	1	one	one	NUM
dad-11518	12	2	prominent	prominent	ADJ
dad-11518	12	3	way	way	NOUN
dad-11518	12	4	of	of	ADP
dad-11518	12	5	modelling	model	VERB
dad-11518	12	6	the	the	DET
dad-11518	12	7	decision	decision	NOUN
dad-11518	12	8	-	-	PUNCT
dad-11518	12	9	making	make	VERB
dad-11518	12	10	component	component	NOUN
dad-11518	12	11	of	of	ADP
dad-11518	12	12	a	a	DET
dad-11518	12	13	spoken	spoken	ADJ
dad-11518	12	14	dialogue	dialogue	NOUN
dad-11518	12	15	system	system	NOUN
dad-11518	12	16	is	be	AUX
dad-11518	12	17	to	to	PART
dad-11518	12	18	use	use	VERB
dad-11518	12	19	(	(	PUNCT
dad-11518	12	20	partially	partially	ADV
dad-11518	12	21	observable	observable	ADJ
dad-11518	12	22	)	)	PUNCT
dad-11518	12	23	markov	markov	NOUN
dad-11518	12	24	decision	decision	NOUN
dad-11518	12	25	processes	process	NOUN
dad-11518	12	26	(	(	PUNCT
dad-11518	12	27	(	(	PUNCT
dad-11518	12	28	po)mdps	po)mdps	ADV
dad-11518	12	29	)	)	PUNCT
dad-11518	12	30	(	(	PUNCT
dad-11518	12	31	lemon	lemon	NOUN
dad-11518	12	32	and	and	CCONJ
dad-11518	12	33	pietquin	pietquin	NOUN
dad-11518	12	34	,	,	PUNCT
dad-11518	12	35	2012	2012	NUM
dad-11518	12	36	;	;	PUNCT
dad-11518	12	37	young	young	PROPN
dad-11518	12	38	et	et	PROPN
dad-11518	12	39	al	al	PROPN
dad-11518	12	40	.	.	PROPN
dad-11518	12	41	,	,	PUNCT
dad-11518	12	42	2013	2013	NUM
dad-11518	12	43	)	)	PUNCT
dad-11518	12	44	.	.	PUNCT
dad-11518	13	1	there	there	ADV
dad-11518	13	2	,	,	PUNCT
dad-11518	13	3	reinforcement	reinforcement	NOUN
dad-11518	13	4	learning	learning	NOUN
dad-11518	13	5	(	(	PUNCT
dad-11518	13	6	rl	rl	PROPN
dad-11518	13	7	)	)	PUNCT
dad-11518	13	8	(	(	PUNCT
dad-11518	13	9	sutton	sutton	PROPN
dad-11518	13	10	and	and	CCONJ
dad-11518	13	11	barto	barto	PROPN
dad-11518	13	12	,	,	PUNCT
dad-11518	13	13	1998	1998	NUM
dad-11518	13	14	)	)	PUNCT
dad-11518	13	15	is	be	AUX
dad-11518	13	16	applied	apply	VERB
dad-11518	13	17	to	to	PART
dad-11518	13	18	find	find	VERB
dad-11518	13	19	the	the	DET
dad-11518	13	20	optimal	optimal	ADJ
dad-11518	13	21	system	system	NOUN
dad-11518	13	22	behaviour	behaviour	NOUN
dad-11518	13	23	represented	represent	VERB
dad-11518	13	24	by	by	ADP
dad-11518	13	25	the	the	DET
dad-11518	13	26	policy	policy	NOUN
dad-11518	13	27	π	π	PROPN
dad-11518	13	28	.	.	PUNCT
dad-11518	13	29	task	task	NOUN
dad-11518	13	30	-	-	PUNCT
dad-11518	13	31	oriented	orient	VERB
dad-11518	13	32	dialogue	dialogue	NOUN
dad-11518	13	33	systems	system	NOUN
dad-11518	13	34	model	model	VERB
dad-11518	13	35	the	the	DET
dad-11518	13	36	reward	reward	NOUN
dad-11518	13	37	r	r	NOUN
dad-11518	13	38	,	,	PUNCT
dad-11518	13	39	which	which	PRON
dad-11518	13	40	is	be	AUX
dad-11518	13	41	used	use	VERB
dad-11518	13	42	to	to	PART
dad-11518	13	43	guide	guide	VERB
dad-11518	13	44	the	the	DET
dad-11518	13	45	learning	learning	NOUN
dad-11518	13	46	process	process	NOUN
dad-11518	13	47	,	,	PUNCT
dad-11518	13	48	traditionally	traditionally	ADV
dad-11518	13	49	with	with	ADP
dad-11518	13	50	task	task	NOUN
dad-11518	13	51	success	success	NOUN
dad-11518	13	52	as	as	ADP
dad-11518	13	53	the	the	DET
dad-11518	13	54	principal	principal	ADJ
dad-11518	13	55	reward	reward	NOUN
dad-11518	13	56	component	component	NOUN
dad-11518	13	57	(	(	PUNCT
dad-11518	13	58	gašić	gašić	ADV
dad-11518	13	59	and	and	CCONJ
dad-11518	13	60	young	young	ADJ
dad-11518	13	61	,	,	PUNCT
dad-11518	13	62	2014	2014	NUM
dad-11518	13	63	;	;	PUNCT
dad-11518	13	64	lemon	lemon	NOUN
dad-11518	13	65	and	and	CCONJ
dad-11518	13	66	pietquin	pietquin	NOUN
dad-11518	13	67	,	,	PUNCT
dad-11518	13	68	2007	2007	NUM
dad-11518	13	69	;	;	PUNCT
dad-11518	13	70	daubigney	daubigney	NOUN
dad-11518	13	71	et	et	PROPN
dad-11518	13	72	al	al	PROPN
dad-11518	13	73	.	.	PROPN
dad-11518	13	74	,	,	PUNCT
dad-11518	13	75	2012	2012	NUM
dad-11518	13	76	;	;	PUNCT
dad-11518	13	77	levin	levin	PROPN
dad-11518	13	78	and	and	CCONJ
dad-11518	13	79	pieraccini	pieraccini	NOUN
dad-11518	13	80	,	,	PUNCT
dad-11518	13	81	1997	1997	NUM
dad-11518	13	82	;	;	PUNCT
dad-11518	13	83	singh	singh	PROPN
dad-11518	13	84	et	et	PROPN
dad-11518	13	85	al	al	PROPN
dad-11518	13	86	.	.	PROPN
dad-11518	13	87	,	,	PUNCT
dad-11518	13	88	2002	2002	NUM
dad-11518	13	89	;	;	PUNCT
dad-11518	13	90	young	young	PROPN
dad-11518	13	91	et	et	PROPN
dad-11518	13	92	al	al	PROPN
dad-11518	13	93	.	.	PROPN
dad-11518	13	94	,	,	PUNCT
dad-11518	13	95	2013	2013	NUM
dad-11518	13	96	;	;	PUNCT
dad-11518	13	97	su	su	PROPN
dad-11518	13	98	et	et	PROPN
dad-11518	13	99	al	al	PROPN
dad-11518	13	100	.	.	PROPN
dad-11518	13	101	,	,	PUNCT
dad-11518	13	102	2015	2015	NUM
dad-11518	13	103	,	,	PUNCT
dad-11518	13	104	2016	2016	NUM
dad-11518	13	105	)	)	PUNCT
dad-11518	13	106	.	.	PUNCT
dad-11518	14	1	c	c	X
dad-11518	14	2	©	©	PROPN
dad-11518	14	3	2021	2021	NUM
dad-11518	14	4	stefan	stefan	PROPN
dad-11518	14	5	ultes	ultes	PROPN
dad-11518	14	6	and	and	CCONJ
dad-11518	14	7	wolfgang	wolfgang	PROPN
dad-11518	14	8	maier	maier	PROPN
dad-11518	14	9	this	this	PRON
dad-11518	14	10	is	be	AUX
dad-11518	14	11	an	an	DET
dad-11518	14	12	open	open	ADJ
dad-11518	14	13	-	-	PUNCT
dad-11518	14	14	access	access	NOUN
dad-11518	14	15	article	article	NOUN
dad-11518	14	16	distributed	distribute	VERB
dad-11518	14	17	under	under	ADP
dad-11518	14	18	the	the	DET
dad-11518	14	19	terms	term	NOUN
dad-11518	14	20	of	of	ADP
dad-11518	14	21	a	a	DET
dad-11518	14	22	creative	creative	ADJ
dad-11518	14	23	commons	common	NOUN
dad-11518	14	24	attribution	attribution	NOUN
dad-11518	14	25	license	license	NOUN
dad-11518	14	26	(	(	PUNCT
dad-11518	14	27	http	http	NOUN
dad-11518	14	28	:	:	PUNCT
dad-11518	14	29	//creativecommons.org	//creativecommons.org	SYM
dad-11518	14	30	/	/	SYM
dad-11518	14	31	licenses	license	NOUN
dad-11518	14	32	/	/	SYM
dad-11518	14	33	by/3.0/	by/3.0/	NOUN
dad-11518	14	34	)	)	PUNCT
dad-11518	14	35	.	.	PUNCT
dad-11518	15	1	ultes	ulte	NOUN
dad-11518	15	2	and	and	CCONJ
dad-11518	15	3	maier	maier	PROPN
dad-11518	15	4	policy	policy	NOUN
dad-11518	15	5	state	state	NOUN
dad-11518	15	6	tracking	tracking	NOUN
dad-11518	15	7	interaction	interaction	NOUN
dad-11518	15	8	quality	quality	NOUN
dad-11518	15	9	reward	reward	NOUN
dad-11518	15	10	estimation	estimation	NOUN
dad-11518	15	11	semantic	semantic	ADJ
dad-11518	15	12	decoding	decoding	NOUN
dad-11518	15	13	speech	speech	NOUN
dad-11518	15	14	recognition	recognition	NOUN
dad-11518	15	15	speech	speech	NOUN
dad-11518	15	16	synthesis	synthesis	NOUN
dad-11518	15	17	language	language	NOUN
dad-11518	15	18	generation	generation	NOUN
dad-11518	15	19	environment	environment	NOUN
dad-11518	15	20	at	at	ADP
dad-11518	15	21	st	st	PROPN
dad-11518	15	22	rt	rt	PROPN
dad-11518	15	23	figure	figure	NOUN
dad-11518	15	24	1	1	NUM
dad-11518	15	25	:	:	PUNCT
dad-11518	15	26	the	the	DET
dad-11518	15	27	modular	modular	ADJ
dad-11518	15	28	pipeline	pipeline	NOUN
dad-11518	15	29	architecture	architecture	NOUN
dad-11518	15	30	of	of	ADP
dad-11518	15	31	a	a	DET
dad-11518	15	32	spoken	spoken	ADJ
dad-11518	15	33	dialogue	dialogue	NOUN
dad-11518	15	34	system	system	NOUN
dad-11518	15	35	with	with	ADP
dad-11518	15	36	the	the	DET
dad-11518	15	37	focus	focus	NOUN
dad-11518	15	38	of	of	ADP
dad-11518	15	39	its	its	PRON
dad-11518	15	40	application	application	NOUN
dad-11518	15	41	in	in	ADP
dad-11518	15	42	a	a	DET
dad-11518	15	43	reinforcement	reinforcement	NOUN
dad-11518	15	44	learning	learning	NOUN
dad-11518	15	45	setup	setup	NOUN
dad-11518	15	46	and	and	CCONJ
dad-11518	15	47	the	the	DET
dad-11518	15	48	presented	present	VERB
dad-11518	15	49	extension	extension	NOUN
dad-11518	15	50	of	of	ADP
dad-11518	15	51	integrating	integrate	VERB
dad-11518	15	52	an	an	DET
dad-11518	15	53	interaction	interaction	NOUN
dad-11518	15	54	quality	quality	NOUN
dad-11518	15	55	reward	reward	NOUN
dad-11518	15	56	estimator	estimator	NOUN
dad-11518	15	57	as	as	SCONJ
dad-11518	15	58	originally	originally	ADV
dad-11518	15	59	proposed	propose	VERB
dad-11518	15	60	by	by	ADP
dad-11518	15	61	ultes	ulte	NOUN
dad-11518	15	62	et	et	PROPN
dad-11518	15	63	al	al	PROPN
dad-11518	15	64	.	.	PROPN
dad-11518	15	65	(	(	PUNCT
dad-11518	15	66	2017a	2017a	NUM
dad-11518	15	67	)	)	PUNCT
dad-11518	15	68	.	.	PUNCT
dad-11518	16	1	the	the	DET
dad-11518	16	2	policy	policy	NOUN
dad-11518	16	3	learns	learn	VERB
dad-11518	16	4	to	to	PART
dad-11518	16	5	take	take	VERB
dad-11518	16	6	action	action	NOUN
dad-11518	16	7	at	at	ADP
dad-11518	16	8	at	at	ADP
dad-11518	16	9	time	time	NOUN
dad-11518	16	10	t	t	PROPN
dad-11518	16	11	while	while	SCONJ
dad-11518	16	12	being	be	AUX
dad-11518	16	13	in	in	ADP
dad-11518	16	14	state	state	PROPN
dad-11518	16	15	st	st	PROPN
dad-11518	16	16	and	and	CCONJ
dad-11518	16	17	receiving	receive	VERB
dad-11518	16	18	reward	reward	NOUN
dad-11518	16	19	rt	rt	PROPN
dad-11518	16	20	.	.	PUNCT
dad-11518	17	1	the	the	DET
dad-11518	17	2	goal	goal	NOUN
dad-11518	17	3	of	of	ADP
dad-11518	17	4	this	this	DET
dad-11518	17	5	article	article	NOUN
dad-11518	17	6	is	be	AUX
dad-11518	17	7	to	to	PART
dad-11518	17	8	demonstrate	demonstrate	VERB
dad-11518	17	9	that	that	SCONJ
dad-11518	17	10	user	user	NOUN
dad-11518	17	11	satisfaction	satisfaction	NOUN
dad-11518	17	12	(	(	PUNCT
dad-11518	17	13	us	us	PROPN
dad-11518	17	14	)	)	PUNCT
dad-11518	17	15	may	may	AUX
dad-11518	17	16	be	be	AUX
dad-11518	17	17	used	use	VERB
dad-11518	17	18	as	as	ADP
dad-11518	17	19	a	a	DET
dad-11518	17	20	reward	reward	NOUN
dad-11518	17	21	to	to	PART
dad-11518	17	22	learn	learn	VERB
dad-11518	17	23	dialogue	dialogue	NOUN
dad-11518	17	24	policies	policy	NOUN
dad-11518	17	25	which	which	PRON
dad-11518	17	26	not	not	PART
dad-11518	17	27	only	only	ADV
dad-11518	17	28	maximise	maximise	VERB
dad-11518	17	29	us	we	PRON
dad-11518	17	30	but	but	CCONJ
dad-11518	17	31	also	also	ADV
dad-11518	17	32	lead	lead	VERB
dad-11518	17	33	to	to	ADP
dad-11518	17	34	high	high	ADJ
dad-11518	17	35	task	task	NOUN
dad-11518	17	36	success	success	NOUN
dad-11518	17	37	(	(	PUNCT
dad-11518	17	38	ts	ts	NOUN
dad-11518	17	39	)	)	PUNCT
dad-11518	17	40	rates	rate	NOUN
dad-11518	17	41	.	.	PUNCT
dad-11518	18	1	we	we	PRON
dad-11518	18	2	apply	apply	VERB
dad-11518	18	3	two	two	NUM
dad-11518	18	4	user	user	NOUN
dad-11518	18	5	satisfaction	satisfaction	NOUN
dad-11518	18	6	reward	reward	NOUN
dad-11518	18	7	estimators	estimator	NOUN
dad-11518	18	8	(	(	PUNCT
dad-11518	18	9	ultes	ulte	NOUN
dad-11518	18	10	et	et	PROPN
dad-11518	18	11	al	al	PROPN
dad-11518	18	12	.	.	PROPN
dad-11518	18	13	,	,	PUNCT
dad-11518	18	14	2017a	2017a	NUM
dad-11518	18	15	;	;	PUNCT
dad-11518	18	16	ultes	ulte	NOUN
dad-11518	18	17	,	,	PUNCT
dad-11518	18	18	2019	2019	NUM
dad-11518	18	19	)	)	PUNCT
dad-11518	18	20	where	where	SCONJ
dad-11518	18	21	one	one	PRON
dad-11518	18	22	uses	use	VERB
dad-11518	18	23	a	a	DET
dad-11518	18	24	support	support	NOUN
dad-11518	18	25	vector	vector	NOUN
dad-11518	18	26	machine	machine	NOUN
dad-11518	18	27	(	(	PUNCT
dad-11518	18	28	vapnik	vapnik	X
dad-11518	18	29	,	,	PUNCT
dad-11518	18	30	1995	1995	NUM
dad-11518	18	31	)	)	PUNCT
dad-11518	18	32	and	and	CCONJ
dad-11518	18	33	relies	rely	VERB
dad-11518	18	34	on	on	ADP
dad-11518	18	35	handcrafted	handcraft	VERB
dad-11518	18	36	temporal	temporal	ADJ
dad-11518	18	37	features	feature	NOUN
dad-11518	18	38	.	.	PUNCT
dad-11518	19	1	the	the	DET
dad-11518	19	2	other	other	ADJ
dad-11518	19	3	uses	use	VERB
dad-11518	19	4	a	a	DET
dad-11518	19	5	deep	deep	ADJ
dad-11518	19	6	learning	learning	NOUN
dad-11518	19	7	network	network	NOUN
dad-11518	19	8	that	that	PRON
dad-11518	19	9	uses	use	VERB
dad-11518	19	10	long	long	ADJ
dad-11518	19	11	short	short	ADJ
dad-11518	19	12	-	-	PUNCT
dad-11518	19	13	term	term	NOUN
dad-11518	19	14	memory	memory	NOUN
dad-11518	19	15	(	(	PUNCT
dad-11518	19	16	lstm	lstm	ADJ
dad-11518	19	17	)	)	PUNCT
dad-11518	19	18	cells	cell	NOUN
dad-11518	19	19	(	(	PUNCT
dad-11518	19	20	hochreiter	hochreiter	PROPN
dad-11518	19	21	and	and	CCONJ
dad-11518	19	22	schmidhuber	schmidhuber	NOUN
dad-11518	19	23	,	,	PUNCT
dad-11518	19	24	1997	1997	NUM
dad-11518	19	25	)	)	PUNCT
dad-11518	19	26	to	to	PART
dad-11518	19	27	learn	learn	VERB
dad-11518	19	28	the	the	DET
dad-11518	19	29	temporal	temporal	ADJ
dad-11518	19	30	dependencies	dependency	NOUN
dad-11518	19	31	of	of	ADP
dad-11518	19	32	a	a	DET
dad-11518	19	33	multi	multi	ADJ
dad-11518	19	34	-	-	ADJ
dad-11518	19	35	turn	turn	ADJ
dad-11518	19	36	dialogue	dialogue	NOUN
dad-11518	19	37	interaction	interaction	NOUN
dad-11518	19	38	implicitly	implicitly	ADV
dad-11518	19	39	.	.	PUNCT
dad-11518	20	1	we	we	PRON
dad-11518	20	2	argue	argue	VERB
dad-11518	20	3	that	that	SCONJ
dad-11518	20	4	training	train	VERB
dad-11518	20	5	a	a	DET
dad-11518	20	6	system	system	NOUN
dad-11518	20	7	to	to	PART
dad-11518	20	8	maximise	maximise	VERB
dad-11518	20	9	us	we	PRON
dad-11518	20	10	is	be	AUX
dad-11518	20	11	a	a	DET
dad-11518	20	12	good	good	ADJ
dad-11518	20	13	alternative	alternative	NOUN
dad-11518	20	14	to	to	ADP
dad-11518	20	15	ts	t	NOUN
dad-11518	20	16	for	for	ADP
dad-11518	20	17	the	the	DET
dad-11518	20	18	following	follow	VERB
dad-11518	20	19	reasons	reason	NOUN
dad-11518	20	20	:	:	PUNCT
dad-11518	20	21	1	1	X
dad-11518	20	22	.	.	X
dad-11518	20	23	user	user	NOUN
dad-11518	20	24	satisfaction	satisfaction	NOUN
dad-11518	20	25	is	be	AUX
dad-11518	20	26	favourable	favourable	ADJ
dad-11518	20	27	over	over	ADP
dad-11518	20	28	task	task	NOUN
dad-11518	20	29	success	success	NOUN
dad-11518	20	30	as	as	SCONJ
dad-11518	20	31	it	it	PRON
dad-11518	20	32	represents	represent	VERB
dad-11518	20	33	more	more	ADV
dad-11518	20	34	accurately	accurately	ADV
dad-11518	20	35	the	the	DET
dad-11518	20	36	user	user	NOUN
dad-11518	20	37	’s	’s	PART
dad-11518	20	38	view	view	NOUN
dad-11518	20	39	and	and	CCONJ
dad-11518	20	40	thus	thus	ADV
dad-11518	20	41	whether	whether	SCONJ
dad-11518	20	42	the	the	DET
dad-11518	20	43	user	user	NOUN
dad-11518	20	44	is	be	AUX
dad-11518	20	45	likely	likely	ADJ
dad-11518	20	46	to	to	PART
dad-11518	20	47	use	use	VERB
dad-11518	20	48	the	the	DET
dad-11518	20	49	system	system	NOUN
dad-11518	20	50	again	again	ADV
dad-11518	20	51	in	in	ADP
dad-11518	20	52	the	the	DET
dad-11518	20	53	future	future	NOUN
dad-11518	20	54	.	.	PUNCT
dad-11518	21	1	in	in	ADP
dad-11518	21	2	fact	fact	NOUN
dad-11518	21	3	,	,	PUNCT
dad-11518	21	4	task	task	NOUN
dad-11518	21	5	success	success	NOUN
dad-11518	21	6	has	have	AUX
dad-11518	21	7	only	only	ADV
dad-11518	21	8	been	be	AUX
dad-11518	21	9	used	use	VERB
dad-11518	21	10	as	as	ADP
dad-11518	21	11	principal	principal	ADJ
dad-11518	21	12	reward	reward	NOUN
dad-11518	21	13	component	component	NOUN
dad-11518	21	14	as	as	SCONJ
dad-11518	21	15	it	it	PRON
dad-11518	21	16	has	have	AUX
dad-11518	21	17	been	be	AUX
dad-11518	21	18	shown	show	VERB
dad-11518	21	19	to	to	PART
dad-11518	21	20	correlate	correlate	VERB
dad-11518	21	21	well	well	ADV
dad-11518	21	22	with	with	ADP
dad-11518	21	23	user	user	NOUN
dad-11518	21	24	satisfaction	satisfaction	NOUN
dad-11518	21	25	(	(	PUNCT
dad-11518	21	26	williams	williams	PROPN
dad-11518	21	27	and	and	CCONJ
dad-11518	21	28	young	young	ADJ
dad-11518	21	29	,	,	PUNCT
dad-11518	21	30	2004	2004	NUM
dad-11518	21	31	)	)	PUNCT
dad-11518	21	32	.	.	PUNCT
dad-11518	22	1	2	2	X
dad-11518	22	2	.	.	X
dad-11518	22	3	user	user	NOUN
dad-11518	22	4	satisfaction	satisfaction	NOUN
dad-11518	22	5	—	—	PUNCT
dad-11518	22	6	in	in	ADP
dad-11518	22	7	contrast	contrast	NOUN
dad-11518	22	8	to	to	ADP
dad-11518	22	9	ts	ts	VERB
dad-11518	22	10	—	—	PUNCT
dad-11518	22	11	may	may	AUX
dad-11518	22	12	be	be	AUX
dad-11518	22	13	linked	link	VERB
dad-11518	22	14	to	to	ADP
dad-11518	22	15	interaction	interaction	NOUN
dad-11518	22	16	phenomena	phenomenon	NOUN
dad-11518	22	17	that	that	PRON
dad-11518	22	18	are	be	AUX
dad-11518	22	19	independent	independent	ADJ
dad-11518	22	20	of	of	ADP
dad-11518	22	21	the	the	DET
dad-11518	22	22	user	user	NOUN
dad-11518	22	23	’s	’s	PART
dad-11518	22	24	goal	goal	NOUN
dad-11518	22	25	(	(	PUNCT
dad-11518	22	26	schmitt	schmitt	NOUN
dad-11518	22	27	and	and	CCONJ
dad-11518	22	28	ultes	ulte	NOUN
dad-11518	22	29	,	,	PUNCT
dad-11518	22	30	2015	2015	NUM
dad-11518	22	31	)	)	PUNCT
dad-11518	22	32	and	and	CCONJ
dad-11518	22	33	hence	hence	ADV
dad-11518	22	34	,	,	PUNCT
dad-11518	22	35	no	no	DET
dad-11518	22	36	prior	prior	ADJ
dad-11518	22	37	knowledge	knowledge	NOUN
dad-11518	22	38	of	of	ADP
dad-11518	22	39	the	the	DET
dad-11518	22	40	goal	goal	NOUN
dad-11518	22	41	or	or	CCONJ
dad-11518	22	42	any	any	DET
dad-11518	22	43	other	other	ADJ
dad-11518	22	44	domain	domain	NOUN
dad-11518	22	45	-	-	PUNCT
dad-11518	22	46	dependent	dependent	ADJ
dad-11518	22	47	information	information	NOUN
dad-11518	22	48	is	be	AUX
dad-11518	22	49	required	require	VERB
dad-11518	22	50	.	.	PUNCT
dad-11518	23	1	3	3	X
dad-11518	23	2	.	.	X
dad-11518	23	3	as	as	SCONJ
dad-11518	23	4	user	user	NOUN
dad-11518	23	5	satisfaction	satisfaction	NOUN
dad-11518	23	6	is	be	AUX
dad-11518	23	7	independent	independent	ADJ
dad-11518	23	8	of	of	ADP
dad-11518	23	9	application	application	NOUN
dad-11518	23	10	domain	domain	NOUN
dad-11518	23	11	information	information	NOUN
dad-11518	23	12	,	,	PUNCT
dad-11518	23	13	the	the	DET
dad-11518	23	14	use	use	NOUN
dad-11518	23	15	of	of	ADP
dad-11518	23	16	an	an	DET
dad-11518	23	17	estimator	estimator	NOUN
dad-11518	23	18	of	of	ADP
dad-11518	23	19	user	user	NOUN
dad-11518	23	20	satisfaction	satisfaction	NOUN
dad-11518	23	21	has	have	VERB
dad-11518	23	22	the	the	DET
dad-11518	23	23	potential	potential	NOUN
dad-11518	23	24	to	to	PART
dad-11518	23	25	generalise	generalise	VERB
dad-11518	23	26	well	well	ADV
dad-11518	23	27	across	across	ADP
dad-11518	23	28	domains	domain	NOUN
dad-11518	23	29	.	.	PUNCT
dad-11518	24	1	thus	thus	ADV
dad-11518	24	2	,	,	PUNCT
dad-11518	24	3	learning	learn	VERB
dad-11518	24	4	dialogue	dialogue	NOUN
dad-11518	24	5	policies	policy	NOUN
dad-11518	24	6	for	for	ADP
dad-11518	24	7	new	new	ADJ
dad-11518	24	8	,	,	PUNCT
dad-11518	24	9	previously	previously	ADV
dad-11518	24	10	unseen	unseen	ADJ
dad-11518	24	11	domains	domain	NOUN
dad-11518	24	12	becomes	become	VERB
dad-11518	24	13	much	much	ADV
dad-11518	24	14	easier	easy	ADJ
dad-11518	24	15	.	.	PUNCT
dad-11518	25	1	following	follow	VERB
dad-11518	25	2	up	up	ADP
dad-11518	25	3	on	on	ADP
dad-11518	25	4	previous	previous	ADJ
dad-11518	25	5	work	work	NOUN
dad-11518	25	6	(	(	PUNCT
dad-11518	25	7	ultes	ulte	NOUN
dad-11518	25	8	et	et	PROPN
dad-11518	25	9	al	al	PROPN
dad-11518	25	10	.	.	PROPN
dad-11518	25	11	,	,	PUNCT
dad-11518	25	12	2011	2011	NUM
dad-11518	25	13	,	,	PUNCT
dad-11518	25	14	2012	2012	NUM
dad-11518	25	15	;	;	PUNCT
dad-11518	25	16	ultes	ulte	NOUN
dad-11518	25	17	and	and	CCONJ
dad-11518	25	18	minker	minker	NOUN
dad-11518	25	19	,	,	PUNCT
dad-11518	25	20	2014	2014	NUM
dad-11518	25	21	;	;	PUNCT
dad-11518	25	22	ultes	ulte	NOUN
dad-11518	25	23	et	et	PROPN
dad-11518	25	24	al	al	PROPN
dad-11518	25	25	.	.	PROPN
dad-11518	25	26	,	,	PUNCT
dad-11518	25	27	2015	2015	NUM
dad-11518	25	28	,	,	PUNCT
dad-11518	25	29	2019	2019	NUM
dad-11518	25	30	)	)	PUNCT
dad-11518	25	31	,	,	PUNCT
dad-11518	25	32	interaction	interaction	NOUN
dad-11518	25	33	quality	quality	NOUN
dad-11518	25	34	(	(	PUNCT
dad-11518	25	35	iq)—a	iq)—a	ADV
dad-11518	25	36	less	less	ADV
dad-11518	25	37	subjective	subjective	ADJ
dad-11518	25	38	version	version	NOUN
dad-11518	25	39	of	of	ADP
dad-11518	25	40	user	user	NOUN
dad-11518	25	41	satisfaction1	satisfaction1	PROPN
dad-11518	25	42	—	—	PUNCT
dad-11518	25	43	will	will	AUX
dad-11518	25	44	be	be	AUX
dad-11518	25	45	used	use	VERB
dad-11518	25	46	for	for	ADP
dad-11518	25	47	estimating	estimate	VERB
dad-11518	25	48	the	the	DET
dad-11518	25	49	reward	reward	NOUN
dad-11518	25	50	.	.	PUNCT
dad-11518	26	1	we	we	PRON
dad-11518	26	2	apply	apply	VERB
dad-11518	26	3	a	a	DET
dad-11518	26	4	conventional	conventional	ADJ
dad-11518	26	5	iq	iq	NOUN
dad-11518	26	6	estimator	estimator	NOUN
dad-11518	26	7	(	(	PUNCT
dad-11518	26	8	ultes	ulte	NOUN
dad-11518	26	9	et	et	PROPN
dad-11518	26	10	al	al	PROPN
dad-11518	26	11	.	.	PROPN
dad-11518	26	12	,	,	PUNCT
dad-11518	26	13	2017a	2017a	NUM
dad-11518	26	14	)	)	PUNCT
dad-11518	26	15	using	use	VERB
dad-11518	26	16	domainindependent	domainindependent	ADJ
dad-11518	26	17	,	,	PUNCT
dad-11518	26	18	interaction	interaction	NOUN
dad-11518	26	19	-	-	PUNCT
dad-11518	26	20	related	relate	VERB
dad-11518	26	21	features	feature	NOUN
dad-11518	26	22	that	that	PRON
dad-11518	26	23	do	do	AUX
dad-11518	26	24	not	not	PART
dad-11518	26	25	contain	contain	VERB
dad-11518	26	26	any	any	DET
dad-11518	26	27	information	information	NOUN
dad-11518	26	28	about	about	ADP
dad-11518	26	29	the	the	DET
dad-11518	26	30	task	task	NOUN
dad-11518	26	31	or	or	CCONJ
dad-11518	26	32	the	the	DET
dad-11518	26	33	1	1	NUM
dad-11518	26	34	.	.	PUNCT
dad-11518	27	1	the	the	DET
dad-11518	27	2	relation	relation	NOUN
dad-11518	27	3	of	of	ADP
dad-11518	27	4	us	we	PRON
dad-11518	27	5	and	and	CCONJ
dad-11518	27	6	iq	iq	PROPN
dad-11518	27	7	has	have	AUX
dad-11518	27	8	been	be	AUX
dad-11518	27	9	closely	closely	ADV
dad-11518	27	10	investigated	investigate	VERB
dad-11518	27	11	by	by	ADP
dad-11518	27	12	schmitt	schmitt	NOUN
dad-11518	27	13	and	and	CCONJ
dad-11518	27	14	ultes	ulte	NOUN
dad-11518	27	15	(	(	PUNCT
dad-11518	27	16	2015	2015	NUM
dad-11518	27	17	)	)	PUNCT
dad-11518	27	18	and	and	CCONJ
dad-11518	27	19	ultes	ulte	NOUN
dad-11518	27	20	et	et	PROPN
dad-11518	27	21	al	al	PROPN
dad-11518	27	22	.	.	PROPN
dad-11518	28	1	(	(	PUNCT
dad-11518	28	2	2013	2013	NUM
dad-11518	28	3	)	)	PUNCT
dad-11518	28	4	,	,	PUNCT
dad-11518	28	5	see	see	VERB
dad-11518	28	6	also	also	ADV
dad-11518	28	7	section	section	NOUN
dad-11518	28	8	3.1	3.1	NUM
dad-11518	28	9	.	.	PUNCT
dad-11518	29	1	82	82	NUM
dad-11518	29	2	user	user	NOUN
dad-11518	29	3	satisfaction	satisfaction	NOUN
dad-11518	29	4	reward	reward	NOUN
dad-11518	29	5	estimation	estimation	NOUN
dad-11518	29	6	across	across	ADP
dad-11518	29	7	domains	domain	NOUN
dad-11518	29	8	goal	goal	NOUN
dad-11518	29	9	of	of	ADP
dad-11518	29	10	the	the	DET
dad-11518	29	11	dialogue	dialogue	NOUN
dad-11518	29	12	.	.	PUNCT
dad-11518	30	1	this	this	PRON
dad-11518	30	2	allows	allow	VERB
dad-11518	30	3	the	the	DET
dad-11518	30	4	reward	reward	NOUN
dad-11518	30	5	estimator	estimator	NOUN
dad-11518	30	6	to	to	PART
dad-11518	30	7	be	be	AUX
dad-11518	30	8	applicable	applicable	ADJ
dad-11518	30	9	for	for	ADP
dad-11518	30	10	learning	learn	VERB
dad-11518	30	11	in	in	ADP
dad-11518	30	12	unseen	unseen	ADJ
dad-11518	30	13	domains	domain	NOUN
dad-11518	30	14	.	.	PUNCT
dad-11518	31	1	to	to	PART
dad-11518	31	2	circumvent	circumvent	VERB
dad-11518	31	3	the	the	DET
dad-11518	31	4	dependency	dependency	NOUN
dad-11518	31	5	of	of	ADP
dad-11518	31	6	the	the	DET
dad-11518	31	7	convectional	convectional	ADJ
dad-11518	31	8	estimator	estimator	NOUN
dad-11518	31	9	on	on	ADP
dad-11518	31	10	handcrafted	handcraft	VERB
dad-11518	31	11	temporal	temporal	ADJ
dad-11518	31	12	features	feature	NOUN
dad-11518	31	13	,	,	PUNCT
dad-11518	31	14	we	we	PRON
dad-11518	31	15	will	will	AUX
dad-11518	31	16	additionally	additionally	ADV
dad-11518	31	17	present	present	VERB
dad-11518	31	18	a	a	DET
dad-11518	31	19	deep	deep	ADJ
dad-11518	31	20	learning	learning	NOUN
dad-11518	31	21	-	-	PUNCT
dad-11518	31	22	based	base	VERB
dad-11518	31	23	iq	iq	NOUN
dad-11518	31	24	estimator	estimator	NOUN
dad-11518	31	25	(	(	PUNCT
dad-11518	31	26	ultes	ulte	NOUN
dad-11518	31	27	,	,	PUNCT
dad-11518	31	28	2019	2019	NUM
dad-11518	31	29	)	)	PUNCT
dad-11518	31	30	that	that	PRON
dad-11518	31	31	utilises	utilise	VERB
dad-11518	31	32	the	the	DET
dad-11518	31	33	capabilities	capability	NOUN
dad-11518	31	34	of	of	ADP
dad-11518	31	35	recurrent	recurrent	ADJ
dad-11518	31	36	neural	neural	ADJ
dad-11518	31	37	networks	network	NOUN
dad-11518	31	38	to	to	PART
dad-11518	31	39	get	get	AUX
dad-11518	31	40	rid	rid	VERB
dad-11518	31	41	of	of	ADP
dad-11518	31	42	all	all	DET
dad-11518	31	43	handcrafted	handcrafted	ADJ
dad-11518	31	44	features	feature	NOUN
dad-11518	31	45	that	that	PRON
dad-11518	31	46	encode	encode	VERB
dad-11518	31	47	temporal	temporal	ADJ
dad-11518	31	48	effects	effect	NOUN
dad-11518	31	49	.	.	PUNCT
dad-11518	32	1	by	by	ADP
dad-11518	32	2	that	that	PRON
dad-11518	32	3	,	,	PUNCT
dad-11518	32	4	these	these	DET
dad-11518	32	5	temporal	temporal	ADJ
dad-11518	32	6	dependencies	dependency	NOUN
dad-11518	32	7	may	may	AUX
dad-11518	32	8	be	be	AUX
dad-11518	32	9	learned	learn	VERB
dad-11518	32	10	instead	instead	ADV
dad-11518	32	11	.	.	PUNCT
dad-11518	33	1	the	the	DET
dad-11518	33	2	applied	apply	VERB
dad-11518	33	3	rl	rl	NOUN
dad-11518	33	4	framework	framework	NOUN
dad-11518	33	5	is	be	AUX
dad-11518	33	6	shown	show	VERB
dad-11518	33	7	in	in	ADP
dad-11518	33	8	figure	figure	NOUN
dad-11518	33	9	1	1	NUM
dad-11518	33	10	.	.	PUNCT
dad-11518	34	1	it	it	PRON
dad-11518	34	2	has	have	AUX
dad-11518	34	3	previously	previously	ADV
dad-11518	34	4	been	be	AUX
dad-11518	34	5	applied	apply	VERB
dad-11518	34	6	for	for	ADP
dad-11518	34	7	in	in	ADP
dad-11518	34	8	-	-	PUNCT
dad-11518	34	9	domain	domain	NOUN
dad-11518	34	10	experiments	experiment	NOUN
dad-11518	34	11	and	and	CCONJ
dad-11518	34	12	simulated	simulated	ADJ
dad-11518	34	13	evaluation	evaluation	NOUN
dad-11518	34	14	(	(	PUNCT
dad-11518	34	15	ultes	ulte	NOUN
dad-11518	34	16	et	et	PROPN
dad-11518	34	17	al	al	PROPN
dad-11518	34	18	.	.	PROPN
dad-11518	34	19	,	,	PUNCT
dad-11518	34	20	2019	2019	NUM
dad-11518	34	21	)	)	PUNCT
dad-11518	34	22	.	.	PUNCT
dad-11518	35	1	within	within	ADP
dad-11518	35	2	this	this	DET
dad-11518	35	3	setup	setup	NOUN
dad-11518	35	4	,	,	PUNCT
dad-11518	35	5	both	both	DET
dad-11518	35	6	iq	iq	NOUN
dad-11518	35	7	estimators	estimator	NOUN
dad-11518	35	8	are	be	AUX
dad-11518	35	9	used	use	VERB
dad-11518	35	10	for	for	ADP
dad-11518	35	11	learning	learn	VERB
dad-11518	35	12	dialogue	dialogue	NOUN
dad-11518	35	13	policies	policy	NOUN
dad-11518	35	14	in	in	ADP
dad-11518	35	15	several	several	ADJ
dad-11518	35	16	domains	domain	NOUN
dad-11518	35	17	to	to	PART
dad-11518	35	18	analyse	analyse	VERB
dad-11518	35	19	their	their	PRON
dad-11518	35	20	impact	impact	NOUN
dad-11518	35	21	on	on	ADP
dad-11518	35	22	general	general	ADJ
dad-11518	35	23	dialogue	dialogue	NOUN
dad-11518	35	24	performance	performance	NOUN
dad-11518	35	25	metrics	metric	NOUN
dad-11518	35	26	.	.	PUNCT
dad-11518	36	1	moreover	moreover	ADV
dad-11518	36	2	,	,	PUNCT
dad-11518	36	3	one	one	NUM
dad-11518	36	4	estimator	estimator	NOUN
dad-11518	36	5	is	be	AUX
dad-11518	36	6	used	use	VERB
dad-11518	36	7	in	in	ADP
dad-11518	36	8	an	an	DET
dad-11518	36	9	experiment	experiment	NOUN
dad-11518	36	10	where	where	SCONJ
dad-11518	36	11	the	the	DET
dad-11518	36	12	policy	policy	NOUN
dad-11518	36	13	is	be	AUX
dad-11518	36	14	learned	learn	VERB
dad-11518	36	15	through	through	ADP
dad-11518	36	16	interaction	interaction	NOUN
dad-11518	36	17	with	with	ADP
dad-11518	36	18	real	real	ADJ
dad-11518	36	19	humans	human	NOUN
dad-11518	36	20	.	.	PUNCT
dad-11518	37	1	the	the	DET
dad-11518	37	2	remainder	remainder	NOUN
dad-11518	37	3	of	of	ADP
dad-11518	37	4	the	the	DET
dad-11518	37	5	paper	paper	NOUN
dad-11518	37	6	is	be	AUX
dad-11518	37	7	organised	organise	VERB
dad-11518	37	8	as	as	SCONJ
dad-11518	37	9	follows	follow	VERB
dad-11518	37	10	:	:	PUNCT
dad-11518	37	11	in	in	ADP
dad-11518	37	12	section	section	NOUN
dad-11518	37	13	2	2	NUM
dad-11518	37	14	,	,	PUNCT
dad-11518	37	15	related	related	ADJ
dad-11518	37	16	work	work	NOUN
dad-11518	37	17	is	be	AUX
dad-11518	37	18	presented	present	VERB
dad-11518	37	19	focusing	focus	VERB
dad-11518	37	20	on	on	ADP
dad-11518	37	21	dialogue	dialogue	NOUN
dad-11518	37	22	learning	learning	NOUN
dad-11518	37	23	and	and	CCONJ
dad-11518	37	24	the	the	DET
dad-11518	37	25	type	type	NOUN
dad-11518	37	26	of	of	ADP
dad-11518	37	27	reward	reward	NOUN
dad-11518	37	28	that	that	PRON
dad-11518	37	29	is	be	AUX
dad-11518	37	30	applied	apply	VERB
dad-11518	37	31	.	.	PUNCT
dad-11518	38	1	in	in	ADP
dad-11518	38	2	section	section	NOUN
dad-11518	38	3	3	3	NUM
dad-11518	38	4	,	,	PUNCT
dad-11518	38	5	the	the	DET
dad-11518	38	6	interaction	interaction	NOUN
dad-11518	38	7	quality	quality	NOUN
dad-11518	38	8	is	be	AUX
dad-11518	38	9	presented	present	VERB
dad-11518	38	10	and	and	CCONJ
dad-11518	38	11	how	how	SCONJ
dad-11518	38	12	it	it	PRON
dad-11518	38	13	is	be	AUX
dad-11518	38	14	used	use	VERB
dad-11518	38	15	in	in	ADP
dad-11518	38	16	the	the	DET
dad-11518	38	17	reward	reward	NOUN
dad-11518	38	18	model	model	NOUN
dad-11518	38	19	.	.	PUNCT
dad-11518	39	1	the	the	DET
dad-11518	39	2	deep	deep	ADJ
dad-11518	39	3	learning	learning	NOUN
dad-11518	39	4	-	-	PUNCT
dad-11518	39	5	based	base	VERB
dad-11518	39	6	interaction	interaction	NOUN
dad-11518	39	7	quality	quality	NOUN
dad-11518	39	8	estimator	estimator	NOUN
dad-11518	39	9	is	be	AUX
dad-11518	39	10	then	then	ADV
dad-11518	39	11	described	describe	VERB
dad-11518	39	12	in	in	ADP
dad-11518	39	13	detail	detail	NOUN
dad-11518	39	14	in	in	ADP
dad-11518	39	15	section	section	NOUN
dad-11518	39	16	3.3	3.3	NUM
dad-11518	39	17	followed	follow	VERB
dad-11518	39	18	by	by	ADP
dad-11518	39	19	the	the	DET
dad-11518	39	20	experiments	experiment	NOUN
dad-11518	39	21	and	and	CCONJ
dad-11518	39	22	results	result	NOUN
dad-11518	39	23	both	both	PRON
dad-11518	39	24	of	of	ADP
dad-11518	39	25	the	the	DET
dad-11518	39	26	estimator	estimator	NOUN
dad-11518	39	27	itself	itself	PRON
dad-11518	39	28	and	and	CCONJ
dad-11518	39	29	the	the	DET
dad-11518	39	30	resulting	result	VERB
dad-11518	39	31	dialogue	dialogue	NOUN
dad-11518	39	32	policies	policy	NOUN
dad-11518	39	33	in	in	ADP
dad-11518	39	34	section	section	NOUN
dad-11518	39	35	4	4	NUM
dad-11518	39	36	.	.	PUNCT
dad-11518	40	1	the	the	DET
dad-11518	40	2	work	work	NOUN
dad-11518	40	3	described	describe	VERB
dad-11518	40	4	in	in	ADP
dad-11518	40	5	this	this	DET
dad-11518	40	6	article	article	NOUN
dad-11518	40	7	builds	build	VERB
dad-11518	40	8	upon	upon	SCONJ
dad-11518	40	9	and	and	CCONJ
dad-11518	40	10	extends	extend	VERB
dad-11518	40	11	work	work	NOUN
dad-11518	40	12	published	publish	VERB
dad-11518	40	13	by	by	ADP
dad-11518	40	14	ultes	ulte	NOUN
dad-11518	40	15	(	(	PUNCT
dad-11518	40	16	2019	2019	NUM
dad-11518	40	17	)	)	PUNCT
dad-11518	40	18	and	and	CCONJ
dad-11518	40	19	ultes	ulte	NOUN
dad-11518	40	20	et	et	PROPN
dad-11518	40	21	al	al	PROPN
dad-11518	40	22	.	.	PROPN
dad-11518	41	1	(	(	PUNCT
dad-11518	41	2	2017a	2017a	NUM
dad-11518	41	3	)	)	PUNCT
dad-11518	41	4	.	.	PUNCT
dad-11518	42	1	2	2	X
dad-11518	42	2	.	.	X
dad-11518	42	3	relevant	relevant	ADJ
dad-11518	42	4	related	related	ADJ
dad-11518	42	5	work	work	NOUN
dad-11518	42	6	most	most	ADJ
dad-11518	42	7	of	of	ADP
dad-11518	42	8	previous	previous	ADJ
dad-11518	42	9	work	work	NOUN
dad-11518	42	10	on	on	ADP
dad-11518	42	11	dialogue	dialogue	NOUN
dad-11518	42	12	policy	policy	NOUN
dad-11518	42	13	learning	learning	NOUN
dad-11518	42	14	focuses	focus	VERB
dad-11518	42	15	on	on	ADP
dad-11518	42	16	employing	employ	VERB
dad-11518	42	17	task	task	NOUN
dad-11518	42	18	success	success	NOUN
dad-11518	42	19	as	as	ADP
dad-11518	42	20	the	the	DET
dad-11518	42	21	main	main	ADJ
dad-11518	42	22	reward	reward	NOUN
dad-11518	42	23	signal	signal	NOUN
dad-11518	42	24	(	(	PUNCT
dad-11518	42	25	gašić	gašić	ADV
dad-11518	42	26	and	and	CCONJ
dad-11518	42	27	young	young	ADJ
dad-11518	42	28	,	,	PUNCT
dad-11518	42	29	2014	2014	NUM
dad-11518	42	30	;	;	PUNCT
dad-11518	42	31	gašić	gašić	ADV
dad-11518	42	32	et	et	PROPN
dad-11518	42	33	al	al	PROPN
dad-11518	42	34	.	.	PROPN
dad-11518	42	35	,	,	PUNCT
dad-11518	42	36	2014	2014	NUM
dad-11518	42	37	;	;	PUNCT
dad-11518	42	38	lemon	lemon	NOUN
dad-11518	42	39	and	and	CCONJ
dad-11518	42	40	pietquin	pietquin	NOUN
dad-11518	42	41	,	,	PUNCT
dad-11518	42	42	2007	2007	NUM
dad-11518	42	43	;	;	PUNCT
dad-11518	42	44	daubigney	daubigney	NOUN
dad-11518	42	45	et	et	PROPN
dad-11518	42	46	al	al	PROPN
dad-11518	42	47	.	.	PROPN
dad-11518	42	48	,	,	PUNCT
dad-11518	42	49	2012	2012	NUM
dad-11518	42	50	;	;	PUNCT
dad-11518	42	51	levin	levin	PROPN
dad-11518	42	52	and	and	CCONJ
dad-11518	42	53	pieraccini	pieraccini	NOUN
dad-11518	42	54	,	,	PUNCT
dad-11518	42	55	1997	1997	NUM
dad-11518	42	56	;	;	PUNCT
dad-11518	42	57	singh	singh	PROPN
dad-11518	42	58	et	et	PROPN
dad-11518	42	59	al	al	PROPN
dad-11518	42	60	.	.	PROPN
dad-11518	42	61	,	,	PUNCT
dad-11518	42	62	2002	2002	NUM
dad-11518	42	63	;	;	PUNCT
dad-11518	42	64	young	young	PROPN
dad-11518	42	65	et	et	PROPN
dad-11518	42	66	al	al	PROPN
dad-11518	42	67	.	.	PROPN
dad-11518	42	68	,	,	PUNCT
dad-11518	42	69	2013	2013	NUM
dad-11518	42	70	;	;	PUNCT
dad-11518	42	71	su	su	PROPN
dad-11518	42	72	et	et	PROPN
dad-11518	42	73	al	al	PROPN
dad-11518	42	74	.	.	PROPN
dad-11518	42	75	,	,	PUNCT
dad-11518	42	76	2015	2015	NUM
dad-11518	42	77	,	,	PUNCT
dad-11518	42	78	2016	2016	NUM
dad-11518	42	79	)	)	PUNCT
dad-11518	42	80	.	.	PUNCT
dad-11518	43	1	however	however	ADV
dad-11518	43	2	,	,	PUNCT
dad-11518	43	3	task	task	NOUN
dad-11518	43	4	success	success	NOUN
dad-11518	43	5	is	be	AUX
dad-11518	43	6	usually	usually	ADV
dad-11518	43	7	only	only	ADV
dad-11518	43	8	computable	computable	ADJ
dad-11518	43	9	for	for	ADP
dad-11518	43	10	predefined	predefine	VERB
dad-11518	43	11	tasks	task	NOUN
dad-11518	43	12	,	,	PUNCT
dad-11518	43	13	e.g.	e.g.	ADV
dad-11518	43	14	,	,	PUNCT
dad-11518	43	15	through	through	ADP
dad-11518	43	16	interactions	interaction	NOUN
dad-11518	43	17	with	with	ADP
dad-11518	43	18	simulated	simulate	VERB
dad-11518	43	19	or	or	CCONJ
dad-11518	43	20	recruited	recruit	VERB
dad-11518	43	21	users	user	NOUN
dad-11518	43	22	,	,	PUNCT
dad-11518	43	23	where	where	SCONJ
dad-11518	43	24	the	the	DET
dad-11518	43	25	underlying	underlying	ADJ
dad-11518	43	26	goal	goal	NOUN
dad-11518	43	27	is	be	AUX
dad-11518	43	28	known	know	VERB
dad-11518	43	29	in	in	ADP
dad-11518	43	30	advance	advance	NOUN
dad-11518	43	31	.	.	PUNCT
dad-11518	44	1	to	to	PART
dad-11518	44	2	overcome	overcome	VERB
dad-11518	44	3	this	this	PRON
dad-11518	44	4	,	,	PUNCT
dad-11518	44	5	the	the	DET
dad-11518	44	6	required	require	VERB
dad-11518	44	7	information	information	NOUN
dad-11518	44	8	can	can	AUX
dad-11518	44	9	be	be	AUX
dad-11518	44	10	requested	request	VERB
dad-11518	44	11	directly	directly	ADV
dad-11518	44	12	from	from	ADP
dad-11518	44	13	users	user	NOUN
dad-11518	44	14	at	at	ADP
dad-11518	44	15	the	the	DET
dad-11518	44	16	end	end	NOUN
dad-11518	44	17	of	of	ADP
dad-11518	44	18	each	each	DET
dad-11518	44	19	dialogue	dialogue	NOUN
dad-11518	44	20	(	(	PUNCT
dad-11518	44	21	gašić	gašić	ADV
dad-11518	44	22	et	et	PROPN
dad-11518	44	23	al	al	PROPN
dad-11518	44	24	.	.	PROPN
dad-11518	44	25	,	,	PUNCT
dad-11518	44	26	2013	2013	NUM
dad-11518	44	27	)	)	PUNCT
dad-11518	44	28	.	.	PUNCT
dad-11518	45	1	however	however	ADV
dad-11518	45	2	,	,	PUNCT
dad-11518	45	3	this	this	PRON
dad-11518	45	4	can	can	AUX
dad-11518	45	5	be	be	AUX
dad-11518	45	6	intrusive	intrusive	ADJ
dad-11518	45	7	,	,	PUNCT
dad-11518	45	8	and	and	CCONJ
dad-11518	45	9	users	user	NOUN
dad-11518	45	10	may	may	AUX
dad-11518	45	11	not	not	PART
dad-11518	45	12	always	always	ADV
dad-11518	45	13	cooperate	cooperate	VERB
dad-11518	45	14	.	.	PUNCT
dad-11518	46	1	an	an	DET
dad-11518	46	2	alternative	alternative	NOUN
dad-11518	46	3	is	be	AUX
dad-11518	46	4	to	to	PART
dad-11518	46	5	use	use	VERB
dad-11518	46	6	a	a	DET
dad-11518	46	7	task	task	NOUN
dad-11518	46	8	success	success	NOUN
dad-11518	46	9	estimator	estimator	NOUN
dad-11518	46	10	(	(	PUNCT
dad-11518	46	11	el	el	PROPN
dad-11518	46	12	asri	asri	PROPN
dad-11518	46	13	et	et	PROPN
dad-11518	46	14	al	al	PROPN
dad-11518	46	15	.	.	PROPN
dad-11518	46	16	,	,	PUNCT
dad-11518	46	17	2014b	2014b	NUM
dad-11518	46	18	;	;	PUNCT
dad-11518	46	19	su	su	PROPN
dad-11518	46	20	et	et	PROPN
dad-11518	46	21	al	al	PROPN
dad-11518	46	22	.	.	PROPN
dad-11518	46	23	,	,	PUNCT
dad-11518	46	24	2015	2015	NUM
dad-11518	46	25	,	,	PUNCT
dad-11518	46	26	2016	2016	NUM
dad-11518	46	27	)	)	PUNCT
dad-11518	46	28	.	.	PUNCT
dad-11518	47	1	with	with	ADP
dad-11518	47	2	the	the	DET
dad-11518	47	3	right	right	ADJ
dad-11518	47	4	choice	choice	NOUN
dad-11518	47	5	of	of	ADP
dad-11518	47	6	features	feature	NOUN
dad-11518	47	7	,	,	PUNCT
dad-11518	47	8	such	such	DET
dad-11518	47	9	a	a	DET
dad-11518	47	10	task	task	NOUN
dad-11518	47	11	success	success	NOUN
dad-11518	47	12	estimator	estimator	NOUN
dad-11518	47	13	can	can	AUX
dad-11518	47	14	also	also	ADV
dad-11518	47	15	be	be	AUX
dad-11518	47	16	applied	apply	VERB
dad-11518	47	17	to	to	ADP
dad-11518	47	18	new	new	ADJ
dad-11518	47	19	and	and	CCONJ
dad-11518	47	20	unseen	unseen	ADJ
dad-11518	47	21	domains	domain	NOUN
dad-11518	47	22	(	(	PUNCT
dad-11518	47	23	vandyke	vandyke	PROPN
dad-11518	47	24	et	et	PROPN
dad-11518	47	25	al	al	PROPN
dad-11518	47	26	.	.	PROPN
dad-11518	47	27	,	,	PUNCT
dad-11518	47	28	2015	2015	NUM
dad-11518	47	29	)	)	PUNCT
dad-11518	47	30	.	.	PUNCT
dad-11518	48	1	however	however	ADV
dad-11518	48	2	,	,	PUNCT
dad-11518	48	3	these	these	DET
dad-11518	48	4	models	model	NOUN
dad-11518	48	5	still	still	ADV
dad-11518	48	6	attempt	attempt	VERB
dad-11518	48	7	to	to	PART
dad-11518	48	8	estimate	estimate	VERB
dad-11518	48	9	completion	completion	NOUN
dad-11518	48	10	of	of	ADP
dad-11518	48	11	the	the	DET
dad-11518	48	12	underlying	underlying	ADJ
dad-11518	48	13	task	task	NOUN
dad-11518	48	14	,	,	PUNCT
dad-11518	48	15	whereas	whereas	SCONJ
dad-11518	48	16	our	our	PRON
dad-11518	48	17	model	model	NOUN
dad-11518	48	18	evaluates	evaluate	VERB
dad-11518	48	19	the	the	DET
dad-11518	48	20	overall	overall	ADJ
dad-11518	48	21	user	user	NOUN
dad-11518	48	22	experience	experience	NOUN
dad-11518	48	23	.	.	PUNCT
dad-11518	49	1	in	in	ADP
dad-11518	49	2	this	this	DET
dad-11518	49	3	paper	paper	NOUN
dad-11518	49	4	,	,	PUNCT
dad-11518	49	5	we	we	PRON
dad-11518	49	6	show	show	VERB
dad-11518	49	7	that	that	SCONJ
dad-11518	49	8	an	an	DET
dad-11518	49	9	interaction	interaction	NOUN
dad-11518	49	10	quality	quality	NOUN
dad-11518	49	11	reward	reward	NOUN
dad-11518	49	12	estimator	estimator	NOUN
dad-11518	49	13	trained	train	VERB
dad-11518	49	14	on	on	ADP
dad-11518	49	15	dialogues	dialogue	NOUN
dad-11518	49	16	from	from	ADP
dad-11518	49	17	a	a	DET
dad-11518	49	18	bus	bus	NOUN
dad-11518	49	19	information	information	NOUN
dad-11518	49	20	system	system	NOUN
dad-11518	49	21	will	will	AUX
dad-11518	49	22	result	result	VERB
dad-11518	49	23	in	in	ADP
dad-11518	49	24	well	well	ADV
dad-11518	49	25	-	-	PUNCT
dad-11518	49	26	performing	perform	VERB
dad-11518	49	27	dialogues	dialogue	NOUN
dad-11518	49	28	both	both	CCONJ
dad-11518	49	29	in	in	ADP
dad-11518	49	30	terms	term	NOUN
dad-11518	49	31	of	of	ADP
dad-11518	49	32	success	success	NOUN
dad-11518	49	33	rate	rate	NOUN
dad-11518	49	34	and	and	CCONJ
dad-11518	49	35	user	user	NOUN
dad-11518	49	36	satisfaction	satisfaction	NOUN
dad-11518	49	37	on	on	ADP
dad-11518	49	38	five	five	NUM
dad-11518	49	39	other	other	ADJ
dad-11518	49	40	domains	domain	NOUN
dad-11518	49	41	,	,	PUNCT
dad-11518	49	42	while	while	SCONJ
dad-11518	49	43	only	only	ADV
dad-11518	49	44	using	use	VERB
dad-11518	49	45	interaction	interaction	NOUN
dad-11518	49	46	-	-	PUNCT
dad-11518	49	47	related	relate	VERB
dad-11518	49	48	,	,	PUNCT
dad-11518	49	49	domain	domain	NOUN
dad-11518	49	50	-	-	PUNCT
dad-11518	49	51	independent	independent	ADJ
dad-11518	49	52	information	information	NOUN
dad-11518	49	53	,	,	PUNCT
dad-11518	49	54	i.e.	i.e.	X
dad-11518	49	55	,	,	PUNCT
dad-11518	49	56	not	not	PART
dad-11518	49	57	knowing	know	VERB
dad-11518	49	58	anything	anything	PRON
dad-11518	49	59	about	about	ADP
dad-11518	49	60	the	the	DET
dad-11518	49	61	task	task	NOUN
dad-11518	49	62	of	of	ADP
dad-11518	49	63	the	the	DET
dad-11518	49	64	domain	domain	NOUN
dad-11518	49	65	.	.	PUNCT
dad-11518	50	1	others	other	NOUN
dad-11518	50	2	have	have	AUX
dad-11518	50	3	previously	previously	ADV
dad-11518	50	4	introduced	introduce	VERB
dad-11518	50	5	user	user	NOUN
dad-11518	50	6	satisfaction	satisfaction	NOUN
dad-11518	50	7	into	into	ADP
dad-11518	50	8	the	the	DET
dad-11518	50	9	reward	reward	NOUN
dad-11518	50	10	(	(	PUNCT
dad-11518	50	11	walker	walker	PROPN
dad-11518	50	12	et	et	PROPN
dad-11518	50	13	al	al	PROPN
dad-11518	50	14	.	.	PROPN
dad-11518	50	15	,	,	PUNCT
dad-11518	50	16	1998	1998	NUM
dad-11518	50	17	;	;	PUNCT
dad-11518	50	18	walker	walker	NOUN
dad-11518	50	19	,	,	PUNCT
dad-11518	50	20	2000	2000	NUM
dad-11518	50	21	;	;	PUNCT
dad-11518	50	22	henderson	henderson	PROPN
dad-11518	50	23	et	et	PROPN
dad-11518	50	24	al	al	PROPN
dad-11518	50	25	.	.	PROPN
dad-11518	50	26	,	,	PUNCT
dad-11518	50	27	2008	2008	NUM
dad-11518	50	28	;	;	PUNCT
dad-11518	50	29	rieser	rieser	NOUN
dad-11518	50	30	and	and	CCONJ
dad-11518	50	31	lemon	lemon	NOUN
dad-11518	50	32	,	,	PUNCT
dad-11518	50	33	2008b	2008b	NUM
dad-11518	50	34	,	,	PUNCT
dad-11518	50	35	a	a	PRON
dad-11518	50	36	)	)	PUNCT
dad-11518	50	37	by	by	ADP
dad-11518	50	38	using	use	VERB
dad-11518	50	39	the	the	DET
dad-11518	50	40	paradise	paradise	PROPN
dad-11518	50	41	framework	framework	NOUN
dad-11518	50	42	initially	initially	ADV
dad-11518	50	43	proposed	propose	VERB
dad-11518	50	44	by	by	ADP
dad-11518	50	45	walker	walker	PROPN
dad-11518	50	46	et	et	PROPN
dad-11518	50	47	al	al	PROPN
dad-11518	50	48	.	.	PROPN
dad-11518	51	1	(	(	PUNCT
dad-11518	51	2	1997	1997	NUM
dad-11518	51	3	)	)	PUNCT
dad-11518	51	4	.	.	PUNCT
dad-11518	52	1	however	however	ADV
dad-11518	52	2	,	,	PUNCT
dad-11518	52	3	paradise	paradise	PROPN
dad-11518	52	4	relies	rely	VERB
dad-11518	52	5	on	on	ADP
dad-11518	52	6	the	the	DET
dad-11518	52	7	existence	existence	NOUN
dad-11518	52	8	of	of	ADP
dad-11518	52	9	explicit	explicit	ADJ
dad-11518	52	10	task	task	NOUN
dad-11518	52	11	success	success	NOUN
dad-11518	52	12	information	information	NOUN
dad-11518	52	13	,	,	PUNCT
dad-11518	52	14	which	which	PRON
dad-11518	52	15	is	be	AUX
dad-11518	52	16	usually	usually	ADV
dad-11518	52	17	hard	hard	ADJ
dad-11518	52	18	to	to	PART
dad-11518	52	19	obtain	obtain	VERB
dad-11518	52	20	.	.	PUNCT
dad-11518	53	1	furthermore	furthermore	ADV
dad-11518	53	2	,	,	PUNCT
dad-11518	53	3	to	to	PART
dad-11518	53	4	derive	derive	VERB
dad-11518	53	5	user	user	NOUN
dad-11518	53	6	ratings	rating	NOUN
dad-11518	53	7	within	within	ADP
dad-11518	53	8	that	that	DET
dad-11518	53	9	framework	framework	NOUN
dad-11518	53	10	,	,	PUNCT
dad-11518	53	11	users	user	NOUN
dad-11518	53	12	have	have	VERB
dad-11518	53	13	to	to	PART
dad-11518	53	14	answer	answer	VERB
dad-11518	53	15	a	a	DET
dad-11518	53	16	questionnaire	questionnaire	NOUN
dad-11518	53	17	,	,	PUNCT
dad-11518	53	18	which	which	PRON
dad-11518	53	19	is	be	AUX
dad-11518	53	20	usually	usually	ADV
dad-11518	53	21	not	not	PART
dad-11518	53	22	feasible	feasible	ADJ
dad-11518	53	23	in	in	ADP
dad-11518	53	24	real	real	ADJ
dad-11518	53	25	world	world	NOUN
dad-11518	53	26	settings	setting	NOUN
dad-11518	53	27	.	.	PUNCT
dad-11518	54	1	to	to	PART
dad-11518	54	2	overcome	overcome	VERB
dad-11518	54	3	this	this	PRON
dad-11518	54	4	,	,	PUNCT
dad-11518	54	5	paradise	paradise	PROPN
dad-11518	54	6	has	have	AUX
dad-11518	54	7	been	be	AUX
dad-11518	54	8	used	use	VERB
dad-11518	54	9	in	in	ADP
dad-11518	54	10	conjunction	conjunction	NOUN
dad-11518	54	11	with	with	ADP
dad-11518	54	12	expert	expert	NOUN
dad-11518	54	13	judges	judge	NOUN
dad-11518	54	14	instead	instead	ADV
dad-11518	54	15	(	(	PUNCT
dad-11518	54	16	el	el	PROPN
dad-11518	54	17	asri	asri	PROPN
dad-11518	54	18	et	et	PROPN
dad-11518	54	19	al	al	PROPN
dad-11518	54	20	.	.	PROPN
dad-11518	54	21	,	,	PUNCT
dad-11518	54	22	2012	2012	NUM
dad-11518	54	23	,	,	PUNCT
dad-11518	54	24	2013	2013	NUM
dad-11518	54	25	)	)	PUNCT
dad-11518	54	26	to	to	PART
dad-11518	54	27	enable	enable	VERB
dad-11518	54	28	unintrusive	unintrusive	ADJ
dad-11518	54	29	acquisition	acquisition	NOUN
dad-11518	54	30	of	of	ADP
dad-11518	54	31	dialogues	dialogue	NOUN
dad-11518	54	32	.	.	PUNCT
dad-11518	55	1	however	however	ADV
dad-11518	55	2	,	,	PUNCT
dad-11518	55	3	the	the	DET
dad-11518	55	4	problem	problem	NOUN
dad-11518	55	5	of	of	ADP
dad-11518	55	6	mapping	map	VERB
dad-11518	55	7	the	the	DET
dad-11518	55	8	results	result	NOUN
dad-11518	55	9	of	of	ADP
dad-11518	55	10	the	the	DET
dad-11518	55	11	questionnaire	questionnaire	NOUN
dad-11518	55	12	to	to	ADP
dad-11518	55	13	a	a	DET
dad-11518	55	14	scalar	scalar	ADJ
dad-11518	55	15	reward	reward	NOUN
dad-11518	55	16	value	value	NOUN
dad-11518	55	17	still	still	ADV
dad-11518	55	18	exists	exist	VERB
dad-11518	55	19	.	.	PUNCT
dad-11518	56	1	a	a	DET
dad-11518	56	2	similar	similar	ADJ
dad-11518	56	3	measure	measure	NOUN
dad-11518	56	4	called	call	VERB
dad-11518	56	5	response	response	NOUN
dad-11518	56	6	quality	quality	NOUN
dad-11518	56	7	has	have	AUX
dad-11518	56	8	been	be	AUX
dad-11518	56	9	proposed	propose	VERB
dad-11518	56	10	as	as	ADP
dad-11518	56	11	a	a	DET
dad-11518	56	12	measure	measure	NOUN
dad-11518	56	13	to	to	PART
dad-11518	56	14	capture	capture	VERB
dad-11518	56	15	user	user	NOUN
dad-11518	56	16	satisfaction	satisfaction	NOUN
dad-11518	56	17	as	as	ADP
dad-11518	56	18	an	an	DET
dad-11518	56	19	alternative	alternative	NOUN
dad-11518	56	20	to	to	ADP
dad-11518	56	21	interaction	interaction	NOUN
dad-11518	56	22	quality	quality	NOUN
dad-11518	56	23	(	(	PUNCT
dad-11518	56	24	bodigutla	bodigutla	NOUN
dad-11518	56	25	et	et	PROPN
dad-11518	56	26	al	al	PROPN
dad-11518	56	27	.	.	PROPN
dad-11518	56	28	,	,	PUNCT
dad-11518	56	29	2019b	2019b	NUM
dad-11518	56	30	,	,	PUNCT
dad-11518	56	31	a	a	PRON
dad-11518	56	32	,	,	PUNCT
dad-11518	56	33	2020	2020	NUM
dad-11518	56	34	)	)	PUNCT
dad-11518	56	35	.	.	PUNCT
dad-11518	57	1	in	in	ADP
dad-11518	57	2	contrast	contrast	NOUN
dad-11518	57	3	to	to	ADP
dad-11518	57	4	83	83	NUM
dad-11518	57	5	ultes	ulte	NOUN
dad-11518	57	6	and	and	CCONJ
dad-11518	57	7	maier	maier	X
dad-11518	57	8	the	the	DET
dad-11518	57	9	interaction	interaction	NOUN
dad-11518	57	10	quality	quality	NOUN
dad-11518	57	11	,	,	PUNCT
dad-11518	57	12	the	the	DET
dad-11518	57	13	response	response	NOUN
dad-11518	57	14	quality	quality	NOUN
dad-11518	57	15	focuses	focus	VERB
dad-11518	57	16	more	more	ADJ
dad-11518	57	17	on	on	ADP
dad-11518	57	18	the	the	DET
dad-11518	57	19	overal	overal	ADJ
dad-11518	57	20	performance	performance	NOUN
dad-11518	57	21	of	of	ADP
dad-11518	57	22	a	a	DET
dad-11518	57	23	system	system	NOUN
dad-11518	57	24	,	,	PUNCT
dad-11518	57	25	e.g.	e.g.	ADV
dad-11518	57	26	,	,	PUNCT
dad-11518	57	27	including	include	VERB
dad-11518	57	28	the	the	DET
dad-11518	57	29	functionality	functionality	NOUN
dad-11518	57	30	of	of	ADP
dad-11518	57	31	back	back	ADJ
dad-11518	57	32	-	-	PUNCT
dad-11518	57	33	end	end	NOUN
dad-11518	57	34	services	service	NOUN
dad-11518	57	35	.	.	PUNCT
dad-11518	58	1	thus	thus	ADV
dad-11518	58	2	,	,	PUNCT
dad-11518	58	3	it	it	PRON
dad-11518	58	4	is	be	AUX
dad-11518	58	5	hard	hard	ADJ
dad-11518	58	6	to	to	PART
dad-11518	58	7	identify	identify	VERB
dad-11518	58	8	if	if	SCONJ
dad-11518	58	9	a	a	DET
dad-11518	58	10	negative	negative	ADJ
dad-11518	58	11	score	score	NOUN
dad-11518	58	12	should	should	AUX
dad-11518	58	13	be	be	AUX
dad-11518	58	14	attributed	attribute	VERB
dad-11518	58	15	to	to	ADP
dad-11518	58	16	the	the	DET
dad-11518	58	17	performance	performance	NOUN
dad-11518	58	18	of	of	ADP
dad-11518	58	19	a	a	DET
dad-11518	58	20	back	back	ADJ
dad-11518	58	21	-	-	PUNCT
dad-11518	58	22	end	end	NOUN
dad-11518	58	23	service	service	NOUN
dad-11518	58	24	or	or	CCONJ
dad-11518	58	25	the	the	DET
dad-11518	58	26	interaction	interaction	NOUN
dad-11518	58	27	itself	itself	PRON
dad-11518	58	28	.	.	PUNCT
dad-11518	59	1	thus	thus	ADV
dad-11518	59	2	,	,	PUNCT
dad-11518	59	3	the	the	DET
dad-11518	59	4	response	response	NOUN
dad-11518	59	5	quality	quality	NOUN
dad-11518	59	6	is	be	AUX
dad-11518	59	7	not	not	PART
dad-11518	59	8	suitable	suitable	ADJ
dad-11518	59	9	for	for	ADP
dad-11518	59	10	learning	learn	VERB
dad-11518	59	11	the	the	DET
dad-11518	59	12	behaviour	behaviour	NOUN
dad-11518	59	13	of	of	ADP
dad-11518	59	14	a	a	DET
dad-11518	59	15	dialogue	dialogue	NOUN
dad-11518	59	16	system	system	NOUN
dad-11518	59	17	.	.	PUNCT
dad-11518	60	1	other	other	ADJ
dad-11518	60	2	research	research	NOUN
dad-11518	60	3	uses	use	VERB
dad-11518	60	4	different	different	ADJ
dad-11518	60	5	cues	cue	NOUN
dad-11518	60	6	for	for	ADP
dad-11518	60	7	reward	reward	NOUN
dad-11518	60	8	estimation	estimation	NOUN
dad-11518	60	9	.	.	PUNCT
dad-11518	61	1	for	for	ADP
dad-11518	61	2	instance	instance	NOUN
dad-11518	61	3	,	,	PUNCT
dad-11518	61	4	misu	misu	PROPN
dad-11518	61	5	et	et	PROPN
dad-11518	61	6	al	al	PROPN
dad-11518	61	7	.	.	PROPN
dad-11518	61	8	(	(	PUNCT
dad-11518	61	9	2012	2012	NUM
dad-11518	61	10	)	)	PUNCT
dad-11518	61	11	investigate	investigate	VERB
dad-11518	61	12	domain	domain	NOUN
dad-11518	61	13	-	-	PUNCT
dad-11518	61	14	independent	independent	ADJ
dad-11518	61	15	dialogue	dialogue	NOUN
dad-11518	61	16	policy	policy	NOUN
dad-11518	61	17	learning	learning	NOUN
dad-11518	61	18	in	in	ADP
dad-11518	61	19	the	the	DET
dad-11518	61	20	context	context	NOUN
dad-11518	61	21	of	of	ADP
dad-11518	61	22	question	question	NOUN
dad-11518	61	23	-	-	PUNCT
dad-11518	61	24	answering	answer	VERB
dad-11518	61	25	dialogues	dialogue	NOUN
dad-11518	61	26	.	.	PUNCT
dad-11518	62	1	users	user	NOUN
dad-11518	62	2	are	be	AUX
dad-11518	62	3	asked	ask	VERB
dad-11518	62	4	to	to	PART
dad-11518	62	5	rate	rate	VERB
dad-11518	62	6	dialogues	dialogue	NOUN
dad-11518	62	7	on	on	ADP
dad-11518	62	8	a	a	DET
dad-11518	62	9	likert	likert	ADJ
dad-11518	62	10	scale	scale	NOUN
dad-11518	62	11	,	,	PUNCT
dad-11518	62	12	then	then	ADV
dad-11518	62	13	regression	regression	NOUN
dad-11518	62	14	is	be	AUX
dad-11518	62	15	used	use	VERB
dad-11518	62	16	to	to	PART
dad-11518	62	17	compute	compute	VERB
dad-11518	62	18	rewards	reward	NOUN
dad-11518	62	19	for	for	ADP
dad-11518	62	20	question	question	NOUN
dad-11518	62	21	-	-	PUNCT
dad-11518	62	22	answer	answer	NOUN
dad-11518	62	23	pairs	pair	NOUN
dad-11518	62	24	.	.	PUNCT
dad-11518	63	1	as	as	SCONJ
dad-11518	63	2	there	there	PRON
dad-11518	63	3	is	be	VERB
dad-11518	63	4	no	no	DET
dad-11518	63	5	explicit	explicit	ADJ
dad-11518	63	6	task	task	NOUN
dad-11518	63	7	success	success	NOUN
dad-11518	63	8	metric	metric	ADJ
dad-11518	63	9	(	(	PUNCT
dad-11518	63	10	their	their	PRON
dad-11518	63	11	dialogues	dialogue	NOUN
dad-11518	63	12	are	be	AUX
dad-11518	63	13	not	not	PART
dad-11518	63	14	strictly	strictly	ADV
dad-11518	63	15	task	task	NOUN
dad-11518	63	16	-	-	PUNCT
dad-11518	63	17	oriented	orient	VERB
dad-11518	63	18	and	and	CCONJ
dad-11518	63	19	somewhat	somewhat	ADV
dad-11518	63	20	similar	similar	ADJ
dad-11518	63	21	to	to	ADP
dad-11518	63	22	chat	chat	VERB
dad-11518	63	23	)	)	PUNCT
dad-11518	63	24	,	,	PUNCT
dad-11518	63	25	their	their	PRON
dad-11518	63	26	approach	approach	NOUN
dad-11518	63	27	is	be	AUX
dad-11518	63	28	also	also	ADV
dad-11518	63	29	domain	domain	NOUN
dad-11518	63	30	-	-	PUNCT
dad-11518	63	31	independent	independent	NOUN
dad-11518	63	32	.	.	PUNCT
dad-11518	64	1	shi	shi	PROPN
dad-11518	64	2	and	and	CCONJ
dad-11518	64	3	yu	yu	PROPN
dad-11518	64	4	(	(	PUNCT
dad-11518	64	5	2018	2018	NUM
dad-11518	64	6	)	)	PUNCT
dad-11518	64	7	incorporate	incorporate	VERB
dad-11518	64	8	user	user	NOUN
dad-11518	64	9	sentiment	sentiment	NOUN
dad-11518	64	10	information	information	NOUN
dad-11518	64	11	obtained	obtain	VERB
dad-11518	64	12	from	from	ADP
dad-11518	64	13	multi	multi	ADJ
dad-11518	64	14	-	-	ADJ
dad-11518	64	15	modal	modal	ADJ
dad-11518	64	16	cues	cue	NOUN
dad-11518	64	17	in	in	ADP
dad-11518	64	18	both	both	CCONJ
dad-11518	64	19	a	a	DET
dad-11518	64	20	supervised	supervised	ADJ
dad-11518	64	21	and	and	CCONJ
dad-11518	64	22	a	a	DET
dad-11518	64	23	reinforcement	reinforcement	NOUN
dad-11518	64	24	learning	learning	NOUN
dad-11518	64	25	setup	setup	NOUN
dad-11518	64	26	.	.	PUNCT
dad-11518	65	1	liu	liu	PROPN
dad-11518	65	2	and	and	CCONJ
dad-11518	65	3	lane	lane	PROPN
dad-11518	65	4	(	(	PUNCT
dad-11518	65	5	2018	2018	NUM
dad-11518	65	6	)	)	PUNCT
dad-11518	65	7	forego	forego	ADP
dad-11518	65	8	the	the	DET
dad-11518	65	9	need	need	NOUN
dad-11518	65	10	for	for	ADP
dad-11518	65	11	explicit	explicit	ADJ
dad-11518	65	12	ratings	rating	NOUN
dad-11518	65	13	and	and	CCONJ
dad-11518	65	14	rely	rely	VERB
dad-11518	65	15	only	only	ADV
dad-11518	65	16	on	on	ADP
dad-11518	65	17	adversarial	adversarial	ADJ
dad-11518	65	18	rewards	reward	NOUN
dad-11518	65	19	.	.	PUNCT
dad-11518	66	1	in	in	ADP
dad-11518	66	2	the	the	DET
dad-11518	66	3	area	area	NOUN
dad-11518	66	4	of	of	ADP
dad-11518	66	5	non	non	ADJ
dad-11518	66	6	-	-	ADJ
dad-11518	66	7	task	task	ADJ
dad-11518	66	8	-	-	PUNCT
dad-11518	66	9	oriented	orient	VERB
dad-11518	66	10	dialogue	dialogue	NOUN
dad-11518	66	11	,	,	PUNCT
dad-11518	66	12	cuayáhuitl	cuayáhuitl	PROPN
dad-11518	66	13	et	et	PROPN
dad-11518	66	14	al	al	PROPN
dad-11518	66	15	.	.	PUNCT
dad-11518	67	1	(	(	PUNCT
dad-11518	67	2	2018	2018	NUM
dad-11518	67	3	)	)	PUNCT
dad-11518	67	4	rely	rely	VERB
dad-11518	67	5	on	on	ADP
dad-11518	67	6	deep	deep	ADJ
dad-11518	67	7	reinforcement	reinforcement	NOUN
dad-11518	67	8	learning	learning	NOUN
dad-11518	67	9	and	and	CCONJ
dad-11518	67	10	investigates	investigate	VERB
dad-11518	67	11	the	the	DET
dad-11518	67	12	amount	amount	NOUN
dad-11518	67	13	of	of	ADP
dad-11518	67	14	dialogue	dialogue	NOUN
dad-11518	67	15	history	history	NOUN
dad-11518	67	16	that	that	PRON
dad-11518	67	17	has	have	VERB
dad-11518	67	18	to	to	PART
dad-11518	67	19	be	be	AUX
dad-11518	67	20	taken	take	VERB
dad-11518	67	21	into	into	ADP
dad-11518	67	22	account	account	NOUN
dad-11518	67	23	for	for	ADP
dad-11518	67	24	the	the	DET
dad-11518	67	25	estimation	estimation	NOUN
dad-11518	67	26	of	of	ADP
dad-11518	67	27	reward	reward	NOUN
dad-11518	67	28	,	,	PUNCT
dad-11518	67	29	also	also	ADV
dad-11518	67	30	without	without	ADP
dad-11518	67	31	relying	rely	VERB
dad-11518	67	32	on	on	ADP
dad-11518	67	33	explicit	explicit	ADJ
dad-11518	67	34	ratings	rating	NOUN
dad-11518	67	35	.	.	PUNCT
dad-11518	68	1	in	in	ADP
dad-11518	68	2	this	this	DET
dad-11518	68	3	work	work	NOUN
dad-11518	68	4	,	,	PUNCT
dad-11518	68	5	we	we	PRON
dad-11518	68	6	use	use	VERB
dad-11518	68	7	interaction	interaction	NOUN
dad-11518	68	8	quality	quality	NOUN
dad-11518	68	9	(	(	PUNCT
dad-11518	68	10	section	section	NOUN
dad-11518	68	11	3	3	NUM
dad-11518	68	12	)	)	PUNCT
dad-11518	68	13	due	due	ADP
dad-11518	68	14	to	to	ADP
dad-11518	68	15	the	the	DET
dad-11518	68	16	following	following	ADJ
dad-11518	68	17	reasons	reason	NOUN
dad-11518	68	18	:	:	PUNCT
dad-11518	68	19	interaction	interaction	NOUN
dad-11518	68	20	quality	quality	NOUN
dad-11518	68	21	models	model	NOUN
dad-11518	68	22	user	user	NOUN
dad-11518	68	23	satisfaction	satisfaction	NOUN
dad-11518	68	24	instead	instead	ADV
dad-11518	68	25	of	of	ADP
dad-11518	68	26	task	task	NOUN
dad-11518	68	27	success	success	NOUN
dad-11518	68	28	that	that	PRON
dad-11518	68	29	targets	target	VERB
dad-11518	68	30	the	the	DET
dad-11518	68	31	measurement	measurement	NOUN
dad-11518	68	32	of	of	ADP
dad-11518	68	33	task	task	PROPN
dad-11518	68	34	completion	completion	NOUN
dad-11518	68	35	.	.	PUNCT
dad-11518	69	1	other	other	ADJ
dad-11518	69	2	than	than	ADP
dad-11518	69	3	automatically	automatically	ADV
dad-11518	69	4	derived	derive	VERB
dad-11518	69	5	measures	measure	NOUN
dad-11518	69	6	such	such	ADJ
dad-11518	69	7	as	as	ADP
dad-11518	69	8	adversarial	adversarial	ADJ
dad-11518	69	9	signals	signal	NOUN
dad-11518	69	10	,	,	PUNCT
dad-11518	69	11	interaction	interaction	NOUN
dad-11518	69	12	quality	quality	NOUN
dad-11518	69	13	provides	provide	VERB
dad-11518	69	14	expert	expert	ADJ
dad-11518	69	15	ratings	rating	NOUN
dad-11518	69	16	.	.	PUNCT
dad-11518	70	1	these	these	DET
dad-11518	70	2	expert	expert	NOUN
dad-11518	70	3	ratings	rating	NOUN
dad-11518	70	4	reflect	reflect	VERB
dad-11518	70	5	the	the	DET
dad-11518	70	6	quality	quality	NOUN
dad-11518	70	7	of	of	ADP
dad-11518	70	8	the	the	DET
dad-11518	70	9	interaction	interaction	NOUN
dad-11518	70	10	itself	itself	PRON
dad-11518	70	11	,	,	PUNCT
dad-11518	70	12	with	with	ADP
dad-11518	70	13	no	no	DET
dad-11518	70	14	dependency	dependency	NOUN
dad-11518	70	15	on	on	ADP
dad-11518	70	16	the	the	DET
dad-11518	70	17	connected	connect	VERB
dad-11518	70	18	apis	apis	NOUN
dad-11518	70	19	as	as	SCONJ
dad-11518	70	20	it	it	PRON
dad-11518	70	21	is	be	AUX
dad-11518	70	22	the	the	DET
dad-11518	70	23	case	case	NOUN
dad-11518	70	24	for	for	ADP
dad-11518	70	25	response	response	NOUN
dad-11518	70	26	quality	quality	NOUN
dad-11518	70	27	;	;	PUNCT
dad-11518	70	28	furthermore	furthermore	ADV
dad-11518	70	29	,	,	PUNCT
dad-11518	70	30	they	they	PRON
dad-11518	70	31	are	be	AUX
dad-11518	70	32	easier	easy	ADJ
dad-11518	70	33	to	to	PART
dad-11518	70	34	obtain	obtain	VERB
dad-11518	70	35	than	than	ADP
dad-11518	70	36	ratings	rating	NOUN
dad-11518	70	37	from	from	ADP
dad-11518	70	38	mixed	mixed	ADJ
dad-11518	70	39	sources	source	NOUN
dad-11518	70	40	(	(	PUNCT
dad-11518	70	41	shi	shi	PROPN
dad-11518	70	42	and	and	CCONJ
dad-11518	70	43	yu	yu	PROPN
dad-11518	70	44	,	,	PUNCT
dad-11518	70	45	2018	2018	NUM
dad-11518	70	46	)	)	PUNCT
dad-11518	70	47	.	.	PUNCT
dad-11518	71	1	interaction	interaction	NOUN
dad-11518	71	2	quality	quality	NOUN
dad-11518	71	3	furthermore	furthermore	ADV
dad-11518	71	4	uses	use	VERB
dad-11518	71	5	scalar	scalar	ADJ
dad-11518	71	6	values	value	NOUN
dad-11518	71	7	applied	apply	VERB
dad-11518	71	8	by	by	ADP
dad-11518	71	9	experts	expert	NOUN
dad-11518	71	10	and	and	CCONJ
dad-11518	71	11	only	only	ADV
dad-11518	71	12	uses	use	VERB
dad-11518	71	13	task	task	NOUN
dad-11518	71	14	-	-	PUNCT
dad-11518	71	15	independent	independent	ADJ
dad-11518	71	16	features	feature	NOUN
dad-11518	71	17	that	that	PRON
dad-11518	71	18	are	be	AUX
dad-11518	71	19	valid	valid	ADJ
dad-11518	71	20	across	across	ADP
dad-11518	71	21	domains	domain	NOUN
dad-11518	71	22	and	and	CCONJ
dad-11518	71	23	easy	easy	ADJ
dad-11518	71	24	to	to	PART
dad-11518	71	25	derive	derive	VERB
dad-11518	71	26	,	,	PUNCT
dad-11518	71	27	which	which	PRON
dad-11518	71	28	gives	give	VERB
dad-11518	71	29	it	it	PRON
dad-11518	71	30	an	an	DET
dad-11518	71	31	edge	edge	NOUN
dad-11518	71	32	over	over	ADP
dad-11518	71	33	the	the	DET
dad-11518	71	34	approaches	approach	NOUN
dad-11518	71	35	relying	rely	VERB
dad-11518	71	36	on	on	ADP
dad-11518	71	37	the	the	DET
dad-11518	71	38	paradise	paradise	PROPN
dad-11518	71	39	framework	framework	NOUN
dad-11518	71	40	.	.	PUNCT
dad-11518	72	1	3	3	X
dad-11518	72	2	.	.	X
dad-11518	72	3	interaction	interaction	NOUN
dad-11518	72	4	quality	quality	NOUN
dad-11518	72	5	reward	reward	NOUN
dad-11518	72	6	estimation	estimation	NOUN
dad-11518	72	7	in	in	ADP
dad-11518	72	8	this	this	DET
dad-11518	72	9	work	work	NOUN
dad-11518	72	10	,	,	PUNCT
dad-11518	72	11	the	the	DET
dad-11518	72	12	reward	reward	NOUN
dad-11518	72	13	estimator	estimator	NOUN
dad-11518	72	14	is	be	AUX
dad-11518	72	15	based	base	VERB
dad-11518	72	16	on	on	ADP
dad-11518	72	17	estimating	estimate	VERB
dad-11518	72	18	the	the	DET
dad-11518	72	19	interaction	interaction	NOUN
dad-11518	72	20	quality	quality	NOUN
dad-11518	72	21	(	(	PUNCT
dad-11518	72	22	iq	iq	NOUN
dad-11518	72	23	)	)	PUNCT
dad-11518	72	24	(	(	PUNCT
dad-11518	72	25	schmitt	schmitt	PROPN
dad-11518	72	26	and	and	CCONJ
dad-11518	72	27	ultes	ulte	NOUN
dad-11518	72	28	,	,	PUNCT
dad-11518	72	29	2015	2015	NUM
dad-11518	72	30	)	)	PUNCT
dad-11518	72	31	for	for	ADP
dad-11518	72	32	learning	learn	VERB
dad-11518	72	33	information	information	NOUN
dad-11518	72	34	-	-	PUNCT
dad-11518	72	35	seeking	seek	VERB
dad-11518	72	36	dialogue	dialogue	NOUN
dad-11518	72	37	policies	policy	NOUN
dad-11518	72	38	.	.	PUNCT
dad-11518	73	1	iq	iq	PROPN
dad-11518	73	2	represents	represent	VERB
dad-11518	73	3	a	a	DET
dad-11518	73	4	less	less	ADV
dad-11518	73	5	subjective	subjective	ADJ
dad-11518	73	6	variant	variant	NOUN
dad-11518	73	7	of	of	ADP
dad-11518	73	8	user	user	NOUN
dad-11518	73	9	satisfaction	satisfaction	NOUN
dad-11518	73	10	:	:	PUNCT
dad-11518	73	11	instead	instead	ADV
dad-11518	73	12	of	of	ADP
dad-11518	73	13	being	be	AUX
dad-11518	73	14	acquired	acquire	VERB
dad-11518	73	15	from	from	ADP
dad-11518	73	16	users	user	NOUN
dad-11518	73	17	directly	directly	ADV
dad-11518	73	18	,	,	PUNCT
dad-11518	73	19	experts	expert	NOUN
dad-11518	73	20	annotate	annotate	VERB
dad-11518	73	21	pre	pre	ADJ
dad-11518	73	22	-	-	ADJ
dad-11518	73	23	recorded	recorded	ADJ
dad-11518	73	24	dialogues	dialogue	NOUN
dad-11518	73	25	to	to	PART
dad-11518	73	26	avoid	avoid	VERB
dad-11518	73	27	the	the	DET
dad-11518	73	28	large	large	ADJ
dad-11518	73	29	variance	variance	NOUN
dad-11518	73	30	that	that	PRON
dad-11518	73	31	is	be	AUX
dad-11518	73	32	often	often	ADV
dad-11518	73	33	encountered	encounter	VERB
dad-11518	73	34	when	when	SCONJ
dad-11518	73	35	users	user	NOUN
dad-11518	73	36	rate	rate	VERB
dad-11518	73	37	their	their	PRON
dad-11518	73	38	dialogues	dialogue	NOUN
dad-11518	73	39	directly	directly	ADV
dad-11518	73	40	(	(	PUNCT
dad-11518	73	41	schmitt	schmitt	PROPN
dad-11518	73	42	and	and	CCONJ
dad-11518	73	43	ultes	ulte	NOUN
dad-11518	73	44	,	,	PUNCT
dad-11518	73	45	2015	2015	NUM
dad-11518	73	46	)	)	PUNCT
dad-11518	73	47	.	.	PUNCT
dad-11518	74	1	the	the	DET
dad-11518	74	2	iq	iq	PROPN
dad-11518	74	3	estimation	estimation	NOUN
dad-11518	74	4	model	model	NOUN
dad-11518	74	5	will	will	AUX
dad-11518	74	6	be	be	AUX
dad-11518	74	7	used	use	VERB
dad-11518	74	8	as	as	ADP
dad-11518	74	9	a	a	DET
dad-11518	74	10	reward	reward	NOUN
dad-11518	74	11	estimator	estimator	NOUN
dad-11518	74	12	as	as	SCONJ
dad-11518	74	13	depicted	depict	VERB
dad-11518	74	14	in	in	ADP
dad-11518	74	15	figure	figure	NOUN
dad-11518	74	16	1	1	NUM
dad-11518	74	17	.	.	PUNCT
dad-11518	74	18	with	with	ADP
dad-11518	74	19	parameters	parameter	NOUN
dad-11518	74	20	that	that	PRON
dad-11518	74	21	are	be	AUX
dad-11518	74	22	collected	collect	VERB
dad-11518	74	23	from	from	ADP
dad-11518	74	24	the	the	DET
dad-11518	74	25	dialogue	dialogue	NOUN
dad-11518	74	26	system	system	NOUN
dad-11518	74	27	modules	module	NOUN
dad-11518	74	28	for	for	ADP
dad-11518	74	29	each	each	DET
dad-11518	74	30	time	time	NOUN
dad-11518	74	31	step	step	NOUN
dad-11518	74	32	t	t	PROPN
dad-11518	74	33	,	,	PUNCT
dad-11518	74	34	the	the	DET
dad-11518	74	35	reward	reward	NOUN
dad-11518	74	36	estimator	estimator	NOUN
dad-11518	74	37	derives	derive	VERB
dad-11518	74	38	the	the	DET
dad-11518	74	39	reward	reward	NOUN
dad-11518	74	40	rt	rt	PROPN
dad-11518	74	41	that	that	PRON
dad-11518	74	42	is	be	AUX
dad-11518	74	43	used	use	VERB
dad-11518	74	44	for	for	ADP
dad-11518	74	45	learning	learn	VERB
dad-11518	74	46	the	the	DET
dad-11518	74	47	dialogue	dialogue	NOUN
dad-11518	74	48	policy	policy	NOUN
dad-11518	74	49	π	π	PROPN
dad-11518	74	50	.	.	PUNCT
dad-11518	75	1	iq	iq	PROPN
dad-11518	75	2	is	be	AUX
dad-11518	75	3	defined	define	VERB
dad-11518	75	4	on	on	ADP
dad-11518	75	5	a	a	DET
dad-11518	75	6	five	five	NUM
dad-11518	75	7	-	-	PUNCT
dad-11518	75	8	point	point	NOUN
dad-11518	75	9	scale	scale	NOUN
dad-11518	75	10	from	from	ADP
dad-11518	75	11	five	five	NUM
dad-11518	75	12	(	(	PUNCT
dad-11518	75	13	satisfied	satisfied	ADJ
dad-11518	75	14	)	)	PUNCT
dad-11518	75	15	down	down	ADP
dad-11518	75	16	to	to	ADP
dad-11518	75	17	one	one	NUM
dad-11518	75	18	(	(	PUNCT
dad-11518	75	19	extremely	extremely	ADV
dad-11518	75	20	unsatisfied	unsatisfied	ADJ
dad-11518	75	21	)	)	PUNCT
dad-11518	75	22	.	.	PUNCT
dad-11518	76	1	to	to	PART
dad-11518	76	2	derive	derive	VERB
dad-11518	76	3	a	a	DET
dad-11518	76	4	reward	reward	NOUN
dad-11518	76	5	from	from	ADP
dad-11518	76	6	this	this	DET
dad-11518	76	7	value	value	NOUN
dad-11518	76	8	,	,	PUNCT
dad-11518	76	9	the	the	DET
dad-11518	76	10	equation	equation	NOUN
dad-11518	76	11	riq	riq	NOUN
dad-11518	76	12	=	=	SYM
dad-11518	76	13	t	t	PROPN
dad-11518	76	14	·	·	PUNCT
dad-11518	76	15	(	(	PUNCT
dad-11518	76	16	−1	−1	NOUN
dad-11518	76	17	)	)	PUNCT
dad-11518	77	1	+	+	CCONJ
dad-11518	77	2	(	(	PUNCT
dad-11518	77	3	iq	iq	INTJ
dad-11518	77	4	−	−	NOUN
dad-11518	77	5	1	1	NUM
dad-11518	77	6	)	)	PUNCT
dad-11518	77	7	·	·	PUNCT
dad-11518	77	8	5	5	NUM
dad-11518	77	9	(	(	PUNCT
dad-11518	77	10	1	1	NUM
dad-11518	77	11	)	)	PUNCT
dad-11518	77	12	is	be	AUX
dad-11518	77	13	used	use	VERB
dad-11518	77	14	where	where	SCONJ
dad-11518	77	15	riq	riq	NOUN
dad-11518	77	16	describes	describe	VERB
dad-11518	77	17	the	the	DET
dad-11518	77	18	final	final	ADJ
dad-11518	77	19	reward	reward	NOUN
dad-11518	77	20	.	.	PUNCT
dad-11518	78	1	it	it	PRON
dad-11518	78	2	is	be	AUX
dad-11518	78	3	applied	apply	VERB
dad-11518	78	4	to	to	ADP
dad-11518	78	5	the	the	DET
dad-11518	78	6	final	final	ADJ
dad-11518	78	7	turn	turn	NOUN
dad-11518	78	8	of	of	ADP
dad-11518	78	9	the	the	DET
dad-11518	78	10	dialogue	dialogue	NOUN
dad-11518	78	11	of	of	ADP
dad-11518	78	12	length	length	NOUN
dad-11518	78	13	t	t	NOUN
dad-11518	78	14	with	with	ADP
dad-11518	78	15	a	a	DET
dad-11518	78	16	final	final	ADJ
dad-11518	78	17	iq	iq	NOUN
dad-11518	78	18	value	value	NOUN
dad-11518	78	19	of	of	ADP
dad-11518	78	20	iq	iq	NOUN
dad-11518	78	21	.	.	PUNCT
dad-11518	79	1	a	a	DET
dad-11518	79	2	per	per	ADP
dad-11518	79	3	-	-	PUNCT
dad-11518	79	4	turn	turn	NOUN
dad-11518	79	5	penalty	penalty	NOUN
dad-11518	79	6	of	of	ADP
dad-11518	79	7	−1	−1	NOUN
dad-11518	79	8	is	be	AUX
dad-11518	79	9	added	add	VERB
dad-11518	79	10	to	to	ADP
dad-11518	79	11	the	the	DET
dad-11518	79	12	dialogue	dialogue	NOUN
dad-11518	79	13	outcome	outcome	NOUN
dad-11518	79	14	.	.	PUNCT
dad-11518	80	1	this	this	DET
dad-11518	80	2	results	result	VERB
dad-11518	80	3	in	in	ADP
dad-11518	80	4	a	a	DET
dad-11518	80	5	reward	reward	NOUN
dad-11518	80	6	range	range	NOUN
dad-11518	80	7	of	of	ADP
dad-11518	80	8	19	19	NUM
dad-11518	80	9	(	(	PUNCT
dad-11518	80	10	because	because	SCONJ
dad-11518	80	11	there	there	PRON
dad-11518	80	12	is	be	VERB
dad-11518	80	13	always	always	ADV
dad-11518	80	14	at	at	ADV
dad-11518	80	15	least	least	ADV
dad-11518	80	16	one	one	NUM
dad-11518	80	17	turn	turn	NOUN
dad-11518	80	18	)	)	PUNCT
dad-11518	80	19	down	down	ADP
dad-11518	80	20	to	to	ADP
dad-11518	80	21	−t	−t	NOUN
dad-11518	80	22	,	,	PUNCT
dad-11518	80	23	which	which	PRON
dad-11518	80	24	is	be	AUX
dad-11518	80	25	consistent	consistent	ADJ
dad-11518	80	26	with	with	ADP
dad-11518	80	27	related	related	ADJ
dad-11518	80	28	work	work	NOUN
dad-11518	80	29	(	(	PUNCT
dad-11518	80	30	e.g.	e.g.	ADV
dad-11518	80	31	,	,	PUNCT
dad-11518	80	32	gašić	gašić	NOUN
dad-11518	80	33	and	and	CCONJ
dad-11518	80	34	young	young	ADJ
dad-11518	80	35	,	,	PUNCT
dad-11518	80	36	2014	2014	NUM
dad-11518	80	37	;	;	PUNCT
dad-11518	80	38	vandyke	vandyke	PROPN
dad-11518	80	39	et	et	PROPN
dad-11518	80	40	al	al	PROPN
dad-11518	80	41	.	.	PROPN
dad-11518	80	42	,	,	PUNCT
dad-11518	80	43	2015	2015	NUM
dad-11518	80	44	;	;	PUNCT
dad-11518	80	45	su	su	PROPN
dad-11518	80	46	et	et	PROPN
dad-11518	80	47	al	al	PROPN
dad-11518	80	48	.	.	PROPN
dad-11518	80	49	,	,	PUNCT
dad-11518	80	50	2016	2016	NUM
dad-11518	80	51	)	)	PUNCT
dad-11518	80	52	in	in	ADP
dad-11518	80	53	which	which	PRON
dad-11518	80	54	binary	binary	ADJ
dad-11518	80	55	task	task	NOUN
dad-11518	80	56	success	success	NOUN
dad-11518	80	57	(	(	PUNCT
dad-11518	80	58	ts	ts	NOUN
dad-11518	80	59	)	)	PUNCT
dad-11518	80	60	was	be	AUX
dad-11518	80	61	used	use	VERB
dad-11518	80	62	to	to	PART
dad-11518	80	63	define	define	VERB
dad-11518	80	64	the	the	DET
dad-11518	80	65	reward	reward	NOUN
dad-11518	80	66	as	as	ADP
dad-11518	80	67	:	:	PUNCT
dad-11518	80	68	rts	rt	NOUN
dad-11518	80	69	=	=	SYM
dad-11518	80	70	t	t	PROPN
dad-11518	80	71	·	·	PUNCT
dad-11518	80	72	(	(	PUNCT
dad-11518	80	73	−1	−1	NOUN
dad-11518	80	74	)	)	PUNCT
dad-11518	81	1	+	+	CCONJ
dad-11518	81	2	1ts	1ts	ADJ
dad-11518	81	3	·	·	PUNCT
dad-11518	81	4	20	20	NUM
dad-11518	81	5	,	,	PUNCT
dad-11518	81	6	(	(	PUNCT
dad-11518	81	7	2	2	NUM
dad-11518	81	8	)	)	PUNCT
dad-11518	81	9	84	84	NUM
dad-11518	81	10	user	user	NOUN
dad-11518	81	11	satisfaction	satisfaction	NOUN
dad-11518	81	12	reward	reward	NOUN
dad-11518	81	13	estimation	estimation	NOUN
dad-11518	81	14	across	across	ADP
dad-11518	81	15	domains	domain	NOUN
dad-11518	81	16	s	s	PART
dad-11518	81	17	u	u	NOUN
dad-11518	81	18	s	s	PART
dad-11518	81	19	u	u	NOUN
dad-11518	81	20	s	s	PROPN
dad-11518	81	21	u	u	NOUN
dad-11518	81	22	s	s	PROPN
dad-11518	81	23	u	u	NOUN
dad-11518	81	24	…	…	SYM
dad-11518	81	25	s1	s1	NOUN
dad-11518	81	26	u1	u1	NOUN
dad-11518	81	27	s2	s2	NOUN
dad-11518	81	28	u2	u2	PROPN
dad-11518	81	29	s3	s3	PROPN
dad-11518	81	30	u3	u3	PROPN
dad-11518	81	31	sn	sn	PROPN
dad-11518	81	32	un	un	PROPN
dad-11518	81	33	…	…	PUNCT
dad-11518	81	34	e1	e1	PROPN
dad-11518	81	35	e2	e2	PROPN
dad-11518	81	36	e3	e3	VERB
dad-11518	81	37	en	en	X
dad-11518	81	38	figure	figure	NOUN
dad-11518	81	39	2	2	NUM
dad-11518	81	40	:	:	PUNCT
dad-11518	81	41	a	a	DET
dad-11518	81	42	dialogue	dialogue	NOUN
dad-11518	81	43	may	may	AUX
dad-11518	81	44	be	be	AUX
dad-11518	81	45	separated	separate	VERB
dad-11518	81	46	into	into	ADP
dad-11518	81	47	a	a	DET
dad-11518	81	48	sequence	sequence	NOUN
dad-11518	81	49	of	of	ADP
dad-11518	81	50	system	system	NOUN
dad-11518	81	51	-	-	PUNCT
dad-11518	81	52	user	user	NOUN
dad-11518	81	53	-	-	PUNCT
dad-11518	81	54	exchanges	exchange	NOUN
dad-11518	81	55	where	where	SCONJ
dad-11518	81	56	each	each	DET
dad-11518	81	57	exchange	exchange	NOUN
dad-11518	81	58	ei	ei	INTJ
dad-11518	81	59	consists	consist	VERB
dad-11518	81	60	of	of	ADP
dad-11518	81	61	a	a	DET
dad-11518	81	62	system	system	NOUN
dad-11518	81	63	turn	turn	NOUN
dad-11518	81	64	si	si	PROPN
dad-11518	81	65	followed	follow	VERB
dad-11518	81	66	by	by	ADP
dad-11518	81	67	a	a	DET
dad-11518	81	68	user	user	NOUN
dad-11518	81	69	turn	turn	NOUN
dad-11518	81	70	ui	ui	PROPN
dad-11518	81	71	.	.	PUNCT
dad-11518	82	1	where	where	SCONJ
dad-11518	82	2	1ts	1ts	ADJ
dad-11518	82	3	=	=	NOUN
dad-11518	82	4	1	1	NUM
dad-11518	82	5	only	only	ADV
dad-11518	82	6	if	if	SCONJ
dad-11518	82	7	the	the	DET
dad-11518	82	8	dialogue	dialogue	NOUN
dad-11518	82	9	was	be	AUX
dad-11518	82	10	successful	successful	ADJ
dad-11518	82	11	,	,	PUNCT
dad-11518	83	1	1ts	1ts	ADJ
dad-11518	83	2	=	=	SYM
dad-11518	83	3	0	0	NUM
dad-11518	83	4	otherwise	otherwise	ADV
dad-11518	83	5	.	.	PUNCT
dad-11518	84	1	rts	rt	NOUN
dad-11518	84	2	will	will	AUX
dad-11518	84	3	be	be	AUX
dad-11518	84	4	used	use	VERB
dad-11518	84	5	as	as	ADP
dad-11518	84	6	a	a	DET
dad-11518	84	7	baseline	baseline	NOUN
dad-11518	84	8	.	.	PUNCT
dad-11518	85	1	3.1	3.1	NUM
dad-11518	85	2	interaction	interaction	NOUN
dad-11518	85	3	quality	quality	NOUN
dad-11518	85	4	and	and	CCONJ
dad-11518	85	5	the	the	DET
dad-11518	85	6	lego	lego	NOUN
dad-11518	85	7	corpus	corpus	PROPN
dad-11518	85	8	interaction	interaction	NOUN
dad-11518	85	9	quality	quality	NOUN
dad-11518	85	10	is	be	AUX
dad-11518	85	11	defined	define	VERB
dad-11518	85	12	similarly	similarly	ADV
dad-11518	85	13	to	to	ADP
dad-11518	85	14	user	user	NOUN
dad-11518	85	15	satisfaction	satisfaction	NOUN
dad-11518	85	16	:	:	PUNCT
dad-11518	85	17	while	while	SCONJ
dad-11518	85	18	the	the	DET
dad-11518	85	19	latter	latter	NOUN
dad-11518	85	20	represents	represent	VERB
dad-11518	85	21	the	the	DET
dad-11518	85	22	true	true	ADJ
dad-11518	85	23	disposition	disposition	NOUN
dad-11518	85	24	of	of	ADP
dad-11518	85	25	the	the	DET
dad-11518	85	26	user	user	NOUN
dad-11518	85	27	,	,	PUNCT
dad-11518	85	28	iq	iq	PROPN
dad-11518	85	29	is	be	AUX
dad-11518	85	30	the	the	DET
dad-11518	85	31	disposition	disposition	NOUN
dad-11518	85	32	of	of	ADP
dad-11518	85	33	the	the	DET
dad-11518	85	34	user	user	NOUN
dad-11518	85	35	assumed	assume	VERB
dad-11518	85	36	by	by	ADP
dad-11518	85	37	an	an	DET
dad-11518	85	38	expert	expert	NOUN
dad-11518	85	39	annotator	annotator	NOUN
dad-11518	85	40	.	.	PUNCT
dad-11518	86	1	here	here	ADV
dad-11518	86	2	,	,	PUNCT
dad-11518	86	3	expert	expert	NOUN
dad-11518	86	4	annotators	annotator	NOUN
dad-11518	86	5	are	be	AUX
dad-11518	86	6	people	people	NOUN
dad-11518	86	7	who	who	PRON
dad-11518	86	8	listen	listen	VERB
dad-11518	86	9	to	to	ADP
dad-11518	86	10	recorded	record	VERB
dad-11518	86	11	dialogues	dialogue	NOUN
dad-11518	86	12	after	after	ADP
dad-11518	86	13	the	the	DET
dad-11518	86	14	interactions	interaction	NOUN
dad-11518	86	15	and	and	CCONJ
dad-11518	86	16	rate	rate	VERB
dad-11518	86	17	them	they	PRON
dad-11518	86	18	by	by	ADP
dad-11518	86	19	assuming	assume	VERB
dad-11518	86	20	the	the	DET
dad-11518	86	21	point	point	NOUN
dad-11518	86	22	of	of	ADP
dad-11518	86	23	view	view	NOUN
dad-11518	86	24	of	of	ADP
dad-11518	86	25	the	the	DET
dad-11518	86	26	actual	actual	ADJ
dad-11518	86	27	person	person	NOUN
dad-11518	86	28	performing	perform	VERB
dad-11518	86	29	the	the	DET
dad-11518	86	30	dialogue	dialogue	NOUN
dad-11518	86	31	.	.	PUNCT
dad-11518	87	1	these	these	DET
dad-11518	87	2	experts	expert	NOUN
dad-11518	87	3	are	be	AUX
dad-11518	87	4	supposed	suppose	VERB
dad-11518	87	5	to	to	PART
dad-11518	87	6	have	have	VERB
dad-11518	87	7	some	some	DET
dad-11518	87	8	experience	experience	NOUN
dad-11518	87	9	with	with	ADP
dad-11518	87	10	dialogue	dialogue	NOUN
dad-11518	87	11	systems	system	NOUN
dad-11518	87	12	.	.	PUNCT
dad-11518	88	1	for	for	ADP
dad-11518	88	2	the	the	DET
dad-11518	88	3	lego	lego	NOUN
dad-11518	88	4	corpus	corpu	NOUN
dad-11518	88	5	—	—	PUNCT
dad-11518	88	6	the	the	DET
dad-11518	88	7	data	datum	NOUN
dad-11518	88	8	set	set	VERB
dad-11518	88	9	used	use	VERB
dad-11518	88	10	in	in	ADP
dad-11518	88	11	this	this	DET
dad-11518	88	12	work	work	NOUN
dad-11518	88	13	—	—	PUNCT
dad-11518	88	14	,	,	PUNCT
dad-11518	88	15	expert	expert	NOUN
dad-11518	88	16	annotators	annotator	NOUN
dad-11518	88	17	were	be	AUX
dad-11518	88	18	“	"	PUNCT
dad-11518	88	19	advanced	advanced	ADJ
dad-11518	88	20	students	student	NOUN
dad-11518	88	21	of	of	ADP
dad-11518	88	22	computer	computer	NOUN
dad-11518	88	23	science	science	NOUN
dad-11518	88	24	and	and	CCONJ
dad-11518	88	25	engineering	engineering	NOUN
dad-11518	88	26	”	"	PUNCT
dad-11518	88	27	(	(	PUNCT
dad-11518	88	28	schmitt	schmitt	NOUN
dad-11518	88	29	and	and	CCONJ
dad-11518	88	30	ultes	ulte	NOUN
dad-11518	88	31	,	,	PUNCT
dad-11518	88	32	2015	2015	NUM
dad-11518	88	33	;	;	PUNCT
dad-11518	89	1	schmitt	schmitt	PROPN
dad-11518	89	2	et	et	PROPN
dad-11518	89	3	al	al	PROPN
dad-11518	89	4	.	.	PROPN
dad-11518	89	5	,	,	PUNCT
dad-11518	89	6	2011	2011	NUM
dad-11518	89	7	)	)	PUNCT
dad-11518	89	8	,	,	PUNCT
dad-11518	89	9	i.e.	i.e.	X
dad-11518	89	10	,	,	PUNCT
dad-11518	89	11	grad	grad	ADJ
dad-11518	89	12	students	student	NOUN
dad-11518	89	13	.	.	PUNCT
dad-11518	90	1	interaction	interaction	NOUN
dad-11518	90	2	quality	quality	NOUN
dad-11518	90	3	has	have	AUX
dad-11518	90	4	been	be	AUX
dad-11518	90	5	shown	show	VERB
dad-11518	90	6	to	to	PART
dad-11518	90	7	be	be	AUX
dad-11518	90	8	a	a	DET
dad-11518	90	9	suitable	suitable	ADJ
dad-11518	90	10	surrogate	surrogate	NOUN
dad-11518	90	11	for	for	ADP
dad-11518	90	12	user	user	NOUN
dad-11518	90	13	satisfaction	satisfaction	NOUN
dad-11518	90	14	by	by	ADP
dad-11518	90	15	ultes	ulte	NOUN
dad-11518	90	16	et	et	PROPN
dad-11518	90	17	al	al	PROPN
dad-11518	90	18	.	.	PROPN
dad-11518	91	1	(	(	PUNCT
dad-11518	91	2	2013	2013	NUM
dad-11518	91	3	)	)	PUNCT
dad-11518	91	4	.	.	PUNCT
dad-11518	92	1	comparing	compare	VERB
dad-11518	92	2	user	user	NOUN
dad-11518	92	3	satisfaction	satisfaction	NOUN
dad-11518	92	4	ratings	rating	NOUN
dad-11518	92	5	and	and	CCONJ
dad-11518	92	6	interaction	interaction	NOUN
dad-11518	92	7	quality	quality	NOUN
dad-11518	92	8	ratings	rating	NOUN
dad-11518	92	9	for	for	ADP
dad-11518	92	10	the	the	DET
dad-11518	92	11	same	same	ADJ
dad-11518	92	12	data	datum	NOUN
dad-11518	92	13	showed	show	VERB
dad-11518	92	14	a	a	DET
dad-11518	92	15	high	high	ADJ
dad-11518	92	16	correlation	correlation	NOUN
dad-11518	92	17	between	between	ADP
dad-11518	92	18	the	the	DET
dad-11518	92	19	labels	label	NOUN
dad-11518	92	20	.	.	PUNCT
dad-11518	93	1	estimation	estimation	NOUN
dad-11518	93	2	models	model	NOUN
dad-11518	93	3	trained	train	VERB
dad-11518	93	4	on	on	ADP
dad-11518	93	5	one	one	NUM
dad-11518	93	6	(	(	PUNCT
dad-11518	93	7	user	user	NOUN
dad-11518	93	8	satisfaction	satisfaction	NOUN
dad-11518	93	9	or	or	CCONJ
dad-11518	93	10	interaction	interaction	NOUN
dad-11518	93	11	quality	quality	NOUN
dad-11518	93	12	)	)	PUNCT
dad-11518	93	13	and	and	CCONJ
dad-11518	93	14	evaluated	evaluate	VERB
dad-11518	93	15	on	on	ADP
dad-11518	93	16	the	the	DET
dad-11518	93	17	other	other	ADJ
dad-11518	93	18	result	result	NOUN
dad-11518	93	19	in	in	ADP
dad-11518	93	20	estimation	estimation	NOUN
dad-11518	93	21	performances	performance	NOUN
dad-11518	93	22	clearly	clearly	ADV
dad-11518	93	23	above	above	ADP
dad-11518	93	24	chance	chance	NOUN
dad-11518	93	25	.	.	PUNCT
dad-11518	94	1	furthermore	furthermore	ADV
dad-11518	94	2	,	,	PUNCT
dad-11518	94	3	interaction	interaction	NOUN
dad-11518	94	4	quality	quality	NOUN
dad-11518	94	5	estimation	estimation	NOUN
dad-11518	94	6	is	be	AUX
dad-11518	94	7	much	much	ADV
dad-11518	94	8	more	more	ADV
dad-11518	94	9	reliable	reliable	ADJ
dad-11518	94	10	and	and	CCONJ
dad-11518	94	11	accurate	accurate	ADJ
dad-11518	94	12	than	than	ADP
dad-11518	94	13	user	user	NOUN
dad-11518	94	14	satisfaction	satisfaction	NOUN
dad-11518	94	15	estimation	estimation	NOUN
dad-11518	94	16	.	.	PUNCT
dad-11518	95	1	moreover	moreover	ADV
dad-11518	95	2	,	,	PUNCT
dad-11518	95	3	the	the	DET
dad-11518	95	4	interaction	interaction	NOUN
dad-11518	95	5	quality	quality	NOUN
dad-11518	95	6	matches	match	VERB
dad-11518	95	7	requirements	requirement	NOUN
dad-11518	95	8	identified	identify	VERB
dad-11518	95	9	by	by	ADP
dad-11518	95	10	ultes	ulte	NOUN
dad-11518	95	11	et	et	PROPN
dad-11518	95	12	al	al	PROPN
dad-11518	95	13	.	.	PROPN
dad-11518	96	1	(	(	PUNCT
dad-11518	96	2	2012	2012	NUM
dad-11518	96	3	)	)	PUNCT
dad-11518	96	4	for	for	ADP
dad-11518	96	5	an	an	DET
dad-11518	96	6	estimation	estimation	NOUN
dad-11518	96	7	approach	approach	NOUN
dad-11518	96	8	to	to	PART
dad-11518	96	9	be	be	AUX
dad-11518	96	10	used	use	VERB
dad-11518	96	11	for	for	ADP
dad-11518	96	12	online	online	ADJ
dad-11518	96	13	adaptation	adaptation	NOUN
dad-11518	96	14	:	:	PUNCT
dad-11518	97	1	exchange	exchange	NOUN
dad-11518	97	2	-	-	PUNCT
dad-11518	97	3	level	level	NOUN
dad-11518	97	4	ratings	rating	NOUN
dad-11518	97	5	,	,	PUNCT
dad-11518	97	6	automatically	automatically	ADV
dad-11518	97	7	derivable	derivable	ADJ
dad-11518	97	8	and	and	CCONJ
dad-11518	97	9	domain	domain	NOUN
dad-11518	97	10	-	-	PUNCT
dad-11518	97	11	independent	independent	ADJ
dad-11518	97	12	input	input	NOUN
dad-11518	97	13	features	feature	NOUN
dad-11518	97	14	,	,	PUNCT
dad-11518	97	15	a	a	DET
dad-11518	97	16	consistent	consistent	ADJ
dad-11518	97	17	labelling	labelling	NOUN
dad-11518	97	18	process	process	NOUN
dad-11518	97	19	and	and	CCONJ
dad-11518	97	20	reproducible	reproducible	ADJ
dad-11518	97	21	and	and	CCONJ
dad-11518	97	22	unbiased	unbiased	ADJ
dad-11518	97	23	labels	label	NOUN
dad-11518	97	24	.	.	PUNCT
dad-11518	98	1	the	the	DET
dad-11518	98	2	lego	lego	NOUN
dad-11518	98	3	corpus	corpus	NOUN
dad-11518	98	4	(	(	PUNCT
dad-11518	98	5	schmitt	schmitt	PROPN
dad-11518	98	6	et	et	PROPN
dad-11518	98	7	al	al	PROPN
dad-11518	98	8	.	.	PROPN
dad-11518	98	9	,	,	PUNCT
dad-11518	98	10	2012b	2012b	NUM
dad-11518	98	11	)	)	PUNCT
dad-11518	98	12	is	be	AUX
dad-11518	98	13	based	base	VERB
dad-11518	98	14	on	on	ADP
dad-11518	98	15	200	200	NUM
dad-11518	98	16	calls	call	NOUN
dad-11518	98	17	to	to	ADP
dad-11518	98	18	the	the	DET
dad-11518	98	19	“	"	PUNCT
dad-11518	98	20	let	let	VERB
dad-11518	98	21	’s	’s	NOUN
dad-11518	98	22	go	go	VERB
dad-11518	98	23	bus	bus	NOUN
dad-11518	98	24	information	information	NOUN
dad-11518	98	25	system	system	NOUN
dad-11518	98	26	”	"	PUNCT
dad-11518	98	27	of	of	ADP
dad-11518	98	28	the	the	DET
dad-11518	98	29	carnegie	carnegie	PROPN
dad-11518	98	30	mellon	mellon	PROPN
dad-11518	98	31	university	university	PROPN
dad-11518	98	32	in	in	ADP
dad-11518	98	33	pittsburgh	pittsburgh	PROPN
dad-11518	98	34	(	(	PUNCT
dad-11518	98	35	raux	raux	PROPN
dad-11518	98	36	et	et	PROPN
dad-11518	98	37	al	al	PROPN
dad-11518	98	38	.	.	PROPN
dad-11518	98	39	,	,	PUNCT
dad-11518	98	40	2006	2006	NUM
dad-11518	98	41	)	)	PUNCT
dad-11518	98	42	recorded	record	VERB
dad-11518	98	43	in	in	ADP
dad-11518	98	44	2006	2006	NUM
dad-11518	98	45	.	.	PUNCT
dad-11518	99	1	labels	label	NOUN
dad-11518	99	2	for	for	ADP
dad-11518	99	3	iq	iq	NOUN
dad-11518	99	4	have	have	AUX
dad-11518	99	5	been	be	AUX
dad-11518	99	6	assigned	assign	VERB
dad-11518	99	7	by	by	ADP
dad-11518	99	8	three	three	NUM
dad-11518	99	9	expert	expert	NOUN
dad-11518	99	10	annotators	annotator	NOUN
dad-11518	99	11	to	to	ADP
dad-11518	99	12	200	200	NUM
dad-11518	99	13	calls	call	NOUN
dad-11518	99	14	consisting	consist	VERB
dad-11518	99	15	of	of	ADP
dad-11518	99	16	4,885	4,885	NUM
dad-11518	99	17	systemuser	systemuser	NOUN
dad-11518	99	18	-	-	PUNCT
dad-11518	99	19	exchanges	exchange	NOUN
dad-11518	99	20	(	(	PUNCT
dad-11518	99	21	see	see	VERB
dad-11518	99	22	figure	figure	NOUN
dad-11518	99	23	2	2	NUM
dad-11518	99	24	)	)	PUNCT
dad-11518	99	25	in	in	ADP
dad-11518	99	26	total	total	NOUN
dad-11518	99	27	with	with	ADP
dad-11518	99	28	an	an	DET
dad-11518	99	29	inter	inter	ADJ
dad-11518	99	30	-	-	ADJ
dad-11518	99	31	annotator	annotator	ADJ
dad-11518	99	32	agreement	agreement	NOUN
dad-11518	99	33	of	of	ADP
dad-11518	99	34	κ	κ	NOUN
dad-11518	99	35	=	=	NOUN
dad-11518	99	36	0.54	0.54	NUM
dad-11518	99	37	using	use	VERB
dad-11518	99	38	cohen	cohen	PROPN
dad-11518	99	39	’s	’s	PART
dad-11518	99	40	weighted	weight	VERB
dad-11518	99	41	kappa	kappa	PROPN
dad-11518	99	42	with	with	ADP
dad-11518	99	43	a	a	DET
dad-11518	99	44	linear	linear	ADJ
dad-11518	99	45	weighting	weighting	NOUN
dad-11518	99	46	function	function	NOUN
dad-11518	99	47	13	13	NUM
dad-11518	99	48	.	.	PUNCT
dad-11518	100	1	this	this	PRON
dad-11518	100	2	may	may	AUX
dad-11518	100	3	be	be	AUX
dad-11518	100	4	considered	consider	VERB
dad-11518	100	5	as	as	ADP
dad-11518	100	6	a	a	DET
dad-11518	100	7	moderate	moderate	ADJ
dad-11518	100	8	agreement	agreement	NOUN
dad-11518	100	9	(	(	PUNCT
dad-11518	100	10	cf	cf	NOUN
dad-11518	100	11	.	.	PUNCT
dad-11518	101	1	landis	landis	PROPN
dad-11518	101	2	and	and	CCONJ
dad-11518	101	3	koch	koch	PROPN
dad-11518	101	4	’s	’s	PART
dad-11518	101	5	kappa	kappa	PROPN
dad-11518	101	6	benchmark	benchmark	PROPN
dad-11518	101	7	scale	scale	NOUN
dad-11518	101	8	(	(	PUNCT
dad-11518	101	9	1977	1977	NUM
dad-11518	101	10	)	)	PUNCT
dad-11518	101	11	)	)	PUNCT
dad-11518	101	12	,	,	PUNCT
dad-11518	101	13	which	which	PRON
dad-11518	101	14	is	be	AUX
dad-11518	101	15	quite	quite	ADV
dad-11518	101	16	good	good	ADJ
dad-11518	101	17	considering	consider	VERB
dad-11518	101	18	the	the	DET
dad-11518	101	19	difficulty	difficulty	NOUN
dad-11518	101	20	of	of	ADP
dad-11518	101	21	the	the	DET
dad-11518	101	22	task	task	NOUN
dad-11518	101	23	that	that	PRON
dad-11518	101	24	required	require	VERB
dad-11518	101	25	to	to	PART
dad-11518	101	26	rate	rate	VERB
dad-11518	101	27	each	each	DET
dad-11518	101	28	exchange	exchange	NOUN
dad-11518	101	29	.	.	PUNCT
dad-11518	102	1	for	for	ADP
dad-11518	102	2	instance	instance	NOUN
dad-11518	102	3	,	,	PUNCT
dad-11518	102	4	if	if	SCONJ
dad-11518	102	5	one	one	NUM
dad-11518	102	6	annotator	annotator	NOUN
dad-11518	102	7	reduces	reduce	VERB
dad-11518	102	8	the	the	DET
dad-11518	102	9	iq	iq	NOUN
dad-11518	102	10	value	value	NOUN
dad-11518	102	11	only	only	ADV
dad-11518	102	12	one	one	NUM
dad-11518	102	13	exchange	exchange	NOUN
dad-11518	102	14	earlier	early	ADV
dad-11518	102	15	than	than	ADP
dad-11518	102	16	another	another	DET
dad-11518	102	17	annotator	annotator	NOUN
dad-11518	102	18	,	,	PUNCT
dad-11518	102	19	both	both	PRON
dad-11518	102	20	already	already	ADV
dad-11518	102	21	disagree	disagree	VERB
dad-11518	102	22	on	on	ADP
dad-11518	102	23	two	two	NUM
dad-11518	102	24	exchanges	exchange	NOUN
dad-11518	102	25	.	.	PUNCT
dad-11518	103	1	the	the	DET
dad-11518	103	2	final	final	ADJ
dad-11518	103	3	label	label	NOUN
dad-11518	103	4	of	of	ADP
dad-11518	103	5	each	each	DET
dad-11518	103	6	exchange	exchange	NOUN
dad-11518	103	7	was	be	AUX
dad-11518	103	8	derived	derive	VERB
dad-11518	103	9	by	by	ADP
dad-11518	103	10	using	use	VERB
dad-11518	103	11	the	the	DET
dad-11518	103	12	median	median	NOUN
dad-11518	103	13	of	of	ADP
dad-11518	103	14	all	all	DET
dad-11518	103	15	three	three	NUM
dad-11518	103	16	individual	individual	ADJ
dad-11518	103	17	ratings	rating	NOUN
dad-11518	103	18	as	as	SCONJ
dad-11518	103	19	the	the	DET
dad-11518	103	20	median	median	NOUN
dad-11518	103	21	showed	show	VERB
dad-11518	103	22	the	the	DET
dad-11518	103	23	best	good	ADJ
dad-11518	103	24	overall	overall	ADJ
dad-11518	103	25	agreement	agreement	NOUN
dad-11518	103	26	(	(	PUNCT
dad-11518	103	27	schmitt	schmitt	NOUN
dad-11518	103	28	and	and	CCONJ
dad-11518	103	29	ultes	ulte	NOUN
dad-11518	103	30	,	,	PUNCT
dad-11518	103	31	2015	2015	NUM
dad-11518	103	32	)	)	PUNCT
dad-11518	103	33	.	.	PUNCT
dad-11518	104	1	iq	iq	PROPN
dad-11518	104	2	was	be	AUX
dad-11518	104	3	labelled	label	VERB
dad-11518	104	4	on	on	ADP
dad-11518	104	5	a	a	DET
dad-11518	104	6	scale	scale	NOUN
dad-11518	104	7	from	from	ADP
dad-11518	104	8	1	1	NUM
dad-11518	104	9	(	(	PUNCT
dad-11518	104	10	extremely	extremely	ADV
dad-11518	104	11	unsatisfied	unsatisfied	ADJ
dad-11518	104	12	)	)	PUNCT
dad-11518	104	13	to	to	ADP
dad-11518	104	14	5	5	NUM
dad-11518	104	15	(	(	PUNCT
dad-11518	104	16	satisfied	satisfied	ADJ
dad-11518	104	17	)	)	PUNCT
dad-11518	104	18	considering	consider	VERB
dad-11518	104	19	the	the	DET
dad-11518	104	20	complete	complete	ADJ
dad-11518	104	21	dialogue	dialogue	NOUN
dad-11518	104	22	up	up	ADP
dad-11518	104	23	to	to	ADP
dad-11518	104	24	the	the	DET
dad-11518	104	25	current	current	ADJ
dad-11518	104	26	exchange	exchange	NOUN
dad-11518	104	27	.	.	PUNCT
dad-11518	105	1	thus	thus	ADV
dad-11518	105	2	,	,	PUNCT
dad-11518	105	3	each	each	DET
dad-11518	105	4	exchange	exchange	NOUN
dad-11518	105	5	has	have	AUX
dad-11518	105	6	been	be	AUX
dad-11518	105	7	rated	rate	VERB
dad-11518	105	8	without	without	ADP
dad-11518	105	9	regarding	regard	VERB
dad-11518	105	10	85	85	NUM
dad-11518	105	11	ultes	ulte	NOUN
dad-11518	105	12	and	and	CCONJ
dad-11518	105	13	maier	maier	ADJ
dad-11518	105	14	policy	policy	NOUN
dad-11518	105	15	interaction	interaction	NOUN
dad-11518	105	16	quality	quality	NOUN
dad-11518	105	17	reward	reward	NOUN
dad-11518	105	18	estimation	estimation	NOUN
dad-11518	105	19	state	state	NOUN
dad-11518	105	20	tracking	track	VERB
dad-11518	105	21	semantic	semantic	ADJ
dad-11518	105	22	decoding	decoding	NOUN
dad-11518	105	23	speech	speech	NOUN
dad-11518	105	24	recognition	recognition	NOUN
dad-11518	105	25	speech	speech	NOUN
dad-11518	105	26	synthesis	synthesis	NOUN
dad-11518	105	27	language	language	NOUN
dad-11518	105	28	generation	generation	NOUN
dad-11518	105	29	environment	environment	NOUN
dad-11518	105	30	at	at	ADP
dad-11518	105	31	st	st	PROPN
dad-11518	105	32	rt	rt	PROPN
dad-11518	105	33	en	en	PROPN
dad-11518	105	34	…	…	PUNCT
dad-11518	105	35	en-1en-2e1	en-1en-2e1	PROPN
dad-11518	105	36	e2	e2	PROPN
dad-11518	105	37	en+1	en+1	ADJ
dad-11518	105	38	…	…	PUNCT
dad-11518	105	39	dialogue	dialogue	NOUN
dad-11518	105	40	-	-	PUNCT
dad-11518	105	41	level	level	NOUN
dad-11518	105	42	window	window	NOUN
dad-11518	105	43	-	-	PUNCT
dad-11518	105	44	level	level	NOUN
dad-11518	105	45	exchange	exchange	NOUN
dad-11518	105	46	-	-	PUNCT
dad-11518	105	47	level	level	NOUN
dad-11518	105	48	recognition	recognition	NOUN
dad-11518	105	49	dialogue	dialogue	NOUN
dad-11518	105	50	figure	figure	NOUN
dad-11518	105	51	3	3	NUM
dad-11518	105	52	:	:	PUNCT
dad-11518	105	53	the	the	DET
dad-11518	105	54	overall	overall	ADJ
dad-11518	105	55	architecture	architecture	NOUN
dad-11518	105	56	of	of	ADP
dad-11518	105	57	deriving	derive	VERB
dad-11518	105	58	the	the	DET
dad-11518	105	59	interaction	interaction	NOUN
dad-11518	105	60	parameters	parameter	NOUN
dad-11518	105	61	from	from	ADP
dad-11518	105	62	the	the	DET
dad-11518	105	63	spoken	spoken	ADJ
dad-11518	105	64	dialogue	dialogue	NOUN
dad-11518	105	65	system	system	NOUN
dad-11518	105	66	that	that	PRON
dad-11518	105	67	model	model	VERB
dad-11518	105	68	the	the	DET
dad-11518	105	69	temporal	temporal	ADJ
dad-11518	105	70	information	information	NOUN
dad-11518	105	71	explicitly	explicitly	ADV
dad-11518	105	72	and	and	CCONJ
dad-11518	105	73	are	be	AUX
dad-11518	105	74	used	use	VERB
dad-11518	105	75	as	as	ADP
dad-11518	105	76	input	input	NOUN
dad-11518	105	77	to	to	ADP
dad-11518	105	78	the	the	DET
dad-11518	105	79	interaction	interaction	NOUN
dad-11518	105	80	quality	quality	NOUN
dad-11518	105	81	reward	reward	NOUN
dad-11518	105	82	estimator	estimator	NOUN
dad-11518	105	83	.	.	PUNCT
dad-11518	106	1	any	any	DET
dad-11518	106	2	upcoming	upcoming	ADJ
dad-11518	106	3	user	user	NOUN
dad-11518	106	4	utterance	utterance	NOUN
dad-11518	106	5	.	.	PUNCT
dad-11518	107	1	as	as	SCONJ
dad-11518	107	2	the	the	DET
dad-11518	107	3	users	user	NOUN
dad-11518	107	4	are	be	AUX
dad-11518	107	5	expected	expect	VERB
dad-11518	107	6	to	to	PART
dad-11518	107	7	be	be	AUX
dad-11518	107	8	satisfied	satisfied	ADJ
dad-11518	107	9	at	at	ADP
dad-11518	107	10	the	the	DET
dad-11518	107	11	beginning	beginning	NOUN
dad-11518	107	12	,	,	PUNCT
dad-11518	107	13	each	each	DET
dad-11518	107	14	dialogue	dialogue	NOUN
dad-11518	107	15	’s	’s	PART
dad-11518	107	16	initial	initial	ADJ
dad-11518	107	17	rating	rating	NOUN
dad-11518	107	18	is	be	AUX
dad-11518	107	19	5	5	NUM
dad-11518	107	20	.	.	PUNCT
dad-11518	108	1	in	in	ADP
dad-11518	108	2	order	order	NOUN
dad-11518	108	3	to	to	PART
dad-11518	108	4	ensure	ensure	VERB
dad-11518	108	5	consistent	consistent	ADJ
dad-11518	108	6	labelling	labelling	NOUN
dad-11518	108	7	,	,	PUNCT
dad-11518	108	8	the	the	DET
dad-11518	108	9	expert	expert	NOUN
dad-11518	108	10	annotators	annotator	NOUN
dad-11518	108	11	had	have	VERB
dad-11518	108	12	to	to	PART
dad-11518	108	13	follow	follow	VERB
dad-11518	108	14	distinct	distinct	ADJ
dad-11518	108	15	labelling	labelling	NOUN
dad-11518	108	16	guidelines	guideline	NOUN
dad-11518	108	17	(	(	PUNCT
dad-11518	108	18	schmitt	schmitt	X
dad-11518	108	19	et	et	PROPN
dad-11518	108	20	al	al	PROPN
dad-11518	108	21	.	.	PROPN
dad-11518	108	22	,	,	PUNCT
dad-11518	108	23	2012b	2012b	NUM
dad-11518	108	24	)	)	PUNCT
dad-11518	108	25	.	.	PUNCT
dad-11518	109	1	an	an	DET
dad-11518	109	2	example	example	NOUN
dad-11518	109	3	of	of	ADP
dad-11518	109	4	an	an	DET
dad-11518	109	5	annotated	annotated	ADJ
dad-11518	109	6	dialogue	dialogue	NOUN
dad-11518	109	7	of	of	ADP
dad-11518	109	8	the	the	DET
dad-11518	109	9	lego	lego	NOUN
dad-11518	109	10	corpus	corpus	NOUN
dad-11518	109	11	is	be	AUX
dad-11518	109	12	shown	show	VERB
dad-11518	109	13	in	in	ADP
dad-11518	109	14	table	table	NOUN
dad-11518	109	15	1	1	NUM
dad-11518	109	16	.	.	PUNCT
dad-11518	110	1	the	the	DET
dad-11518	110	2	dialogue	dialogue	NOUN
dad-11518	110	3	starts	start	VERB
dad-11518	110	4	off	off	ADP
dad-11518	110	5	with	with	ADP
dad-11518	110	6	a	a	DET
dad-11518	110	7	good	good	ADJ
dad-11518	110	8	iq	iq	NOUN
dad-11518	110	9	until	until	SCONJ
dad-11518	110	10	the	the	DET
dad-11518	110	11	system	system	NOUN
dad-11518	110	12	first	first	ADV
dad-11518	110	13	attempts	attempt	VERB
dad-11518	110	14	to	to	PART
dad-11518	110	15	find	find	VERB
dad-11518	110	16	results	result	NOUN
dad-11518	110	17	.	.	PUNCT
dad-11518	111	1	there	there	ADV
dad-11518	111	2	,	,	PUNCT
dad-11518	111	3	the	the	DET
dad-11518	111	4	iq	iq	NOUN
dad-11518	111	5	falls	fall	VERB
dad-11518	111	6	drastically	drastically	ADV
dad-11518	111	7	as	as	SCONJ
dad-11518	111	8	the	the	DET
dad-11518	111	9	user	user	NOUN
dad-11518	111	10	input	input	NOUN
dad-11518	111	11	does	do	AUX
dad-11518	111	12	not	not	PART
dad-11518	111	13	correspond	correspond	VERB
dad-11518	111	14	to	to	ADP
dad-11518	111	15	what	what	PRON
dad-11518	111	16	the	the	DET
dad-11518	111	17	system	system	NOUN
dad-11518	111	18	expects	expect	VERB
dad-11518	111	19	and	and	CCONJ
dad-11518	111	20	the	the	DET
dad-11518	111	21	system	system	NOUN
dad-11518	111	22	remains	remain	VERB
dad-11518	111	23	in	in	ADP
dad-11518	111	24	a	a	DET
dad-11518	111	25	loop	loop	NOUN
dad-11518	111	26	until	until	SCONJ
dad-11518	111	27	the	the	DET
dad-11518	111	28	user	user	NOUN
dad-11518	111	29	reacts	react	VERB
dad-11518	111	30	appropriately	appropriately	ADV
dad-11518	111	31	.	.	PUNCT
dad-11518	112	1	3.2	3.2	NUM
dad-11518	112	2	conventional	conventional	ADJ
dad-11518	112	3	interaction	interaction	NOUN
dad-11518	112	4	quality	quality	NOUN
dad-11518	112	5	estimation	estimation	NOUN
dad-11518	112	6	the	the	DET
dad-11518	112	7	problem	problem	NOUN
dad-11518	112	8	of	of	ADP
dad-11518	112	9	estimating	estimate	VERB
dad-11518	112	10	iq	iq	NOUN
dad-11518	112	11	has	have	AUX
dad-11518	112	12	been	be	AUX
dad-11518	112	13	cast	cast	VERB
dad-11518	112	14	as	as	ADP
dad-11518	112	15	a	a	DET
dad-11518	112	16	classification	classification	NOUN
dad-11518	112	17	problem	problem	NOUN
dad-11518	112	18	where	where	SCONJ
dad-11518	112	19	the	the	DET
dad-11518	112	20	target	target	NOUN
dad-11518	112	21	classes	class	NOUN
dad-11518	112	22	are	be	AUX
dad-11518	112	23	the	the	DET
dad-11518	112	24	distinct	distinct	ADJ
dad-11518	112	25	iq	iq	NOUN
dad-11518	112	26	values	value	NOUN
dad-11518	112	27	.	.	PUNCT
dad-11518	113	1	the	the	DET
dad-11518	113	2	input	input	NOUN
dad-11518	113	3	consists	consist	VERB
dad-11518	113	4	of	of	ADP
dad-11518	113	5	domain	domain	NOUN
dad-11518	113	6	-	-	PUNCT
dad-11518	113	7	independent	independent	ADJ
dad-11518	113	8	variables	variable	NOUN
dad-11518	113	9	called	call	VERB
dad-11518	113	10	interaction	interaction	NOUN
dad-11518	113	11	parameters	parameter	NOUN
dad-11518	113	12	.	.	PUNCT
dad-11518	114	1	these	these	DET
dad-11518	114	2	parameters	parameter	NOUN
dad-11518	114	3	incorporate	incorporate	VERB
dad-11518	114	4	information	information	NOUN
dad-11518	114	5	from	from	ADP
dad-11518	114	6	the	the	DET
dad-11518	114	7	automatic	automatic	ADJ
dad-11518	114	8	speech	speech	NOUN
dad-11518	114	9	recognition	recognition	NOUN
dad-11518	114	10	(	(	PUNCT
dad-11518	114	11	asr	asr	NOUN
dad-11518	114	12	)	)	PUNCT
dad-11518	114	13	output	output	NOUN
dad-11518	114	14	and	and	CCONJ
dad-11518	114	15	the	the	DET
dad-11518	114	16	preceding	precede	VERB
dad-11518	114	17	system	system	NOUN
dad-11518	114	18	action	action	NOUN
dad-11518	114	19	(	(	PUNCT
dad-11518	114	20	see	see	VERB
dad-11518	114	21	figure	figure	NOUN
dad-11518	114	22	3	3	NUM
dad-11518	114	23	):	):	PUNCT
dad-11518	114	24	the	the	DET
dad-11518	114	25	asr	asr	NOUN
dad-11518	114	26	status	status	NOUN
dad-11518	114	27	(	(	PUNCT
dad-11518	114	28	one	one	NUM
dad-11518	114	29	of	of	ADP
dad-11518	114	30	success	success	NOUN
dad-11518	114	31	,	,	PUNCT
dad-11518	114	32	no	no	DET
dad-11518	114	33	match	match	NOUN
dad-11518	114	34	,	,	PUNCT
dad-11518	114	35	no	no	DET
dad-11518	114	36	input	input	NOUN
dad-11518	114	37	)	)	PUNCT
dad-11518	114	38	,	,	PUNCT
dad-11518	114	39	the	the	DET
dad-11518	114	40	asr	asr	NOUN
dad-11518	114	41	confidence	confidence	NOUN
dad-11518	114	42	of	of	ADP
dad-11518	114	43	the	the	DET
dad-11518	114	44	highest	high	ADJ
dad-11518	114	45	ranked	rank	VERB
dad-11518	114	46	result	result	NOUN
dad-11518	114	47	,	,	PUNCT
dad-11518	114	48	the	the	DET
dad-11518	114	49	general	general	ADJ
dad-11518	114	50	type	type	NOUN
dad-11518	114	51	of	of	ADP
dad-11518	114	52	the	the	DET
dad-11518	114	53	system	system	NOUN
dad-11518	114	54	action	action	NOUN
dad-11518	114	55	(	(	PUNCT
dad-11518	114	56	one	one	NUM
dad-11518	114	57	of	of	ADP
dad-11518	114	58	statement	statement	NOUN
dad-11518	114	59	,	,	PUNCT
dad-11518	114	60	question	question	NOUN
dad-11518	114	61	)	)	PUNCT
dad-11518	114	62	,	,	PUNCT
dad-11518	114	63	whether	whether	SCONJ
dad-11518	114	64	the	the	DET
dad-11518	114	65	system	system	NOUN
dad-11518	114	66	action	action	NOUN
dad-11518	114	67	is	be	AUX
dad-11518	114	68	a	a	DET
dad-11518	114	69	repetition	repetition	NOUN
dad-11518	114	70	of	of	ADP
dad-11518	114	71	the	the	DET
dad-11518	114	72	previous	previous	ADJ
dad-11518	114	73	system	system	NOUN
dad-11518	114	74	action	action	NOUN
dad-11518	114	75	,	,	PUNCT
dad-11518	114	76	and	and	CCONJ
dad-11518	114	77	whether	whether	SCONJ
dad-11518	114	78	the	the	DET
dad-11518	114	79	role	role	NOUN
dad-11518	114	80	of	of	ADP
dad-11518	114	81	the	the	DET
dad-11518	114	82	system	system	NOUN
dad-11518	114	83	action	action	NOUN
dad-11518	114	84	is	be	AUX
dad-11518	114	85	to	to	PART
dad-11518	114	86	confirm	confirm	VERB
dad-11518	114	87	previous	previous	ADJ
dad-11518	114	88	user	user	NOUN
dad-11518	114	89	input	input	NOUN
dad-11518	114	90	.	.	PUNCT
dad-11518	115	1	this	this	DET
dad-11518	115	2	information	information	NOUN
dad-11518	115	3	,	,	PUNCT
dad-11518	115	4	which	which	PRON
dad-11518	115	5	is	be	AUX
dad-11518	115	6	available	available	ADJ
dad-11518	115	7	at	at	ADP
dad-11518	115	8	every	every	DET
dad-11518	115	9	turn	turn	NOUN
dad-11518	115	10	,	,	PUNCT
dad-11518	115	11	is	be	AUX
dad-11518	115	12	used	use	VERB
dad-11518	115	13	to	to	PART
dad-11518	115	14	compute	compute	VERB
dad-11518	115	15	temporal	temporal	ADJ
dad-11518	115	16	features	feature	NOUN
dad-11518	115	17	by	by	ADP
dad-11518	115	18	taking	take	VERB
dad-11518	115	19	sums	sum	NOUN
dad-11518	115	20	,	,	PUNCT
dad-11518	115	21	means	mean	VERB
dad-11518	115	22	or	or	CCONJ
dad-11518	115	23	counts	count	NOUN
dad-11518	115	24	from	from	ADP
dad-11518	115	25	the	the	DET
dad-11518	115	26	turn	turn	NOUN
dad-11518	115	27	-	-	PUNCT
dad-11518	115	28	based	base	VERB
dad-11518	115	29	information	information	NOUN
dad-11518	115	30	for	for	ADP
dad-11518	115	31	a	a	DET
dad-11518	115	32	window	window	NOUN
dad-11518	115	33	of	of	ADP
dad-11518	115	34	the	the	DET
dad-11518	115	35	last	last	ADJ
dad-11518	115	36	three	three	NUM
dad-11518	115	37	system	system	NOUN
dad-11518	115	38	-	-	PUNCT
dad-11518	115	39	user	user	NOUN
dad-11518	115	40	-	-	PUNCT
dad-11518	115	41	exchanges2	exchanges2	PROPN
dad-11518	115	42	and	and	CCONJ
dad-11518	115	43	the	the	DET
dad-11518	115	44	complete	complete	ADJ
dad-11518	115	45	2	2	NUM
dad-11518	115	46	.	.	PUNCT
dad-11518	116	1	a	a	DET
dad-11518	116	2	system	system	NOUN
dad-11518	116	3	turn	turn	NOUN
dad-11518	116	4	followed	follow	VERB
dad-11518	116	5	by	by	ADP
dad-11518	116	6	a	a	DET
dad-11518	116	7	user	user	NOUN
dad-11518	116	8	turn	turn	NOUN
dad-11518	116	9	.	.	PUNCT
dad-11518	117	1	86	86	NUM
dad-11518	117	2	user	user	NOUN
dad-11518	117	3	satisfaction	satisfaction	NOUN
dad-11518	117	4	reward	reward	NOUN
dad-11518	117	5	estimation	estimation	NOUN
dad-11518	117	6	across	across	ADP
dad-11518	117	7	domains	domain	NOUN
dad-11518	117	8	table	table	VERB
dad-11518	117	9	1	1	NUM
dad-11518	117	10	:	:	PUNCT
dad-11518	117	11	example	example	NOUN
dad-11518	117	12	of	of	ADP
dad-11518	117	13	a	a	DET
dad-11518	117	14	dialogue	dialogue	NOUN
dad-11518	117	15	annotated	annotate	VERB
dad-11518	117	16	with	with	ADP
dad-11518	117	17	interaction	interaction	NOUN
dad-11518	117	18	quality	quality	NOUN
dad-11518	117	19	for	for	ADP
dad-11518	117	20	each	each	DET
dad-11518	117	21	system	system	NOUN
dad-11518	117	22	-	-	PUNCT
dad-11518	117	23	user	user	NOUN
dad-11518	117	24	-	-	PUNCT
dad-11518	117	25	exchange	exchange	NOUN
dad-11518	117	26	.	.	PUNCT
dad-11518	118	1	as	as	SCONJ
dad-11518	118	2	the	the	DET
dad-11518	118	3	system	system	NOUN
dad-11518	118	4	fails	fail	VERB
dad-11518	118	5	to	to	PART
dad-11518	118	6	interact	interact	VERB
dad-11518	118	7	properly	properly	ADV
dad-11518	118	8	with	with	ADP
dad-11518	118	9	the	the	DET
dad-11518	118	10	user	user	NOUN
dad-11518	118	11	in	in	ADP
dad-11518	118	12	the	the	DET
dad-11518	118	13	end	end	NOUN
dad-11518	118	14	,	,	PUNCT
dad-11518	118	15	the	the	DET
dad-11518	118	16	iq	iq	NOUN
dad-11518	118	17	value	value	NOUN
dad-11518	118	18	drops	drop	VERB
dad-11518	118	19	down	down	ADP
dad-11518	118	20	to	to	ADP
dad-11518	118	21	one	one	NUM
dad-11518	118	22	.	.	PUNCT
dad-11518	119	1	utterance	utterance	NOUN
dad-11518	119	2	represents	represent	VERB
dad-11518	119	3	either	either	CCONJ
dad-11518	119	4	the	the	DET
dad-11518	119	5	system	system	NOUN
dad-11518	119	6	utterance	utterance	NOUN
dad-11518	119	7	or	or	CCONJ
dad-11518	119	8	the	the	DET
dad-11518	119	9	recognised	recognise	VERB
dad-11518	119	10	user	user	NOUN
dad-11518	119	11	utterance	utterance	NOUN
dad-11518	119	12	.	.	PUNCT
dad-11518	120	1	(	(	PUNCT
dad-11518	120	2	callid	callid	NOUN
dad-11518	120	3	2061123000	2061123000	NUM
dad-11518	120	4	of	of	ADP
dad-11518	120	5	the	the	DET
dad-11518	120	6	lego	lego	NOUN
dad-11518	120	7	corpus	corpus	NOUN
dad-11518	120	8	.	.	PUNCT
dad-11518	120	9	)	)	PUNCT
dad-11518	121	1	utterance	utterance	VERB
dad-11518	121	2	iq	iq	NOUN
dad-11518	122	1	s	s	NOUN
dad-11518	122	2	:	:	PUNCT
dad-11518	122	3	welcome	welcome	ADJ
dad-11518	122	4	to	to	ADP
dad-11518	122	5	the	the	DET
dad-11518	122	6	cmu	cmu	PROPN
dad-11518	122	7	let	let	VERB
dad-11518	122	8	’s	’s	NOUN
dad-11518	122	9	go	go	VERB
dad-11518	122	10	bus	bus	NOUN
dad-11518	122	11	information	information	NOUN
dad-11518	122	12	system	system	NOUN
dad-11518	122	13	.	.	PUNCT
dad-11518	123	1	u	u	NOUN
dad-11518	123	2	:	:	PUNCT
dad-11518	123	3	5	5	NUM
dad-11518	123	4	s	s	NOUN
dad-11518	123	5	:	:	PUNCT
dad-11518	123	6	to	to	PART
dad-11518	123	7	get	get	VERB
dad-11518	123	8	help	help	NOUN
dad-11518	123	9	at	at	ADP
dad-11518	123	10	any	any	DET
dad-11518	123	11	time	time	NOUN
dad-11518	123	12	,	,	PUNCT
dad-11518	123	13	just	just	ADV
dad-11518	123	14	say	say	VERB
dad-11518	123	15	help	help	NOUN
dad-11518	123	16	or	or	CCONJ
dad-11518	123	17	press	press	VERB
dad-11518	123	18	zero	zero	NUM
dad-11518	123	19	.	.	PUNCT
dad-11518	124	1	u	u	NOUN
dad-11518	124	2	:	:	PUNCT
dad-11518	124	3	5	5	NUM
dad-11518	124	4	s	s	NOUN
dad-11518	124	5	:	:	PUNCT
dad-11518	124	6	what	what	PRON
dad-11518	124	7	can	can	AUX
dad-11518	124	8	i	i	PRON
dad-11518	124	9	do	do	VERB
dad-11518	124	10	for	for	ADP
dad-11518	124	11	you	you	PRON
dad-11518	124	12	?	?	PUNCT
dad-11518	125	1	u	u	NOUN
dad-11518	125	2	:	:	PUNCT
dad-11518	125	3	penn	penn	PROPN
dad-11518	125	4	at	at	ADP
dad-11518	125	5	butler	butler	PROPN
dad-11518	125	6	time	time	NOUN
dad-11518	125	7	is	be	AUX
dad-11518	125	8	it	it	PRON
dad-11518	125	9	is	be	AUX
dad-11518	125	10	the	the	DET
dad-11518	125	11	centre	centre	NOUN
dad-11518	125	12	at	at	ADP
dad-11518	125	13	highland	highland	PROPN
dad-11518	125	14	from	from	ADP
dad-11518	125	15	runs	run	VERB
dad-11518	125	16	the	the	DET
dad-11518	125	17	61a	61a	NUM
dad-11518	125	18	eight	eight	NUM
dad-11518	125	19	thirty	thirty	NUM
dad-11518	125	20	61b	61b	NOUN
dad-11518	125	21	ca	can	AUX
dad-11518	125	22	n’t	not	PART
dad-11518	125	23	oakland	oakland	VERB
dad-11518	126	1	5	5	NUM
dad-11518	126	2	s	s	NOUN
dad-11518	126	3	:	:	PUNCT
dad-11518	126	4	leaving	leave	VERB
dad-11518	126	5	from	from	ADP
dad-11518	126	6	oakland	oakland	PROPN
dad-11518	126	7	.	.	PUNCT
dad-11518	127	1	is	be	AUX
dad-11518	127	2	this	this	DET
dad-11518	127	3	correct	correct	ADJ
dad-11518	127	4	?	?	PUNCT
dad-11518	128	1	u	u	NOUN
dad-11518	128	2	:	:	PUNCT
dad-11518	128	3	oakland	oakland	PROPN
dad-11518	128	4	4	4	NUM
dad-11518	128	5	s	s	NOUN
dad-11518	128	6	:	:	PUNCT
dad-11518	128	7	leaving	leave	VERB
dad-11518	128	8	from	from	ADP
dad-11518	128	9	oakland	oakland	PROPN
dad-11518	128	10	.	.	PUNCT
dad-11518	129	1	is	be	AUX
dad-11518	129	2	this	this	DET
dad-11518	129	3	correct	correct	ADJ
dad-11518	129	4	?	?	PUNCT
dad-11518	130	1	u	u	NOUN
dad-11518	130	2	:	:	PUNCT
dad-11518	130	3	yes	yes	INTJ
dad-11518	130	4	4	4	NUM
dad-11518	130	5	s	s	NOUN
dad-11518	130	6	:	:	PUNCT
dad-11518	130	7	right	right	ADJ
dad-11518	130	8	u	u	NOUN
dad-11518	130	9	:	:	PUNCT
dad-11518	130	10	4	4	NUM
dad-11518	130	11	s	s	NOUN
dad-11518	130	12	:	:	PUNCT
dad-11518	130	13	where	where	SCONJ
dad-11518	130	14	do	do	AUX
dad-11518	130	15	you	you	PRON
dad-11518	130	16	want	want	VERB
dad-11518	130	17	to	to	PART
dad-11518	130	18	go	go	VERB
dad-11518	130	19	?	?	PUNCT
dad-11518	131	1	u	u	NOUN
dad-11518	131	2	:	:	PUNCT
dad-11518	131	3	squirrel	squirrel	PROPN
dad-11518	131	4	hill	hill	NOUN
dad-11518	131	5	of	of	ADP
dad-11518	131	6	fifth	fifth	PROPN
dad-11518	131	7	avenue	avenue	PROPN
dad-11518	131	8	4	4	NUM
dad-11518	131	9	s	s	NOUN
dad-11518	131	10	:	:	PUNCT
dad-11518	131	11	going	go	VERB
dad-11518	131	12	to	to	ADP
dad-11518	131	13	fifth	fifth	ADJ
dad-11518	131	14	avenue	avenue	NOUN
dad-11518	131	15	.	.	PUNCT
dad-11518	132	1	is	be	AUX
dad-11518	132	2	this	this	DET
dad-11518	132	3	correct	correct	ADJ
dad-11518	132	4	?	?	PUNCT
dad-11518	133	1	u	u	NOUN
dad-11518	133	2	:	:	PUNCT
dad-11518	133	3	yes	yes	INTJ
dad-11518	133	4	5	5	NUM
dad-11518	133	5	s	s	NOUN
dad-11518	133	6	:	:	PUNCT
dad-11518	133	7	alright	alright	INTJ
dad-11518	133	8	u	u	NOUN
dad-11518	133	9	:	:	PUNCT
dad-11518	133	10	5	5	NUM
dad-11518	133	11	s	s	NOUN
dad-11518	133	12	:	:	PUNCT
dad-11518	133	13	when	when	SCONJ
dad-11518	133	14	do	do	AUX
dad-11518	133	15	you	you	PRON
dad-11518	133	16	wanna	wanna	VERB
dad-11518	133	17	travel	travel	VERB
dad-11518	133	18	?	?	PUNCT
dad-11518	134	1	u	u	NOUN
dad-11518	134	2	:	:	PUNCT
dad-11518	134	3	sunday	sunday	PROPN
dad-11518	134	4	4	4	NUM
dad-11518	134	5	s	s	NOUN
dad-11518	134	6	:	:	PUNCT
dad-11518	134	7	at	at	ADP
dad-11518	134	8	what	what	DET
dad-11518	134	9	time	time	NOUN
dad-11518	134	10	do	do	AUX
dad-11518	134	11	you	you	PRON
dad-11518	134	12	wanna	wanna	VERB
dad-11518	134	13	travel	travel	VERB
dad-11518	134	14	?	?	PUNCT
dad-11518	135	1	u	u	NOUN
dad-11518	135	2	:	:	PUNCT
dad-11518	135	3	at	at	ADP
dad-11518	135	4	five	five	NUM
dad-11518	135	5	four	four	NUM
dad-11518	135	6	very	very	ADV
dad-11518	135	7	about	about	ADV
dad-11518	135	8	eleven	eleven	NUM
dad-11518	135	9	o’clock	o’clock	NOUN
dad-11518	135	10	4	4	NUM
dad-11518	135	11	s	s	NOUN
dad-11518	135	12	:	:	PUNCT
dad-11518	135	13	leaving	leave	VERB
dad-11518	135	14	at	at	ADP
dad-11518	135	15	11	11	NUM
dad-11518	135	16	a.m.	a.m.	ADV
dad-11518	135	17	.	.	PUNCT
dad-11518	135	18	is	be	AUX
dad-11518	135	19	this	this	DET
dad-11518	135	20	correct	correct	ADJ
dad-11518	135	21	?	?	PUNCT
dad-11518	136	1	u	u	NOUN
dad-11518	136	2	:	:	PUNCT
dad-11518	136	3	yes	yes	INTJ
dad-11518	136	4	5	5	NUM
dad-11518	136	5	s	s	NOUN
dad-11518	136	6	:	:	PUNCT
dad-11518	136	7	right	right	ADJ
dad-11518	136	8	u	u	NOUN
dad-11518	136	9	:	:	PUNCT
dad-11518	136	10	5	5	NUM
dad-11518	136	11	s	s	X
dad-11518	136	12	:	:	PUNCT
dad-11518	136	13	hold	hold	VERB
dad-11518	136	14	on	on	ADP
dad-11518	136	15	.	.	PUNCT
dad-11518	137	1	let	let	VERB
dad-11518	137	2	me	i	PRON
dad-11518	137	3	check	check	VERB
dad-11518	137	4	that	that	PRON
dad-11518	137	5	for	for	ADP
dad-11518	137	6	you	you	PRON
dad-11518	137	7	.	.	PUNCT
dad-11518	138	1	u	u	NOUN
dad-11518	138	2	:	:	PUNCT
dad-11518	138	3	5	5	NUM
dad-11518	138	4	s	s	NOUN
dad-11518	138	5	:	:	PUNCT
dad-11518	138	6	oakland	oakland	NOUN
dad-11518	138	7	and	and	CCONJ
dad-11518	138	8	fifth	fifth	ADJ
dad-11518	138	9	avenue	avenue	NOUN
dad-11518	138	10	are	be	AUX
dad-11518	138	11	both	both	CCONJ
dad-11518	138	12	the	the	DET
dad-11518	138	13	same	same	ADJ
dad-11518	138	14	stop	stop	NOUN
dad-11518	138	15	.	.	PUNCT
dad-11518	139	1	please	please	INTJ
dad-11518	139	2	provide	provide	VERB
dad-11518	139	3	a	a	DET
dad-11518	139	4	different	different	ADJ
dad-11518	139	5	start	start	NOUN
dad-11518	139	6	or	or	CCONJ
dad-11518	139	7	end	end	VERB
dad-11518	139	8	point	point	NOUN
dad-11518	139	9	.	.	PUNCT
dad-11518	140	1	u	u	NOUN
dad-11518	140	2	:	:	PUNCT
dad-11518	140	3	3	3	NUM
dad-11518	140	4	s	s	NOUN
dad-11518	140	5	:	:	PUNCT
dad-11518	140	6	to	to	PART
dad-11518	140	7	ask	ask	VERB
dad-11518	140	8	about	about	ADP
dad-11518	140	9	a	a	DET
dad-11518	140	10	different	different	ADJ
dad-11518	140	11	trip	trip	NOUN
dad-11518	140	12	,	,	PUNCT
dad-11518	140	13	you	you	PRON
dad-11518	140	14	can	can	AUX
dad-11518	140	15	say	say	VERB
dad-11518	140	16	,	,	PUNCT
dad-11518	140	17	start	start	VERB
dad-11518	140	18	a	a	DET
dad-11518	140	19	new	new	ADJ
dad-11518	140	20	query	query	NOUN
dad-11518	140	21	.	.	PUNCT
dad-11518	141	1	if	if	SCONJ
dad-11518	141	2	you	you	PRON
dad-11518	141	3	are	be	AUX
dad-11518	141	4	finished	finish	VERB
dad-11518	141	5	,	,	PUNCT
dad-11518	141	6	you	you	PRON
dad-11518	141	7	can	can	AUX
dad-11518	141	8	say	say	VERB
dad-11518	141	9	goodbye	goodbye	NOUN
dad-11518	141	10	.	.	PUNCT
dad-11518	142	1	u	u	NOUN
dad-11518	142	2	:	:	PUNCT
dad-11518	142	3	61a	61a	NOUN
dad-11518	142	4	2	2	NUM
dad-11518	142	5	s	s	NOUN
dad-11518	142	6	:	:	PUNCT
dad-11518	142	7	you	you	PRON
dad-11518	142	8	can	can	AUX
dad-11518	142	9	say	say	VERB
dad-11518	142	10	start	start	VERB
dad-11518	142	11	a	a	DET
dad-11518	142	12	new	new	ADJ
dad-11518	142	13	query	query	NOUN
dad-11518	142	14	,	,	PUNCT
dad-11518	142	15	or	or	CCONJ
dad-11518	142	16	goodbye	goodbye	NOUN
dad-11518	142	17	.	.	PUNCT
dad-11518	143	1	u	u	NOUN
dad-11518	143	2	:	:	PUNCT
dad-11518	143	3	five	five	NUM
dad-11518	143	4	duquesne	duquesne	NOUN
dad-11518	143	5	1	1	NUM
dad-11518	143	6	s	s	NOUN
dad-11518	143	7	:	:	PUNCT
dad-11518	143	8	to	to	PART
dad-11518	143	9	ask	ask	VERB
dad-11518	143	10	about	about	ADP
dad-11518	143	11	a	a	DET
dad-11518	143	12	different	different	ADJ
dad-11518	143	13	trip	trip	NOUN
dad-11518	143	14	,	,	PUNCT
dad-11518	143	15	you	you	PRON
dad-11518	143	16	can	can	AUX
dad-11518	143	17	say	say	VERB
dad-11518	143	18	,	,	PUNCT
dad-11518	143	19	start	start	VERB
dad-11518	143	20	a	a	DET
dad-11518	143	21	new	new	ADJ
dad-11518	143	22	query	query	NOUN
dad-11518	143	23	.	.	PUNCT
dad-11518	144	1	if	if	SCONJ
dad-11518	144	2	you	you	PRON
dad-11518	144	3	are	be	AUX
dad-11518	144	4	finished	finish	VERB
dad-11518	144	5	,	,	PUNCT
dad-11518	144	6	you	you	PRON
dad-11518	144	7	can	can	AUX
dad-11518	144	8	say	say	VERB
dad-11518	144	9	goodbye	goodbye	NOUN
dad-11518	144	10	.	.	PUNCT
dad-11518	145	1	u	u	NOUN
dad-11518	145	2	:	:	PUNCT
dad-11518	145	3	last	last	VERB
dad-11518	145	4	the	the	DET
dad-11518	145	5	next	next	ADJ
dad-11518	145	6	1	1	NUM
dad-11518	145	7	s	s	NOUN
dad-11518	145	8	:	:	PUNCT
dad-11518	145	9	you	you	PRON
dad-11518	145	10	can	can	AUX
dad-11518	145	11	say	say	VERB
dad-11518	145	12	start	start	VERB
dad-11518	145	13	a	a	DET
dad-11518	145	14	new	new	ADJ
dad-11518	145	15	query	query	NOUN
dad-11518	145	16	,	,	PUNCT
dad-11518	145	17	or	or	CCONJ
dad-11518	145	18	goodbye	goodbye	NOUN
dad-11518	145	19	.	.	PUNCT
dad-11518	146	1	u	u	NOUN
dad-11518	146	2	:	:	PUNCT
dad-11518	146	3	start	start	VERB
dad-11518	146	4	wh	wh	NOUN
dad-11518	146	5	1	1	NUM
dad-11518	146	6	s	s	NOUN
dad-11518	146	7	:	:	PUNCT
dad-11518	146	8	to	to	PART
dad-11518	146	9	ask	ask	VERB
dad-11518	146	10	about	about	ADP
dad-11518	146	11	a	a	DET
dad-11518	146	12	different	different	ADJ
dad-11518	146	13	trip	trip	NOUN
dad-11518	146	14	,	,	PUNCT
dad-11518	146	15	you	you	PRON
dad-11518	146	16	can	can	AUX
dad-11518	146	17	say	say	VERB
dad-11518	146	18	,	,	PUNCT
dad-11518	146	19	start	start	VERB
dad-11518	146	20	a	a	DET
dad-11518	146	21	new	new	ADJ
dad-11518	146	22	query	query	NOUN
dad-11518	146	23	.	.	PUNCT
dad-11518	147	1	if	if	SCONJ
dad-11518	147	2	you	you	PRON
dad-11518	147	3	are	be	AUX
dad-11518	147	4	finished	finish	VERB
dad-11518	147	5	,	,	PUNCT
dad-11518	147	6	you	you	PRON
dad-11518	147	7	can	can	AUX
dad-11518	147	8	say	say	VERB
dad-11518	147	9	goodbye	goodbye	NOUN
dad-11518	147	10	.	.	PUNCT
dad-11518	148	1	u	u	NOUN
dad-11518	148	2	:	:	PUNCT
dad-11518	148	3	the	the	DET
dad-11518	148	4	1	1	NUM
dad-11518	148	5	s	s	NOUN
dad-11518	148	6	:	:	PUNCT
dad-11518	148	7	you	you	PRON
dad-11518	148	8	can	can	AUX
dad-11518	148	9	say	say	VERB
dad-11518	148	10	start	start	VERB
dad-11518	148	11	a	a	DET
dad-11518	148	12	new	new	ADJ
dad-11518	148	13	query	query	NOUN
dad-11518	148	14	,	,	PUNCT
dad-11518	148	15	or	or	CCONJ
dad-11518	148	16	goodbye	goodbye	NOUN
dad-11518	148	17	.	.	PUNCT
dad-11518	149	1	u	u	NOUN
dad-11518	149	2	:	:	PUNCT
dad-11518	149	3	thank	thank	VERB
dad-11518	149	4	you	you	PRON
dad-11518	149	5	query	query	VERB
dad-11518	149	6	eleven	eleven	NUM
dad-11518	149	7	back	back	ADV
dad-11518	149	8	1	1	NUM
dad-11518	149	9	s	s	NOUN
dad-11518	149	10	:	:	PUNCT
dad-11518	149	11	to	to	PART
dad-11518	149	12	ask	ask	VERB
dad-11518	149	13	about	about	ADP
dad-11518	149	14	a	a	DET
dad-11518	149	15	different	different	ADJ
dad-11518	149	16	trip	trip	NOUN
dad-11518	149	17	,	,	PUNCT
dad-11518	149	18	you	you	PRON
dad-11518	149	19	can	can	AUX
dad-11518	149	20	say	say	VERB
dad-11518	149	21	,	,	PUNCT
dad-11518	149	22	start	start	VERB
dad-11518	149	23	a	a	DET
dad-11518	149	24	new	new	ADJ
dad-11518	149	25	query	query	NOUN
dad-11518	149	26	.	.	PUNCT
dad-11518	150	1	if	if	SCONJ
dad-11518	150	2	you	you	PRON
dad-11518	150	3	are	be	AUX
dad-11518	150	4	finished	finish	VERB
dad-11518	150	5	,	,	PUNCT
dad-11518	150	6	you	you	PRON
dad-11518	150	7	can	can	AUX
dad-11518	150	8	say	say	VERB
dad-11518	150	9	goodbye	goodbye	NOUN
dad-11518	150	10	.	.	PUNCT
dad-11518	151	1	u	u	NOUN
dad-11518	151	2	:	:	PUNCT
dad-11518	151	3	goodbye	goodbye	NOUN
dad-11518	151	4	1	1	NUM
dad-11518	151	5	s	s	X
dad-11518	151	6	:	:	PUNCT
dad-11518	151	7	thank	thank	VERB
dad-11518	151	8	you	you	PRON
dad-11518	151	9	for	for	ADP
dad-11518	151	10	using	use	VERB
dad-11518	151	11	the	the	DET
dad-11518	151	12	cmu	cmu	NOUN
dad-11518	151	13	let	let	VERB
dad-11518	151	14	’s	’s	NOUN
dad-11518	151	15	go	go	VERB
dad-11518	151	16	bus	bus	NOUN
dad-11518	151	17	information	information	NOUN
dad-11518	151	18	system	system	NOUN
dad-11518	151	19	.	.	PUNCT
dad-11518	152	1	goodbye	goodbye	NOUN
dad-11518	152	2	.	.	PUNCT
dad-11518	153	1	u	u	NOUN
dad-11518	153	2	:	:	PUNCT
dad-11518	153	3	1	1	NUM
dad-11518	153	4	dialogue	dialogue	NOUN
dad-11518	153	5	(	(	PUNCT
dad-11518	153	6	see	see	VERB
dad-11518	153	7	lower	low	ADJ
dad-11518	153	8	part	part	NOUN
dad-11518	153	9	of	of	ADP
dad-11518	153	10	figure	figure	NOUN
dad-11518	153	11	3	3	NUM
dad-11518	153	12	)	)	PUNCT
dad-11518	153	13	.	.	PUNCT
dad-11518	154	1	the	the	DET
dad-11518	154	2	baseline	baseline	PROPN
dad-11518	154	3	iq	iq	PROPN
dad-11518	154	4	estimation	estimation	NOUN
dad-11518	154	5	approach	approach	NOUN
dad-11518	154	6	as	as	SCONJ
dad-11518	154	7	applied	apply	VERB
dad-11518	154	8	by	by	ADP
dad-11518	154	9	ultes	ulte	NOUN
dad-11518	154	10	et	et	PROPN
dad-11518	154	11	al	al	PROPN
dad-11518	154	12	.	.	PROPN
dad-11518	154	13	(	(	PUNCT
dad-11518	154	14	2017a	2017a	NUM
dad-11518	154	15	)	)	PUNCT
dad-11518	154	16	(	(	PUNCT
dad-11518	154	17	and	and	CCONJ
dad-11518	154	18	originating	originate	VERB
dad-11518	154	19	from	from	ADP
dad-11518	154	20	ultes	ulte	NOUN
dad-11518	154	21	et	et	PROPN
dad-11518	154	22	al	al	PROPN
dad-11518	154	23	.	.	PROPN
dad-11518	154	24	(	(	PUNCT
dad-11518	154	25	2015	2015	NUM
dad-11518	154	26	)	)	PUNCT
dad-11518	154	27	)	)	PUNCT
dad-11518	154	28	uses	use	VERB
dad-11518	154	29	a	a	DET
dad-11518	154	30	feature	feature	NOUN
dad-11518	154	31	set	set	NOUN
dad-11518	154	32	of	of	ADP
dad-11518	154	33	16	16	NUM
dad-11518	154	34	parameters	parameter	NOUN
dad-11518	154	35	as	as	SCONJ
dad-11518	154	36	shown	show	VERB
dad-11518	154	37	in	in	ADP
dad-11518	154	38	table	table	NOUN
dad-11518	154	39	2	2	NUM
dad-11518	154	40	to	to	PART
dad-11518	154	41	train	train	VERB
dad-11518	154	42	a	a	DET
dad-11518	154	43	support	support	NOUN
dad-11518	154	44	vector	vector	NOUN
dad-11518	154	45	machine	machine	NOUN
dad-11518	154	46	(	(	PUNCT
dad-11518	154	47	svm	svm	PROPN
dad-11518	154	48	)	)	PUNCT
dad-11518	154	49	(	(	PUNCT
dad-11518	154	50	vapnik	vapnik	X
dad-11518	154	51	,	,	PUNCT
dad-11518	154	52	1995	1995	NUM
dad-11518	154	53	;	;	PUNCT
dad-11518	154	54	chang	chang	PROPN
dad-11518	154	55	and	and	CCONJ
dad-11518	154	56	lin	lin	PROPN
dad-11518	154	57	,	,	PUNCT
dad-11518	154	58	2011	2011	NUM
dad-11518	154	59	)	)	PUNCT
dad-11518	154	60	with	with	ADP
dad-11518	154	61	linear	linear	PROPN
dad-11518	154	62	kernel	kernel	NOUN
dad-11518	154	63	.	.	PUNCT
dad-11518	155	1	87	87	NUM
dad-11518	155	2	ultes	ulte	NOUN
dad-11518	155	3	and	and	CCONJ
dad-11518	155	4	maier	maier	PROPN
dad-11518	155	5	table	table	NOUN
dad-11518	155	6	2	2	NUM
dad-11518	155	7	:	:	PUNCT
dad-11518	155	8	the	the	DET
dad-11518	155	9	interaction	interaction	NOUN
dad-11518	155	10	parameters	parameter	NOUN
dad-11518	155	11	extracted	extract	VERB
dad-11518	155	12	from	from	ADP
dad-11518	155	13	each	each	DET
dad-11518	155	14	user	user	NOUN
dad-11518	155	15	input	input	NOUN
dad-11518	155	16	(	(	PUNCT
dad-11518	155	17	exchange	exchange	NOUN
dad-11518	155	18	level	level	NOUN
dad-11518	155	19	)	)	PUNCT
dad-11518	155	20	plus	plus	CCONJ
dad-11518	155	21	counts	count	NOUN
dad-11518	155	22	,	,	PUNCT
dad-11518	155	23	sums	sum	NOUN
dad-11518	155	24	and	and	CCONJ
dad-11518	155	25	rates	rate	NOUN
dad-11518	155	26	for	for	ADP
dad-11518	155	27	the	the	DET
dad-11518	155	28	whole	whole	ADJ
dad-11518	155	29	dialogue	dialogue	NOUN
dad-11518	155	30	(	(	PUNCT
dad-11518	155	31	#	#	NOUN
dad-11518	155	32	,	,	PUNCT
dad-11518	155	33	%	%	INTJ
dad-11518	155	34	,	,	PUNCT
dad-11518	155	35	mean	mean	ADJ
dad-11518	155	36	)	)	PUNCT
dad-11518	155	37	and	and	CCONJ
dad-11518	155	38	for	for	ADP
dad-11518	155	39	a	a	DET
dad-11518	155	40	window	window	NOUN
dad-11518	155	41	(	(	PUNCT
dad-11518	155	42	{	{	PUNCT
dad-11518	155	43	·	·	PUNCT
dad-11518	155	44	}	}	PUNCT
dad-11518	155	45	)	)	PUNCT
dad-11518	155	46	of	of	ADP
dad-11518	155	47	the	the	DET
dad-11518	155	48	last	last	ADJ
dad-11518	155	49	3	3	NUM
dad-11518	155	50	turns	turn	NOUN
dad-11518	155	51	.	.	PUNCT
dad-11518	156	1	parameter	parameter	NOUN
dad-11518	156	2	description	description	NOUN
dad-11518	156	3	e	e	X
dad-11518	156	4	xc	xc	PROPN
dad-11518	156	5	ha	ha	INTJ
dad-11518	156	6	ng	ng	PROPN
dad-11518	156	7	e	e	X
dad-11518	156	8	le	le	X
dad-11518	156	9	ve	ve	PROPN
dad-11518	156	10	l	l	PROPN
dad-11518	156	11	asrrecognitionstatus	asrrecognitionstatus	PROPN
dad-11518	156	12	asr	asr	NOUN
dad-11518	156	13	status	status	NOUN
dad-11518	156	14	:	:	PUNCT
dad-11518	156	15	success	success	NOUN
dad-11518	156	16	,	,	PUNCT
dad-11518	156	17	no	no	DET
dad-11518	156	18	match	match	NOUN
dad-11518	156	19	,	,	PUNCT
dad-11518	157	1	no	no	DET
dad-11518	157	2	input	input	NOUN
dad-11518	157	3	asrconfidence	asrconfidence	NOUN
dad-11518	157	4	confidence	confidence	NOUN
dad-11518	157	5	of	of	ADP
dad-11518	157	6	top	top	ADJ
dad-11518	157	7	asr	asr	NOUN
dad-11518	157	8	results	result	NOUN
dad-11518	157	9	reprompt	reprompt	VERB
dad-11518	157	10	?	?	PUNCT
dad-11518	158	1	is	be	AUX
dad-11518	158	2	the	the	DET
dad-11518	158	3	system	system	NOUN
dad-11518	158	4	question	question	NOUN
dad-11518	158	5	the	the	DET
dad-11518	158	6	same	same	ADJ
dad-11518	158	7	as	as	ADP
dad-11518	158	8	in	in	ADP
dad-11518	158	9	the	the	DET
dad-11518	158	10	previous	previous	ADJ
dad-11518	158	11	turn	turn	NOUN
dad-11518	158	12	?	?	PUNCT
dad-11518	159	1	activitytype	activitytype	PROPN
dad-11518	159	2	general	general	ADJ
dad-11518	159	3	type	type	NOUN
dad-11518	159	4	of	of	ADP
dad-11518	159	5	system	system	NOUN
dad-11518	159	6	action	action	NOUN
dad-11518	159	7	:	:	PUNCT
dad-11518	159	8	statement	statement	NOUN
dad-11518	159	9	,	,	PUNCT
dad-11518	159	10	question	question	NOUN
dad-11518	159	11	confirmation	confirmation	NOUN
dad-11518	159	12	?	?	PUNCT
dad-11518	160	1	is	be	AUX
dad-11518	160	2	system	system	NOUN
dad-11518	160	3	action	action	NOUN
dad-11518	160	4	confirm	confirm	VERB
dad-11518	160	5	?	?	PUNCT
dad-11518	161	1	d	d	X
dad-11518	161	2	ia	ia	PROPN
dad-11518	161	3	lo	lo	PROPN
dad-11518	161	4	gu	gu	NOUN
dad-11518	161	5	e	e	AUX
dad-11518	161	6	le	le	X
dad-11518	161	7	ve	ve	PROPN
dad-11518	161	8	l	l	NOUN
dad-11518	161	9	meanasrconfidence	meanasrconfidence	NOUN
dad-11518	161	10	mean	mean	VERB
dad-11518	161	11	asr	asr	NOUN
dad-11518	161	12	confidence	confidence	NOUN
dad-11518	161	13	if	if	SCONJ
dad-11518	161	14	asr	asr	PROPN
dad-11518	161	15	is	be	AUX
dad-11518	161	16	success	success	NOUN
dad-11518	161	17	#	#	SYM
dad-11518	161	18	exchanges	exchange	NOUN
dad-11518	161	19	number	number	NOUN
dad-11518	161	20	of	of	ADP
dad-11518	161	21	exchanges	exchange	NOUN
dad-11518	161	22	(	(	PUNCT
dad-11518	161	23	turns	turn	NOUN
dad-11518	161	24	)	)	PUNCT
dad-11518	161	25	#	#	SYM
dad-11518	161	26	asrsuccess	asrsuccess	NOUN
dad-11518	161	27	count	count	NOUN
dad-11518	161	28	of	of	ADP
dad-11518	161	29	asr	asr	NOUN
dad-11518	161	30	status	status	NOUN
dad-11518	161	31	is	be	AUX
dad-11518	161	32	success	success	NOUN
dad-11518	161	33	%	%	NOUN
dad-11518	161	34	asrsuccess	asrsuccess	NOUN
dad-11518	161	35	rate	rate	NOUN
dad-11518	161	36	of	of	ADP
dad-11518	161	37	asr	asr	NOUN
dad-11518	161	38	status	status	NOUN
dad-11518	161	39	is	be	AUX
dad-11518	161	40	success	success	NOUN
dad-11518	162	1	#	#	SYM
dad-11518	162	2	asrrejections	asrrejection	NOUN
dad-11518	162	3	count	count	NOUN
dad-11518	162	4	of	of	ADP
dad-11518	162	5	asr	asr	NOUN
dad-11518	162	6	status	status	NOUN
dad-11518	162	7	is	be	AUX
dad-11518	162	8	reject	reject	VERB
dad-11518	162	9	%	%	NOUN
dad-11518	162	10	asrrejections	asrrejection	NOUN
dad-11518	162	11	rate	rate	NOUN
dad-11518	162	12	of	of	ADP
dad-11518	162	13	asr	asr	NOUN
dad-11518	162	14	status	status	NOUN
dad-11518	162	15	is	be	AUX
dad-11518	162	16	reject	reject	VERB
dad-11518	162	17	w	w	ADP
dad-11518	162	18	in	in	ADP
dad-11518	162	19	do	do	PROPN
dad-11518	162	20	w	w	NOUN
dad-11518	162	21	le	le	ADP
dad-11518	162	22	ve	ve	PROPN
dad-11518	162	23	l	l	NOUN
dad-11518	162	24	{	{	PUNCT
dad-11518	162	25	mean}asrconfidence	mean}asrconfidence	NOUN
dad-11518	162	26	mean	mean	NOUN
dad-11518	162	27	asr	asr	NOUN
dad-11518	162	28	confidence	confidence	NOUN
dad-11518	162	29	if	if	SCONJ
dad-11518	162	30	asr	asr	PROPN
dad-11518	162	31	is	be	AUX
dad-11518	162	32	success	success	NOUN
dad-11518	162	33	{	{	PUNCT
dad-11518	162	34	#	#	NOUN
dad-11518	162	35	}	}	PUNCT
dad-11518	162	36	asrsuccess	asrsuccess	NOUN
dad-11518	162	37	count	count	NOUN
dad-11518	162	38	of	of	ADP
dad-11518	162	39	asr	asr	NOUN
dad-11518	162	40	is	be	AUX
dad-11518	162	41	success	success	NOUN
dad-11518	162	42	{	{	PUNCT
dad-11518	162	43	#	#	NOUN
dad-11518	162	44	}	}	PUNCT
dad-11518	162	45	asrrejections	asrrejection	NOUN
dad-11518	162	46	count	count	NOUN
dad-11518	162	47	of	of	ADP
dad-11518	162	48	asr	asr	NOUN
dad-11518	162	49	status	status	NOUN
dad-11518	163	1	is	be	AUX
dad-11518	163	2	reject	reject	VERB
dad-11518	163	3	{	{	PUNCT
dad-11518	163	4	#	#	NOUN
dad-11518	163	5	}	}	PUNCT
dad-11518	163	6	reprompts	reprompt	NOUN
dad-11518	163	7	count	count	NOUN
dad-11518	163	8	of	of	ADP
dad-11518	163	9	times	time	NOUN
dad-11518	163	10	repromt	repromt	ADJ
dad-11518	163	11	?	?	PUNCT
dad-11518	164	1	is	be	AUX
dad-11518	164	2	true	true	ADJ
dad-11518	164	3	{	{	PUNCT
dad-11518	164	4	#	#	NOUN
dad-11518	164	5	}	}	PUNCT
dad-11518	164	6	systemquestions	systemquestion	NOUN
dad-11518	164	7	count	count	NOUN
dad-11518	164	8	of	of	ADP
dad-11518	164	9	activitytype	activitytype	NOUN
dad-11518	164	10	is	be	AUX
dad-11518	164	11	question	question	NOUN
dad-11518	164	12	the	the	DET
dad-11518	164	13	lego	lego	NOUN
dad-11518	164	14	corpus	corpus	NOUN
dad-11518	164	15	(	(	PUNCT
dad-11518	164	16	schmitt	schmitt	PROPN
dad-11518	164	17	et	et	PROPN
dad-11518	164	18	al	al	PROPN
dad-11518	164	19	.	.	PROPN
dad-11518	164	20	,	,	PUNCT
dad-11518	164	21	2012a	2012a	NUM
dad-11518	164	22	)	)	PUNCT
dad-11518	164	23	provides	provide	VERB
dad-11518	164	24	data	datum	NOUN
dad-11518	164	25	for	for	ADP
dad-11518	164	26	training	training	NOUN
dad-11518	164	27	and	and	CCONJ
dad-11518	164	28	testing	testing	NOUN
dad-11518	164	29	and	and	CCONJ
dad-11518	164	30	consists	consist	VERB
dad-11518	164	31	of	of	ADP
dad-11518	164	32	200	200	NUM
dad-11518	164	33	dialogues	dialogue	NOUN
dad-11518	164	34	(	(	PUNCT
dad-11518	164	35	4,885	4,885	NUM
dad-11518	164	36	turns	turn	NOUN
dad-11518	164	37	)	)	PUNCT
dad-11518	164	38	from	from	ADP
dad-11518	164	39	the	the	DET
dad-11518	164	40	let	let	ADJ
dad-11518	164	41	’s	’s	NOUN
dad-11518	164	42	go	go	VERB
dad-11518	164	43	bus	bus	NOUN
dad-11518	164	44	information	information	NOUN
dad-11518	164	45	system	system	NOUN
dad-11518	164	46	(	(	PUNCT
dad-11518	164	47	raux	raux	PROPN
dad-11518	164	48	et	et	PROPN
dad-11518	164	49	al	al	PROPN
dad-11518	164	50	.	.	PROPN
dad-11518	164	51	,	,	PUNCT
dad-11518	164	52	2006	2006	NUM
dad-11518	164	53	;	;	PUNCT
dad-11518	164	54	eskenazi	eskenazi	PROPN
dad-11518	164	55	et	et	PROPN
dad-11518	164	56	al	al	PROPN
dad-11518	164	57	.	.	PROPN
dad-11518	164	58	,	,	PUNCT
dad-11518	164	59	2008	2008	NUM
dad-11518	164	60	)	)	PUNCT
dad-11518	164	61	of	of	ADP
dad-11518	164	62	carnegie	carnegie	PROPN
dad-11518	164	63	mellon	mellon	PROPN
dad-11518	164	64	university	university	PROPN
dad-11518	164	65	in	in	ADP
dad-11518	164	66	pittsburgh	pittsburgh	PROPN
dad-11518	164	67	,	,	PUNCT
dad-11518	164	68	pa	pa	PROPN
dad-11518	164	69	.	.	PUNCT
dad-11518	165	1	the	the	DET
dad-11518	165	2	system	system	NOUN
dad-11518	165	3	provided	provide	VERB
dad-11518	165	4	information	information	NOUN
dad-11518	165	5	about	about	ADP
dad-11518	165	6	bus	bus	NOUN
dad-11518	165	7	schedules	schedule	NOUN
dad-11518	165	8	and	and	CCONJ
dad-11518	165	9	connections	connection	NOUN
dad-11518	165	10	to	to	ADP
dad-11518	165	11	actual	actual	ADJ
dad-11518	165	12	users	user	NOUN
dad-11518	165	13	with	with	ADP
dad-11518	165	14	real	real	ADJ
dad-11518	165	15	needs	need	NOUN
dad-11518	165	16	and	and	CCONJ
dad-11518	165	17	was	be	AUX
dad-11518	165	18	live	live	ADJ
dad-11518	165	19	from	from	ADP
dad-11518	165	20	2006	2006	NUM
dad-11518	165	21	until	until	ADP
dad-11518	165	22	2016	2016	NUM
dad-11518	165	23	.	.	PUNCT
dad-11518	166	1	each	each	DET
dad-11518	166	2	turn	turn	NOUN
dad-11518	166	3	of	of	ADP
dad-11518	166	4	these	these	DET
dad-11518	166	5	200	200	NUM
dad-11518	166	6	dialogues	dialogue	NOUN
dad-11518	166	7	has	have	AUX
dad-11518	166	8	been	be	AUX
dad-11518	166	9	annotated	annotate	VERB
dad-11518	166	10	with	with	ADP
dad-11518	166	11	iq	iq	PROPN
dad-11518	166	12	(	(	PUNCT
dad-11518	166	13	representing	represent	VERB
dad-11518	166	14	the	the	DET
dad-11518	166	15	quality	quality	NOUN
dad-11518	166	16	of	of	ADP
dad-11518	166	17	the	the	DET
dad-11518	166	18	dialogue	dialogue	NOUN
dad-11518	166	19	up	up	ADP
dad-11518	166	20	to	to	ADP
dad-11518	166	21	the	the	DET
dad-11518	166	22	current	current	ADJ
dad-11518	166	23	turn	turn	NOUN
dad-11518	166	24	)	)	PUNCT
dad-11518	166	25	by	by	ADP
dad-11518	166	26	three	three	NUM
dad-11518	166	27	experts	expert	NOUN
dad-11518	166	28	.	.	PUNCT
dad-11518	167	1	the	the	DET
dad-11518	167	2	final	final	ADJ
dad-11518	167	3	iq	iq	NOUN
dad-11518	167	4	label	label	NOUN
dad-11518	167	5	has	have	AUX
dad-11518	167	6	been	be	AUX
dad-11518	167	7	assigned	assign	VERB
dad-11518	167	8	using	use	VERB
dad-11518	167	9	the	the	DET
dad-11518	167	10	median	median	NOUN
dad-11518	167	11	of	of	ADP
dad-11518	167	12	the	the	DET
dad-11518	167	13	three	three	NUM
dad-11518	167	14	individual	individual	ADJ
dad-11518	167	15	labels	label	NOUN
dad-11518	167	16	.	.	PUNCT
dad-11518	168	1	previous	previous	ADJ
dad-11518	168	2	work	work	NOUN
dad-11518	168	3	has	have	AUX
dad-11518	168	4	used	use	VERB
dad-11518	168	5	the	the	DET
dad-11518	168	6	lego	lego	NOUN
dad-11518	168	7	corpus	corpus	NOUN
dad-11518	168	8	with	with	ADP
dad-11518	168	9	a	a	DET
dad-11518	168	10	full	full	ADJ
dad-11518	168	11	iq	iq	NOUN
dad-11518	168	12	feature	feature	NOUN
dad-11518	168	13	set	set	NOUN
dad-11518	168	14	(	(	PUNCT
dad-11518	168	15	which	which	PRON
dad-11518	168	16	includes	include	VERB
dad-11518	168	17	additional	additional	ADJ
dad-11518	168	18	partly	partly	ADV
dad-11518	168	19	domain	domain	NOUN
dad-11518	168	20	-	-	PUNCT
dad-11518	168	21	related	relate	VERB
dad-11518	168	22	information	information	NOUN
dad-11518	168	23	)	)	PUNCT
dad-11518	168	24	achieving	achieve	VERB
dad-11518	168	25	an	an	DET
dad-11518	168	26	unweighted	unweighted	ADJ
dad-11518	168	27	average	average	ADJ
dad-11518	168	28	recall3	recall3	PROPN
dad-11518	168	29	(	(	PUNCT
dad-11518	168	30	uar	uar	NOUN
dad-11518	168	31	)	)	PUNCT
dad-11518	168	32	of	of	ADP
dad-11518	168	33	0.55	0.55	NUM
dad-11518	168	34	using	use	VERB
dad-11518	168	35	ordinal	ordinal	ADJ
dad-11518	168	36	regression	regression	NOUN
dad-11518	168	37	(	(	PUNCT
dad-11518	168	38	el	el	PROPN
dad-11518	168	39	asri	asri	PROPN
dad-11518	168	40	et	et	PROPN
dad-11518	168	41	al	al	PROPN
dad-11518	168	42	.	.	PROPN
dad-11518	168	43	,	,	PUNCT
dad-11518	168	44	2014a	2014a	NUM
dad-11518	168	45	)	)	PUNCT
dad-11518	168	46	,	,	PUNCT
dad-11518	168	47	0.53	0.53	NUM
dad-11518	168	48	using	use	VERB
dad-11518	168	49	a	a	DET
dad-11518	168	50	two	two	NUM
dad-11518	168	51	-	-	PUNCT
dad-11518	168	52	level	level	NOUN
dad-11518	168	53	svm	svm	ADJ
dad-11518	168	54	approach	approach	NOUN
dad-11518	168	55	(	(	PUNCT
dad-11518	168	56	ultes	ulte	NOUN
dad-11518	168	57	and	and	CCONJ
dad-11518	168	58	minker	minker	NOUN
dad-11518	168	59	,	,	PUNCT
dad-11518	168	60	2013	2013	NUM
dad-11518	168	61	)	)	PUNCT
dad-11518	168	62	,	,	PUNCT
dad-11518	168	63	and	and	CCONJ
dad-11518	168	64	0.51	0.51	NUM
dad-11518	168	65	using	use	VERB
dad-11518	168	66	a	a	DET
dad-11518	168	67	hybrid	hybrid	NOUN
dad-11518	168	68	-	-	PUNCT
dad-11518	168	69	hmm	hmm	INTJ
dad-11518	168	70	(	(	PUNCT
dad-11518	168	71	ultes	ulte	NOUN
dad-11518	168	72	and	and	CCONJ
dad-11518	168	73	minker	minker	NOUN
dad-11518	168	74	,	,	PUNCT
dad-11518	168	75	2014	2014	NUM
dad-11518	168	76	)	)	PUNCT
dad-11518	168	77	.	.	PUNCT
dad-11518	169	1	human	human	ADJ
dad-11518	169	2	performance	performance	NOUN
dad-11518	169	3	on	on	ADP
dad-11518	169	4	the	the	DET
dad-11518	169	5	same	same	ADJ
dad-11518	169	6	task	task	NOUN
dad-11518	169	7	is	be	AUX
dad-11518	169	8	0.69	0.69	NUM
dad-11518	169	9	uar	uar	NOUN
dad-11518	169	10	(	(	PUNCT
dad-11518	169	11	schmitt	schmitt	NOUN
dad-11518	169	12	and	and	CCONJ
dad-11518	169	13	ultes	ulte	NOUN
dad-11518	169	14	,	,	PUNCT
dad-11518	169	15	2015	2015	NUM
dad-11518	169	16	)	)	PUNCT
dad-11518	169	17	.	.	PUNCT
dad-11518	170	1	3.3	3.3	NUM
dad-11518	170	2	lstm	lstm	NOUN
dad-11518	170	3	-	-	PUNCT
dad-11518	170	4	based	base	VERB
dad-11518	170	5	interaction	interaction	NOUN
dad-11518	170	6	quality	quality	NOUN
dad-11518	170	7	estimation	estimation	NOUN
dad-11518	170	8	the	the	DET
dad-11518	170	9	architecture	architecture	NOUN
dad-11518	170	10	of	of	ADP
dad-11518	170	11	the	the	DET
dad-11518	170	12	lstm	lstm	NOUN
dad-11518	170	13	-	-	PUNCT
dad-11518	170	14	based	base	VERB
dad-11518	170	15	iq	iq	NOUN
dad-11518	170	16	estimation	estimation	NOUN
dad-11518	170	17	model	model	NOUN
dad-11518	170	18	is	be	AUX
dad-11518	170	19	shown	show	VERB
dad-11518	170	20	in	in	ADP
dad-11518	170	21	figure	figure	NOUN
dad-11518	170	22	4	4	NUM
dad-11518	170	23	.	.	PUNCT
dad-11518	171	1	it	it	PRON
dad-11518	171	2	is	be	AUX
dad-11518	171	3	based	base	VERB
dad-11518	171	4	on	on	ADP
dad-11518	171	5	the	the	DET
dad-11518	171	6	idea	idea	NOUN
dad-11518	171	7	that	that	SCONJ
dad-11518	171	8	the	the	DET
dad-11518	171	9	temporal	temporal	ADJ
dad-11518	171	10	information	information	NOUN
dad-11518	171	11	may	may	AUX
dad-11518	171	12	be	be	AUX
dad-11518	171	13	learned	learn	VERB
dad-11518	171	14	by	by	ADP
dad-11518	171	15	using	use	VERB
dad-11518	171	16	recurrent	recurrent	ADJ
dad-11518	171	17	neural	neural	ADJ
dad-11518	171	18	networks	network	NOUN
dad-11518	171	19	instead	instead	ADV
dad-11518	171	20	of	of	ADP
dad-11518	171	21	encoding	encode	VERB
dad-11518	171	22	it	it	PRON
dad-11518	171	23	explicitly	explicitly	ADV
dad-11518	171	24	with	with	ADP
dad-11518	171	25	the	the	DET
dad-11518	171	26	window	window	NOUN
dad-11518	171	27	and	and	CCONJ
dad-11518	171	28	dialogue	dialogue	NOUN
dad-11518	171	29	interaction	interaction	NOUN
dad-11518	171	30	parameter	parameter	NOUN
dad-11518	171	31	levels	level	NOUN
dad-11518	171	32	as	as	SCONJ
dad-11518	171	33	used	use	VERB
dad-11518	171	34	by	by	ADP
dad-11518	171	35	the	the	DET
dad-11518	171	36	conventional	conventional	ADJ
dad-11518	171	37	estimator	estimator	NOUN
dad-11518	171	38	.	.	PUNCT
dad-11518	172	1	thus	thus	ADV
dad-11518	172	2	,	,	PUNCT
dad-11518	172	3	only	only	ADV
dad-11518	172	4	the	the	DET
dad-11518	172	5	exchange	exchange	NOUN
dad-11518	172	6	level	level	NOUN
dad-11518	172	7	parameters	parameter	NOUN
dad-11518	172	8	et	et	PRON
dad-11518	172	9	are	be	AUX
dad-11518	172	10	considered	consider	VERB
dad-11518	172	11	(	(	PUNCT
dad-11518	172	12	see	see	VERB
dad-11518	172	13	table	table	NOUN
dad-11518	172	14	2	2	NUM
dad-11518	172	15	)	)	PUNCT
dad-11518	172	16	.	.	PUNCT
dad-11518	173	1	long	long	ADJ
dad-11518	173	2	short	short	ADJ
dad-11518	173	3	-	-	PUNCT
dad-11518	173	4	term	term	NOUN
dad-11518	173	5	memory	memory	NOUN
dad-11518	173	6	(	(	PUNCT
dad-11518	173	7	lstm	lstm	ADJ
dad-11518	173	8	)	)	PUNCT
dad-11518	173	9	cells	cell	NOUN
dad-11518	173	10	are	be	AUX
dad-11518	173	11	at	at	ADP
dad-11518	173	12	the	the	DET
dad-11518	173	13	core	core	NOUN
dad-11518	173	14	of	of	ADP
dad-11518	173	15	the	the	DET
dad-11518	173	16	model	model	NOUN
dad-11518	173	17	and	and	CCONJ
dad-11518	173	18	have	have	AUX
dad-11518	173	19	originally	originally	ADV
dad-11518	173	20	been	be	AUX
dad-11518	173	21	proposed	propose	VERB
dad-11518	173	22	by	by	ADP
dad-11518	173	23	hochreiter	hochreiter	PROPN
dad-11518	173	24	and	and	CCONJ
dad-11518	173	25	schmidhuber	schmidhuber	NOUN
dad-11518	173	26	(	(	PUNCT
dad-11518	173	27	1997	1997	NUM
dad-11518	173	28	)	)	PUNCT
dad-11518	173	29	as	as	ADP
dad-11518	173	30	a	a	DET
dad-11518	173	31	recurrent	recurrent	ADJ
dad-11518	173	32	variant	variant	NOUN
dad-11518	173	33	that	that	PRON
dad-11518	173	34	remedies	remedy	VERB
dad-11518	173	35	the	the	DET
dad-11518	173	36	vanishing	vanish	VERB
dad-11518	173	37	gradient	gradient	ADJ
dad-11518	173	38	problem	problem	NOUN
dad-11518	173	39	(	(	PUNCT
dad-11518	173	40	bengio	bengio	PROPN
dad-11518	173	41	et	et	PROPN
dad-11518	173	42	al	al	PROPN
dad-11518	173	43	.	.	PROPN
dad-11518	173	44	,	,	PUNCT
dad-11518	173	45	1994	1994	NUM
dad-11518	173	46	)	)	PUNCT
dad-11518	173	47	.	.	PUNCT
dad-11518	174	1	3	3	X
dad-11518	174	2	.	.	X
dad-11518	174	3	uar	uar	PROPN
dad-11518	174	4	is	be	AUX
dad-11518	174	5	the	the	DET
dad-11518	174	6	arithmetic	arithmetic	ADJ
dad-11518	174	7	average	average	NOUN
dad-11518	174	8	of	of	ADP
dad-11518	174	9	all	all	DET
dad-11518	174	10	class	class	NOUN
dad-11518	174	11	-	-	PUNCT
dad-11518	174	12	wise	wise	ADJ
dad-11518	174	13	recalls	recall	VERB
dad-11518	174	14	.	.	PUNCT
dad-11518	175	1	88	88	NUM
dad-11518	175	2	user	user	NOUN
dad-11518	175	3	satisfaction	satisfaction	NOUN
dad-11518	175	4	reward	reward	NOUN
dad-11518	175	5	estimation	estimation	NOUN
dad-11518	175	6	across	across	ADP
dad-11518	175	7	domains	domain	NOUN
dad-11518	175	8	…	…	PUNCT
dad-11518	175	9	…	…	PUNCT
dad-11518	175	10	l	l	NOUN
dad-11518	175	11	s	s	AUX
dad-11518	175	12	t	t	X
dad-11518	175	13	m	m	NOUN
dad-11518	175	14	<	<	X
dad-11518	175	15	latexit	latexit	ADJ
dad-11518	175	16	sha1_base64="n+scoifw9ma0psnb8fvtoffztow=">aaahsxiclvxlbtnafl1tig3dq4ufczyraresteoceiwjtsawiao0bawmqryzsa34edlocld6dwzhm	sha1_base64="n+scoifw9ma0psnb8fvtoffztow=">aaahsxiclvxlbtnafl1tig3dq4ufczyraresteoceiwjtsawiao0bawmqryzsa34edlocld6dwzhm	PROPN
dad-11518	175	17	/	/	SYM
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dad-11518	175	506	<	<	X
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dad-11518	175	534	yv	yv	NOUN
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dad-11518	175	725	/	/	SYM
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dad-11518	175	728	otw9w3r	otw9w3r	PROPN
dad-11518	175	729	/	/	SYM
dad-11518	175	730	crs0wfhe3rn3nuv3zkj6bmsylvaluxfbpdh70n2qhj	crs0wfhe3rn3nuv3zkj6bmsylvaluxfbpdh70n2qhj	NOUN
dad-11518	175	731	/	/	SYM
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dad-11518	175	733	/	/	SYM
dad-11518	175	734	pennh2peo1jp5wmrs2sc63ivmitnhpb9lpgesc2g772zed4kk+tzdvjbiu7lvx+4v83plytkwwerh7la9zlygy5bpbnenpmrfqhld5hi+p5w4ups6h8rsz6otvy4a	pennh2peo1jp5wmrs2sc63ivmitnhpb9lpgesc2g772zed4kk+tzdvjbiu7lvx+4v83plytkwwerh7la9zlygy5bpbnenpmrfqhld5hi+p5w4ups6h8rsz6otvy4a	NOUN
dad-11518	175	735	/	/	SYM
dad-11518	175	736	tgxyf5ivdqs7fcjvnpzqd	tgxyf5ivdqs7fcjvnpzqd	NUM
dad-11518	175	737	/	/	SYM
dad-11518	175	738	s	s	NOUN
dad-11518	175	739	/	/	SYM
dad-11518	175	740	zpxu0x16iio8q/9f0t6+gbb8fagv9c3	zpxu0x16iio8q/9f0t6+gbb8fagv9c3	NOUN
dad-11518	175	741	/	/	SYM
dad-11518	175	742	pf8z	pf8z	ADJ
dad-11518	175	743	/	/	SYM
dad-11518	175	744	yv	yv	NOUN
dad-11518	175	745	/	/	SYM
dad-11518	175	746	ozvdxtkyozr2ret+ak74uvw=</latexit	ozvdxtkyozr2ret+ak74uvw=</latexit	PROPN
dad-11518	175	747	>	>	X
dad-11518	175	748	softmax	softmax	X
dad-11518	175	749	<	<	X
dad-11518	175	750	latexit	latexit	PROPN
dad-11518	175	751	sha1_base64="dm0ohcfw8to97akszqezcqu4j9a=">aaahthiclvvlb9naej62klbh1ckba5eitagjwiubcy6rwhaheawanljtidvzpfb8igwnofj9e1zhn3hnf3adjl4zb0it51fs2ts7o983r13b7dp2gjvkp5awv65cza2ureevxb9x89bg5u2j0o8flqpzvumhddmilwn7qhbzkapq3uazrumoy7ozx+vhfrwetu8droouonwntme3bmuioko3qr8vuub8cany2i3jvcgkzs0usv8h	sha1_base64="dm0ohcfw8to97akszqezcqu4j9a=">aaahthiclvvlb9naej62klbh1ckba5eitagjwiubcy6rwhaheawanljtidvzpfb8igwnofj9e1zhn3hnf3adjl4zb0it51fs2ts7o983r13b7dp2gjvkp5awv65cza2ureevxb9x89bg5u2j0o8flqpzvumhddmilwn7qhbzkapq3uazrumoy7ozx+vhfrwetu8droouonwntme3bmuioko3qr8vuub8cany2i3jvcgkzs0usv8h	PROPN
dad-11518	175	752	/	/	SYM
dad-11518	175	753	ubkxwpqk3yyqecukfioguyqqshueyptibrqnvicxqdjlnvf55qhtgcrbqsd2g7ebcxotnbdndldqvvw4uajgczqnp6xwmjcmr0qychg33g+i64900mizbzhakmjxnvhfan9rgewwir0teuwlsviziqifj2xbgze1xun52mnepaxekdxkzucvrdlnjhmmfdraq9jdrfwlycmbcm4idgquqmlpxkn8auyufocz+zs2razod2tpsx0wnyt3dlqusbofwjsprofyfzvgvtceemneligkfqyc8vi4jom5v/4homyk0yv6qmdwnoylsuzkrhnprbpfzh18b58ptqgoj3irmc5cuyd8	ubkxwpqk3yyqecukfioguyqqshueyptibrqnvicxqdjlnvf55qhtgcrbqsd2g7ebcxotnbdndldqvvw4uajgczqnp6xwmjcmr0qychg33g+i64900mizbzhakmjxnvhfan9rgewwir0teuwlsviziqifj2xbgze1xun52mnepaxekdxkzucvrdlnjhmmfdraq9jdrfwlycmbcm4idgquqmlpxkn8auyufocz+zs2razod2tpsx0wnyt3dlqusbofwjsprofyfzvgvtceemneligkfqyc8vi4jom5v/4homyk0yv6qmdwnoylsuzkrhnprbpfzh18b58ptqgoj3irmc5cuyd8	PROPN
dad-11518	175	754	+	+	PROPN
dad-11518	175	755	2dlfcvd2sbdaxcjvhfuw7	2dlfcvd2sbdaxcjvhfuw7	NUM
dad-11518	175	756	/	/	SYM
dad-11518	175	757	pkrnokpxcrwboxdump0h	pkrnokpxcrwboxdump0h	NOUN
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dad-11518	175	760	/	/	SYM
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dad-11518	175	769	+	+	PROPN
dad-11518	175	770	2dlfcvd2sbdaxcjvhfuw7	2dlfcvd2sbdaxcjvhfuw7	NUM
dad-11518	175	771	/	/	SYM
dad-11518	175	772	pkrnokpxcrwboxdump0h	pkrnokpxcrwboxdump0h	NOUN
dad-11518	175	773	/	/	SYM
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dad-11518	175	775	/	/	SYM
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dad-11518	175	777	/	/	SYM
dad-11518	175	778	v3salycf5i/0lb7lvud+5n7l	v3salycf5i/0lb7lvud+5n7l	ADJ
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dad-11518	175	780	qsmy0sac4fgrtxcx3zkurw=</latexit><latexit	qsmy0sac4fgrtxcx3zkurw=</latexit><latexit	ADJ
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dad-11518	182	15	>	>	X
dad-11518	182	16	·	·	PUNCT
dad-11518	182	17	<	<	X
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dad-11518	182	34	/	/	SYM
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dad-11518	182	36	/	/	SYM
dad-11518	182	37	e3olfa0y1tlytsij9fhcwfym+djedzzdm03n8kfqzz9n8okr5w9muqvr4rvivmhrdmtekrpujhx6p97qupl6sdft	e3olfa0y1tlytsij9fhcwfym+djedzzdm03n8kfqzz9n8okr5w9muqvr4rvivmhrdmtekrpujhx6p97qupl6sdft	ADJ
dad-11518	182	38	/	/	SYM
dad-11518	182	39	pfv3pf3idcpxeqmq6ugmxjmrhyp/8a+nnhhg==</latexit><latexit	pfv3pf3idcpxeqmq6ugmxjmrhyp/8a+nnhhg==</latexit><latexit	PROPN
dad-11518	182	40	sha1_base64="csy7gs5uzwasyvtgepdhtbwldig=">aaahoxiclvxbbtnaej22qnpwa+grl4i0ehk0sgispezkqscbckvpkzuvsp1naswxyn6ubcvfwct8gv	sha1_base64="csy7gs5uzwasyvtgepdhtbwldig=">aaahoxiclvxbbtnaej22qnpwa+grl4i0ehk0sgispezkqscbckvpkzuvsp1naswxyn6ubcvfwct8gv	PROPN
dad-11518	182	41	/	/	SYM
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dad-11518	182	45	/	/	SYM
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dad-11518	182	49	/	/	SYM
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dad-11518	182	51	/	/	SYM
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dad-11518	182	53	/	/	SYM
dad-11518	182	54	kkvjxpu0v8rpnr	kkvjxpu0v8rpnr	NOUN
dad-11518	182	55	/	/	SYM
dad-11518	182	56	iacsyl2of5yhrjua2	iacsyl2of5yhrjua2	NOUN
dad-11518	182	57	/	/	SYM
dad-11518	182	58	e3olfa0y1tlytsij9fhcwfym+djedzzdm03n8kfqzz9n8okr5w9muqvr4rvivmhrdmtekrpujhx6p97qupl6sdft	e3olfa0y1tlytsij9fhcwfym+djedzzdm03n8kfqzz9n8okr5w9muqvr4rvivmhrdmtekrpujhx6p97qupl6sdft	ADJ
dad-11518	182	59	/	/	SYM
dad-11518	182	60	pfv3pf3idcpxeqmq6ugmxjmrhyp/8a+nnhhg==</latexit><latexit	pfv3pf3idcpxeqmq6ugmxjmrhyp/8a+nnhhg==</latexit><latexit	PROPN
dad-11518	182	61	sha1_base64="csy7gs5uzwasyvtgepdhtbwldig=">aaahoxiclvxbbtnaej22qnpwa+grl4i0ehk0sgispezkqscbckvpkzuvsp1naswxyn6ubcvfwct8gv	sha1_base64="csy7gs5uzwasyvtgepdhtbwldig=">aaahoxiclvxbbtnaej22qnpwa+grl4i0ehk0sgispezkqscbckvpkzuvsp1naswxyn6ubcvfwct8gv	PROPN
dad-11518	182	62	/	/	SYM
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dad-11518	182	66	/	/	SYM
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dad-11518	182	74	/	/	SYM
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dad-11518	182	76	/	/	SYM
dad-11518	182	77	iacsyl2of5yhrjua2	iacsyl2of5yhrjua2	NOUN
dad-11518	182	78	/	/	SYM
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dad-11518	182	80	/	/	SYM
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dad-11518	182	95	/	/	SYM
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dad-11518	182	103	>	>	X
dad-11518	182	104	~ht	~ht	PROPN
dad-11518	182	105	<	<	X
dad-11518	182	106	latexit	latexit	ADJ
dad-11518	182	107	sha1_base64="sl470xupnl4	sha1_base64="sl470xupnl4	NOUN
dad-11518	182	108	/	/	SYM
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dad-11518	182	110	/	/	SYM
dad-11518	182	111	bl	bl	PROPN
dad-11518	182	112	/	/	SYM
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dad-11518	182	114	/	/	SYM
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dad-11518	182	124	/	/	SYM
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dad-11518	182	126	/	/	SYM
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dad-11518	182	129	xx3ih1qfohpo0shuabg+hpvzr8t2wf0	xx3ih1qfohpo0shuabg+hpvzr8t2wf0	PROPN
dad-11518	182	130	/	/	SYM
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dad-11518	182	132	/	/	SYM
dad-11518	182	133	arf9dtxzp3nqjkrnv1emphhnhblvv0dnjxnug==</latexit><latexit	arf9dtxzp3nqjkrnv1emphhnhblvv0dnjxnug==</latexit><latexit	PROPN
dad-11518	182	134	sha1_base64="sl470xupnl4	sha1_base64="sl470xupnl4	NOUN
dad-11518	182	135	/	/	SYM
dad-11518	182	136	sci3j+f53kdxhim=">aaahshiclvxbbtnaej22qnpya8sjlxfperk0sgispfzqqtyakncb1fsr7wwse18iexmsrpwkr	sci3j+f53kdxhim=">aaahshiclvxbbtnaej22qnpya8sjlxfperk0sgispfzqqtyakncb1fsr7wwse18iexmsrpwkr	NUM
dad-11518	182	137	/	/	SYM
dad-11518	182	138	bl	bl	PROPN
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dad-11518	182	165	bl	bl	PROPN
dad-11518	182	166	/	/	SYM
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dad-11518	182	180	/	/	SYM
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dad-11518	182	192	bl	bl	PROPN
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dad-11518	182	215	>	>	X
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dad-11518	182	292	/	/	SYM
dad-11518	182	293	e1oz	e1oz	NOUN
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dad-11518	182	327	>	>	X
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dad-11518	182	329	<	<	X
dad-11518	182	330	latexit	latexit	PROPN
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dad-11518	182	413	/	/	SYM
dad-11518	182	414	bl	bl	PROPN
dad-11518	182	415	/	/	SYM
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dad-11518	182	417	/	/	SYM
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dad-11518	182	419	+	+	PROPN
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dad-11518	182	421	/	/	SYM
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dad-11518	182	431	/	/	SYM
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dad-11518	182	439	>	>	X
dad-11518	182	440	~h1	~h1	PUNCT
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dad-11518	183	2	latexit	latexit	PROPN
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dad-11518	183	4	/	/	SYM
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dad-11518	183	6	/	/	SYM
dad-11518	183	7	bl	bl	PROPN
dad-11518	183	8	/	/	SYM
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dad-11518	183	10	/	/	SYM
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dad-11518	183	12	+	+	PROPN
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dad-11518	183	18	/	/	SYM
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dad-11518	183	20	/	/	SYM
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dad-11518	183	22	/	/	SYM
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dad-11518	183	24	/	/	SYM
dad-11518	183	25	e1oz	e1oz	NOUN
dad-11518	183	26	/	/	SYM
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dad-11518	183	28	/	/	SYM
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dad-11518	183	30	/	/	SYM
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dad-11518	183	32	sha1_base64="pbqkxot9+qet8pchyfe8	sha1_base64="pbqkxot9+qet8pchyfe8	PROPN
dad-11518	183	33	/	/	SYM
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dad-11518	183	35	/	/	SYM
dad-11518	183	36	bl	bl	PROPN
dad-11518	183	37	/	/	SYM
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dad-11518	183	41	+	+	PROPN
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dad-11518	183	43	/	/	SYM
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dad-11518	183	45	/	/	SYM
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dad-11518	183	47	/	/	SYM
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dad-11518	183	49	/	/	SYM
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dad-11518	183	51	/	/	SYM
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dad-11518	183	53	/	/	SYM
dad-11518	183	54	e1oz	e1oz	NOUN
dad-11518	183	55	/	/	SYM
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dad-11518	183	57	/	/	SYM
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dad-11518	183	59	/	/	SYM
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dad-11518	183	61	sha1_base64="pbqkxot9+qet8pchyfe8	sha1_base64="pbqkxot9+qet8pchyfe8	PROPN
dad-11518	183	62	/	/	SYM
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dad-11518	183	65	bl	bl	PROPN
dad-11518	183	66	/	/	SYM
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dad-11518	183	70	+	+	PROPN
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dad-11518	183	86	/	/	SYM
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dad-11518	183	115	/	/	SYM
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dad-11518	183	120	~h2	~h2	PUNCT
dad-11518	183	121	<	<	X
dad-11518	183	122	latexit	latexit	ADJ
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dad-11518	183	125	bl	bl	ADJ
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dad-11518	183	186	/	/	SYM
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dad-11518	183	233	<	<	X
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dad-11518	183	522	/	/	SYM
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dad-11518	183	531	/	/	SYM
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dad-11518	183	539	/	/	SYM
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dad-11518	183	545	/	/	SYM
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dad-11518	183	547	/	/	SYM
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dad-11518	183	550	/	/	SYM
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dad-11518	183	575	/	/	SYM
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dad-11518	183	601	<	<	X
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dad-11518	183	629	/	/	SYM
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dad-11518	183	642	tj+7hfw	tj+7hfw	NOUN
dad-11518	183	643	/	/	SYM
dad-11518	183	644	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	PROPN
dad-11518	183	645	/	/	SYM
dad-11518	183	646	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	PROPN
dad-11518	183	647	/	/	SYM
dad-11518	183	648	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hxvvkdq==</latexit><latexit	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hxvvkdq==</latexit><latexit	PROPN
dad-11518	183	649	sha1_base64="xsc7pt4lmui	sha1_base64="xsc7pt4lmui	PROPN
dad-11518	183	650	/	/	SYM
dad-11518	183	651	ahbc8ggydvxrhg0=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	ahbc8ggydvxrhg0=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	PROPN
dad-11518	183	652	/	/	SYM
dad-11518	183	653	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	PROPN
dad-11518	183	654	/	/	SYM
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dad-11518	183	656	/	/	SYM
dad-11518	183	657	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	658	/	/	SYM
dad-11518	183	659	tzqigz6wzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	tzqigz6wzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	PROPN
dad-11518	183	660	/	/	SYM
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dad-11518	183	662	/	/	SYM
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dad-11518	183	664	/	/	SYM
dad-11518	183	665	tj+7hfw	tj+7hfw	NOUN
dad-11518	183	666	/	/	SYM
dad-11518	183	667	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	PROPN
dad-11518	183	668	/	/	SYM
dad-11518	183	669	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	PROPN
dad-11518	183	670	/	/	SYM
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dad-11518	183	672	sha1_base64="xsc7pt4lmui	sha1_base64="xsc7pt4lmui	PROPN
dad-11518	183	673	/	/	SYM
dad-11518	183	674	ahbc8ggydvxrhg0=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	ahbc8ggydvxrhg0=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	PROPN
dad-11518	183	675	/	/	SYM
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dad-11518	183	677	/	/	SYM
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dad-11518	183	679	/	/	SYM
dad-11518	183	680	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	681	/	/	SYM
dad-11518	183	682	tzqigz6wzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	tzqigz6wzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	PROPN
dad-11518	183	683	/	/	SYM
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dad-11518	183	685	/	/	SYM
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dad-11518	183	687	/	/	SYM
dad-11518	183	688	tj+7hfw	tj+7hfw	NOUN
dad-11518	183	689	/	/	SYM
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dad-11518	183	691	/	/	SYM
dad-11518	183	692	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	NOUN
dad-11518	183	693	/	/	SYM
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dad-11518	183	695	>	>	X
dad-11518	183	696	lt	lt	X
dad-11518	183	697	<	<	X
dad-11518	183	698	latexit	latexit	ADJ
dad-11518	183	699	sha1_base64="h1u+oqlb	sha1_base64="h1u+oqlb	PROPN
dad-11518	183	700	/	/	SYM
dad-11518	183	701	gbf+bh0c	gbf+bh0c	PROPN
dad-11518	183	702	/	/	SYM
dad-11518	183	703	cv3lp/6xm=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	cv3lp/6xm=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	PROPN
dad-11518	183	704	/	/	SYM
dad-11518	183	705	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	PROPN
dad-11518	183	706	/	/	SYM
dad-11518	183	707	v7haf12sxkordmdju	v7haf12sxkordmdju	PROPN
dad-11518	183	708	/	/	SYM
dad-11518	183	709	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	710	/	/	SYM
dad-11518	183	711	tzuinzvtzrqg4w5qrnxvkriiquq7czzuk1albitnujz8ubaqhe2rrjpueslskdnsnleaxqxjlxdga1ohtwkrbwok2jxclsxojdtbnzljqdrx4ecig87sn550w2rbmrwpyjpevnh+ia830kagzr9jhainxtrg	tzuinzvtzrqg4w5qrnxvkriiquq7czzuk1albitnujz8ubaqhe2rrjpueslskdnsnleaxqxjlxdga1ohtwkrbwok2jxclsxojdtbnzljqdrx4ecig87sn550w2rbmrwpyjpevnh+ia830kagzr9jhainxtrg	PROPN
dad-11518	183	712	/	/	SYM
dad-11518	183	713	qq	qq	PROPN
dad-11518	183	714	/	/	SYM
dad-11518	183	715	phbalkl6xhmaygmlzawrsg8ngrxwd0xcezohnhysrdg1zydnbswybw5b5bsoqykwiaq7ykcevgtcwwjiqyqkmoww+ccnxn+oznv0ldha059knhr2qdcd0npaumxofmrtp7gey	phbalkl6xhmaygmlzawrsg8ngrxwd0xcezohnhysrdg1zydnbswybw5b5bsoqykwiaq7ykcevgtcwwjiqyqkmoww+ccnxn+oznv0ldha059knhr2qdcd0npaumxofmrtp7gey	PROPN
dad-11518	183	716	/	/	SYM
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dad-11518	183	718	/	/	SYM
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dad-11518	183	720	/	/	SYM
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dad-11518	183	722	/	/	SYM
dad-11518	183	723	ae5ysg2vkrbufj34sz2rlsvcbr0yrmwqzn8m1gfqnt3po+dlovoae2w362zyceks9lzlsjliv7bdz+mj93vienlcu8ih2wh6yxgnnyn6ezx9m0b3st3uz5vdqeo7a+dt6up53f0hxzi	ae5ysg2vkrbufj34sz2rlsvcbr0yrmwqzn8m1gfqnt3po+dlovoae2w362zyceks9lzlsjliv7bdz+mj93vienlcu8ih2wh6yxgnnyn6ezx9m0b3st3uz5vdqeo7a+dt6up53f0hxzi	PROPN
dad-11518	183	724	/	/	SYM
dad-11518	183	725	y5spp	y5spp	NOUN
dad-11518	183	726	/	/	SYM
dad-11518	183	727	qaxwtldbgvz5vah8xpzdvukrpaanqmhr9p89hedl6qamp+kx	qaxwtldbgvz5vah8xpzdvukrpaanqmhr9p89hedl6qamp+kx	PROPN
dad-11518	183	728	/	/	SYM
dad-11518	183	729	c49yx3karlvqenykse8plerz/8d3ajkvw==</latexit><latexit	c49yx3karlvqenykse8plerz/8d3ajkvw==</latexit><latexit	NOUN
dad-11518	183	730	sha1_base64="h1u+oqlb	sha1_base64="h1u+oqlb	PROPN
dad-11518	183	731	/	/	SYM
dad-11518	183	732	gbf+bh0c	gbf+bh0c	PROPN
dad-11518	183	733	/	/	SYM
dad-11518	183	734	cv3lp/6xm=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	cv3lp/6xm=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	PROPN
dad-11518	183	735	/	/	SYM
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dad-11518	183	737	/	/	SYM
dad-11518	183	738	v7haf12sxkordmdju	v7haf12sxkordmdju	PROPN
dad-11518	183	739	/	/	SYM
dad-11518	183	740	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	741	/	/	SYM
dad-11518	183	742	tzuinzvtzrqg4w5qrnxvkriiquq7czzuk1albitnujz8ubaqhe2rrjpueslskdnsnleaxqxjlxdga1ohtwkrbwok2jxclsxojdtbnzljqdrx4ecig87sn550w2rbmrwpyjpevnh+ia830kagzr9jhainxtrg	tzuinzvtzrqg4w5qrnxvkriiquq7czzuk1albitnujz8ubaqhe2rrjpueslskdnsnleaxqxjlxdga1ohtwkrbwok2jxclsxojdtbnzljqdrx4ecig87sn550w2rbmrwpyjpevnh+ia830kagzr9jhainxtrg	PROPN
dad-11518	183	743	/	/	SYM
dad-11518	183	744	qq	qq	PROPN
dad-11518	183	745	/	/	SYM
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dad-11518	183	747	/	/	SYM
dad-11518	183	748	scgltbo6vqcyxhse3ouwa/4jko5hh	scgltbo6vqcyxhse3ouwa/4jko5hh	PROPN
dad-11518	183	749	/	/	SYM
dad-11518	183	750	l2stjsjug0pws9nq8nuwex9g+0fc6hpuww18qqmse9642+y3r4qv4bkmtpgpkx7dcefbbdbwak58l3gxbymjjro/2e	l2stjsjug0pws9nq8nuwex9g+0fc6hpuww18qqmse9642+y3r4qv4bkmtpgpkx7dcefbbdbwak58l3gxbymjjro/2e	PROPN
dad-11518	183	751	/	/	SYM
dad-11518	183	752	fjv4f0bjunlqeccanbpdkf0h+xkzhu5zkkve1neguirr0mb0lpdxtqxfk0jroh0djg7mfms6its7smq4oblzk5ifked	fjv4f0bjunlqeccanbpdkf0h+xkzhu5zkkve1neguirr0mb0lpdxtqxfk0jroh0djg7mfms6its7smq4oblzk5ifke	VERB
dad-11518	183	753	/	/	SYM
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dad-11518	183	755	/	/	SYM
dad-11518	183	756	y5spp	y5spp	NOUN
dad-11518	183	757	/	/	SYM
dad-11518	183	758	qaxwtldbgvz5vah8xpzdvukrpaanqmhr9p89hedl6qamp+kx	qaxwtldbgvz5vah8xpzdvukrpaanqmhr9p89hedl6qamp+kx	PROPN
dad-11518	183	759	/	/	SYM
dad-11518	183	760	c49yx3karlvqenykse8plerz/8d3ajkvw==</latexit><latexit	c49yx3karlvqenykse8plerz/8d3ajkvw==</latexit><latexit	NOUN
dad-11518	183	761	sha1_base64="h1u+oqlb	sha1_base64="h1u+oqlb	PROPN
dad-11518	183	762	/	/	SYM
dad-11518	183	763	gbf+bh0c	gbf+bh0c	PROPN
dad-11518	183	764	/	/	SYM
dad-11518	183	765	cv3lp/6xm=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	cv3lp/6xm=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	PROPN
dad-11518	183	766	/	/	SYM
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dad-11518	183	768	/	/	SYM
dad-11518	183	769	v7haf12sxkordmdju	v7haf12sxkordmdju	PROPN
dad-11518	183	770	/	/	SYM
dad-11518	183	771	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	772	/	/	SYM
dad-11518	183	773	tzuinzvtzrqg4w5qrnxvkriiquq7czzuk1albitnujz8ubaqhe2rrjpueslskdnsnleaxqxjlxdga1ohtwkrbwok2jxclsxojdtbnzljqdrx4ecig87sn550w2rbmrwpyjpevnh+ia830kagzr9jhainxtrg	tzuinzvtzrqg4w5qrnxvkriiquq7czzuk1albitnujz8ubaqhe2rrjpueslskdnsnleaxqxjlxdga1ohtwkrbwok2jxclsxojdtbnzljqdrx4ecig87sn550w2rbmrwpyjpevnh+ia830kagzr9jhainxtrg	PROPN
dad-11518	183	774	/	/	SYM
dad-11518	183	775	qq	qq	PROPN
dad-11518	183	776	/	/	SYM
dad-11518	183	777	phbalkl6xhmaygmlzawrsg8ngrxwd0xcezohnhysrdg1zydnbswybw5b5bsoqykwiaq7ykcevgtcwwjiqyqkmoww+ccnxn+oznv0ldha059knhr2qdcd0npaumxofmrtp7gey	phbalkl6xhmaygmlzawrsg8ngrxwd0xcezohnhysrdg1zydnbswybw5b5bsoqykwiaq7ykcevgtcwwjiqyqkmoww+ccnxn+oznv0ldha059knhr2qdcd0npaumxofmrtp7gey	PROPN
dad-11518	183	778	/	/	SYM
dad-11518	183	779	scgltbo6vqcyxhse3ouwa/4jko5hh	scgltbo6vqcyxhse3ouwa/4jko5hh	PROPN
dad-11518	183	780	/	/	SYM
dad-11518	183	781	l2stjsjug0pws9nq8nuwex9g+0fc6hpuww18qqmse9642+y3r4qv4bkmtpgpkx7dcefbbdbwak58l3gxbymjjro/2e	l2stjsjug0pws9nq8nuwex9g+0fc6hpuww18qqmse9642+y3r4qv4bkmtpgpkx7dcefbbdbwak58l3gxbymjjro/2e	PROPN
dad-11518	183	782	/	/	SYM
dad-11518	183	783	fjv4f0bjunlqeccanbpdkf0h+xkzhu5zkkve1neguirr0mb0lpdxtqxfk0jroh0djg7mfms6its7smq4oblzk5ifked	fjv4f0bjunlqeccanbpdkf0h+xkzhu5zkkve1neguirr0mb0lpdxtqxfk0jroh0djg7mfms6its7smq4oblzk5ifke	VERB
dad-11518	183	784	/	/	SYM
dad-11518	183	785	ae5ysg2vkrbufj34sz2rlsvcbr0yrmwqzn8m1gfqnt3po+dlovoae2w362zyceks9lzlsjliv7bdz+mj93vienlcu8ih2wh6yxgnnyn6ezx9m0b3st3uz5vdqeo7a+dt6up53f0hxzi	ae5ysg2vkrbufj34sz2rlsvcbr0yrmwqzn8m1gfqnt3po+dlovoae2w362zyceks9lzlsjliv7bdz+mj93vienlcu8ih2wh6yxgnnyn6ezx9m0b3st3uz5vdqeo7a+dt6up53f0hxzi	PROPN
dad-11518	183	786	/	/	SYM
dad-11518	183	787	y5spp	y5spp	NOUN
dad-11518	183	788	/	/	SYM
dad-11518	183	789	qaxwtldbgvz5vah8xpzdvukrpaanqmhr9p89hedl6qamp+kx	qaxwtldbgvz5vah8xpzdvukrpaanqmhr9p89hedl6qamp+kx	PROPN
dad-11518	183	790	/	/	SYM
dad-11518	183	791	c49yx3karlvqenykse8plerz/8d3ajkvw==</latexit><latexit	c49yx3karlvqenykse8plerz/8d3ajkvw==</latexit><latexit	NOUN
dad-11518	183	792	sha1_base64="h1u+oqlb	sha1_base64="h1u+oqlb	PROPN
dad-11518	183	793	/	/	SYM
dad-11518	183	794	gbf+bh0c	gbf+bh0c	PROPN
dad-11518	183	795	/	/	SYM
dad-11518	183	796	cv3lp/6xm=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	cv3lp/6xm=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	PROPN
dad-11518	183	797	/	/	SYM
dad-11518	183	798	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	PROPN
dad-11518	183	799	/	/	SYM
dad-11518	183	800	v7haf12sxkordmdju	v7haf12sxkordmdju	PROPN
dad-11518	183	801	/	/	SYM
dad-11518	183	802	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	803	/	/	SYM
dad-11518	183	804	tzuinzvtzrqg4w5qrnxvkriiquq7czzuk1albitnujz8ubaqhe2rrjpueslskdnsnleaxqxjlxdga1ohtwkrbwok2jxclsxojdtbnzljqdrx4ecig87sn550w2rbmrwpyjpevnh+ia830kagzr9jhainxtrg	tzuinzvtzrqg4w5qrnxvkriiquq7czzuk1albitnujz8ubaqhe2rrjpueslskdnsnleaxqxjlxdga1ohtwkrbwok2jxclsxojdtbnzljqdrx4ecig87sn550w2rbmrwpyjpevnh+ia830kagzr9jhainxtrg	PROPN
dad-11518	183	805	/	/	SYM
dad-11518	183	806	qq	qq	PROPN
dad-11518	183	807	/	/	SYM
dad-11518	183	808	phbalkl6xhmaygmlzawrsg8ngrxwd0xcezohnhysrdg1zydnbswybw5b5bsoqykwiaq7ykcevgtcwwjiqyqkmoww+ccnxn+oznv0ldha059knhr2qdcd0npaumxofmrtp7gey	phbalkl6xhmaygmlzawrsg8ngrxwd0xcezohnhysrdg1zydnbswybw5b5bsoqykwiaq7ykcevgtcwwjiqyqkmoww+ccnxn+oznv0ldha059knhr2qdcd0npaumxofmrtp7gey	PROPN
dad-11518	183	809	/	/	SYM
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dad-11518	183	811	/	/	SYM
dad-11518	183	812	l2stjsjug0pws9nq8nuwex9g+0fc6hpuww18qqmse9642+y3r4qv4bkmtpgpkx7dcefbbdbwak58l3gxbymjjro/2e	l2stjsjug0pws9nq8nuwex9g+0fc6hpuww18qqmse9642+y3r4qv4bkmtpgpkx7dcefbbdbwak58l3gxbymjjro/2e	PROPN
dad-11518	183	813	/	/	SYM
dad-11518	183	814	fjv4f0bjunlqeccanbpdkf0h+xkzhu5zkkve1neguirr0mb0lpdxtqxfk0jroh0djg7mfms6its7smq4oblzk5ifked	fjv4f0bjunlqeccanbpdkf0h+xkzhu5zkkve1neguirr0mb0lpdxtqxfk0jroh0djg7mfms6its7smq4oblzk5ifke	VERB
dad-11518	183	815	/	/	SYM
dad-11518	183	816	ae5ysg2vkrbufj34sz2rlsvcbr0yrmwqzn8m1gfqnt3po+dlovoae2w362zyceks9lzlsjliv7bdz+mj93vienlcu8ih2wh6yxgnnyn6ezx9m0b3st3uz5vdqeo7a+dt6up53f0hxzi	ae5ysg2vkrbufj34sz2rlsvcbr0yrmwqzn8m1gfqnt3po+dlovoae2w362zyceks9lzlsjliv7bdz+mj93vienlcu8ih2wh6yxgnnyn6ezx9m0b3st3uz5vdqeo7a+dt6up53f0hxzi	PROPN
dad-11518	183	817	/	/	SYM
dad-11518	183	818	y5spp	y5spp	NOUN
dad-11518	183	819	/	/	SYM
dad-11518	183	820	qaxwtldbgvz5vah8xpzdvukrpaanqmhr9p89hedl6qamp+kx	qaxwtldbgvz5vah8xpzdvukrpaanqmhr9p89hedl6qamp+kx	PROPN
dad-11518	183	821	/	/	SYM
dad-11518	183	822	c49yx3karlvqenykse8plerz/8d3ajkvw==</latexit	c49yx3karlvqenykse8plerz/8d3ajkvw==</latexit	ADV
dad-11518	183	823	>	>	X
dad-11518	183	824	yt	yt	X
dad-11518	183	825	<	<	X
dad-11518	183	826	latexit	latexit	PROPN
dad-11518	183	827	sha1_base64="1o62efkhj55b+npfluue5bpq7l8=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	sha1_base64="1o62efkhj55b+npfluue5bpq7l8=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	PROPN
dad-11518	183	828	/	/	SYM
dad-11518	183	829	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	PROPN
dad-11518	183	830	/	/	SYM
dad-11518	183	831	v7haf12sxkordmdju	v7haf12sxkordmdju	PROPN
dad-11518	183	832	/	/	SYM
dad-11518	183	833	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	834	/	/	SYM
dad-11518	183	835	tztifnomzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	tztifnomzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	PROPN
dad-11518	183	836	/	/	SYM
dad-11518	183	837	g6oue8nrhpplyi6nqykqe3ytkchy3zc1qgwfhfbfzliunemm5gtgruwhiyrgt8euaupsczo7sw7cxoz6vppxoh647pbcxdy	g6oue8nrhpplyi6nqykqe3ytkchy3zc1qgwfhfbfzliunemm5gtgruwhiyrgt8euaupsczo7sw7cxoz6vppxoh647pbcxdy	NOUN
dad-11518	183	838	/	/	SYM
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dad-11518	183	840	/	/	SYM
dad-11518	183	841	tj+7hfw	tj+7hfw	NOUN
dad-11518	183	842	/	/	SYM
dad-11518	183	843	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	PROPN
dad-11518	183	844	/	/	SYM
dad-11518	183	845	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	PROPN
dad-11518	183	846	/	/	SYM
dad-11518	183	847	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hoh1kza==</latexit><latexit	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hoh1kza==</latexit><latexit	NUM
dad-11518	183	848	sha1_base64="1o62efkhj55b+npfluue5bpq7l8=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	sha1_base64="1o62efkhj55b+npfluue5bpq7l8=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	NOUN
dad-11518	183	849	/	/	SYM
dad-11518	183	850	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	NOUN
dad-11518	183	851	/	/	SYM
dad-11518	183	852	v7haf12sxkordmdju	v7haf12sxkordmdju	PROPN
dad-11518	183	853	/	/	SYM
dad-11518	183	854	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	855	/	/	SYM
dad-11518	183	856	tztifnomzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	tztifnomzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	PROPN
dad-11518	183	857	/	/	SYM
dad-11518	183	858	g6oue8nrhpplyi6nqykqe3ytkchy3zc1qgwfhfbfzliunemm5gtgruwhiyrgt8euaupsczo7sw7cxoz6vppxoh647pbcxdy	g6oue8nrhpplyi6nqykqe3ytkchy3zc1qgwfhfbfzliunemm5gtgruwhiyrgt8euaupsczo7sw7cxoz6vppxoh647pbcxdy	NOUN
dad-11518	183	859	/	/	SYM
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dad-11518	183	861	/	/	SYM
dad-11518	183	862	tj+7hfw	tj+7hfw	NOUN
dad-11518	183	863	/	/	SYM
dad-11518	183	864	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	PROPN
dad-11518	183	865	/	/	SYM
dad-11518	183	866	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	PROPN
dad-11518	183	867	/	/	SYM
dad-11518	183	868	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hoh1kza==</latexit><latexit	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hoh1kza==</latexit><latexit	NUM
dad-11518	183	869	sha1_base64="1o62efkhj55b+npfluue5bpq7l8=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	sha1_base64="1o62efkhj55b+npfluue5bpq7l8=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	NOUN
dad-11518	183	870	/	/	SYM
dad-11518	183	871	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	NOUN
dad-11518	183	872	/	/	SYM
dad-11518	183	873	v7haf12sxkordmdju	v7haf12sxkordmdju	PROPN
dad-11518	183	874	/	/	SYM
dad-11518	183	875	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	876	/	/	SYM
dad-11518	183	877	tztifnomzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	tztifnomzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	PROPN
dad-11518	183	878	/	/	SYM
dad-11518	183	879	g6oue8nrhpplyi6nqykqe3ytkchy3zc1qgwfhfbfzliunemm5gtgruwhiyrgt8euaupsczo7sw7cxoz6vppxoh647pbcxdy	g6oue8nrhpplyi6nqykqe3ytkchy3zc1qgwfhfbfzliunemm5gtgruwhiyrgt8euaupsczo7sw7cxoz6vppxoh647pbcxdy	NOUN
dad-11518	183	880	/	/	SYM
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dad-11518	183	882	/	/	SYM
dad-11518	183	883	tj+7hfw	tj+7hfw	NOUN
dad-11518	183	884	/	/	SYM
dad-11518	183	885	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	PROPN
dad-11518	183	886	/	/	SYM
dad-11518	183	887	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	PROPN
dad-11518	183	888	/	/	SYM
dad-11518	183	889	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hoh1kza==</latexit><latexit	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hoh1kza==</latexit><latexit	NUM
dad-11518	183	890	sha1_base64="1o62efkhj55b+npfluue5bpq7l8=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	sha1_base64="1o62efkhj55b+npfluue5bpq7l8=">aaahqhiclvxbbtnaej22qnpya+grl4i0cagtkoiej5fsea8gcjrnuvnvtrnjrfgs2zusyou3eixf4l944mx4e5o4l9awvbozc87cdm2747mxlhb	NOUN
dad-11518	183	891	/	/	SYM
dad-11518	183	892	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	lc2v3lh5k7e6tn77zt179zc2hxzfytdyvnujvta6tq1yew6gqtrvnjrurmrybu	NOUN
dad-11518	183	893	/	/	SYM
dad-11518	183	894	v7haf12sxkordmdju	v7haf12sxkordmdju	PROPN
dad-11518	183	895	/	/	SYM
dad-11518	183	896	y469a1w4dzdx9jq1eu+pc	y469a1w4dzdx9jq1eu+pc	PROPN
dad-11518	183	897	/	/	SYM
dad-11518	183	898	tztifnomzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	tztifnomzjujxtyhxpiuujfagcx2emysvqlodqnkosz4pckhd9siigpcjlahihehokyeugutkuqibrqpbhzwchqvtg+8wzidgg2donlgghxjx8era5mkbzzthtghnxhxkgonfpd9e15rpirfmjrcp0qbjmjb+hf7toswwix1joyxlmzkz0tskn5kni	PROPN
dad-11518	183	899	/	/	SYM
dad-11518	183	900	g6oue8nrhpplyi6nqykqe3ytkchy3zc1qgwfhfbfzliunemm5gtgruwhiyrgt8euaupsczo7sw7cxoz6vppxoh647pbcxdy	g6oue8nrhpplyi6nqykqe3ytkchy3zc1qgwfhfbfzliunemm5gtgruwhiyrgt8euaupsczo7sw7cxoz6vppxoh647pbcxdy	NOUN
dad-11518	183	901	/	/	SYM
dad-11518	183	902	q+ngmf2c8w+09akmhq0qkeljgkjuzcsr7wsuzzpt6wtynhlwompctz7fv4pdk9vrb9ok90cothtr5uuik9711t9lvwwxfw2vjbtrxivmc5i+yd63gbvj4xvau2wzdhxr	q+ngmf2c8w+09akmhq0qkeljgkjuzcsr7wsuzzpt6wtynhlwompctz7fv4pdk9vrb9ok90cothtr5uuik9711t9lvwwxfw2vjbtrxivmc5i+yd63gbvj4xvau2wzdhxr	PROPN
dad-11518	183	903	/	/	SYM
dad-11518	183	904	tj+7hfw	tj+7hfw	NOUN
dad-11518	183	905	/	/	SYM
dad-11518	183	906	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	p2sobxeif4aacsrmlop8uj2pcz2uue9ub8nzejxoz3oseg	PROPN
dad-11518	183	907	/	/	SYM
dad-11518	183	908	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	buivnpsjqoorhb2ypnlkrblmgzvwcdwyrzebm87ua9zldatpmj3mktvhdntholeo2jp1xmhu3p5nvaleanuod96xrfck5th/1syw4jjj+xmhdhxer22rj9zx7ufe9ow5z5efssd1kvmbllb0jnjqdp3vymvm3zehu8d2b96nwotzulofnmrvhzlsb	PROPN
dad-11518	183	909	/	/	SYM
dad-11518	183	910	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hoh1kza==</latexit	u1nhag+3bpnzq0l5ifmhrdijekxpuzhx6p97oscx1ufnftiv+p17ljvi1xlfutpljyn5sgnxzv4hoh1kza==</latexit	PROPN
dad-11518	183	911	>	>	X
dad-11518	183	912	figure	figure	NOUN
dad-11518	183	913	4	4	NUM
dad-11518	183	914	:	:	PUNCT
dad-11518	183	915	the	the	DET
dad-11518	183	916	architecture	architecture	NOUN
dad-11518	183	917	of	of	ADP
dad-11518	183	918	the	the	DET
dad-11518	183	919	proposed	propose	VERB
dad-11518	183	920	bilstm	bilstm	NOUN
dad-11518	183	921	model	model	NOUN
dad-11518	183	922	with	with	ADP
dad-11518	183	923	self	self	NOUN
dad-11518	183	924	attention	attention	NOUN
dad-11518	183	925	.	.	PUNCT
dad-11518	184	1	for	for	ADP
dad-11518	184	2	each	each	DET
dad-11518	184	3	time	time	NOUN
dad-11518	184	4	t	t	PROPN
dad-11518	184	5	,	,	PUNCT
dad-11518	184	6	the	the	DET
dad-11518	184	7	exchange	exchange	NOUN
dad-11518	184	8	level	level	NOUN
dad-11518	184	9	parameter	parameter	NOUN
dad-11518	184	10	of	of	ADP
dad-11518	184	11	all	all	DET
dad-11518	184	12	exchanges	exchange	NOUN
dad-11518	184	13	ei	ei	INTJ
dad-11518	184	14	of	of	ADP
dad-11518	184	15	the	the	DET
dad-11518	184	16	sub	sub	NOUN
dad-11518	184	17	-	-	NOUN
dad-11518	184	18	dialogue	dialogue	ADJ
dad-11518	184	19	i	i	PRON
dad-11518	184	20	∈	∈	PROPN
dad-11518	184	21	{	{	PUNCT
dad-11518	184	22	1	1	NUM
dad-11518	184	23	.	.	PUNCT
dad-11518	184	24	.	.	PUNCT
dad-11518	184	25	.	.	PUNCT
dad-11518	185	1	t	t	X
dad-11518	185	2	}	}	PUNCT
dad-11518	185	3	are	be	AUX
dad-11518	185	4	encoded	encode	VERB
dad-11518	185	5	to	to	ADP
dad-11518	185	6	their	their	PRON
dad-11518	185	7	respective	respective	ADJ
dad-11518	185	8	hidden	hide	VERB
dad-11518	185	9	representation	representation	NOUN
dad-11518	185	10	hi	hi	INTJ
dad-11518	185	11	and	and	CCONJ
dad-11518	185	12	are	be	AUX
dad-11518	185	13	considered	consider	VERB
dad-11518	185	14	and	and	CCONJ
dad-11518	185	15	weighted	weight	VERB
dad-11518	185	16	with	with	ADP
dad-11518	185	17	the	the	DET
dad-11518	185	18	self	self	NOUN
dad-11518	185	19	attention	attention	NOUN
dad-11518	185	20	mechanism	mechanism	NOUN
dad-11518	185	21	to	to	PART
dad-11518	185	22	finally	finally	ADV
dad-11518	185	23	estimate	estimate	VERB
dad-11518	185	24	the	the	DET
dad-11518	185	25	iq	iq	NOUN
dad-11518	185	26	value	value	NOUN
dad-11518	185	27	yt	yt	NOUN
dad-11518	185	28	at	at	ADP
dad-11518	185	29	time	time	NOUN
dad-11518	185	30	t.	t.	PROPN
dad-11518	185	31	as	as	SCONJ
dad-11518	185	32	shown	show	VERB
dad-11518	185	33	in	in	ADP
dad-11518	185	34	figure	figure	NOUN
dad-11518	185	35	4	4	NUM
dad-11518	185	36	,	,	PUNCT
dad-11518	185	37	the	the	DET
dad-11518	185	38	exchange	exchange	NOUN
dad-11518	185	39	level	level	NOUN
dad-11518	185	40	parameters	parameter	NOUN
dad-11518	185	41	form	form	VERB
dad-11518	185	42	the	the	DET
dad-11518	185	43	input	input	NOUN
dad-11518	185	44	vector	vector	NOUN
dad-11518	185	45	et	et	NOUN
dad-11518	185	46	for	for	ADP
dad-11518	185	47	each	each	DET
dad-11518	185	48	time	time	NOUN
dad-11518	185	49	step	step	NOUN
dad-11518	185	50	or	or	CCONJ
dad-11518	185	51	turn	turn	VERB
dad-11518	185	52	t	t	PROPN
dad-11518	185	53	to	to	ADP
dad-11518	185	54	a	a	DET
dad-11518	185	55	bi	bi	ADJ
dad-11518	185	56	-	-	ADJ
dad-11518	185	57	directional	directional	ADJ
dad-11518	185	58	lstm	lstm	NOUN
dad-11518	185	59	(	(	PUNCT
dad-11518	185	60	graves	grave	NOUN
dad-11518	185	61	et	et	PROPN
dad-11518	185	62	al	al	PROPN
dad-11518	185	63	.	.	PROPN
dad-11518	185	64	,	,	PUNCT
dad-11518	185	65	2013	2013	NUM
dad-11518	185	66	)	)	PUNCT
dad-11518	185	67	layer	layer	NOUN
dad-11518	185	68	.	.	PUNCT
dad-11518	186	1	the	the	DET
dad-11518	186	2	input	input	NOUN
dad-11518	186	3	vector	vector	NOUN
dad-11518	186	4	et	et	NOUN
dad-11518	186	5	encodes	encode	VERB
dad-11518	186	6	the	the	DET
dad-11518	186	7	nominal	nominal	ADJ
dad-11518	186	8	parameters	parameter	NOUN
dad-11518	186	9	asrrecognitionstatus	asrrecognitionstatus	ADJ
dad-11518	186	10	,	,	PUNCT
dad-11518	186	11	activitytype	activitytype	NOUN
dad-11518	186	12	,	,	PUNCT
dad-11518	186	13	and	and	CCONJ
dad-11518	186	14	confirmation	confirmation	NOUN
dad-11518	186	15	?	?	PUNCT
dad-11518	187	1	as	as	ADP
dad-11518	187	2	1	1	NUM
dad-11518	187	3	-	-	PUNCT
dad-11518	187	4	hot	hot	ADJ
dad-11518	187	5	representations	representation	NOUN
dad-11518	187	6	.	.	PUNCT
dad-11518	188	1	in	in	ADP
dad-11518	188	2	the	the	DET
dad-11518	188	3	bilstm	bilstm	NOUN
dad-11518	188	4	layer	layer	NOUN
dad-11518	188	5	,	,	PUNCT
dad-11518	188	6	two	two	NUM
dad-11518	188	7	hidden	hide	VERB
dad-11518	188	8	states	state	NOUN
dad-11518	188	9	are	be	AUX
dad-11518	188	10	computed	compute	VERB
dad-11518	188	11	:	:	PUNCT
dad-11518	188	12	~ht	~ht	NUM
dad-11518	188	13	constitutes	constitute	VERB
dad-11518	188	14	the	the	DET
dad-11518	188	15	forward	forward	ADJ
dad-11518	188	16	pass	pass	NOUN
dad-11518	188	17	through	through	ADP
dad-11518	188	18	the	the	DET
dad-11518	188	19	current	current	ADJ
dad-11518	188	20	sub	sub	NOUN
dad-11518	188	21	-	-	NOUN
dad-11518	188	22	dialogue	dialogue	NOUN
dad-11518	188	23	and	and	CCONJ
dad-11518	188	24	~ht	~ht	PROPN
dad-11518	188	25	the	the	DET
dad-11518	188	26	backwards	backwards	ADV
dad-11518	188	27	pass	pass	NOUN
dad-11518	188	28	:	:	PUNCT
dad-11518	188	29	~ht	~ht	NUM
dad-11518	188	30	=	=	SYM
dad-11518	188	31	lstm(et	lstm(et	NOUN
dad-11518	188	32	,	,	PUNCT
dad-11518	188	33	~ht−1	~ht−1	ADJ
dad-11518	188	34	)	)	PUNCT
dad-11518	188	35	(	(	PUNCT
dad-11518	188	36	3	3	X
dad-11518	188	37	)	)	PUNCT
dad-11518	188	38	~ht	~ht	NOUN
dad-11518	188	39	=	=	SYM
dad-11518	188	40	lstm(et	lstm(et	NOUN
dad-11518	188	41	,	,	PUNCT
dad-11518	188	42	~ht+1	~ht+1	PRON
dad-11518	188	43	)	)	PUNCT
dad-11518	188	44	(	(	PUNCT
dad-11518	188	45	4	4	X
dad-11518	188	46	)	)	PUNCT
dad-11518	188	47	the	the	DET
dad-11518	188	48	final	final	ADJ
dad-11518	188	49	hidden	hidden	ADJ
dad-11518	188	50	layer	layer	NOUN
dad-11518	188	51	is	be	AUX
dad-11518	188	52	then	then	ADV
dad-11518	188	53	computed	compute	VERB
dad-11518	188	54	by	by	ADP
dad-11518	188	55	concatenating	concatenate	VERB
dad-11518	188	56	both	both	DET
dad-11518	188	57	hidden	hide	VERB
dad-11518	188	58	states	state	NOUN
dad-11518	188	59	:	:	PUNCT
dad-11518	189	1	ht	ht	PROPN
dad-11518	189	2	=	=	PUNCT
dad-11518	190	1	[	[	X
dad-11518	190	2	~ht	~ht	PROPN
dad-11518	190	3	,	,	PUNCT
dad-11518	190	4	~ht	~ht	PROPN
dad-11518	190	5	]	]	PUNCT
dad-11518	190	6	.	.	PUNCT
dad-11518	191	1	(	(	PUNCT
dad-11518	191	2	5	5	X
dad-11518	191	3	)	)	PUNCT
dad-11518	191	4	even	even	ADV
dad-11518	191	5	though	though	SCONJ
dad-11518	191	6	information	information	NOUN
dad-11518	191	7	from	from	ADP
dad-11518	191	8	all	all	DET
dad-11518	191	9	time	time	NOUN
dad-11518	191	10	steps	step	NOUN
dad-11518	191	11	may	may	AUX
dad-11518	191	12	contribute	contribute	VERB
dad-11518	191	13	to	to	ADP
dad-11518	191	14	the	the	DET
dad-11518	191	15	final	final	ADJ
dad-11518	191	16	iq	iq	NOUN
dad-11518	191	17	value	value	NOUN
dad-11518	191	18	,	,	PUNCT
dad-11518	191	19	not	not	PART
dad-11518	191	20	all	all	DET
dad-11518	191	21	time	time	NOUN
dad-11518	191	22	steps	step	NOUN
dad-11518	191	23	may	may	AUX
dad-11518	191	24	be	be	AUX
dad-11518	191	25	equally	equally	ADV
dad-11518	191	26	important	important	ADJ
dad-11518	191	27	.	.	PUNCT
dad-11518	192	1	thus	thus	ADV
dad-11518	192	2	,	,	PUNCT
dad-11518	192	3	an	an	DET
dad-11518	192	4	attention	attention	NOUN
dad-11518	192	5	mechanism	mechanism	NOUN
dad-11518	192	6	(	(	PUNCT
dad-11518	192	7	vaswani	vaswani	NOUN
dad-11518	192	8	et	et	PROPN
dad-11518	192	9	al	al	PROPN
dad-11518	192	10	.	.	PROPN
dad-11518	192	11	,	,	PUNCT
dad-11518	192	12	2017	2017	NUM
dad-11518	192	13	)	)	PUNCT
dad-11518	192	14	is	be	AUX
dad-11518	192	15	used	use	VERB
dad-11518	192	16	that	that	SCONJ
dad-11518	192	17	89	89	NUM
dad-11518	192	18	ultes	ulte	NOUN
dad-11518	192	19	and	and	CCONJ
dad-11518	192	20	maier	maier	PROPN
dad-11518	192	21	evaluates	evaluate	VERB
dad-11518	192	22	the	the	DET
dad-11518	192	23	importance	importance	NOUN
dad-11518	192	24	of	of	ADP
dad-11518	192	25	each	each	DET
dad-11518	192	26	time	time	NOUN
dad-11518	192	27	step	step	NOUN
dad-11518	192	28	t′	t′	NUM
dad-11518	192	29	for	for	ADP
dad-11518	192	30	estimating	estimate	VERB
dad-11518	192	31	the	the	DET
dad-11518	192	32	iq	iq	NOUN
dad-11518	192	33	value	value	NOUN
dad-11518	192	34	at	at	ADP
dad-11518	192	35	time	time	NOUN
dad-11518	192	36	t	t	NOUN
dad-11518	192	37	by	by	ADP
dad-11518	192	38	calculating	calculate	VERB
dad-11518	192	39	a	a	DET
dad-11518	192	40	weight	weight	NOUN
dad-11518	192	41	vector	vector	NOUN
dad-11518	192	42	αt	αt	PROPN
dad-11518	192	43	,	,	PUNCT
dad-11518	192	44	t′	t′	NUM
dad-11518	192	45	.	.	PUNCT
dad-11518	193	1	gt	gt	PROPN
dad-11518	193	2	,	,	PUNCT
dad-11518	193	3	t′	t′	X
dad-11518	193	4	=	=	PUNCT
dad-11518	193	5	tanh(ht	tanh(ht	NOUN
dad-11518	193	6	t	t	PROPN
dad-11518	193	7	wt	wt	NOUN
dad-11518	194	1	+	+	CCONJ
dad-11518	194	2	ht	ht	PROPN
dad-11518	194	3	t′wt′	t′wt′	ADJ
dad-11518	194	4	+	+	PROPN
dad-11518	194	5	bt	bt	NOUN
dad-11518	194	6	)	)	PUNCT
dad-11518	194	7	(	(	PUNCT
dad-11518	194	8	6	6	NUM
dad-11518	194	9	)	)	PUNCT
dad-11518	194	10	αt	αt	NOUN
dad-11518	194	11	,	,	PUNCT
dad-11518	194	12	t′	t′	NOUN
dad-11518	194	13	=	=	SYM
dad-11518	194	14	softmax(σ(wagt	softmax(σ(wagt	PROPN
dad-11518	194	15	,	,	PUNCT
dad-11518	194	16	t′	t′	NOUN
dad-11518	194	17	+	+	CCONJ
dad-11518	194	18	ba	ba	NOUN
dad-11518	194	19	)	)	PUNCT
dad-11518	194	20	)	)	PUNCT
dad-11518	195	1	(	(	PUNCT
dad-11518	195	2	7	7	X
dad-11518	195	3	)	)	PUNCT
dad-11518	195	4	lt	lt	NOUN
dad-11518	195	5	=	=	PUNCT
dad-11518	195	6	∑	∑	PUNCT
dad-11518	195	7	t′	t′	NUM
dad-11518	195	8	αt	αt	NOUN
dad-11518	195	9	,	,	PUNCT
dad-11518	195	10	t′ht′	t′ht′	PUNCT
dad-11518	195	11	(	(	PUNCT
dad-11518	195	12	8)	8)	NUM
dad-11518	195	13	zheng	zheng	X
dad-11518	195	14	et	et	PROPN
dad-11518	195	15	al	al	PROPN
dad-11518	195	16	.	.	PROPN
dad-11518	196	1	(	(	PUNCT
dad-11518	196	2	2018	2018	NUM
dad-11518	196	3	)	)	PUNCT
dad-11518	196	4	describe	describe	VERB
dad-11518	196	5	this	this	PRON
dad-11518	196	6	as	as	SCONJ
dad-11518	196	7	follows	follow	VERB
dad-11518	196	8	:	:	PUNCT
dad-11518	196	9	“	"	PUNCT
dad-11518	196	10	the	the	DET
dad-11518	196	11	attention	attention	NOUN
dad-11518	196	12	-	-	PUNCT
dad-11518	196	13	focused	focus	VERB
dad-11518	196	14	hidden	hide	VERB
dad-11518	196	15	state	state	NOUN
dad-11518	196	16	representation	representation	NOUN
dad-11518	196	17	lt	lt	NOUN
dad-11518	196	18	of	of	ADP
dad-11518	196	19	an	an	DET
dad-11518	196	20	[	[	X
dad-11518	196	21	exchange	exchange	NOUN
dad-11518	196	22	]	]	PUNCT
dad-11518	196	23	at	at	ADP
dad-11518	196	24	time	time	NOUN
dad-11518	196	25	step	step	NOUN
dad-11518	196	26	t	t	PROPN
dad-11518	196	27	is	be	AUX
dad-11518	196	28	given	give	VERB
dad-11518	196	29	by	by	ADP
dad-11518	196	30	the	the	DET
dad-11518	196	31	weighted	weight	VERB
dad-11518	196	32	summation	summation	NOUN
dad-11518	196	33	of	of	ADP
dad-11518	196	34	the	the	DET
dad-11518	196	35	hidden	hide	VERB
dad-11518	196	36	state	state	NOUN
dad-11518	196	37	representation	representation	NOUN
dad-11518	196	38	ht′	ht′	NOUN
dad-11518	196	39	of	of	ADP
dad-11518	196	40	all	all	PRON
dad-11518	196	41	[	[	NOUN
dad-11518	196	42	exchanges	exchange	NOUN
dad-11518	196	43	]	]	PUNCT
dad-11518	196	44	at	at	ADP
dad-11518	196	45	time	time	NOUN
dad-11518	196	46	steps	step	NOUN
dad-11518	196	47	t′	t′	NUM
dad-11518	196	48	,	,	PUNCT
dad-11518	196	49	and	and	CCONJ
dad-11518	196	50	their	their	PRON
dad-11518	196	51	similarity	similarity	NOUN
dad-11518	196	52	αt	αt	PROPN
dad-11518	196	53	,	,	PUNCT
dad-11518	196	54	t′	t′	NUM
dad-11518	196	55	to	to	ADP
dad-11518	196	56	the	the	DET
dad-11518	196	57	hidden	hidden	ADJ
dad-11518	196	58	state	state	NOUN
dad-11518	196	59	representation	representation	NOUN
dad-11518	196	60	ht	ht	PROPN
dad-11518	196	61	of	of	ADP
dad-11518	196	62	the	the	DET
dad-11518	196	63	current	current	ADJ
dad-11518	196	64	[	[	X
dad-11518	196	65	exchange	exchange	NOUN
dad-11518	196	66	]	]	PUNCT
dad-11518	196	67	.	.	PUNCT
dad-11518	197	1	essentially	essentially	ADV
dad-11518	197	2	,	,	PUNCT
dad-11518	197	3	lt	lt	PRON
dad-11518	197	4	dictates	dictate	VERB
dad-11518	197	5	how	how	SCONJ
dad-11518	197	6	much	much	ADJ
dad-11518	197	7	to	to	PART
dad-11518	197	8	attend	attend	VERB
dad-11518	197	9	to	to	ADP
dad-11518	197	10	an	an	DET
dad-11518	197	11	[	[	X
dad-11518	197	12	exchange	exchange	NOUN
dad-11518	197	13	]	]	PUNCT
dad-11518	197	14	at	at	ADP
dad-11518	197	15	any	any	DET
dad-11518	197	16	time	time	NOUN
dad-11518	197	17	step	step	NOUN
dad-11518	197	18	conditioned	condition	VERB
dad-11518	197	19	on	on	ADP
dad-11518	197	20	their	their	PRON
dad-11518	197	21	neighbourhood	neighbourhood	NOUN
dad-11518	197	22	context	context	NOUN
dad-11518	197	23	.	.	PUNCT
dad-11518	197	24	”	"	PUNCT
dad-11518	198	1	to	to	PART
dad-11518	198	2	calculate	calculate	VERB
dad-11518	198	3	the	the	DET
dad-11518	198	4	final	final	ADJ
dad-11518	198	5	estimate	estimate	NOUN
dad-11518	198	6	yt	yt	NOUN
dad-11518	198	7	of	of	ADP
dad-11518	198	8	the	the	DET
dad-11518	198	9	current	current	ADJ
dad-11518	198	10	iq	iq	NOUN
dad-11518	198	11	value	value	NOUN
dad-11518	198	12	at	at	ADP
dad-11518	198	13	time	time	NOUN
dad-11518	198	14	t	t	PROPN
dad-11518	198	15	,	,	PUNCT
dad-11518	198	16	a	a	DET
dad-11518	198	17	softmax	softmax	NOUN
dad-11518	198	18	layer	layer	NOUN
dad-11518	198	19	is	be	AUX
dad-11518	198	20	introduced	introduce	VERB
dad-11518	198	21	:	:	PUNCT
dad-11518	198	22	yt	yt	PROPN
dad-11518	198	23	=	=	SYM
dad-11518	198	24	softmax(lt	softmax(lt	NOUN
dad-11518	198	25	)	)	PUNCT
dad-11518	198	26	(	(	PUNCT
dad-11518	198	27	9	9	NUM
dad-11518	198	28	)	)	PUNCT
dad-11518	198	29	for	for	ADP
dad-11518	198	30	estimating	estimate	VERB
dad-11518	198	31	the	the	DET
dad-11518	198	32	interaction	interaction	NOUN
dad-11518	198	33	quality	quality	NOUN
dad-11518	198	34	using	use	VERB
dad-11518	198	35	a	a	DET
dad-11518	198	36	bilstm	bilstm	NOUN
dad-11518	198	37	,	,	PUNCT
dad-11518	198	38	the	the	DET
dad-11518	198	39	proposed	propose	VERB
dad-11518	198	40	architecture	architecture	NOUN
dad-11518	198	41	frames	frame	VERB
dad-11518	198	42	the	the	DET
dad-11518	198	43	task	task	NOUN
dad-11518	198	44	as	as	ADP
dad-11518	198	45	a	a	DET
dad-11518	198	46	classification	classification	NOUN
dad-11518	198	47	problem	problem	NOUN
dad-11518	198	48	where	where	SCONJ
dad-11518	198	49	each	each	DET
dad-11518	198	50	sequence	sequence	NOUN
dad-11518	198	51	is	be	AUX
dad-11518	198	52	labelled	label	VERB
dad-11518	198	53	with	with	ADP
dad-11518	198	54	one	one	NUM
dad-11518	198	55	iq	iq	NOUN
dad-11518	198	56	value	value	NOUN
dad-11518	198	57	.	.	PUNCT
dad-11518	199	1	thus	thus	ADV
dad-11518	199	2	,	,	PUNCT
dad-11518	199	3	for	for	ADP
dad-11518	199	4	each	each	DET
dad-11518	199	5	time	time	NOUN
dad-11518	199	6	step	step	NOUN
dad-11518	199	7	t	t	PROPN
dad-11518	199	8	,	,	PUNCT
dad-11518	199	9	the	the	DET
dad-11518	199	10	iq	iq	NOUN
dad-11518	199	11	value	value	NOUN
dad-11518	199	12	needs	need	VERB
dad-11518	199	13	to	to	PART
dad-11518	199	14	be	be	AUX
dad-11518	199	15	estimated	estimate	VERB
dad-11518	199	16	for	for	ADP
dad-11518	199	17	the	the	DET
dad-11518	199	18	corresponding	correspond	VERB
dad-11518	199	19	sub	sub	NOUN
dad-11518	199	20	-	-	ADJ
dad-11518	199	21	dialogue	dialogue	NOUN
dad-11518	199	22	consisting	consisting	NOUN
dad-11518	199	23	of	of	ADP
dad-11518	199	24	all	all	DET
dad-11518	199	25	exchanges	exchange	NOUN
dad-11518	199	26	from	from	ADP
dad-11518	199	27	the	the	DET
dad-11518	199	28	beginning	beginning	NOUN
dad-11518	199	29	up	up	ADP
dad-11518	199	30	to	to	ADP
dad-11518	199	31	t.	t.	NOUN
dad-11518	199	32	framing	frame	VERB
dad-11518	199	33	the	the	DET
dad-11518	199	34	problem	problem	NOUN
dad-11518	199	35	like	like	ADP
dad-11518	199	36	this	this	PRON
dad-11518	199	37	is	be	AUX
dad-11518	199	38	necessary	necessary	ADJ
dad-11518	199	39	to	to	PART
dad-11518	199	40	allow	allow	VERB
dad-11518	199	41	the	the	DET
dad-11518	199	42	application	application	NOUN
dad-11518	199	43	of	of	ADP
dad-11518	199	44	a	a	DET
dad-11518	199	45	bilstm	bilstm	NOUN
dad-11518	199	46	-	-	PUNCT
dad-11518	199	47	approach	approach	NOUN
dad-11518	199	48	while	while	SCONJ
dad-11518	199	49	still	still	ADV
dad-11518	199	50	being	be	AUX
dad-11518	199	51	able	able	ADJ
dad-11518	199	52	to	to	PART
dad-11518	199	53	only	only	ADV
dad-11518	199	54	use	use	VERB
dad-11518	199	55	information	information	NOUN
dad-11518	199	56	that	that	PRON
dad-11518	199	57	would	would	AUX
dad-11518	199	58	be	be	AUX
dad-11518	199	59	present	present	ADJ
dad-11518	199	60	at	at	ADP
dad-11518	199	61	the	the	DET
dad-11518	199	62	current	current	ADJ
dad-11518	199	63	time	time	NOUN
dad-11518	199	64	step	step	NOUN
dad-11518	199	65	t	t	NOUN
dad-11518	199	66	in	in	ADP
dad-11518	199	67	an	an	DET
dad-11518	199	68	ongoing	ongoing	ADJ
dad-11518	199	69	dialogue	dialogue	NOUN
dad-11518	199	70	interaction	interaction	NOUN
dad-11518	199	71	.	.	PUNCT
dad-11518	200	1	to	to	PART
dad-11518	200	2	analyse	analyse	VERB
dad-11518	200	3	the	the	DET
dad-11518	200	4	influence	influence	NOUN
dad-11518	200	5	of	of	ADP
dad-11518	200	6	the	the	DET
dad-11518	200	7	bilstm	bilstm	NOUN
dad-11518	200	8	,	,	PUNCT
dad-11518	200	9	a	a	DET
dad-11518	200	10	model	model	NOUN
dad-11518	200	11	with	with	ADP
dad-11518	200	12	a	a	DET
dad-11518	200	13	single	single	ADJ
dad-11518	200	14	forward	forward	ADJ
dad-11518	200	15	-	-	PUNCT
dad-11518	200	16	lstm	lstm	NOUN
dad-11518	200	17	layer	layer	NOUN
dad-11518	200	18	is	be	AUX
dad-11518	200	19	also	also	ADV
dad-11518	200	20	investigated	investigate	VERB
dad-11518	200	21	where	where	SCONJ
dad-11518	200	22	ht	ht	PROPN
dad-11518	200	23	=	=	SYM
dad-11518	200	24	~ht	~ht	PROPN
dad-11518	200	25	.	.	PUNCT
dad-11518	201	1	(	(	PUNCT
dad-11518	201	2	10	10	NUM
dad-11518	201	3	)	)	PUNCT
dad-11518	201	4	similarly	similarly	ADV
dad-11518	201	5	,	,	PUNCT
dad-11518	201	6	a	a	DET
dad-11518	201	7	model	model	NOUN
dad-11518	201	8	without	without	ADP
dad-11518	201	9	attention	attention	NOUN
dad-11518	201	10	is	be	AUX
dad-11518	201	11	also	also	ADV
dad-11518	201	12	analysed	analyse	VERB
dad-11518	201	13	where	where	SCONJ
dad-11518	201	14	lt	lt	PROPN
dad-11518	201	15	=	=	SYM
dad-11518	201	16	ht	ht	PROPN
dad-11518	201	17	.	.	PUNCT
dad-11518	202	1	(	(	PUNCT
dad-11518	202	2	11	11	NUM
dad-11518	202	3	)	)	PUNCT
dad-11518	202	4	a	a	DET
dad-11518	202	5	deep	deep	ADJ
dad-11518	202	6	learning	learning	NOUN
dad-11518	202	7	approach	approach	NOUN
dad-11518	202	8	using	use	VERB
dad-11518	202	9	only	only	ADV
dad-11518	202	10	non	non	ADJ
dad-11518	202	11	-	-	ADJ
dad-11518	202	12	temporal	temporal	ADJ
dad-11518	202	13	features	feature	NOUN
dad-11518	202	14	has	have	AUX
dad-11518	202	15	been	be	AUX
dad-11518	202	16	previously	previously	ADV
dad-11518	202	17	proposed	propose	VERB
dad-11518	202	18	and	and	CCONJ
dad-11518	202	19	achieved	achieve	VERB
dad-11518	202	20	an	an	DET
dad-11518	202	21	uar	uar	NOUN
dad-11518	202	22	on	on	ADP
dad-11518	202	23	the	the	DET
dad-11518	202	24	full	full	ADJ
dad-11518	202	25	feature	feature	NOUN
dad-11518	202	26	set	set	NOUN
dad-11518	202	27	of	of	ADP
dad-11518	202	28	0.55	0.55	NUM
dad-11518	202	29	(	(	PUNCT
dad-11518	202	30	rach	rach	PROPN
dad-11518	202	31	et	et	PROPN
dad-11518	202	32	al	al	PROPN
dad-11518	202	33	.	.	PROPN
dad-11518	202	34	,	,	PUNCT
dad-11518	202	35	2017	2017	NUM
dad-11518	202	36	)	)	PUNCT
dad-11518	202	37	.	.	PUNCT
dad-11518	203	1	4	4	X
dad-11518	203	2	.	.	X
dad-11518	203	3	simulation	simulation	NOUN
dad-11518	203	4	experiments	experiment	NOUN
dad-11518	203	5	and	and	CCONJ
dad-11518	203	6	results	result	VERB
dad-11518	203	7	the	the	DET
dad-11518	203	8	iq	iq	NOUN
dad-11518	203	9	estimators	estimator	NOUN
dad-11518	203	10	are	be	AUX
dad-11518	203	11	both	both	PRON
dad-11518	203	12	trained	train	VERB
dad-11518	203	13	and	and	CCONJ
dad-11518	203	14	evaluated	evaluate	VERB
dad-11518	203	15	on	on	ADP
dad-11518	203	16	the	the	DET
dad-11518	203	17	lego	lego	NOUN
dad-11518	203	18	corpus	corpus	NOUN
dad-11518	203	19	and	and	CCONJ
dad-11518	203	20	applied	apply	VERB
dad-11518	203	21	within	within	ADP
dad-11518	203	22	the	the	DET
dad-11518	203	23	iq	iq	NOUN
dad-11518	203	24	reward	reward	NOUN
dad-11518	203	25	estimation	estimation	NOUN
dad-11518	203	26	framework	framework	NOUN
dad-11518	203	27	(	(	PUNCT
dad-11518	203	28	figure	figure	NOUN
dad-11518	203	29	1	1	NUM
dad-11518	203	30	)	)	PUNCT
dad-11518	203	31	on	on	ADP
dad-11518	203	32	several	several	ADJ
dad-11518	203	33	domains	domain	NOUN
dad-11518	203	34	within	within	ADP
dad-11518	203	35	a	a	DET
dad-11518	203	36	simulated	simulated	ADJ
dad-11518	203	37	environment	environment	NOUN
dad-11518	203	38	.	.	PUNCT
dad-11518	204	1	4.1	4.1	NUM
dad-11518	204	2	interaction	interaction	NOUN
dad-11518	204	3	quality	quality	NOUN
dad-11518	204	4	estimation	estimation	NOUN
dad-11518	204	5	to	to	PART
dad-11518	204	6	evaluate	evaluate	VERB
dad-11518	204	7	the	the	DET
dad-11518	204	8	bilstm	bilstm	NOUN
dad-11518	204	9	model	model	NOUN
dad-11518	204	10	with	with	ADP
dad-11518	204	11	attention	attention	NOUN
dad-11518	204	12	(	(	PUNCT
dad-11518	204	13	bilstm+att	bilstm+att	PROPN
dad-11518	204	14	)	)	PUNCT
dad-11518	204	15	,	,	PUNCT
dad-11518	204	16	it	it	PRON
dad-11518	204	17	is	be	AUX
dad-11518	204	18	compared	compare	VERB
dad-11518	204	19	with	with	ADP
dad-11518	204	20	three	three	NUM
dad-11518	204	21	of	of	ADP
dad-11518	204	22	its	its	PRON
dad-11518	204	23	own	own	ADJ
dad-11518	204	24	variants	variant	NOUN
dad-11518	204	25	:	:	PUNCT
dad-11518	204	26	a	a	DET
dad-11518	204	27	bilstm	bilstm	NOUN
dad-11518	204	28	without	without	ADP
dad-11518	204	29	attention	attention	NOUN
dad-11518	204	30	(	(	PUNCT
dad-11518	204	31	bilstm	bilstm	NOUN
dad-11518	204	32	)	)	PUNCT
dad-11518	204	33	as	as	ADV
dad-11518	204	34	well	well	ADV
dad-11518	204	35	as	as	ADP
dad-11518	204	36	a	a	DET
dad-11518	204	37	single	single	ADJ
dad-11518	204	38	forward	forward	ADJ
dad-11518	204	39	-	-	PUNCT
dad-11518	204	40	lstm	lstm	ADJ
dad-11518	204	41	layer	layer	NOUN
dad-11518	204	42	with	with	ADP
dad-11518	204	43	attention	attention	NOUN
dad-11518	204	44	(	(	PUNCT
dad-11518	204	45	lstm+att	lstm+att	PROPN
dad-11518	204	46	)	)	PUNCT
dad-11518	204	47	and	and	CCONJ
dad-11518	204	48	without	without	ADP
dad-11518	204	49	attention	attention	NOUN
dad-11518	204	50	(	(	PUNCT
dad-11518	204	51	lstm	lstm	NOUN
dad-11518	204	52	)	)	PUNCT
dad-11518	204	53	.	.	PUNCT
dad-11518	205	1	an	an	DET
dad-11518	205	2	additional	additional	ADJ
dad-11518	205	3	baseline	baseline	NOUN
dad-11518	205	4	is	be	AUX
dad-11518	205	5	defined	define	VERB
dad-11518	205	6	by	by	ADP
dad-11518	205	7	rach	rach	PROPN
dad-11518	205	8	et	et	PROPN
dad-11518	205	9	al	al	PROPN
dad-11518	205	10	.	.	PROPN
dad-11518	206	1	(	(	PUNCT
dad-11518	206	2	2017	2017	NUM
dad-11518	206	3	)	)	PUNCT
dad-11518	206	4	who	who	PRON
dad-11518	206	5	already	already	ADV
dad-11518	206	6	proposed	propose	VERB
dad-11518	206	7	an	an	DET
dad-11518	206	8	lstm	lstm	NOUN
dad-11518	206	9	-	-	PUNCT
dad-11518	206	10	based	base	VERB
dad-11518	206	11	architecture	architecture	NOUN
dad-11518	206	12	that	that	PRON
dad-11518	206	13	only	only	ADV
dad-11518	206	14	uses	use	VERB
dad-11518	206	15	non	non	ADJ
dad-11518	206	16	-	-	ADJ
dad-11518	206	17	temporal	temporal	ADJ
dad-11518	206	18	features	feature	NOUN
dad-11518	206	19	.	.	PUNCT
dad-11518	207	1	furthermore	furthermore	ADV
dad-11518	207	2	,	,	PUNCT
dad-11518	207	3	the	the	DET
dad-11518	207	4	conventional	conventional	ADJ
dad-11518	207	5	iq	iq	NOUN
dad-11518	207	6	estimator	estimator	NOUN
dad-11518	207	7	using	use	VERB
dad-11518	207	8	a	a	DET
dad-11518	207	9	linear	linear	ADJ
dad-11518	207	10	svm	svm	NOUN
dad-11518	207	11	is	be	AUX
dad-11518	207	12	evaluated	evaluate	VERB
dad-11518	207	13	as	as	ADP
dad-11518	207	14	originally	originally	ADV
dad-11518	207	15	used	use	VERB
dad-11518	207	16	for	for	ADP
dad-11518	207	17	reward	reward	NOUN
dad-11518	207	18	estimation	estimation	NOUN
dad-11518	207	19	by	by	ADP
dad-11518	207	20	ultes	ulte	NOUN
dad-11518	207	21	et	et	PROPN
dad-11518	207	22	al	al	PROPN
dad-11518	207	23	.	.	PROPN
dad-11518	208	1	(	(	PUNCT
dad-11518	208	2	2015	2015	NUM
dad-11518	208	3	)	)	PUNCT
dad-11518	208	4	.	.	PUNCT
dad-11518	209	1	90	90	NUM
dad-11518	209	2	user	user	NOUN
dad-11518	209	3	satisfaction	satisfaction	NOUN
dad-11518	209	4	reward	reward	NOUN
dad-11518	209	5	estimation	estimation	NOUN
dad-11518	209	6	across	across	ADP
dad-11518	209	7	domains	domain	NOUN
dad-11518	209	8	table	table	VERB
dad-11518	209	9	3	3	NUM
dad-11518	209	10	:	:	PUNCT
dad-11518	209	11	performance	performance	NOUN
dad-11518	209	12	of	of	ADP
dad-11518	209	13	the	the	DET
dad-11518	209	14	proposed	propose	VERB
dad-11518	209	15	lstm	lstm	NOUN
dad-11518	209	16	-	-	PUNCT
dad-11518	209	17	based	base	VERB
dad-11518	209	18	variants	variant	NOUN
dad-11518	209	19	with	with	ADP
dad-11518	209	20	the	the	DET
dad-11518	209	21	traditional	traditional	ADJ
dad-11518	209	22	cross	cross	ADJ
dad-11518	209	23	-	-	ADJ
dad-11518	209	24	validation	validation	ADJ
dad-11518	209	25	setup	setup	NOUN
dad-11518	209	26	.	.	PUNCT
dad-11518	210	1	due	due	ADP
dad-11518	210	2	to	to	ADP
dad-11518	210	3	overlapping	overlap	VERB
dad-11518	210	4	sub	sub	NOUN
dad-11518	210	5	-	-	NOUN
dad-11518	210	6	dialogues	dialogue	NOUN
dad-11518	210	7	in	in	ADP
dad-11518	210	8	the	the	DET
dad-11518	210	9	train	train	NOUN
dad-11518	210	10	and	and	CCONJ
dad-11518	210	11	test	test	NOUN
dad-11518	210	12	sets	set	NOUN
dad-11518	210	13	,	,	PUNCT
dad-11518	210	14	the	the	DET
dad-11518	210	15	performance	performance	NOUN
dad-11518	210	16	of	of	ADP
dad-11518	210	17	the	the	DET
dad-11518	210	18	lstm	lstm	NOUN
dad-11518	210	19	-	-	PUNCT
dad-11518	210	20	based	base	VERB
dad-11518	210	21	models	model	NOUN
dad-11518	210	22	achieve	achieve	VERB
dad-11518	210	23	unrealistically	unrealistically	ADV
dad-11518	210	24	high	high	ADJ
dad-11518	210	25	performance	performance	NOUN
dad-11518	210	26	.	.	PUNCT
dad-11518	211	1	significant	significant	ADJ
dad-11518	211	2	differences	difference	NOUN
dad-11518	211	3	are	be	AUX
dad-11518	211	4	observed	observe	VERB
dad-11518	211	5	between	between	ADP
dad-11518	211	6	bilstm	bilstm	NOUN
dad-11518	211	7	and	and	CCONJ
dad-11518	211	8	all	all	DET
dad-11518	211	9	other	other	ADJ
dad-11518	211	10	variants	variant	NOUN
dad-11518	211	11	/	/	SYM
dad-11518	211	12	models	model	NOUN
dad-11518	211	13	(	(	PUNCT
dad-11518	211	14	p	p	X
dad-11518	211	15	<	<	X
dad-11518	211	16	0.05	0.05	NUM
dad-11518	211	17	,	,	PUNCT
dad-11518	211	18	wilcoxon	wilcoxon	VERB
dad-11518	211	19	signedrank	signedrank	PROPN
dad-11518	211	20	test	test	NOUN
dad-11518	211	21	(	(	PUNCT
dad-11518	211	22	wilcoxon	wilcoxon	ADJ
dad-11518	211	23	,	,	PUNCT
dad-11518	211	24	1945	1945	NUM
dad-11518	211	25	)	)	PUNCT
dad-11518	211	26	)	)	PUNCT
dad-11518	211	27	.	.	PUNCT
dad-11518	212	1	uar	uar	PROPN
dad-11518	212	2	κ	κ	PROPN
dad-11518	212	3	ρ	ρ	PROPN
dad-11518	212	4	ea	ea	X
dad-11518	212	5	ep	ep	PROPN
dad-11518	212	6	.	.	PUNCT
dad-11518	213	1	lstm	lstm	PROPN
dad-11518	213	2	0.78	0.78	NUM
dad-11518	213	3	0.85	0.85	NUM
dad-11518	213	4	0.91	0.91	NUM
dad-11518	213	5	0.99	0.99	NUM
dad-11518	213	6	101	101	NUM
dad-11518	213	7	bilstm	bilstm	NOUN
dad-11518	213	8	0.78	0.78	NUM
dad-11518	213	9	0.85	0.85	NUM
dad-11518	213	10	0.92	0.92	NUM
dad-11518	213	11	0.99	0.99	NUM
dad-11518	213	12	100	100	NUM
dad-11518	213	13	lstm+att	lstm+att	NOUN
dad-11518	213	14	0.74	0.74	NUM
dad-11518	213	15	0.82	0.82	NUM
dad-11518	213	16	0.91	0.91	NUM
dad-11518	213	17	0.99	0.99	NUM
dad-11518	213	18	101	101	NUM
dad-11518	213	19	bilstm+att	bilstm+att	NOUN
dad-11518	213	20	0.75	0.75	NUM
dad-11518	213	21	0.83	0.83	NUM
dad-11518	213	22	0.91	0.91	NUM
dad-11518	213	23	0.99	0.99	NUM
dad-11518	213	24	93	93	NUM
dad-11518	213	25	rach	rach	PROPN
dad-11518	213	26	et	et	PROPN
dad-11518	213	27	al	al	PROPN
dad-11518	213	28	.	.	PROPN
dad-11518	214	1	(	(	PUNCT
dad-11518	214	2	2017	2017	NUM
dad-11518	214	3	)	)	PUNCT
dad-11518	214	4	0.55	0.55	NUM
dad-11518	214	5	0.68	0.68	NUM
dad-11518	214	6	0.83	0.83	NUM
dad-11518	214	7	0.94	0.94	NUM
dad-11518	214	8	ultes	ulte	NOUN
dad-11518	214	9	et	et	PROPN
dad-11518	214	10	al	al	PROPN
dad-11518	214	11	.	.	PROPN
dad-11518	215	1	(	(	PUNCT
dad-11518	215	2	2015	2015	NUM
dad-11518	215	3	)	)	PUNCT
dad-11518	215	4	0.55	0.55	NUM
dad-11518	215	5	0.89	0.89	NUM
dad-11518	215	6	the	the	DET
dad-11518	215	7	deep	deep	ADJ
dad-11518	215	8	neural	neural	ADJ
dad-11518	215	9	net	net	ADJ
dad-11518	215	10	models	model	NOUN
dad-11518	215	11	have	have	AUX
dad-11518	215	12	been	be	AUX
dad-11518	215	13	implemented	implement	VERB
dad-11518	215	14	with	with	ADP
dad-11518	215	15	keras4	keras4	PROPN
dad-11518	215	16	using	use	VERB
dad-11518	215	17	the	the	DET
dad-11518	215	18	self	self	NOUN
dad-11518	215	19	-	-	PUNCT
dad-11518	215	20	attention	attention	NOUN
dad-11518	215	21	implementation	implementation	NOUN
dad-11518	215	22	as	as	SCONJ
dad-11518	215	23	provided	provide	VERB
dad-11518	215	24	by	by	ADP
dad-11518	215	25	zheng	zheng	PROPN
dad-11518	215	26	et	et	PROPN
dad-11518	215	27	al	al	PROPN
dad-11518	215	28	.	.	PROPN
dad-11518	216	1	(	(	PUNCT
dad-11518	216	2	2018)5	2018)5	NUM
dad-11518	216	3	.	.	PUNCT
dad-11518	217	1	the	the	DET
dad-11518	217	2	input	input	NOUN
dad-11518	217	3	vector	vector	NOUN
dad-11518	217	4	consists	consist	VERB
dad-11518	217	5	of	of	ADP
dad-11518	217	6	one	one	NUM
dad-11518	217	7	-	-	PUNCT
dad-11518	217	8	hot	hot	ADJ
dad-11518	217	9	-	-	PUNCT
dad-11518	217	10	encodings	encoding	NOUN
dad-11518	217	11	of	of	ADP
dad-11518	217	12	the	the	DET
dad-11518	217	13	three	three	NUM
dad-11518	217	14	nominal	nominal	ADJ
dad-11518	217	15	features	feature	NOUN
dad-11518	217	16	asrrecognitionstatus	asrrecognitionstatus	NOUN
dad-11518	217	17	,	,	PUNCT
dad-11518	217	18	activitytype	activitytype	NOUN
dad-11518	217	19	,	,	PUNCT
dad-11518	217	20	and	and	CCONJ
dad-11518	217	21	confirmation	confirmation	NOUN
dad-11518	217	22	?	?	PUNCT
dad-11518	218	1	and	and	CCONJ
dad-11518	218	2	the	the	DET
dad-11518	218	3	numerical	numerical	PROPN
dad-11518	218	4	features	features	PROPN
dad-11518	218	5	asrconfidence	asrconfidence	PROPN
dad-11518	218	6	and	and	CCONJ
dad-11518	218	7	reprompt	reprompt	VERB
dad-11518	218	8	?	?	PUNCT
dad-11518	218	9	resulting	result	VERB
dad-11518	218	10	in	in	ADP
dad-11518	218	11	a	a	DET
dad-11518	218	12	vector	vector	NOUN
dad-11518	218	13	of	of	ADP
dad-11518	218	14	size	size	NOUN
dad-11518	218	15	11	11	NUM
dad-11518	218	16	.	.	PUNCT
dad-11518	219	1	the	the	DET
dad-11518	219	2	target	target	NOUN
dad-11518	219	3	iq	iq	NOUN
dad-11518	219	4	labels	label	NOUN
dad-11518	219	5	are	be	AUX
dad-11518	219	6	also	also	ADV
dad-11518	219	7	one	one	NUM
dad-11518	219	8	-	-	PUNCT
dad-11518	219	9	hot	hot	ADV
dad-11518	219	10	-	-	PUNCT
dad-11518	219	11	encoded	encode	VERB
dad-11518	219	12	.	.	PUNCT
dad-11518	220	1	the	the	DET
dad-11518	220	2	lstm	lstm	NOUN
dad-11518	220	3	and	and	CCONJ
dad-11518	220	4	bilstm	bilstm	NOUN
dad-11518	220	5	embeddings	embedding	NOUN
dad-11518	220	6	have	have	VERB
dad-11518	220	7	a	a	DET
dad-11518	220	8	dimension	dimension	NOUN
dad-11518	220	9	of	of	ADP
dad-11518	220	10	64	64	NUM
dad-11518	220	11	and	and	CCONJ
dad-11518	220	12	128	128	NUM
dad-11518	220	13	,	,	PUNCT
dad-11518	220	14	respectively	respectively	ADV
dad-11518	220	15	.	.	PUNCT
dad-11518	221	1	the	the	DET
dad-11518	221	2	maximum	maximum	ADJ
dad-11518	221	3	dialogue	dialogue	NOUN
dad-11518	221	4	length	length	NOUN
dad-11518	221	5	has	have	AUX
dad-11518	221	6	been	be	AUX
dad-11518	221	7	set	set	VERB
dad-11518	221	8	to	to	ADP
dad-11518	221	9	60	60	NUM
dad-11518	221	10	:	:	PUNCT
dad-11518	221	11	dialogues	dialogue	NOUN
dad-11518	221	12	with	with	ADP
dad-11518	221	13	fewer	few	ADJ
dad-11518	221	14	turns	turn	NOUN
dad-11518	221	15	are	be	AUX
dad-11518	221	16	padded	pad	VERB
dad-11518	221	17	wiht	wiht	ADJ
dad-11518	221	18	zero	zero	NUM
dad-11518	221	19	vectors	vector	NOUN
dad-11518	221	20	and	and	CCONJ
dad-11518	221	21	dialogues	dialogue	NOUN
dad-11518	221	22	with	with	ADP
dad-11518	221	23	more	more	ADJ
dad-11518	221	24	turns	turn	NOUN
dad-11518	221	25	are	be	AUX
dad-11518	221	26	truncated	truncate	VERB
dad-11518	221	27	.	.	PUNCT
dad-11518	222	1	all	all	DET
dad-11518	222	2	models	model	NOUN
dad-11518	222	3	were	be	AUX
dad-11518	222	4	trained	train	VERB
dad-11518	222	5	against	against	ADP
dad-11518	222	6	cross	cross	ADJ
dad-11518	222	7	-	-	ADJ
dad-11518	222	8	entropy	entropy	ADJ
dad-11518	222	9	loss	loss	NOUN
dad-11518	222	10	using	use	VERB
dad-11518	222	11	rmsprop	rmsprop	NOUN
dad-11518	222	12	(	(	PUNCT
dad-11518	222	13	tieleman	tieleman	NOUN
dad-11518	222	14	and	and	CCONJ
dad-11518	222	15	hinton	hinton	PROPN
dad-11518	222	16	,	,	PUNCT
dad-11518	222	17	2012	2012	NUM
dad-11518	222	18	)	)	PUNCT
dad-11518	222	19	optimisation	optimisation	NOUN
dad-11518	222	20	with	with	ADP
dad-11518	222	21	a	a	DET
dad-11518	222	22	learning	learn	VERB
dad-11518	222	23	rate	rate	NOUN
dad-11518	222	24	of	of	ADP
dad-11518	222	25	0.001	0.001	NUM
dad-11518	222	26	and	and	CCONJ
dad-11518	222	27	a	a	DET
dad-11518	222	28	mini	mini	ADJ
dad-11518	222	29	-	-	NOUN
dad-11518	222	30	batch	batch	ADJ
dad-11518	222	31	size	size	NOUN
dad-11518	222	32	of	of	ADP
dad-11518	222	33	32	32	NUM
dad-11518	222	34	.	.	PUNCT
dad-11518	223	1	interaction	interaction	NOUN
dad-11518	223	2	quality	quality	NOUN
dad-11518	223	3	estimation	estimation	NOUN
dad-11518	223	4	is	be	AUX
dad-11518	223	5	evaluated	evaluate	VERB
dad-11518	223	6	by	by	ADP
dad-11518	223	7	using	use	VERB
dad-11518	223	8	three	three	NUM
dad-11518	223	9	commonly	commonly	ADV
dad-11518	223	10	applied	apply	VERB
dad-11518	223	11	evaluation	evaluation	NOUN
dad-11518	223	12	metrics	metric	NOUN
dad-11518	223	13	:	:	PUNCT
dad-11518	223	14	unweighted	unweighted	ADJ
dad-11518	223	15	average	average	ADJ
dad-11518	223	16	recall	recall	NOUN
dad-11518	223	17	(	(	PUNCT
dad-11518	223	18	uar	uar	PROPN
dad-11518	223	19	)	)	PUNCT
dad-11518	223	20	,	,	PUNCT
dad-11518	223	21	cohen	cohen	PROPN
dad-11518	223	22	’s	’s	PROPN
dad-11518	223	23	kappa	kappa	PROPN
dad-11518	223	24	(	(	PUNCT
dad-11518	223	25	cohen	cohen	PROPN
dad-11518	223	26	,	,	PUNCT
dad-11518	223	27	1960	1960	NUM
dad-11518	223	28	)	)	PUNCT
dad-11518	223	29	,	,	PUNCT
dad-11518	223	30	and	and	CCONJ
dad-11518	223	31	spearman	spearman	NOUN
dad-11518	223	32	’s	’s	PART
dad-11518	223	33	rho	rho	ADJ
dad-11518	223	34	(	(	PUNCT
dad-11518	223	35	spearman	spearman	NOUN
dad-11518	223	36	,	,	PUNCT
dad-11518	223	37	1904	1904	NUM
dad-11518	223	38	)	)	PUNCT
dad-11518	223	39	comparing	compare	VERB
dad-11518	223	40	the	the	DET
dad-11518	223	41	estimated	estimate	VERB
dad-11518	223	42	iq	iq	NOUN
dad-11518	223	43	ratings	rating	NOUN
dad-11518	223	44	x	x	PUNCT
dad-11518	223	45	with	with	ADP
dad-11518	223	46	the	the	DET
dad-11518	223	47	true	true	ADJ
dad-11518	223	48	iq	iq	NOUN
dad-11518	223	49	ratings	rating	NOUN
dad-11518	223	50	y.	y.	PROPN
dad-11518	223	51	as	as	SCONJ
dad-11518	223	52	missing	miss	VERB
dad-11518	223	53	the	the	DET
dad-11518	223	54	correct	correct	ADJ
dad-11518	223	55	estimated	estimate	VERB
dad-11518	223	56	iq	iq	NOUN
dad-11518	223	57	value	value	NOUN
dad-11518	223	58	by	by	ADP
dad-11518	223	59	only	only	ADV
dad-11518	223	60	one	one	NUM
dad-11518	223	61	has	have	VERB
dad-11518	223	62	little	little	ADJ
dad-11518	223	63	impact	impact	NOUN
dad-11518	223	64	for	for	ADP
dad-11518	223	65	modelling	model	VERB
dad-11518	223	66	the	the	DET
dad-11518	223	67	reward	reward	NOUN
dad-11518	223	68	,	,	PUNCT
dad-11518	223	69	a	a	DET
dad-11518	223	70	measure	measure	NOUN
dad-11518	223	71	we	we	PRON
dad-11518	223	72	call	call	VERB
dad-11518	223	73	the	the	DET
dad-11518	223	74	extended	extended	ADJ
dad-11518	223	75	accuracy	accuracy	NOUN
dad-11518	223	76	(	(	PUNCT
dad-11518	223	77	ea	ea	NOUN
dad-11518	223	78	)	)	PUNCT
dad-11518	223	79	is	be	AUX
dad-11518	223	80	used	use	VERB
dad-11518	223	81	where	where	SCONJ
dad-11518	223	82	neighbouring	neighbouring	ADJ
dad-11518	223	83	values	value	NOUN
dad-11518	223	84	are	be	AUX
dad-11518	223	85	taken	take	VERB
dad-11518	223	86	into	into	ADP
dad-11518	223	87	account	account	NOUN
dad-11518	223	88	as	as	ADV
dad-11518	223	89	well	well	ADV
dad-11518	223	90	.	.	PUNCT
dad-11518	224	1	recall	recall	PROPN
dad-11518	224	2	in	in	ADP
dad-11518	224	3	general	general	ADJ
dad-11518	224	4	is	be	AUX
dad-11518	224	5	defined	define	VERB
dad-11518	224	6	as	as	ADP
dad-11518	224	7	the	the	DET
dad-11518	224	8	rate	rate	NOUN
dad-11518	224	9	of	of	ADP
dad-11518	224	10	correctly	correctly	ADV
dad-11518	224	11	classified	classify	VERB
dad-11518	224	12	samples	sample	NOUN
dad-11518	224	13	belonging	belong	VERB
dad-11518	224	14	to	to	ADP
dad-11518	224	15	one	one	NUM
dad-11518	224	16	class	class	NOUN
dad-11518	224	17	.	.	PUNCT
dad-11518	225	1	the	the	DET
dad-11518	225	2	unweighted	unweighted	ADJ
dad-11518	225	3	average	average	ADJ
dad-11518	225	4	recall	recall	NOUN
dad-11518	225	5	for	for	ADP
dad-11518	225	6	multi	multi	ADJ
dad-11518	225	7	-	-	ADJ
dad-11518	225	8	class	class	ADJ
dad-11518	225	9	classification	classification	NOUN
dad-11518	225	10	problems	problem	NOUN
dad-11518	225	11	with	with	ADP
dad-11518	225	12	c	c	PROPN
dad-11518	225	13	classes	class	NOUN
dad-11518	225	14	is	be	AUX
dad-11518	225	15	computed	compute	VERB
dad-11518	225	16	by	by	ADP
dad-11518	225	17	the	the	DET
dad-11518	225	18	class	class	NOUN
dad-11518	225	19	-	-	PUNCT
dad-11518	225	20	wise	wise	ADJ
dad-11518	225	21	recalls	recall	VERB
dad-11518	225	22	recallc	recallc	NOUN
dad-11518	225	23	for	for	ADP
dad-11518	225	24	each	each	DET
dad-11518	225	25	class	class	NOUN
dad-11518	225	26	c	c	NOUN
dad-11518	225	27	and	and	CCONJ
dad-11518	225	28	then	then	ADV
dad-11518	225	29	averaged	average	VERB
dad-11518	225	30	over	over	ADP
dad-11518	225	31	all	all	DET
dad-11518	225	32	class	class	NOUN
dad-11518	225	33	-	-	PUNCT
dad-11518	225	34	wise	wise	ADJ
dad-11518	225	35	recalls	recall	VERB
dad-11518	225	36	:	:	PUNCT
dad-11518	225	37	uar	uar	NOUN
dad-11518	225	38	=	=	SYM
dad-11518	225	39	1	1	PROPN
dad-11518	225	40	c	c	NOUN
dad-11518	225	41	n∑	n∑	X
dad-11518	225	42	c=1	c=1	PROPN
dad-11518	225	43	recallc	recallc	NOUN
dad-11518	225	44	.	.	PUNCT
dad-11518	226	1	(	(	PUNCT
dad-11518	226	2	12	12	NUM
dad-11518	226	3	)	)	PUNCT
dad-11518	226	4	cohen	cohen	PROPN
dad-11518	226	5	’s	’s	PART
dad-11518	226	6	kappa	kappa	PROPN
dad-11518	226	7	measures	measure	VERB
dad-11518	226	8	the	the	DET
dad-11518	226	9	relative	relative	ADJ
dad-11518	226	10	agreement	agreement	NOUN
dad-11518	226	11	between	between	ADP
dad-11518	226	12	two	two	NUM
dad-11518	226	13	corresponding	correspond	VERB
dad-11518	226	14	sets	set	NOUN
dad-11518	226	15	of	of	ADP
dad-11518	226	16	ratings	rating	NOUN
dad-11518	226	17	,	,	PUNCT
dad-11518	226	18	here	here	ADV
dad-11518	226	19	the	the	DET
dad-11518	226	20	estimate	estimate	NOUN
dad-11518	226	21	x	x	PUNCT
dad-11518	226	22	and	and	CCONJ
dad-11518	226	23	ground	ground	NOUN
dad-11518	226	24	truth	truth	NOUN
dad-11518	226	25	y.	y.	NOUN
dad-11518	226	26	in	in	ADP
dad-11518	226	27	our	our	PRON
dad-11518	226	28	case	case	NOUN
dad-11518	226	29	,	,	PUNCT
dad-11518	226	30	cohen	cohen	PROPN
dad-11518	226	31	’s	’s	PART
dad-11518	226	32	weighted	weighted	PROPN
dad-11518	226	33	kappa	kappa	PROPN
dad-11518	226	34	is	be	AUX
dad-11518	226	35	applied	apply	VERB
dad-11518	226	36	as	as	ADP
dad-11518	226	37	ordinal	ordinal	ADJ
dad-11518	226	38	scores	score	NOUN
dad-11518	226	39	are	be	AUX
dad-11518	226	40	compared	compare	VERB
dad-11518	226	41	(	(	PUNCT
dad-11518	226	42	cohen	cohen	PROPN
dad-11518	226	43	,	,	PUNCT
dad-11518	226	44	1968	1968	NUM
dad-11518	226	45	):	):	PUNCT
dad-11518	226	46	κ	κ	PROPN
dad-11518	226	47	=	=	SYM
dad-11518	226	48	1−	1−	NUM
dad-11518	226	49	∑c	∑c	PROPN
dad-11518	226	50	c=1	c=1	VERB
dad-11518	226	51	∑c	∑c	PROPN
dad-11518	226	52	k=1wck	k=1wck	PROPN
dad-11518	226	53	·	·	PUNCT
dad-11518	226	54	mck∑c	mck∑c	ADV
dad-11518	226	55	c=1	c=1	VERB
dad-11518	226	56	∑c	∑c	PROPN
dad-11518	226	57	k=1wck	k=1wck	X
dad-11518	226	58	·	·	PUNCT
dad-11518	226	59	mc.·m.k	mc.·m.k	NOUN
dad-11518	227	1	n	n	INTJ
dad-11518	227	2	.	.	PUNCT
dad-11518	228	1	(	(	PUNCT
dad-11518	228	2	13	13	NUM
dad-11518	228	3	)	)	PUNCT
dad-11518	228	4	4	4	NUM
dad-11518	228	5	.	.	X
dad-11518	229	1	https://keras.io/	https://keras.io/	NOUN
dad-11518	229	2	5	5	NUM
dad-11518	229	3	.	.	PUNCT
dad-11518	229	4	code	code	NOUN
dad-11518	229	5	freely	freely	ADV
dad-11518	229	6	available	available	ADJ
dad-11518	229	7	at	at	ADP
dad-11518	229	8	https://github.com/cyberzhg/keras-self-attention	https://github.com/cyberzhg/keras-self-attention	PROPN
dad-11518	229	9	91	91	NUM
dad-11518	229	10	ultes	ulte	NOUN
dad-11518	229	11	and	and	CCONJ
dad-11518	229	12	maier	maier	PROPN
dad-11518	229	13	mc	mc	PROPN
dad-11518	229	14	,	,	PUNCT
dad-11518	229	15	k	k	PROPN
dad-11518	229	16	is	be	AUX
dad-11518	229	17	the	the	DET
dad-11518	229	18	number	number	NOUN
dad-11518	229	19	of	of	ADP
dad-11518	229	20	samples	sample	NOUN
dad-11518	229	21	where	where	SCONJ
dad-11518	229	22	,	,	PUNCT
dad-11518	229	23	for	for	ADP
dad-11518	229	24	a	a	DET
dad-11518	229	25	corresponding	correspond	VERB
dad-11518	229	26	(	(	PUNCT
dad-11518	229	27	xi	xi	PROPN
dad-11518	229	28	,	,	PUNCT
dad-11518	229	29	yi	yi	NOUN
dad-11518	229	30	)	)	PUNCT
dad-11518	229	31	pair	pair	NOUN
dad-11518	229	32	,	,	PUNCT
dad-11518	229	33	the	the	DET
dad-11518	229	34	estimator	estimator	NOUN
dad-11518	229	35	predicted	predict	VERB
dad-11518	229	36	k	k	PROPN
dad-11518	229	37	for	for	ADP
dad-11518	229	38	the	the	DET
dad-11518	229	39	true	true	ADJ
dad-11518	229	40	class	class	NOUN
dad-11518	229	41	c	c	NOUN
dad-11518	229	42	,	,	PUNCT
dad-11518	229	43	and	and	CCONJ
dad-11518	229	44	n	n	PRON
dad-11518	229	45	is	be	AUX
dad-11518	229	46	the	the	DET
dad-11518	229	47	total	total	ADJ
dad-11518	229	48	number	number	NOUN
dad-11518	229	49	of	of	ADP
dad-11518	229	50	samples	sample	NOUN
dad-11518	229	51	.	.	PUNCT
dad-11518	230	1	mc	mc	PROPN
dad-11518	230	2	.	.	PROPN
dad-11518	230	3	represents	represent	VERB
dad-11518	230	4	the	the	DET
dad-11518	230	5	sum	sum	NOUN
dad-11518	230	6	of	of	ADP
dad-11518	230	7	all	all	DET
dad-11518	230	8	estimated	estimate	VERB
dad-11518	230	9	class	class	NOUN
dad-11518	230	10	samples	sample	NOUN
dad-11518	230	11	for	for	ADP
dad-11518	230	12	true	true	ADJ
dad-11518	230	13	class	class	NOUN
dad-11518	230	14	c	c	NOUN
dad-11518	230	15	and	and	CCONJ
dad-11518	230	16	m.k	m.k	PRON
dad-11518	230	17	the	the	DET
dad-11518	230	18	sum	sum	NOUN
dad-11518	230	19	of	of	ADP
dad-11518	230	20	all	all	DET
dad-11518	230	21	true	true	ADJ
dad-11518	230	22	class	class	NOUN
dad-11518	230	23	samples	sample	NOUN
dad-11518	230	24	for	for	ADP
dad-11518	230	25	estimated	estimate	VERB
dad-11518	230	26	class	class	NOUN
dad-11518	230	27	k.	k.	PROPN
dad-11518	230	28	a	a	DET
dad-11518	230	29	weighting	weighting	NOUN
dad-11518	230	30	factor	factor	NOUN
dad-11518	230	31	w	w	NOUN
dad-11518	230	32	is	be	AUX
dad-11518	230	33	introduced	introduce	VERB
dad-11518	230	34	reducing	reduce	VERB
dad-11518	230	35	the	the	DET
dad-11518	230	36	discount	discount	NOUN
dad-11518	230	37	of	of	ADP
dad-11518	230	38	disagreements	disagreement	NOUN
dad-11518	230	39	the	the	DET
dad-11518	230	40	smaller	small	ADJ
dad-11518	230	41	the	the	DET
dad-11518	230	42	difference	difference	NOUN
dad-11518	230	43	is	be	AUX
dad-11518	230	44	between	between	ADP
dad-11518	230	45	two	two	NUM
dad-11518	230	46	ratings	rating	NOUN
dad-11518	230	47	:	:	PUNCT
dad-11518	231	1	wck	wck	NOUN
dad-11518	231	2	=	=	NOUN
dad-11518	231	3	|rc	|rc	NOUN
dad-11518	231	4	−	−	ADP
dad-11518	231	5	rk|	rk|	PROPN
dad-11518	231	6	|rmax	|rmax	NOUN
dad-11518	231	7	−	−	PROPN
dad-11518	231	8	rmin|	rmin|	NOUN
dad-11518	231	9	.	.	PUNCT
dad-11518	232	1	(	(	PUNCT
dad-11518	232	2	14	14	NUM
dad-11518	232	3	)	)	PUNCT
dad-11518	232	4	here	here	ADV
dad-11518	232	5	,	,	PUNCT
dad-11518	232	6	rc	rc	PROPN
dad-11518	232	7	and	and	CCONJ
dad-11518	232	8	rk	rk	PROPN
dad-11518	232	9	denote	denote	VERB
dad-11518	232	10	the	the	DET
dad-11518	232	11	rating	rating	NOUN
dad-11518	232	12	pair	pair	NOUN
dad-11518	232	13	and	and	CCONJ
dad-11518	232	14	rmax	rmax	ADJ
dad-11518	232	15	and	and	CCONJ
dad-11518	232	16	rmin	rmin	VERB
dad-11518	232	17	the	the	DET
dad-11518	232	18	maximum	maximum	ADJ
dad-11518	232	19	and	and	CCONJ
dad-11518	232	20	minimum	minimum	ADJ
dad-11518	232	21	ratings	rating	NOUN
dad-11518	232	22	possible	possible	ADJ
dad-11518	232	23	.	.	PUNCT
dad-11518	233	1	the	the	DET
dad-11518	233	2	correlation	correlation	NOUN
dad-11518	233	3	of	of	ADP
dad-11518	233	4	two	two	NUM
dad-11518	233	5	variables	variable	NOUN
dad-11518	233	6	describes	describe	VERB
dad-11518	233	7	the	the	DET
dad-11518	233	8	degree	degree	NOUN
dad-11518	233	9	by	by	ADP
dad-11518	233	10	that	that	DET
dad-11518	233	11	one	one	NUM
dad-11518	233	12	variable	variable	NOUN
dad-11518	233	13	can	can	AUX
dad-11518	233	14	be	be	AUX
dad-11518	233	15	expressed	express	VERB
dad-11518	233	16	by	by	ADP
dad-11518	233	17	the	the	DET
dad-11518	233	18	other	other	ADJ
dad-11518	233	19	.	.	PUNCT
dad-11518	234	1	spearman	spearman	NOUN
dad-11518	234	2	’s	’s	PART
dad-11518	234	3	rank	rank	NOUN
dad-11518	234	4	correlation	correlation	NOUN
dad-11518	234	5	coefficient	coefficient	NOUN
dad-11518	234	6	is	be	AUX
dad-11518	234	7	a	a	DET
dad-11518	234	8	non	non	ADJ
dad-11518	234	9	-	-	ADJ
dad-11518	234	10	parametric	parametric	ADJ
dad-11518	234	11	method	method	NOUN
dad-11518	234	12	assuming	assume	VERB
dad-11518	234	13	a	a	DET
dad-11518	234	14	monotonic	monotonic	ADJ
dad-11518	234	15	function	function	NOUN
dad-11518	234	16	between	between	ADP
dad-11518	234	17	the	the	DET
dad-11518	234	18	two	two	NUM
dad-11518	234	19	variables	variable	NOUN
dad-11518	234	20	(	(	PUNCT
dad-11518	234	21	spearman	spearman	NOUN
dad-11518	234	22	,	,	PUNCT
dad-11518	234	23	1904	1904	NUM
dad-11518	234	24	)	)	PUNCT
dad-11518	234	25	.	.	PUNCT
dad-11518	235	1	it	it	PRON
dad-11518	235	2	is	be	AUX
dad-11518	235	3	defined	define	VERB
dad-11518	235	4	by	by	ADP
dad-11518	235	5	ρ	ρ	PROPN
dad-11518	235	6	=	=	SYM
dad-11518	235	7	∑	∑	PUNCT
dad-11518	235	8	i(xi	i(xi	PROPN
dad-11518	235	9	−	−	PROPN
dad-11518	235	10	x̄)(yi	x̄)(yi	PUNCT
dad-11518	236	1	−	−	PROPN
dad-11518	236	2	ȳ)√∑	ȳ)√∑	PROPN
dad-11518	236	3	i(xi	i(xi	PROPN
dad-11518	236	4	−	−	PROPN
dad-11518	236	5	x̄)2	x̄)2	PROPN
dad-11518	236	6	∑	∑	PUNCT
dad-11518	236	7	i(yi	i(yi	PROPN
dad-11518	236	8	−	−	PROPN
dad-11518	236	9	ȳ)2	ȳ)2	NOUN
dad-11518	236	10	,	,	PUNCT
dad-11518	236	11	(	(	PUNCT
dad-11518	236	12	15	15	NUM
dad-11518	236	13	)	)	PUNCT
dad-11518	236	14	where	where	SCONJ
dad-11518	236	15	xi	xi	PROPN
dad-11518	236	16	and	and	CCONJ
dad-11518	236	17	yi	yi	PROPN
dad-11518	236	18	are	be	AUX
dad-11518	236	19	corresponding	correspond	VERB
dad-11518	236	20	ranked	rank	VERB
dad-11518	236	21	ratings	rating	NOUN
dad-11518	236	22	and	and	CCONJ
dad-11518	236	23	x̄	x̄	NOUN
dad-11518	236	24	and	and	CCONJ
dad-11518	236	25	ȳ	ȳ	NUM
dad-11518	236	26	the	the	DET
dad-11518	236	27	mean	mean	ADJ
dad-11518	236	28	ranks	rank	NOUN
dad-11518	236	29	.	.	PUNCT
dad-11518	237	1	thus	thus	ADV
dad-11518	237	2	,	,	PUNCT
dad-11518	237	3	two	two	NUM
dad-11518	237	4	sets	set	NOUN
dad-11518	237	5	of	of	ADP
dad-11518	237	6	ratings	rating	NOUN
dad-11518	237	7	can	can	AUX
dad-11518	237	8	have	have	VERB
dad-11518	237	9	total	total	ADJ
dad-11518	237	10	correlation	correlation	NOUN
dad-11518	237	11	even	even	ADV
dad-11518	237	12	if	if	SCONJ
dad-11518	237	13	they	they	PRON
dad-11518	237	14	never	never	ADV
dad-11518	237	15	agree	agree	VERB
dad-11518	237	16	.	.	PUNCT
dad-11518	238	1	this	this	PRON
dad-11518	238	2	would	would	AUX
dad-11518	238	3	happen	happen	VERB
dad-11518	238	4	if	if	SCONJ
dad-11518	238	5	all	all	DET
dad-11518	238	6	ratings	rating	NOUN
dad-11518	238	7	are	be	AUX
dad-11518	238	8	shifted	shift	VERB
dad-11518	238	9	by	by	ADP
dad-11518	238	10	the	the	DET
dad-11518	238	11	same	same	ADJ
dad-11518	238	12	value	value	NOUN
dad-11518	238	13	,	,	PUNCT
dad-11518	238	14	for	for	ADP
dad-11518	238	15	example	example	NOUN
dad-11518	238	16	.	.	PUNCT
dad-11518	239	1	the	the	DET
dad-11518	239	2	extended	extended	ADJ
dad-11518	239	3	accuracy	accuracy	NOUN
dad-11518	239	4	is	be	AUX
dad-11518	239	5	computed	compute	VERB
dad-11518	239	6	similar	similar	ADJ
dad-11518	239	7	to	to	ADP
dad-11518	239	8	regular	regular	ADJ
dad-11518	239	9	accuracy	accuracy	NOUN
dad-11518	239	10	.	.	PUNCT
dad-11518	240	1	however	however	ADV
dad-11518	240	2	,	,	PUNCT
dad-11518	240	3	instead	instead	ADV
dad-11518	240	4	of	of	ADP
dad-11518	240	5	only	only	ADV
dad-11518	240	6	using	use	VERB
dad-11518	240	7	the	the	DET
dad-11518	240	8	main	main	ADJ
dad-11518	240	9	diagonal	diagonal	NOUN
dad-11518	240	10	of	of	ADP
dad-11518	240	11	the	the	DET
dad-11518	240	12	confusion	confusion	NOUN
dad-11518	240	13	matrix	matrix	NOUN
dad-11518	240	14	,	,	PUNCT
dad-11518	240	15	the	the	DET
dad-11518	240	16	two	two	NUM
dad-11518	240	17	secondary	secondary	ADJ
dad-11518	240	18	diagonals	diagonal	NOUN
dad-11518	240	19	are	be	AUX
dad-11518	240	20	considered	consider	VERB
dad-11518	240	21	additionally	additionally	ADV
dad-11518	240	22	.	.	PUNCT
dad-11518	241	1	for	for	ADP
dad-11518	241	2	n	n	PRON
dad-11518	241	3	classes	class	NOUN
dad-11518	241	4	,	,	PUNCT
dad-11518	241	5	the	the	DET
dad-11518	241	6	extended	extended	ADJ
dad-11518	241	7	accuracy	accuracy	NOUN
dad-11518	241	8	is	be	AUX
dad-11518	241	9	computed	compute	VERB
dad-11518	241	10	by	by	ADP
dad-11518	241	11	ea	ea	X
dad-11518	242	1	=	=	SYM
dad-11518	242	2	∑c	∑c	PROPN
dad-11518	242	3	c=1mc	c=1mc	PROPN
dad-11518	242	4	,	,	PUNCT
dad-11518	242	5	c	c	PROPN
dad-11518	243	1	+	+	PROPN
dad-11518	243	2	mc	mc	PROPN
dad-11518	243	3	,	,	PUNCT
dad-11518	243	4	c−1	c−1	PROPN
dad-11518	243	5	+	+	PROPN
dad-11518	243	6	mc	mc	PROPN
dad-11518	243	7	,	,	PUNCT
dad-11518	243	8	c+1∑n	c+1∑n	PROPN
dad-11518	243	9	c=1	c=1	NOUN
dad-11518	243	10	∑n	∑n	PROPN
dad-11518	243	11	k=1mc	k=1mc	PROPN
dad-11518	243	12	,	,	PUNCT
dad-11518	243	13	k	k	PROPN
dad-11518	243	14	,	,	PUNCT
dad-11518	243	15	(	(	PUNCT
dad-11518	243	16	16	16	NUM
dad-11518	243	17	)	)	PUNCT
dad-11518	243	18	where	where	SCONJ
dad-11518	243	19	mc	mc	PROPN
dad-11518	243	20	,	,	PUNCT
dad-11518	243	21	k	k	PROPN
dad-11518	243	22	is	be	AUX
dad-11518	243	23	the	the	DET
dad-11518	243	24	number	number	NOUN
dad-11518	243	25	of	of	ADP
dad-11518	243	26	samples	sample	NOUN
dad-11518	243	27	where	where	SCONJ
dad-11518	243	28	the	the	DET
dad-11518	243	29	estimator	estimator	NOUN
dad-11518	243	30	predicted	predict	VERB
dad-11518	243	31	k	k	PROPN
dad-11518	243	32	for	for	ADP
dad-11518	243	33	the	the	DET
dad-11518	243	34	true	true	ADJ
dad-11518	243	35	class	class	NOUN
dad-11518	243	36	c.	c.	PROPN
dad-11518	243	37	thus	thus	ADV
dad-11518	243	38	,	,	PUNCT
dad-11518	243	39	neighbouring	neighbouring	ADJ
dad-11518	243	40	values	value	NOUN
dad-11518	243	41	are	be	AUX
dad-11518	243	42	taken	take	VERB
dad-11518	243	43	into	into	ADP
dad-11518	243	44	account	account	NOUN
dad-11518	243	45	as	as	ADV
dad-11518	243	46	well	well	ADV
dad-11518	243	47	and	and	CCONJ
dad-11518	243	48	being	be	AUX
dad-11518	243	49	off	off	ADV
dad-11518	243	50	by	by	ADP
dad-11518	243	51	one	one	NUM
dad-11518	243	52	is	be	AUX
dad-11518	243	53	still	still	ADV
dad-11518	243	54	considered	consider	VERB
dad-11518	243	55	as	as	ADP
dad-11518	243	56	correct	correct	ADJ
dad-11518	243	57	estimation6	estimation6	NOUN
dad-11518	243	58	.	.	PUNCT
dad-11518	244	1	all	all	DET
dad-11518	244	2	experiments	experiment	NOUN
dad-11518	244	3	were	be	AUX
dad-11518	244	4	conducted	conduct	VERB
dad-11518	244	5	with	with	ADP
dad-11518	244	6	the	the	DET
dad-11518	244	7	lego	lego	NOUN
dad-11518	244	8	corpus	corpus	NOUN
dad-11518	244	9	(	(	PUNCT
dad-11518	244	10	schmitt	schmitt	PROPN
dad-11518	244	11	et	et	PROPN
dad-11518	244	12	al	al	PROPN
dad-11518	244	13	.	.	PROPN
dad-11518	244	14	,	,	PUNCT
dad-11518	244	15	2012a	2012a	NUM
dad-11518	244	16	)	)	PUNCT
dad-11518	244	17	in	in	ADP
dad-11518	244	18	a	a	DET
dad-11518	244	19	10	10	NUM
dad-11518	244	20	-	-	ADJ
dad-11518	244	21	fold	fold	ADJ
dad-11518	244	22	cross	cross	ADJ
dad-11518	244	23	-	-	ADJ
dad-11518	244	24	validation	validation	ADJ
dad-11518	244	25	setup	setup	NOUN
dad-11518	244	26	for	for	ADP
dad-11518	244	27	a	a	DET
dad-11518	244	28	total	total	NOUN
dad-11518	244	29	of	of	ADP
dad-11518	244	30	100	100	NUM
dad-11518	244	31	epochs	epoch	NOUN
dad-11518	244	32	per	per	ADP
dad-11518	244	33	fold	fold	NOUN
dad-11518	244	34	.	.	PUNCT
dad-11518	245	1	the	the	DET
dad-11518	245	2	results	result	NOUN
dad-11518	245	3	are	be	AUX
dad-11518	245	4	presented	present	VERB
dad-11518	245	5	in	in	ADP
dad-11518	245	6	table	table	NOUN
dad-11518	245	7	3	3	NUM
dad-11518	245	8	.	.	PUNCT
dad-11518	245	9	due	due	ADP
dad-11518	245	10	to	to	ADP
dad-11518	245	11	the	the	DET
dad-11518	245	12	way	way	NOUN
dad-11518	245	13	the	the	DET
dad-11518	245	14	task	task	NOUN
dad-11518	245	15	is	be	AUX
dad-11518	245	16	framed	frame	VERB
dad-11518	245	17	(	(	PUNCT
dad-11518	245	18	one	one	NUM
dad-11518	245	19	label	label	NOUN
dad-11518	245	20	for	for	ADP
dad-11518	245	21	each	each	DET
dad-11518	245	22	sub	sub	NOUN
dad-11518	245	23	-	-	NOUN
dad-11518	245	24	dialogue	dialogue	NOUN
dad-11518	245	25	)	)	PUNCT
dad-11518	245	26	,	,	PUNCT
dad-11518	245	27	memorising	memorising	NOUN
dad-11518	245	28	effects	effect	NOUN
dad-11518	245	29	may	may	AUX
dad-11518	245	30	be	be	AUX
dad-11518	245	31	observed	observe	VERB
dad-11518	245	32	with	with	ADP
dad-11518	245	33	the	the	DET
dad-11518	245	34	traditional	traditional	ADJ
dad-11518	245	35	cross	cross	ADJ
dad-11518	245	36	-	-	ADJ
dad-11518	245	37	validation	validation	ADJ
dad-11518	245	38	setup	setup	NOUN
dad-11518	245	39	that	that	PRON
dad-11518	245	40	has	have	AUX
dad-11518	245	41	been	be	AUX
dad-11518	245	42	used	use	VERB
dad-11518	245	43	in	in	ADP
dad-11518	245	44	previous	previous	ADJ
dad-11518	245	45	work	work	NOUN
dad-11518	245	46	.	.	PUNCT
dad-11518	246	1	hence	hence	ADV
dad-11518	246	2	,	,	PUNCT
dad-11518	246	3	the	the	DET
dad-11518	246	4	results	result	NOUN
dad-11518	246	5	in	in	ADP
dad-11518	246	6	table	table	NOUN
dad-11518	246	7	3	3	NUM
dad-11518	246	8	show	show	VERB
dad-11518	246	9	very	very	ADV
dad-11518	246	10	high	high	ADJ
dad-11518	246	11	performance	performance	NOUN
dad-11518	246	12	,	,	PUNCT
dad-11518	246	13	which	which	PRON
dad-11518	246	14	is	be	AUX
dad-11518	246	15	likely	likely	ADJ
dad-11518	246	16	to	to	PART
dad-11518	246	17	further	far	ADV
dad-11518	246	18	increase	increase	VERB
dad-11518	246	19	with	with	ADP
dad-11518	246	20	ongoing	ongoing	ADJ
dad-11518	246	21	training	training	NOUN
dad-11518	246	22	.	.	PUNCT
dad-11518	247	1	however	however	ADV
dad-11518	247	2	,	,	PUNCT
dad-11518	247	3	the	the	DET
dad-11518	247	4	corresponding	correspond	VERB
dad-11518	247	5	models	model	NOUN
dad-11518	247	6	are	be	AUX
dad-11518	247	7	likely	likely	ADJ
dad-11518	247	8	to	to	PART
dad-11518	247	9	generalise	generalise	VERB
dad-11518	247	10	poorly	poorly	ADV
dad-11518	247	11	.	.	PUNCT
dad-11518	248	1	to	to	PART
dad-11518	248	2	alleviate	alleviate	VERB
dad-11518	248	3	this	this	PRON
dad-11518	248	4	,	,	PUNCT
dad-11518	248	5	a	a	DET
dad-11518	248	6	dialogue	dialogue	NOUN
dad-11518	248	7	-	-	PUNCT
dad-11518	248	8	wise	wise	ADJ
dad-11518	248	9	cross	cross	ADJ
dad-11518	248	10	-	-	ADJ
dad-11518	248	11	validation	validation	ADJ
dad-11518	248	12	setup	setup	NOUN
dad-11518	248	13	has	have	AUX
dad-11518	248	14	been	be	AUX
dad-11518	248	15	employed	employ	VERB
dad-11518	248	16	also	also	ADV
dad-11518	248	17	consisting	consist	VERB
dad-11518	248	18	of	of	ADP
dad-11518	248	19	10	10	NUM
dad-11518	248	20	folds	fold	NOUN
dad-11518	248	21	of	of	ADP
dad-11518	248	22	disjoint	disjoint	NOUN
dad-11518	248	23	sets	set	NOUN
dad-11518	248	24	of	of	ADP
dad-11518	248	25	dialogues	dialogue	NOUN
dad-11518	248	26	.	.	PUNCT
dad-11518	249	1	by	by	ADP
dad-11518	249	2	that	that	PRON
dad-11518	249	3	,	,	PUNCT
dad-11518	249	4	it	it	PRON
dad-11518	249	5	can	can	AUX
dad-11518	249	6	be	be	AUX
dad-11518	249	7	guaranteed	guarantee	VERB
dad-11518	249	8	that	that	SCONJ
dad-11518	249	9	there	there	PRON
dad-11518	249	10	are	be	VERB
dad-11518	249	11	no	no	DET
dad-11518	249	12	overlapping	overlap	VERB
dad-11518	249	13	subdialogues	subdialogue	NOUN
dad-11518	249	14	in	in	ADP
dad-11518	249	15	the	the	DET
dad-11518	249	16	training	training	NOUN
dad-11518	249	17	and	and	CCONJ
dad-11518	249	18	test	test	NOUN
dad-11518	249	19	sets	set	NOUN
dad-11518	249	20	.	.	PUNCT
dad-11518	250	1	all	all	DET
dad-11518	250	2	results	result	NOUN
dad-11518	250	3	of	of	ADP
dad-11518	250	4	these	these	DET
dad-11518	250	5	experiments	experiment	NOUN
dad-11518	250	6	are	be	AUX
dad-11518	250	7	presented	present	VERB
dad-11518	250	8	in	in	ADP
dad-11518	250	9	table	table	NOUN
dad-11518	250	10	4	4	NUM
dad-11518	250	11	with	with	ADP
dad-11518	250	12	the	the	DET
dad-11518	250	13	absolute	absolute	ADJ
dad-11518	250	14	improvement	improvement	NOUN
dad-11518	250	15	of	of	ADP
dad-11518	250	16	the	the	DET
dad-11518	250	17	two	two	NUM
dad-11518	250	18	main	main	ADJ
dad-11518	250	19	measures	measure	NOUN
dad-11518	250	20	uar	uar	NOUN
dad-11518	250	21	and	and	CCONJ
dad-11518	250	22	ea	ea	NOUN
dad-11518	250	23	over	over	ADP
dad-11518	250	24	the	the	DET
dad-11518	250	25	svm	svm	PROPN
dad-11518	250	26	-	-	PUNCT
dad-11518	250	27	based	base	VERB
dad-11518	250	28	conventional	conventional	ADJ
dad-11518	250	29	approach	approach	NOUN
dad-11518	250	30	of	of	ADP
dad-11518	250	31	ultes	ulte	NOUN
dad-11518	250	32	et	et	PROPN
dad-11518	250	33	al	al	PROPN
dad-11518	250	34	.	.	PROPN
dad-11518	251	1	(	(	PUNCT
dad-11518	251	2	2015	2015	NUM
dad-11518	251	3	)	)	PUNCT
dad-11518	251	4	visualised	visualise	VERB
dad-11518	251	5	in	in	ADP
dad-11518	251	6	figure	figure	NOUN
dad-11518	251	7	5	5	NUM
dad-11518	251	8	.	.	PUNCT
dad-11518	252	1	the	the	DET
dad-11518	252	2	bilstm+att	bilstm+att	PROPN
dad-11518	252	3	model	model	NOUN
dad-11518	252	4	outperforms	outperform	VERB
dad-11518	252	5	the	the	DET
dad-11518	252	6	other	other	ADJ
dad-11518	252	7	models	model	NOUN
dad-11518	252	8	and	and	CCONJ
dad-11518	252	9	baselines	baseline	NOUN
dad-11518	252	10	in	in	ADP
dad-11518	252	11	all	all	DET
dad-11518	252	12	four	four	NUM
dad-11518	252	13	performance	performance	NOUN
dad-11518	252	14	measures	measure	NOUN
dad-11518	252	15	by	by	ADP
dad-11518	252	16	achieving	achieve	VERB
dad-11518	252	17	an	an	DET
dad-11518	252	18	uar	uar	NOUN
dad-11518	252	19	of	of	ADP
dad-11518	252	20	0.54	0.54	NUM
dad-11518	252	21	and	and	CCONJ
dad-11518	252	22	an	an	DET
dad-11518	252	23	ea	ea	NOUN
dad-11518	252	24	of	of	ADP
dad-11518	252	25	0.94	0.94	NUM
dad-11518	252	26	after	after	ADP
dad-11518	252	27	40	40	NUM
dad-11518	252	28	epochs	epoch	NOUN
dad-11518	252	29	.	.	PUNCT
dad-11518	253	1	furthermore	furthermore	ADV
dad-11518	253	2	,	,	PUNCT
dad-11518	253	3	both	both	CCONJ
dad-11518	253	4	the	the	DET
dad-11518	253	5	bilstm	bilstm	NOUN
dad-11518	253	6	and	and	CCONJ
dad-11518	253	7	the	the	DET
dad-11518	253	8	attention	attention	NOUN
dad-11518	253	9	mechanism	mechanism	NOUN
dad-11518	253	10	by	by	ADP
dad-11518	253	11	themselves	themselves	PRON
dad-11518	253	12	improve	improve	VERB
dad-11518	253	13	the	the	DET
dad-11518	253	14	performance	performance	NOUN
dad-11518	253	15	in	in	ADP
dad-11518	253	16	terms	term	NOUN
dad-11518	253	17	of	of	ADP
dad-11518	253	18	uar	uar	NOUN
dad-11518	253	19	.	.	PUNCT
dad-11518	254	1	92	92	NUM
dad-11518	254	2	user	user	NOUN
dad-11518	254	3	satisfaction	satisfaction	NOUN
dad-11518	254	4	reward	reward	NOUN
dad-11518	254	5	estimation	estimation	NOUN
dad-11518	254	6	across	across	ADP
dad-11518	254	7	domains	domain	NOUN
dad-11518	254	8	table	table	VERB
dad-11518	254	9	4	4	NUM
dad-11518	254	10	:	:	PUNCT
dad-11518	254	11	performance	performance	NOUN
dad-11518	254	12	of	of	ADP
dad-11518	254	13	the	the	DET
dad-11518	254	14	proposed	propose	VERB
dad-11518	254	15	lstm	lstm	NOUN
dad-11518	254	16	-	-	PUNCT
dad-11518	254	17	based	base	VERB
dad-11518	254	18	variants	variant	NOUN
dad-11518	254	19	with	with	ADP
dad-11518	254	20	the	the	DET
dad-11518	254	21	dialogue	dialogue	NOUN
dad-11518	254	22	-	-	PUNCT
dad-11518	254	23	wise	wise	ADJ
dad-11518	254	24	crossvalidation	crossvalidation	NOUN
dad-11518	254	25	setup	setup	NOUN
dad-11518	254	26	.	.	PUNCT
dad-11518	255	1	the	the	DET
dad-11518	255	2	models	model	NOUN
dad-11518	255	3	by	by	ADP
dad-11518	255	4	rach	rach	PROPN
dad-11518	255	5	et	et	PROPN
dad-11518	255	6	al	al	PROPN
dad-11518	255	7	.	.	PROPN
dad-11518	255	8	(	(	PUNCT
dad-11518	255	9	2017	2017	NUM
dad-11518	255	10	)	)	PUNCT
dad-11518	255	11	and	and	CCONJ
dad-11518	255	12	ultes	ulte	NOUN
dad-11518	255	13	et	et	PROPN
dad-11518	255	14	al	al	PROPN
dad-11518	255	15	.	.	PROPN
dad-11518	255	16	(	(	PUNCT
dad-11518	255	17	2015	2015	NUM
dad-11518	255	18	)	)	PUNCT
dad-11518	255	19	have	have	AUX
dad-11518	255	20	been	be	AUX
dad-11518	255	21	re	re	VERB
dad-11518	255	22	-	-	VERB
dad-11518	255	23	implemented	implement	VERB
dad-11518	255	24	.	.	PUNCT
dad-11518	256	1	the	the	DET
dad-11518	256	2	bilstm	bilstm	NOUN
dad-11518	256	3	with	with	ADP
dad-11518	256	4	attention	attention	NOUN
dad-11518	256	5	mechanism	mechanism	NOUN
dad-11518	256	6	performs	perform	VERB
dad-11518	256	7	best	good	ADJ
dad-11518	256	8	in	in	ADP
dad-11518	256	9	all	all	DET
dad-11518	256	10	evaluation	evaluation	NOUN
dad-11518	256	11	metrics	metric	NOUN
dad-11518	256	12	.	.	PUNCT
dad-11518	257	1	all	all	DET
dad-11518	257	2	results	result	NOUN
dad-11518	257	3	are	be	AUX
dad-11518	257	4	significantly	significantly	ADV
dad-11518	257	5	different	different	ADJ
dad-11518	257	6	to	to	ADP
dad-11518	257	7	each	each	DET
dad-11518	257	8	other	other	ADJ
dad-11518	257	9	(	(	PUNCT
dad-11518	257	10	p	p	X
dad-11518	257	11	<	<	X
dad-11518	257	12	0.05	0.05	NUM
dad-11518	257	13	,	,	PUNCT
dad-11518	257	14	wilcoxon	wilcoxon	VERB
dad-11518	257	15	signedrank	signedrank	PROPN
dad-11518	257	16	test	test	NOUN
dad-11518	257	17	(	(	PUNCT
dad-11518	257	18	wilcoxon	wilcoxon	ADJ
dad-11518	257	19	,	,	PUNCT
dad-11518	257	20	1945	1945	NUM
dad-11518	257	21	)	)	PUNCT
dad-11518	257	22	)	)	PUNCT
dad-11518	257	23	.	.	PUNCT
dad-11518	258	1	uar	uar	PROPN
dad-11518	258	2	κ	κ	PROPN
dad-11518	258	3	ρ	ρ	PROPN
dad-11518	258	4	ea	ea	X
dad-11518	258	5	ep	ep	PROPN
dad-11518	258	6	.	.	PUNCT
dad-11518	259	1	lstm	lstm	PROPN
dad-11518	259	2	0.51	0.51	NUM
dad-11518	259	3	0.63	0.63	NUM
dad-11518	259	4	0.78	0.78	NUM
dad-11518	259	5	0.93	0.93	NUM
dad-11518	259	6	8	8	NUM
dad-11518	259	7	bilstm	bilstm	NOUN
dad-11518	259	8	0.53	0.53	NUM
dad-11518	259	9	0.63	0.63	NUM
dad-11518	259	10	0.78	0.78	NUM
dad-11518	259	11	0.93	0.93	NUM
dad-11518	259	12	8	8	NUM
dad-11518	259	13	lstm+att	lstm+att	NOUN
dad-11518	259	14	0.52	0.52	NUM
dad-11518	259	15	0.63	0.63	NUM
dad-11518	259	16	0.79	0.79	NUM
dad-11518	259	17	0.92	0.92	NUM
dad-11518	259	18	40	40	NUM
dad-11518	259	19	bilstm+att	bilstm+att	NOUN
dad-11518	259	20	0.54	0.54	NUM
dad-11518	259	21	0.65	0.65	NUM
dad-11518	259	22	0.81	0.81	NUM
dad-11518	259	23	0.94	0.94	NUM
dad-11518	259	24	40	40	NUM
dad-11518	259	25	rach	rach	PROPN
dad-11518	259	26	et	et	PROPN
dad-11518	259	27	al	al	PROPN
dad-11518	259	28	.	.	PROPN
dad-11518	260	1	(	(	PUNCT
dad-11518	260	2	2017	2017	NUM
dad-11518	260	3	)	)	PUNCT
dad-11518	260	4	0.45	0.45	NUM
dad-11518	260	5	0.58	0.58	NUM
dad-11518	260	6	0.79	0.79	NUM
dad-11518	260	7	0.88	0.88	NUM
dad-11518	260	8	82	82	NUM
dad-11518	260	9	ultes	ulte	NOUN
dad-11518	260	10	et	et	PROPN
dad-11518	260	11	al	al	PROPN
dad-11518	260	12	.	.	PROPN
dad-11518	261	1	(	(	PUNCT
dad-11518	261	2	2015	2015	NUM
dad-11518	261	3	)	)	PUNCT
dad-11518	261	4	0.44	0.44	NUM
dad-11518	261	5	0.53	0.53	NUM
dad-11518	261	6	0.69	0.69	NUM
dad-11518	261	7	0.86	0.86	NUM
dad-11518	262	1	+0	+0	ADP
dad-11518	262	2	.0	.0	NUM
dad-11518	262	3	7	7	NUM
dad-11518	263	1	+0	+0	ADP
dad-11518	263	2	.0	.0	NUM
dad-11518	263	3	7	7	NUM
dad-11518	263	4	+	+	SYM
dad-11518	263	5	0	0	NUM
dad-11518	263	6	.0	.0	NUM
dad-11518	263	7	9	9	NUM
dad-11518	264	1	+0	+0	ADP
dad-11518	264	2	.0	.0	NUM
dad-11518	264	3	7	7	NUM
dad-11518	265	1	+0	+0	ADP
dad-11518	265	2	.0	.0	NUM
dad-11518	265	3	8	8	NUM
dad-11518	266	1	+0	+0	ADP
dad-11518	266	2	.0	.0	NUM
dad-11518	266	3	6	6	NUM
dad-11518	267	1	+0	+0	ADP
dad-11518	267	2	.1	.1	NUM
dad-11518	267	3	0	0	PUNCT
dad-11518	268	1	+0	+0	ADP
dad-11518	268	2	.0	.0	NUM
dad-11518	268	3	8	8	NUM
dad-11518	269	1	+0	+0	ADP
dad-11518	269	2	.0	.0	NUM
dad-11518	269	3	1	1	NUM
dad-11518	270	1	+0	+0	ADP
dad-11518	270	2	.0	.0	NUM
dad-11518	270	3	2	2	NUM
dad-11518	270	4	0.00	0.00	NUM
dad-11518	270	5	+0.02	+0.02	PROPN
dad-11518	270	6	+0.04	+0.04	PROPN
dad-11518	271	1	+0.06	+0.06	PROPN
dad-11518	271	2	+0.08	+0.08	X
dad-11518	271	3	+0.10	+0.10	PROPN
dad-11518	271	4	+0.12	+0.12	X
dad-11518	271	5	uar	uar	NOUN
dad-11518	271	6	ea	ea	NOUN
dad-11518	271	7	ab	ab	PROPN
dad-11518	272	1	so	so	ADV
dad-11518	272	2	lu	lu	PROPN
dad-11518	272	3	te	te	PROPN
dad-11518	273	1	i	i	PRON
dad-11518	273	2	m	m	VERB
dad-11518	273	3	pr	pr	INTJ
dad-11518	274	1	ov	ov	INTJ
dad-11518	274	2	em	em	PRON
dad-11518	274	3	en	en	PROPN
dad-11518	274	4	t	t	PROPN
dad-11518	274	5	lstm	lstm	PROPN
dad-11518	274	6	bilstm	bilstm	NOUN
dad-11518	274	7	lstm+att	lstm+att	PROPN
dad-11518	274	8	bilstm+att	bilstm+att	PROPN
dad-11518	274	9	rach	rach	PROPN
dad-11518	274	10	et	et	PROPN
dad-11518	274	11	al	al	PROPN
dad-11518	274	12	.	.	PROPN
dad-11518	275	1	(	(	PUNCT
dad-11518	275	2	2017	2017	NUM
dad-11518	275	3	)	)	PUNCT
dad-11518	275	4	figure	figure	NOUN
dad-11518	275	5	5	5	NUM
dad-11518	275	6	:	:	PUNCT
dad-11518	275	7	absolute	absolute	ADJ
dad-11518	275	8	improvement	improvement	NOUN
dad-11518	275	9	of	of	ADP
dad-11518	275	10	the	the	DET
dad-11518	275	11	iq	iq	NOUN
dad-11518	275	12	estimation	estimation	NOUN
dad-11518	275	13	models	model	NOUN
dad-11518	275	14	over	over	ADP
dad-11518	275	15	the	the	DET
dad-11518	275	16	conventional	conventional	ADJ
dad-11518	275	17	model	model	NOUN
dad-11518	275	18	originally	originally	ADV
dad-11518	275	19	proposed	propose	VERB
dad-11518	275	20	by	by	ADP
dad-11518	275	21	(	(	PUNCT
dad-11518	275	22	ultes	ulte	NOUN
dad-11518	275	23	et	et	PROPN
dad-11518	275	24	al	al	PROPN
dad-11518	275	25	.	.	PROPN
dad-11518	275	26	,	,	PUNCT
dad-11518	275	27	2015	2015	NUM
dad-11518	275	28	)	)	PUNCT
dad-11518	275	29	for	for	ADP
dad-11518	275	30	iq	iq	NOUN
dad-11518	275	31	-	-	PUNCT
dad-11518	275	32	based	base	VERB
dad-11518	275	33	reward	reward	NOUN
dad-11518	275	34	estimation	estimation	NOUN
dad-11518	275	35	with	with	ADP
dad-11518	275	36	the	the	DET
dad-11518	275	37	dialoguewise	dialoguewise	ADJ
dad-11518	275	38	cross	cross	ADJ
dad-11518	275	39	-	-	ADJ
dad-11518	275	40	validation	validation	ADJ
dad-11518	275	41	setup	setup	NOUN
dad-11518	275	42	.	.	PUNCT
dad-11518	276	1	uar	uar	PROPN
dad-11518	276	2	and	and	CCONJ
dad-11518	276	3	ea	ea	NUM
dad-11518	276	4	take	take	VERB
dad-11518	276	5	values	value	NOUN
dad-11518	276	6	from	from	ADP
dad-11518	276	7	0.0	0.0	NUM
dad-11518	276	8	to	to	ADP
dad-11518	276	9	1.0	1.0	NUM
dad-11518	276	10	.	.	PUNCT
dad-11518	277	1	4.2	4.2	NUM
dad-11518	277	2	dialogue	dialogue	NOUN
dad-11518	277	3	policy	policy	NOUN
dad-11518	277	4	learning	learning	NOUN
dad-11518	277	5	to	to	PART
dad-11518	277	6	analyse	analyse	VERB
dad-11518	277	7	the	the	DET
dad-11518	277	8	impact	impact	NOUN
dad-11518	277	9	of	of	ADP
dad-11518	277	10	the	the	DET
dad-11518	277	11	iq	iq	PROPN
dad-11518	277	12	reward	reward	NOUN
dad-11518	277	13	estimator	estimator	NOUN
dad-11518	277	14	on	on	ADP
dad-11518	277	15	the	the	DET
dad-11518	277	16	resulting	result	VERB
dad-11518	277	17	dialogue	dialogue	NOUN
dad-11518	277	18	policy	policy	NOUN
dad-11518	277	19	,	,	PUNCT
dad-11518	277	20	experiments	experiment	NOUN
dad-11518	277	21	are	be	AUX
dad-11518	277	22	conducted	conduct	VERB
dad-11518	277	23	comparing	compare	VERB
dad-11518	277	24	three	three	NUM
dad-11518	277	25	different	different	ADJ
dad-11518	277	26	reward	reward	NOUN
dad-11518	277	27	models	model	NOUN
dad-11518	277	28	.	.	PUNCT
dad-11518	278	1	the	the	DET
dad-11518	278	2	baseline	baseline	NOUN
dad-11518	278	3	is	be	AUX
dad-11518	278	4	in	in	ADP
dad-11518	278	5	accordance	accordance	NOUN
dad-11518	278	6	to	to	ADP
dad-11518	278	7	ultes	ulte	NOUN
dad-11518	278	8	et	et	PROPN
dad-11518	278	9	al	al	PROPN
dad-11518	278	10	.	.	PROPN
dad-11518	279	1	(	(	PUNCT
dad-11518	279	2	2017a	2017a	NUM
dad-11518	279	3	):	):	PUNCT
dad-11518	279	4	having	have	VERB
dad-11518	279	5	the	the	DET
dad-11518	279	6	objective	objective	ADJ
dad-11518	279	7	task	task	NOUN
dad-11518	279	8	success	success	NOUN
dad-11518	279	9	as	as	ADP
dad-11518	279	10	principal	principal	ADJ
dad-11518	279	11	reward	reward	NOUN
dad-11518	279	12	component	component	NOUN
dad-11518	279	13	(	(	PUNCT
dad-11518	279	14	rts	rt	NOUN
dad-11518	279	15	)	)	PUNCT
dad-11518	279	16	.	.	PUNCT
dad-11518	280	1	it	it	PRON
dad-11518	280	2	will	will	AUX
dad-11518	280	3	be	be	AUX
dad-11518	280	4	compared	compare	VERB
dad-11518	280	5	to	to	ADP
dad-11518	280	6	the	the	DET
dad-11518	280	7	conventional	conventional	ADJ
dad-11518	280	8	estimator	estimator	NOUN
dad-11518	280	9	having	have	VERB
dad-11518	280	10	the	the	DET
dad-11518	280	11	interaction	interaction	NOUN
dad-11518	280	12	quality	quality	NOUN
dad-11518	280	13	estimated	estimate	VERB
dad-11518	280	14	by	by	ADP
dad-11518	280	15	a	a	DET
dad-11518	280	16	support	support	NOUN
dad-11518	280	17	vector	vector	NOUN
dad-11518	280	18	machine	machine	NOUN
dad-11518	280	19	as	as	ADP
dad-11518	280	20	principal	principal	ADJ
dad-11518	280	21	reward	reward	NOUN
dad-11518	280	22	component	component	NOUN
dad-11518	280	23	(	(	PUNCT
dad-11518	280	24	rs	rs	NOUN
dad-11518	280	25	iq	iq	NOUN
dad-11518	280	26	)	)	PUNCT
dad-11518	280	27	and	and	CCONJ
dad-11518	280	28	to	to	ADP
dad-11518	280	29	the	the	DET
dad-11518	280	30	bilstm+att	bilstm+att	PROPN
dad-11518	280	31	model	model	NOUN
dad-11518	280	32	to	to	PART
dad-11518	280	33	estimate	estimate	VERB
dad-11518	280	34	the	the	DET
dad-11518	280	35	interaction	interaction	NOUN
dad-11518	280	36	quality	quality	NOUN
dad-11518	280	37	used	use	VERB
dad-11518	280	38	as	as	ADP
dad-11518	280	39	principal	principal	ADJ
dad-11518	280	40	reward	reward	NOUN
dad-11518	280	41	component	component	NOUN
dad-11518	280	42	(	(	PUNCT
dad-11518	280	43	rbi	rbi	NOUN
dad-11518	280	44	iq	iq	NOUN
dad-11518	280	45	)	)	PUNCT
dad-11518	280	46	.	.	PUNCT
dad-11518	281	1	ts	ts	PROPN
dad-11518	281	2	can	can	AUX
dad-11518	281	3	be	be	AUX
dad-11518	281	4	computed	compute	VERB
dad-11518	281	5	by	by	ADP
dad-11518	281	6	comparing	compare	VERB
dad-11518	281	7	6	6	NUM
dad-11518	281	8	.	.	PUNCT
dad-11518	282	1	for	for	ADP
dad-11518	282	2	the	the	DET
dad-11518	282	3	bounds	bound	NOUN
dad-11518	282	4	,	,	PUNCT
dad-11518	282	5	the	the	DET
dad-11518	282	6	respective	respective	ADJ
dad-11518	282	7	non	non	ADJ
dad-11518	282	8	-	-	ADJ
dad-11518	282	9	existing	existing	ADJ
dad-11518	282	10	mc	mc	PROPN
dad-11518	282	11	,	,	PUNCT
dad-11518	282	12	k	k	PROPN
dad-11518	282	13	is	be	AUX
dad-11518	282	14	omitted	omit	VERB
dad-11518	282	15	.	.	PUNCT
dad-11518	283	1	93	93	NUM
dad-11518	283	2	ultes	ulte	NOUN
dad-11518	283	3	and	and	CCONJ
dad-11518	283	4	maier	maier	X
dad-11518	283	5	0.00	0.00	NUM
dad-11518	283	6	0.20	0.20	NUM
dad-11518	283	7	0.40	0.40	NUM
dad-11518	283	8	0.60	0.60	NUM
dad-11518	283	9	0.80	0.80	NUM
dad-11518	283	10	1.00	1.00	NUM
dad-11518	283	11	0	0	NUM
dad-11518	283	12	%	%	NOUN
dad-11518	283	13	15	15	NUM
dad-11518	283	14	%	%	NOUN
dad-11518	283	15	30	30	NUM
dad-11518	283	16	%	%	NOUN
dad-11518	283	17	0	0	NUM
dad-11518	283	18	%	%	NOUN
dad-11518	283	19	15	15	NUM
dad-11518	283	20	%	%	NOUN
dad-11518	283	21	30	30	NUM
dad-11518	283	22	%	%	NOUN
dad-11518	283	23	0	0	NUM
dad-11518	283	24	%	%	NOUN
dad-11518	283	25	15	15	NUM
dad-11518	283	26	%	%	NOUN
dad-11518	283	27	30	30	NUM
dad-11518	283	28	%	%	NOUN
dad-11518	283	29	0	0	NUM
dad-11518	283	30	%	%	NOUN
dad-11518	283	31	15	15	NUM
dad-11518	283	32	%	%	NOUN
dad-11518	283	33	30	30	NUM
dad-11518	283	34	%	%	NOUN
dad-11518	283	35	0	0	NUM
dad-11518	283	36	%	%	NOUN
dad-11518	283	37	15	15	NUM
dad-11518	283	38	%	%	NOUN
dad-11518	283	39	30	30	NUM
dad-11518	283	40	%	%	NOUN
dad-11518	283	41	0	0	NUM
dad-11518	283	42	%	%	NOUN
dad-11518	283	43	15	15	NUM
dad-11518	283	44	%	%	NOUN
dad-11518	283	45	30	30	NUM
dad-11518	283	46	%	%	NOUN
dad-11518	283	47	cr	cr	PROPN
dad-11518	283	48	ch	ch	PROPN
dad-11518	283	49	sr	sr	PROPN
dad-11518	283	50	sh	sh	PROPN
dad-11518	283	51	l	l	PROPN
dad-11518	283	52	all	all	ADV
dad-11518	283	53	ta	ta	ADP
dad-11518	283	54	sk	sk	ADP
dad-11518	283	55	s	s	PROPN
dad-11518	283	56	uc	uc	PROPN
dad-11518	283	57	ce	ce	PROPN
dad-11518	283	58	ss	ss	NOUN
dad-11518	283	59	r	r	NOUN
dad-11518	283	60	at	at	ADP
dad-11518	283	61	e	e	NOUN
dad-11518	283	62	reward	reward	NOUN
dad-11518	283	63	using	use	VERB
dad-11518	283	64	iq	iq	NOUN
dad-11518	283	65	(	(	PUNCT
dad-11518	283	66	bilstm	bilstm	NOUN
dad-11518	283	67	)	)	PUNCT
dad-11518	283	68	reward	reward	NOUN
dad-11518	283	69	using	use	VERB
dad-11518	283	70	iq	iq	PROPN
dad-11518	283	71	(	(	PUNCT
dad-11518	283	72	svm	svm	ADJ
dad-11518	283	73	)	)	PUNCT
dad-11518	283	74	reward	reward	NOUN
dad-11518	283	75	using	use	VERB
dad-11518	283	76	ts	ts	ADP
dad-11518	283	77	figure	figure	NOUN
dad-11518	283	78	6	6	NUM
dad-11518	283	79	:	:	PUNCT
dad-11518	283	80	results	result	NOUN
dad-11518	283	81	using	use	VERB
dad-11518	283	82	gp	gp	NOUN
dad-11518	283	83	-	-	NOUN
dad-11518	283	84	sarsa	sarsa	NOUN
dad-11518	283	85	in	in	ADP
dad-11518	283	86	task	task	NOUN
dad-11518	283	87	success	success	NOUN
dad-11518	283	88	rate	rate	NOUN
dad-11518	283	89	(	(	PUNCT
dad-11518	283	90	tsr	tsr	PROPN
dad-11518	283	91	)	)	PUNCT
dad-11518	283	92	of	of	ADP
dad-11518	283	93	the	the	DET
dad-11518	283	94	simulated	simulate	VERB
dad-11518	283	95	experiments	experiment	NOUN
dad-11518	283	96	for	for	ADP
dad-11518	283	97	all	all	DET
dad-11518	283	98	domains	domain	NOUN
dad-11518	283	99	and	and	CCONJ
dad-11518	283	100	semantic	semantic	ADJ
dad-11518	283	101	error	error	NOUN
dad-11518	283	102	rates	rate	NOUN
dad-11518	283	103	0	0	NUM
dad-11518	283	104	%	%	NOUN
dad-11518	283	105	,	,	PUNCT
dad-11518	283	106	15	15	NUM
dad-11518	283	107	%	%	NOUN
dad-11518	283	108	,	,	PUNCT
dad-11518	283	109	and	and	CCONJ
dad-11518	283	110	30	30	NUM
dad-11518	283	111	%	%	NOUN
dad-11518	283	112	.	.	PUNCT
dad-11518	284	1	each	each	DET
dad-11518	284	2	value	value	NOUN
dad-11518	284	3	is	be	AUX
dad-11518	284	4	computed	compute	VERB
dad-11518	284	5	after	after	ADP
dad-11518	284	6	100	100	NUM
dad-11518	284	7	evaluation	evaluation	NOUN
dad-11518	284	8	/	/	SYM
dad-11518	284	9	1,000	1,000	NUM
dad-11518	284	10	training	training	NOUN
dad-11518	284	11	dialogues	dialogue	NOUN
dad-11518	284	12	averaged	average	VERB
dad-11518	284	13	over	over	ADP
dad-11518	284	14	three	three	NUM
dad-11518	284	15	trials	trial	NOUN
dad-11518	284	16	.	.	PUNCT
dad-11518	285	1	numerical	numerical	ADJ
dad-11518	285	2	results	result	NOUN
dad-11518	285	3	with	with	ADP
dad-11518	285	4	significance	significance	NOUN
dad-11518	285	5	indicators	indicator	NOUN
dad-11518	285	6	are	be	AUX
dad-11518	285	7	shown	show	VERB
dad-11518	285	8	in	in	ADP
dad-11518	285	9	table	table	NOUN
dad-11518	285	10	6	6	NUM
dad-11518	285	11	.	.	NOUN
dad-11518	285	12	0.00	0.00	NUM
dad-11518	285	13	0.20	0.20	NUM
dad-11518	285	14	0.40	0.40	NUM
dad-11518	285	15	0.60	0.60	NUM
dad-11518	285	16	0.80	0.80	NUM
dad-11518	285	17	1.00	1.00	NUM
dad-11518	285	18	0	0	NUM
dad-11518	285	19	%	%	NOUN
dad-11518	285	20	15	15	NUM
dad-11518	285	21	%	%	NOUN
dad-11518	285	22	30	30	NUM
dad-11518	285	23	%	%	NOUN
dad-11518	285	24	0	0	NUM
dad-11518	285	25	%	%	NOUN
dad-11518	285	26	15	15	NUM
dad-11518	285	27	%	%	NOUN
dad-11518	285	28	30	30	NUM
dad-11518	285	29	%	%	NOUN
dad-11518	285	30	0	0	NUM
dad-11518	285	31	%	%	NOUN
dad-11518	285	32	15	15	NUM
dad-11518	285	33	%	%	NOUN
dad-11518	285	34	30	30	NUM
dad-11518	285	35	%	%	NOUN
dad-11518	285	36	0	0	NUM
dad-11518	285	37	%	%	NOUN
dad-11518	285	38	15	15	NUM
dad-11518	285	39	%	%	NOUN
dad-11518	285	40	30	30	NUM
dad-11518	285	41	%	%	NOUN
dad-11518	285	42	0	0	NUM
dad-11518	285	43	%	%	NOUN
dad-11518	285	44	15	15	NUM
dad-11518	285	45	%	%	NOUN
dad-11518	285	46	30	30	NUM
dad-11518	285	47	%	%	NOUN
dad-11518	285	48	0	0	NUM
dad-11518	285	49	%	%	NOUN
dad-11518	285	50	15	15	NUM
dad-11518	285	51	%	%	NOUN
dad-11518	285	52	30	30	NUM
dad-11518	285	53	%	%	NOUN
dad-11518	285	54	cr	cr	PROPN
dad-11518	285	55	sr	sr	PROPN
dad-11518	285	56	all	all	PRON
dad-11518	285	57	cr	cr	PROPN
dad-11518	285	58	sr	sr	PROPN
dad-11518	285	59	all	all	DET
dad-11518	285	60	dqn	dqn	VERB
dad-11518	285	61	enac	enac	ADV
dad-11518	286	1	ta	ta	AUX
dad-11518	286	2	sk	sk	PROPN
dad-11518	286	3	s	s	PROPN
dad-11518	286	4	uc	uc	PROPN
dad-11518	286	5	ce	ce	PROPN
dad-11518	286	6	ss	ss	NOUN
dad-11518	286	7	r	r	NOUN
dad-11518	286	8	at	at	ADP
dad-11518	286	9	e	e	NOUN
dad-11518	286	10	reward	reward	NOUN
dad-11518	286	11	using	use	VERB
dad-11518	286	12	iq	iq	NOUN
dad-11518	286	13	(	(	PUNCT
dad-11518	286	14	bilstm	bilstm	NOUN
dad-11518	286	15	)	)	PUNCT
dad-11518	286	16	reward	reward	NOUN
dad-11518	286	17	using	use	VERB
dad-11518	286	18	iq	iq	PROPN
dad-11518	286	19	(	(	PUNCT
dad-11518	286	20	svm	svm	ADJ
dad-11518	286	21	)	)	PUNCT
dad-11518	286	22	reward	reward	NOUN
dad-11518	286	23	using	use	VERB
dad-11518	286	24	ts	ts	ADP
dad-11518	286	25	figure	figure	NOUN
dad-11518	286	26	7	7	NUM
dad-11518	286	27	:	:	PUNCT
dad-11518	286	28	results	result	NOUN
dad-11518	286	29	using	use	VERB
dad-11518	286	30	dqn	dqn	NOUN
dad-11518	286	31	and	and	CCONJ
dad-11518	286	32	enac	enac	ADV
dad-11518	286	33	in	in	ADP
dad-11518	286	34	task	task	NOUN
dad-11518	286	35	success	success	NOUN
dad-11518	286	36	rate	rate	NOUN
dad-11518	286	37	(	(	PUNCT
dad-11518	286	38	tsr	tsr	PROPN
dad-11518	286	39	)	)	PUNCT
dad-11518	286	40	of	of	ADP
dad-11518	286	41	the	the	DET
dad-11518	286	42	simulated	simulate	VERB
dad-11518	286	43	experiments	experiment	NOUN
dad-11518	286	44	for	for	ADP
dad-11518	286	45	camrestaurants	camrestaurant	NOUN
dad-11518	286	46	and	and	CCONJ
dad-11518	286	47	sfrestaurants	sfrestaurant	NOUN
dad-11518	286	48	and	and	CCONJ
dad-11518	286	49	semantic	semantic	ADJ
dad-11518	286	50	error	error	NOUN
dad-11518	286	51	rates	rate	NOUN
dad-11518	286	52	0	0	NUM
dad-11518	286	53	%	%	NOUN
dad-11518	286	54	,	,	PUNCT
dad-11518	286	55	15	15	NUM
dad-11518	286	56	%	%	NOUN
dad-11518	286	57	,	,	PUNCT
dad-11518	286	58	and	and	CCONJ
dad-11518	286	59	30	30	NUM
dad-11518	286	60	%	%	NOUN
dad-11518	286	61	.	.	PUNCT
dad-11518	287	1	each	each	DET
dad-11518	287	2	value	value	NOUN
dad-11518	287	3	is	be	AUX
dad-11518	287	4	computed	compute	VERB
dad-11518	287	5	after	after	ADP
dad-11518	287	6	100	100	NUM
dad-11518	287	7	evaluation	evaluation	NOUN
dad-11518	287	8	/	/	SYM
dad-11518	287	9	1,000	1,000	NUM
dad-11518	287	10	training	training	NOUN
dad-11518	287	11	dialogues	dialogue	NOUN
dad-11518	287	12	averaged	average	VERB
dad-11518	287	13	over	over	ADP
dad-11518	287	14	three	three	NUM
dad-11518	287	15	trials	trial	NOUN
dad-11518	287	16	.	.	PUNCT
dad-11518	288	1	numerical	numerical	ADJ
dad-11518	288	2	results	result	NOUN
dad-11518	288	3	with	with	ADP
dad-11518	288	4	significance	significance	NOUN
dad-11518	288	5	indicators	indicator	NOUN
dad-11518	288	6	are	be	AUX
dad-11518	288	7	shown	show	VERB
dad-11518	288	8	in	in	ADP
dad-11518	288	9	table	table	NOUN
dad-11518	288	10	8	8	NUM
dad-11518	288	11	and	and	CCONJ
dad-11518	288	12	table	table	NOUN
dad-11518	288	13	7	7	NUM
dad-11518	288	14	.	.	PUNCT
dad-11518	289	1	the	the	DET
dad-11518	289	2	outcome	outcome	NOUN
dad-11518	289	3	of	of	ADP
dad-11518	289	4	each	each	DET
dad-11518	289	5	dialogue	dialogue	NOUN
dad-11518	289	6	with	with	ADP
dad-11518	289	7	the	the	DET
dad-11518	289	8	pre	pre	ADJ
dad-11518	289	9	-	-	ADJ
dad-11518	289	10	defined	define	VERB
dad-11518	289	11	goal	goal	NOUN
dad-11518	289	12	.	.	PUNCT
dad-11518	290	1	of	of	ADP
dad-11518	290	2	course	course	NOUN
dad-11518	290	3	,	,	PUNCT
dad-11518	290	4	this	this	PRON
dad-11518	290	5	is	be	AUX
dad-11518	290	6	only	only	ADV
dad-11518	290	7	possible	possible	ADJ
dad-11518	290	8	in	in	ADP
dad-11518	290	9	simulation	simulation	NOUN
dad-11518	290	10	and	and	CCONJ
dad-11518	290	11	when	when	SCONJ
dad-11518	290	12	evaluating	evaluate	VERB
dad-11518	290	13	with	with	ADP
dad-11518	290	14	paid	pay	VERB
dad-11518	290	15	subjects	subject	NOUN
dad-11518	290	16	.	.	PUNCT
dad-11518	291	1	this	this	DET
dad-11518	291	2	goal	goal	NOUN
dad-11518	291	3	information	information	NOUN
dad-11518	291	4	is	be	AUX
dad-11518	291	5	not	not	PART
dad-11518	291	6	available	available	ADJ
dad-11518	291	7	to	to	ADP
dad-11518	291	8	the	the	DET
dad-11518	291	9	iq	iq	NOUN
dad-11518	291	10	estimators	estimator	NOUN
dad-11518	291	11	,	,	PUNCT
dad-11518	291	12	nor	nor	CCONJ
dad-11518	291	13	is	be	AUX
dad-11518	291	14	it	it	PRON
dad-11518	291	15	required	require	VERB
dad-11518	291	16	.	.	PUNCT
dad-11518	292	1	for	for	ADP
dad-11518	292	2	learning	learn	VERB
dad-11518	292	3	the	the	DET
dad-11518	292	4	dialogue	dialogue	NOUN
dad-11518	292	5	behaviour	behaviour	NOUN
dad-11518	292	6	,	,	PUNCT
dad-11518	292	7	three	three	NUM
dad-11518	292	8	policy	policy	NOUN
dad-11518	292	9	models	model	NOUN
dad-11518	292	10	are	be	AUX
dad-11518	292	11	applied	apply	VERB
dad-11518	292	12	.	.	PUNCT
dad-11518	293	1	the	the	DET
dad-11518	293	2	first	first	ADJ
dad-11518	293	3	is	be	AUX
dad-11518	293	4	a	a	DET
dad-11518	293	5	policy	policy	NOUN
dad-11518	293	6	model	model	NOUN
dad-11518	293	7	based	base	VERB
dad-11518	293	8	on	on	ADP
dad-11518	293	9	the	the	DET
dad-11518	293	10	gp	gp	NOUN
dad-11518	293	11	-	-	PUNCT
dad-11518	293	12	sarsa	sarsa	NOUN
dad-11518	293	13	algorithm	algorithm	NOUN
dad-11518	293	14	(	(	PUNCT
dad-11518	293	15	gašić	gašić	ADV
dad-11518	293	16	and	and	CCONJ
dad-11518	293	17	young	young	ADJ
dad-11518	293	18	,	,	PUNCT
dad-11518	293	19	2014	2014	NUM
dad-11518	293	20	)	)	PUNCT
dad-11518	293	21	,	,	PUNCT
dad-11518	293	22	which	which	PRON
dad-11518	293	23	is	be	AUX
dad-11518	293	24	a	a	DET
dad-11518	293	25	value	value	NOUN
dad-11518	293	26	-	-	PUNCT
dad-11518	293	27	based	base	VERB
dad-11518	293	28	method	method	NOUN
dad-11518	293	29	that	that	SCONJ
dad-11518	293	30	94	94	NUM
dad-11518	293	31	user	user	NOUN
dad-11518	293	32	satisfaction	satisfaction	NOUN
dad-11518	293	33	reward	reward	NOUN
dad-11518	293	34	estimation	estimation	NOUN
dad-11518	293	35	across	across	ADP
dad-11518	293	36	domains	domain	NOUN
dad-11518	293	37	table	table	VERB
dad-11518	293	38	5	5	NUM
dad-11518	293	39	:	:	PUNCT
dad-11518	293	40	statistics	statistic	NOUN
dad-11518	293	41	of	of	ADP
dad-11518	293	42	the	the	DET
dad-11518	293	43	domains	domain	NOUN
dad-11518	293	44	the	the	DET
dad-11518	293	45	interaction	interaction	NOUN
dad-11518	293	46	quality	quality	NOUN
dad-11518	293	47	estimators	estimator	NOUN
dad-11518	293	48	are	be	AUX
dad-11518	293	49	trained	train	VERB
dad-11518	293	50	on	on	ADP
dad-11518	293	51	(	(	PUNCT
dad-11518	293	52	letsgo	letsgo	NOUN
dad-11518	293	53	)	)	PUNCT
dad-11518	293	54	and	and	CCONJ
dad-11518	293	55	applied	apply	VERB
dad-11518	293	56	to	to	ADP
dad-11518	293	57	(	(	PUNCT
dad-11518	293	58	rest	rest	NOUN
dad-11518	293	59	)	)	PUNCT
dad-11518	293	60	.	.	PUNCT
dad-11518	294	1	domain	domain	NOUN
dad-11518	294	2	code	code	NOUN
dad-11518	294	3	#	#	NOUN
dad-11518	294	4	constraints	constraint	NOUN
dad-11518	294	5	#	#	NOUN
dad-11518	294	6	db	db	NOUN
dad-11518	294	7	items	item	NOUN
dad-11518	294	8	state	state	NOUN
dad-11518	294	9	size	size	NOUN
dad-11518	294	10	letsgo	letsgo	VERB
dad-11518	294	11	4	4	NUM
dad-11518	294	12	camrestaurants	camrestaurant	NOUN
dad-11518	294	13	cr	cr	ADP
dad-11518	294	14	3	3	NUM
dad-11518	294	15	110	110	NUM
dad-11518	294	16	268	268	NUM
dad-11518	294	17	camhotels	camhotel	NOUN
dad-11518	294	18	ch	ch	NOUN
dad-11518	294	19	5	5	NUM
dad-11518	294	20	33	33	NUM
dad-11518	294	21	111	111	NUM
dad-11518	294	22	sfrestaurants	sfrestaurant	NOUN
dad-11518	294	23	sr	sr	PROPN
dad-11518	294	24	6	6	NUM
dad-11518	294	25	271	271	NUM
dad-11518	294	26	636	636	NUM
dad-11518	294	27	sfhotels	sfhotel	NOUN
dad-11518	294	28	sh	sh	ADP
dad-11518	294	29	6	6	NUM
dad-11518	294	30	182	182	NUM
dad-11518	294	31	438	438	NUM
dad-11518	294	32	laptops	laptop	NOUN
dad-11518	294	33	l	l	NOUN
dad-11518	294	34	6	6	NUM
dad-11518	294	35	126	126	NUM
dad-11518	294	36	204	204	NUM
dad-11518	294	37	uses	use	VERB
dad-11518	294	38	a	a	DET
dad-11518	294	39	gaussian	gaussian	ADJ
dad-11518	294	40	process	process	NOUN
dad-11518	294	41	to	to	PART
dad-11518	294	42	approximate	approximate	VERB
dad-11518	294	43	the	the	DET
dad-11518	294	44	state	state	NOUN
dad-11518	294	45	-	-	PUNCT
dad-11518	294	46	value	value	NOUN
dad-11518	294	47	function	function	NOUN
dad-11518	294	48	.	.	PUNCT
dad-11518	295	1	as	as	SCONJ
dad-11518	295	2	it	it	PRON
dad-11518	295	3	takes	take	VERB
dad-11518	295	4	into	into	ADP
dad-11518	295	5	account	account	NOUN
dad-11518	295	6	the	the	DET
dad-11518	295	7	uncertainty	uncertainty	NOUN
dad-11518	295	8	of	of	ADP
dad-11518	295	9	the	the	DET
dad-11518	295	10	approximation	approximation	NOUN
dad-11518	295	11	,	,	PUNCT
dad-11518	295	12	it	it	PRON
dad-11518	295	13	is	be	AUX
dad-11518	295	14	very	very	ADV
dad-11518	295	15	sample	sample	NOUN
dad-11518	295	16	efficient	efficient	ADJ
dad-11518	295	17	and	and	CCONJ
dad-11518	295	18	may	may	AUX
dad-11518	295	19	even	even	ADV
dad-11518	295	20	be	be	AUX
dad-11518	295	21	used	use	VERB
dad-11518	295	22	to	to	PART
dad-11518	295	23	learn	learn	VERB
dad-11518	295	24	a	a	DET
dad-11518	295	25	policy	policy	NOUN
dad-11518	295	26	directly	directly	ADV
dad-11518	295	27	through	through	ADP
dad-11518	295	28	real	real	ADJ
dad-11518	295	29	human	human	ADJ
dad-11518	295	30	interaction	interaction	NOUN
dad-11518	295	31	(	(	PUNCT
dad-11518	295	32	gašić	gašić	ADV
dad-11518	295	33	et	et	PROPN
dad-11518	295	34	al	al	PROPN
dad-11518	295	35	.	.	PROPN
dad-11518	295	36	,	,	PUNCT
dad-11518	295	37	2013	2013	NUM
dad-11518	295	38	)	)	PUNCT
dad-11518	295	39	.	.	PUNCT
dad-11518	296	1	additionally	additionally	ADV
dad-11518	296	2	,	,	PUNCT
dad-11518	296	3	two	two	NUM
dad-11518	296	4	deep	deep	ADJ
dad-11518	296	5	reinforcement	reinforcement	NOUN
dad-11518	296	6	learning	learning	NOUN
dad-11518	296	7	algorithms	algorithm	NOUN
dad-11518	296	8	are	be	AUX
dad-11518	296	9	applied	apply	VERB
dad-11518	296	10	:	:	PUNCT
dad-11518	296	11	deep	deep	ADJ
dad-11518	296	12	q	q	NOUN
dad-11518	296	13	-	-	PUNCT
dad-11518	296	14	network	network	NOUN
dad-11518	296	15	(	(	PUNCT
dad-11518	296	16	dqn	dqn	PROPN
dad-11518	296	17	)	)	PUNCT
dad-11518	296	18	(	(	PUNCT
dad-11518	296	19	mnih	mnih	PROPN
dad-11518	296	20	et	et	PROPN
dad-11518	296	21	al	al	PROPN
dad-11518	296	22	.	.	PROPN
dad-11518	296	23	,	,	PUNCT
dad-11518	296	24	2015	2015	NUM
dad-11518	296	25	)	)	PUNCT
dad-11518	296	26	and	and	CCONJ
dad-11518	296	27	episodic	episodic	ADJ
dad-11518	296	28	natural	natural	ADJ
dad-11518	296	29	actor	actor	NOUN
dad-11518	296	30	critic	critic	NOUN
dad-11518	296	31	(	(	PUNCT
dad-11518	296	32	enac	enac	ADV
dad-11518	296	33	)	)	PUNCT
dad-11518	296	34	(	(	PUNCT
dad-11518	296	35	su	su	PROPN
dad-11518	296	36	et	et	PROPN
dad-11518	296	37	al	al	PROPN
dad-11518	296	38	.	.	PROPN
dad-11518	296	39	,	,	PUNCT
dad-11518	296	40	2017	2017	NUM
dad-11518	296	41	)	)	PUNCT
dad-11518	296	42	.	.	PUNCT
dad-11518	297	1	similar	similar	ADJ
dad-11518	297	2	to	to	ADP
dad-11518	297	3	the	the	DET
dad-11518	297	4	gpsarsa	gpsarsa	NOUN
dad-11518	297	5	,	,	PUNCT
dad-11518	297	6	the	the	DET
dad-11518	297	7	dqn	dqn	NOUN
dad-11518	297	8	also	also	ADV
dad-11518	297	9	approximates	approximate	VERB
dad-11518	297	10	the	the	DET
dad-11518	297	11	state	state	NOUN
dad-11518	297	12	-	-	PUNCT
dad-11518	297	13	value	value	NOUN
dad-11518	297	14	function	function	NOUN
dad-11518	297	15	also	also	ADV
dad-11518	297	16	known	know	VERB
dad-11518	297	17	as	as	ADP
dad-11518	297	18	q	q	NOUN
dad-11518	297	19	-	-	NOUN
dad-11518	297	20	function	function	NOUN
dad-11518	297	21	.	.	PUNCT
dad-11518	298	1	the	the	DET
dad-11518	298	2	enac	enac	NOUN
dad-11518	298	3	directly	directly	ADV
dad-11518	298	4	learns	learn	VERB
dad-11518	298	5	the	the	DET
dad-11518	298	6	policy	policy	NOUN
dad-11518	298	7	using	use	VERB
dad-11518	298	8	a	a	DET
dad-11518	298	9	policy	policy	NOUN
dad-11518	298	10	gradient	gradient	NOUN
dad-11518	298	11	approach	approach	NOUN
dad-11518	298	12	in	in	ADP
dad-11518	298	13	an	an	DET
dad-11518	298	14	actor	actor	NOUN
dad-11518	298	15	-	-	PUNCT
dad-11518	298	16	critic	critic	NOUN
dad-11518	298	17	framework	framework	NOUN
dad-11518	298	18	.	.	PUNCT
dad-11518	299	1	the	the	DET
dad-11518	299	2	decisions	decision	NOUN
dad-11518	299	3	of	of	ADP
dad-11518	299	4	the	the	DET
dad-11518	299	5	policy	policy	NOUN
dad-11518	299	6	are	be	AUX
dad-11518	299	7	based	base	VERB
dad-11518	299	8	on	on	ADP
dad-11518	299	9	a	a	DET
dad-11518	299	10	summary	summary	NOUN
dad-11518	299	11	space	space	NOUN
dad-11518	299	12	representation	representation	NOUN
dad-11518	299	13	of	of	ADP
dad-11518	299	14	the	the	DET
dad-11518	299	15	dialogue	dialogue	NOUN
dad-11518	299	16	state	state	PROPN
dad-11518	299	17	tracker	tracker	PROPN
dad-11518	299	18	.	.	PUNCT
dad-11518	300	1	in	in	ADP
dad-11518	300	2	this	this	DET
dad-11518	300	3	work	work	NOUN
dad-11518	300	4	,	,	PUNCT
dad-11518	300	5	the	the	DET
dad-11518	300	6	focus	focus	NOUN
dad-11518	300	7	tracker	tracker	NOUN
dad-11518	300	8	(	(	PUNCT
dad-11518	300	9	henderson	henderson	PROPN
dad-11518	300	10	et	et	PROPN
dad-11518	300	11	al	al	PROPN
dad-11518	300	12	.	.	PROPN
dad-11518	300	13	,	,	PUNCT
dad-11518	300	14	2014)—an	2014)—an	NUM
dad-11518	300	15	effective	effective	ADJ
dad-11518	300	16	rule	rule	NOUN
dad-11518	300	17	-	-	PUNCT
dad-11518	300	18	based	base	VERB
dad-11518	300	19	tracker	tracker	NOUN
dad-11518	300	20	—	—	PUNCT
dad-11518	300	21	is	be	AUX
dad-11518	300	22	used	use	VERB
dad-11518	300	23	.	.	PUNCT
dad-11518	301	1	the	the	DET
dad-11518	301	2	state	state	NOUN
dad-11518	301	3	space	space	NOUN
dad-11518	301	4	and	and	CCONJ
dad-11518	301	5	summary	summary	NOUN
dad-11518	301	6	state	state	NOUN
dad-11518	301	7	space	space	NOUN
dad-11518	301	8	follow	follow	VERB
dad-11518	301	9	previous	previous	ADJ
dad-11518	301	10	work	work	NOUN
dad-11518	301	11	(	(	PUNCT
dad-11518	301	12	e.g.	e.g.	ADV
dad-11518	301	13	,	,	PUNCT
dad-11518	301	14	gašić	gašić	ADV
dad-11518	301	15	et	et	PROPN
dad-11518	301	16	al	al	PROPN
dad-11518	301	17	.	.	PROPN
dad-11518	301	18	,	,	PUNCT
dad-11518	301	19	2013	2013	NUM
dad-11518	301	20	)	)	PUNCT
dad-11518	301	21	and	and	CCONJ
dad-11518	301	22	comprise	comprise	VERB
dad-11518	301	23	multiple	multiple	ADJ
dad-11518	301	24	dimensions	dimension	NOUN
dad-11518	301	25	:	:	PUNCT
dad-11518	301	26	for	for	ADP
dad-11518	301	27	each	each	DET
dad-11518	301	28	informable	informable	ADJ
dad-11518	301	29	slot	slot	NOUN
dad-11518	301	30	one	one	NUM
dad-11518	301	31	probability	probability	NOUN
dad-11518	301	32	distribution	distribution	NOUN
dad-11518	301	33	over	over	ADP
dad-11518	301	34	all	all	DET
dad-11518	301	35	slot	slot	NOUN
dad-11518	301	36	values	value	NOUN
dad-11518	301	37	plus	plus	CCONJ
dad-11518	301	38	the	the	DET
dad-11518	301	39	special	special	ADJ
dad-11518	301	40	values	value	NOUN
dad-11518	301	41	dontcare	dontcare	VERB
dad-11518	301	42	and	and	CCONJ
dad-11518	301	43	none	none	NOUN
dad-11518	301	44	,	,	PUNCT
dad-11518	301	45	for	for	ADP
dad-11518	301	46	each	each	DET
dad-11518	301	47	requestable	requestable	ADJ
dad-11518	301	48	slot	slot	NOUN
dad-11518	301	49	a	a	DET
dad-11518	301	50	bernoulli	bernoulli	NOUN
dad-11518	301	51	distribution	distribution	NOUN
dad-11518	301	52	indicating	indicate	VERB
dad-11518	301	53	whether	whether	SCONJ
dad-11518	301	54	the	the	DET
dad-11518	301	55	slot	slot	NOUN
dad-11518	301	56	has	have	AUX
dad-11518	301	57	been	be	AUX
dad-11518	301	58	requested	request	VERB
dad-11518	301	59	by	by	ADP
dad-11518	301	60	the	the	DET
dad-11518	301	61	user	user	NOUN
dad-11518	301	62	,	,	PUNCT
dad-11518	301	63	a	a	DET
dad-11518	301	64	probability	probability	NOUN
dad-11518	301	65	distribution	distribution	NOUN
dad-11518	301	66	over	over	ADP
dad-11518	301	67	the	the	DET
dad-11518	301	68	query	query	NOUN
dad-11518	301	69	method	method	NOUN
dad-11518	301	70	(	(	PUNCT
dad-11518	301	71	e.g.	e.g.	ADV
dad-11518	301	72	,	,	PUNCT
dad-11518	301	73	search	search	NOUN
dad-11518	301	74	by	by	ADP
dad-11518	301	75	constraints	constraint	NOUN
dad-11518	301	76	,	,	PUNCT
dad-11518	301	77	search	search	NOUN
dad-11518	301	78	by	by	ADP
dad-11518	301	79	name	name	NOUN
dad-11518	301	80	)	)	PUNCT
dad-11518	301	81	,	,	PUNCT
dad-11518	301	82	and	and	CCONJ
dad-11518	301	83	a	a	DET
dad-11518	301	84	status	status	NOUN
dad-11518	301	85	vector	vector	NOUN
dad-11518	301	86	of	of	ADP
dad-11518	301	87	the	the	DET
dad-11518	301	88	search	search	NOUN
dad-11518	301	89	results	result	NOUN
dad-11518	301	90	given	give	VERB
dad-11518	301	91	the	the	DET
dad-11518	301	92	current	current	ADJ
dad-11518	301	93	state	state	NOUN
dad-11518	301	94	.	.	PUNCT
dad-11518	302	1	informable	informable	ADJ
dad-11518	302	2	slots	slot	NOUN
dad-11518	302	3	contain	contain	VERB
dad-11518	302	4	all	all	DET
dad-11518	302	5	information	information	NOUN
dad-11518	302	6	that	that	SCONJ
dad-11518	302	7	the	the	DET
dad-11518	302	8	user	user	NOUN
dad-11518	302	9	has	have	AUX
dad-11518	302	10	provided	provide	VERB
dad-11518	302	11	to	to	ADP
dad-11518	302	12	the	the	DET
dad-11518	302	13	system	system	NOUN
dad-11518	302	14	as	as	ADP
dad-11518	302	15	search	search	NOUN
dad-11518	302	16	constraints	constraint	NOUN
dad-11518	302	17	during	during	ADP
dad-11518	302	18	the	the	DET
dad-11518	302	19	interaction	interaction	NOUN
dad-11518	302	20	.	.	PUNCT
dad-11518	303	1	requestable	requestable	ADJ
dad-11518	303	2	slots	slot	NOUN
dad-11518	303	3	are	be	AUX
dad-11518	303	4	usually	usually	ADV
dad-11518	303	5	a	a	DET
dad-11518	303	6	superset	superset	NOUN
dad-11518	303	7	of	of	ADP
dad-11518	303	8	the	the	DET
dad-11518	303	9	informable	informable	ADJ
dad-11518	303	10	slots	slot	NOUN
dad-11518	303	11	and	and	CCONJ
dad-11518	303	12	contain	contain	VERB
dad-11518	303	13	additionally	additionally	ADV
dad-11518	303	14	information	information	NOUN
dad-11518	303	15	that	that	PRON
dad-11518	303	16	is	be	AUX
dad-11518	303	17	part	part	NOUN
dad-11518	303	18	of	of	ADP
dad-11518	303	19	the	the	DET
dad-11518	303	20	search	search	NOUN
dad-11518	303	21	result	result	NOUN
dad-11518	303	22	(	(	PUNCT
dad-11518	303	23	e.g.	e.g.	ADV
dad-11518	303	24	,	,	PUNCT
dad-11518	303	25	the	the	DET
dad-11518	303	26	phone	phone	NOUN
dad-11518	303	27	number	number	NOUN
dad-11518	303	28	)	)	PUNCT
dad-11518	303	29	.	.	PUNCT
dad-11518	304	1	to	to	PART
dad-11518	304	2	map	map	VERB
dad-11518	304	3	this	this	DET
dad-11518	304	4	dialogue	dialogue	NOUN
dad-11518	304	5	state	state	NOUN
dad-11518	304	6	to	to	ADP
dad-11518	304	7	a	a	DET
dad-11518	304	8	summary	summary	NOUN
dad-11518	304	9	space	space	NOUN
dad-11518	304	10	,	,	PUNCT
dad-11518	304	11	each	each	PRON
dad-11518	304	12	of	of	ADP
dad-11518	304	13	the	the	DET
dad-11518	304	14	informable	informable	ADJ
dad-11518	304	15	slot	slot	NOUN
dad-11518	304	16	probability	probability	NOUN
dad-11518	304	17	distribution	distribution	NOUN
dad-11518	304	18	vectors	vector	NOUN
dad-11518	304	19	are	be	AUX
dad-11518	304	20	sorted	sort	VERB
dad-11518	304	21	(	(	PUNCT
dad-11518	304	22	excluding	exclude	VERB
dad-11518	304	23	none	none	NOUN
dad-11518	304	24	)	)	PUNCT
dad-11518	304	25	.	.	PUNCT
dad-11518	305	1	this	this	PRON
dad-11518	305	2	follows	follow	VERB
dad-11518	305	3	the	the	DET
dad-11518	305	4	idea	idea	NOUN
dad-11518	305	5	that	that	SCONJ
dad-11518	305	6	for	for	ADP
dad-11518	305	7	making	make	VERB
dad-11518	305	8	a	a	DET
dad-11518	305	9	decision	decision	NOUN
dad-11518	305	10	,	,	PUNCT
dad-11518	305	11	the	the	DET
dad-11518	305	12	actual	actual	ADJ
dad-11518	305	13	slot	slot	NOUN
dad-11518	305	14	value	value	NOUN
dad-11518	305	15	is	be	AUX
dad-11518	305	16	not	not	PART
dad-11518	305	17	important	important	ADJ
dad-11518	305	18	,	,	PUNCT
dad-11518	305	19	only	only	ADV
dad-11518	305	20	how	how	SCONJ
dad-11518	305	21	the	the	DET
dad-11518	305	22	probabilities	probability	NOUN
dad-11518	305	23	are	be	AUX
dad-11518	305	24	distributed	distribute	VERB
dad-11518	305	25	over	over	ADP
dad-11518	305	26	all	all	DET
dad-11518	305	27	values	value	NOUN
dad-11518	305	28	.	.	PUNCT
dad-11518	306	1	for	for	ADP
dad-11518	306	2	each	each	DET
dad-11518	306	3	dialogue	dialogue	NOUN
dad-11518	306	4	decision	decision	NOUN
dad-11518	306	5	,	,	PUNCT
dad-11518	306	6	the	the	DET
dad-11518	306	7	policy	policy	NOUN
dad-11518	306	8	chooses	choose	VERB
dad-11518	306	9	exactly	exactly	ADV
dad-11518	306	10	one	one	NUM
dad-11518	306	11	summary	summary	NOUN
dad-11518	306	12	action	action	NOUN
dad-11518	306	13	out	out	ADP
dad-11518	306	14	of	of	ADP
dad-11518	306	15	a	a	DET
dad-11518	306	16	set	set	NOUN
dad-11518	306	17	of	of	ADP
dad-11518	306	18	summary	summary	NOUN
dad-11518	306	19	actions	action	NOUN
dad-11518	306	20	,	,	PUNCT
dad-11518	306	21	which	which	PRON
dad-11518	306	22	are	be	AUX
dad-11518	306	23	based	base	VERB
dad-11518	306	24	on	on	ADP
dad-11518	306	25	general	general	ADJ
dad-11518	306	26	dialogue	dialogue	NOUN
dad-11518	306	27	acts	act	VERB
dad-11518	306	28	like	like	ADP
dad-11518	306	29	request	request	NOUN
dad-11518	306	30	,	,	PUNCT
dad-11518	306	31	confirm	confirm	VERB
dad-11518	306	32	or	or	CCONJ
dad-11518	306	33	inform	inform	VERB
dad-11518	306	34	.	.	PUNCT
dad-11518	307	1	the	the	DET
dad-11518	307	2	exact	exact	ADJ
dad-11518	307	3	number	number	NOUN
dad-11518	307	4	of	of	ADP
dad-11518	307	5	system	system	NOUN
dad-11518	307	6	actions	action	NOUN
dad-11518	307	7	varies	vary	VERB
dad-11518	307	8	for	for	ADP
dad-11518	307	9	the	the	DET
dad-11518	307	10	domains	domain	NOUN
dad-11518	307	11	and	and	CCONJ
dad-11518	307	12	ranges	range	VERB
dad-11518	307	13	from	from	ADP
dad-11518	307	14	16	16	NUM
dad-11518	307	15	to	to	PART
dad-11518	307	16	25	25	NUM
dad-11518	307	17	.	.	PUNCT
dad-11518	307	18	to	to	PART
dad-11518	307	19	measure	measure	VERB
dad-11518	307	20	the	the	DET
dad-11518	307	21	dialogue	dialogue	NOUN
dad-11518	307	22	performance	performance	NOUN
dad-11518	307	23	,	,	PUNCT
dad-11518	307	24	the	the	DET
dad-11518	307	25	task	task	NOUN
dad-11518	307	26	success	success	NOUN
dad-11518	307	27	rate	rate	NOUN
dad-11518	307	28	(	(	PUNCT
dad-11518	307	29	tsr	tsr	PROPN
dad-11518	307	30	)	)	PUNCT
dad-11518	307	31	and	and	CCONJ
dad-11518	307	32	the	the	DET
dad-11518	307	33	average	average	ADJ
dad-11518	307	34	interaction	interaction	NOUN
dad-11518	307	35	quality	quality	NOUN
dad-11518	307	36	(	(	PUNCT
dad-11518	307	37	aiq	aiq	ADJ
dad-11518	307	38	)	)	PUNCT
dad-11518	307	39	are	be	AUX
dad-11518	307	40	measured	measure	VERB
dad-11518	307	41	:	:	PUNCT
dad-11518	307	42	the	the	DET
dad-11518	307	43	tsr	tsr	PROPN
dad-11518	307	44	represents	represent	VERB
dad-11518	307	45	the	the	DET
dad-11518	307	46	ratio	ratio	NOUN
dad-11518	307	47	of	of	ADP
dad-11518	307	48	dialogues	dialogue	NOUN
dad-11518	307	49	for	for	ADP
dad-11518	307	50	which	which	PRON
dad-11518	307	51	the	the	DET
dad-11518	307	52	system	system	NOUN
dad-11518	307	53	was	be	AUX
dad-11518	307	54	able	able	ADJ
dad-11518	307	55	to	to	PART
dad-11518	307	56	provide	provide	VERB
dad-11518	307	57	the	the	DET
dad-11518	307	58	correct	correct	ADJ
dad-11518	307	59	result	result	NOUN
dad-11518	307	60	.	.	PUNCT
dad-11518	308	1	aiq	aiq	PROPN
dad-11518	308	2	is	be	AUX
dad-11518	308	3	calculated	calculate	VERB
dad-11518	308	4	based	base	VERB
dad-11518	308	5	on	on	ADP
dad-11518	308	6	the	the	DET
dad-11518	308	7	estimated	estimated	ADJ
dad-11518	308	8	iq	iq	NOUN
dad-11518	308	9	values	value	NOUN
dad-11518	308	10	of	of	ADP
dad-11518	308	11	the	the	DET
dad-11518	308	12	respective	respective	ADJ
dad-11518	308	13	model	model	NOUN
dad-11518	308	14	(	(	PUNCT
dad-11518	308	15	aiqbi	aiqbi	NOUN
dad-11518	308	16	)	)	PUNCT
dad-11518	308	17	for	for	ADP
dad-11518	308	18	the	the	DET
dad-11518	308	19	bilstm	bilstm	NOUN
dad-11518	308	20	and	and	CCONJ
dad-11518	308	21	aiqs	aiqs	NOUN
dad-11518	308	22	for	for	ADP
dad-11518	308	23	the	the	DET
dad-11518	308	24	svm	svm	NOUN
dad-11518	308	25	)	)	PUNCT
dad-11518	308	26	at	at	ADP
dad-11518	308	27	the	the	DET
dad-11518	308	28	end	end	NOUN
dad-11518	308	29	of	of	ADP
dad-11518	308	30	each	each	DET
dad-11518	308	31	dialogue	dialogue	NOUN
dad-11518	308	32	.	.	PUNCT
dad-11518	309	1	as	as	SCONJ
dad-11518	309	2	there	there	PRON
dad-11518	309	3	are	be	VERB
dad-11518	309	4	two	two	NUM
dad-11518	309	5	iq	iq	NOUN
dad-11518	309	6	estimators	estimator	NOUN
dad-11518	309	7	,	,	PUNCT
dad-11518	309	8	a	a	DET
dad-11518	309	9	distinction	distinction	NOUN
dad-11518	309	10	is	be	AUX
dad-11518	309	11	made	make	VERB
dad-11518	309	12	between	between	ADP
dad-11518	309	13	aiqs	aiqs	NOUN
dad-11518	309	14	and	and	CCONJ
dad-11518	309	15	aiqbi	aiqbi	NOUN
dad-11518	309	16	.	.	PUNCT
dad-11518	310	1	additionally	additionally	ADV
dad-11518	310	2	,	,	PUNCT
dad-11518	310	3	the	the	DET
dad-11518	310	4	average	average	ADJ
dad-11518	310	5	dialogue	dialogue	NOUN
dad-11518	310	6	length	length	NOUN
dad-11518	310	7	(	(	PUNCT
dad-11518	310	8	adl	adl	PROPN
dad-11518	310	9	)	)	PUNCT
dad-11518	310	10	is	be	AUX
dad-11518	310	11	reported	report	VERB
dad-11518	310	12	.	.	PUNCT
dad-11518	311	1	95	95	NUM
dad-11518	311	2	ultes	ulte	NOUN
dad-11518	311	3	and	and	CCONJ
dad-11518	311	4	maier	maier	PROPN
dad-11518	311	5	table	table	NOUN
dad-11518	311	6	6	6	NUM
dad-11518	311	7	:	:	PUNCT
dad-11518	311	8	results	result	NOUN
dad-11518	311	9	of	of	ADP
dad-11518	311	10	the	the	DET
dad-11518	311	11	simulated	simulate	VERB
dad-11518	311	12	experiments	experiment	NOUN
dad-11518	311	13	for	for	ADP
dad-11518	311	14	all	all	DET
dad-11518	311	15	domains	domain	NOUN
dad-11518	311	16	using	use	VERB
dad-11518	311	17	gp	gp	NOUN
dad-11518	311	18	-	-	NOUN
dad-11518	311	19	sarsa	sarsa	NOUN
dad-11518	311	20	showing	show	VERB
dad-11518	311	21	task	task	NOUN
dad-11518	311	22	success	success	NOUN
dad-11518	311	23	rate	rate	NOUN
dad-11518	311	24	(	(	PUNCT
dad-11518	311	25	tsr	tsr	PROPN
dad-11518	311	26	)	)	PUNCT
dad-11518	311	27	,	,	PUNCT
dad-11518	311	28	average	average	ADJ
dad-11518	311	29	interaction	interaction	NOUN
dad-11518	311	30	quality	quality	NOUN
dad-11518	311	31	estimated	estimate	VERB
dad-11518	311	32	with	with	ADP
dad-11518	311	33	the	the	DET
dad-11518	311	34	svm	svm	PROPN
dad-11518	311	35	(	(	PUNCT
dad-11518	311	36	aiqs	aiqs	ADJ
dad-11518	311	37	)	)	PUNCT
dad-11518	311	38	and	and	CCONJ
dad-11518	311	39	the	the	DET
dad-11518	311	40	bilstm	bilstm	NOUN
dad-11518	311	41	(	(	PUNCT
dad-11518	311	42	aiqbi	aiqbi	NOUN
dad-11518	311	43	)	)	PUNCT
dad-11518	311	44	,	,	PUNCT
dad-11518	311	45	and	and	CCONJ
dad-11518	311	46	average	average	ADJ
dad-11518	311	47	dialogue	dialogue	NOUN
dad-11518	311	48	length	length	NOUN
dad-11518	311	49	(	(	PUNCT
dad-11518	311	50	adl	adl	PROPN
dad-11518	311	51	)	)	PUNCT
dad-11518	311	52	in	in	ADP
dad-11518	311	53	number	number	NOUN
dad-11518	311	54	of	of	ADP
dad-11518	311	55	turns	turn	NOUN
dad-11518	311	56	.	.	PUNCT
dad-11518	312	1	each	each	DET
dad-11518	312	2	value	value	NOUN
dad-11518	312	3	is	be	AUX
dad-11518	312	4	computed	compute	VERB
dad-11518	312	5	after	after	ADP
dad-11518	312	6	100	100	NUM
dad-11518	312	7	evaluation	evaluation	NOUN
dad-11518	312	8	/	/	SYM
dad-11518	312	9	1,000	1,000	NUM
dad-11518	312	10	training	training	NOUN
dad-11518	312	11	dialogues	dialogue	NOUN
dad-11518	312	12	averaged	average	VERB
dad-11518	312	13	over	over	ADP
dad-11518	312	14	three	three	NUM
dad-11518	312	15	trials	trial	NOUN
dad-11518	312	16	with	with	ADP
dad-11518	312	17	different	different	ADJ
dad-11518	312	18	random	random	ADJ
dad-11518	312	19	seeds	seed	NOUN
dad-11518	312	20	.	.	PUNCT
dad-11518	313	1	1,2,3	1,2,3	NUM
dad-11518	313	2	marks	mark	NOUN
dad-11518	313	3	statistically	statistically	ADV
dad-11518	313	4	significant	significant	ADJ
dad-11518	313	5	difference	difference	NOUN
dad-11518	313	6	compared	compare	VERB
dad-11518	313	7	to	to	ADP
dad-11518	313	8	rts	rt	NOUN
dad-11518	313	9	,	,	PUNCT
dad-11518	313	10	to	to	ADP
dad-11518	313	11	rs	rs	PROPN
dad-11518	313	12	iq	iq	PROPN
dad-11518	313	13	,	,	PUNCT
dad-11518	313	14	and	and	CCONJ
dad-11518	313	15	to	to	ADP
dad-11518	313	16	rbi	rbi	PROPN
dad-11518	313	17	iq	iq	NOUN
dad-11518	313	18	,	,	PUNCT
dad-11518	313	19	respectively	respectively	ADV
dad-11518	313	20	(	(	PUNCT
dad-11518	313	21	p	p	X
dad-11518	313	22	<	<	X
dad-11518	313	23	0.05	0.05	NUM
dad-11518	313	24	,	,	PUNCT
dad-11518	313	25	t	t	NOUN
dad-11518	313	26	-	-	PUNCT
dad-11518	313	27	test	test	NOUN
dad-11518	313	28	for	for	ADP
dad-11518	313	29	tsr	tsr	PROPN
dad-11518	313	30	and	and	CCONJ
dad-11518	313	31	adl	adl	PROPN
dad-11518	313	32	,	,	PUNCT
dad-11518	313	33	mann	mann	PROPN
dad-11518	313	34	-	-	PUNCT
dad-11518	313	35	whitney	whitney	PROPN
dad-11518	313	36	-	-	PUNCT
dad-11518	313	37	u	u	NOUN
dad-11518	313	38	test	test	NOUN
dad-11518	313	39	for	for	ADP
dad-11518	313	40	aiq	aiq	ADJ
dad-11518	313	41	)	)	PUNCT
dad-11518	313	42	.	.	PUNCT
dad-11518	314	1	domain	domain	NOUN
dad-11518	314	2	ser	ser	PROPN
dad-11518	314	3	tsr	tsr	PROPN
dad-11518	314	4	aiqs	aiqs	PROPN
dad-11518	314	5	aiqbi	aiqbi	PROPN
dad-11518	314	6	adl	adl	PROPN
dad-11518	314	7	rts	rt	NOUN
dad-11518	314	8	rs	rs	INTJ
dad-11518	314	9	iq	iq	PROPN
dad-11518	314	10	rbi	rbi	NOUN
dad-11518	314	11	iq	iq	PROPN
dad-11518	314	12	rts	rt	NOUN
dad-11518	314	13	rs	rs	PROPN
dad-11518	314	14	iq	iq	PROPN
dad-11518	314	15	rts	rts	PROPN
dad-11518	314	16	rbi	rbi	NOUN
dad-11518	314	17	iq	iq	PROPN
dad-11518	314	18	rts	rt	NOUN
dad-11518	314	19	rs	rs	INTJ
dad-11518	315	1	iq	iq	INTJ
dad-11518	315	2	rbi	rbi	VERB
dad-11518	315	3	iq	iq	NOUN
dad-11518	315	4	cr	cr	PROPN
dad-11518	315	5	0	0	NUM
dad-11518	315	6	%	%	NOUN
dad-11518	315	7	1.002,3	1.002,3	NOUN
dad-11518	315	8	0.991	0.991	NUM
dad-11518	316	1	0.991	0.991	NUM
dad-11518	316	2	3.642	3.642	NUM
dad-11518	316	3	3.901	3.901	NUM
dad-11518	316	4	3.683	3.683	NUM
dad-11518	316	5	3.831	3.831	NUM
dad-11518	316	6	4.68	4.68	NUM
dad-11518	316	7	4.88	4.88	NUM
dad-11518	316	8	4.59	4.59	NUM
dad-11518	316	9	15	15	NUM
dad-11518	316	10	%	%	NOUN
dad-11518	316	11	0.97	0.97	NUM
dad-11518	316	12	0.94	0.94	NUM
dad-11518	316	13	0.96	0.96	NUM
dad-11518	316	14	3.352	3.352	NUM
dad-11518	316	15	3.651	3.651	NUM
dad-11518	316	16	3.453	3.453	NUM
dad-11518	316	17	3.631	3.631	NUM
dad-11518	316	18	5.853	5.853	NUM
dad-11518	316	19	5.33	5.33	NUM
dad-11518	316	20	5.101	5.101	NUM
dad-11518	316	21	30	30	NUM
dad-11518	316	22	%	%	NOUN
dad-11518	316	23	0.94	0.94	NUM
dad-11518	316	24	0.92	0.92	NUM
dad-11518	316	25	0.90	0.90	NUM
dad-11518	316	26	3.152	3.152	NUM
dad-11518	316	27	3.341	3.341	NUM
dad-11518	316	28	3.22	3.22	NUM
dad-11518	316	29	3.30	3.30	NUM
dad-11518	316	30	6.34	6.34	NUM
dad-11518	316	31	6.30	6.30	NUM
dad-11518	316	32	6.25	6.25	NUM
dad-11518	316	33	ch	ch	NOUN
dad-11518	316	34	0	0	NUM
dad-11518	316	35	%	%	NOUN
dad-11518	316	36	0.98	0.98	NUM
dad-11518	316	37	0.99	0.99	NUM
dad-11518	316	38	0.99	0.99	NUM
dad-11518	316	39	3.262	3.262	NUM
dad-11518	316	40	3.621	3.621	NUM
dad-11518	316	41	3.33	3.33	NUM
dad-11518	316	42	3.44	3.44	NUM
dad-11518	316	43	5.71	5.71	NUM
dad-11518	316	44	5.61	5.61	NUM
dad-11518	316	45	5.40	5.40	NUM
dad-11518	316	46	15	15	NUM
dad-11518	316	47	%	%	NOUN
dad-11518	316	48	0.962	0.962	NUM
dad-11518	316	49	0.891,3	0.891,3	NOUN
dad-11518	316	50	0.932	0.932	NUM
dad-11518	316	51	2.90	2.90	NUM
dad-11518	316	52	2.88	2.88	NUM
dad-11518	316	53	3.14	3.14	NUM
dad-11518	316	54	3.14	3.14	NUM
dad-11518	316	55	6.282	6.282	NUM
dad-11518	316	56	7.261,3	7.261,3	NUM
dad-11518	316	57	6.312	6.312	NUM
dad-11518	316	58	30	30	NUM
dad-11518	316	59	%	%	NOUN
dad-11518	316	60	0.86	0.86	NUM
dad-11518	316	61	0.88	0.88	NUM
dad-11518	316	62	0.87	0.87	NUM
dad-11518	316	63	2.382	2.382	NUM
dad-11518	316	64	2.791	2.791	NUM
dad-11518	316	65	2.793	2.793	NUM
dad-11518	316	66	3.021	3.021	NUM
dad-11518	316	67	7.943	7.943	NUM
dad-11518	316	68	7.31	7.31	NUM
dad-11518	316	69	6.991	6.991	NUM
dad-11518	316	70	sr	sr	NOUN
dad-11518	316	71	0	0	NUM
dad-11518	316	72	%	%	NOUN
dad-11518	316	73	0.98	0.98	NUM
dad-11518	316	74	0.97	0.97	NUM
dad-11518	316	75	0.98	0.98	NUM
dad-11518	316	76	3.042	3.042	NUM
dad-11518	316	77	3.531	3.531	NUM
dad-11518	316	78	3.133	3.133	NUM
dad-11518	316	79	3.371	3.371	NUM
dad-11518	316	80	6.26	6.26	NUM
dad-11518	316	81	6.03	6.03	NUM
dad-11518	316	82	5.80	5.80	NUM
dad-11518	316	83	15	15	NUM
dad-11518	316	84	%	%	NOUN
dad-11518	316	85	0.903	0.903	NUM
dad-11518	316	86	0.88	0.88	NUM
dad-11518	316	87	0.841	0.841	NUM
dad-11518	316	88	2.402	2.402	NUM
dad-11518	316	89	3.001	3.001	NUM
dad-11518	316	90	2.853	2.853	NUM
dad-11518	316	91	3.011	3.011	NUM
dad-11518	316	92	7.99	7.99	NUM
dad-11518	316	93	7.55	7.55	NUM
dad-11518	316	94	7.33	7.33	NUM
dad-11518	316	95	30	30	NUM
dad-11518	316	96	%	%	NOUN
dad-11518	316	97	0.71	0.71	NUM
dad-11518	316	98	0.77	0.77	NUM
dad-11518	316	99	0.78	0.78	NUM
dad-11518	316	100	2.032	2.032	NUM
dad-11518	316	101	2.521	2.521	NUM
dad-11518	316	102	2.463	2.463	NUM
dad-11518	316	103	2.781	2.781	NUM
dad-11518	316	104	9.773	9.773	NUM
dad-11518	316	105	9.41	9.41	NUM
dad-11518	316	106	8.501	8.501	NUM
dad-11518	316	107	sh	sh	NOUN
dad-11518	316	108	0	0	NUM
dad-11518	316	109	%	%	NOUN
dad-11518	316	110	0.97	0.97	NUM
dad-11518	316	111	0.99	0.99	NUM
dad-11518	316	112	0.98	0.98	NUM
dad-11518	316	113	3.152	3.152	NUM
dad-11518	316	114	3.521	3.521	NUM
dad-11518	316	115	3.173	3.173	NUM
dad-11518	316	116	3.361	3.361	NUM
dad-11518	316	117	5.992	5.992	NUM
dad-11518	316	118	5.501	5.501	NUM
dad-11518	316	119	5.76	5.76	NUM
dad-11518	316	120	15	15	NUM
dad-11518	316	121	%	%	NOUN
dad-11518	316	122	0.88	0.88	NUM
dad-11518	316	123	0.88	0.88	NUM
dad-11518	316	124	0.89	0.89	NUM
dad-11518	316	125	2.632	2.632	NUM
dad-11518	316	126	2.941	2.941	NUM
dad-11518	316	127	2.773	2.773	NUM
dad-11518	316	128	3.171	3.171	NUM
dad-11518	316	129	7.983	7.983	NUM
dad-11518	316	130	7.593	7.593	NUM
dad-11518	316	131	6.631,2	6.631,2	NUM
dad-11518	316	132	30	30	NUM
dad-11518	316	133	%	%	NOUN
dad-11518	316	134	0.832	0.832	NUM
dad-11518	316	135	0.761	0.761	NUM
dad-11518	316	136	0.80	0.80	NUM
dad-11518	316	137	2.50	2.50	NUM
dad-11518	316	138	2.63	2.63	NUM
dad-11518	316	139	2.703	2.703	NUM
dad-11518	316	140	2.871	2.871	NUM
dad-11518	316	141	8.38	8.38	NUM
dad-11518	316	142	9.21	9.21	NUM
dad-11518	316	143	8.37	8.37	NUM
dad-11518	316	144	l	l	NOUN
dad-11518	316	145	0	0	NUM
dad-11518	316	146	%	%	NOUN
dad-11518	316	147	0.98	0.98	NUM
dad-11518	316	148	0.99	0.99	NUM
dad-11518	316	149	0.99	0.99	NUM
dad-11518	316	150	3.262	3.262	NUM
dad-11518	316	151	3.611	3.611	NUM
dad-11518	316	152	3.28	3.28	NUM
dad-11518	316	153	3.41	3.41	NUM
dad-11518	316	154	5.78	5.78	NUM
dad-11518	316	155	5.44	5.44	NUM
dad-11518	316	156	5.60	5.60	NUM
dad-11518	316	157	15	15	NUM
dad-11518	316	158	%	%	NOUN
dad-11518	316	159	0.89	0.89	NUM
dad-11518	316	160	0.88	0.88	NUM
dad-11518	316	161	0.92	0.92	NUM
dad-11518	316	162	2.582	2.582	NUM
dad-11518	316	163	2.971	2.971	NUM
dad-11518	316	164	2.923	2.923	NUM
dad-11518	316	165	3.171	3.171	NUM
dad-11518	316	166	7.19	7.19	NUM
dad-11518	316	167	7.34	7.34	NUM
dad-11518	316	168	6.73	6.73	NUM
dad-11518	316	169	30	30	NUM
dad-11518	316	170	%	%	NOUN
dad-11518	316	171	0.80	0.80	NUM
dad-11518	316	172	0.74	0.74	NUM
dad-11518	316	173	0.77	0.77	NUM
dad-11518	316	174	2.43	2.43	NUM
dad-11518	316	175	2.57	2.57	NUM
dad-11518	316	176	2.79	2.79	NUM
dad-11518	316	177	2.92	2.92	NUM
dad-11518	316	178	8.222	8.222	NUM
dad-11518	316	179	9.321,3	9.321,3	NUM
dad-11518	316	180	7.972	7.972	NUM
dad-11518	316	181	all	all	DET
dad-11518	316	182	0	0	NUM
dad-11518	316	183	%	%	NOUN
dad-11518	316	184	0.98	0.98	NUM
dad-11518	316	185	0.98	0.98	NUM
dad-11518	316	186	0.98	0.98	NUM
dad-11518	316	187	3.232	3.232	NUM
dad-11518	316	188	3.651	3.651	NUM
dad-11518	316	189	3.31	3.31	NUM
dad-11518	316	190	3.48	3.48	NUM
dad-11518	316	191	5.76	5.76	NUM
dad-11518	316	192	5.50	5.50	NUM
dad-11518	316	193	5.47	5.47	NUM
dad-11518	316	194	15	15	NUM
dad-11518	316	195	%	%	NOUN
dad-11518	316	196	0.92	0.92	NUM
dad-11518	316	197	0.89	0.89	NUM
dad-11518	316	198	0.91	0.91	NUM
dad-11518	316	199	2.762	2.762	NUM
dad-11518	316	200	3.101	3.101	NUM
dad-11518	316	201	3.023	3.023	NUM
dad-11518	316	202	3.201	3.201	NUM
dad-11518	316	203	7.13	7.13	NUM
dad-11518	316	204	7.06	7.06	NUM
dad-11518	316	205	6.52	6.52	NUM
dad-11518	316	206	30	30	NUM
dad-11518	316	207	%	%	NOUN
dad-11518	316	208	0.83	0.83	NUM
dad-11518	316	209	0.81	0.81	NUM
dad-11518	316	210	0.82	0.82	NUM
dad-11518	316	211	2.49	2.49	NUM
dad-11518	316	212	2.80	2.80	NUM
dad-11518	316	213	2.78	2.78	NUM
dad-11518	316	214	2.97	2.97	NUM
dad-11518	316	215	8.202	8.202	NUM
dad-11518	316	216	8.231,3	8.231,3	NUM
dad-11518	316	217	7.662	7.662	NUM
dad-11518	316	218	for	for	ADP
dad-11518	316	219	the	the	DET
dad-11518	316	220	simulation	simulation	NOUN
dad-11518	316	221	experiments	experiment	NOUN
dad-11518	316	222	with	with	ADP
dad-11518	316	223	the	the	DET
dad-11518	316	224	gp	gp	NOUN
dad-11518	316	225	-	-	NOUN
dad-11518	316	226	sarsa	sarsa	NOUN
dad-11518	316	227	,	,	PUNCT
dad-11518	316	228	the	the	DET
dad-11518	316	229	performance	performance	NOUN
dad-11518	316	230	of	of	ADP
dad-11518	316	231	the	the	DET
dad-11518	316	232	trained	train	VERB
dad-11518	316	233	policies	policy	NOUN
dad-11518	316	234	on	on	ADP
dad-11518	316	235	five	five	NUM
dad-11518	316	236	different	different	ADJ
dad-11518	316	237	domains	domain	NOUN
dad-11518	316	238	was	be	AUX
dad-11518	316	239	evaluated	evaluate	VERB
dad-11518	316	240	:	:	PUNCT
dad-11518	316	241	cambridge	cambridge	NOUN
dad-11518	316	242	hotels	hotel	NOUN
dad-11518	316	243	and	and	CCONJ
dad-11518	316	244	restaurants	restaurant	NOUN
dad-11518	316	245	,	,	PUNCT
dad-11518	316	246	san	san	PROPN
dad-11518	316	247	francisco	francisco	PROPN
dad-11518	316	248	hotels	hotel	NOUN
dad-11518	316	249	and	and	CCONJ
dad-11518	316	250	restaurants	restaurant	NOUN
dad-11518	316	251	,	,	PUNCT
dad-11518	316	252	and	and	CCONJ
dad-11518	316	253	laptops	laptop	NOUN
dad-11518	316	254	.	.	PUNCT
dad-11518	317	1	the	the	DET
dad-11518	317	2	complexity	complexity	NOUN
dad-11518	317	3	of	of	ADP
dad-11518	317	4	each	each	DET
dad-11518	317	5	domain	domain	NOUN
dad-11518	317	6	is	be	AUX
dad-11518	317	7	shown	show	VERB
dad-11518	317	8	in	in	ADP
dad-11518	317	9	table	table	NOUN
dad-11518	317	10	5	5	NUM
dad-11518	317	11	and	and	CCONJ
dad-11518	317	12	compared	compare	VERB
dad-11518	317	13	to	to	ADP
dad-11518	317	14	the	the	DET
dad-11518	317	15	letsgo	letsgo	NOUN
dad-11518	317	16	domain	domain	NOUN
dad-11518	317	17	(	(	PUNCT
dad-11518	317	18	the	the	DET
dad-11518	317	19	domain	domain	NOUN
dad-11518	317	20	the	the	DET
dad-11518	317	21	estimators	estimator	NOUN
dad-11518	317	22	have	have	AUX
dad-11518	317	23	been	be	AUX
dad-11518	317	24	trained	train	VERB
dad-11518	317	25	on	on	ADP
dad-11518	317	26	)	)	PUNCT
dad-11518	317	27	.	.	PUNCT
dad-11518	318	1	the	the	DET
dad-11518	318	2	dqn	dqn	NOUN
dad-11518	318	3	and	and	CCONJ
dad-11518	318	4	enac	enac	NOUN
dad-11518	318	5	are	be	AUX
dad-11518	318	6	evaluated	evaluate	VERB
dad-11518	318	7	only	only	ADV
dad-11518	318	8	on	on	ADP
dad-11518	318	9	the	the	DET
dad-11518	318	10	two	two	NUM
dad-11518	318	11	domains	domain	NOUN
dad-11518	318	12	cambridge	cambridge	NOUN
dad-11518	318	13	(	(	PUNCT
dad-11518	318	14	most	most	ADV
dad-11518	318	15	simple	simple	ADJ
dad-11518	318	16	)	)	PUNCT
dad-11518	318	17	and	and	CCONJ
dad-11518	318	18	san	san	PROPN
dad-11518	318	19	francisco	francisco	PROPN
dad-11518	318	20	restaurants	restaurant	NOUN
dad-11518	318	21	(	(	PUNCT
dad-11518	318	22	most	most	ADV
dad-11518	318	23	complex	complex	ADJ
dad-11518	318	24	)	)	PUNCT
dad-11518	318	25	.	.	PUNCT
dad-11518	319	1	the	the	DET
dad-11518	319	2	dialogues	dialogue	NOUN
dad-11518	319	3	were	be	AUX
dad-11518	319	4	created	create	VERB
dad-11518	319	5	using	use	VERB
dad-11518	319	6	the	the	DET
dad-11518	319	7	publicly	publicly	ADV
dad-11518	319	8	available	available	ADJ
dad-11518	319	9	spoken	spoken	ADJ
dad-11518	319	10	dialogue	dialogue	NOUN
dad-11518	319	11	system	system	NOUN
dad-11518	319	12	toolkit	toolkit	NOUN
dad-11518	319	13	pydial	pydial	ADJ
dad-11518	319	14	(	(	PUNCT
dad-11518	319	15	ultes	ulte	NOUN
dad-11518	319	16	et	et	PROPN
dad-11518	319	17	al	al	PROPN
dad-11518	319	18	.	.	PROPN
dad-11518	319	19	,	,	PUNCT
dad-11518	319	20	2017b)7	2017b)7	PROPN
dad-11518	319	21	,	,	PUNCT
dad-11518	319	22	which	which	PRON
dad-11518	319	23	contains	contain	VERB
dad-11518	319	24	implementations	implementation	NOUN
dad-11518	319	25	of	of	ADP
dad-11518	319	26	all	all	DET
dad-11518	319	27	the	the	DET
dad-11518	319	28	applied	apply	VERB
dad-11518	319	29	policy	policy	NOUN
dad-11518	319	30	models8	models8	NOUN
dad-11518	319	31	and	and	CCONJ
dad-11518	319	32	an	an	DET
dad-11518	319	33	implementation	implementation	NOUN
dad-11518	319	34	of	of	ADP
dad-11518	319	35	the	the	DET
dad-11518	319	36	agenda	agenda	NOUN
dad-11518	319	37	-	-	PUNCT
dad-11518	319	38	based	base	VERB
dad-11518	319	39	user	user	NOUN
dad-11518	319	40	simulator	simulator	NOUN
dad-11518	319	41	(	(	PUNCT
dad-11518	319	42	schatzmann	schatzmann	NOUN
dad-11518	319	43	and	and	CCONJ
dad-11518	319	44	young	young	ADJ
dad-11518	319	45	,	,	PUNCT
dad-11518	319	46	2009	2009	NUM
dad-11518	319	47	)	)	PUNCT
dad-11518	319	48	with	with	ADP
dad-11518	319	49	an	an	DET
dad-11518	319	50	ad7	ad7	NOUN
dad-11518	319	51	.	.	PUNCT
dad-11518	319	52	code	code	NOUN
dad-11518	319	53	freely	freely	ADV
dad-11518	319	54	available	available	ADJ
dad-11518	319	55	at	at	ADP
dad-11518	319	56	http://www.pydial.org	http://www.pydial.org	PROPN
dad-11518	319	57	8	8	NUM
dad-11518	319	58	.	.	PUNCT
dad-11518	320	1	please	please	INTJ
dad-11518	320	2	refer	refer	VERB
dad-11518	320	3	to	to	ADP
dad-11518	320	4	pydial	pydial	ADJ
dad-11518	320	5	code	code	NOUN
dad-11518	320	6	for	for	ADP
dad-11518	320	7	details	detail	NOUN
dad-11518	320	8	about	about	ADP
dad-11518	320	9	the	the	DET
dad-11518	320	10	exact	exact	ADJ
dad-11518	320	11	model	model	NOUN
dad-11518	320	12	implementation	implementation	NOUN
dad-11518	320	13	.	.	PUNCT
dad-11518	321	1	96	96	NUM
dad-11518	321	2	user	user	NOUN
dad-11518	321	3	satisfaction	satisfaction	NOUN
dad-11518	321	4	reward	reward	NOUN
dad-11518	321	5	estimation	estimation	NOUN
dad-11518	321	6	across	across	ADP
dad-11518	321	7	domains	domain	NOUN
dad-11518	321	8	table	table	VERB
dad-11518	321	9	7	7	NUM
dad-11518	321	10	:	:	PUNCT
dad-11518	321	11	results	result	NOUN
dad-11518	321	12	of	of	ADP
dad-11518	321	13	the	the	DET
dad-11518	321	14	simulated	simulate	VERB
dad-11518	321	15	experiments	experiment	NOUN
dad-11518	321	16	for	for	ADP
dad-11518	321	17	cr	cr	NOUN
dad-11518	321	18	and	and	CCONJ
dad-11518	321	19	sfr	sfr	ADJ
dad-11518	321	20	using	use	VERB
dad-11518	321	21	dqn	dqn	NOUN
dad-11518	321	22	showing	show	VERB
dad-11518	321	23	task	task	NOUN
dad-11518	321	24	success	success	NOUN
dad-11518	321	25	rate	rate	NOUN
dad-11518	321	26	(	(	PUNCT
dad-11518	321	27	tsr	tsr	PROPN
dad-11518	321	28	)	)	PUNCT
dad-11518	321	29	,	,	PUNCT
dad-11518	321	30	average	average	ADJ
dad-11518	321	31	interaction	interaction	NOUN
dad-11518	321	32	quality	quality	NOUN
dad-11518	321	33	estimated	estimate	VERB
dad-11518	321	34	with	with	ADP
dad-11518	321	35	the	the	DET
dad-11518	321	36	svm	svm	PROPN
dad-11518	321	37	(	(	PUNCT
dad-11518	321	38	aiqs	aiqs	ADJ
dad-11518	321	39	)	)	PUNCT
dad-11518	321	40	and	and	CCONJ
dad-11518	321	41	the	the	DET
dad-11518	321	42	bilstm	bilstm	NOUN
dad-11518	321	43	(	(	PUNCT
dad-11518	321	44	aiqbi	aiqbi	NOUN
dad-11518	321	45	)	)	PUNCT
dad-11518	321	46	,	,	PUNCT
dad-11518	321	47	and	and	CCONJ
dad-11518	321	48	average	average	ADJ
dad-11518	321	49	dialogue	dialogue	NOUN
dad-11518	321	50	length	length	NOUN
dad-11518	321	51	(	(	PUNCT
dad-11518	321	52	adl	adl	PROPN
dad-11518	321	53	)	)	PUNCT
dad-11518	321	54	in	in	ADP
dad-11518	321	55	number	number	NOUN
dad-11518	321	56	of	of	ADP
dad-11518	321	57	turns	turn	NOUN
dad-11518	321	58	.	.	PUNCT
dad-11518	322	1	each	each	DET
dad-11518	322	2	value	value	NOUN
dad-11518	322	3	is	be	AUX
dad-11518	322	4	computed	compute	VERB
dad-11518	322	5	after	after	ADP
dad-11518	322	6	100	100	NUM
dad-11518	322	7	evaluation	evaluation	NOUN
dad-11518	322	8	/	/	SYM
dad-11518	322	9	1,000	1,000	NUM
dad-11518	322	10	training	training	NOUN
dad-11518	322	11	dialogues	dialogue	NOUN
dad-11518	322	12	averaged	average	VERB
dad-11518	322	13	over	over	ADP
dad-11518	322	14	three	three	NUM
dad-11518	322	15	trials	trial	NOUN
dad-11518	322	16	with	with	ADP
dad-11518	322	17	different	different	ADJ
dad-11518	322	18	random	random	ADJ
dad-11518	322	19	seeds	seed	NOUN
dad-11518	322	20	.	.	PUNCT
dad-11518	323	1	1,2,3	1,2,3	NUM
dad-11518	323	2	marks	mark	NOUN
dad-11518	323	3	statistically	statistically	ADV
dad-11518	323	4	significant	significant	ADJ
dad-11518	323	5	difference	difference	NOUN
dad-11518	323	6	compared	compare	VERB
dad-11518	323	7	to	to	ADP
dad-11518	323	8	rts	rt	NOUN
dad-11518	323	9	,	,	PUNCT
dad-11518	323	10	to	to	ADP
dad-11518	323	11	rs	rs	PROPN
dad-11518	323	12	iq	iq	PROPN
dad-11518	323	13	,	,	PUNCT
dad-11518	323	14	and	and	CCONJ
dad-11518	323	15	to	to	ADP
dad-11518	323	16	rbi	rbi	PROPN
dad-11518	323	17	iq	iq	NOUN
dad-11518	323	18	,	,	PUNCT
dad-11518	323	19	respectively	respectively	ADV
dad-11518	323	20	(	(	PUNCT
dad-11518	323	21	p	p	X
dad-11518	323	22	<	<	X
dad-11518	323	23	0.05	0.05	NUM
dad-11518	323	24	,	,	PUNCT
dad-11518	323	25	t	t	NOUN
dad-11518	323	26	-	-	PUNCT
dad-11518	323	27	test	test	NOUN
dad-11518	323	28	for	for	ADP
dad-11518	323	29	tsr	tsr	PROPN
dad-11518	323	30	and	and	CCONJ
dad-11518	323	31	adl	adl	PROPN
dad-11518	323	32	,	,	PUNCT
dad-11518	323	33	mann	mann	PROPN
dad-11518	323	34	-	-	PUNCT
dad-11518	323	35	whitney	whitney	PROPN
dad-11518	323	36	-	-	PUNCT
dad-11518	323	37	u	u	NOUN
dad-11518	323	38	test	test	NOUN
dad-11518	323	39	for	for	ADP
dad-11518	323	40	aiq	aiq	ADJ
dad-11518	323	41	)	)	PUNCT
dad-11518	323	42	.	.	PUNCT
dad-11518	324	1	domain	domain	NOUN
dad-11518	324	2	ser	ser	PROPN
dad-11518	324	3	tsr	tsr	PROPN
dad-11518	324	4	aiqs	aiqs	PROPN
dad-11518	324	5	aiqbi	aiqbi	PROPN
dad-11518	324	6	adl	adl	PROPN
dad-11518	324	7	rts	rt	NOUN
dad-11518	324	8	rs	rs	INTJ
dad-11518	324	9	iq	iq	PROPN
dad-11518	324	10	rbi	rbi	NOUN
dad-11518	324	11	iq	iq	PROPN
dad-11518	324	12	rts	rt	NOUN
dad-11518	324	13	rs	rs	PROPN
dad-11518	324	14	iq	iq	PROPN
dad-11518	324	15	rts	rts	PROPN
dad-11518	324	16	rbi	rbi	NOUN
dad-11518	324	17	iq	iq	PROPN
dad-11518	324	18	rts	rt	NOUN
dad-11518	324	19	rs	rs	INTJ
dad-11518	325	1	iq	iq	INTJ
dad-11518	325	2	rbi	rbi	VERB
dad-11518	325	3	iq	iq	NOUN
dad-11518	325	4	cr	cr	PROPN
dad-11518	325	5	0	0	NUM
dad-11518	325	6	%	%	NOUN
dad-11518	325	7	0.983	0.983	NUM
dad-11518	325	8	0.96	0.96	NUM
dad-11518	325	9	0.951	0.951	NUM
dad-11518	325	10	3.692	3.692	NUM
dad-11518	325	11	3.171	3.171	NUM
dad-11518	325	12	3.52	3.52	NUM
dad-11518	325	13	3.51	3.51	NUM
dad-11518	325	14	4.322	4.322	NUM
dad-11518	325	15	4.681	4.681	NUM
dad-11518	325	16	4.53	4.53	NUM
dad-11518	325	17	15	15	NUM
dad-11518	325	18	%	%	NOUN
dad-11518	325	19	0.87	0.87	NUM
dad-11518	325	20	0.87	0.87	NUM
dad-11518	325	21	0.86	0.86	NUM
dad-11518	325	22	3.05	3.05	NUM
dad-11518	325	23	3.11	3.11	NUM
dad-11518	325	24	3.39	3.39	NUM
dad-11518	325	25	3.42	3.42	NUM
dad-11518	325	26	5.37	5.37	NUM
dad-11518	325	27	5.32	5.32	NUM
dad-11518	325	28	5.14	5.14	NUM
dad-11518	325	29	30	30	NUM
dad-11518	325	30	%	%	NOUN
dad-11518	325	31	0.76	0.76	NUM
dad-11518	325	32	0.82	0.82	NUM
dad-11518	325	33	0.77	0.77	NUM
dad-11518	325	34	2.652	2.652	NUM
dad-11518	325	35	2.941	2.941	NUM
dad-11518	325	36	3.34	3.34	NUM
dad-11518	325	37	3.28	3.28	NUM
dad-11518	325	38	6.04	6.04	NUM
dad-11518	325	39	5.59	5.59	NUM
dad-11518	325	40	5.74	5.74	NUM
dad-11518	325	41	sr	sr	NOUN
dad-11518	325	42	0	0	NUM
dad-11518	325	43	%	%	NOUN
dad-11518	325	44	0.682,3	0.682,3	NOUN
dad-11518	326	1	0.531	0.531	NUM
dad-11518	326	2	0.591	0.591	NUM
dad-11518	326	3	2.572	2.572	NUM
dad-11518	326	4	2.011	2.011	NUM
dad-11518	326	5	3.10	3.10	NUM
dad-11518	326	6	3.07	3.07	NUM
dad-11518	326	7	6.29	6.29	NUM
dad-11518	326	8	6.56	6.56	NUM
dad-11518	326	9	6.56	6.56	NUM
dad-11518	326	10	15	15	NUM
dad-11518	326	11	%	%	NOUN
dad-11518	326	12	0.59	0.59	NUM
dad-11518	326	13	0.62	0.62	NUM
dad-11518	326	14	0.57	0.57	NUM
dad-11518	326	15	2.20	2.20	NUM
dad-11518	326	16	2.18	2.18	NUM
dad-11518	326	17	3.10	3.10	NUM
dad-11518	326	18	3.08	3.08	NUM
dad-11518	326	19	6.582	6.582	NUM
dad-11518	326	20	7.101	7.101	NUM
dad-11518	326	21	6.85	6.85	NUM
dad-11518	326	22	30	30	NUM
dad-11518	326	23	%	%	NOUN
dad-11518	326	24	0.462	0.462	NUM
dad-11518	326	25	0.381	0.381	NUM
dad-11518	326	26	0.39	0.39	NUM
dad-11518	326	27	1.85	1.85	NUM
dad-11518	326	28	1.71	1.71	NUM
dad-11518	326	29	3.013	3.013	NUM
dad-11518	326	30	3.081	3.081	NUM
dad-11518	326	31	7.552	7.552	NUM
dad-11518	326	32	8.791,3	8.791,3	NUM
dad-11518	326	33	7.662	7.662	NUM
dad-11518	326	34	all	all	PRON
dad-11518	326	35	0	0	NUM
dad-11518	326	36	%	%	NOUN
dad-11518	326	37	0.833	0.833	NUM
dad-11518	326	38	0.75	0.75	NUM
dad-11518	326	39	0.771	0.771	NUM
dad-11518	326	40	3.132	3.132	NUM
dad-11518	326	41	2.591	2.591	NUM
dad-11518	326	42	3.31	3.31	NUM
dad-11518	326	43	3.29	3.29	NUM
dad-11518	326	44	5.302	5.302	NUM
dad-11518	326	45	5.621	5.621	NUM
dad-11518	326	46	5.54	5.54	NUM
dad-11518	326	47	15	15	NUM
dad-11518	326	48	%	%	NOUN
dad-11518	326	49	0.73	0.73	NUM
dad-11518	326	50	0.75	0.75	NUM
dad-11518	326	51	0.72	0.72	NUM
dad-11518	326	52	2.63	2.63	NUM
dad-11518	326	53	2.65	2.65	NUM
dad-11518	326	54	3.25	3.25	NUM
dad-11518	326	55	3.25	3.25	NUM
dad-11518	326	56	5.98	5.98	NUM
dad-11518	326	57	6.21	6.21	NUM
dad-11518	326	58	5.99	5.99	NUM
dad-11518	326	59	30	30	NUM
dad-11518	326	60	%	%	NOUN
dad-11518	326	61	0.61	0.61	NUM
dad-11518	326	62	0.60	0.60	NUM
dad-11518	326	63	0.58	0.58	NUM
dad-11518	326	64	2.252	2.252	NUM
dad-11518	326	65	2.321	2.321	NUM
dad-11518	326	66	3.17	3.17	NUM
dad-11518	326	67	3.18	3.18	NUM
dad-11518	326	68	6.79	6.79	NUM
dad-11518	326	69	7.19	7.19	NUM
dad-11518	326	70	6.70	6.70	NUM
dad-11518	326	71	table	table	NOUN
dad-11518	326	72	8	8	NUM
dad-11518	326	73	:	:	PUNCT
dad-11518	326	74	results	result	NOUN
dad-11518	326	75	of	of	ADP
dad-11518	326	76	the	the	DET
dad-11518	326	77	simulated	simulate	VERB
dad-11518	326	78	experiments	experiment	NOUN
dad-11518	326	79	for	for	ADP
dad-11518	326	80	cr	cr	NOUN
dad-11518	326	81	and	and	CCONJ
dad-11518	326	82	sfr	sfr	ADJ
dad-11518	326	83	using	use	VERB
dad-11518	326	84	enac	enac	NOUN
dad-11518	326	85	showing	show	VERB
dad-11518	326	86	task	task	NOUN
dad-11518	326	87	success	success	NOUN
dad-11518	326	88	rate	rate	NOUN
dad-11518	326	89	(	(	PUNCT
dad-11518	326	90	tsr	tsr	PROPN
dad-11518	326	91	)	)	PUNCT
dad-11518	326	92	,	,	PUNCT
dad-11518	326	93	average	average	ADJ
dad-11518	326	94	interaction	interaction	NOUN
dad-11518	326	95	quality	quality	NOUN
dad-11518	326	96	estimated	estimate	VERB
dad-11518	326	97	with	with	ADP
dad-11518	326	98	the	the	DET
dad-11518	326	99	svm	svm	PROPN
dad-11518	326	100	(	(	PUNCT
dad-11518	326	101	aiqs	aiqs	ADJ
dad-11518	326	102	)	)	PUNCT
dad-11518	326	103	and	and	CCONJ
dad-11518	326	104	the	the	DET
dad-11518	326	105	bilstm	bilstm	NOUN
dad-11518	326	106	(	(	PUNCT
dad-11518	326	107	aiqbi	aiqbi	NOUN
dad-11518	326	108	)	)	PUNCT
dad-11518	326	109	,	,	PUNCT
dad-11518	326	110	and	and	CCONJ
dad-11518	326	111	average	average	ADJ
dad-11518	326	112	dialogue	dialogue	NOUN
dad-11518	326	113	length	length	NOUN
dad-11518	326	114	(	(	PUNCT
dad-11518	326	115	adl	adl	PROPN
dad-11518	326	116	)	)	PUNCT
dad-11518	326	117	in	in	ADP
dad-11518	326	118	number	number	NOUN
dad-11518	326	119	of	of	ADP
dad-11518	326	120	turns	turn	NOUN
dad-11518	326	121	.	.	PUNCT
dad-11518	327	1	each	each	DET
dad-11518	327	2	value	value	NOUN
dad-11518	327	3	is	be	AUX
dad-11518	327	4	computed	compute	VERB
dad-11518	327	5	after	after	ADP
dad-11518	327	6	100	100	NUM
dad-11518	327	7	evaluation	evaluation	NOUN
dad-11518	327	8	/	/	SYM
dad-11518	327	9	1,000	1,000	NUM
dad-11518	327	10	training	training	NOUN
dad-11518	327	11	dialogues	dialogue	NOUN
dad-11518	327	12	averaged	average	VERB
dad-11518	327	13	over	over	ADP
dad-11518	327	14	three	three	NUM
dad-11518	327	15	trials	trial	NOUN
dad-11518	327	16	with	with	ADP
dad-11518	327	17	different	different	ADJ
dad-11518	327	18	random	random	ADJ
dad-11518	327	19	seeds	seed	NOUN
dad-11518	327	20	.	.	PUNCT
dad-11518	328	1	1,2,3	1,2,3	NUM
dad-11518	328	2	marks	mark	NOUN
dad-11518	328	3	statistically	statistically	ADV
dad-11518	328	4	significant	significant	ADJ
dad-11518	328	5	difference	difference	NOUN
dad-11518	328	6	compared	compare	VERB
dad-11518	328	7	to	to	ADP
dad-11518	328	8	rts	rt	NOUN
dad-11518	328	9	,	,	PUNCT
dad-11518	328	10	to	to	ADP
dad-11518	328	11	rs	rs	PROPN
dad-11518	328	12	iq	iq	PROPN
dad-11518	328	13	,	,	PUNCT
dad-11518	328	14	and	and	CCONJ
dad-11518	328	15	to	to	ADP
dad-11518	328	16	rbi	rbi	PROPN
dad-11518	328	17	iq	iq	NOUN
dad-11518	328	18	,	,	PUNCT
dad-11518	328	19	respectively	respectively	ADV
dad-11518	328	20	(	(	PUNCT
dad-11518	328	21	p	p	X
dad-11518	328	22	<	<	X
dad-11518	328	23	0.05	0.05	NUM
dad-11518	328	24	,	,	PUNCT
dad-11518	328	25	t	t	NOUN
dad-11518	328	26	-	-	PUNCT
dad-11518	328	27	test	test	NOUN
dad-11518	328	28	for	for	ADP
dad-11518	328	29	tsr	tsr	PROPN
dad-11518	328	30	and	and	CCONJ
dad-11518	328	31	adl	adl	PROPN
dad-11518	328	32	,	,	PUNCT
dad-11518	328	33	mann	mann	PROPN
dad-11518	328	34	-	-	PUNCT
dad-11518	328	35	whitney	whitney	PROPN
dad-11518	328	36	-	-	PUNCT
dad-11518	328	37	u	u	NOUN
dad-11518	328	38	test	test	NOUN
dad-11518	328	39	for	for	ADP
dad-11518	328	40	aiq	aiq	ADJ
dad-11518	328	41	)	)	PUNCT
dad-11518	328	42	.	.	PUNCT
dad-11518	329	1	domain	domain	NOUN
dad-11518	329	2	ser	ser	PROPN
dad-11518	329	3	tsr	tsr	PROPN
dad-11518	329	4	aiqs	aiqs	PROPN
dad-11518	329	5	aiqbi	aiqbi	PROPN
dad-11518	329	6	adl	adl	PROPN
dad-11518	329	7	rts	rt	NOUN
dad-11518	329	8	rs	rs	INTJ
dad-11518	329	9	iq	iq	PROPN
dad-11518	329	10	rbi	rbi	NOUN
dad-11518	329	11	iq	iq	PROPN
dad-11518	329	12	rts	rt	NOUN
dad-11518	329	13	rs	rs	PROPN
dad-11518	329	14	iq	iq	PROPN
dad-11518	329	15	rts	rts	PROPN
dad-11518	329	16	rbi	rbi	NOUN
dad-11518	329	17	iq	iq	PROPN
dad-11518	329	18	rts	rt	NOUN
dad-11518	329	19	rs	rs	INTJ
dad-11518	330	1	iq	iq	INTJ
dad-11518	330	2	rbi	rbi	VERB
dad-11518	330	3	iq	iq	NOUN
dad-11518	330	4	cr	cr	PROPN
dad-11518	330	5	0	0	NUM
dad-11518	330	6	%	%	NOUN
dad-11518	330	7	0.973	0.973	NUM
dad-11518	330	8	0.993	0.993	NUM
dad-11518	330	9	0.741,2	0.741,2	NOUN
dad-11518	330	10	3.312	3.312	NUM
dad-11518	330	11	3.651	3.651	NUM
dad-11518	330	12	3.45	3.45	NUM
dad-11518	330	13	3.41	3.41	NUM
dad-11518	330	14	4.783	4.783	NUM
dad-11518	330	15	4.783	4.783	NUM
dad-11518	330	16	5.821,2	5.821,2	NUM
dad-11518	330	17	15	15	NUM
dad-11518	330	18	%	%	NOUN
dad-11518	330	19	0.912,3	0.912,3	NOUN
dad-11518	330	20	0.741,3	0.741,3	NOUN
dad-11518	331	1	0.341,2	0.341,2	NUM
dad-11518	331	2	3.25	3.25	NUM
dad-11518	331	3	3.16	3.16	NUM
dad-11518	332	1	3.463	3.463	NUM
dad-11518	332	2	3.181	3.181	NUM
dad-11518	332	3	5.181,2	5.181,2	NUM
dad-11518	332	4	7.721,3	7.721,3	NUM
dad-11518	333	1	8.711,2	8.711,2	NUM
dad-11518	334	1	30	30	NUM
dad-11518	334	2	%	%	NOUN
dad-11518	334	3	0.733	0.733	NUM
dad-11518	334	4	0.763	0.763	NUM
dad-11518	334	5	0.391,2	0.391,2	NUM
dad-11518	334	6	2.78	2.78	NUM
dad-11518	334	7	2.98	2.98	NUM
dad-11518	334	8	3.293	3.293	NUM
dad-11518	334	9	3.141	3.141	NUM
dad-11518	334	10	6.491,2	6.491,2	NUM
dad-11518	334	11	7.231,3	7.231,3	NUM
dad-11518	334	12	8.771,2	8.771,2	NOUN
dad-11518	334	13	sr	sr	PROPN
dad-11518	334	14	0	0	NUM
dad-11518	334	15	%	%	NOUN
dad-11518	334	16	0.952,3	0.952,3	NOUN
dad-11518	334	17	0.721,3	0.721,3	NOUN
dad-11518	334	18	0.601,2	0.601,2	NOUN
dad-11518	335	1	2.52	2.52	NUM
dad-11518	335	2	2.65	2.65	NUM
dad-11518	335	3	3.213	3.213	NUM
dad-11518	335	4	3.111	3.111	NUM
dad-11518	335	5	5.382,3	5.382,3	NUM
dad-11518	335	6	7.401,3	7.401,3	NUM
dad-11518	335	7	8.471,2	8.471,2	NUM
dad-11518	335	8	15	15	NUM
dad-11518	335	9	%	%	NOUN
dad-11518	335	10	0.802,3	0.802,3	NUM
dad-11518	335	11	0.571,3	0.571,3	NOUN
dad-11518	335	12	0.401,2	0.401,2	NUM
dad-11518	336	1	2.23	2.23	NUM
dad-11518	336	2	2.35	2.35	NUM
dad-11518	336	3	3.133	3.133	NUM
dad-11518	336	4	3.071	3.071	NUM
dad-11518	336	5	6.672,3	6.672,3	NUM
dad-11518	336	6	9.391,3	9.391,3	NUM
dad-11518	336	7	7.901,2	7.901,2	NUM
dad-11518	336	8	30	30	NUM
dad-11518	336	9	%	%	NOUN
dad-11518	336	10	0.632,3	0.632,3	NOUN
dad-11518	336	11	0.511	0.511	NUM
dad-11518	336	12	0.471	0.471	NUM
dad-11518	336	13	1.712	1.712	NUM
dad-11518	336	14	1.941	1.941	NUM
dad-11518	336	15	3.03	3.03	NUM
dad-11518	336	16	3.03	3.03	NUM
dad-11518	336	17	8.602,3	8.602,3	NUM
dad-11518	336	18	10.011	10.011	NUM
dad-11518	336	19	9.381	9.381	NUM
dad-11518	336	20	all	all	DET
dad-11518	336	21	0	0	NUM
dad-11518	336	22	%	%	NOUN
dad-11518	336	23	0.963	0.963	NUM
dad-11518	336	24	0.853	0.853	NUM
dad-11518	336	25	0.671,2	0.671,2	NUM
dad-11518	336	26	2.922	2.922	NUM
dad-11518	336	27	3.151	3.151	NUM
dad-11518	336	28	3.33	3.33	NUM
dad-11518	336	29	3.26	3.26	NUM
dad-11518	336	30	5.083	5.083	NUM
dad-11518	336	31	6.093	6.093	NUM
dad-11518	336	32	7.151,2	7.151,2	NUM
dad-11518	336	33	15	15	NUM
dad-11518	336	34	%	%	NOUN
dad-11518	336	35	0.862,3	0.862,3	NOUN
dad-11518	336	36	0.651,3	0.651,3	PROPN
dad-11518	336	37	0.371,2	0.371,2	NUM
dad-11518	336	38	2.74	2.74	NUM
dad-11518	336	39	2.76	2.76	NUM
dad-11518	336	40	3.293	3.293	NUM
dad-11518	336	41	3.131	3.131	NUM
dad-11518	336	42	5.932,3	5.932,3	NUM
dad-11518	336	43	8.561,3	8.561,3	NUM
dad-11518	336	44	8.311,2	8.311,2	NUM
dad-11518	336	45	30	30	NUM
dad-11518	336	46	%	%	NOUN
dad-11518	336	47	0.683	0.683	NUM
dad-11518	336	48	0.643	0.643	NUM
dad-11518	336	49	0.431,2	0.431,2	NOUN
dad-11518	336	50	2.25	2.25	NUM
dad-11518	336	51	2.46	2.46	NUM
dad-11518	336	52	3.163	3.163	NUM
dad-11518	336	53	3.091	3.091	NUM
dad-11518	336	54	7.542,3	7.542,3	NUM
dad-11518	336	55	8.621,3	8.621,3	NUM
dad-11518	336	56	9.081,2	9.081,2	NUM
dad-11518	336	57	97	97	NUM
dad-11518	336	58	ultes	ulte	NOUN
dad-11518	336	59	and	and	CCONJ
dad-11518	336	60	maier	maier	PROPN
dad-11518	336	61	ditional	ditional	ADJ
dad-11518	336	62	error	error	NOUN
dad-11518	336	63	model	model	NOUN
dad-11518	336	64	.	.	PUNCT
dad-11518	337	1	the	the	DET
dad-11518	337	2	error	error	NOUN
dad-11518	337	3	model	model	NOUN
dad-11518	337	4	simulates	simulate	VERB
dad-11518	337	5	the	the	DET
dad-11518	337	6	required	require	VERB
dad-11518	337	7	semantic	semantic	ADJ
dad-11518	337	8	error	error	NOUN
dad-11518	337	9	rate	rate	NOUN
dad-11518	337	10	(	(	PUNCT
dad-11518	337	11	ser	ser	NOUN
dad-11518	337	12	)	)	PUNCT
dad-11518	337	13	caused	cause	VERB
dad-11518	337	14	in	in	ADP
dad-11518	337	15	a	a	DET
dad-11518	337	16	real	real	ADJ
dad-11518	337	17	system	system	NOUN
dad-11518	337	18	by	by	ADP
dad-11518	337	19	the	the	DET
dad-11518	337	20	noisy	noisy	ADJ
dad-11518	337	21	speech	speech	NOUN
dad-11518	337	22	channel	channel	NOUN
dad-11518	337	23	.	.	PUNCT
dad-11518	338	1	for	for	ADP
dad-11518	338	2	each	each	DET
dad-11518	338	3	domain	domain	NOUN
dad-11518	338	4	,	,	PUNCT
dad-11518	338	5	all	all	DET
dad-11518	338	6	three	three	NUM
dad-11518	338	7	reward	reward	NOUN
dad-11518	338	8	models	model	NOUN
dad-11518	338	9	are	be	AUX
dad-11518	338	10	compared	compare	VERB
dad-11518	338	11	on	on	ADP
dad-11518	338	12	three	three	NUM
dad-11518	338	13	sers	ser	NOUN
dad-11518	338	14	:	:	PUNCT
dad-11518	338	15	0	0	NUM
dad-11518	338	16	%	%	NOUN
dad-11518	338	17	,	,	PUNCT
dad-11518	338	18	15	15	NUM
dad-11518	338	19	%	%	NOUN
dad-11518	338	20	,	,	PUNCT
dad-11518	338	21	and	and	CCONJ
dad-11518	338	22	30	30	NUM
dad-11518	338	23	%	%	NOUN
dad-11518	338	24	.	.	PUNCT
dad-11518	339	1	more	more	ADV
dad-11518	339	2	specifically	specifically	ADV
dad-11518	339	3	,	,	PUNCT
dad-11518	339	4	the	the	DET
dad-11518	339	5	applied	apply	VERB
dad-11518	339	6	evaluation	evaluation	NOUN
dad-11518	339	7	environments	environment	NOUN
dad-11518	339	8	are	be	AUX
dad-11518	339	9	based	base	VERB
dad-11518	339	10	on	on	ADP
dad-11518	339	11	env	env	PROPN
dad-11518	339	12	.	.	PROPN
dad-11518	339	13	1	1	NUM
dad-11518	339	14	,	,	PUNCT
dad-11518	339	15	env	env	NOUN
dad-11518	339	16	.	.	PROPN
dad-11518	339	17	3	3	NUM
dad-11518	339	18	,	,	PUNCT
dad-11518	339	19	and	and	CCONJ
dad-11518	339	20	env	env	PROPN
dad-11518	339	21	.	.	PROPN
dad-11518	339	22	6	6	NUM
dad-11518	339	23	,	,	PUNCT
dad-11518	339	24	respectively	respectively	ADV
dad-11518	339	25	,	,	PUNCT
dad-11518	339	26	as	as	SCONJ
dad-11518	339	27	defined	define	VERB
dad-11518	339	28	by	by	ADP
dad-11518	339	29	casanueva	casanueva	PROPN
dad-11518	339	30	et	et	PROPN
dad-11518	339	31	al	al	PROPN
dad-11518	339	32	.	.	PROPN
dad-11518	340	1	(	(	PUNCT
dad-11518	340	2	2017	2017	NUM
dad-11518	340	3	)	)	PUNCT
dad-11518	340	4	.	.	PUNCT
dad-11518	341	1	these	these	DET
dad-11518	341	2	environments	environment	NOUN
dad-11518	341	3	also	also	ADV
dad-11518	341	4	contain	contain	VERB
dad-11518	341	5	all	all	DET
dad-11518	341	6	parameters	parameter	NOUN
dad-11518	341	7	used	use	VERB
dad-11518	341	8	for	for	ADP
dad-11518	341	9	the	the	DET
dad-11518	341	10	training	training	NOUN
dad-11518	341	11	of	of	ADP
dad-11518	341	12	gp	gp	NOUN
dad-11518	341	13	-	-	NOUN
dad-11518	341	14	sarsa	sarsa	NOUN
dad-11518	341	15	,	,	PUNCT
dad-11518	341	16	dqn	dqn	NOUN
dad-11518	341	17	and	and	CCONJ
dad-11518	341	18	enac	enac	ADJ
dad-11518	341	19	implementations	implementation	NOUN
dad-11518	341	20	of	of	ADP
dad-11518	341	21	pydial	pydial	NOUN
dad-11518	341	22	.	.	PUNCT
dad-11518	342	1	for	for	ADP
dad-11518	342	2	each	each	DET
dad-11518	342	3	domain	domain	NOUN
dad-11518	342	4	and	and	CCONJ
dad-11518	342	5	for	for	ADP
dad-11518	342	6	each	each	DET
dad-11518	342	7	ser	ser	NOUN
dad-11518	342	8	,	,	PUNCT
dad-11518	342	9	policies	policy	NOUN
dad-11518	342	10	have	have	AUX
dad-11518	342	11	been	be	AUX
dad-11518	342	12	trained	train	VERB
dad-11518	342	13	using	use	VERB
dad-11518	342	14	1,000	1,000	NUM
dad-11518	342	15	dialogues	dialogue	NOUN
dad-11518	342	16	followed	follow	VERB
dad-11518	342	17	by	by	ADP
dad-11518	342	18	an	an	DET
dad-11518	342	19	evaluation	evaluation	NOUN
dad-11518	342	20	step	step	NOUN
dad-11518	342	21	of	of	ADP
dad-11518	342	22	100	100	NUM
dad-11518	342	23	dialogues	dialogue	NOUN
dad-11518	342	24	.	.	PUNCT
dad-11518	343	1	the	the	DET
dad-11518	343	2	task	task	NOUN
dad-11518	343	3	success	success	NOUN
dad-11518	343	4	rates	rate	NOUN
dad-11518	343	5	for	for	ADP
dad-11518	343	6	gp	gp	NOUN
dad-11518	343	7	-	-	NOUN
dad-11518	343	8	sarsa	sarsa	NOUN
dad-11518	343	9	in	in	ADP
dad-11518	343	10	figure	figure	NOUN
dad-11518	343	11	6	6	NUM
dad-11518	343	12	and	and	CCONJ
dad-11518	343	13	dqn	dqn	NOUN
dad-11518	343	14	and	and	CCONJ
dad-11518	343	15	enac	enac	ADV
dad-11518	343	16	in	in	ADP
dad-11518	343	17	figure	figure	NOUN
dad-11518	343	18	7	7	NUM
dad-11518	343	19	with	with	ADP
dad-11518	343	20	exact	exact	ADJ
dad-11518	343	21	numbers	number	NOUN
dad-11518	343	22	shown	show	VERB
dad-11518	343	23	in	in	ADP
dad-11518	343	24	table	table	NOUN
dad-11518	343	25	6	6	NUM
dad-11518	343	26	,	,	PUNCT
dad-11518	343	27	table	table	NOUN
dad-11518	343	28	7	7	NUM
dad-11518	343	29	,	,	PUNCT
dad-11518	343	30	and	and	CCONJ
dad-11518	343	31	table	table	NOUN
dad-11518	343	32	8	8	NUM
dad-11518	343	33	,	,	PUNCT
dad-11518	343	34	respectively	respectively	ADV
dad-11518	343	35	,	,	PUNCT
dad-11518	343	36	were	be	AUX
dad-11518	343	37	computed	compute	VERB
dad-11518	343	38	based	base	VERB
dad-11518	343	39	on	on	ADP
dad-11518	343	40	the	the	DET
dad-11518	343	41	evaluation	evaluation	NOUN
dad-11518	343	42	step	step	NOUN
dad-11518	343	43	averaged	average	VERB
dad-11518	343	44	over	over	ADP
dad-11518	343	45	three	three	NUM
dad-11518	343	46	train	train	NOUN
dad-11518	343	47	/	/	SYM
dad-11518	343	48	evaluation	evaluation	NOUN
dad-11518	343	49	cycles	cycle	NOUN
dad-11518	343	50	with	with	ADP
dad-11518	343	51	different	different	ADJ
dad-11518	343	52	random	random	ADJ
dad-11518	343	53	seeds	seed	NOUN
dad-11518	343	54	.	.	PUNCT
dad-11518	344	1	the	the	DET
dad-11518	344	2	results	result	NOUN
dad-11518	344	3	of	of	ADP
dad-11518	344	4	training	train	VERB
dad-11518	344	5	the	the	DET
dad-11518	344	6	gp	gp	NOUN
dad-11518	344	7	-	-	NOUN
dad-11518	344	8	sarsa	sarsa	NOUN
dad-11518	344	9	with	with	ADP
dad-11518	344	10	the	the	DET
dad-11518	344	11	svm	svm	PROPN
dad-11518	344	12	iq	iq	PROPN
dad-11518	344	13	reward	reward	PROPN
dad-11518	344	14	estimator	estimator	NOUN
dad-11518	344	15	are	be	AUX
dad-11518	344	16	similar	similar	ADJ
dad-11518	344	17	in	in	ADP
dad-11518	344	18	terms	term	NOUN
dad-11518	344	19	of	of	ADP
dad-11518	344	20	tsr	tsr	PROPN
dad-11518	344	21	for	for	ADP
dad-11518	344	22	rs	rs	PROPN
dad-11518	344	23	iq	iq	NOUN
dad-11518	344	24	and	and	CCONJ
dad-11518	344	25	rts	rt	NOUN
dad-11518	344	26	in	in	ADP
dad-11518	344	27	all	all	DET
dad-11518	344	28	domains	domain	NOUN
dad-11518	344	29	for	for	ADP
dad-11518	344	30	an	an	DET
dad-11518	344	31	ser	ser	NOUN
dad-11518	344	32	of	of	ADP
dad-11518	344	33	0	0	NUM
dad-11518	344	34	%	%	NOUN
dad-11518	344	35	.	.	PUNCT
dad-11518	345	1	this	this	DET
dad-11518	345	2	finding	finding	NOUN
dad-11518	345	3	is	be	AUX
dad-11518	345	4	even	even	ADV
dad-11518	345	5	stronger	strong	ADJ
dad-11518	345	6	when	when	SCONJ
dad-11518	345	7	comparing	compare	VERB
dad-11518	345	8	rbi	rbi	NOUN
dad-11518	345	9	iq	iq	NOUN
dad-11518	345	10	and	and	CCONJ
dad-11518	345	11	rts	rt	NOUN
dad-11518	345	12	.	.	PUNCT
dad-11518	346	1	these	these	DET
dad-11518	346	2	high	high	ADJ
dad-11518	346	3	tsrs	tsr	NOUN
dad-11518	346	4	are	be	AUX
dad-11518	346	5	achieved	achieve	VERB
dad-11518	346	6	while	while	SCONJ
dad-11518	346	7	having	have	VERB
dad-11518	346	8	the	the	DET
dad-11518	346	9	dialogues	dialogue	NOUN
dad-11518	346	10	of	of	ADP
dad-11518	346	11	both	both	CCONJ
dad-11518	346	12	iqbased	iqbase	VERB
dad-11518	346	13	models	model	NOUN
dad-11518	346	14	result	result	VERB
dad-11518	346	15	in	in	ADP
dad-11518	346	16	higher	high	ADJ
dad-11518	346	17	aiq	aiq	ADJ
dad-11518	346	18	values	value	NOUN
dad-11518	346	19	compared	compare	VERB
dad-11518	346	20	to	to	ADP
dad-11518	346	21	rts	rt	NOUN
dad-11518	346	22	throughout	throughout	ADP
dad-11518	346	23	the	the	DET
dad-11518	346	24	experiments	experiment	NOUN
dad-11518	346	25	.	.	PUNCT
dad-11518	347	1	of	of	ADP
dad-11518	347	2	course	course	NOUN
dad-11518	347	3	,	,	PUNCT
dad-11518	347	4	only	only	ADV
dad-11518	347	5	the	the	DET
dad-11518	347	6	iq	iq	NOUN
dad-11518	347	7	-	-	PUNCT
dad-11518	347	8	based	base	VERB
dad-11518	347	9	model	model	NOUN
dad-11518	347	10	is	be	AUX
dad-11518	347	11	aware	aware	ADJ
dad-11518	347	12	of	of	ADP
dad-11518	347	13	the	the	DET
dad-11518	347	14	iq	iq	NOUN
dad-11518	347	15	concept	concept	NOUN
dad-11518	347	16	and	and	CCONJ
dad-11518	347	17	indeed	indeed	ADV
dad-11518	347	18	is	be	AUX
dad-11518	347	19	trained	train	VERB
dad-11518	347	20	to	to	PART
dad-11518	347	21	optimise	optimise	VERB
dad-11518	347	22	it	it	PRON
dad-11518	347	23	.	.	PUNCT
dad-11518	348	1	for	for	ADP
dad-11518	348	2	higher	high	ADJ
dad-11518	348	3	sers	ser	NOUN
dad-11518	348	4	,	,	PUNCT
dad-11518	348	5	the	the	DET
dad-11518	348	6	tsrs	tsrs	ADJ
dad-11518	348	7	lightly	lightly	ADV
dad-11518	348	8	degrade	degrade	VERB
dad-11518	348	9	for	for	ADP
dad-11518	348	10	the	the	DET
dad-11518	348	11	iq	iq	NOUN
dad-11518	348	12	-	-	PUNCT
dad-11518	348	13	based	base	VERB
dad-11518	348	14	reward	reward	NOUN
dad-11518	348	15	estimators	estimator	NOUN
dad-11518	348	16	.	.	PUNCT
dad-11518	349	1	however	however	ADV
dad-11518	349	2	,	,	PUNCT
dad-11518	349	3	there	there	PRON
dad-11518	349	4	seems	seem	VERB
dad-11518	349	5	to	to	PART
dad-11518	349	6	be	be	AUX
dad-11518	349	7	a	a	DET
dad-11518	349	8	tendency	tendency	NOUN
dad-11518	349	9	that	that	SCONJ
dad-11518	349	10	the	the	DET
dad-11518	349	11	tsr	tsr	PROPN
dad-11518	349	12	for	for	ADP
dad-11518	349	13	rbi	rbi	NOUN
dad-11518	349	14	iq	iq	NOUN
dad-11518	349	15	is	be	AUX
dad-11518	349	16	more	more	ADV
dad-11518	349	17	robust	robust	ADJ
dad-11518	349	18	against	against	ADP
dad-11518	349	19	noise	noise	NOUN
dad-11518	349	20	compared	compare	VERB
dad-11518	349	21	to	to	ADP
dad-11518	349	22	rs	rs	INTJ
dad-11518	349	23	iq	iq	PROPN
dad-11518	349	24	while	while	SCONJ
dad-11518	349	25	still	still	ADV
dad-11518	349	26	resulting	result	VERB
dad-11518	349	27	in	in	ADP
dad-11518	349	28	better	well	ADJ
dad-11518	349	29	aiq	aiq	ADJ
dad-11518	349	30	values	value	NOUN
dad-11518	349	31	.	.	PUNCT
dad-11518	350	1	finally	finally	ADV
dad-11518	350	2	,	,	PUNCT
dad-11518	350	3	even	even	ADV
dad-11518	350	4	though	though	SCONJ
dad-11518	350	5	the	the	DET
dad-11518	350	6	differences	difference	NOUN
dad-11518	350	7	are	be	AUX
dad-11518	350	8	mostly	mostly	ADV
dad-11518	350	9	not	not	PART
dad-11518	350	10	significant	significant	ADJ
dad-11518	350	11	,	,	PUNCT
dad-11518	350	12	there	there	PRON
dad-11518	350	13	is	be	VERB
dad-11518	350	14	also	also	ADV
dad-11518	350	15	a	a	DET
dad-11518	350	16	tendency	tendency	NOUN
dad-11518	350	17	for	for	SCONJ
dad-11518	350	18	rbi	rbi	NOUN
dad-11518	350	19	iq	iq	NOUN
dad-11518	350	20	to	to	PART
dad-11518	350	21	result	result	VERB
dad-11518	350	22	in	in	ADP
dad-11518	350	23	shorter	short	ADJ
dad-11518	350	24	dialogues	dialogue	NOUN
dad-11518	350	25	compared	compare	VERB
dad-11518	350	26	to	to	ADP
dad-11518	350	27	both	both	PRON
dad-11518	350	28	rs	r	NOUN
dad-11518	350	29	iq	iq	NOUN
dad-11518	350	30	and	and	CCONJ
dad-11518	350	31	rts	rt	NOUN
dad-11518	350	32	.	.	PUNCT
dad-11518	351	1	the	the	DET
dad-11518	351	2	results	result	NOUN
dad-11518	351	3	of	of	ADP
dad-11518	351	4	training	training	NOUN
dad-11518	351	5	a	a	DET
dad-11518	351	6	dqn	dqn	NOUN
dad-11518	351	7	or	or	CCONJ
dad-11518	351	8	an	an	DET
dad-11518	351	9	enac	enac	ADJ
dad-11518	351	10	policy	policy	NOUN
dad-11518	351	11	model	model	NOUN
dad-11518	351	12	are	be	AUX
dad-11518	351	13	different	different	ADJ
dad-11518	351	14	,	,	PUNCT
dad-11518	351	15	though	though	ADV
dad-11518	351	16	.	.	PUNCT
dad-11518	352	1	while	while	SCONJ
dad-11518	352	2	the	the	DET
dad-11518	352	3	dqn	dqn	NOUN
dad-11518	352	4	shows	show	VERB
dad-11518	352	5	similar	similar	ADJ
dad-11518	352	6	tsrs	tsr	NOUN
dad-11518	352	7	for	for	ADP
dad-11518	352	8	all	all	DET
dad-11518	352	9	sers	ser	NOUN
dad-11518	352	10	and	and	CCONJ
dad-11518	352	11	reward	reward	NOUN
dad-11518	352	12	models	model	NOUN
dad-11518	352	13	in	in	ADP
dad-11518	352	14	the	the	DET
dad-11518	352	15	cr	cr	PROPN
dad-11518	352	16	domain	domain	NOUN
dad-11518	352	17	,	,	PUNCT
dad-11518	352	18	rts	rt	NOUN
dad-11518	352	19	clearly	clearly	ADV
dad-11518	352	20	shows	show	VERB
dad-11518	352	21	best	good	ADJ
dad-11518	352	22	performance	performance	NOUN
dad-11518	352	23	in	in	ADP
dad-11518	352	24	the	the	DET
dad-11518	352	25	sfr	sfr	ADJ
dad-11518	352	26	domain	domain	NOUN
dad-11518	352	27	.	.	PUNCT
dad-11518	353	1	furthermore	furthermore	ADV
dad-11518	353	2	,	,	PUNCT
dad-11518	353	3	even	even	ADV
dad-11518	353	4	when	when	SCONJ
dad-11518	353	5	using	use	VERB
dad-11518	353	6	an	an	DET
dad-11518	353	7	iq	iq	NOUN
dad-11518	353	8	-	-	PUNCT
dad-11518	353	9	based	base	VERB
dad-11518	353	10	reward	reward	NOUN
dad-11518	353	11	model	model	NOUN
dad-11518	353	12	,	,	PUNCT
dad-11518	353	13	the	the	DET
dad-11518	353	14	respective	respective	ADJ
dad-11518	353	15	aiq	aiq	NOUN
dad-11518	353	16	does	do	AUX
dad-11518	353	17	not	not	PART
dad-11518	353	18	result	result	VERB
dad-11518	353	19	in	in	ADP
dad-11518	353	20	higher	high	ADJ
dad-11518	353	21	scores	score	NOUN
dad-11518	353	22	than	than	ADP
dad-11518	353	23	usingrts	usingrt	NOUN
dad-11518	353	24	which	which	PRON
dad-11518	353	25	shows	show	VERB
dad-11518	353	26	the	the	DET
dad-11518	353	27	stability	stability	NOUN
dad-11518	353	28	problems	problem	NOUN
dad-11518	353	29	that	that	PRON
dad-11518	353	30	come	come	VERB
dad-11518	353	31	with	with	ADP
dad-11518	353	32	the	the	DET
dad-11518	353	33	usage	usage	NOUN
dad-11518	353	34	of	of	ADP
dad-11518	353	35	deep	deep	ADJ
dad-11518	353	36	reinforcement	reinforcement	NOUN
dad-11518	353	37	learning	learning	NOUN
dad-11518	353	38	.	.	PUNCT
dad-11518	354	1	the	the	DET
dad-11518	354	2	enac	enac	ADJ
dad-11518	354	3	policy	policy	NOUN
dad-11518	354	4	model	model	NOUN
dad-11518	354	5	is	be	AUX
dad-11518	354	6	even	even	ADV
dad-11518	354	7	more	more	ADV
dad-11518	354	8	prone	prone	ADJ
dad-11518	354	9	to	to	ADP
dad-11518	354	10	these	these	DET
dad-11518	354	11	effects	effect	NOUN
dad-11518	354	12	having	have	VERB
dad-11518	354	13	rts	rt	NOUN
dad-11518	354	14	always	always	ADV
dad-11518	354	15	resulting	result	VERB
dad-11518	354	16	in	in	ADP
dad-11518	354	17	the	the	DET
dad-11518	354	18	highest	high	ADJ
dad-11518	354	19	tsr	tsr	NOUN
dad-11518	354	20	with	with	ADP
dad-11518	354	21	rs	rs	NOUN
dad-11518	354	22	iq	iq	NOUN
dad-11518	354	23	and	and	CCONJ
dad-11518	354	24	rbi	rbi	VERB
dad-11518	354	25	iq	iq	NOUN
dad-11518	354	26	performing	perform	VERB
dad-11518	354	27	rather	rather	ADV
dad-11518	354	28	poorly	poorly	ADV
dad-11518	354	29	.	.	PUNCT
dad-11518	355	1	5	5	X
dad-11518	355	2	.	.	X
dad-11518	355	3	analysis	analysis	NOUN
dad-11518	355	4	of	of	ADP
dad-11518	355	5	learned	learn	VERB
dad-11518	355	6	behaviour	behaviour	NOUN
dad-11518	355	7	to	to	PART
dad-11518	355	8	further	far	ADV
dad-11518	355	9	analyse	analyse	VERB
dad-11518	355	10	the	the	DET
dad-11518	355	11	learning	learning	NOUN
dad-11518	355	12	behaviour	behaviour	NOUN
dad-11518	355	13	of	of	ADP
dad-11518	355	14	the	the	DET
dad-11518	355	15	different	different	ADJ
dad-11518	355	16	reward	reward	NOUN
dad-11518	355	17	estimators	estimator	NOUN
dad-11518	355	18	and	and	CCONJ
dad-11518	355	19	policy	policy	NOUN
dad-11518	355	20	models	model	NOUN
dad-11518	355	21	and	and	CCONJ
dad-11518	355	22	thus	thus	ADV
dad-11518	355	23	to	to	PART
dad-11518	355	24	gain	gain	VERB
dad-11518	355	25	deeper	deep	ADJ
dad-11518	355	26	insights	insight	NOUN
dad-11518	355	27	,	,	PUNCT
dad-11518	355	28	the	the	DET
dad-11518	355	29	similarity	similarity	NOUN
dad-11518	355	30	scoring	scoring	NOUN
dad-11518	355	31	framework	framework	NOUN
dad-11518	355	32	(	(	PUNCT
dad-11518	355	33	ultes	ulte	NOUN
dad-11518	355	34	and	and	CCONJ
dad-11518	355	35	maier	maier	X
dad-11518	355	36	,	,	PUNCT
dad-11518	355	37	2020	2020	NUM
dad-11518	355	38	)	)	PUNCT
dad-11518	355	39	is	be	AUX
dad-11518	355	40	applied	apply	VERB
dad-11518	355	41	.	.	PUNCT
dad-11518	356	1	it	it	PRON
dad-11518	356	2	uses	use	VERB
dad-11518	356	3	a	a	DET
dad-11518	356	4	standardised	standardised	ADJ
dad-11518	356	5	setup	setup	NOUN
dad-11518	356	6	to	to	PART
dad-11518	356	7	feed	feed	VERB
dad-11518	356	8	a	a	DET
dad-11518	356	9	fixed	fix	VERB
dad-11518	356	10	set	set	NOUN
dad-11518	356	11	of	of	ADP
dad-11518	356	12	dialogue	dialogue	NOUN
dad-11518	356	13	states	state	NOUN
dad-11518	356	14	into	into	ADP
dad-11518	356	15	each	each	DET
dad-11518	356	16	trained	train	VERB
dad-11518	356	17	policy	policy	NOUN
dad-11518	356	18	model	model	NOUN
dad-11518	356	19	and	and	CCONJ
dad-11518	356	20	compares	compare	VERB
dad-11518	356	21	the	the	DET
dad-11518	356	22	resulting	result	VERB
dad-11518	356	23	system	system	NOUN
dad-11518	356	24	actions	action	NOUN
dad-11518	356	25	and	and	CCONJ
dad-11518	356	26	quantifies	quantifie	NOUN
dad-11518	356	27	their	their	PRON
dad-11518	356	28	similarities	similarity	NOUN
dad-11518	356	29	.	.	PUNCT
dad-11518	357	1	three	three	NUM
dad-11518	357	2	different	different	ADJ
dad-11518	357	3	metrics	metric	NOUN
dad-11518	357	4	are	be	AUX
dad-11518	357	5	computed	compute	VERB
dad-11518	357	6	:	:	PUNCT
dad-11518	357	7	the	the	DET
dad-11518	357	8	total	total	ADJ
dad-11518	357	9	match	match	NOUN
dad-11518	357	10	rate	rate	NOUN
dad-11518	357	11	(	(	PUNCT
dad-11518	357	12	tmr	tmr	PROPN
dad-11518	357	13	)	)	PUNCT
dad-11518	357	14	,	,	PUNCT
dad-11518	357	15	the	the	DET
dad-11518	357	16	dialogue	dialogue	NOUN
dad-11518	357	17	act	act	PROPN
dad-11518	357	18	match	match	NOUN
dad-11518	357	19	rate	rate	NOUN
dad-11518	357	20	(	(	PUNCT
dad-11518	357	21	dmr	dmr	PROPN
dad-11518	357	22	)	)	PUNCT
dad-11518	357	23	and	and	CCONJ
dad-11518	357	24	the	the	DET
dad-11518	357	25	concept	concept	NOUN
dad-11518	357	26	match	match	NOUN
dad-11518	357	27	rate	rate	NOUN
dad-11518	357	28	(	(	PUNCT
dad-11518	357	29	cmr	cmr	NOUN
dad-11518	357	30	)	)	PUNCT
dad-11518	357	31	.	.	PUNCT
dad-11518	358	1	a	a	DET
dad-11518	358	2	similarity	similarity	NOUN
dad-11518	358	3	score	score	NOUN
dad-11518	358	4	is	be	AUX
dad-11518	358	5	computed	compute	VERB
dad-11518	358	6	for	for	ADP
dad-11518	358	7	the	the	DET
dad-11518	358	8	comparison	comparison	NOUN
dad-11518	358	9	of	of	ADP
dad-11518	358	10	two	two	NUM
dad-11518	358	11	behavioural	behavioural	ADJ
dad-11518	358	12	models	model	NOUN
dad-11518	358	13	π	π	VERB
dad-11518	358	14	and	and	CCONJ
dad-11518	358	15	π′.	π′.	X
dad-11518	358	16	depending	depend	VERB
dad-11518	358	17	on	on	ADP
dad-11518	358	18	the	the	DET
dad-11518	358	19	nature	nature	NOUN
dad-11518	358	20	of	of	ADP
dad-11518	358	21	the	the	DET
dad-11518	358	22	behavioural	behavioural	ADJ
dad-11518	358	23	model	model	NOUN
dad-11518	358	24	,	,	PUNCT
dad-11518	358	25	for	for	ADP
dad-11518	358	26	each	each	DET
dad-11518	358	27	context	context	NOUN
dad-11518	358	28	ci	ci	PROPN
dad-11518	358	29	∈	∈	PROPN
dad-11518	358	30	c	c	PROPN
dad-11518	358	31	,	,	PUNCT
dad-11518	358	32	each	each	PRON
dad-11518	358	33	may	may	AUX
dad-11518	358	34	produce	produce	VERB
dad-11518	358	35	an	an	DET
dad-11518	358	36	abstract	abstract	ADJ
dad-11518	358	37	system	system	NOUN
dad-11518	358	38	response	response	NOUN
dad-11518	358	39	actions	action	NOUN
dad-11518	358	40	ai	ai	VERB
dad-11518	358	41	,	,	PUNCT
dad-11518	358	42	and	and	CCONJ
dad-11518	358	43	an	an	DET
dad-11518	358	44	text	text	NOUN
dad-11518	358	45	response	response	NOUN
dad-11518	358	46	pi	pi	NOUN
dad-11518	358	47	.	.	PUNCT
dad-11518	359	1	each	each	DET
dad-11518	359	2	abstract	abstract	ADJ
dad-11518	359	3	system	system	NOUN
dad-11518	359	4	action	action	NOUN
dad-11518	359	5	ai	ai	VERB
dad-11518	359	6	=	=	PUNCT
dad-11518	359	7	acti(s	acti(s	NOUN
dad-11518	359	8	i	i	NOUN
dad-11518	359	9	1	1	NUM
dad-11518	359	10	=	=	SYM
dad-11518	359	11	vi1	vi1	PROPN
dad-11518	359	12	,	,	PUNCT
dad-11518	359	13	.	.	PUNCT
dad-11518	359	14	.	.	PUNCT
dad-11518	359	15	.	.	PUNCT
dad-11518	360	1	,	,	PUNCT
dad-11518	360	2	s	s	VERB
dad-11518	360	3	i	i	PRON
dad-11518	360	4	j	j	PROPN
dad-11518	360	5	=	=	SYM
dad-11518	360	6	vij	vij	PROPN
dad-11518	360	7	)	)	PUNCT
dad-11518	360	8	consists	consist	VERB
dad-11518	360	9	of	of	ADP
dad-11518	360	10	a	a	DET
dad-11518	360	11	dialogue	dialogue	NOUN
dad-11518	360	12	act	act	NOUN
dad-11518	360	13	acti	acti	PROPN
dad-11518	360	14	,	,	PUNCT
dad-11518	360	15	representing	represent	VERB
dad-11518	360	16	the	the	DET
dad-11518	360	17	communicative	communicative	ADJ
dad-11518	360	18	function	function	NOUN
dad-11518	360	19	like	like	ADP
dad-11518	360	20	inform	inform	NOUN
dad-11518	360	21	or	or	CCONJ
dad-11518	360	22	request	request	NOUN
dad-11518	360	23	,	,	PUNCT
dad-11518	360	24	and	and	CCONJ
dad-11518	360	25	a	a	DET
dad-11518	360	26	set	set	VERB
dad-11518	360	27	si	si	NOUN
dad-11518	360	28	of	of	ADP
dad-11518	360	29	j	j	PROPN
dad-11518	360	30	slot	slot	NOUN
dad-11518	360	31	-	-	PUNCT
dad-11518	360	32	value	value	NOUN
dad-11518	360	33	-	-	PUNCT
dad-11518	360	34	pairs	pair	NOUN
dad-11518	360	35	si	si	NOUN
dad-11518	360	36	=	=	SYM
dad-11518	360	37	{	{	PUNCT
dad-11518	360	38	(	(	PUNCT
dad-11518	360	39	si1	si1	PROPN
dad-11518	360	40	,	,	PUNCT
dad-11518	360	41	vi1	vi1	PROPN
dad-11518	360	42	)	)	PUNCT
dad-11518	360	43	,	,	PUNCT
dad-11518	360	44	.	.	PUNCT
dad-11518	360	45	.	.	PUNCT
dad-11518	361	1	.	.	PUNCT
dad-11518	362	1	,	,	PUNCT
dad-11518	362	2	(	(	PUNCT
dad-11518	362	3	sij	sij	PROPN
dad-11518	362	4	,	,	PUNCT
dad-11518	362	5	vij	vij	PROPN
dad-11518	362	6	)	)	PUNCT
dad-11518	362	7	}	}	PUNCT
dad-11518	362	8	98	98	NUM
dad-11518	362	9	user	user	NOUN
dad-11518	362	10	satisfaction	satisfaction	NOUN
dad-11518	362	11	reward	reward	NOUN
dad-11518	362	12	estimation	estimation	NOUN
dad-11518	362	13	across	across	ADP
dad-11518	362	14	domains	domain	NOUN
dad-11518	362	15	representing	represent	VERB
dad-11518	362	16	the	the	DET
dad-11518	362	17	concepts	concept	NOUN
dad-11518	362	18	and	and	CCONJ
dad-11518	362	19	their	their	PRON
dad-11518	362	20	respective	respective	ADJ
dad-11518	362	21	values9	values9	PROPN
dad-11518	362	22	.	.	PUNCT
dad-11518	363	1	to	to	PART
dad-11518	363	2	compute	compute	VERB
dad-11518	363	3	each	each	DET
dad-11518	363	4	similarity	similarity	NOUN
dad-11518	363	5	score	score	NOUN
dad-11518	363	6	,	,	PUNCT
dad-11518	363	7	|c|	|c|	PROPN
dad-11518	363	8	action	action	NOUN
dad-11518	363	9	/	/	SYM
dad-11518	363	10	text	text	NOUN
dad-11518	363	11	response	response	NOUN
dad-11518	363	12	pairs	pair	NOUN
dad-11518	363	13	are	be	AUX
dad-11518	363	14	compared	compare	VERB
dad-11518	363	15	using	use	VERB
dad-11518	363	16	the	the	DET
dad-11518	363	17	following	follow	VERB
dad-11518	363	18	similarity	similarity	NOUN
dad-11518	363	19	score	score	NOUN
dad-11518	363	20	measures	measure	NOUN
dad-11518	363	21	.	.	PUNCT
dad-11518	364	1	according	accord	VERB
dad-11518	364	2	to	to	ADP
dad-11518	364	3	ultes	ulte	NOUN
dad-11518	364	4	and	and	CCONJ
dad-11518	364	5	maier	maier	X
dad-11518	364	6	(	(	PUNCT
dad-11518	364	7	2020	2020	NUM
dad-11518	364	8	)	)	PUNCT
dad-11518	364	9	,	,	PUNCT
dad-11518	364	10	the	the	DET
dad-11518	364	11	metrics	metric	NOUN
dad-11518	364	12	are	be	AUX
dad-11518	364	13	defined	define	VERB
dad-11518	364	14	as	as	SCONJ
dad-11518	364	15	follows	follow	VERB
dad-11518	364	16	:	:	PUNCT
dad-11518	364	17	the	the	DET
dad-11518	364	18	total	total	ADJ
dad-11518	364	19	match	match	NOUN
dad-11518	364	20	rate	rate	NOUN
dad-11518	364	21	(	(	PUNCT
dad-11518	364	22	tmr	tmr	NOUN
dad-11518	364	23	)	)	PUNCT
dad-11518	364	24	is	be	AUX
dad-11518	364	25	based	base	VERB
dad-11518	364	26	on	on	ADP
dad-11518	364	27	a	a	DET
dad-11518	364	28	binary	binary	ADJ
dad-11518	364	29	score	score	NOUN
dad-11518	364	30	that	that	PRON
dad-11518	364	31	regards	regard	VERB
dad-11518	364	32	two	two	NUM
dad-11518	364	33	actions	action	NOUN
dad-11518	364	34	a	a	PRON
dad-11518	364	35	,	,	PUNCT
dad-11518	364	36	a′	a′	PROPN
dad-11518	364	37	as	as	ADV
dad-11518	364	38	equal	equal	ADJ
dad-11518	364	39	only	only	ADV
dad-11518	364	40	if	if	SCONJ
dad-11518	364	41	they	they	PRON
dad-11518	364	42	completely	completely	ADV
dad-11518	364	43	match	match	VERB
dad-11518	364	44	,	,	PUNCT
dad-11518	364	45	i.e.	i.e.	X
dad-11518	364	46	,	,	PUNCT
dad-11518	364	47	δa	δa	ADV
dad-11518	364	48	,	,	PUNCT
dad-11518	364	49	a′	a′	NOUN
dad-11518	364	50	=	=	SYM
dad-11518	364	51	1	1	NUM
dad-11518	364	52	iff	iff	VERB
dad-11518	364	53	a	a	DET
dad-11518	364	54	=	=	PUNCT
dad-11518	364	55	a′	a′	PROPN
dad-11518	364	56	,	,	PUNCT
dad-11518	364	57	else	else	ADV
dad-11518	364	58	0	0	NUM
dad-11518	364	59	.	.	PUNCT
dad-11518	365	1	the	the	DET
dad-11518	365	2	tmr	tmr	PROPN
dad-11518	365	3	is	be	AUX
dad-11518	365	4	then	then	ADV
dad-11518	365	5	defined	define	VERB
dad-11518	365	6	by	by	ADP
dad-11518	365	7	tmr	tmr	PROPN
dad-11518	365	8	=	=	SYM
dad-11518	365	9	1	1	NUM
dad-11518	365	10	|c|	|c|	PROPN
dad-11518	365	11	|c|∑	|c|∑	NOUN
dad-11518	365	12	i=1	i=1	PROPN
dad-11518	365	13	δai	δai	PROPN
dad-11518	365	14	,	,	PUNCT
dad-11518	365	15	a′i	a′i	PROPN
dad-11518	365	16	.	.	PUNCT
dad-11518	366	1	(	(	PUNCT
dad-11518	366	2	17	17	NUM
dad-11518	366	3	)	)	PUNCT
dad-11518	366	4	the	the	DET
dad-11518	366	5	dialogue	dialogue	PROPN
dad-11518	366	6	act	act	PROPN
dad-11518	366	7	match	match	NOUN
dad-11518	366	8	rate	rate	NOUN
dad-11518	366	9	(	(	PUNCT
dad-11518	366	10	dmr	dmr	PROPN
dad-11518	366	11	)	)	PUNCT
dad-11518	366	12	is	be	AUX
dad-11518	366	13	based	base	VERB
dad-11518	366	14	on	on	ADP
dad-11518	366	15	a	a	DET
dad-11518	366	16	binary	binary	ADJ
dad-11518	366	17	score	score	NOUN
dad-11518	366	18	comparing	compare	VERB
dad-11518	366	19	the	the	DET
dad-11518	366	20	actions	action	NOUN
dad-11518	366	21	a	a	PRON
dad-11518	366	22	,	,	PUNCT
dad-11518	366	23	a′	a′	PROPN
dad-11518	366	24	where	where	SCONJ
dad-11518	366	25	both	both	PRON
dad-11518	366	26	match	match	VERB
dad-11518	366	27	if	if	SCONJ
dad-11518	366	28	the	the	DET
dad-11518	366	29	corresponding	corresponding	ADJ
dad-11518	366	30	dialogue	dialogue	NOUN
dad-11518	366	31	acts	act	NOUN
dad-11518	366	32	are	be	AUX
dad-11518	366	33	the	the	DET
dad-11518	366	34	same	same	ADJ
dad-11518	366	35	:	:	PUNCT
dad-11518	366	36	δact	δact	ADJ
dad-11518	366	37	,	,	PUNCT
dad-11518	366	38	act	act	VERB
dad-11518	366	39	′	′	NUM
dad-11518	367	1	=	=	SYM
dad-11518	367	2	1	1	NUM
dad-11518	367	3	iff	iff	PROPN
dad-11518	367	4	act	act	PROPN
dad-11518	367	5	=	=	SYM
dad-11518	367	6	act	act	PROPN
dad-11518	367	7	′	′	NUM
dad-11518	367	8	,	,	PUNCT
dad-11518	367	9	else	else	ADV
dad-11518	367	10	0	0	NUM
dad-11518	367	11	.	.	PUNCT
dad-11518	368	1	the	the	DET
dad-11518	368	2	dmr	dmr	PROPN
dad-11518	368	3	is	be	AUX
dad-11518	368	4	defined	define	VERB
dad-11518	368	5	by	by	ADP
dad-11518	368	6	dmr	dmr	PROPN
dad-11518	368	7	=	=	SYM
dad-11518	368	8	1	1	NUM
dad-11518	368	9	|c|	|c|	PROPN
dad-11518	368	10	|c|∑	|c|∑	NOUN
dad-11518	368	11	i=1	i=1	PROPN
dad-11518	368	12	δacti	δacti	PROPN
dad-11518	368	13	,	,	PUNCT
dad-11518	368	14	act	act	VERB
dad-11518	368	15	′i	′i	PROPN
dad-11518	368	16	.	.	PUNCT
dad-11518	369	1	(	(	PUNCT
dad-11518	369	2	18	18	NUM
dad-11518	369	3	)	)	PUNCT
dad-11518	369	4	the	the	DET
dad-11518	369	5	symmetric	symmetric	ADJ
dad-11518	369	6	concept	concept	NOUN
dad-11518	369	7	match	match	NOUN
dad-11518	369	8	rate	rate	NOUN
dad-11518	369	9	(	(	PUNCT
dad-11518	369	10	cmr	cmr	NOUN
dad-11518	369	11	)	)	PUNCT
dad-11518	369	12	counts	count	VERB
dad-11518	369	13	concepts	concept	VERB
dad-11518	369	14	γ	γ	NOUN
dad-11518	369	15	that	that	PRON
dad-11518	369	16	are	be	AUX
dad-11518	369	17	present	present	ADJ
dad-11518	369	18	in	in	ADP
dad-11518	369	19	both	both	DET
dad-11518	369	20	dialogue	dialogue	NOUN
dad-11518	369	21	actions	action	NOUN
dad-11518	369	22	where	where	SCONJ
dad-11518	369	23	m̃(a	m̃(a	NOUN
dad-11518	369	24	,	,	PUNCT
dad-11518	369	25	a′	a′	PROPN
dad-11518	369	26	,	,	PUNCT
dad-11518	369	27	γ	γ	NOUN
dad-11518	369	28	)	)	PUNCT
dad-11518	369	29	defines	define	NOUN
dad-11518	369	30	if	if	SCONJ
dad-11518	369	31	a	a	DET
dad-11518	369	32	match	match	NOUN
dad-11518	369	33	occurred	occur	VERB
dad-11518	369	34	:	:	PUNCT
dad-11518	370	1	m̃(a	m̃(a	NOUN
dad-11518	370	2	,	,	PUNCT
dad-11518	370	3	a′	a′	PROPN
dad-11518	370	4	,	,	PUNCT
dad-11518	370	5	γ	γ	NOUN
dad-11518	370	6	)	)	PUNCT
dad-11518	370	7	=	=	NOUN
dad-11518	370	8	{	{	PUNCT
dad-11518	370	9	1	1	NUM
dad-11518	370	10	,	,	PUNCT
dad-11518	370	11	if	if	SCONJ
dad-11518	370	12	γ	γ	X
dad-11518	370	13	∈	∈	PROPN
dad-11518	370	14	s	s	X
dad-11518	370	15	and	and	CCONJ
dad-11518	370	16	γ	γ	PROPN
dad-11518	370	17	∈	∈	PROPN
dad-11518	370	18	s′	s′	NUM
dad-11518	370	19	0	0	NUM
dad-11518	370	20	,	,	PUNCT
dad-11518	370	21	otherwise	otherwise	ADV
dad-11518	370	22	.	.	PUNCT
dad-11518	371	1	(	(	PUNCT
dad-11518	371	2	19	19	NUM
dad-11518	371	3	)	)	PUNCT
dad-11518	371	4	the	the	DET
dad-11518	371	5	concept	concept	NOUN
dad-11518	371	6	match	match	NOUN
dad-11518	371	7	cm	cm	PROPN
dad-11518	371	8	takes	take	VERB
dad-11518	371	9	into	into	ADP
dad-11518	371	10	account	account	NOUN
dad-11518	371	11	the	the	DET
dad-11518	371	12	dialogue	dialogue	NOUN
dad-11518	371	13	acts	act	VERB
dad-11518	371	14	and	and	CCONJ
dad-11518	371	15	the	the	DET
dad-11518	371	16	unified	unified	ADJ
dad-11518	371	17	set	set	NOUN
dad-11518	371	18	of	of	ADP
dad-11518	371	19	concepts	concept	NOUN
dad-11518	371	20	s̃	s̃	PROPN
dad-11518	371	21	=	=	SYM
dad-11518	371	22	s1	s1	PROPN
dad-11518	371	23	∪	∪	ADP
dad-11518	371	24	s2	s2	NOUN
dad-11518	371	25	of	of	ADP
dad-11518	371	26	both	both	DET
dad-11518	371	27	dialogue	dialogue	NOUN
dad-11518	371	28	actions	action	NOUN
dad-11518	371	29	treating	treat	VERB
dad-11518	371	30	slots	slot	NOUN
dad-11518	371	31	s	s	PART
dad-11518	371	32	and	and	CCONJ
dad-11518	371	33	values	value	NOUN
dad-11518	371	34	v	v	VERB
dad-11518	371	35	in	in	ADP
dad-11518	371	36	s̃	s̃	PROPN
dad-11518	371	37	as	as	ADP
dad-11518	371	38	individual	individual	ADJ
dad-11518	371	39	γ	γ	NOUN
dad-11518	371	40	:	:	PUNCT
dad-11518	371	41	c̃m	c̃m	NOUN
dad-11518	371	42	(	(	PUNCT
dad-11518	371	43	a	a	PRON
dad-11518	371	44	,	,	PUNCT
dad-11518	371	45	a′	a′	ADJ
dad-11518	371	46	)	)	PUNCT
dad-11518	372	1	=	=	SYM
dad-11518	372	2	δact	δact	NOUN
dad-11518	372	3	,	,	PUNCT
dad-11518	372	4	act	act	VERB
dad-11518	372	5	′	′	NUM
dad-11518	373	1	+	+	CCONJ
dad-11518	373	2	∑	∑	PROPN
dad-11518	373	3	∈s̃	∈s̃	PROPN
dad-11518	373	4	m̃(a	m̃(a	PROPN
dad-11518	373	5	,	,	PUNCT
dad-11518	373	6	a′	a′	PROPN
dad-11518	373	7	,	,	PUNCT
dad-11518	373	8	γ	γ	NOUN
dad-11518	373	9	)	)	PUNCT
dad-11518	373	10	(	(	PUNCT
dad-11518	373	11	20	20	NUM
dad-11518	373	12	)	)	PUNCT
dad-11518	373	13	a	a	DET
dad-11518	373	14	concept	concept	NOUN
dad-11518	373	15	match	match	NOUN
dad-11518	373	16	of	of	ADP
dad-11518	373	17	two	two	NUM
dad-11518	373	18	dialogue	dialogue	NOUN
dad-11518	373	19	actions	action	NOUN
dad-11518	373	20	a	a	PRON
dad-11518	373	21	and	and	CCONJ
dad-11518	373	22	a′	a′	PROPN
dad-11518	373	23	is	be	AUX
dad-11518	373	24	thus	thus	ADV
dad-11518	373	25	defined	define	VERB
dad-11518	373	26	by	by	ADP
dad-11518	373	27	cm	cm	PROPN
dad-11518	373	28	(	(	PUNCT
dad-11518	373	29	a	a	PRON
dad-11518	373	30	,	,	PUNCT
dad-11518	373	31	a′	a′	ADJ
dad-11518	373	32	)	)	PUNCT
dad-11518	373	33	=	=	SYM
dad-11518	373	34	c̃m	c̃m	NOUN
dad-11518	373	35	(	(	PUNCT
dad-11518	373	36	a	a	PRON
dad-11518	373	37	,	,	PUNCT
dad-11518	373	38	a′	a′	ADJ
dad-11518	373	39	)	)	PUNCT
dad-11518	373	40	1	1	NUM
dad-11518	374	1	+	+	CCONJ
dad-11518	374	2	|s̃|	|s̃|	NOUN
dad-11518	374	3	(	(	PUNCT
dad-11518	374	4	21	21	NUM
dad-11518	374	5	)	)	PUNCT
dad-11518	374	6	and	and	CCONJ
dad-11518	374	7	the	the	DET
dad-11518	374	8	concept	concept	NOUN
dad-11518	374	9	match	match	NOUN
dad-11518	374	10	rate	rate	NOUN
dad-11518	374	11	by	by	ADP
dad-11518	374	12	cmr	cmr	NOUN
dad-11518	374	13	=	=	SYM
dad-11518	374	14	1	1	NUM
dad-11518	374	15	|c|	|c|	PROPN
dad-11518	374	16	|c|∑	|c|∑	X
dad-11518	374	17	i=1	i=1	PROPN
dad-11518	374	18	cm	cm	PROPN
dad-11518	374	19	(	(	PUNCT
dad-11518	374	20	a	a	PRON
dad-11518	374	21	,	,	PUNCT
dad-11518	374	22	a′	a′	PROPN
dad-11518	374	23	)	)	PUNCT
dad-11518	374	24	.	.	PUNCT
dad-11518	375	1	(	(	PUNCT
dad-11518	375	2	22	22	NUM
dad-11518	375	3	)	)	PUNCT
dad-11518	375	4	in	in	ADP
dad-11518	375	5	short	short	ADJ
dad-11518	375	6	,	,	PUNCT
dad-11518	375	7	the	the	DET
dad-11518	375	8	tmr	tmr	NOUN
dad-11518	375	9	only	only	ADV
dad-11518	375	10	evaluates	evaluate	VERB
dad-11518	375	11	to	to	ADP
dad-11518	375	12	true	true	ADJ
dad-11518	375	13	in	in	ADP
dad-11518	375	14	case	case	NOUN
dad-11518	375	15	of	of	ADP
dad-11518	375	16	a	a	DET
dad-11518	375	17	complete	complete	ADJ
dad-11518	375	18	match	match	NOUN
dad-11518	375	19	of	of	ADP
dad-11518	375	20	both	both	DET
dad-11518	375	21	actions	action	NOUN
dad-11518	375	22	.	.	PUNCT
dad-11518	376	1	the	the	DET
dad-11518	376	2	dmr	dmr	PROPN
dad-11518	376	3	evaluates	evaluate	VERB
dad-11518	376	4	to	to	ADP
dad-11518	376	5	true	true	ADJ
dad-11518	376	6	already	already	ADV
dad-11518	376	7	if	if	SCONJ
dad-11518	376	8	only	only	ADV
dad-11518	376	9	the	the	DET
dad-11518	376	10	dialogue	dialogue	NOUN
dad-11518	376	11	acts	act	VERB
dad-11518	376	12	of	of	ADP
dad-11518	376	13	the	the	DET
dad-11518	376	14	system	system	NOUN
dad-11518	376	15	actions	action	NOUN
dad-11518	376	16	are	be	AUX
dad-11518	376	17	equal	equal	ADJ
dad-11518	376	18	.	.	PUNCT
dad-11518	377	1	the	the	DET
dad-11518	377	2	cmr	cmr	PROPN
dad-11518	377	3	counts	count	VERB
dad-11518	377	4	concepts	concept	NOUN
dad-11518	377	5	that	that	PRON
dad-11518	377	6	are	be	AUX
dad-11518	377	7	present	present	ADJ
dad-11518	377	8	in	in	ADP
dad-11518	377	9	both	both	DET
dad-11518	377	10	dialogue	dialogue	NOUN
dad-11518	377	11	actions	action	NOUN
dad-11518	377	12	and	and	CCONJ
dad-11518	377	13	normalises	normalise	VERB
dad-11518	377	14	this	this	DET
dad-11518	377	15	count	count	NOUN
dad-11518	377	16	by	by	ADP
dad-11518	377	17	the	the	DET
dad-11518	377	18	total	total	ADJ
dad-11518	377	19	number	number	NOUN
dad-11518	377	20	of	of	ADP
dad-11518	377	21	distinct	distinct	ADJ
dad-11518	377	22	concepts	concept	NOUN
dad-11518	377	23	in	in	ADP
dad-11518	377	24	both	both	DET
dad-11518	377	25	actions	action	NOUN
dad-11518	377	26	.	.	PUNCT
dad-11518	378	1	using	use	VERB
dad-11518	378	2	this	this	DET
dad-11518	378	3	analysis	analysis	NOUN
dad-11518	378	4	setup	setup	NOUN
dad-11518	378	5	,	,	PUNCT
dad-11518	378	6	the	the	DET
dad-11518	378	7	following	follow	VERB
dad-11518	378	8	questions	question	NOUN
dad-11518	378	9	are	be	AUX
dad-11518	378	10	addressed	address	VERB
dad-11518	378	11	within	within	ADP
dad-11518	378	12	this	this	DET
dad-11518	378	13	section	section	NOUN
dad-11518	378	14	:	:	PUNCT
dad-11518	379	1	1	1	X
dad-11518	379	2	.	.	X
dad-11518	380	1	how	how	SCONJ
dad-11518	380	2	dependent	dependent	ADJ
dad-11518	380	3	is	be	AUX
dad-11518	380	4	the	the	DET
dad-11518	380	5	resulting	result	VERB
dad-11518	380	6	policy	policy	NOUN
dad-11518	380	7	on	on	ADP
dad-11518	380	8	the	the	DET
dad-11518	380	9	chosen	choose	VERB
dad-11518	380	10	random	random	ADJ
dad-11518	380	11	seed	seed	NOUN
dad-11518	380	12	?	?	PUNCT
dad-11518	381	1	9	9	NUM
dad-11518	381	2	.	.	X
dad-11518	382	1	for	for	ADP
dad-11518	382	2	the	the	DET
dad-11518	382	3	abstract	abstract	ADJ
dad-11518	382	4	system	system	NOUN
dad-11518	382	5	action	action	NOUN
dad-11518	382	6	a	a	DET
dad-11518	382	7	=	=	PUNCT
dad-11518	382	8	inform(name=’golden	inform(name=’golden	PROPN
dad-11518	382	9	house	house	PROPN
dad-11518	382	10	’	'	PUNCT
dad-11518	382	11	,	,	PUNCT
dad-11518	382	12	area	area	NOUN
dad-11518	382	13	=	=	SYM
dad-11518	382	14	centre	centre	NOUN
dad-11518	382	15	)	)	PUNCT
dad-11518	382	16	,	,	PUNCT
dad-11518	382	17	act	act	NOUN
dad-11518	382	18	=	=	SYM
dad-11518	382	19	inform	inform	NOUN
dad-11518	382	20	and	and	CCONJ
dad-11518	382	21	s	s	VERB
dad-11518	382	22	=	=	X
dad-11518	382	23	{	{	PUNCT
dad-11518	382	24	(	(	PUNCT
dad-11518	382	25	name,’golden	name,’golden	PROPN
dad-11518	382	26	house’),(area	house’),(area	NOUN
dad-11518	382	27	,	,	PUNCT
dad-11518	382	28	centre	centre	NOUN
dad-11518	382	29	)	)	PUNCT
dad-11518	382	30	}	}	PUNCT
dad-11518	382	31	.	.	PUNCT
dad-11518	383	1	99	99	NUM
dad-11518	383	2	ultes	ulte	NOUN
dad-11518	383	3	and	and	CCONJ
dad-11518	383	4	maier	maier	X
dad-11518	383	5	2	2	NUM
dad-11518	383	6	.	.	PUNCT
dad-11518	384	1	how	how	SCONJ
dad-11518	384	2	similar	similar	ADJ
dad-11518	384	3	are	be	AUX
dad-11518	384	4	learned	learn	VERB
dad-11518	384	5	policies	policy	NOUN
dad-11518	384	6	across	across	ADP
dad-11518	384	7	different	different	ADJ
dad-11518	384	8	reward	reward	NOUN
dad-11518	384	9	models	model	NOUN
dad-11518	384	10	?	?	PUNCT
dad-11518	385	1	3	3	X
dad-11518	385	2	.	.	X
dad-11518	385	3	how	how	SCONJ
dad-11518	385	4	similar	similar	ADJ
dad-11518	385	5	are	be	AUX
dad-11518	385	6	learned	learn	VERB
dad-11518	385	7	policies	policy	NOUN
dad-11518	385	8	across	across	ADP
dad-11518	385	9	different	different	ADJ
dad-11518	385	10	policy	policy	NOUN
dad-11518	385	11	models	model	NOUN
dad-11518	385	12	?	?	PUNCT
dad-11518	386	1	for	for	ADP
dad-11518	386	2	analysing	analyse	VERB
dad-11518	386	3	the	the	DET
dad-11518	386	4	learned	learn	VERB
dad-11518	386	5	behaviour	behaviour	NOUN
dad-11518	386	6	and	and	CCONJ
dad-11518	386	7	computing	compute	VERB
dad-11518	386	8	similarity	similarity	NOUN
dad-11518	386	9	scores	score	NOUN
dad-11518	386	10	within	within	ADP
dad-11518	386	11	and	and	CCONJ
dad-11518	386	12	between	between	ADP
dad-11518	386	13	learning	learn	VERB
dad-11518	386	14	setups	setup	NOUN
dad-11518	386	15	,	,	PUNCT
dad-11518	386	16	the	the	DET
dad-11518	386	17	camrestaurants	camrestaurant	NOUN
dad-11518	386	18	domain	domain	NOUN
dad-11518	386	19	is	be	AUX
dad-11518	386	20	used	use	VERB
dad-11518	386	21	.	.	PUNCT
dad-11518	387	1	5.1	5.1	NUM
dad-11518	387	2	consistency	consistency	NOUN
dad-11518	387	3	of	of	ADP
dad-11518	387	4	policies	policy	NOUN
dad-11518	387	5	as	as	SCONJ
dad-11518	387	6	each	each	DET
dad-11518	387	7	combination	combination	NOUN
dad-11518	387	8	of	of	ADP
dad-11518	387	9	reward	reward	NOUN
dad-11518	387	10	model	model	NOUN
dad-11518	387	11	,	,	PUNCT
dad-11518	387	12	policy	policy	NOUN
dad-11518	387	13	model	model	NOUN
dad-11518	387	14	and	and	CCONJ
dad-11518	387	15	semantic	semantic	ADJ
dad-11518	387	16	error	error	NOUN
dad-11518	387	17	rate	rate	NOUN
dad-11518	387	18	has	have	AUX
dad-11518	387	19	been	be	AUX
dad-11518	387	20	trained	train	VERB
dad-11518	387	21	with	with	ADP
dad-11518	387	22	three	three	NUM
dad-11518	387	23	random	random	ADJ
dad-11518	387	24	seeds	seed	NOUN
dad-11518	387	25	,	,	PUNCT
dad-11518	387	26	this	this	DET
dad-11518	387	27	section	section	NOUN
dad-11518	387	28	addresses	address	VERB
dad-11518	387	29	the	the	DET
dad-11518	387	30	question	question	NOUN
dad-11518	387	31	about	about	ADP
dad-11518	387	32	the	the	DET
dad-11518	387	33	consistency	consistency	NOUN
dad-11518	387	34	of	of	ADP
dad-11518	387	35	the	the	DET
dad-11518	387	36	resulting	result	VERB
dad-11518	387	37	learned	learn	VERB
dad-11518	387	38	behaviour	behaviour	NOUN
dad-11518	387	39	.	.	PUNCT
dad-11518	388	1	thus	thus	ADV
dad-11518	388	2	,	,	PUNCT
dad-11518	388	3	for	for	ADP
dad-11518	388	4	each	each	DET
dad-11518	388	5	setup	setup	NOUN
dad-11518	388	6	,	,	PUNCT
dad-11518	388	7	the	the	DET
dad-11518	388	8	policy	policy	NOUN
dad-11518	388	9	of	of	ADP
dad-11518	388	10	each	each	DET
dad-11518	388	11	random	random	ADJ
dad-11518	388	12	seed	seed	NOUN
dad-11518	388	13	has	have	AUX
dad-11518	388	14	been	be	AUX
dad-11518	388	15	evaluated	evaluate	VERB
dad-11518	388	16	with	with	ADP
dad-11518	388	17	the	the	DET
dad-11518	388	18	dialogue	dialogue	NOUN
dad-11518	388	19	states	state	NOUN
dad-11518	388	20	from	from	ADP
dad-11518	388	21	100	100	NUM
dad-11518	388	22	evaluation	evaluation	NOUN
dad-11518	388	23	dialogues	dialogue	NOUN
dad-11518	388	24	taken	take	VERB
dad-11518	388	25	from	from	ADP
dad-11518	388	26	one	one	NUM
dad-11518	388	27	of	of	ADP
dad-11518	388	28	the	the	DET
dad-11518	388	29	policies	policy	NOUN
dad-11518	388	30	.	.	PUNCT
dad-11518	389	1	a	a	DET
dad-11518	389	2	different	different	ADJ
dad-11518	389	3	set	set	NOUN
dad-11518	389	4	of	of	ADP
dad-11518	389	5	states	state	NOUN
dad-11518	389	6	is	be	AUX
dad-11518	389	7	used	use	VERB
dad-11518	389	8	for	for	ADP
dad-11518	389	9	each	each	DET
dad-11518	389	10	noise	noise	NOUN
dad-11518	389	11	level	level	NOUN
dad-11518	389	12	.	.	PUNCT
dad-11518	390	1	each	each	DET
dad-11518	390	2	random	random	ADJ
dad-11518	390	3	seed	seed	NOUN
dad-11518	390	4	’s	’s	PART
dad-11518	390	5	policy	policy	NOUN
dad-11518	390	6	is	be	AUX
dad-11518	390	7	then	then	ADV
dad-11518	390	8	compared	compare	VERB
dad-11518	390	9	with	with	ADP
dad-11518	390	10	the	the	DET
dad-11518	390	11	policy	policy	NOUN
dad-11518	390	12	of	of	ADP
dad-11518	390	13	the	the	DET
dad-11518	390	14	two	two	NUM
dad-11518	390	15	other	other	ADJ
dad-11518	390	16	random	random	ADJ
dad-11518	390	17	seeds	seed	NOUN
dad-11518	390	18	resulting	result	VERB
dad-11518	390	19	in	in	ADP
dad-11518	390	20	a	a	DET
dad-11518	390	21	total	total	NOUN
dad-11518	390	22	of	of	ADP
dad-11518	390	23	three	three	NUM
dad-11518	390	24	comparisons	comparison	NOUN
dad-11518	390	25	.	.	PUNCT
dad-11518	391	1	for	for	ADP
dad-11518	391	2	each	each	DET
dad-11518	391	3	policy	policy	NOUN
dad-11518	391	4	model	model	NOUN
dad-11518	391	5	and	and	CCONJ
dad-11518	391	6	reward	reward	NOUN
dad-11518	391	7	model	model	NOUN
dad-11518	391	8	,	,	PUNCT
dad-11518	391	9	the	the	DET
dad-11518	391	10	similarity	similarity	NOUN
dad-11518	391	11	scores	score	NOUN
dad-11518	391	12	of	of	ADP
dad-11518	391	13	these	these	DET
dad-11518	391	14	three	three	NUM
dad-11518	391	15	comparisons	comparison	NOUN
dad-11518	391	16	are	be	AUX
dad-11518	391	17	averaged	average	VERB
dad-11518	391	18	.	.	PUNCT
dad-11518	392	1	the	the	DET
dad-11518	392	2	full	full	ADJ
dad-11518	392	3	scores	score	NOUN
dad-11518	392	4	are	be	AUX
dad-11518	392	5	shown	show	VERB
dad-11518	392	6	in	in	ADP
dad-11518	392	7	the	the	DET
dad-11518	392	8	appendix	appendix	NOUN
dad-11518	392	9	in	in	ADP
dad-11518	392	10	table	table	NOUN
dad-11518	392	11	12	12	NUM
dad-11518	392	12	.	.	PUNCT
dad-11518	393	1	the	the	DET
dad-11518	393	2	similarity	similarity	NOUN
dad-11518	393	3	scores	score	NOUN
dad-11518	393	4	shown	show	VERB
dad-11518	393	5	in	in	ADP
dad-11518	393	6	table	table	NOUN
dad-11518	393	7	9	9	NUM
dad-11518	393	8	show	show	VERB
dad-11518	393	9	the	the	DET
dad-11518	393	10	average	average	ADJ
dad-11518	393	11	scores	score	NOUN
dad-11518	393	12	for	for	ADP
dad-11518	393	13	tmr	tmr	PROPN
dad-11518	393	14	,	,	PUNCT
dad-11518	393	15	dmr	dmr	PROPN
dad-11518	393	16	,	,	PUNCT
dad-11518	393	17	and	and	CCONJ
dad-11518	393	18	cmr	cmr	PROPN
dad-11518	393	19	.	.	PUNCT
dad-11518	394	1	in	in	ADP
dad-11518	394	2	the	the	DET
dad-11518	394	3	left	left	ADJ
dad-11518	394	4	table	table	NOUN
dad-11518	394	5	,	,	PUNCT
dad-11518	394	6	the	the	DET
dad-11518	394	7	scores	score	NOUN
dad-11518	394	8	are	be	AUX
dad-11518	394	9	averaged	average	VERB
dad-11518	394	10	over	over	ADP
dad-11518	394	11	the	the	DET
dad-11518	394	12	different	different	ADJ
dad-11518	394	13	reward	reward	NOUN
dad-11518	394	14	models	model	NOUN
dad-11518	394	15	to	to	PART
dad-11518	394	16	identify	identify	VERB
dad-11518	394	17	which	which	DET
dad-11518	394	18	policy	policy	NOUN
dad-11518	394	19	model	model	NOUN
dad-11518	394	20	offers	offer	VERB
dad-11518	394	21	the	the	DET
dad-11518	394	22	most	most	ADJ
dad-11518	394	23	consistency	consistency	NOUN
dad-11518	394	24	during	during	ADP
dad-11518	394	25	training	training	NOUN
dad-11518	394	26	,	,	PUNCT
dad-11518	394	27	i.e.	i.e.	X
dad-11518	394	28	,	,	PUNCT
dad-11518	394	29	ends	end	VERB
dad-11518	394	30	up	up	ADP
dad-11518	394	31	in	in	ADP
dad-11518	394	32	similar	similar	ADJ
dad-11518	394	33	behaviour	behaviour	NOUN
dad-11518	394	34	independent	independent	ADJ
dad-11518	394	35	of	of	ADP
dad-11518	394	36	the	the	DET
dad-11518	394	37	random	random	ADJ
dad-11518	394	38	seed	seed	NOUN
dad-11518	394	39	.	.	PUNCT
dad-11518	395	1	overall	overall	ADJ
dad-11518	395	2	,	,	PUNCT
dad-11518	395	3	enac	enac	ADV
dad-11518	395	4	shows	show	VERB
dad-11518	395	5	the	the	DET
dad-11518	395	6	most	most	ADJ
dad-11518	395	7	consistency	consistency	NOUN
dad-11518	395	8	in	in	ADP
dad-11518	395	9	all	all	DET
dad-11518	395	10	three	three	NUM
dad-11518	395	11	metrics	metric	NOUN
dad-11518	395	12	.	.	PUNCT
dad-11518	396	1	for	for	ADP
dad-11518	396	2	0	0	NUM
dad-11518	396	3	%	%	NOUN
dad-11518	396	4	ser	ser	NOUN
dad-11518	396	5	,	,	PUNCT
dad-11518	396	6	enac	enac	ADV
dad-11518	396	7	seems	seem	VERB
dad-11518	396	8	to	to	PART
dad-11518	396	9	be	be	AUX
dad-11518	396	10	less	less	ADV
dad-11518	396	11	dependent	dependent	ADJ
dad-11518	396	12	on	on	ADP
dad-11518	396	13	the	the	DET
dad-11518	396	14	random	random	ADJ
dad-11518	396	15	seed	seed	NOUN
dad-11518	396	16	.	.	PUNCT
dad-11518	397	1	the	the	DET
dad-11518	397	2	gp	gp	NOUN
dad-11518	397	3	-	-	PUNCT
dad-11518	397	4	sarsa	sarsa	NOUN
dad-11518	397	5	shows	show	VERB
dad-11518	397	6	average	average	ADJ
dad-11518	397	7	consistency	consistency	NOUN
dad-11518	397	8	with	with	ADP
dad-11518	397	9	the	the	DET
dad-11518	397	10	worst	bad	ADJ
dad-11518	397	11	cmr	cmr	NOUN
dad-11518	397	12	for	for	ADP
dad-11518	397	13	0	0	NUM
dad-11518	397	14	%	%	NOUN
dad-11518	397	15	and	and	CCONJ
dad-11518	397	16	15	15	NUM
dad-11518	397	17	%	%	NOUN
dad-11518	397	18	ser	ser	NOUN
dad-11518	397	19	.	.	PUNCT
dad-11518	398	1	on	on	ADP
dad-11518	398	2	the	the	DET
dad-11518	398	3	right	right	ADJ
dad-11518	398	4	side	side	NOUN
dad-11518	398	5	of	of	ADP
dad-11518	398	6	table	table	NOUN
dad-11518	398	7	9	9	NUM
dad-11518	398	8	,	,	PUNCT
dad-11518	398	9	the	the	DET
dad-11518	398	10	scores	score	NOUN
dad-11518	398	11	are	be	AUX
dad-11518	398	12	averaged	average	VERB
dad-11518	398	13	over	over	ADP
dad-11518	398	14	the	the	DET
dad-11518	398	15	policy	policy	NOUN
dad-11518	398	16	models	model	NOUN
dad-11518	398	17	to	to	PART
dad-11518	398	18	identify	identify	VERB
dad-11518	398	19	which	which	DET
dad-11518	398	20	reward	reward	NOUN
dad-11518	398	21	model	model	NOUN
dad-11518	398	22	offers	offer	VERB
dad-11518	398	23	the	the	DET
dad-11518	398	24	most	most	ADJ
dad-11518	398	25	consistency	consistency	NOUN
dad-11518	398	26	during	during	ADP
dad-11518	398	27	training	training	NOUN
dad-11518	398	28	.	.	PUNCT
dad-11518	399	1	here	here	ADV
dad-11518	399	2	,	,	PUNCT
dad-11518	399	3	rts	rt	NOUN
dad-11518	399	4	shows	show	VERB
dad-11518	399	5	overall	overall	ADJ
dad-11518	399	6	good	good	ADJ
dad-11518	399	7	performance	performance	NOUN
dad-11518	399	8	but	but	CCONJ
dad-11518	399	9	also	also	ADV
dad-11518	399	10	rs	rs	VERB
dad-11518	399	11	iq	iq	NOUN
dad-11518	399	12	and	and	CCONJ
dad-11518	399	13	rbi	rbi	NOUN
dad-11518	399	14	iq	iq	NOUN
dad-11518	399	15	are	be	AUX
dad-11518	399	16	not	not	PART
dad-11518	399	17	fare	fare	VERB
dad-11518	399	18	off	off	ADP
dad-11518	399	19	and	and	CCONJ
dad-11518	399	20	in	in	ADP
dad-11518	399	21	some	some	DET
dad-11518	399	22	cases	case	NOUN
dad-11518	399	23	even	even	ADV
dad-11518	399	24	more	more	ADV
dad-11518	399	25	consistent	consistent	ADJ
dad-11518	399	26	than	than	ADP
dad-11518	399	27	rts	rt	NOUN
dad-11518	399	28	,	,	PUNCT
dad-11518	399	29	e.g.	e.g.	ADV
dad-11518	399	30	,	,	PUNCT
dad-11518	399	31	tmr	tmr	PROPN
dad-11518	399	32	with	with	ADP
dad-11518	399	33	30	30	NUM
dad-11518	399	34	%	%	NOUN
dad-11518	399	35	ser	ser	NOUN
dad-11518	399	36	.	.	PUNCT
dad-11518	400	1	5.2	5.2	NUM
dad-11518	400	2	similarity	similarity	NOUN
dad-11518	400	3	between	between	ADP
dad-11518	400	4	reward	reward	NOUN
dad-11518	400	5	models	model	NOUN
dad-11518	400	6	to	to	PART
dad-11518	400	7	gain	gain	VERB
dad-11518	400	8	deeper	deep	ADJ
dad-11518	400	9	understanding	understanding	NOUN
dad-11518	400	10	of	of	ADP
dad-11518	400	11	how	how	SCONJ
dad-11518	400	12	similar	similar	ADJ
dad-11518	400	13	the	the	DET
dad-11518	400	14	behaviour	behaviour	NOUN
dad-11518	400	15	of	of	ADP
dad-11518	400	16	the	the	DET
dad-11518	400	17	trained	train	VERB
dad-11518	400	18	policies	policy	NOUN
dad-11518	400	19	are	be	AUX
dad-11518	400	20	that	that	PRON
dad-11518	400	21	originate	originate	VERB
dad-11518	400	22	from	from	ADP
dad-11518	400	23	the	the	DET
dad-11518	400	24	different	different	ADJ
dad-11518	400	25	reward	reward	NOUN
dad-11518	400	26	models	model	NOUN
dad-11518	400	27	,	,	PUNCT
dad-11518	400	28	this	this	DET
dad-11518	400	29	section	section	NOUN
dad-11518	400	30	compares	compare	VERB
dad-11518	400	31	policies	policy	NOUN
dad-11518	400	32	from	from	ADP
dad-11518	400	33	different	different	ADJ
dad-11518	400	34	reward	reward	NOUN
dad-11518	400	35	models	model	NOUN
dad-11518	400	36	resulting	result	VERB
dad-11518	400	37	in	in	ADP
dad-11518	400	38	pair	pair	NOUN
dad-11518	400	39	-	-	PUNCT
dad-11518	400	40	wise	wise	ADJ
dad-11518	400	41	comparisons	comparison	NOUN
dad-11518	400	42	of	of	ADP
dad-11518	400	43	the	the	DET
dad-11518	400	44	policy	policy	NOUN
dad-11518	400	45	of	of	ADP
dad-11518	400	46	each	each	DET
dad-11518	400	47	random	random	ADJ
dad-11518	400	48	seed	seed	NOUN
dad-11518	400	49	of	of	ADP
dad-11518	400	50	one	one	NUM
dad-11518	400	51	reward	reward	NOUN
dad-11518	400	52	model	model	NOUN
dad-11518	400	53	with	with	ADP
dad-11518	400	54	the	the	DET
dad-11518	400	55	policies	policy	NOUN
dad-11518	400	56	of	of	ADP
dad-11518	400	57	each	each	DET
dad-11518	400	58	random	random	ADJ
dad-11518	400	59	seed	seed	NOUN
dad-11518	400	60	of	of	ADP
dad-11518	400	61	another	another	DET
dad-11518	400	62	reward	reward	NOUN
dad-11518	400	63	model	model	NOUN
dad-11518	400	64	within	within	ADP
dad-11518	400	65	one	one	NUM
dad-11518	400	66	policy	policy	NOUN
dad-11518	400	67	model	model	NOUN
dad-11518	400	68	.	.	PUNCT
dad-11518	401	1	with	with	ADP
dad-11518	401	2	three	three	NUM
dad-11518	401	3	random	random	ADJ
dad-11518	401	4	seeds	seed	NOUN
dad-11518	401	5	each	each	PRON
dad-11518	401	6	,	,	PUNCT
dad-11518	401	7	this	this	PRON
dad-11518	401	8	results	result	VERB
dad-11518	401	9	in	in	ADP
dad-11518	401	10	nine	nine	NUM
dad-11518	401	11	comparisons	comparison	NOUN
dad-11518	401	12	.	.	PUNCT
dad-11518	402	1	as	as	ADP
dad-11518	402	2	in	in	ADP
dad-11518	402	3	the	the	DET
dad-11518	402	4	previous	previous	ADJ
dad-11518	402	5	section	section	NOUN
dad-11518	402	6	,	,	PUNCT
dad-11518	402	7	each	each	DET
dad-11518	402	8	policy	policy	NOUN
dad-11518	402	9	is	be	AUX
dad-11518	402	10	evaluated	evaluate	VERB
dad-11518	402	11	with	with	ADP
dad-11518	402	12	100	100	NUM
dad-11518	402	13	evaluation	evaluation	NOUN
dad-11518	402	14	dialogues	dialogue	NOUN
dad-11518	402	15	taken	take	VERB
dad-11518	402	16	from	from	ADP
dad-11518	402	17	one	one	NUM
dad-11518	402	18	of	of	ADP
dad-11518	402	19	the	the	DET
dad-11518	402	20	policies	policy	NOUN
dad-11518	402	21	.	.	PUNCT
dad-11518	403	1	for	for	ADP
dad-11518	403	2	each	each	DET
dad-11518	403	3	policy	policy	NOUN
dad-11518	403	4	model	model	NOUN
dad-11518	403	5	and	and	CCONJ
dad-11518	403	6	reward	reward	VERB
dad-11518	403	7	model	model	PROPN
dad-11518	403	8	comparison	comparison	NOUN
dad-11518	403	9	,	,	PUNCT
dad-11518	403	10	the	the	DET
dad-11518	403	11	similarity	similarity	NOUN
dad-11518	403	12	scores	score	NOUN
dad-11518	403	13	are	be	AUX
dad-11518	403	14	averaged	average	VERB
dad-11518	403	15	.	.	PUNCT
dad-11518	404	1	the	the	DET
dad-11518	404	2	full	full	ADJ
dad-11518	404	3	scores	score	NOUN
dad-11518	404	4	are	be	AUX
dad-11518	404	5	shown	show	VERB
dad-11518	404	6	in	in	ADP
dad-11518	404	7	the	the	DET
dad-11518	404	8	appendix	appendix	NOUN
dad-11518	404	9	in	in	ADP
dad-11518	404	10	table	table	NOUN
dad-11518	404	11	13	13	NUM
dad-11518	404	12	.	.	PUNCT
dad-11518	405	1	the	the	DET
dad-11518	405	2	similarity	similarity	NOUN
dad-11518	405	3	scores	score	NOUN
dad-11518	405	4	shown	show	VERB
dad-11518	405	5	in	in	ADP
dad-11518	405	6	table	table	NOUN
dad-11518	405	7	10	10	NUM
dad-11518	405	8	show	show	VERB
dad-11518	405	9	the	the	DET
dad-11518	405	10	average	average	ADJ
dad-11518	405	11	scores	score	NOUN
dad-11518	405	12	for	for	ADP
dad-11518	405	13	tmr	tmr	PROPN
dad-11518	405	14	,	,	PUNCT
dad-11518	405	15	dmr	dmr	PROPN
dad-11518	405	16	,	,	PUNCT
dad-11518	405	17	and	and	CCONJ
dad-11518	405	18	cmr	cmr	PROPN
dad-11518	405	19	.	.	PUNCT
dad-11518	406	1	in	in	ADP
dad-11518	406	2	the	the	DET
dad-11518	406	3	left	left	ADJ
dad-11518	406	4	table	table	NOUN
dad-11518	406	5	,	,	PUNCT
dad-11518	406	6	the	the	DET
dad-11518	406	7	scores	score	NOUN
dad-11518	406	8	are	be	AUX
dad-11518	406	9	averaged	average	VERB
dad-11518	406	10	over	over	ADP
dad-11518	406	11	the	the	DET
dad-11518	406	12	different	different	ADJ
dad-11518	406	13	reward	reward	NOUN
dad-11518	406	14	model	model	NOUN
dad-11518	406	15	pairs	pair	NOUN
dad-11518	406	16	to	to	PART
dad-11518	406	17	identify	identify	VERB
dad-11518	406	18	which	which	DET
dad-11518	406	19	policy	policy	NOUN
dad-11518	406	20	model	model	NOUN
dad-11518	406	21	results	result	VERB
dad-11518	406	22	in	in	ADP
dad-11518	406	23	the	the	DET
dad-11518	406	24	most	most	ADV
dad-11518	406	25	similar	similar	ADJ
dad-11518	406	26	behaviour	behaviour	NOUN
dad-11518	406	27	during	during	ADP
dad-11518	406	28	training	training	NOUN
dad-11518	406	29	,	,	PUNCT
dad-11518	406	30	i.e.	i.e.	X
dad-11518	406	31	,	,	PUNCT
dad-11518	406	32	ends	end	VERB
dad-11518	406	33	up	up	ADP
dad-11518	406	34	in	in	ADP
dad-11518	406	35	similar	similar	ADJ
dad-11518	406	36	behaviour	behaviour	NOUN
dad-11518	406	37	independent	independent	ADJ
dad-11518	406	38	of	of	ADP
dad-11518	406	39	the	the	DET
dad-11518	406	40	reward	reward	NOUN
dad-11518	406	41	model	model	NOUN
dad-11518	406	42	.	.	PUNCT
dad-11518	407	1	overall	overall	ADV
dad-11518	407	2	,	,	PUNCT
dad-11518	407	3	dqn	dqn	NOUN
dad-11518	407	4	shows	show	VERB
dad-11518	407	5	the	the	DET
dad-11518	407	6	highest	high	ADJ
dad-11518	407	7	similarity	similarity	NOUN
dad-11518	407	8	in	in	ADP
dad-11518	407	9	all	all	DET
dad-11518	407	10	three	three	NUM
dad-11518	407	11	metrics	metric	NOUN
dad-11518	407	12	.	.	PUNCT
dad-11518	408	1	for	for	ADP
dad-11518	408	2	0	0	NUM
dad-11518	408	3	%	%	NOUN
dad-11518	408	4	ser	ser	NOUN
dad-11518	408	5	,	,	PUNCT
dad-11518	408	6	gp	gp	NOUN
dad-11518	408	7	-	-	NOUN
dad-11518	408	8	sarsa	sarsa	NOUN
dad-11518	408	9	seems	seem	VERB
dad-11518	408	10	to	to	PART
dad-11518	408	11	result	result	VERB
dad-11518	408	12	in	in	ADP
dad-11518	408	13	more	more	ADV
dad-11518	408	14	similar	similar	ADJ
dad-11518	408	15	behaviour	behaviour	NOUN
dad-11518	408	16	independent	independent	ADJ
dad-11518	408	17	for	for	ADP
dad-11518	408	18	the	the	DET
dad-11518	408	19	reward	reward	NOUN
dad-11518	408	20	model	model	NOUN
dad-11518	408	21	.	.	PUNCT
dad-11518	409	1	on	on	ADP
dad-11518	409	2	the	the	DET
dad-11518	409	3	right	right	ADJ
dad-11518	409	4	side	side	NOUN
dad-11518	409	5	of	of	ADP
dad-11518	409	6	table	table	NOUN
dad-11518	409	7	10	10	NUM
dad-11518	409	8	,	,	PUNCT
dad-11518	409	9	the	the	DET
dad-11518	409	10	scores	score	NOUN
dad-11518	409	11	are	be	AUX
dad-11518	409	12	averaged	average	VERB
dad-11518	409	13	over	over	ADP
dad-11518	409	14	the	the	DET
dad-11518	409	15	policy	policy	NOUN
dad-11518	409	16	models	model	NOUN
dad-11518	409	17	to	to	PART
dad-11518	409	18	identify	identify	VERB
dad-11518	409	19	which	which	PRON
dad-11518	409	20	reward	reward	VERB
dad-11518	409	21	model	model	NOUN
dad-11518	409	22	pair	pair	NOUN
dad-11518	409	23	results	result	NOUN
dad-11518	409	24	in	in	ADP
dad-11518	409	25	the	the	DET
dad-11518	409	26	highest	high	ADJ
dad-11518	409	27	similarity	similarity	NOUN
dad-11518	409	28	in	in	ADP
dad-11518	409	29	behaviour	behaviour	NOUN
dad-11518	409	30	independent	independent	ADJ
dad-11518	409	31	of	of	ADP
dad-11518	409	32	the	the	DET
dad-11518	409	33	chosen	choose	VERB
dad-11518	409	34	policy	policy	NOUN
dad-11518	409	35	model	model	NOUN
dad-11518	409	36	.	.	PUNCT
dad-11518	410	1	overall	overall	ADJ
dad-11518	410	2	,	,	PUNCT
dad-11518	410	3	rts	rt	NOUN
dad-11518	410	4	–	–	PUNCT
dad-11518	410	5	rbi	rbi	NOUN
dad-11518	410	6	iq	iq	NOUN
dad-11518	410	7	shows	show	VERB
dad-11518	410	8	the	the	DET
dad-11518	410	9	highest	high	ADJ
dad-11518	410	10	similarity	similarity	NOUN
dad-11518	410	11	.	.	PUNCT
dad-11518	411	1	interestingly	interestingly	ADV
dad-11518	411	2	,	,	PUNCT
dad-11518	411	3	the	the	DET
dad-11518	411	4	low	low	ADJ
dad-11518	411	5	score	score	NOUN
dad-11518	411	6	of	of	ADP
dad-11518	411	7	rs	rs	INTJ
dad-11518	411	8	iq	iq	NOUN
dad-11518	411	9	–	–	PUNCT
dad-11518	411	10	rbi	rbi	NOUN
dad-11518	411	11	iq	iq	NOUN
dad-11518	411	12	100	100	NUM
dad-11518	411	13	user	user	NOUN
dad-11518	411	14	satisfaction	satisfaction	NOUN
dad-11518	411	15	reward	reward	NOUN
dad-11518	411	16	estimation	estimation	NOUN
dad-11518	411	17	across	across	ADP
dad-11518	411	18	domains	domain	NOUN
dad-11518	411	19	table	table	VERB
dad-11518	411	20	9	9	NUM
dad-11518	411	21	:	:	PUNCT
dad-11518	411	22	the	the	DET
dad-11518	411	23	similarity	similarity	NOUN
dad-11518	411	24	scores	score	NOUN
dad-11518	411	25	analysing	analyse	VERB
dad-11518	411	26	the	the	DET
dad-11518	411	27	consistency	consistency	NOUN
dad-11518	411	28	of	of	ADP
dad-11518	411	29	policies	policy	NOUN
dad-11518	411	30	.	.	PUNCT
dad-11518	412	1	on	on	ADP
dad-11518	412	2	the	the	DET
dad-11518	412	3	left	left	ADJ
dad-11518	412	4	side	side	NOUN
dad-11518	412	5	,	,	PUNCT
dad-11518	412	6	the	the	DET
dad-11518	412	7	mean	mean	ADJ
dad-11518	412	8	match	match	NOUN
dad-11518	412	9	rates	rate	NOUN
dad-11518	412	10	for	for	ADP
dad-11518	412	11	different	different	ADJ
dad-11518	412	12	policy	policy	NOUN
dad-11518	412	13	models	model	NOUN
dad-11518	412	14	is	be	AUX
dad-11518	412	15	shown	show	VERB
dad-11518	412	16	averaged	average	VERB
dad-11518	412	17	over	over	ADP
dad-11518	412	18	the	the	DET
dad-11518	412	19	respective	respective	ADJ
dad-11518	412	20	reward	reward	NOUN
dad-11518	412	21	models	model	NOUN
dad-11518	412	22	.	.	PUNCT
dad-11518	413	1	the	the	DET
dad-11518	413	2	right	right	ADJ
dad-11518	413	3	side	side	NOUN
dad-11518	413	4	shows	show	VERB
dad-11518	413	5	the	the	DET
dad-11518	413	6	mean	mean	ADJ
dad-11518	413	7	match	match	NOUN
dad-11518	413	8	rates	rate	NOUN
dad-11518	413	9	for	for	ADP
dad-11518	413	10	different	different	ADJ
dad-11518	413	11	reward	reward	NOUN
dad-11518	413	12	models	model	NOUN
dad-11518	413	13	averaged	average	VERB
dad-11518	413	14	over	over	ADP
dad-11518	413	15	the	the	DET
dad-11518	413	16	respective	respective	ADJ
dad-11518	413	17	policy	policy	NOUN
dad-11518	413	18	models	model	NOUN
dad-11518	413	19	.	.	PUNCT
dad-11518	414	1	ser	ser	NOUN
dad-11518	414	2	type	type	PROPN
dad-11518	414	3	tmr	tmr	PROPN
dad-11518	414	4	dmr	dmr	PROPN
dad-11518	414	5	cmr	cmr	PROPN
dad-11518	414	6	0	0	NUM
dad-11518	414	7	%	%	NOUN
dad-11518	414	8	gp	gp	NOUN
dad-11518	414	9	0.46	0.46	NUM
dad-11518	414	10	0.72	0.72	NUM
dad-11518	414	11	0.44	0.44	NUM
dad-11518	414	12	dqn	dqn	NOUN
dad-11518	414	13	0.42	0.42	NUM
dad-11518	414	14	0.73	0.73	NUM
dad-11518	414	15	0.50	0.50	NUM
dad-11518	414	16	enac	enac	ADJ
dad-11518	414	17	0.55	0.55	NUM
dad-11518	414	18	0.83	0.83	NUM
dad-11518	414	19	0.64	0.64	NUM
dad-11518	414	20	15	15	NUM
dad-11518	414	21	%	%	NOUN
dad-11518	414	22	gp	gp	NOUN
dad-11518	414	23	0.52	0.52	NUM
dad-11518	414	24	0.73	0.73	NUM
dad-11518	414	25	0.48	0.48	NUM
dad-11518	414	26	dqn	dqn	NOUN
dad-11518	414	27	0.50	0.50	NUM
dad-11518	414	28	0.76	0.76	NUM
dad-11518	414	29	0.42	0.42	NUM
dad-11518	414	30	enac	enac	ADJ
dad-11518	414	31	0.49	0.49	NUM
dad-11518	414	32	0.72	0.72	NUM
dad-11518	414	33	0.62	0.62	NUM
dad-11518	414	34	30	30	NUM
dad-11518	414	35	%	%	NOUN
dad-11518	414	36	gp	gp	NOUN
dad-11518	414	37	0.45	0.45	NUM
dad-11518	414	38	0.64	0.64	NUM
dad-11518	414	39	0.52	0.52	NUM
dad-11518	414	40	dqn	dqn	NOUN
dad-11518	414	41	0.52	0.52	NUM
dad-11518	414	42	0.70	0.70	NUM
dad-11518	414	43	0.45	0.45	NUM
dad-11518	414	44	enac	enac	ADJ
dad-11518	414	45	0.42	0.42	NUM
dad-11518	414	46	0.69	0.69	NUM
dad-11518	414	47	0.57	0.57	NUM
dad-11518	414	48	all	all	PRON
dad-11518	414	49	gp	gp	NOUN
dad-11518	414	50	0.48	0.48	NUM
dad-11518	414	51	0.70	0.70	NUM
dad-11518	414	52	0.48	0.48	NUM
dad-11518	414	53	dqn	dqn	NOUN
dad-11518	414	54	0.48	0.48	NUM
dad-11518	414	55	0.73	0.73	NUM
dad-11518	414	56	0.46	0.46	NUM
dad-11518	414	57	enac	enac	ADJ
dad-11518	414	58	0.49	0.49	NUM
dad-11518	414	59	0.75	0.75	NUM
dad-11518	414	60	0.61	0.61	NUM
dad-11518	414	61	ser	ser	NOUN
dad-11518	414	62	type	type	NOUN
dad-11518	414	63	tmr	tmr	PROPN
dad-11518	414	64	dmr	dmr	PROPN
dad-11518	414	65	cmr	cmr	PROPN
dad-11518	414	66	0	0	NUM
dad-11518	414	67	%	%	NOUN
dad-11518	414	68	rts	rt	NOUN
dad-11518	414	69	0.51	0.51	NUM
dad-11518	414	70	0.79	0.79	NUM
dad-11518	414	71	0.58	0.58	NUM
dad-11518	414	72	rs	rs	NOUN
dad-11518	414	73	iq	iq	NOUN
dad-11518	414	74	0.47	0.47	NUM
dad-11518	414	75	0.75	0.75	NUM
dad-11518	414	76	0.46	0.46	NUM
dad-11518	414	77	rbi	rbi	NOUN
dad-11518	414	78	iq	iq	NOUN
dad-11518	414	79	0.46	0.46	NUM
dad-11518	414	80	0.73	0.73	NUM
dad-11518	414	81	0.55	0.55	NUM
dad-11518	414	82	15	15	NUM
dad-11518	414	83	%	%	NOUN
dad-11518	414	84	rts	rt	NOUN
dad-11518	414	85	0.49	0.49	NUM
dad-11518	414	86	0.77	0.77	NUM
dad-11518	414	87	0.57	0.57	NUM
dad-11518	414	88	rs	rs	NOUN
dad-11518	414	89	iq	iq	NOUN
dad-11518	414	90	0.48	0.48	NUM
dad-11518	414	91	0.71	0.71	NUM
dad-11518	414	92	0.54	0.54	NUM
dad-11518	414	93	rbi	rbi	NOUN
dad-11518	414	94	iq	iq	NOUN
dad-11518	414	95	0.54	0.54	NUM
dad-11518	414	96	0.73	0.73	NUM
dad-11518	414	97	0.41	0.41	NUM
dad-11518	414	98	30	30	NUM
dad-11518	414	99	%	%	NOUN
dad-11518	414	100	rts	rt	NOUN
dad-11518	415	1	0.43	0.43	NUM
dad-11518	415	2	0.68	0.68	NUM
dad-11518	415	3	0.52	0.52	NUM
dad-11518	415	4	rs	rs	NOUN
dad-11518	416	1	iq	iq	INTJ
dad-11518	416	2	0.51	0.51	NUM
dad-11518	416	3	0.69	0.69	NUM
dad-11518	416	4	0.53	0.53	NUM
dad-11518	416	5	rbi	rbi	NOUN
dad-11518	416	6	iq	iq	NOUN
dad-11518	416	7	0.44	0.44	NUM
dad-11518	416	8	0.66	0.66	NUM
dad-11518	416	9	0.48	0.48	NUM
dad-11518	416	10	all	all	DET
dad-11518	416	11	rts	rt	NOUN
dad-11518	416	12	0.48	0.48	NUM
dad-11518	416	13	0.74	0.74	NUM
dad-11518	416	14	0.56	0.56	NUM
dad-11518	416	15	rs	rs	NOUN
dad-11518	416	16	iq	iq	NOUN
dad-11518	416	17	0.49	0.49	NUM
dad-11518	416	18	0.72	0.72	NUM
dad-11518	416	19	0.51	0.51	NUM
dad-11518	416	20	rbi	rbi	NOUN
dad-11518	416	21	iq	iq	NOUN
dad-11518	416	22	0.48	0.48	NUM
dad-11518	416	23	0.71	0.71	NUM
dad-11518	416	24	0.48	0.48	NUM
dad-11518	416	25	shows	show	NOUN
dad-11518	416	26	that	that	SCONJ
dad-11518	416	27	both	both	DET
dad-11518	416	28	reward	reward	NOUN
dad-11518	416	29	models	model	NOUN
dad-11518	416	30	result	result	VERB
dad-11518	416	31	in	in	ADP
dad-11518	416	32	quite	quite	ADV
dad-11518	416	33	different	different	ADJ
dad-11518	416	34	behaviour	behaviour	NOUN
dad-11518	416	35	even	even	ADV
dad-11518	416	36	though	though	SCONJ
dad-11518	416	37	both	both	DET
dad-11518	416	38	models	model	NOUN
dad-11518	416	39	estimate	estimate	VERB
dad-11518	416	40	the	the	DET
dad-11518	416	41	same	same	ADJ
dad-11518	416	42	quantity	quantity	NOUN
dad-11518	416	43	,	,	PUNCT
dad-11518	416	44	i.e.	i.e.	X
dad-11518	416	45	,	,	PUNCT
dad-11518	416	46	the	the	DET
dad-11518	416	47	interaction	interaction	NOUN
dad-11518	416	48	quality	quality	NOUN
dad-11518	416	49	.	.	PUNCT
dad-11518	417	1	5.3	5.3	NUM
dad-11518	417	2	similarity	similarity	NOUN
dad-11518	417	3	between	between	ADP
dad-11518	417	4	policy	policy	NOUN
dad-11518	417	5	models	model	NOUN
dad-11518	417	6	to	to	PART
dad-11518	417	7	analyse	analyse	VERB
dad-11518	417	8	the	the	DET
dad-11518	417	9	behaviour	behaviour	NOUN
dad-11518	417	10	of	of	ADP
dad-11518	417	11	the	the	DET
dad-11518	417	12	trained	train	VERB
dad-11518	417	13	policies	policy	NOUN
dad-11518	417	14	that	that	PRON
dad-11518	417	15	originate	originate	VERB
dad-11518	417	16	from	from	ADP
dad-11518	417	17	the	the	DET
dad-11518	417	18	different	different	ADJ
dad-11518	417	19	policy	policy	NOUN
dad-11518	417	20	models	model	NOUN
dad-11518	417	21	,	,	PUNCT
dad-11518	417	22	this	this	DET
dad-11518	417	23	section	section	NOUN
dad-11518	417	24	compares	compare	VERB
dad-11518	417	25	policies	policy	NOUN
dad-11518	417	26	from	from	ADP
dad-11518	417	27	different	different	ADJ
dad-11518	417	28	policy	policy	NOUN
dad-11518	417	29	models	model	NOUN
dad-11518	417	30	resulting	result	VERB
dad-11518	417	31	in	in	ADP
dad-11518	417	32	pair	pair	NOUN
dad-11518	417	33	-	-	PUNCT
dad-11518	417	34	wise	wise	ADJ
dad-11518	417	35	comparisons	comparison	NOUN
dad-11518	417	36	of	of	ADP
dad-11518	417	37	the	the	DET
dad-11518	417	38	policy	policy	NOUN
dad-11518	417	39	of	of	ADP
dad-11518	417	40	each	each	DET
dad-11518	417	41	random	random	ADJ
dad-11518	417	42	seed	seed	NOUN
dad-11518	417	43	of	of	ADP
dad-11518	417	44	one	one	NUM
dad-11518	417	45	policy	policy	NOUN
dad-11518	417	46	model	model	NOUN
dad-11518	417	47	with	with	ADP
dad-11518	417	48	the	the	DET
dad-11518	417	49	policies	policy	NOUN
dad-11518	417	50	of	of	ADP
dad-11518	417	51	each	each	DET
dad-11518	417	52	random	random	ADJ
dad-11518	417	53	seed	seed	NOUN
dad-11518	417	54	of	of	ADP
dad-11518	417	55	another	another	DET
dad-11518	417	56	policy	policy	NOUN
dad-11518	417	57	model	model	NOUN
dad-11518	417	58	within	within	ADP
dad-11518	417	59	one	one	NUM
dad-11518	417	60	reward	reward	NOUN
dad-11518	417	61	model	model	NOUN
dad-11518	417	62	.	.	PUNCT
dad-11518	418	1	with	with	ADP
dad-11518	418	2	three	three	NUM
dad-11518	418	3	random	random	ADJ
dad-11518	418	4	seeds	seed	NOUN
dad-11518	418	5	each	each	PRON
dad-11518	418	6	,	,	PUNCT
dad-11518	418	7	this	this	PRON
dad-11518	418	8	results	result	VERB
dad-11518	418	9	in	in	ADP
dad-11518	418	10	nine	nine	NUM
dad-11518	418	11	comparisons	comparison	NOUN
dad-11518	418	12	.	.	PUNCT
dad-11518	419	1	as	as	ADP
dad-11518	419	2	in	in	ADP
dad-11518	419	3	the	the	DET
dad-11518	419	4	previous	previous	ADJ
dad-11518	419	5	sections	section	NOUN
dad-11518	419	6	,	,	PUNCT
dad-11518	419	7	each	each	DET
dad-11518	419	8	policy	policy	NOUN
dad-11518	419	9	is	be	AUX
dad-11518	419	10	evaluated	evaluate	VERB
dad-11518	419	11	with	with	ADP
dad-11518	419	12	100	100	NUM
dad-11518	419	13	evaluation	evaluation	NOUN
dad-11518	419	14	dialogues	dialogue	NOUN
dad-11518	419	15	taken	take	VERB
dad-11518	419	16	from	from	ADP
dad-11518	419	17	one	one	NUM
dad-11518	419	18	of	of	ADP
dad-11518	419	19	the	the	DET
dad-11518	419	20	policies	policy	NOUN
dad-11518	419	21	.	.	PUNCT
dad-11518	420	1	for	for	ADP
dad-11518	420	2	each	each	DET
dad-11518	420	3	policy	policy	NOUN
dad-11518	420	4	model	model	NOUN
dad-11518	420	5	and	and	CCONJ
dad-11518	420	6	reward	reward	VERB
dad-11518	420	7	model	model	PROPN
dad-11518	420	8	comparison	comparison	NOUN
dad-11518	420	9	,	,	PUNCT
dad-11518	420	10	the	the	DET
dad-11518	420	11	similarity	similarity	NOUN
dad-11518	420	12	scores	score	NOUN
dad-11518	420	13	are	be	AUX
dad-11518	420	14	averaged	average	VERB
dad-11518	420	15	.	.	PUNCT
dad-11518	421	1	the	the	DET
dad-11518	421	2	full	full	ADJ
dad-11518	421	3	scores	score	NOUN
dad-11518	421	4	are	be	AUX
dad-11518	421	5	shown	show	VERB
dad-11518	421	6	in	in	ADP
dad-11518	421	7	the	the	DET
dad-11518	421	8	appendix	appendix	NOUN
dad-11518	421	9	in	in	ADP
dad-11518	421	10	table	table	NOUN
dad-11518	421	11	14	14	NUM
dad-11518	421	12	.	.	PUNCT
dad-11518	422	1	the	the	DET
dad-11518	422	2	similarity	similarity	NOUN
dad-11518	422	3	scores	score	NOUN
dad-11518	422	4	shown	show	VERB
dad-11518	422	5	in	in	ADP
dad-11518	422	6	table	table	NOUN
dad-11518	422	7	11	11	NUM
dad-11518	422	8	show	show	VERB
dad-11518	422	9	the	the	DET
dad-11518	422	10	average	average	ADJ
dad-11518	422	11	scores	score	NOUN
dad-11518	422	12	for	for	ADP
dad-11518	422	13	tmr	tmr	PROPN
dad-11518	422	14	,	,	PUNCT
dad-11518	422	15	dmr	dmr	PROPN
dad-11518	422	16	,	,	PUNCT
dad-11518	422	17	and	and	CCONJ
dad-11518	422	18	cmr	cmr	PROPN
dad-11518	422	19	.	.	PUNCT
dad-11518	423	1	in	in	ADP
dad-11518	423	2	the	the	DET
dad-11518	423	3	left	left	ADJ
dad-11518	423	4	table	table	NOUN
dad-11518	423	5	,	,	PUNCT
dad-11518	423	6	the	the	DET
dad-11518	423	7	scores	score	NOUN
dad-11518	423	8	are	be	AUX
dad-11518	423	9	averaged	average	VERB
dad-11518	423	10	over	over	ADP
dad-11518	423	11	the	the	DET
dad-11518	423	12	different	different	ADJ
dad-11518	423	13	reward	reward	NOUN
dad-11518	423	14	models	model	NOUN
dad-11518	423	15	to	to	PART
dad-11518	423	16	identify	identify	VERB
dad-11518	423	17	which	which	DET
dad-11518	423	18	policy	policy	NOUN
dad-11518	423	19	model	model	NOUN
dad-11518	423	20	pair	pair	NOUN
dad-11518	423	21	learns	learn	VERB
dad-11518	423	22	the	the	DET
dad-11518	423	23	most	most	ADV
dad-11518	423	24	similar	similar	ADJ
dad-11518	423	25	behaviour	behaviour	NOUN
dad-11518	423	26	,	,	PUNCT
dad-11518	423	27	i.e.	i.e.	X
dad-11518	423	28	,	,	PUNCT
dad-11518	423	29	ends	end	VERB
dad-11518	423	30	up	up	ADP
dad-11518	423	31	in	in	ADP
dad-11518	423	32	similar	similar	ADJ
dad-11518	423	33	behaviour	behaviour	NOUN
dad-11518	423	34	independent	independent	ADJ
dad-11518	423	35	of	of	ADP
dad-11518	423	36	the	the	DET
dad-11518	423	37	reward	reward	NOUN
dad-11518	423	38	model	model	NOUN
dad-11518	423	39	.	.	PUNCT
dad-11518	424	1	overall	overall	ADJ
dad-11518	424	2	,	,	PUNCT
dad-11518	424	3	gp	gp	ADJ
dad-11518	424	4	–	–	PUNCT
dad-11518	424	5	enac	enac	ADV
dad-11518	424	6	shows	show	VERB
dad-11518	424	7	the	the	DET
dad-11518	424	8	highest	high	ADJ
dad-11518	424	9	similarity	similarity	NOUN
dad-11518	424	10	in	in	ADP
dad-11518	424	11	all	all	DET
dad-11518	424	12	three	three	NUM
dad-11518	424	13	metrics	metric	NOUN
dad-11518	424	14	.	.	PUNCT
dad-11518	425	1	for	for	ADP
dad-11518	425	2	15	15	NUM
dad-11518	425	3	%	%	NOUN
dad-11518	425	4	and	and	CCONJ
dad-11518	425	5	30	30	NUM
dad-11518	425	6	%	%	NOUN
dad-11518	425	7	ser	ser	NOUN
dad-11518	425	8	,	,	PUNCT
dad-11518	425	9	the	the	DET
dad-11518	425	10	two	two	NUM
dad-11518	425	11	deep	deep	ADJ
dad-11518	425	12	reinforcement	reinforcement	NOUN
dad-11518	425	13	learning	learning	NOUN
dad-11518	425	14	models	model	NOUN
dad-11518	425	15	dqn	dqn	ADV
dad-11518	425	16	–	–	PUNCT
dad-11518	425	17	enac	enac	ADJ
dad-11518	425	18	show	show	VERB
dad-11518	425	19	rather	rather	ADV
dad-11518	425	20	low	low	ADJ
dad-11518	425	21	similarity	similarity	NOUN
dad-11518	425	22	in	in	ADP
dad-11518	425	23	behaviour	behaviour	NOUN
dad-11518	425	24	.	.	PUNCT
dad-11518	426	1	on	on	ADP
dad-11518	426	2	the	the	DET
dad-11518	426	3	right	right	ADJ
dad-11518	426	4	side	side	NOUN
dad-11518	426	5	of	of	ADP
dad-11518	426	6	table	table	NOUN
dad-11518	426	7	11	11	NUM
dad-11518	426	8	,	,	PUNCT
dad-11518	426	9	the	the	DET
dad-11518	426	10	scores	score	NOUN
dad-11518	426	11	are	be	AUX
dad-11518	426	12	averaged	average	VERB
dad-11518	426	13	over	over	ADP
dad-11518	426	14	the	the	DET
dad-11518	426	15	policy	policy	NOUN
dad-11518	426	16	model	model	NOUN
dad-11518	426	17	pairs	pair	NOUN
dad-11518	426	18	to	to	PART
dad-11518	426	19	identify	identify	VERB
dad-11518	426	20	which	which	PRON
dad-11518	426	21	reward	reward	NOUN
dad-11518	426	22	model	model	NOUN
dad-11518	426	23	results	result	NOUN
dad-11518	426	24	in	in	ADP
dad-11518	426	25	the	the	DET
dad-11518	426	26	highest	high	ADJ
dad-11518	426	27	similarity	similarity	NOUN
dad-11518	426	28	among	among	ADP
dad-11518	426	29	the	the	DET
dad-11518	426	30	policy	policy	NOUN
dad-11518	426	31	models	model	NOUN
dad-11518	426	32	.	.	PUNCT
dad-11518	427	1	overall	overall	ADV
dad-11518	427	2	,	,	PUNCT
dad-11518	427	3	rs	rs	ADJ
dad-11518	427	4	iq	iq	PROPN
dad-11518	427	5	seems	seem	VERB
dad-11518	427	6	to	to	PART
dad-11518	427	7	be	be	AUX
dad-11518	427	8	the	the	DET
dad-11518	427	9	strongest	strong	ADJ
dad-11518	427	10	learning	learning	NOUN
dad-11518	427	11	signal	signal	NOUN
dad-11518	427	12	resulting	result	VERB
dad-11518	427	13	in	in	ADP
dad-11518	427	14	the	the	DET
dad-11518	427	15	most	most	ADV
dad-11518	427	16	similar	similar	ADJ
dad-11518	427	17	behaviour	behaviour	NOUN
dad-11518	427	18	between	between	ADP
dad-11518	427	19	policy	policy	NOUN
dad-11518	427	20	models	model	NOUN
dad-11518	427	21	.	.	PUNCT
dad-11518	428	1	the	the	DET
dad-11518	428	2	similarity	similarity	NOUN
dad-11518	428	3	resulting	result	VERB
dad-11518	428	4	from	from	ADP
dad-11518	428	5	using	use	VERB
dad-11518	428	6	rs	rs	NOUN
dad-11518	428	7	ts	ts	NOUN
dad-11518	428	8	,	,	PUNCT
dad-11518	428	9	instead	instead	ADV
dad-11518	428	10	,	,	PUNCT
dad-11518	428	11	is	be	AUX
dad-11518	428	12	rather	rather	ADV
dad-11518	428	13	low	low	ADJ
dad-11518	428	14	.	.	PUNCT
dad-11518	429	1	101	101	NUM
dad-11518	429	2	ultes	ulte	NOUN
dad-11518	429	3	and	and	CCONJ
dad-11518	429	4	maier	maier	PROPN
dad-11518	429	5	table	table	NOUN
dad-11518	429	6	10	10	NUM
dad-11518	429	7	:	:	PUNCT
dad-11518	429	8	the	the	DET
dad-11518	429	9	similarity	similarity	NOUN
dad-11518	429	10	scores	score	NOUN
dad-11518	429	11	analysing	analyse	VERB
dad-11518	429	12	the	the	DET
dad-11518	429	13	similarity	similarity	NOUN
dad-11518	429	14	between	between	ADP
dad-11518	429	15	reward	reward	NOUN
dad-11518	429	16	models	model	NOUN
dad-11518	429	17	.	.	PUNCT
dad-11518	430	1	on	on	ADP
dad-11518	430	2	the	the	DET
dad-11518	430	3	left	left	ADJ
dad-11518	430	4	side	side	NOUN
dad-11518	430	5	,	,	PUNCT
dad-11518	430	6	the	the	DET
dad-11518	430	7	mean	mean	ADJ
dad-11518	430	8	match	match	NOUN
dad-11518	430	9	rates	rate	NOUN
dad-11518	430	10	for	for	ADP
dad-11518	430	11	different	different	ADJ
dad-11518	430	12	policy	policy	NOUN
dad-11518	430	13	models	model	NOUN
dad-11518	430	14	is	be	AUX
dad-11518	430	15	shown	show	VERB
dad-11518	430	16	averaged	average	VERB
dad-11518	430	17	over	over	ADP
dad-11518	430	18	the	the	DET
dad-11518	430	19	respective	respective	ADJ
dad-11518	430	20	reward	reward	NOUN
dad-11518	430	21	model	model	NOUN
dad-11518	430	22	pairs	pair	NOUN
dad-11518	430	23	.	.	PUNCT
dad-11518	431	1	the	the	DET
dad-11518	431	2	right	right	ADJ
dad-11518	431	3	side	side	NOUN
dad-11518	431	4	shows	show	VERB
dad-11518	431	5	the	the	DET
dad-11518	431	6	mean	mean	ADJ
dad-11518	431	7	match	match	NOUN
dad-11518	431	8	rates	rate	NOUN
dad-11518	431	9	for	for	ADP
dad-11518	431	10	different	different	ADJ
dad-11518	431	11	reward	reward	NOUN
dad-11518	431	12	model	model	NOUN
dad-11518	431	13	pairs	pair	NOUN
dad-11518	431	14	averaged	average	VERB
dad-11518	431	15	over	over	ADP
dad-11518	431	16	the	the	DET
dad-11518	431	17	respective	respective	ADJ
dad-11518	431	18	policy	policy	NOUN
dad-11518	431	19	models	model	NOUN
dad-11518	431	20	.	.	PUNCT
dad-11518	432	1	ser	ser	NOUN
dad-11518	432	2	type	type	PROPN
dad-11518	432	3	tmr	tmr	PROPN
dad-11518	432	4	dmr	dmr	PROPN
dad-11518	432	5	cmr	cmr	PROPN
dad-11518	432	6	0	0	NUM
dad-11518	432	7	%	%	NOUN
dad-11518	432	8	gp	gp	NOUN
dad-11518	432	9	0.42	0.42	NUM
dad-11518	432	10	0.62	0.62	NUM
dad-11518	432	11	0.47	0.47	NUM
dad-11518	432	12	dqn	dqn	NOUN
dad-11518	432	13	0.38	0.38	NUM
dad-11518	432	14	0.59	0.59	NUM
dad-11518	432	15	0.42	0.42	NUM
dad-11518	432	16	enac	enac	ADJ
dad-11518	432	17	0.37	0.37	NUM
dad-11518	432	18	0.53	0.53	NUM
dad-11518	432	19	0.39	0.39	NUM
dad-11518	432	20	15	15	NUM
dad-11518	432	21	%	%	NOUN
dad-11518	432	22	gp	gp	NOUN
dad-11518	432	23	0.33	0.33	NUM
dad-11518	432	24	0.61	0.61	NUM
dad-11518	432	25	0.38	0.38	NUM
dad-11518	432	26	dqn	dqn	NOUN
dad-11518	432	27	0.40	0.40	NUM
dad-11518	432	28	0.64	0.64	NUM
dad-11518	432	29	0.46	0.46	NUM
dad-11518	432	30	enac	enac	ADJ
dad-11518	432	31	0.37	0.37	NUM
dad-11518	432	32	0.58	0.58	NUM
dad-11518	432	33	0.42	0.42	NUM
dad-11518	432	34	30	30	NUM
dad-11518	432	35	%	%	NOUN
dad-11518	432	36	gp	gp	NOUN
dad-11518	432	37	0.36	0.36	NUM
dad-11518	432	38	0.52	0.52	NUM
dad-11518	432	39	0.42	0.42	NUM
dad-11518	432	40	dqn	dqn	NOUN
dad-11518	432	41	0.41	0.41	NUM
dad-11518	432	42	0.60	0.60	NUM
dad-11518	432	43	0.47	0.47	NUM
dad-11518	432	44	enac	enac	ADJ
dad-11518	432	45	0.40	0.40	NUM
dad-11518	432	46	0.56	0.56	NUM
dad-11518	432	47	0.45	0.45	NUM
dad-11518	432	48	all	all	PRON
dad-11518	432	49	gp	gp	VERB
dad-11518	432	50	0.37	0.37	NUM
dad-11518	432	51	0.59	0.59	NUM
dad-11518	432	52	0.42	0.42	NUM
dad-11518	432	53	dqn	dqn	NOUN
dad-11518	432	54	0.40	0.40	NUM
dad-11518	432	55	0.61	0.61	NUM
dad-11518	432	56	0.45	0.45	NUM
dad-11518	432	57	enac	enac	ADJ
dad-11518	432	58	0.38	0.38	NUM
dad-11518	432	59	0.56	0.56	NUM
dad-11518	432	60	0.42	0.42	NUM
dad-11518	432	61	ser	ser	NOUN
dad-11518	432	62	type	type	NOUN
dad-11518	432	63	tmr	tmr	PROPN
dad-11518	432	64	dmr	dmr	PROPN
dad-11518	432	65	cmr	cmr	PROPN
dad-11518	432	66	0	0	NUM
dad-11518	432	67	%	%	NOUN
dad-11518	432	68	rts	rt	NOUN
dad-11518	432	69	–	–	PUNCT
dad-11518	432	70	rs	rs	INTJ
dad-11518	432	71	iq	iq	NOUN
dad-11518	432	72	0.34	0.34	NUM
dad-11518	432	73	0.54	0.54	NUM
dad-11518	432	74	0.41	0.41	NUM
dad-11518	432	75	rts	rt	NOUN
dad-11518	432	76	–	–	PUNCT
dad-11518	432	77	rbi	rbi	NOUN
dad-11518	432	78	iq	iq	NOUN
dad-11518	432	79	0.53	0.53	NUM
dad-11518	432	80	0.71	0.71	NUM
dad-11518	432	81	0.59	0.59	NUM
dad-11518	432	82	rs	rs	NOUN
dad-11518	432	83	iq	iq	NOUN
dad-11518	432	84	–	–	PUNCT
dad-11518	432	85	rbi	rbi	NOUN
dad-11518	432	86	iq	iq	VERB
dad-11518	432	87	0.29	0.29	NUM
dad-11518	432	88	0.48	0.48	NUM
dad-11518	432	89	0.27	0.27	NUM
dad-11518	432	90	15	15	NUM
dad-11518	432	91	%	%	NOUN
dad-11518	432	92	rts	rt	NOUN
dad-11518	432	93	–	–	PUNCT
dad-11518	432	94	rs	rs	INTJ
dad-11518	432	95	iq	iq	VERB
dad-11518	432	96	0.37	0.37	NUM
dad-11518	432	97	0.58	0.58	NUM
dad-11518	432	98	0.43	0.43	NUM
dad-11518	432	99	rts	rt	NOUN
dad-11518	432	100	–	–	PUNCT
dad-11518	432	101	rbi	rbi	NOUN
dad-11518	432	102	iq	iq	NOUN
dad-11518	432	103	0.47	0.47	NUM
dad-11518	432	104	0.70	0.70	NUM
dad-11518	432	105	0.53	0.53	NUM
dad-11518	432	106	rs	rs	NOUN
dad-11518	432	107	iq	iq	NOUN
dad-11518	432	108	–	–	PUNCT
dad-11518	432	109	rbi	rbi	NOUN
dad-11518	432	110	iq	iq	NOUN
dad-11518	432	111	0.27	0.27	NUM
dad-11518	432	112	0.55	0.55	NUM
dad-11518	432	113	0.31	0.31	NUM
dad-11518	432	114	30	30	NUM
dad-11518	432	115	%	%	NOUN
dad-11518	432	116	rts	rt	NOUN
dad-11518	432	117	–	–	PUNCT
dad-11518	432	118	rs	rs	INTJ
dad-11518	432	119	iq	iq	NOUN
dad-11518	432	120	0.34	0.34	NUM
dad-11518	432	121	0.48	0.48	NUM
dad-11518	432	122	0.41	0.41	NUM
dad-11518	432	123	rts	rt	NOUN
dad-11518	432	124	–	–	PUNCT
dad-11518	432	125	rbi	rbi	NOUN
dad-11518	432	126	iq	iq	VERB
dad-11518	432	127	0.52	0.52	NUM
dad-11518	432	128	0.71	0.71	NUM
dad-11518	432	129	0.59	0.59	NUM
dad-11518	432	130	rs	rs	NOUN
dad-11518	432	131	iq	iq	NOUN
dad-11518	432	132	–	–	PUNCT
dad-11518	432	133	rbi	rbi	NOUN
dad-11518	432	134	iq	iq	NOUN
dad-11518	432	135	0.30	0.30	NUM
dad-11518	432	136	0.49	0.49	NUM
dad-11518	432	137	0.34	0.34	NUM
dad-11518	432	138	all	all	DET
dad-11518	432	139	rts	rt	NOUN
dad-11518	432	140	–	–	PUNCT
dad-11518	432	141	rs	rs	INTJ
dad-11518	432	142	iq	iq	INTJ
dad-11518	432	143	0.35	0.35	NUM
dad-11518	432	144	0.53	0.53	NUM
dad-11518	432	145	0.42	0.42	NUM
dad-11518	432	146	rts	rt	NOUN
dad-11518	432	147	–	–	PUNCT
dad-11518	432	148	rbi	rbi	NOUN
dad-11518	432	149	iq	iq	VERB
dad-11518	432	150	0.51	0.51	NUM
dad-11518	432	151	0.71	0.71	NUM
dad-11518	432	152	0.57	0.57	NUM
dad-11518	432	153	rs	rs	NOUN
dad-11518	432	154	iq	iq	NOUN
dad-11518	432	155	–	–	PUNCT
dad-11518	432	156	rbi	rbi	NOUN
dad-11518	432	157	iq	iq	VERB
dad-11518	432	158	0.29	0.29	NUM
dad-11518	432	159	0.51	0.51	NUM
dad-11518	432	160	0.31	0.31	NUM
dad-11518	432	161	table	table	NOUN
dad-11518	432	162	11	11	NUM
dad-11518	432	163	:	:	PUNCT
dad-11518	432	164	the	the	DET
dad-11518	432	165	similarity	similarity	NOUN
dad-11518	432	166	scores	score	NOUN
dad-11518	432	167	analysing	analyse	VERB
dad-11518	432	168	the	the	DET
dad-11518	432	169	similarity	similarity	NOUN
dad-11518	432	170	between	between	ADP
dad-11518	432	171	policy	policy	NOUN
dad-11518	432	172	models	model	NOUN
dad-11518	432	173	.	.	PUNCT
dad-11518	433	1	on	on	ADP
dad-11518	433	2	the	the	DET
dad-11518	433	3	left	left	ADJ
dad-11518	433	4	side	side	NOUN
dad-11518	433	5	,	,	PUNCT
dad-11518	433	6	the	the	DET
dad-11518	433	7	mean	mean	ADJ
dad-11518	433	8	match	match	NOUN
dad-11518	433	9	rates	rate	NOUN
dad-11518	433	10	for	for	ADP
dad-11518	433	11	different	different	ADJ
dad-11518	433	12	policy	policy	NOUN
dad-11518	433	13	model	model	NOUN
dad-11518	433	14	pairs	pair	NOUN
dad-11518	433	15	is	be	AUX
dad-11518	433	16	shown	show	VERB
dad-11518	433	17	averaged	average	VERB
dad-11518	433	18	over	over	ADP
dad-11518	433	19	the	the	DET
dad-11518	433	20	respective	respective	ADJ
dad-11518	433	21	reward	reward	NOUN
dad-11518	433	22	models	model	NOUN
dad-11518	433	23	.	.	PUNCT
dad-11518	434	1	the	the	DET
dad-11518	434	2	right	right	ADJ
dad-11518	434	3	side	side	NOUN
dad-11518	434	4	shows	show	VERB
dad-11518	434	5	the	the	DET
dad-11518	434	6	mean	mean	ADJ
dad-11518	434	7	match	match	NOUN
dad-11518	434	8	rates	rate	NOUN
dad-11518	434	9	for	for	ADP
dad-11518	434	10	different	different	ADJ
dad-11518	434	11	reward	reward	NOUN
dad-11518	434	12	models	model	NOUN
dad-11518	434	13	averaged	average	VERB
dad-11518	434	14	over	over	ADP
dad-11518	434	15	the	the	DET
dad-11518	434	16	respective	respective	ADJ
dad-11518	434	17	policy	policy	NOUN
dad-11518	434	18	model	model	NOUN
dad-11518	434	19	pairs	pair	NOUN
dad-11518	434	20	.	.	PUNCT
dad-11518	435	1	ser	ser	NOUN
dad-11518	435	2	type	type	PROPN
dad-11518	435	3	tmr	tmr	PROPN
dad-11518	435	4	dmr	dmr	PROPN
dad-11518	435	5	cmr	cmr	PROPN
dad-11518	435	6	0	0	NUM
dad-11518	435	7	%	%	NOUN
dad-11518	435	8	gp	gp	NOUN
dad-11518	435	9	–	–	PUNCT
dad-11518	435	10	dqn	dqn	VERB
dad-11518	435	11	0.23	0.23	NUM
dad-11518	435	12	0.41	0.41	NUM
dad-11518	435	13	0.27	0.27	NUM
dad-11518	435	14	gp	gp	NOUN
dad-11518	435	15	–	–	PUNCT
dad-11518	435	16	enac	enac	ADV
dad-11518	435	17	0.35	0.35	NUM
dad-11518	435	18	0.52	0.52	NUM
dad-11518	435	19	0.39	0.39	NUM
dad-11518	435	20	dqn	dqn	NOUN
dad-11518	435	21	–	–	PUNCT
dad-11518	435	22	enac	enac	ADV
dad-11518	435	23	0.33	0.33	NUM
dad-11518	435	24	0.53	0.53	NUM
dad-11518	435	25	0.41	0.41	NUM
dad-11518	435	26	15	15	NUM
dad-11518	435	27	%	%	NOUN
dad-11518	435	28	gp	gp	NOUN
dad-11518	435	29	–	–	PUNCT
dad-11518	435	30	dqn	dqn	VERB
dad-11518	435	31	0.27	0.27	NUM
dad-11518	435	32	0.50	0.50	NUM
dad-11518	435	33	0.35	0.35	NUM
dad-11518	435	34	gp	gp	NOUN
dad-11518	435	35	–	–	PUNCT
dad-11518	435	36	enac	enac	ADV
dad-11518	435	37	0.30	0.30	NUM
dad-11518	435	38	0.54	0.54	NUM
dad-11518	435	39	0.38	0.38	NUM
dad-11518	435	40	dqn	dqn	NOUN
dad-11518	435	41	–	–	PUNCT
dad-11518	435	42	enac	enac	ADV
dad-11518	435	43	0.25	0.25	NUM
dad-11518	435	44	0.53	0.53	NUM
dad-11518	435	45	0.32	0.32	NUM
dad-11518	435	46	30	30	NUM
dad-11518	435	47	%	%	NOUN
dad-11518	435	48	gp	gp	NOUN
dad-11518	435	49	–	–	PUNCT
dad-11518	435	50	dqn	dqn	VERB
dad-11518	435	51	0.38	0.38	NUM
dad-11518	435	52	0.54	0.54	NUM
dad-11518	435	53	0.45	0.45	NUM
dad-11518	435	54	gp	gp	NOUN
dad-11518	435	55	–	–	PUNCT
dad-11518	435	56	enac	enac	ADV
dad-11518	435	57	0.33	0.33	NUM
dad-11518	435	58	0.51	0.51	NUM
dad-11518	435	59	0.42	0.42	NUM
dad-11518	435	60	dqn	dqn	NOUN
dad-11518	435	61	–	–	PUNCT
dad-11518	435	62	enac	enac	ADV
dad-11518	435	63	0.34	0.34	NUM
dad-11518	435	64	0.51	0.51	NUM
dad-11518	435	65	0.39	0.39	NUM
dad-11518	435	66	all	all	PRON
dad-11518	435	67	gp	gp	NOUN
dad-11518	435	68	–	–	PUNCT
dad-11518	435	69	dqn	dqn	VERB
dad-11518	435	70	0.29	0.29	NUM
dad-11518	435	71	0.48	0.48	NUM
dad-11518	435	72	0.36	0.36	NUM
dad-11518	435	73	gp	gp	NOUN
dad-11518	435	74	–	–	PUNCT
dad-11518	435	75	enac	enac	ADV
dad-11518	435	76	0.33	0.33	NUM
dad-11518	435	77	0.52	0.52	NUM
dad-11518	435	78	0.40	0.40	NUM
dad-11518	435	79	dqn	dqn	NOUN
dad-11518	435	80	–	–	PUNCT
dad-11518	435	81	enac	enac	ADV
dad-11518	435	82	0.31	0.31	NUM
dad-11518	435	83	0.52	0.52	NUM
dad-11518	435	84	0.37	0.37	NUM
dad-11518	435	85	ser	ser	NOUN
dad-11518	435	86	type	type	NOUN
dad-11518	436	1	tmr	tmr	PROPN
dad-11518	437	1	dmr	dmr	PROPN
dad-11518	437	2	cmr	cmr	PROPN
dad-11518	437	3	0	0	NUM
dad-11518	437	4	%	%	NOUN
dad-11518	437	5	rts	rt	NOUN
dad-11518	437	6	0.29	0.29	NUM
dad-11518	437	7	0.48	0.48	NUM
dad-11518	437	8	0.38	0.38	NUM
dad-11518	437	9	rs	rs	NOUN
dad-11518	437	10	iq	iq	NOUN
dad-11518	437	11	0.30	0.30	NUM
dad-11518	437	12	0.50	0.50	NUM
dad-11518	437	13	0.37	0.37	NUM
dad-11518	437	14	rbi	rbi	NOUN
dad-11518	437	15	iq	iq	VERB
dad-11518	437	16	0.31	0.31	NUM
dad-11518	437	17	0.48	0.48	NUM
dad-11518	437	18	0.33	0.33	NUM
dad-11518	437	19	15	15	NUM
dad-11518	437	20	%	%	NOUN
dad-11518	437	21	rts	rt	NOUN
dad-11518	437	22	0.26	0.26	NUM
dad-11518	437	23	0.52	0.52	NUM
dad-11518	437	24	0.35	0.35	NUM
dad-11518	437	25	rs	rs	NOUN
dad-11518	437	26	iq	iq	NOUN
dad-11518	437	27	0.31	0.31	NUM
dad-11518	437	28	0.51	0.51	NUM
dad-11518	437	29	0.38	0.38	NUM
dad-11518	438	1	rbi	rbi	NOUN
dad-11518	438	2	iq	iq	NOUN
dad-11518	438	3	0.25	0.25	NUM
dad-11518	438	4	0.54	0.54	NUM
dad-11518	438	5	0.32	0.32	NUM
dad-11518	438	6	30	30	NUM
dad-11518	438	7	%	%	NOUN
dad-11518	438	8	rts	rt	NOUN
dad-11518	438	9	0.26	0.26	NUM
dad-11518	438	10	0.43	0.43	NUM
dad-11518	438	11	0.34	0.34	NUM
dad-11518	438	12	rs	rs	NOUN
dad-11518	438	13	iq	iq	NOUN
dad-11518	439	1	0.51	0.51	NUM
dad-11518	439	2	0.68	0.68	NUM
dad-11518	439	3	0.62	0.62	NUM
dad-11518	439	4	rbi	rbi	NOUN
dad-11518	439	5	iq	iq	VERB
dad-11518	439	6	0.28	0.28	NUM
dad-11518	439	7	0.44	0.44	NUM
dad-11518	439	8	0.31	0.31	NUM
dad-11518	439	9	all	all	PRON
dad-11518	439	10	rts	rt	NOUN
dad-11518	439	11	0.27	0.27	NUM
dad-11518	439	12	0.48	0.48	NUM
dad-11518	439	13	0.36	0.36	NUM
dad-11518	439	14	rs	rs	NOUN
dad-11518	439	15	iq	iq	NOUN
dad-11518	439	16	0.38	0.38	NUM
dad-11518	439	17	0.56	0.56	NUM
dad-11518	439	18	0.45	0.45	NUM
dad-11518	439	19	rbi	rbi	NOUN
dad-11518	439	20	iq	iq	VERB
dad-11518	439	21	0.28	0.28	NUM
dad-11518	439	22	0.49	0.49	NUM
dad-11518	439	23	0.32	0.32	NUM
dad-11518	439	24	102	102	NUM
dad-11518	439	25	user	user	NOUN
dad-11518	439	26	satisfaction	satisfaction	NOUN
dad-11518	439	27	reward	reward	NOUN
dad-11518	439	28	estimation	estimation	NOUN
dad-11518	439	29	across	across	ADP
dad-11518	439	30	domains	domain	NOUN
dad-11518	439	31	0	0	NUM
dad-11518	439	32	0.2	0.2	NUM
dad-11518	439	33	0.4	0.4	NUM
dad-11518	439	34	0.6	0.6	NUM
dad-11518	439	35	0.8	0.8	NUM
dad-11518	439	36	1	1	NUM
dad-11518	439	37	0	0	NUM
dad-11518	439	38	100	100	NUM
dad-11518	439	39	200	200	NUM
dad-11518	439	40	300	300	NUM
dad-11518	439	41	400	400	NUM
dad-11518	439	42	moving	move	VERB
dad-11518	439	43	task	task	NOUN
dad-11518	439	44	success	success	NOUN
dad-11518	439	45	rate	rate	NOUN
dad-11518	439	46	ts	ts	AUX
dad-11518	439	47	iq	iq	VERB
dad-11518	439	48	us	we	PRON
dad-11518	439	49	1	1	NUM
dad-11518	439	50	2	2	NUM
dad-11518	439	51	3	3	NUM
dad-11518	439	52	4	4	NUM
dad-11518	439	53	5	5	NUM
dad-11518	439	54	0	0	NUM
dad-11518	439	55	100	100	NUM
dad-11518	439	56	200	200	NUM
dad-11518	439	57	300	300	NUM
dad-11518	439	58	400	400	NUM
dad-11518	439	59	moving	move	VERB
dad-11518	439	60	average	average	ADJ
dad-11518	439	61	interaction	interaction	NOUN
dad-11518	439	62	quality	quality	NOUN
dad-11518	439	63	ts	ts	ADP
dad-11518	439	64	iq	iq	VERB
dad-11518	439	65	us	we	PRON
dad-11518	439	66	1	1	NUM
dad-11518	439	67	2	2	NUM
dad-11518	439	68	3	3	NUM
dad-11518	439	69	4	4	NUM
dad-11518	439	70	5	5	NUM
dad-11518	439	71	6	6	NUM
dad-11518	439	72	0	0	NUM
dad-11518	439	73	100	100	NUM
dad-11518	439	74	200	200	NUM
dad-11518	439	75	300	300	NUM
dad-11518	439	76	400	400	NUM
dad-11518	439	77	moving	move	VERB
dad-11518	439	78	average	average	ADJ
dad-11518	439	79	user	user	NOUN
dad-11518	439	80	satisfaction	satisfaction	NOUN
dad-11518	439	81	ts	ts	ADP
dad-11518	439	82	iq	iq	PROPN
dad-11518	439	83	us	we	PRON
dad-11518	439	84	figure	figure	VERB
dad-11518	439	85	8	8	NUM
dad-11518	439	86	:	:	PUNCT
dad-11518	439	87	moving	move	VERB
dad-11518	439	88	tsr	tsr	PROPN
dad-11518	439	89	(	(	PUNCT
dad-11518	439	90	left	left	ADV
dad-11518	439	91	)	)	PUNCT
dad-11518	439	92	,	,	PUNCT
dad-11518	439	93	moving	move	VERB
dad-11518	439	94	aiqs	aiqs	ADJ
dad-11518	439	95	(	(	PUNCT
dad-11518	439	96	middle	middle	ADJ
dad-11518	439	97	)	)	PUNCT
dad-11518	439	98	and	and	CCONJ
dad-11518	439	99	moving	move	VERB
dad-11518	439	100	aus	aus	NOUN
dad-11518	439	101	(	(	PUNCT
dad-11518	439	102	right	right	ADJ
dad-11518	439	103	)	)	PUNCT
dad-11518	439	104	for	for	ADP
dad-11518	439	105	using	use	VERB
dad-11518	439	106	either	either	DET
dad-11518	439	107	rts	rt	NOUN
dad-11518	439	108	,	,	PUNCT
dad-11518	439	109	rs	rs	INTJ
dad-11518	439	110	iq	iq	NOUN
dad-11518	439	111	,	,	PUNCT
dad-11518	439	112	or	or	CCONJ
dad-11518	439	113	rus	rus	NOUN
dad-11518	439	114	as	as	ADP
dad-11518	439	115	reward	reward	NOUN
dad-11518	439	116	averaged	average	VERB
dad-11518	439	117	over	over	ADP
dad-11518	439	118	two	two	NUM
dad-11518	439	119	policies	policy	NOUN
dad-11518	439	120	respectively	respectively	ADV
dad-11518	439	121	,	,	PUNCT
dad-11518	439	122	computed	compute	VERB
dad-11518	439	123	on	on	ADP
dad-11518	439	124	windows	window	NOUN
dad-11518	439	125	consisting	consist	VERB
dad-11518	439	126	of	of	ADP
dad-11518	439	127	120	120	NUM
dad-11518	439	128	dialogues	dialogue	NOUN
dad-11518	439	129	.	.	PUNCT
dad-11518	440	1	6	6	X
dad-11518	440	2	.	.	X
dad-11518	440	3	learning	learn	VERB
dad-11518	440	4	from	from	ADP
dad-11518	440	5	real	real	ADJ
dad-11518	440	6	humans	human	NOUN
dad-11518	440	7	for	for	ADP
dad-11518	440	8	learning	learn	VERB
dad-11518	440	9	a	a	DET
dad-11518	440	10	policy	policy	NOUN
dad-11518	440	11	directly	directly	ADV
dad-11518	440	12	from	from	ADP
dad-11518	440	13	the	the	DET
dad-11518	440	14	interaction	interaction	NOUN
dad-11518	440	15	with	with	ADP
dad-11518	440	16	real	real	ADJ
dad-11518	440	17	humans	human	NOUN
dad-11518	440	18	,	,	PUNCT
dad-11518	440	19	the	the	DET
dad-11518	440	20	iq	iq	NOUN
dad-11518	440	21	-	-	PUNCT
dad-11518	440	22	based	base	VERB
dad-11518	440	23	policy	policy	NOUN
dad-11518	440	24	was	be	AUX
dad-11518	440	25	only	only	ADV
dad-11518	440	26	learned	learn	VERB
dad-11518	440	27	using	use	VERB
dad-11518	440	28	rs	rs	ADP
dad-11518	440	29	iq	iq	NOUN
dad-11518	440	30	using	use	VERB
dad-11518	440	31	gp	gp	NOUN
dad-11518	440	32	-	-	NOUN
dad-11518	440	33	sarsa	sarsa	NOUN
dad-11518	440	34	for	for	ADP
dad-11518	440	35	dialogues	dialogue	NOUN
dad-11518	440	36	in	in	ADP
dad-11518	440	37	the	the	DET
dad-11518	440	38	cr	cr	PROPN
dad-11518	440	39	domain10	domain10	NOUN
dad-11518	440	40	.	.	PUNCT
dad-11518	441	1	subjects	subject	NOUN
dad-11518	441	2	were	be	AUX
dad-11518	441	3	recruited	recruit	VERB
dad-11518	441	4	through	through	ADP
dad-11518	441	5	amazon	amazon	PROPN
dad-11518	441	6	mechanical	mechanical	ADJ
dad-11518	441	7	turk	turk	PROPN
dad-11518	441	8	to	to	PART
dad-11518	441	9	talk	talk	VERB
dad-11518	441	10	to	to	ADP
dad-11518	441	11	a	a	DET
dad-11518	441	12	telephone	telephone	NOUN
dad-11518	441	13	-	-	PUNCT
dad-11518	441	14	based	base	VERB
dad-11518	441	15	dialogue	dialogue	NOUN
dad-11518	441	16	system	system	NOUN
dad-11518	441	17	.	.	PUNCT
dad-11518	442	1	at	at	ADP
dad-11518	442	2	the	the	DET
dad-11518	442	3	end	end	NOUN
dad-11518	442	4	of	of	ADP
dad-11518	442	5	each	each	DET
dad-11518	442	6	dialogue	dialogue	NOUN
dad-11518	442	7	,	,	PUNCT
dad-11518	442	8	users	user	NOUN
dad-11518	442	9	were	be	AUX
dad-11518	442	10	asked	ask	VERB
dad-11518	442	11	two	two	NUM
dad-11518	442	12	questions	question	NOUN
dad-11518	442	13	.	.	PUNCT
dad-11518	443	1	the	the	DET
dad-11518	443	2	first	first	ADJ
dad-11518	443	3	was	be	AUX
dad-11518	443	4	a	a	DET
dad-11518	443	5	yes	yes	NOUN
dad-11518	443	6	/	/	SYM
dad-11518	443	7	no	no	DET
dad-11518	443	8	question	question	NOUN
dad-11518	443	9	targeting	target	VERB
dad-11518	443	10	the	the	DET
dad-11518	443	11	dialogue	dialogue	NOUN
dad-11518	443	12	success	success	NOUN
dad-11518	443	13	(	(	PUNCT
dad-11518	443	14	“	"	PUNCT
dad-11518	443	15	have	have	AUX
dad-11518	443	16	you	you	PRON
dad-11518	443	17	found	find	VERB
dad-11518	443	18	all	all	DET
dad-11518	443	19	the	the	DET
dad-11518	443	20	information	information	NOUN
dad-11518	443	21	you	you	PRON
dad-11518	443	22	were	be	AUX
dad-11518	443	23	looking	look	VERB
dad-11518	443	24	for	for	ADP
dad-11518	443	25	?	?	PUNCT
dad-11518	443	26	”	"	PUNCT
dad-11518	443	27	)	)	PUNCT
dad-11518	443	28	and	and	CCONJ
dad-11518	443	29	has	have	AUX
dad-11518	443	30	been	be	AUX
dad-11518	443	31	used	use	VERB
dad-11518	443	32	as	as	ADP
dad-11518	443	33	the	the	DET
dad-11518	443	34	baseline	baseline	NOUN
dad-11518	443	35	for	for	ADP
dad-11518	443	36	rts	rt	NOUN
dad-11518	443	37	.	.	PUNCT
dad-11518	444	1	as	as	SCONJ
dad-11518	444	2	this	this	DET
dad-11518	444	3	label	label	NOUN
dad-11518	444	4	is	be	AUX
dad-11518	444	5	noisy	noisy	ADJ
dad-11518	444	6	,	,	PUNCT
dad-11518	444	7	only	only	ADV
dad-11518	444	8	the	the	DET
dad-11518	444	9	dialogues	dialogue	NOUN
dad-11518	444	10	where	where	SCONJ
dad-11518	444	11	this	this	DET
dad-11518	444	12	subjective	subjective	ADJ
dad-11518	444	13	success	success	NOUN
dad-11518	444	14	label	label	NOUN
dad-11518	444	15	matches	match	VERB
dad-11518	444	16	the	the	DET
dad-11518	444	17	objective	objective	ADJ
dad-11518	444	18	success	success	NOUN
dad-11518	444	19	were	be	AUX
dad-11518	444	20	used	use	VERB
dad-11518	444	21	for	for	ADP
dad-11518	444	22	policy	policy	NOUN
dad-11518	444	23	training	training	NOUN
dad-11518	444	24	(	(	PUNCT
dad-11518	444	25	gašić	gašić	ADV
dad-11518	444	26	et	et	PROPN
dad-11518	444	27	al	al	PROPN
dad-11518	444	28	.	.	PROPN
dad-11518	444	29	,	,	PUNCT
dad-11518	444	30	2013	2013	NUM
dad-11518	444	31	)	)	PUNCT
dad-11518	444	32	(	(	PUNCT
dad-11518	444	33	obj	obj	PROPN
dad-11518	444	34	=	=	PUNCT
dad-11518	444	35	subj	subj	PROPN
dad-11518	444	36	)	)	PUNCT
dad-11518	444	37	.	.	PUNCT
dad-11518	445	1	a	a	DET
dad-11518	445	2	second	second	ADJ
dad-11518	445	3	baseline	baseline	NOUN
dad-11518	445	4	was	be	AUX
dad-11518	445	5	also	also	ADV
dad-11518	445	6	included	include	VERB
dad-11518	445	7	:	:	PUNCT
dad-11518	445	8	directly	directly	ADV
dad-11518	445	9	acquiring	acquire	VERB
dad-11518	445	10	a	a	DET
dad-11518	445	11	user	user	NOUN
dad-11518	445	12	satisfaction	satisfaction	NOUN
dad-11518	445	13	(	(	PUNCT
dad-11518	445	14	us	we	PRON
dad-11518	445	15	)	)	PUNCT
dad-11518	445	16	rating	rating	NOUN
dad-11518	445	17	from	from	ADP
dad-11518	445	18	the	the	DET
dad-11518	445	19	users	user	NOUN
dad-11518	445	20	after	after	ADP
dad-11518	445	21	each	each	DET
dad-11518	445	22	dialogue	dialogue	NOUN
dad-11518	445	23	.	.	PUNCT
dad-11518	446	1	for	for	ADP
dad-11518	446	2	this	this	PRON
dad-11518	446	3	,	,	PUNCT
dad-11518	446	4	the	the	DET
dad-11518	446	5	second	second	ADJ
dad-11518	446	6	question	question	NOUN
dad-11518	446	7	posed	pose	VERB
dad-11518	446	8	was	be	AUX
dad-11518	446	9	:	:	PUNCT
dad-11518	446	10	“	"	PUNCT
dad-11518	446	11	how	how	SCONJ
dad-11518	446	12	satisfied	satisfied	ADJ
dad-11518	446	13	are	be	AUX
dad-11518	446	14	you	you	PRON
dad-11518	446	15	with	with	ADP
dad-11518	446	16	the	the	DET
dad-11518	446	17	interaction	interaction	NOUN
dad-11518	446	18	?	?	PUNCT
dad-11518	446	19	”	"	PUNCT
dad-11518	447	1	the	the	DET
dad-11518	447	2	users	user	NOUN
dad-11518	447	3	were	be	AUX
dad-11518	447	4	able	able	ADJ
dad-11518	447	5	to	to	PART
dad-11518	447	6	respond	respond	VERB
dad-11518	447	7	on	on	ADP
dad-11518	447	8	a	a	DET
dad-11518	447	9	six	six	NUM
dad-11518	447	10	-	-	PUNCT
dad-11518	447	11	point	point	NOUN
dad-11518	447	12	scale	scale	NOUN
dad-11518	447	13	:	:	PUNCT
dad-11518	447	14	6	6	NUM
dad-11518	447	15	=	=	NOUN
dad-11518	447	16	very	very	ADV
dad-11518	447	17	satisfied	satisfied	ADJ
dad-11518	447	18	,	,	PUNCT
dad-11518	447	19	5	5	NUM
dad-11518	447	20	=	=	SYM
dad-11518	447	21	satisfied	satisfied	ADJ
dad-11518	447	22	,	,	PUNCT
dad-11518	447	23	4	4	NUM
dad-11518	447	24	=	=	NUM
dad-11518	447	25	generally	generally	ADV
dad-11518	447	26	ok	ok	ADJ
dad-11518	447	27	,	,	PUNCT
dad-11518	447	28	3	3	NUM
dad-11518	447	29	=	=	SYM
dad-11518	447	30	unsatisfied	unsatisfied	ADJ
dad-11518	447	31	,	,	PUNCT
dad-11518	447	32	2	2	NUM
dad-11518	447	33	=	=	NUM
dad-11518	447	34	very	very	ADV
dad-11518	447	35	unsatisfied	unsatisfied	ADJ
dad-11518	447	36	or	or	CCONJ
dad-11518	447	37	1	1	NUM
dad-11518	447	38	=	=	ADJ
dad-11518	447	39	extremely	extremely	ADV
dad-11518	447	40	unsatisfied	unsatisfied	ADJ
dad-11518	447	41	.	.	PUNCT
dad-11518	448	1	this	this	DET
dad-11518	448	2	rating	rating	NOUN
dad-11518	448	3	was	be	AUX
dad-11518	448	4	converted	convert	VERB
dad-11518	448	5	to	to	ADP
dad-11518	448	6	a	a	DET
dad-11518	448	7	reward	reward	NOUN
dad-11518	448	8	in	in	ADP
dad-11518	448	9	correspondence	correspondence	NOUN
dad-11518	448	10	with	with	ADP
dad-11518	448	11	rs	rs	PROPN
dad-11518	448	12	iq	iq	PROPN
dad-11518	448	13	:	:	PUNCT
dad-11518	448	14	rus	rus	NOUN
dad-11518	448	15	=	=	SYM
dad-11518	448	16	t	t	PROPN
dad-11518	448	17	·	·	PUNCT
dad-11518	448	18	(	(	PUNCT
dad-11518	448	19	−1	−1	NOUN
dad-11518	448	20	)	)	PUNCT
dad-11518	449	1	+	+	CCONJ
dad-11518	449	2	(	(	PUNCT
dad-11518	449	3	us	we	PRON
dad-11518	449	4	−	−	PROPN
dad-11518	449	5	1	1	NUM
dad-11518	449	6	)	)	PUNCT
dad-11518	449	7	·	·	PUNCT
dad-11518	449	8	5	5	X
dad-11518	449	9	.	.	PUNCT
dad-11518	450	1	(	(	PUNCT
dad-11518	450	2	23	23	NUM
dad-11518	450	3	)	)	PUNCT
dad-11518	450	4	hence	hence	ADV
dad-11518	450	5	,	,	PUNCT
dad-11518	450	6	each	each	DET
dad-11518	450	7	dialogue	dialogue	NOUN
dad-11518	450	8	was	be	AUX
dad-11518	450	9	also	also	ADV
dad-11518	450	10	evaluated	evaluate	VERB
dad-11518	450	11	using	use	VERB
dad-11518	450	12	the	the	DET
dad-11518	450	13	average	average	ADJ
dad-11518	450	14	user	user	NOUN
dad-11518	450	15	satisfaction	satisfaction	NOUN
dad-11518	450	16	(	(	PUNCT
dad-11518	450	17	aus	aus	PROPN
dad-11518	450	18	)	)	PUNCT
dad-11518	450	19	.	.	PUNCT
dad-11518	451	1	two	two	NUM
dad-11518	451	2	policies	policy	NOUN
dad-11518	451	3	were	be	AUX
dad-11518	451	4	trained	train	VERB
dad-11518	451	5	for	for	ADP
dad-11518	451	6	each	each	DET
dad-11518	451	7	reward	reward	NOUN
dad-11518	451	8	function	function	NOUN
dad-11518	451	9	.	.	PUNCT
dad-11518	452	1	the	the	DET
dad-11518	452	2	learning	learning	NOUN
dad-11518	452	3	curves	curve	NOUN
dad-11518	452	4	show	show	VERB
dad-11518	452	5	moving	move	VERB
dad-11518	452	6	tsr	tsr	PROPN
dad-11518	452	7	,	,	PUNCT
dad-11518	452	8	movingaiqs	movingaiqs	NOUN
dad-11518	452	9	and	and	CCONJ
dad-11518	452	10	moving	move	VERB
dad-11518	452	11	aus	aus	NOUN
dad-11518	452	12	and	and	CCONJ
dad-11518	452	13	are	be	AUX
dad-11518	452	14	presented	present	VERB
dad-11518	452	15	in	in	ADP
dad-11518	452	16	figure	figure	NOUN
dad-11518	452	17	8	8	NUM
dad-11518	452	18	.	.	PUNCT
dad-11518	453	1	each	each	DET
dad-11518	453	2	value	value	NOUN
dad-11518	453	3	in	in	ADP
dad-11518	453	4	the	the	DET
dad-11518	453	5	graphs	graph	NOUN
dad-11518	453	6	is	be	AUX
dad-11518	453	7	calculated	calculate	VERB
dad-11518	453	8	using	use	VERB
dad-11518	453	9	the	the	DET
dad-11518	453	10	respective	respective	ADJ
dad-11518	453	11	previous	previous	ADJ
dad-11518	453	12	120	120	NUM
dad-11518	453	13	training	training	NOUN
dad-11518	453	14	dialogues	dialogue	NOUN
dad-11518	453	15	averaged	average	VERB
dad-11518	453	16	over	over	ADP
dad-11518	453	17	the	the	DET
dad-11518	453	18	three	three	NUM
dad-11518	453	19	trials	trial	NOUN
dad-11518	453	20	.	.	PUNCT
dad-11518	454	1	the	the	DET
dad-11518	454	2	results	result	NOUN
dad-11518	454	3	show	show	VERB
dad-11518	454	4	that	that	SCONJ
dad-11518	454	5	rs	rs	INTJ
dad-11518	454	6	iq	iq	NOUN
dad-11518	454	7	may	may	AUX
dad-11518	454	8	successfully	successfully	ADV
dad-11518	454	9	be	be	AUX
dad-11518	454	10	used	use	VERB
dad-11518	454	11	for	for	ADP
dad-11518	454	12	learning	learn	VERB
dad-11518	454	13	through	through	ADP
dad-11518	454	14	interactions	interaction	NOUN
dad-11518	454	15	with	with	ADP
dad-11518	454	16	real	real	ADJ
dad-11518	454	17	users	user	NOUN
dad-11518	454	18	.	.	PUNCT
dad-11518	455	1	it	it	PRON
dad-11518	455	2	achieves	achieve	VERB
dad-11518	455	3	the	the	DET
dad-11518	455	4	same	same	ADJ
dad-11518	455	5	tsr	tsr	PROPN
dad-11518	455	6	as	as	ADP
dad-11518	455	7	with	with	ADP
dad-11518	455	8	rts	rt	NOUN
dad-11518	455	9	while	while	SCONJ
dad-11518	455	10	resulting	result	VERB
dad-11518	455	11	in	in	ADP
dad-11518	455	12	better	well	ADJ
dad-11518	455	13	results	result	NOUN
dad-11518	455	14	for	for	ADP
dad-11518	455	15	aiq	aiq	PROPN
dad-11518	455	16	.	.	PUNCT
dad-11518	456	1	the	the	DET
dad-11518	456	2	results	result	NOUN
dad-11518	456	3	for	for	ADP
dad-11518	456	4	moving	move	VERB
dad-11518	456	5	aus	aus	PROPN
dad-11518	456	6	also	also	ADV
dad-11518	456	7	indicate	indicate	VERB
dad-11518	456	8	a	a	DET
dad-11518	456	9	slightly	slightly	ADV
dad-11518	456	10	better	well	ADJ
dad-11518	456	11	user	user	NOUN
dad-11518	456	12	satisfaction	satisfaction	NOUN
dad-11518	456	13	compared	compare	VERB
dad-11518	456	14	to	to	ADP
dad-11518	456	15	rts	rt	NOUN
dad-11518	456	16	.	.	PUNCT
dad-11518	457	1	the	the	DET
dad-11518	457	2	second	second	ADJ
dad-11518	457	3	baseline	baseline	NOUN
dad-11518	457	4	of	of	ADP
dad-11518	457	5	using	use	VERB
dad-11518	457	6	rus	rus	NOUN
dad-11518	457	7	also	also	ADV
dad-11518	457	8	resulted	result	VERB
dad-11518	457	9	in	in	ADP
dad-11518	457	10	competitive	competitive	ADJ
dad-11518	457	11	results	result	NOUN
dad-11518	457	12	showing	show	VERB
dad-11518	457	13	a	a	DET
dad-11518	457	14	similar	similar	ADJ
dad-11518	457	15	tsr	tsr	NOUN
dad-11518	457	16	as	as	ADP
dad-11518	457	17	rs	rs	NOUN
dad-11518	457	18	iq	iq	NOUN
dad-11518	457	19	and	and	CCONJ
dad-11518	457	20	rts	rt	NOUN
dad-11518	457	21	whilst	whilst	SCONJ
dad-11518	457	22	resulting	result	VERB
dad-11518	457	23	in	in	ADP
dad-11518	457	24	slightly	slightly	ADV
dad-11518	457	25	better	well	ADJ
dad-11518	457	26	aus	aus	NOUN
dad-11518	457	27	.	.	PUNCT
dad-11518	458	1	this	this	PRON
dad-11518	458	2	indicates	indicate	VERB
dad-11518	458	3	that	that	SCONJ
dad-11518	458	4	for	for	ADP
dad-11518	458	5	a	a	DET
dad-11518	458	6	problem	problem	NOUN
dad-11518	458	7	as	as	SCONJ
dad-11518	458	8	defined	define	VERB
dad-11518	458	9	by	by	ADP
dad-11518	458	10	the	the	DET
dad-11518	458	11	cr	cr	PROPN
dad-11518	458	12	domain	domain	PROPN
dad-11518	458	13	,	,	PUNCT
dad-11518	458	14	using	use	VERB
dad-11518	458	15	user	user	NOUN
dad-11518	458	16	satisfaction	satisfaction	NOUN
dad-11518	458	17	directly	directly	ADV
dad-11518	458	18	as	as	ADP
dad-11518	458	19	a	a	DET
dad-11518	458	20	learning	learning	NOUN
dad-11518	458	21	signal	signal	NOUN
dad-11518	458	22	is	be	AUX
dad-11518	458	23	also	also	ADV
dad-11518	458	24	a	a	DET
dad-11518	458	25	viable	viable	ADJ
dad-11518	458	26	option	option	NOUN
dad-11518	458	27	for	for	ADP
dad-11518	458	28	learning	learn	VERB
dad-11518	458	29	policies	policy	NOUN
dad-11518	458	30	.	.	PUNCT
dad-11518	459	1	10	10	NUM
dad-11518	459	2	.	.	PUNCT
dad-11518	460	1	these	these	DET
dad-11518	460	2	experiments	experiment	NOUN
dad-11518	460	3	and	and	CCONJ
dad-11518	460	4	results	result	NOUN
dad-11518	460	5	have	have	AUX
dad-11518	460	6	previously	previously	ADV
dad-11518	460	7	been	be	AUX
dad-11518	460	8	published	publish	VERB
dad-11518	460	9	by	by	ADP
dad-11518	460	10	ultes	ulte	NOUN
dad-11518	460	11	et	et	PROPN
dad-11518	460	12	al	al	PROPN
dad-11518	460	13	.	.	PROPN
dad-11518	461	1	(	(	PUNCT
dad-11518	461	2	2017a	2017a	NUM
dad-11518	461	3	)	)	PUNCT
dad-11518	461	4	.	.	PUNCT
dad-11518	462	1	103	103	NUM
dad-11518	462	2	ultes	ulte	NOUN
dad-11518	462	3	and	and	CCONJ
dad-11518	462	4	maier	maier	PROPN
dad-11518	462	5	sys	sys	VERB
dad-11518	462	6	welcome	welcome	ADJ
dad-11518	462	7	to	to	ADP
dad-11518	462	8	the	the	DET
dad-11518	462	9	cambridge	cambridge	PROPN
dad-11518	462	10	restaurant	restaurant	PROPN
dad-11518	462	11	dialogue	dialogue	NOUN
dad-11518	462	12	system	system	NOUN
dad-11518	462	13	.	.	PUNCT
dad-11518	463	1	how	how	SCONJ
dad-11518	463	2	may	may	AUX
dad-11518	463	3	i	i	PRON
dad-11518	463	4	help	help	VERB
dad-11518	463	5	you	you	PRON
dad-11518	463	6	?	?	PUNCT
dad-11518	464	1	usr	usr	PROPN
dad-11518	464	2	i	i	PRON
dad-11518	464	3	’m	’m	AUX
dad-11518	464	4	looking	look	VERB
dad-11518	464	5	for	for	ADP
dad-11518	464	6	european	european	ADJ
dad-11518	464	7	food	food	NOUN
dad-11518	464	8	in	in	ADP
dad-11518	464	9	the	the	DET
dad-11518	464	10	expensive	expensive	ADJ
dad-11518	464	11	price	price	NOUN
dad-11518	464	12	range	range	NOUN
dad-11518	464	13	sys	sys	VERB
dad-11518	464	14	welcome	welcome	ADJ
dad-11518	464	15	to	to	ADP
dad-11518	464	16	the	the	DET
dad-11518	464	17	cambridge	cambridge	PROPN
dad-11518	464	18	restaurant	restaurant	PROPN
dad-11518	464	19	dialogue	dialogue	NOUN
dad-11518	464	20	system	system	NOUN
dad-11518	464	21	.	.	PUNCT
dad-11518	465	1	how	how	SCONJ
dad-11518	465	2	may	may	AUX
dad-11518	465	3	i	i	PRON
dad-11518	465	4	help	help	VERB
dad-11518	465	5	you	you	PRON
dad-11518	465	6	?	?	PUNCT
dad-11518	466	1	usr	usr	PROPN
dad-11518	467	1	i	i	PRON
dad-11518	467	2	want	want	VERB
dad-11518	467	3	to	to	ADP
dad-11518	467	4	european	european	ADJ
dad-11518	467	5	restaurant	restaurant	NOUN
dad-11518	467	6	sys	sys	NOUN
dad-11518	467	7	would	would	AUX
dad-11518	467	8	you	you	PRON
dad-11518	467	9	like	like	VERB
dad-11518	467	10	something	something	PRON
dad-11518	467	11	in	in	ADP
dad-11518	467	12	the	the	DET
dad-11518	467	13	cheap	cheap	ADJ
dad-11518	467	14	,	,	PUNCT
dad-11518	467	15	moderate	moderate	ADJ
dad-11518	467	16	,	,	PUNCT
dad-11518	467	17	or	or	CCONJ
dad-11518	467	18	expensive	expensive	ADJ
dad-11518	467	19	price	price	NOUN
dad-11518	467	20	range	range	NOUN
dad-11518	467	21	?	?	PUNCT
dad-11518	468	1	usr	usr	PROPN
dad-11518	469	1	i	i	PRON
dad-11518	469	2	do	do	AUX
dad-11518	469	3	n’t	not	PART
dad-11518	469	4	care	care	VERB
dad-11518	469	5	the	the	DET
dad-11518	469	6	area	area	NOUN
dad-11518	469	7	sys	sys	NOUN
dad-11518	469	8	would	would	AUX
dad-11518	469	9	you	you	PRON
dad-11518	469	10	like	like	VERB
dad-11518	469	11	something	something	PRON
dad-11518	469	12	in	in	ADP
dad-11518	469	13	the	the	DET
dad-11518	469	14	cheap	cheap	ADJ
dad-11518	469	15	,	,	PUNCT
dad-11518	469	16	moderate	moderate	ADJ
dad-11518	469	17	,	,	PUNCT
dad-11518	469	18	[	[	X
dad-11518	469	19	.	.	PUNCT
dad-11518	469	20	.	.	PUNCT
dad-11518	469	21	.	.	PUNCT
dad-11518	469	22	]	]	PUNCT
dad-11518	469	23	?	?	PUNCT
dad-11518	470	1	usr	usr	PROPN
dad-11518	470	2	european	european	PROPN
dad-11518	470	3	expensive	expensive	ADJ
dad-11518	470	4	sys	sys	NOUN
dad-11518	470	5	would	would	AUX
dad-11518	470	6	you	you	PRON
dad-11518	470	7	like	like	VERB
dad-11518	470	8	something	something	PRON
dad-11518	470	9	in	in	ADP
dad-11518	470	10	the	the	DET
dad-11518	470	11	cheap	cheap	ADJ
dad-11518	470	12	,	,	PUNCT
dad-11518	470	13	moderate	moderate	ADJ
dad-11518	470	14	,	,	PUNCT
dad-11518	470	15	[	[	X
dad-11518	470	16	.	.	PUNCT
dad-11518	470	17	.	.	PUNCT
dad-11518	470	18	.	.	PUNCT
dad-11518	470	19	]	]	PUNCT
dad-11518	470	20	?	?	PUNCT
dad-11518	471	1	usr	usr	PROPN
dad-11518	471	2	european	european	ADJ
dad-11518	471	3	food	food	PROPN
dad-11518	471	4	sys	sys	VERB
dad-11518	471	5	what	what	PRON
dad-11518	471	6	part	part	NOUN
dad-11518	471	7	of	of	ADP
dad-11518	471	8	town	town	NOUN
dad-11518	471	9	do	do	AUX
dad-11518	471	10	you	you	PRON
dad-11518	471	11	have	have	VERB
dad-11518	471	12	in	in	ADP
dad-11518	471	13	mind	mind	NOUN
dad-11518	471	14	?	?	PUNCT
dad-11518	472	1	usr	usr	PROPN
dad-11518	473	1	i	i	PRON
dad-11518	473	2	do	do	AUX
dad-11518	473	3	n’t	not	PART
dad-11518	473	4	care	care	VERB
dad-11518	473	5	sys	sys	NOUN
dad-11518	473	6	michaelhouse	michaelhouse	NOUN
dad-11518	473	7	cafe	cafe	NOUN
dad-11518	473	8	is	be	AUX
dad-11518	473	9	a	a	DET
dad-11518	473	10	nice	nice	ADJ
dad-11518	473	11	place	place	NOUN
dad-11518	473	12	[	[	X
dad-11518	473	13	.	.	PUNCT
dad-11518	473	14	.	.	PUNCT
dad-11518	473	15	.	.	PUNCT
dad-11518	474	1	]	]	PUNCT
dad-11518	474	2	.	.	PUNCT
dad-11518	475	1	usr	usr	PROPN
dad-11518	475	2	thank	thank	VERB
dad-11518	475	3	you	you	PRON
dad-11518	475	4	goodbye	goodbye	INTJ
dad-11518	475	5	figure	figure	NOUN
dad-11518	475	6	9	9	NUM
dad-11518	475	7	:	:	PUNCT
dad-11518	476	1	example	example	NOUN
dad-11518	476	2	dialogue	dialogue	NOUN
dad-11518	476	3	observed	observe	VERB
dad-11518	476	4	during	during	ADP
dad-11518	476	5	training	training	NOUN
dad-11518	476	6	using	use	VERB
dad-11518	476	7	rts	rt	NOUN
dad-11518	476	8	after	after	ADP
dad-11518	476	9	387	387	NUM
dad-11518	476	10	training	training	NOUN
dad-11518	476	11	dialogues	dialogue	NOUN
dad-11518	476	12	resulting	result	VERB
dad-11518	476	13	in	in	ADP
dad-11518	476	14	iq	iq	NOUN
dad-11518	476	15	=	=	NOUN
dad-11518	476	16	1	1	X
dad-11518	476	17	.	.	NOUN
dad-11518	476	18	sys	sys	VERB
dad-11518	476	19	welcome	welcome	ADJ
dad-11518	476	20	to	to	ADP
dad-11518	476	21	the	the	DET
dad-11518	476	22	cambridge	cambridge	PROPN
dad-11518	476	23	restaurant	restaurant	PROPN
dad-11518	476	24	dialogue	dialogue	NOUN
dad-11518	476	25	system	system	NOUN
dad-11518	476	26	.	.	PUNCT
dad-11518	477	1	how	how	SCONJ
dad-11518	477	2	may	may	AUX
dad-11518	477	3	i	i	PRON
dad-11518	477	4	help	help	VERB
dad-11518	477	5	you	you	PRON
dad-11518	477	6	?	?	PUNCT
dad-11518	478	1	usr	usr	PROPN
dad-11518	478	2	international	international	ADJ
dad-11518	478	3	food	food	NOUN
dad-11518	478	4	sys	sys	NOUN
dad-11518	478	5	you	you	PRON
dad-11518	478	6	are	be	AUX
dad-11518	478	7	looking	look	VERB
dad-11518	478	8	for	for	ADP
dad-11518	478	9	a	a	DET
dad-11518	478	10	international	international	ADJ
dad-11518	478	11	venue	venue	NOUN
dad-11518	478	12	right	right	ADJ
dad-11518	478	13	?	?	PUNCT
dad-11518	479	1	usr	usr	PROPN
dad-11518	479	2	international	international	ADJ
dad-11518	479	3	sys	sys	NOUN
dad-11518	479	4	would	would	AUX
dad-11518	479	5	you	you	PRON
dad-11518	479	6	like	like	VERB
dad-11518	479	7	something	something	PRON
dad-11518	479	8	in	in	ADP
dad-11518	479	9	the	the	DET
dad-11518	479	10	cheap	cheap	ADJ
dad-11518	479	11	,	,	PUNCT
dad-11518	479	12	moderate	moderate	ADJ
dad-11518	479	13	,	,	PUNCT
dad-11518	479	14	or	or	CCONJ
dad-11518	479	15	expensive	expensive	ADJ
dad-11518	479	16	price	price	NOUN
dad-11518	479	17	range	range	NOUN
dad-11518	479	18	?	?	PUNCT
dad-11518	480	1	usr	usr	PROPN
dad-11518	480	2	do	do	AUX
dad-11518	480	3	n’t	not	PART
dad-11518	480	4	care	care	VERB
dad-11518	480	5	sys	sys	NOUN
dad-11518	480	6	you	you	PRON
dad-11518	480	7	are	be	AUX
dad-11518	480	8	looking	look	VERB
dad-11518	480	9	for	for	ADP
dad-11518	480	10	a	a	DET
dad-11518	480	11	international	international	ADJ
dad-11518	480	12	venue	venue	NOUN
dad-11518	480	13	right	right	ADJ
dad-11518	480	14	?	?	PUNCT
dad-11518	481	1	usr	usr	PROPN
dad-11518	482	1	yes	yes	INTJ
dad-11518	482	2	sys	sys	VERB
dad-11518	482	3	what	what	PRON
dad-11518	482	4	part	part	NOUN
dad-11518	482	5	of	of	ADP
dad-11518	482	6	town	town	NOUN
dad-11518	482	7	do	do	AUX
dad-11518	482	8	you	you	PRON
dad-11518	482	9	have	have	VERB
dad-11518	482	10	in	in	ADP
dad-11518	482	11	mind	mind	NOUN
dad-11518	482	12	?	?	PUNCT
dad-11518	483	1	usr	usr	PROPN
dad-11518	483	2	center	center	NOUN
dad-11518	483	3	sys	sys	NOUN
dad-11518	483	4	bloomsbury	bloomsbury	NOUN
dad-11518	483	5	restaurant	restaurant	NOUN
dad-11518	483	6	is	be	AUX
dad-11518	483	7	a	a	DET
dad-11518	483	8	nice	nice	ADJ
dad-11518	483	9	place	place	NOUN
dad-11518	483	10	[	[	X
dad-11518	483	11	.	.	PUNCT
dad-11518	483	12	.	.	PUNCT
dad-11518	483	13	.	.	PUNCT
dad-11518	484	1	]	]	PUNCT
dad-11518	484	2	.	.	PUNCT
dad-11518	485	1	usr	usr	PROPN
dad-11518	485	2	thank	thank	VERB
dad-11518	485	3	you	you	PRON
dad-11518	485	4	goodbye	goodbye	INTJ
dad-11518	485	5	figure	figure	NOUN
dad-11518	485	6	10	10	NUM
dad-11518	485	7	:	:	PUNCT
dad-11518	486	1	example	example	NOUN
dad-11518	486	2	dialogue	dialogue	NOUN
dad-11518	486	3	observed	observe	VERB
dad-11518	486	4	during	during	ADP
dad-11518	486	5	training	training	NOUN
dad-11518	486	6	using	use	VERB
dad-11518	486	7	rs	rs	NOUN
dad-11518	486	8	iq	iq	NOUN
dad-11518	486	9	after	after	ADP
dad-11518	486	10	365	365	NUM
dad-11518	486	11	training	training	NOUN
dad-11518	486	12	dialogues	dialogue	NOUN
dad-11518	486	13	resulting	result	VERB
dad-11518	486	14	in	in	ADP
dad-11518	486	15	iq	iq	NOUN
dad-11518	486	16	=	=	NOUN
dad-11518	486	17	4	4	X
dad-11518	486	18	.	.	NUM
dad-11518	486	19	figures	figure	NOUN
dad-11518	486	20	9	9	NUM
dad-11518	486	21	and	and	CCONJ
dad-11518	486	22	10	10	NUM
dad-11518	486	23	show	show	VERB
dad-11518	486	24	two	two	NUM
dad-11518	486	25	successful	successful	ADJ
dad-11518	486	26	example	example	NOUN
dad-11518	486	27	dialogues	dialogue	NOUN
dad-11518	486	28	for	for	ADP
dad-11518	486	29	the	the	DET
dad-11518	486	30	models	model	NOUN
dad-11518	486	31	trained	train	VERB
dad-11518	486	32	with	with	ADP
dad-11518	486	33	rts	rt	NOUN
dad-11518	486	34	and	and	CCONJ
dad-11518	486	35	rs	rs	PROPN
dad-11518	486	36	iq	iq	PROPN
dad-11518	486	37	,	,	PUNCT
dad-11518	486	38	respectively	respectively	ADV
dad-11518	486	39	.	.	PUNCT
dad-11518	487	1	one	one	NUM
dad-11518	487	2	effect	effect	NOUN
dad-11518	487	3	of	of	ADP
dad-11518	487	4	training	training	NOUN
dad-11518	487	5	with	with	ADP
dad-11518	487	6	rs	rs	ADJ
dad-11518	487	7	iq	iq	PROPN
dad-11518	487	8	was	be	AUX
dad-11518	487	9	a	a	DET
dad-11518	487	10	reduced	reduced	ADJ
dad-11518	487	11	number	number	NOUN
dad-11518	487	12	of	of	ADP
dad-11518	487	13	system	system	NOUN
dad-11518	487	14	repetitions	repetition	NOUN
dad-11518	487	15	(	(	PUNCT
dad-11518	487	16	which	which	PRON
dad-11518	487	17	may	may	AUX
dad-11518	487	18	be	be	AUX
dad-11518	487	19	linked	link	VERB
dad-11518	487	20	to	to	ADP
dad-11518	487	21	the	the	DET
dad-11518	487	22	reprompt	reprompt	NOUN
dad-11518	487	23	?	?	PUNCT
dad-11518	487	24	feature	feature	NOUN
dad-11518	487	25	)	)	PUNCT
dad-11518	487	26	.	.	PUNCT
dad-11518	488	1	obviously	obviously	ADV
dad-11518	488	2	,	,	PUNCT
dad-11518	488	3	the	the	DET
dad-11518	488	4	human	human	ADJ
dad-11518	488	5	experiments	experiment	NOUN
dad-11518	488	6	have	have	AUX
dad-11518	488	7	only	only	ADV
dad-11518	488	8	been	be	AUX
dad-11518	488	9	conducted	conduct	VERB
dad-11518	488	10	using	use	VERB
dad-11518	488	11	rs	rs	ADP
dad-11518	488	12	iq	iq	NOUN
dad-11518	488	13	and	and	CCONJ
dad-11518	488	14	not	not	PART
dad-11518	488	15	with	with	ADP
dad-11518	488	16	rbi	rbi	PROPN
dad-11518	488	17	iq	iq	NOUN
dad-11518	488	18	.	.	PUNCT
dad-11518	489	1	however	however	ADV
dad-11518	489	2	,	,	PUNCT
dad-11518	489	3	the	the	DET
dad-11518	489	4	general	general	ADJ
dad-11518	489	5	framework	framework	NOUN
dad-11518	489	6	of	of	ADP
dad-11518	489	7	applying	apply	VERB
dad-11518	489	8	an	an	DET
dad-11518	489	9	iq	iq	NOUN
dad-11518	489	10	reward	reward	NOUN
dad-11518	489	11	estimator	estimator	NOUN
dad-11518	489	12	for	for	ADP
dad-11518	489	13	learning	learn	VERB
dad-11518	489	14	a	a	DET
dad-11518	489	15	dialogue	dialogue	NOUN
dad-11518	489	16	policy	policy	NOUN
dad-11518	489	17	has	have	AUX
dad-11518	489	18	shown	show	VERB
dad-11518	489	19	to	to	PART
dad-11518	489	20	be	be	AUX
dad-11518	489	21	applicable	applicable	ADJ
dad-11518	489	22	in	in	ADP
dad-11518	489	23	such	such	DET
dad-11518	489	24	a	a	DET
dad-11518	489	25	setup	setup	NOUN
dad-11518	489	26	and	and	CCONJ
dad-11518	489	27	it	it	PRON
dad-11518	489	28	seems	seem	VERB
dad-11518	489	29	rather	rather	ADV
dad-11518	489	30	unlikely	unlikely	ADJ
dad-11518	489	31	that	that	SCONJ
dad-11518	489	32	the	the	DET
dad-11518	489	33	changes	change	NOUN
dad-11518	489	34	we	we	PRON
dad-11518	489	35	induce	induce	VERB
dad-11518	489	36	by	by	ADP
dad-11518	489	37	changing	change	VERB
dad-11518	489	38	the	the	DET
dad-11518	489	39	reward	reward	NOUN
dad-11518	489	40	estimator	estimator	NOUN
dad-11518	489	41	lead	lead	VERB
dad-11518	489	42	to	to	ADP
dad-11518	489	43	a	a	DET
dad-11518	489	44	fundamentally	fundamentally	ADV
dad-11518	489	45	different	different	ADJ
dad-11518	489	46	result	result	NOUN
dad-11518	489	47	.	.	PUNCT
dad-11518	490	1	104	104	NUM
dad-11518	490	2	user	user	NOUN
dad-11518	490	3	satisfaction	satisfaction	NOUN
dad-11518	490	4	reward	reward	NOUN
dad-11518	490	5	estimation	estimation	NOUN
dad-11518	490	6	across	across	ADP
dad-11518	490	7	domains	domain	NOUN
dad-11518	490	8	7	7	NUM
dad-11518	490	9	.	.	PUNCT
dad-11518	490	10	discussion	discussion	NOUN
dad-11518	490	11	one	one	NUM
dad-11518	490	12	of	of	ADP
dad-11518	490	13	the	the	DET
dad-11518	490	14	major	major	ADJ
dad-11518	490	15	questions	question	NOUN
dad-11518	490	16	of	of	ADP
dad-11518	490	17	this	this	DET
dad-11518	490	18	work	work	NOUN
dad-11518	490	19	addresses	address	VERB
dad-11518	490	20	the	the	DET
dad-11518	490	21	impact	impact	NOUN
dad-11518	490	22	of	of	ADP
dad-11518	490	23	an	an	DET
dad-11518	490	24	iq	iq	NOUN
dad-11518	490	25	reward	reward	NOUN
dad-11518	490	26	estimator	estimator	NOUN
dad-11518	490	27	on	on	ADP
dad-11518	490	28	the	the	DET
dad-11518	490	29	resulting	result	VERB
dad-11518	490	30	dialogues	dialogue	NOUN
dad-11518	490	31	as	as	ADP
dad-11518	490	32	different	different	ADJ
dad-11518	490	33	iq	iq	NOUN
dad-11518	490	34	estimators	estimator	NOUN
dad-11518	490	35	achieves	achieve	VERB
dad-11518	490	36	different	different	ADJ
dad-11518	490	37	levels	level	NOUN
dad-11518	490	38	of	of	ADP
dad-11518	490	39	performance	performance	NOUN
dad-11518	490	40	.	.	PUNCT
dad-11518	491	1	analysing	analyse	VERB
dad-11518	491	2	the	the	DET
dad-11518	491	3	results	result	NOUN
dad-11518	491	4	of	of	ADP
dad-11518	491	5	the	the	DET
dad-11518	491	6	dialogue	dialogue	NOUN
dad-11518	491	7	policy	policy	NOUN
dad-11518	491	8	learning	learn	VERB
dad-11518	491	9	experiment	experiment	NOUN
dad-11518	491	10	leads	lead	VERB
dad-11518	491	11	to	to	ADP
dad-11518	491	12	the	the	DET
dad-11518	491	13	conclusion	conclusion	NOUN
dad-11518	491	14	that	that	SCONJ
dad-11518	491	15	,	,	PUNCT
dad-11518	491	16	for	for	ADP
dad-11518	491	17	gp	gp	NOUN
dad-11518	491	18	-	-	NOUN
dad-11518	491	19	sarsa	sarsa	NOUN
dad-11518	491	20	,	,	PUNCT
dad-11518	491	21	the	the	DET
dad-11518	491	22	policy	policy	NOUN
dad-11518	491	23	learned	learn	VERB
dad-11518	491	24	with	with	ADP
dad-11518	491	25	rbi	rbi	NOUN
dad-11518	491	26	iq	iq	NOUN
dad-11518	491	27	performs	perform	VERB
dad-11518	491	28	similar	similar	ADJ
dad-11518	491	29	or	or	CCONJ
dad-11518	491	30	better	well	ADJ
dad-11518	491	31	than	than	ADP
dad-11518	491	32	rs	rs	INTJ
dad-11518	491	33	iq	iq	NOUN
dad-11518	491	34	throughout	throughout	ADP
dad-11518	491	35	all	all	DET
dad-11518	491	36	experiments	experiment	NOUN
dad-11518	491	37	while	while	SCONJ
dad-11518	491	38	still	still	ADV
dad-11518	491	39	achieving	achieve	VERB
dad-11518	491	40	better	well	ADJ
dad-11518	491	41	average	average	ADJ
dad-11518	491	42	user	user	NOUN
dad-11518	491	43	satisfaction	satisfaction	NOUN
dad-11518	491	44	compared	compare	VERB
dad-11518	491	45	torts	torts	PROPN
dad-11518	491	46	.	.	PUNCT
dad-11518	492	1	especially	especially	ADV
dad-11518	492	2	for	for	ADP
dad-11518	492	3	noisy	noisy	ADJ
dad-11518	492	4	environments	environment	NOUN
dad-11518	492	5	,	,	PUNCT
dad-11518	492	6	the	the	DET
dad-11518	492	7	improvement	improvement	NOUN
dad-11518	492	8	is	be	AUX
dad-11518	492	9	relevant	relevant	ADJ
dad-11518	492	10	.	.	PUNCT
dad-11518	493	1	this	this	DET
dad-11518	493	2	finding	finding	NOUN
dad-11518	493	3	does	do	AUX
dad-11518	493	4	not	not	PART
dad-11518	493	5	transfer	transfer	VERB
dad-11518	493	6	to	to	ADP
dad-11518	493	7	the	the	DET
dad-11518	493	8	other	other	ADJ
dad-11518	493	9	policy	policy	NOUN
dad-11518	493	10	models	model	NOUN
dad-11518	493	11	,	,	PUNCT
dad-11518	493	12	though	though	ADV
dad-11518	493	13	.	.	PUNCT
dad-11518	494	1	for	for	ADP
dad-11518	494	2	both	both	PRON
dad-11518	494	3	,	,	PUNCT
dad-11518	494	4	dqn	dqn	NOUN
dad-11518	494	5	and	and	CCONJ
dad-11518	494	6	enac	enac	ADJ
dad-11518	494	7	,	,	PUNCT
dad-11518	494	8	using	use	VERB
dad-11518	494	9	rts	rt	NOUN
dad-11518	494	10	results	result	NOUN
dad-11518	494	11	in	in	ADP
dad-11518	494	12	the	the	DET
dad-11518	494	13	overall	overall	ADJ
dad-11518	494	14	best	good	ADJ
dad-11518	494	15	peformance	peformance	NOUN
dad-11518	494	16	for	for	ADP
dad-11518	494	17	both	both	PRON
dad-11518	494	18	.	.	PUNCT
dad-11518	495	1	this	this	PRON
dad-11518	495	2	can	can	AUX
dad-11518	495	3	be	be	AUX
dad-11518	495	4	explained	explain	VERB
dad-11518	495	5	by	by	ADP
dad-11518	495	6	the	the	DET
dad-11518	495	7	nature	nature	NOUN
dad-11518	495	8	of	of	ADP
dad-11518	495	9	the	the	DET
dad-11518	495	10	iq	iq	NOUN
dad-11518	495	11	reward	reward	NOUN
dad-11518	495	12	estimates	estimate	NOUN
dad-11518	495	13	as	as	SCONJ
dad-11518	495	14	they	they	PRON
dad-11518	495	15	are	be	AUX
dad-11518	495	16	not	not	PART
dad-11518	495	17	as	as	ADP
dad-11518	495	18	noise	noise	NOUN
dad-11518	495	19	-	-	PUNCT
dad-11518	495	20	free	free	ADJ
dad-11518	495	21	as	as	ADP
dad-11518	495	22	rts	rt	NOUN
dad-11518	495	23	.	.	PUNCT
dad-11518	496	1	here	here	ADV
dad-11518	496	2	,	,	PUNCT
dad-11518	496	3	gaussian	gaussian	ADJ
dad-11518	496	4	processes	process	NOUN
dad-11518	496	5	are	be	AUX
dad-11518	496	6	known	know	VERB
dad-11518	496	7	to	to	PART
dad-11518	496	8	be	be	AUX
dad-11518	496	9	able	able	ADJ
dad-11518	496	10	to	to	PART
dad-11518	496	11	deal	deal	VERB
dad-11518	496	12	with	with	ADP
dad-11518	496	13	this	this	DET
dad-11518	496	14	type	type	NOUN
dad-11518	496	15	of	of	ADP
dad-11518	496	16	noisy	noisy	ADJ
dad-11518	496	17	targets	target	NOUN
dad-11518	496	18	better	well	ADV
dad-11518	496	19	while	while	SCONJ
dad-11518	496	20	deep	deep	ADJ
dad-11518	496	21	learning	learning	NOUN
dad-11518	496	22	approaches	approach	NOUN
dad-11518	496	23	are	be	AUX
dad-11518	496	24	known	know	VERB
dad-11518	496	25	to	to	PART
dad-11518	496	26	be	be	AUX
dad-11518	496	27	quite	quite	ADV
dad-11518	496	28	sensitive	sensitive	ADJ
dad-11518	496	29	.	.	PUNCT
dad-11518	497	1	the	the	DET
dad-11518	497	2	bilstm	bilstm	NOUN
dad-11518	497	3	clearly	clearly	ADV
dad-11518	497	4	performs	perform	VERB
dad-11518	497	5	better	well	ADV
dad-11518	497	6	on	on	ADP
dad-11518	497	7	the	the	DET
dad-11518	497	8	lego	lego	NOUN
dad-11518	497	9	corpus	corpus	NOUN
dad-11518	497	10	while	while	SCONJ
dad-11518	497	11	learning	learn	VERB
dad-11518	497	12	the	the	DET
dad-11518	497	13	temporal	temporal	ADJ
dad-11518	497	14	dependencies	dependency	NOUN
dad-11518	497	15	instead	instead	ADV
dad-11518	497	16	of	of	ADP
dad-11518	497	17	using	use	VERB
dad-11518	497	18	handcrafted	handcraft	VERB
dad-11518	497	19	ones	one	NOUN
dad-11518	497	20	.	.	PUNCT
dad-11518	498	1	however	however	ADV
dad-11518	498	2	,	,	PUNCT
dad-11518	498	3	it	it	PRON
dad-11518	498	4	entails	entail	VERB
dad-11518	498	5	the	the	DET
dad-11518	498	6	risk	risk	NOUN
dad-11518	498	7	that	that	PRON
dad-11518	498	8	these	these	DET
dad-11518	498	9	learned	learn	VERB
dad-11518	498	10	temporal	temporal	ADJ
dad-11518	498	11	dependencies	dependency	NOUN
dad-11518	498	12	are	be	AUX
dad-11518	498	13	too	too	ADV
dad-11518	498	14	specific	specific	ADJ
dad-11518	498	15	to	to	ADP
dad-11518	498	16	the	the	DET
dad-11518	498	17	original	original	ADJ
dad-11518	498	18	data	datum	NOUN
dad-11518	498	19	so	so	SCONJ
dad-11518	498	20	that	that	SCONJ
dad-11518	498	21	the	the	DET
dad-11518	498	22	model	model	NOUN
dad-11518	498	23	does	do	AUX
dad-11518	498	24	not	not	PART
dad-11518	498	25	generalise	generalise	VERB
dad-11518	498	26	well	well	ADV
dad-11518	498	27	anymore	anymore	ADV
dad-11518	498	28	.	.	PUNCT
dad-11518	499	1	this	this	PRON
dad-11518	499	2	would	would	AUX
dad-11518	499	3	mean	mean	VERB
dad-11518	499	4	that	that	SCONJ
dad-11518	499	5	it	it	PRON
dad-11518	499	6	would	would	AUX
dad-11518	499	7	be	be	AUX
dad-11518	499	8	less	less	ADV
dad-11518	499	9	suitable	suitable	ADJ
dad-11518	499	10	to	to	PART
dad-11518	499	11	be	be	AUX
dad-11518	499	12	applied	apply	VERB
dad-11518	499	13	to	to	ADP
dad-11518	499	14	dialogue	dialogue	NOUN
dad-11518	499	15	policy	policy	NOUN
dad-11518	499	16	learning	learning	NOUN
dad-11518	499	17	for	for	ADP
dad-11518	499	18	different	different	ADJ
dad-11518	499	19	domains	domain	NOUN
dad-11518	499	20	.	.	PUNCT
dad-11518	500	1	the	the	DET
dad-11518	500	2	experiments	experiment	NOUN
dad-11518	500	3	clearly	clearly	ADV
dad-11518	500	4	show	show	VERB
dad-11518	500	5	that	that	SCONJ
dad-11518	500	6	this	this	PRON
dad-11518	500	7	is	be	AUX
dad-11518	500	8	not	not	PART
dad-11518	500	9	the	the	DET
dad-11518	500	10	case	case	NOUN
dad-11518	500	11	.	.	PUNCT
dad-11518	501	1	one	one	NUM
dad-11518	501	2	additional	additional	ADJ
dad-11518	501	3	aspect	aspect	NOUN
dad-11518	501	4	for	for	ADP
dad-11518	501	5	discussion	discussion	NOUN
dad-11518	501	6	is	be	AUX
dad-11518	501	7	the	the	DET
dad-11518	501	8	definition	definition	NOUN
dad-11518	501	9	of	of	ADP
dad-11518	501	10	riq	riq	NOUN
dad-11518	501	11	,	,	PUNCT
dad-11518	501	12	where	where	SCONJ
dad-11518	501	13	the	the	DET
dad-11518	501	14	interaction	interaction	NOUN
dad-11518	501	15	quality	quality	NOUN
dad-11518	501	16	is	be	AUX
dad-11518	501	17	paired	pair	VERB
dad-11518	501	18	with	with	ADP
dad-11518	501	19	a	a	DET
dad-11518	501	20	dialogue	dialogue	NOUN
dad-11518	501	21	length	length	NOUN
dad-11518	501	22	penalty	penalty	NOUN
dad-11518	501	23	to	to	PART
dad-11518	501	24	guarantee	guarantee	VERB
dad-11518	501	25	a	a	DET
dad-11518	501	26	better	well	ADJ
dad-11518	501	27	comparison	comparison	NOUN
dad-11518	501	28	with	with	ADP
dad-11518	501	29	rts	rt	NOUN
dad-11518	501	30	.	.	PUNCT
dad-11518	502	1	this	this	DET
dad-11518	502	2	length	length	NOUN
dad-11518	502	3	penalty	penalty	NOUN
dad-11518	502	4	is	be	AUX
dad-11518	502	5	not	not	PART
dad-11518	502	6	strictly	strictly	ADV
dad-11518	502	7	necessary	necessary	ADJ
dad-11518	502	8	as	as	SCONJ
dad-11518	502	9	the	the	DET
dad-11518	502	10	annotated	annotate	VERB
dad-11518	502	11	scores	score	NOUN
dad-11518	502	12	of	of	ADP
dad-11518	502	13	the	the	DET
dad-11518	502	14	lego	lego	NOUN
dad-11518	502	15	corpus	corpus	NOUN
dad-11518	502	16	already	already	ADV
dad-11518	502	17	contain	contain	VERB
dad-11518	502	18	a	a	DET
dad-11518	502	19	notion	notion	NOUN
dad-11518	502	20	of	of	ADP
dad-11518	502	21	dialogue	dialogue	NOUN
dad-11518	502	22	length	length	NOUN
dad-11518	502	23	implicitly	implicitly	ADV
dad-11518	502	24	as	as	ADP
dad-11518	502	25	long	long	ADJ
dad-11518	502	26	dialogues	dialogue	NOUN
dad-11518	502	27	usually	usually	ADV
dad-11518	502	28	tend	tend	VERB
dad-11518	502	29	to	to	PART
dad-11518	502	30	have	have	VERB
dad-11518	502	31	lower	low	ADJ
dad-11518	502	32	quality	quality	NOUN
dad-11518	502	33	ratings	rating	NOUN
dad-11518	502	34	(	(	PUNCT
dad-11518	502	35	in	in	ADP
dad-11518	502	36	contrast	contrast	NOUN
dad-11518	502	37	to	to	ADP
dad-11518	502	38	other	other	ADJ
dad-11518	502	39	work	work	NOUN
dad-11518	502	40	,	,	PUNCT
dad-11518	502	41	e.g.	e.g.	ADV
dad-11518	502	42	,	,	PUNCT
dad-11518	502	43	(	(	PUNCT
dad-11518	502	44	foster	foster	NOUN
dad-11518	502	45	et	et	PROPN
dad-11518	502	46	al	al	PROPN
dad-11518	502	47	.	.	PROPN
dad-11518	502	48	,	,	PUNCT
dad-11518	502	49	2009	2009	NUM
dad-11518	502	50	)	)	PUNCT
dad-11518	502	51	)	)	PUNCT
dad-11518	502	52	.	.	PUNCT
dad-11518	503	1	furthermore	furthermore	ADV
dad-11518	503	2	,	,	PUNCT
dad-11518	503	3	the	the	DET
dad-11518	503	4	iq	iq	NOUN
dad-11518	503	5	estimation	estimation	NOUN
dad-11518	503	6	approach	approach	NOUN
dad-11518	503	7	described	describe	VERB
dad-11518	503	8	in	in	ADP
dad-11518	503	9	the	the	DET
dad-11518	503	10	following	following	NOUN
dad-11518	503	11	uses	use	VERB
dad-11518	503	12	the	the	DET
dad-11518	503	13	dialogue	dialogue	NOUN
dad-11518	503	14	length	length	NOUN
dad-11518	503	15	as	as	ADP
dad-11518	503	16	an	an	DET
dad-11518	503	17	explicit	explicit	ADJ
dad-11518	503	18	input	input	NOUN
dad-11518	503	19	parameter	parameter	NOUN
dad-11518	503	20	.	.	PUNCT
dad-11518	504	1	however	however	ADV
dad-11518	504	2	,	,	PUNCT
dad-11518	504	3	adding	add	VERB
dad-11518	504	4	a	a	DET
dad-11518	504	5	dialogue	dialogue	NOUN
dad-11518	504	6	length	length	NOUN
dad-11518	504	7	penalty	penalty	NOUN
dad-11518	504	8	to	to	ADP
dad-11518	504	9	riq	riq	NOUN
dad-11518	504	10	is	be	AUX
dad-11518	504	11	not	not	PART
dad-11518	504	12	regarded	regard	VERB
dad-11518	504	13	as	as	ADP
dad-11518	504	14	harmfull	harmfull	ADJ
dad-11518	504	15	to	to	ADP
dad-11518	504	16	the	the	DET
dad-11518	504	17	overall	overall	ADJ
dad-11518	504	18	approach	approach	NOUN
dad-11518	504	19	as	as	SCONJ
dad-11518	504	20	dialogue	dialogue	NOUN
dad-11518	504	21	length	length	NOUN
dad-11518	504	22	plays	play	VERB
dad-11518	504	23	a	a	DET
dad-11518	504	24	subordinate	subordinate	ADJ
dad-11518	504	25	role	role	NOUN
dad-11518	504	26	in	in	ADP
dad-11518	504	27	the	the	DET
dad-11518	504	28	learning	learning	NOUN
dad-11518	504	29	process	process	NOUN
dad-11518	504	30	.	.	PUNCT
dad-11518	505	1	moreover	moreover	ADV
dad-11518	505	2	,	,	PUNCT
dad-11518	505	3	even	even	ADV
dad-11518	505	4	though	though	SCONJ
dad-11518	505	5	this	this	PRON
dad-11518	505	6	limits	limit	VERB
dad-11518	505	7	the	the	DET
dad-11518	505	8	usage	usage	NOUN
dad-11518	505	9	of	of	ADP
dad-11518	505	10	the	the	DET
dad-11518	505	11	lego	lego	NOUN
dad-11518	505	12	corpus	corpus	NOUN
dad-11518	505	13	for	for	ADP
dad-11518	505	14	its	its	PRON
dad-11518	505	15	applicability	applicability	NOUN
dad-11518	505	16	to	to	ADP
dad-11518	505	17	types	type	NOUN
dad-11518	505	18	of	of	ADP
dad-11518	505	19	interactions	interaction	NOUN
dad-11518	505	20	,	,	PUNCT
dad-11518	505	21	it	it	PRON
dad-11518	505	22	does	do	AUX
dad-11518	505	23	not	not	PART
dad-11518	505	24	limit	limit	VERB
dad-11518	505	25	the	the	DET
dad-11518	505	26	overall	overall	ADJ
dad-11518	505	27	approach	approach	NOUN
dad-11518	505	28	presented	present	VERB
dad-11518	505	29	in	in	ADP
dad-11518	505	30	this	this	DET
dad-11518	505	31	work	work	NOUN
dad-11518	505	32	:	:	PUNCT
dad-11518	505	33	for	for	ADP
dad-11518	505	34	different	different	ADJ
dad-11518	505	35	tasks	task	NOUN
dad-11518	505	36	,	,	PUNCT
dad-11518	505	37	new	new	ADJ
dad-11518	505	38	data	datum	NOUN
dad-11518	505	39	needs	need	VERB
dad-11518	505	40	to	to	PART
dad-11518	505	41	be	be	AUX
dad-11518	505	42	collected	collect	VERB
dad-11518	505	43	and	and	CCONJ
dad-11518	505	44	annotated	annotate	VERB
dad-11518	505	45	.	.	PUNCT
dad-11518	506	1	8	8	X
dad-11518	506	2	.	.	X
dad-11518	506	3	conclusion	conclusion	NOUN
dad-11518	506	4	this	this	DET
dad-11518	506	5	article	article	NOUN
dad-11518	506	6	has	have	AUX
dad-11518	506	7	demonstrated	demonstrate	VERB
dad-11518	506	8	that	that	SCONJ
dad-11518	506	9	employing	employ	VERB
dad-11518	506	10	a	a	DET
dad-11518	506	11	user	user	NOUN
dad-11518	506	12	satisfaction	satisfaction	NOUN
dad-11518	506	13	reward	reward	NOUN
dad-11518	506	14	estimator	estimator	NOUN
dad-11518	506	15	for	for	ADP
dad-11518	506	16	learning	learn	VERB
dad-11518	506	17	dialogue	dialogue	NOUN
dad-11518	506	18	policies	policy	NOUN
dad-11518	506	19	without	without	ADP
dad-11518	506	20	any	any	DET
dad-11518	506	21	knowledge	knowledge	NOUN
dad-11518	506	22	about	about	ADP
dad-11518	506	23	the	the	DET
dad-11518	506	24	domain	domain	NOUN
dad-11518	506	25	can	can	AUX
dad-11518	506	26	yield	yield	VERB
dad-11518	506	27	good	good	ADJ
dad-11518	506	28	performance	performance	NOUN
dad-11518	506	29	in	in	ADP
dad-11518	506	30	terms	term	NOUN
dad-11518	506	31	of	of	ADP
dad-11518	506	32	both	both	DET
dad-11518	506	33	task	task	NOUN
dad-11518	506	34	success	success	NOUN
dad-11518	506	35	rate	rate	NOUN
dad-11518	506	36	and	and	CCONJ
dad-11518	506	37	(	(	PUNCT
dad-11518	506	38	estimated	estimate	VERB
dad-11518	506	39	)	)	PUNCT
dad-11518	506	40	user	user	NOUN
dad-11518	506	41	satisfaction	satisfaction	NOUN
dad-11518	506	42	.	.	PUNCT
dad-11518	507	1	this	this	PRON
dad-11518	507	2	has	have	AUX
dad-11518	507	3	been	be	AUX
dad-11518	507	4	demonstrated	demonstrate	VERB
dad-11518	507	5	by	by	ADP
dad-11518	507	6	training	train	VERB
dad-11518	507	7	reward	reward	NOUN
dad-11518	507	8	estimators	estimator	NOUN
dad-11518	507	9	on	on	ADP
dad-11518	507	10	a	a	DET
dad-11518	507	11	bus	bus	NOUN
dad-11518	507	12	information	information	NOUN
dad-11518	507	13	domain	domain	NOUN
dad-11518	507	14	and	and	CCONJ
dad-11518	507	15	applying	apply	VERB
dad-11518	507	16	it	it	PRON
dad-11518	507	17	to	to	PART
dad-11518	507	18	learn	learn	VERB
dad-11518	507	19	dialogue	dialogue	NOUN
dad-11518	507	20	policies	policy	NOUN
dad-11518	507	21	in	in	ADP
dad-11518	507	22	five	five	NUM
dad-11518	507	23	different	different	ADJ
dad-11518	507	24	domains	domain	NOUN
dad-11518	507	25	(	(	PUNCT
dad-11518	507	26	cambridge	cambridge	NOUN
dad-11518	507	27	restaurants	restaurant	NOUN
dad-11518	507	28	and	and	CCONJ
dad-11518	507	29	hotels	hotel	NOUN
dad-11518	507	30	,	,	PUNCT
dad-11518	507	31	san	san	PROPN
dad-11518	507	32	francisco	francisco	PROPN
dad-11518	507	33	restaurants	restaurant	NOUN
dad-11518	507	34	and	and	CCONJ
dad-11518	507	35	hotels	hotel	NOUN
dad-11518	507	36	,	,	PUNCT
dad-11518	507	37	laptops	laptop	NOUN
dad-11518	507	38	)	)	PUNCT
dad-11518	507	39	in	in	ADP
dad-11518	507	40	a	a	DET
dad-11518	507	41	simulated	simulate	VERB
dad-11518	507	42	experiment	experiment	NOUN
dad-11518	507	43	.	.	PUNCT
dad-11518	508	1	the	the	DET
dad-11518	508	2	reward	reward	NOUN
dad-11518	508	3	estimator	estimator	NOUN
dad-11518	508	4	using	use	VERB
dad-11518	508	5	bilstms	bilstms	NOUN
dad-11518	508	6	with	with	ADP
dad-11518	508	7	attention	attention	NOUN
dad-11518	508	8	mechanism	mechanism	NOUN
dad-11518	508	9	achieved	achieve	VERB
dad-11518	508	10	better	well	ADJ
dad-11518	508	11	estimation	estimation	NOUN
dad-11518	508	12	performance	performance	NOUN
dad-11518	508	13	than	than	ADP
dad-11518	508	14	a	a	DET
dad-11518	508	15	svm	svm	ADJ
dad-11518	508	16	-	-	PUNCT
dad-11518	508	17	based	base	VERB
dad-11518	508	18	estimator	estimator	NOUN
dad-11518	508	19	while	while	SCONJ
dad-11518	508	20	learning	learn	VERB
dad-11518	508	21	all	all	DET
dad-11518	508	22	temporal	temporal	ADJ
dad-11518	508	23	dependencies	dependency	NOUN
dad-11518	508	24	implicitly	implicitly	ADV
dad-11518	508	25	.	.	PUNCT
dad-11518	509	1	moreover	moreover	ADV
dad-11518	509	2	,	,	PUNCT
dad-11518	509	3	one	one	NUM
dad-11518	509	4	of	of	ADP
dad-11518	509	5	the	the	DET
dad-11518	509	6	estimators	estimator	NOUN
dad-11518	509	7	has	have	AUX
dad-11518	509	8	successfully	successfully	ADV
dad-11518	509	9	been	be	AUX
dad-11518	509	10	applied	apply	VERB
dad-11518	509	11	to	to	ADP
dad-11518	509	12	learning	learn	VERB
dad-11518	509	13	dialogue	dialogue	NOUN
dad-11518	509	14	policies	policy	NOUN
dad-11518	509	15	in	in	ADP
dad-11518	509	16	the	the	DET
dad-11518	509	17	domain	domain	NOUN
dad-11518	509	18	of	of	ADP
dad-11518	509	19	finding	find	VERB
dad-11518	509	20	a	a	DET
dad-11518	509	21	restaurant	restaurant	NOUN
dad-11518	509	22	in	in	ADP
dad-11518	509	23	cambridge	cambridge	PROPN
dad-11518	509	24	through	through	ADP
dad-11518	509	25	interaction	interaction	NOUN
dad-11518	509	26	with	with	ADP
dad-11518	509	27	real	real	ADJ
dad-11518	509	28	users	user	NOUN
dad-11518	509	29	.	.	PUNCT
dad-11518	510	1	for	for	ADP
dad-11518	510	2	future	future	ADJ
dad-11518	510	3	work	work	NOUN
dad-11518	510	4	,	,	PUNCT
dad-11518	510	5	we	we	PRON
dad-11518	510	6	aim	aim	VERB
dad-11518	510	7	at	at	ADP
dad-11518	510	8	extending	extend	VERB
dad-11518	510	9	the	the	DET
dad-11518	510	10	user	user	NOUN
dad-11518	510	11	satisfaction	satisfaction	NOUN
dad-11518	510	12	estimator	estimator	NOUN
dad-11518	510	13	by	by	ADP
dad-11518	510	14	incorporating	incorporate	VERB
dad-11518	510	15	domainindependent	domainindependent	ADJ
dad-11518	510	16	linguistic	linguistic	ADJ
dad-11518	510	17	data	datum	NOUN
dad-11518	510	18	to	to	PART
dad-11518	510	19	further	far	ADV
dad-11518	510	20	improve	improve	VERB
dad-11518	510	21	the	the	DET
dad-11518	510	22	estimation	estimation	NOUN
dad-11518	510	23	performance	performance	NOUN
dad-11518	510	24	.	.	PUNCT
dad-11518	511	1	to	to	PART
dad-11518	511	2	tackle	tackle	VERB
dad-11518	511	3	the	the	DET
dad-11518	511	4	problem	problem	NOUN
dad-11518	511	5	of	of	ADP
dad-11518	511	6	degrading	degrade	VERB
dad-11518	511	7	performance	performance	NOUN
dad-11518	511	8	if	if	SCONJ
dad-11518	511	9	the	the	DET
dad-11518	511	10	noise	noise	NOUN
dad-11518	511	11	level	level	NOUN
dad-11518	511	12	increases	increase	NOUN
dad-11518	511	13	,	,	PUNCT
dad-11518	511	14	one	one	NUM
dad-11518	511	15	possible	possible	ADJ
dad-11518	511	16	solution	solution	NOUN
dad-11518	511	17	would	would	AUX
dad-11518	511	18	be	be	AUX
dad-11518	511	19	to	to	PART
dad-11518	511	20	have	have	VERB
dad-11518	511	21	a	a	DET
dad-11518	511	22	combination	combination	NOUN
dad-11518	511	23	of	of	ADP
dad-11518	511	24	success	success	NOUN
dad-11518	511	25	and	and	CCONJ
dad-11518	511	26	satisfaction	satisfaction	NOUN
dad-11518	511	27	as	as	ADP
dad-11518	511	28	the	the	DET
dad-11518	511	29	reward	reward	NOUN
dad-11518	511	30	.	.	PUNCT
dad-11518	512	1	in	in	ADP
dad-11518	512	2	addition	addition	NOUN
dad-11518	512	3	,	,	PUNCT
dad-11518	512	4	active	active	ADJ
dad-11518	512	5	learning	learning	NOUN
dad-11518	512	6	will	will	AUX
dad-11518	512	7	be	be	AUX
dad-11518	512	8	investigated	investigate	VERB
dad-11518	512	9	to	to	PART
dad-11518	512	10	mitigate	mitigate	VERB
dad-11518	512	11	the	the	DET
dad-11518	512	12	requirement	requirement	NOUN
dad-11518	512	13	for	for	ADP
dad-11518	512	14	iq	iq	NOUN
dad-11518	512	15	annotated	annotate	VERB
dad-11518	512	16	training	training	NOUN
dad-11518	512	17	data	datum	NOUN
dad-11518	512	18	.	.	PUNCT
dad-11518	513	1	furthermore	furthermore	ADV
dad-11518	513	2	,	,	PUNCT
dad-11518	513	3	the	the	DET
dad-11518	513	4	effects	effect	NOUN
dad-11518	513	5	of	of	ADP
dad-11518	513	6	using	use	VERB
dad-11518	513	7	a	a	DET
dad-11518	513	8	user	user	NOUN
dad-11518	513	9	105	105	NUM
dad-11518	513	10	ultes	ulte	NOUN
dad-11518	513	11	and	and	CCONJ
dad-11518	513	12	maier	maier	PROPN
dad-11518	513	13	satisfaction	satisfaction	NOUN
dad-11518	513	14	-	-	PUNCT
dad-11518	513	15	based	base	VERB
dad-11518	513	16	reward	reward	NOUN
dad-11518	513	17	estimator	estimator	NOUN
dad-11518	513	18	needs	need	VERB
dad-11518	513	19	to	to	PART
dad-11518	513	20	be	be	AUX
dad-11518	513	21	applied	apply	VERB
dad-11518	513	22	to	to	ADP
dad-11518	513	23	more	more	ADV
dad-11518	513	24	complex	complex	ADJ
dad-11518	513	25	tasks	task	NOUN
dad-11518	513	26	,	,	PUNCT
dad-11518	513	27	e.g.	e.g.	ADV
dad-11518	513	28	,	,	PUNCT
dad-11518	513	29	as	as	SCONJ
dad-11518	513	30	defined	define	VERB
dad-11518	513	31	by	by	ADP
dad-11518	513	32	the	the	DET
dad-11518	513	33	conversational	conversational	ADJ
dad-11518	513	34	entity	entity	NOUN
dad-11518	513	35	dialogue	dialogue	NOUN
dad-11518	513	36	model	model	NOUN
dad-11518	513	37	(	(	PUNCT
dad-11518	513	38	ultes	ulte	NOUN
dad-11518	513	39	et	et	PROPN
dad-11518	513	40	al	al	PROPN
dad-11518	513	41	.	.	PROPN
dad-11518	513	42	,	,	PUNCT
dad-11518	513	43	2018	2018	NUM
dad-11518	513	44	)	)	PUNCT
dad-11518	513	45	.	.	PUNCT
dad-11518	514	1	9	9	X
dad-11518	514	2	.	.	X
dad-11518	514	3	acknowledgements	acknowledgement	NOUN
dad-11518	514	4	part	part	NOUN
dad-11518	514	5	of	of	ADP
dad-11518	514	6	this	this	DET
dad-11518	514	7	research	research	NOUN
dad-11518	514	8	was	be	AUX
dad-11518	514	9	funded	fund	VERB
dad-11518	514	10	by	by	ADP
dad-11518	514	11	the	the	DET
dad-11518	514	12	epsrc	epsrc	PROPN
dad-11518	514	13	grant	grant	VERB
dad-11518	514	14	ep	ep	NOUN
dad-11518	514	15	/	/	SYM
dad-11518	514	16	m018946/1	m018946/1	NOUN
dad-11518	514	17	open	open	ADJ
dad-11518	514	18	domain	domain	NOUN
dad-11518	514	19	statistical	statistical	ADJ
dad-11518	514	20	spoken	spoken	ADJ
dad-11518	514	21	dialogue	dialogue	NOUN
dad-11518	514	22	systems	system	NOUN
dad-11518	514	23	.	.	PUNCT
dad-11518	515	1	references	reference	NOUN
dad-11518	515	2	yoshua	yoshua	PROPN
dad-11518	515	3	bengio	bengio	PROPN
dad-11518	515	4	,	,	PUNCT
dad-11518	515	5	patrice	patrice	PROPN
dad-11518	515	6	simard	simard	PROPN
dad-11518	515	7	,	,	PUNCT
dad-11518	515	8	paolo	paolo	PROPN
dad-11518	515	9	frasconi	frasconi	NOUN
dad-11518	515	10	,	,	PUNCT
dad-11518	515	11	et	et	PROPN
dad-11518	515	12	al	al	PROPN
dad-11518	515	13	.	.	PUNCT
dad-11518	516	1	learning	learn	VERB
dad-11518	516	2	long	long	ADJ
dad-11518	516	3	-	-	PUNCT
dad-11518	516	4	term	term	NOUN
dad-11518	516	5	dependencies	dependency	NOUN
dad-11518	516	6	with	with	ADP
dad-11518	516	7	gradient	gradient	ADJ
dad-11518	516	8	descent	descent	NOUN
dad-11518	516	9	is	be	AUX
dad-11518	516	10	difficult	difficult	ADJ
dad-11518	516	11	.	.	PUNCT
dad-11518	517	1	ieee	ieee	NOUN
dad-11518	517	2	transactions	transaction	NOUN
dad-11518	517	3	on	on	ADP
dad-11518	517	4	neural	neural	ADJ
dad-11518	517	5	networks	network	NOUN
dad-11518	517	6	,	,	PUNCT
dad-11518	517	7	5(2):157–166	5(2):157–166	NUM
dad-11518	517	8	,	,	PUNCT
dad-11518	517	9	1994	1994	NUM
dad-11518	517	10	.	.	PUNCT
dad-11518	518	1	praveen	praveen	PROPN
dad-11518	518	2	kumar	kumar	PROPN
dad-11518	518	3	bodigutla	bodigutla	PROPN
dad-11518	518	4	,	,	PUNCT
dad-11518	518	5	lazaros	lazaro	VERB
dad-11518	518	6	polymenakos	polymenakos	NOUN
dad-11518	518	7	,	,	PUNCT
dad-11518	518	8	and	and	CCONJ
dad-11518	518	9	spyros	spyros	PROPN
dad-11518	518	10	matsoukas	matsoukas	PROPN
dad-11518	518	11	.	.	PUNCT
dad-11518	519	1	multi	multi	ADJ
dad-11518	519	2	-	-	ADJ
dad-11518	519	3	domain	domain	ADJ
dad-11518	519	4	conversation	conversation	NOUN
dad-11518	519	5	quality	quality	NOUN
dad-11518	519	6	evaluation	evaluation	NOUN
dad-11518	519	7	via	via	ADP
dad-11518	519	8	user	user	NOUN
dad-11518	519	9	satisfaction	satisfaction	NOUN
dad-11518	519	10	estimation	estimation	NOUN
dad-11518	519	11	.	.	PUNCT
dad-11518	520	1	arxiv	arxiv	PROPN
dad-11518	520	2	preprint	preprint	VERB
dad-11518	520	3	arxiv:1911.08567	arxiv:1911.08567	NUM
dad-11518	520	4	,	,	PUNCT
dad-11518	520	5	2019a	2019a	NUM
dad-11518	520	6	.	.	PUNCT
dad-11518	521	1	praveen	praveen	PROPN
dad-11518	521	2	kumar	kumar	PROPN
dad-11518	521	3	bodigutla	bodigutla	PROPN
dad-11518	521	4	,	,	PUNCT
dad-11518	521	5	longshaokan	longshaokan	PROPN
dad-11518	521	6	wang	wang	PROPN
dad-11518	521	7	,	,	PUNCT
dad-11518	521	8	kate	kate	PROPN
dad-11518	521	9	ridgeway	ridgeway	PROPN
dad-11518	521	10	,	,	PUNCT
dad-11518	521	11	joshua	joshua	PROPN
dad-11518	521	12	levy	levy	PROPN
dad-11518	521	13	,	,	PUNCT
dad-11518	521	14	swanand	swanand	PROPN
dad-11518	521	15	joshi	joshi	PROPN
dad-11518	521	16	,	,	PUNCT
dad-11518	521	17	alborz	alborz	ADJ
dad-11518	521	18	geramifard	geramifard	NOUN
dad-11518	521	19	,	,	PUNCT
dad-11518	521	20	and	and	CCONJ
dad-11518	521	21	spyros	spyros	PROPN
dad-11518	521	22	matsoukas	matsoukas	PROPN
dad-11518	521	23	.	.	PUNCT
dad-11518	522	1	domain	domain	NOUN
dad-11518	522	2	-	-	PUNCT
dad-11518	522	3	independent	independent	ADJ
dad-11518	522	4	turn	turn	NOUN
dad-11518	522	5	-	-	PUNCT
dad-11518	522	6	level	level	NOUN
dad-11518	522	7	dialogue	dialogue	NOUN
dad-11518	522	8	quality	quality	NOUN
dad-11518	522	9	evaluation	evaluation	NOUN
dad-11518	522	10	via	via	ADP
dad-11518	522	11	user	user	NOUN
dad-11518	522	12	satisfaction	satisfaction	NOUN
dad-11518	522	13	estimation	estimation	NOUN
dad-11518	522	14	.	.	PUNCT
dad-11518	523	1	arxiv	arxiv	PROPN
dad-11518	523	2	preprint	preprint	PROPN
dad-11518	523	3	arxiv:1908.07064	arxiv:1908.07064	NUM
dad-11518	523	4	,	,	PUNCT
dad-11518	523	5	2019b	2019b	NUM
dad-11518	523	6	.	.	PUNCT
dad-11518	524	1	praveen	praveen	PROPN
dad-11518	524	2	kumar	kumar	PROPN
dad-11518	524	3	bodigutla	bodigutla	PROPN
dad-11518	524	4	,	,	PUNCT
dad-11518	524	5	aditya	aditya	PROPN
dad-11518	524	6	tiwari	tiwari	PROPN
dad-11518	524	7	,	,	PUNCT
dad-11518	524	8	spyros	spyros	PROPN
dad-11518	524	9	matsoukas	matsoukas	PROPN
dad-11518	524	10	,	,	PUNCT
dad-11518	524	11	josep	josep	PROPN
dad-11518	524	12	valls	valls	PROPN
dad-11518	524	13	-	-	PUNCT
dad-11518	524	14	vargas	vargas	NOUN
dad-11518	524	15	,	,	PUNCT
dad-11518	524	16	and	and	CCONJ
dad-11518	524	17	lazaros	lazaro	VERB
dad-11518	524	18	polymenakos	polymenakos	NOUN
dad-11518	524	19	.	.	PUNCT
dad-11518	525	1	joint	joint	ADJ
dad-11518	525	2	turn	turn	NOUN
dad-11518	525	3	and	and	CCONJ
dad-11518	525	4	dialogue	dialogue	NOUN
dad-11518	525	5	level	level	NOUN
dad-11518	525	6	user	user	NOUN
dad-11518	525	7	satisfaction	satisfaction	NOUN
dad-11518	525	8	estimation	estimation	NOUN
dad-11518	525	9	on	on	ADP
dad-11518	525	10	multi	multi	ADJ
dad-11518	525	11	-	-	ADJ
dad-11518	525	12	domain	domain	ADJ
dad-11518	525	13	conversations	conversation	NOUN
dad-11518	525	14	.	.	PUNCT
dad-11518	526	1	in	in	ADP
dad-11518	526	2	findings	finding	NOUN
dad-11518	526	3	of	of	ADP
dad-11518	526	4	the	the	DET
dad-11518	526	5	association	association	NOUN
dad-11518	526	6	for	for	ADP
dad-11518	526	7	computational	computational	ADJ
dad-11518	526	8	linguistics	linguistic	NOUN
dad-11518	526	9	:	:	PUNCT
dad-11518	526	10	emnlp	emnlp	PROPN
dad-11518	526	11	2020	2020	NUM
dad-11518	526	12	,	,	PUNCT
dad-11518	526	13	pages	page	NOUN
dad-11518	526	14	3897–3909	3897–3909	NUM
dad-11518	526	15	,	,	PUNCT
dad-11518	526	16	online	online	ADJ
dad-11518	526	17	,	,	PUNCT
dad-11518	526	18	november	november	PROPN
dad-11518	526	19	2020	2020	NUM
dad-11518	526	20	.	.	PUNCT
dad-11518	527	1	association	association	NOUN
dad-11518	527	2	for	for	ADP
dad-11518	527	3	computational	computational	ADJ
dad-11518	527	4	linguistics	linguistic	NOUN
dad-11518	527	5	.	.	PUNCT
dad-11518	528	1	doi	doi	NOUN
dad-11518	528	2	:	:	PUNCT
dad-11518	528	3	10.18653	10.18653	NUM
dad-11518	528	4	/	/	SYM
dad-11518	528	5	v1/2020.findings	v1/2020.finding	NOUN
dad-11518	528	6	-	-	PUNCT
dad-11518	528	7	emnlp.347	emnlp.347	NOUN
dad-11518	528	8	.	.	PUNCT
dad-11518	529	1	url	url	PROPN
dad-11518	529	2	https://www.aclweb.org/anthology/	https://www.aclweb.org/anthology/	X
dad-11518	529	3	2020.findings	2020.findings	NUM
dad-11518	529	4	-	-	PUNCT
dad-11518	529	5	emnlp.347	emnlp.347	NOUN
dad-11518	529	6	.	.	PUNCT
dad-11518	530	1	iñigo	iñigo	PROPN
dad-11518	530	2	casanueva	casanueva	PROPN
dad-11518	530	3	,	,	PUNCT
dad-11518	530	4	paweł	paweł	VERB
dad-11518	530	5	budzianowski	budzianowski	NOUN
dad-11518	530	6	,	,	PUNCT
dad-11518	530	7	pei	pei	PROPN
dad-11518	530	8	-	-	PUNCT
dad-11518	530	9	hao	hao	PROPN
dad-11518	530	10	su	su	PROPN
dad-11518	530	11	,	,	PUNCT
dad-11518	530	12	nikola	nikola	PROPN
dad-11518	530	13	mrkšić	mrkšić	PROPN
dad-11518	530	14	,	,	PUNCT
dad-11518	530	15	tsung	tsung	PROPN
dad-11518	530	16	-	-	PUNCT
dad-11518	530	17	hsien	hsien	PROPN
dad-11518	530	18	wen	wen	PROPN
dad-11518	530	19	,	,	PUNCT
dad-11518	530	20	stefan	stefan	PROPN
dad-11518	530	21	ultes	ultes	PROPN
dad-11518	530	22	,	,	PUNCT
dad-11518	530	23	lina	lina	PROPN
dad-11518	530	24	rojas	rojas	PROPN
dad-11518	530	25	-	-	PUNCT
dad-11518	530	26	barahona	barahona	PROPN
dad-11518	530	27	,	,	PUNCT
dad-11518	530	28	steve	steve	PROPN
dad-11518	530	29	young	young	PROPN
dad-11518	530	30	,	,	PUNCT
dad-11518	530	31	and	and	CCONJ
dad-11518	530	32	milica	milica	PROPN
dad-11518	530	33	gašić.	gašić.	PROPN
dad-11518	530	34	a	a	DET
dad-11518	530	35	benchmarking	benchmarke	VERB
dad-11518	530	36	environment	environment	NOUN
dad-11518	530	37	for	for	ADP
dad-11518	530	38	reinforcement	reinforcement	NOUN
dad-11518	530	39	learning	learning	NOUN
dad-11518	530	40	based	base	VERB
dad-11518	530	41	task	task	NOUN
dad-11518	530	42	oriented	orient	VERB
dad-11518	530	43	dialogue	dialogue	NOUN
dad-11518	530	44	management	management	NOUN
dad-11518	530	45	.	.	PUNCT
dad-11518	531	1	in	in	ADP
dad-11518	531	2	deep	deep	ADJ
dad-11518	531	3	reinforcement	reinforcement	NOUN
dad-11518	531	4	learning	learning	NOUN
dad-11518	531	5	symposium	symposium	NOUN
dad-11518	531	6	,	,	PUNCT
dad-11518	531	7	31st	31st	ADJ
dad-11518	531	8	conference	conference	NOUN
dad-11518	531	9	on	on	ADP
dad-11518	531	10	neural	neural	ADJ
dad-11518	531	11	information	information	NOUN
dad-11518	531	12	processing	processing	NOUN
dad-11518	531	13	systems	system	NOUN
dad-11518	531	14	(	(	PUNCT
dad-11518	531	15	nips	nip	NOUN
dad-11518	531	16	)	)	PUNCT
dad-11518	531	17	,	,	PUNCT
dad-11518	531	18	2017	2017	NUM
dad-11518	531	19	.	.	PUNCT
dad-11518	532	1	chih	chih	PROPN
dad-11518	532	2	-	-	PUNCT
dad-11518	532	3	chung	chung	PROPN
dad-11518	532	4	chang	chang	PROPN
dad-11518	532	5	and	and	CCONJ
dad-11518	532	6	chih	chih	PROPN
dad-11518	532	7	-	-	PUNCT
dad-11518	532	8	jen	jen	PROPN
dad-11518	532	9	lin	lin	PROPN
dad-11518	532	10	.	.	PUNCT
dad-11518	533	1	libsvm	libsvm	PROPN
dad-11518	533	2	:	:	PUNCT
dad-11518	533	3	a	a	DET
dad-11518	533	4	library	library	NOUN
dad-11518	533	5	for	for	ADP
dad-11518	533	6	support	support	NOUN
dad-11518	533	7	vector	vector	NOUN
dad-11518	533	8	machines	machine	NOUN
dad-11518	533	9	.	.	PUNCT
dad-11518	534	1	acm	acm	PROPN
dad-11518	534	2	transactions	transaction	NOUN
dad-11518	534	3	on	on	ADP
dad-11518	534	4	intelligent	intelligent	ADJ
dad-11518	534	5	systems	system	NOUN
dad-11518	534	6	and	and	CCONJ
dad-11518	534	7	technology	technology	NOUN
dad-11518	534	8	,	,	PUNCT
dad-11518	534	9	2:27:1–27:27	2:27:1–27:27	NUM
dad-11518	534	10	,	,	PUNCT
dad-11518	534	11	2011	2011	NUM
dad-11518	534	12	.	.	PUNCT
dad-11518	535	1	software	software	NOUN
dad-11518	535	2	available	available	ADJ
dad-11518	535	3	at	at	ADP
dad-11518	535	4	http://www.csie.ntu.edu.tw/˜cjlin/libsvm	http://www.csie.ntu.edu.tw/˜cjlin/libsvm	PROPN
dad-11518	535	5	.	.	PUNCT
dad-11518	536	1	jacob	jacob	PROPN
dad-11518	536	2	cohen	cohen	PROPN
dad-11518	536	3	.	.	PUNCT
dad-11518	537	1	a	a	DET
dad-11518	537	2	coefficient	coefficient	NOUN
dad-11518	537	3	of	of	ADP
dad-11518	537	4	agreement	agreement	NOUN
dad-11518	537	5	for	for	ADP
dad-11518	537	6	nominal	nominal	ADJ
dad-11518	537	7	scales	scale	NOUN
dad-11518	537	8	.	.	PUNCT
dad-11518	538	1	in	in	ADP
dad-11518	538	2	educational	educational	ADJ
dad-11518	538	3	and	and	CCONJ
dad-11518	538	4	psychological	psychological	ADJ
dad-11518	538	5	measurement	measurement	NOUN
dad-11518	538	6	,	,	PUNCT
dad-11518	538	7	volume	volume	NOUN
dad-11518	538	8	20	20	NUM
dad-11518	538	9	,	,	PUNCT
dad-11518	538	10	pages	page	NOUN
dad-11518	538	11	37–46	37–46	NUM
dad-11518	538	12	,	,	PUNCT
dad-11518	538	13	april	april	PROPN
dad-11518	538	14	1960	1960	NUM
dad-11518	538	15	.	.	PUNCT
dad-11518	539	1	jacob	jacob	PROPN
dad-11518	539	2	cohen	cohen	PROPN
dad-11518	539	3	.	.	PUNCT
dad-11518	539	4	weighted	weight	VERB
dad-11518	539	5	kappa	kappa	ADJ
dad-11518	539	6	:	:	PUNCT
dad-11518	539	7	nominal	nominal	ADJ
dad-11518	539	8	scale	scale	NOUN
dad-11518	539	9	agreement	agreement	NOUN
dad-11518	539	10	provision	provision	NOUN
dad-11518	539	11	for	for	ADP
dad-11518	539	12	scaled	scale	VERB
dad-11518	539	13	disagreement	disagreement	NOUN
dad-11518	539	14	or	or	CCONJ
dad-11518	539	15	partial	partial	ADJ
dad-11518	539	16	credit	credit	NOUN
dad-11518	539	17	.	.	PUNCT
dad-11518	540	1	psychological	psychological	ADJ
dad-11518	540	2	bulletin	bulletin	NOUN
dad-11518	540	3	,	,	PUNCT
dad-11518	540	4	70(4):213	70(4):213	NOUN
dad-11518	540	5	,	,	PUNCT
dad-11518	540	6	1968	1968	NUM
dad-11518	540	7	.	.	PUNCT
dad-11518	541	1	heriberto	heriberto	VERB
dad-11518	541	2	cuayáhuitl	cuayáhuitl	PROPN
dad-11518	541	3	,	,	PUNCT
dad-11518	541	4	seonghan	seonghan	PROPN
dad-11518	541	5	ryu	ryu	PROPN
dad-11518	541	6	,	,	PUNCT
dad-11518	541	7	donghyeon	donghyeon	NOUN
dad-11518	541	8	lee	lee	PROPN
dad-11518	541	9	,	,	PUNCT
dad-11518	541	10	and	and	CCONJ
dad-11518	541	11	jihie	jihie	PROPN
dad-11518	541	12	kim	kim	PROPN
dad-11518	541	13	.	.	PUNCT
dad-11518	542	1	a	a	DET
dad-11518	542	2	study	study	NOUN
dad-11518	542	3	on	on	ADP
dad-11518	542	4	dialogue	dialogue	NOUN
dad-11518	542	5	reward	reward	NOUN
dad-11518	542	6	prediction	prediction	NOUN
dad-11518	542	7	for	for	ADP
dad-11518	542	8	open	open	ADV
dad-11518	542	9	-	-	PUNCT
dad-11518	542	10	ended	end	VERB
dad-11518	542	11	conversational	conversational	ADJ
dad-11518	542	12	agents	agent	NOUN
dad-11518	542	13	.	.	PUNCT
dad-11518	543	1	in	in	ADP
dad-11518	543	2	2018	2018	NUM
dad-11518	543	3	neurips	neurip	NOUN
dad-11518	543	4	workshop	workshop	NOUN
dad-11518	543	5	on	on	ADP
dad-11518	543	6	conversational	conversational	ADJ
dad-11518	543	7	ai	ai	NOUN
dad-11518	543	8	:	:	PUNCT
dad-11518	543	9	“	"	PUNCT
dad-11518	543	10	today	today	NOUN
dad-11518	543	11	’s	’s	PART
dad-11518	543	12	practice	practice	NOUN
dad-11518	543	13	and	and	CCONJ
dad-11518	543	14	tomorrow	tomorrow	NOUN
dad-11518	543	15	’s	’s	PART
dad-11518	543	16	potential	potential	NOUN
dad-11518	543	17	”	"	PUNCT
dad-11518	543	18	,	,	PUNCT
dad-11518	543	19	montréal	montréal	PROPN
dad-11518	543	20	,	,	PUNCT
dad-11518	543	21	canada	canada	PROPN
dad-11518	543	22	.	.	PROPN
dad-11518	543	23	,	,	PUNCT
dad-11518	543	24	2018	2018	NUM
dad-11518	543	25	.	.	PUNCT
dad-11518	544	1	lucie	lucie	PROPN
dad-11518	544	2	daubigney	daubigney	PROPN
dad-11518	544	3	,	,	PUNCT
dad-11518	544	4	matthieu	matthieu	PROPN
dad-11518	544	5	geist	geist	PROPN
dad-11518	544	6	,	,	PUNCT
dad-11518	544	7	and	and	CCONJ
dad-11518	544	8	olivier	olivier	PROPN
dad-11518	544	9	pietquin	pietquin	PROPN
dad-11518	544	10	.	.	PUNCT
dad-11518	545	1	off	off	ADP
dad-11518	545	2	-	-	PUNCT
dad-11518	545	3	policy	policy	NOUN
dad-11518	545	4	learning	learning	NOUN
dad-11518	545	5	in	in	ADP
dad-11518	545	6	large	large	ADJ
dad-11518	545	7	-	-	PUNCT
dad-11518	545	8	scale	scale	NOUN
dad-11518	545	9	pomdp	pomdp	NOUN
dad-11518	545	10	-	-	PUNCT
dad-11518	545	11	based	base	VERB
dad-11518	545	12	dialogue	dialogue	NOUN
dad-11518	545	13	systems	system	NOUN
dad-11518	545	14	.	.	PUNCT
dad-11518	546	1	in	in	ADP
dad-11518	546	2	proceedings	proceeding	NOUN
dad-11518	546	3	of	of	ADP
dad-11518	546	4	the	the	DET
dad-11518	546	5	37th	37th	ADJ
dad-11518	546	6	ieee	ieee	NOUN
dad-11518	546	7	international	international	ADJ
dad-11518	546	8	conference	conference	NOUN
dad-11518	546	9	106	106	NUM
dad-11518	546	10	user	user	NOUN
dad-11518	546	11	satisfaction	satisfaction	NOUN
dad-11518	546	12	reward	reward	NOUN
dad-11518	546	13	estimation	estimation	NOUN
dad-11518	546	14	across	across	ADP
dad-11518	546	15	domains	domain	NOUN
dad-11518	546	16	on	on	ADP
dad-11518	546	17	acoustics	acoustic	NOUN
dad-11518	546	18	,	,	PUNCT
dad-11518	546	19	speech	speech	NOUN
dad-11518	546	20	and	and	CCONJ
dad-11518	546	21	signal	signal	NOUN
dad-11518	546	22	processing	processing	NOUN
dad-11518	546	23	(	(	PUNCT
dad-11518	546	24	icassp	icassp	NOUN
dad-11518	546	25	2012	2012	NUM
dad-11518	546	26	)	)	PUNCT
dad-11518	546	27	,	,	PUNCT
dad-11518	546	28	pages	page	NOUN
dad-11518	546	29	4989–4992	4989–4992	NUM
dad-11518	546	30	,	,	PUNCT
dad-11518	546	31	kyoto	kyoto	PROPN
dad-11518	546	32	(	(	PUNCT
dad-11518	546	33	japan	japan	PROPN
dad-11518	546	34	)	)	PUNCT
dad-11518	546	35	,	,	PUNCT
dad-11518	546	36	2012	2012	NUM
dad-11518	546	37	.	.	PUNCT
dad-11518	547	1	ieee	ieee	PROPN
dad-11518	547	2	.	.	PUNCT
dad-11518	547	3	doi	doi	PROPN
dad-11518	547	4	:	:	PUNCT
dad-11518	547	5	10.1109	10.1109	NUM
dad-11518	547	6	/	/	SYM
dad-11518	547	7	icassp.2012.6289040	icassp.2012.6289040	NOUN
dad-11518	547	8	.	.	PUNCT
dad-11518	548	1	layla	layla	PROPN
dad-11518	548	2	el	el	PROPN
dad-11518	548	3	asri	asri	PROPN
dad-11518	548	4	,	,	PUNCT
dad-11518	548	5	romain	romain	PROPN
dad-11518	548	6	laroche	laroche	PROPN
dad-11518	548	7	,	,	PUNCT
dad-11518	548	8	and	and	CCONJ
dad-11518	548	9	olivier	olivier	PROPN
dad-11518	548	10	pietquin	pietquin	PROPN
dad-11518	548	11	.	.	PUNCT
dad-11518	549	1	reward	reward	NOUN
dad-11518	549	2	function	function	NOUN
dad-11518	549	3	learning	learn	VERB
dad-11518	549	4	for	for	ADP
dad-11518	549	5	dialogue	dialogue	NOUN
dad-11518	549	6	management	management	NOUN
dad-11518	549	7	.	.	PUNCT
dad-11518	550	1	in	in	ADP
dad-11518	550	2	proceedings	proceeding	NOUN
dad-11518	550	3	of	of	ADP
dad-11518	550	4	the	the	DET
dad-11518	550	5	6th	6th	NOUN
dad-11518	550	6	starting	start	VERB
dad-11518	550	7	ai	ai	VERB
dad-11518	550	8	researchers	researcher	NOUN
dad-11518	550	9	’	'	PUNCT
dad-11518	550	10	symposium	symposium	NOUN
dad-11518	550	11	(	(	PUNCT
dad-11518	550	12	stairs	stair	NOUN
dad-11518	550	13	)	)	PUNCT
dad-11518	550	14	,	,	PUNCT
dad-11518	550	15	pages	page	NOUN
dad-11518	550	16	95–106	95–106	X
dad-11518	550	17	.	.	PUNCT
dad-11518	551	1	ios	ios	PROPN
dad-11518	551	2	press	press	NOUN
dad-11518	551	3	,	,	PUNCT
dad-11518	551	4	2012	2012	NUM
dad-11518	551	5	.	.	PUNCT
dad-11518	552	1	doi	doi	NOUN
dad-11518	552	2	:	:	PUNCT
dad-11518	552	3	10.3233/978	10.3233/978	NUM
dad-11518	552	4	-	-	SYM
dad-11518	552	5	1	1	NUM
dad-11518	552	6	-	-	PUNCT
dad-11518	552	7	61499	61499	NUM
dad-11518	552	8	-	-	PUNCT
dad-11518	552	9	096	096	NUM
dad-11518	552	10	-	-	PUNCT
dad-11518	552	11	3	3	NUM
dad-11518	552	12	-	-	SYM
dad-11518	552	13	95	95	NUM
dad-11518	552	14	.	.	PUNCT
dad-11518	553	1	layla	layla	PROPN
dad-11518	553	2	el	el	PROPN
dad-11518	553	3	asri	asri	PROPN
dad-11518	553	4	,	,	PUNCT
dad-11518	553	5	romain	romain	PROPN
dad-11518	553	6	laroche	laroche	PROPN
dad-11518	553	7	,	,	PUNCT
dad-11518	553	8	and	and	CCONJ
dad-11518	553	9	olivier	olivier	PROPN
dad-11518	553	10	pietquin	pietquin	PROPN
dad-11518	553	11	.	.	PUNCT
dad-11518	554	1	reward	reward	NOUN
dad-11518	554	2	shaping	shaping	NOUN
dad-11518	554	3	for	for	ADP
dad-11518	554	4	statistical	statistical	ADJ
dad-11518	554	5	optimisation	optimisation	NOUN
dad-11518	554	6	of	of	ADP
dad-11518	554	7	dialogue	dialogue	NOUN
dad-11518	554	8	management	management	NOUN
dad-11518	554	9	.	.	PUNCT
dad-11518	555	1	in	in	ADP
dad-11518	555	2	adrian	adrian	PROPN
dad-11518	555	3	-	-	PUNCT
dad-11518	555	4	horia	horia	PROPN
dad-11518	555	5	dediu	dediu	NOUN
dad-11518	555	6	,	,	PUNCT
dad-11518	555	7	carlos	carlos	PROPN
dad-11518	555	8	martı́n	martı́n	PROPN
dad-11518	555	9	-	-	NOUN
dad-11518	555	10	vide	vide	NOUN
dad-11518	555	11	,	,	PUNCT
dad-11518	555	12	ruslan	ruslan	PROPN
dad-11518	555	13	mitkov	mitkov	PROPN
dad-11518	555	14	,	,	PUNCT
dad-11518	555	15	and	and	CCONJ
dad-11518	555	16	bianca	bianca	PROPN
dad-11518	555	17	truthe	truthe	PROPN
dad-11518	555	18	,	,	PUNCT
dad-11518	555	19	editors	editor	NOUN
dad-11518	555	20	,	,	PUNCT
dad-11518	555	21	statistical	statistical	ADJ
dad-11518	555	22	language	language	NOUN
dad-11518	555	23	and	and	CCONJ
dad-11518	555	24	speech	speech	NOUN
dad-11518	555	25	processing	processing	NOUN
dad-11518	555	26	,	,	PUNCT
dad-11518	555	27	pages	page	NOUN
dad-11518	555	28	93–101	93–101	PROPN
dad-11518	555	29	,	,	PUNCT
dad-11518	555	30	berlin	berlin	PROPN
dad-11518	555	31	,	,	PUNCT
dad-11518	555	32	heidelberg	heidelberg	PROPN
dad-11518	555	33	,	,	PUNCT
dad-11518	555	34	2013	2013	NUM
dad-11518	555	35	.	.	PUNCT
dad-11518	556	1	springer	springer	PROPN
dad-11518	556	2	berlin	berlin	PROPN
dad-11518	556	3	heidelberg	heidelberg	PROPN
dad-11518	556	4	.	.	PUNCT
dad-11518	557	1	isbn	isbn	ADJ
dad-11518	557	2	978	978	NUM
dad-11518	557	3	-	-	SYM
dad-11518	557	4	3	3	NUM
dad-11518	557	5	-	-	PUNCT
dad-11518	557	6	642	642	NUM
dad-11518	557	7	-	-	PUNCT
dad-11518	557	8	39593	39593	NUM
dad-11518	557	9	-	-	SYM
dad-11518	557	10	2	2	NUM
dad-11518	557	11	.	.	PUNCT
dad-11518	558	1	layla	layla	PROPN
dad-11518	558	2	el	el	PROPN
dad-11518	558	3	asri	asri	PROPN
dad-11518	558	4	,	,	PUNCT
dad-11518	558	5	hatim	hatim	PROPN
dad-11518	558	6	khouzaimi	khouzaimi	PROPN
dad-11518	558	7	,	,	PUNCT
dad-11518	558	8	romain	romain	PROPN
dad-11518	558	9	laroche	laroche	PROPN
dad-11518	558	10	,	,	PUNCT
dad-11518	558	11	and	and	CCONJ
dad-11518	558	12	olivier	olivier	PROPN
dad-11518	558	13	pietquin	pietquin	PROPN
dad-11518	558	14	.	.	PUNCT
dad-11518	559	1	ordinal	ordinal	ADJ
dad-11518	559	2	regression	regression	NOUN
dad-11518	559	3	for	for	ADP
dad-11518	559	4	interaction	interaction	NOUN
dad-11518	559	5	quality	quality	NOUN
dad-11518	559	6	prediction	prediction	NOUN
dad-11518	559	7	.	.	PUNCT
dad-11518	560	1	in	in	ADP
dad-11518	560	2	international	international	ADJ
dad-11518	560	3	conference	conference	NOUN
dad-11518	560	4	on	on	ADP
dad-11518	560	5	acoustics	acoustic	NOUN
dad-11518	560	6	,	,	PUNCT
dad-11518	560	7	speech	speech	NOUN
dad-11518	560	8	and	and	CCONJ
dad-11518	560	9	signal	signal	NOUN
dad-11518	560	10	processing	processing	NOUN
dad-11518	560	11	(	(	PUNCT
dad-11518	560	12	icassp	icassp	PROPN
dad-11518	560	13	)	)	PUNCT
dad-11518	560	14	,	,	PUNCT
dad-11518	560	15	pages	page	NOUN
dad-11518	560	16	3245–3249	3245–3249	NUM
dad-11518	560	17	.	.	PUNCT
dad-11518	561	1	ieee	ieee	PROPN
dad-11518	561	2	,	,	PUNCT
dad-11518	561	3	may	may	PROPN
dad-11518	561	4	2014a	2014a	NUM
dad-11518	561	5	.	.	PUNCT
dad-11518	562	1	doi	doi	NOUN
dad-11518	562	2	:	:	PUNCT
dad-11518	562	3	10.1109	10.1109	NUM
dad-11518	562	4	/	/	SYM
dad-11518	562	5	icassp.2014.6854195	icassp.2014.6854195	NOUN
dad-11518	562	6	.	.	PUNCT
dad-11518	563	1	layla	layla	PROPN
dad-11518	563	2	el	el	PROPN
dad-11518	563	3	asri	asri	PROPN
dad-11518	563	4	,	,	PUNCT
dad-11518	563	5	romain	romain	PROPN
dad-11518	563	6	laroche	laroche	PROPN
dad-11518	563	7	,	,	PUNCT
dad-11518	563	8	and	and	CCONJ
dad-11518	563	9	olivier	olivier	PROPN
dad-11518	563	10	pietquin	pietquin	PROPN
dad-11518	563	11	.	.	PUNCT
dad-11518	564	1	task	task	NOUN
dad-11518	564	2	completion	completion	NOUN
dad-11518	564	3	transfer	transfer	NOUN
dad-11518	564	4	learning	learn	VERB
dad-11518	564	5	for	for	ADP
dad-11518	564	6	reward	reward	NOUN
dad-11518	564	7	inference	inference	NOUN
dad-11518	564	8	.	.	PUNCT
dad-11518	565	1	in	in	ADP
dad-11518	565	2	workshops	workshop	NOUN
dad-11518	565	3	at	at	ADP
dad-11518	565	4	the	the	DET
dad-11518	565	5	twenty	twenty	NUM
dad-11518	565	6	-	-	PUNCT
dad-11518	565	7	eighth	eighth	ADJ
dad-11518	565	8	aaai	aaai	PROPN
dad-11518	565	9	conference	conference	NOUN
dad-11518	565	10	on	on	ADP
dad-11518	565	11	artificial	artificial	ADJ
dad-11518	565	12	intelligence	intelligence	NOUN
dad-11518	565	13	,	,	PUNCT
dad-11518	565	14	2014b	2014b	NUM
dad-11518	565	15	.	.	PUNCT
dad-11518	566	1	maxine	maxine	PROPN
dad-11518	566	2	eskenazi	eskenazi	PROPN
dad-11518	566	3	,	,	PUNCT
dad-11518	566	4	alan	alan	PROPN
dad-11518	566	5	w	w	PROPN
dad-11518	566	6	black	black	PROPN
dad-11518	566	7	,	,	PUNCT
dad-11518	566	8	antoine	antoine	PROPN
dad-11518	566	9	raux	raux	PROPN
dad-11518	566	10	,	,	PUNCT
dad-11518	566	11	and	and	CCONJ
dad-11518	566	12	brian	brian	PROPN
dad-11518	566	13	langner	langner	PROPN
dad-11518	566	14	.	.	PUNCT
dad-11518	567	1	let	let	VERB
dad-11518	567	2	’s	’s	NOUN
dad-11518	567	3	go	go	VERB
dad-11518	567	4	lab	lab	NOUN
dad-11518	567	5	:	:	PUNCT
dad-11518	567	6	a	a	DET
dad-11518	567	7	platform	platform	NOUN
dad-11518	567	8	for	for	ADP
dad-11518	567	9	evaluation	evaluation	NOUN
dad-11518	567	10	of	of	ADP
dad-11518	567	11	spoken	spoken	ADJ
dad-11518	567	12	dialog	dialog	NOUN
dad-11518	567	13	systems	system	NOUN
dad-11518	567	14	with	with	ADP
dad-11518	567	15	real	real	ADJ
dad-11518	567	16	world	world	NOUN
dad-11518	567	17	users	user	NOUN
dad-11518	567	18	.	.	PUNCT
dad-11518	568	1	in	in	ADP
dad-11518	568	2	ninth	ninth	ADJ
dad-11518	568	3	annual	annual	ADJ
dad-11518	568	4	conference	conference	NOUN
dad-11518	568	5	of	of	ADP
dad-11518	568	6	the	the	DET
dad-11518	568	7	international	international	ADJ
dad-11518	568	8	speech	speech	NOUN
dad-11518	568	9	communication	communication	NOUN
dad-11518	568	10	association	association	NOUN
dad-11518	568	11	,	,	PUNCT
dad-11518	568	12	2008	2008	NUM
dad-11518	568	13	.	.	PUNCT
dad-11518	569	1	mary	mary	PROPN
dad-11518	569	2	ellen	ellen	PROPN
dad-11518	569	3	foster	foster	PROPN
dad-11518	569	4	,	,	PUNCT
dad-11518	569	5	manuel	manuel	PROPN
dad-11518	569	6	giuliani	giuliani	PROPN
dad-11518	569	7	,	,	PUNCT
dad-11518	569	8	and	and	CCONJ
dad-11518	569	9	alois	alois	PROPN
dad-11518	569	10	knoll	knoll	PROPN
dad-11518	569	11	.	.	PUNCT
dad-11518	570	1	comparing	compare	VERB
dad-11518	570	2	objective	objective	ADJ
dad-11518	570	3	and	and	CCONJ
dad-11518	570	4	subjective	subjective	ADJ
dad-11518	570	5	measures	measure	NOUN
dad-11518	570	6	of	of	ADP
dad-11518	570	7	usability	usability	NOUN
dad-11518	570	8	in	in	ADP
dad-11518	570	9	a	a	DET
dad-11518	570	10	human	human	ADJ
dad-11518	570	11	-	-	PUNCT
dad-11518	570	12	robot	robot	NOUN
dad-11518	570	13	dialogue	dialogue	NOUN
dad-11518	570	14	system	system	NOUN
dad-11518	570	15	.	.	PUNCT
dad-11518	571	1	in	in	ADP
dad-11518	571	2	proceedings	proceeding	NOUN
dad-11518	571	3	of	of	ADP
dad-11518	571	4	the	the	DET
dad-11518	571	5	joint	joint	ADJ
dad-11518	571	6	conference	conference	NOUN
dad-11518	571	7	of	of	ADP
dad-11518	571	8	the	the	DET
dad-11518	571	9	47th	47th	ADJ
dad-11518	571	10	annual	annual	ADJ
dad-11518	571	11	meeting	meeting	NOUN
dad-11518	571	12	of	of	ADP
dad-11518	571	13	the	the	DET
dad-11518	571	14	acl	acl	PROPN
dad-11518	571	15	and	and	CCONJ
dad-11518	571	16	the	the	DET
dad-11518	571	17	4th	4th	ADJ
dad-11518	571	18	international	international	ADJ
dad-11518	571	19	joint	joint	ADJ
dad-11518	571	20	conference	conference	NOUN
dad-11518	571	21	on	on	ADP
dad-11518	571	22	natural	natural	ADJ
dad-11518	571	23	language	language	NOUN
dad-11518	571	24	processing	processing	NOUN
dad-11518	571	25	of	of	ADP
dad-11518	571	26	the	the	DET
dad-11518	571	27	afnlp	afnlp	NOUN
dad-11518	571	28	,	,	PUNCT
dad-11518	571	29	pages	page	NOUN
dad-11518	571	30	879–887	879–887	NUM
dad-11518	571	31	,	,	PUNCT
dad-11518	571	32	suntec	suntec	ADJ
dad-11518	571	33	,	,	PUNCT
dad-11518	571	34	singapore	singapore	PROPN
dad-11518	571	35	,	,	PUNCT
dad-11518	571	36	august	august	PROPN
dad-11518	571	37	2009	2009	NUM
dad-11518	571	38	.	.	PUNCT
dad-11518	572	1	association	association	NOUN
dad-11518	572	2	for	for	ADP
dad-11518	572	3	computational	computational	ADJ
dad-11518	572	4	linguistics	linguistic	NOUN
dad-11518	572	5	.	.	PUNCT
dad-11518	573	1	url	url	X
dad-11518	573	2	https://www.aclweb.org/anthology/p09-1099	https://www.aclweb.org/anthology/p09-1099	PROPN
dad-11518	573	3	.	.	PUNCT
dad-11518	574	1	milica	milica	PROPN
dad-11518	574	2	gašić	gašić	PROPN
dad-11518	574	3	and	and	CCONJ
dad-11518	574	4	steve	steve	PROPN
dad-11518	574	5	j.	j.	PROPN
dad-11518	574	6	young	young	PROPN
dad-11518	574	7	.	.	PUNCT
dad-11518	575	1	gaussian	gaussian	ADJ
dad-11518	575	2	processes	process	NOUN
dad-11518	575	3	for	for	ADP
dad-11518	575	4	pomdp	pomdp	NOUN
dad-11518	575	5	-	-	PUNCT
dad-11518	575	6	based	base	VERB
dad-11518	575	7	dialogue	dialogue	NOUN
dad-11518	575	8	manager	manager	NOUN
dad-11518	575	9	optimization	optimization	NOUN
dad-11518	575	10	.	.	PUNCT
dad-11518	576	1	ieeeacm	ieeeacm	NOUN
dad-11518	576	2	transactions	transaction	NOUN
dad-11518	576	3	on	on	ADP
dad-11518	576	4	audio	audio	NOUN
dad-11518	576	5	,	,	PUNCT
dad-11518	576	6	speech	speech	NOUN
dad-11518	576	7	,	,	PUNCT
dad-11518	576	8	and	and	CCONJ
dad-11518	576	9	language	language	NOUN
dad-11518	576	10	processing	processing	NOUN
dad-11518	576	11	,	,	PUNCT
dad-11518	576	12	22(1):28–40	22(1):28–40	NUM
dad-11518	576	13	,	,	PUNCT
dad-11518	576	14	2014	2014	NUM
dad-11518	576	15	.	.	PUNCT
dad-11518	577	1	doi	doi	NOUN
dad-11518	577	2	:	:	PUNCT
dad-11518	577	3	10.1109	10.1109	NUM
dad-11518	577	4	/	/	SYM
dad-11518	577	5	tasl.2013.2282190	tasl.2013.2282190	PROPN
dad-11518	577	6	.	.	PUNCT
dad-11518	578	1	milica	milica	PROPN
dad-11518	578	2	gašić	gašić	PROPN
dad-11518	578	3	,	,	PUNCT
dad-11518	578	4	catherine	catherine	PROPN
dad-11518	578	5	breslin	breslin	PROPN
dad-11518	578	6	,	,	PUNCT
dad-11518	578	7	matthew	matthew	PROPN
dad-11518	578	8	henderson	henderson	PROPN
dad-11518	578	9	,	,	PUNCT
dad-11518	578	10	dongho	dongho	PROPN
dad-11518	578	11	kim	kim	PROPN
dad-11518	578	12	,	,	PUNCT
dad-11518	578	13	martin	martin	PROPN
dad-11518	578	14	szummer	szummer	PROPN
dad-11518	578	15	,	,	PUNCT
dad-11518	578	16	blaise	blaise	PROPN
dad-11518	578	17	thomson	thomson	PROPN
dad-11518	578	18	,	,	PUNCT
dad-11518	578	19	pirros	pirros	PROPN
dad-11518	578	20	tsiakoulis	tsiakouli	VERB
dad-11518	578	21	,	,	PUNCT
dad-11518	578	22	and	and	CCONJ
dad-11518	578	23	steve	steve	PROPN
dad-11518	578	24	j.	j.	PROPN
dad-11518	578	25	young	young	PROPN
dad-11518	578	26	.	.	PUNCT
dad-11518	579	1	on	on	ADP
dad-11518	579	2	-	-	PUNCT
dad-11518	579	3	line	line	NOUN
dad-11518	579	4	policy	policy	NOUN
dad-11518	579	5	optimisation	optimisation	NOUN
dad-11518	579	6	of	of	ADP
dad-11518	579	7	bayesian	bayesian	NOUN
dad-11518	579	8	spoken	speak	VERB
dad-11518	579	9	dialogue	dialogue	NOUN
dad-11518	579	10	systems	system	NOUN
dad-11518	579	11	via	via	ADP
dad-11518	579	12	human	human	ADJ
dad-11518	579	13	interaction	interaction	NOUN
dad-11518	579	14	.	.	PUNCT
dad-11518	580	1	in	in	ADP
dad-11518	580	2	proceedings	proceeding	NOUN
dad-11518	580	3	of	of	ADP
dad-11518	580	4	the	the	DET
dad-11518	580	5	international	international	ADJ
dad-11518	580	6	conference	conference	NOUN
dad-11518	580	7	on	on	ADP
dad-11518	580	8	acoustics	acoustic	NOUN
dad-11518	580	9	,	,	PUNCT
dad-11518	580	10	speech	speech	NOUN
dad-11518	580	11	and	and	CCONJ
dad-11518	580	12	signal	signal	NOUN
dad-11518	580	13	processing	processing	NOUN
dad-11518	580	14	(	(	PUNCT
dad-11518	580	15	icassp	icassp	PROPN
dad-11518	580	16	)	)	PUNCT
dad-11518	580	17	,	,	PUNCT
dad-11518	580	18	pages	page	NOUN
dad-11518	580	19	8367–8371	8367–8371	NUM
dad-11518	580	20	.	.	PUNCT
dad-11518	581	1	ieee	ieee	NOUN
dad-11518	581	2	,	,	PUNCT
dad-11518	581	3	2013	2013	NUM
dad-11518	581	4	.	.	PUNCT
dad-11518	582	1	doi	doi	NOUN
dad-11518	582	2	:	:	PUNCT
dad-11518	582	3	10.1109	10.1109	NUM
dad-11518	582	4	/	/	SYM
dad-11518	582	5	icassp.2013.6639297	icassp.2013.6639297	PROPN
dad-11518	582	6	.	.	PROPN
dad-11518	583	1	milica	milica	PROPN
dad-11518	583	2	gašić	gašić	PROPN
dad-11518	583	3	,	,	PUNCT
dad-11518	583	4	dongho	dongho	PROPN
dad-11518	583	5	kim	kim	PROPN
dad-11518	583	6	,	,	PUNCT
dad-11518	583	7	pirros	pirros	PROPN
dad-11518	583	8	tsiakoulis	tsiakoulis	PROPN
dad-11518	583	9	,	,	PUNCT
dad-11518	583	10	catherine	catherine	PROPN
dad-11518	583	11	breslin	breslin	PROPN
dad-11518	583	12	,	,	PUNCT
dad-11518	583	13	matthew	matthew	PROPN
dad-11518	583	14	henderson	henderson	PROPN
dad-11518	583	15	,	,	PUNCT
dad-11518	583	16	martin	martin	PROPN
dad-11518	583	17	szummer	szummer	PROPN
dad-11518	583	18	,	,	PUNCT
dad-11518	583	19	blaise	blaise	PROPN
dad-11518	583	20	thomson	thomson	PROPN
dad-11518	583	21	,	,	PUNCT
dad-11518	583	22	and	and	CCONJ
dad-11518	583	23	steve	steve	PROPN
dad-11518	583	24	j.	j.	PROPN
dad-11518	583	25	young	young	PROPN
dad-11518	583	26	.	.	PUNCT
dad-11518	584	1	incremental	incremental	ADJ
dad-11518	584	2	on	on	ADP
dad-11518	584	3	-	-	PUNCT
dad-11518	584	4	line	line	NOUN
dad-11518	584	5	adaptation	adaptation	NOUN
dad-11518	584	6	of	of	ADP
dad-11518	584	7	pomdp	pomdp	NOUN
dad-11518	584	8	-	-	PUNCT
dad-11518	584	9	based	base	VERB
dad-11518	584	10	dialogue	dialogue	NOUN
dad-11518	584	11	managers	manager	NOUN
dad-11518	584	12	to	to	ADP
dad-11518	584	13	extended	extend	VERB
dad-11518	584	14	domains	domain	NOUN
dad-11518	584	15	.	.	PUNCT
dad-11518	585	1	in	in	ADP
dad-11518	585	2	proceedings	proceeding	NOUN
dad-11518	585	3	of	of	ADP
dad-11518	585	4	the	the	DET
dad-11518	585	5	15th	15th	ADJ
dad-11518	585	6	international	international	ADJ
dad-11518	585	7	conference	conference	NOUN
dad-11518	585	8	on	on	ADP
dad-11518	585	9	spoken	spoken	ADJ
dad-11518	585	10	language	language	NOUN
dad-11518	585	11	processing	processing	NOUN
dad-11518	585	12	(	(	PUNCT
dad-11518	585	13	interspeech	interspeech	NOUN
dad-11518	585	14	)	)	PUNCT
dad-11518	585	15	,	,	PUNCT
dad-11518	585	16	pages	page	NOUN
dad-11518	585	17	140–144	140–144	NUM
dad-11518	585	18	.	.	PUNCT
dad-11518	586	1	isca	isca	PROPN
dad-11518	586	2	,	,	PUNCT
dad-11518	586	3	august	august	PROPN
dad-11518	586	4	2014	2014	NUM
dad-11518	586	5	.	.	PUNCT
dad-11518	587	1	alex	alex	PROPN
dad-11518	587	2	graves	graves	PROPN
dad-11518	587	3	,	,	PUNCT
dad-11518	587	4	navdeep	navdeep	NOUN
dad-11518	587	5	jaitly	jaitly	ADV
dad-11518	587	6	,	,	PUNCT
dad-11518	587	7	and	and	CCONJ
dad-11518	587	8	abdel	abdel	PROPN
dad-11518	587	9	-	-	PUNCT
dad-11518	587	10	rahman	rahman	PROPN
dad-11518	587	11	mohamed	mohamed	PROPN
dad-11518	587	12	.	.	PUNCT
dad-11518	588	1	hybrid	hybrid	ADJ
dad-11518	588	2	speech	speech	NOUN
dad-11518	588	3	recognition	recognition	NOUN
dad-11518	588	4	with	with	ADP
dad-11518	588	5	deep	deep	ADJ
dad-11518	588	6	bidirectional	bidirectional	ADJ
dad-11518	588	7	lstm	lstm	NOUN
dad-11518	588	8	.	.	PUNCT
dad-11518	589	1	in	in	ADP
dad-11518	589	2	2013	2013	NUM
dad-11518	589	3	ieee	ieee	NOUN
dad-11518	589	4	workshop	workshop	NOUN
dad-11518	589	5	on	on	ADP
dad-11518	589	6	automatic	automatic	ADJ
dad-11518	589	7	speech	speech	NOUN
dad-11518	589	8	recognition	recognition	NOUN
dad-11518	589	9	and	and	CCONJ
dad-11518	589	10	understanding	understanding	NOUN
dad-11518	589	11	,	,	PUNCT
dad-11518	589	12	pages	page	NOUN
dad-11518	589	13	273–278	273–278	NUM
dad-11518	589	14	.	.	PUNCT
dad-11518	589	15	ieee	ieee	NOUN
dad-11518	589	16	,	,	PUNCT
dad-11518	589	17	2013	2013	NUM
dad-11518	589	18	.	.	PUNCT
dad-11518	590	1	doi	doi	NOUN
dad-11518	590	2	:	:	PUNCT
dad-11518	590	3	10.1109	10.1109	NUM
dad-11518	590	4	/	/	SYM
dad-11518	590	5	asru.2013.6707742	asru.2013.6707742	ADV
dad-11518	590	6	.	.	PUNCT
dad-11518	591	1	james	james	PROPN
dad-11518	591	2	henderson	henderson	PROPN
dad-11518	591	3	,	,	PUNCT
dad-11518	591	4	oliver	oliver	PROPN
dad-11518	591	5	lemon	lemon	PROPN
dad-11518	591	6	,	,	PUNCT
dad-11518	591	7	and	and	CCONJ
dad-11518	591	8	kallirroi	kallirroi	NOUN
dad-11518	591	9	georgila	georgila	NOUN
dad-11518	591	10	.	.	PUNCT
dad-11518	592	1	hybrid	hybrid	ADJ
dad-11518	592	2	reinforcement	reinforcement	NOUN
dad-11518	592	3	/	/	SYM
dad-11518	592	4	supervised	supervise	VERB
dad-11518	592	5	learning	learning	NOUN
dad-11518	592	6	of	of	ADP
dad-11518	592	7	dialogue	dialogue	NOUN
dad-11518	592	8	policies	policy	NOUN
dad-11518	592	9	from	from	ADP
dad-11518	592	10	fixed	fix	VERB
dad-11518	592	11	data	data	NOUN
dad-11518	592	12	sets	set	NOUN
dad-11518	592	13	.	.	PUNCT
dad-11518	593	1	computational	computational	ADJ
dad-11518	593	2	linguistics	linguistic	NOUN
dad-11518	593	3	,	,	PUNCT
dad-11518	593	4	34(4):487–511	34(4):487–511	PROPN
dad-11518	593	5	,	,	PUNCT
dad-11518	593	6	2008	2008	NUM
dad-11518	593	7	.	.	PUNCT
dad-11518	594	1	107	107	NUM
dad-11518	594	2	ultes	ulte	NOUN
dad-11518	594	3	and	and	CCONJ
dad-11518	594	4	maier	maier	PROPN
dad-11518	594	5	matthew	matthew	PROPN
dad-11518	594	6	henderson	henderson	PROPN
dad-11518	594	7	,	,	PUNCT
dad-11518	594	8	blaise	blaise	PROPN
dad-11518	594	9	thomson	thomson	PROPN
dad-11518	594	10	,	,	PUNCT
dad-11518	594	11	and	and	CCONJ
dad-11518	594	12	jason	jason	PROPN
dad-11518	594	13	d.	d.	PROPN
dad-11518	594	14	williams	williams	PROPN
dad-11518	594	15	.	.	PUNCT
dad-11518	595	1	the	the	DET
dad-11518	595	2	second	second	ADJ
dad-11518	595	3	dialog	dialog	NOUN
dad-11518	595	4	state	state	NOUN
dad-11518	595	5	tracking	tracking	NOUN
dad-11518	595	6	challenge	challenge	NOUN
dad-11518	595	7	.	.	PUNCT
dad-11518	596	1	in	in	ADP
dad-11518	596	2	proceedings	proceeding	NOUN
dad-11518	596	3	of	of	ADP
dad-11518	596	4	the	the	DET
dad-11518	596	5	15th	15th	ADJ
dad-11518	596	6	annual	annual	ADJ
dad-11518	596	7	meeting	meeting	NOUN
dad-11518	596	8	of	of	ADP
dad-11518	596	9	the	the	DET
dad-11518	596	10	special	special	ADJ
dad-11518	596	11	interest	interest	NOUN
dad-11518	596	12	group	group	NOUN
dad-11518	596	13	on	on	ADP
dad-11518	596	14	discourse	discourse	NOUN
dad-11518	596	15	and	and	CCONJ
dad-11518	596	16	dialogue	dialogue	NOUN
dad-11518	596	17	(	(	PUNCT
dad-11518	596	18	sigdial	sigdial	ADJ
dad-11518	596	19	)	)	PUNCT
dad-11518	596	20	,	,	PUNCT
dad-11518	596	21	pages	page	NOUN
dad-11518	596	22	263–272	263–272	NUM
dad-11518	596	23	,	,	PUNCT
dad-11518	596	24	philadelphia	philadelphia	PROPN
dad-11518	596	25	,	,	PUNCT
dad-11518	596	26	pa	pa	PROPN
dad-11518	596	27	,	,	PUNCT
dad-11518	596	28	u.s.a	u.s.a	PROPN
dad-11518	596	29	.	.	PROPN
dad-11518	596	30	,	,	PUNCT
dad-11518	596	31	june	june	PROPN
dad-11518	596	32	2014	2014	NUM
dad-11518	596	33	.	.	PUNCT
dad-11518	597	1	association	association	NOUN
dad-11518	597	2	for	for	ADP
dad-11518	597	3	computational	computational	ADJ
dad-11518	597	4	linguistics	linguistic	NOUN
dad-11518	597	5	.	.	PUNCT
dad-11518	598	1	doi	doi	NOUN
dad-11518	598	2	:	:	PUNCT
dad-11518	598	3	10.3115	10.3115	NUM
dad-11518	598	4	/	/	SYM
dad-11518	598	5	v1	v1	NOUN
dad-11518	598	6	/	/	SYM
dad-11518	598	7	w14	w14	PROPN
dad-11518	598	8	-	-	PUNCT
dad-11518	598	9	4337	4337	NUM
dad-11518	598	10	.	.	PUNCT
dad-11518	599	1	url	url	PROPN
dad-11518	599	2	https://www.aclweb.org/	https://www.aclweb.org/	NOUN
dad-11518	599	3	anthology	anthology	PROPN
dad-11518	599	4	/	/	SYM
dad-11518	599	5	w14	w14	PROPN
dad-11518	599	6	-	-	PUNCT
dad-11518	599	7	4337	4337	NUM
dad-11518	599	8	.	.	PUNCT
dad-11518	600	1	sepp	sepp	PROPN
dad-11518	600	2	hochreiter	hochreiter	PROPN
dad-11518	600	3	and	and	CCONJ
dad-11518	600	4	jürgen	jürgen	PROPN
dad-11518	600	5	schmidhuber	schmidhuber	NOUN
dad-11518	600	6	.	.	PUNCT
dad-11518	601	1	long	long	ADJ
dad-11518	601	2	short	short	ADJ
dad-11518	601	3	-	-	PUNCT
dad-11518	601	4	term	term	NOUN
dad-11518	601	5	memory	memory	NOUN
dad-11518	601	6	.	.	PUNCT
dad-11518	602	1	neural	neural	ADJ
dad-11518	602	2	computation	computation	NOUN
dad-11518	602	3	,	,	PUNCT
dad-11518	602	4	9(8	9(8	NUM
dad-11518	602	5	):	):	PUNCT
dad-11518	602	6	1735–1780	1735–1780	NUM
dad-11518	602	7	,	,	PUNCT
dad-11518	602	8	1997	1997	NUM
dad-11518	602	9	.	.	PUNCT
dad-11518	603	1	doi	doi	NOUN
dad-11518	603	2	:	:	PUNCT
dad-11518	603	3	10.1162	10.1162	NUM
dad-11518	603	4	/	/	SYM
dad-11518	603	5	neco.1997.9.8.1735	neco.1997.9.8.1735	NOUN
dad-11518	603	6	.	.	PUNCT
dad-11518	604	1	url	url	VERB
dad-11518	604	2	https://doi.org/10.1162/	https://doi.org/10.1162/	PROPN
dad-11518	604	3	neco.1997.9.8.1735	neco.1997.9.8.1735	NOUN
dad-11518	604	4	.	.	PUNCT
dad-11518	605	1	j.	j.	PROPN
dad-11518	605	2	r.	r.	PROPN
dad-11518	605	3	landis	landis	PROPN
dad-11518	605	4	and	and	CCONJ
dad-11518	605	5	g.	g.	PROPN
dad-11518	605	6	g.	g.	PROPN
dad-11518	605	7	koch	koch	PROPN
dad-11518	605	8	.	.	PUNCT
dad-11518	606	1	the	the	DET
dad-11518	606	2	measurement	measurement	NOUN
dad-11518	606	3	of	of	ADP
dad-11518	606	4	observer	observer	NOUN
dad-11518	606	5	agreement	agreement	NOUN
dad-11518	606	6	for	for	ADP
dad-11518	606	7	categorical	categorical	ADJ
dad-11518	606	8	data	datum	NOUN
dad-11518	606	9	.	.	PUNCT
dad-11518	607	1	biometrics	biometric	NOUN
dad-11518	607	2	,	,	PUNCT
dad-11518	607	3	33(1):159–174	33(1):159–174	PROPN
dad-11518	607	4	,	,	PUNCT
dad-11518	607	5	march	march	PROPN
dad-11518	607	6	1977	1977	NUM
dad-11518	607	7	.	.	PUNCT
dad-11518	608	1	issn	issn	PROPN
dad-11518	608	2	0006	0006	NUM
dad-11518	608	3	-	-	PUNCT
dad-11518	608	4	341x	341x	PROPN
dad-11518	608	5	.	.	PUNCT
dad-11518	609	1	oliver	oliver	PROPN
dad-11518	609	2	lemon	lemon	PROPN
dad-11518	609	3	and	and	CCONJ
dad-11518	609	4	olivier	olivier	PROPN
dad-11518	609	5	pietquin	pietquin	PROPN
dad-11518	609	6	.	.	PUNCT
dad-11518	610	1	machine	machine	NOUN
dad-11518	610	2	learning	learn	VERB
dad-11518	610	3	for	for	ADP
dad-11518	610	4	spoken	spoken	ADJ
dad-11518	610	5	dialogue	dialogue	NOUN
dad-11518	610	6	systems	system	NOUN
dad-11518	610	7	.	.	PUNCT
dad-11518	611	1	in	in	ADP
dad-11518	611	2	european	european	ADJ
dad-11518	611	3	conference	conference	NOUN
dad-11518	611	4	on	on	ADP
dad-11518	611	5	speech	speech	NOUN
dad-11518	611	6	communication	communication	NOUN
dad-11518	611	7	and	and	CCONJ
dad-11518	611	8	technologies	technology	NOUN
dad-11518	611	9	(	(	PUNCT
dad-11518	611	10	interspeech’07	interspeech’07	PROPN
dad-11518	611	11	)	)	PUNCT
dad-11518	611	12	,	,	PUNCT
dad-11518	611	13	pages	page	NOUN
dad-11518	611	14	2685–2688	2685–2688	NUM
dad-11518	611	15	,	,	PUNCT
dad-11518	611	16	2007	2007	NUM
dad-11518	611	17	.	.	PUNCT
dad-11518	612	1	oliver	oliver	PROPN
dad-11518	612	2	lemon	lemon	PROPN
dad-11518	612	3	and	and	CCONJ
dad-11518	612	4	olivier	olivier	PROPN
dad-11518	612	5	pietquin	pietquin	PROPN
dad-11518	612	6	.	.	PUNCT
dad-11518	613	1	data	data	NOUN
dad-11518	613	2	-	-	PUNCT
dad-11518	613	3	driven	drive	VERB
dad-11518	613	4	methods	method	NOUN
dad-11518	613	5	for	for	ADP
dad-11518	613	6	adaptive	adaptive	ADJ
dad-11518	613	7	spoken	spoken	ADJ
dad-11518	613	8	dialogue	dialogue	NOUN
dad-11518	613	9	systems	system	NOUN
dad-11518	613	10	.	.	PUNCT
dad-11518	614	1	springer	springer	PROPN
dad-11518	614	2	new	new	PROPN
dad-11518	614	3	york	york	PROPN
dad-11518	614	4	,	,	PUNCT
dad-11518	614	5	2012	2012	NUM
dad-11518	614	6	.	.	PUNCT
dad-11518	615	1	isbn	isbn	ADJ
dad-11518	615	2	978	978	NUM
dad-11518	615	3	-	-	SYM
dad-11518	615	4	1	1	NUM
dad-11518	615	5	-	-	PUNCT
dad-11518	615	6	4614	4614	NUM
dad-11518	615	7	-	-	PUNCT
dad-11518	615	8	4802	4802	NUM
dad-11518	615	9	-	-	PUNCT
dad-11518	615	10	0	0	NUM
dad-11518	615	11	.	.	PUNCT
dad-11518	615	12	doi	doi	NOUN
dad-11518	615	13	:	:	PUNCT
dad-11518	615	14	10.1007/978	10.1007/978	NUM
dad-11518	615	15	-	-	SYM
dad-11518	615	16	1	1	NUM
dad-11518	615	17	-	-	PUNCT
dad-11518	615	18	4614	4614	NUM
dad-11518	615	19	-	-	PUNCT
dad-11518	615	20	4803	4803	NUM
dad-11518	615	21	-	-	PUNCT
dad-11518	615	22	7	7	NUM
dad-11518	615	23	.	.	PUNCT
dad-11518	615	24	esther	esther	PROPN
dad-11518	615	25	levin	levin	PROPN
dad-11518	615	26	and	and	CCONJ
dad-11518	615	27	roberto	roberto	PROPN
dad-11518	615	28	pieraccini	pieraccini	PROPN
dad-11518	615	29	.	.	PUNCT
dad-11518	616	1	a	a	DET
dad-11518	616	2	stochastic	stochastic	ADJ
dad-11518	616	3	model	model	NOUN
dad-11518	616	4	of	of	ADP
dad-11518	616	5	computer	computer	NOUN
dad-11518	616	6	-	-	PUNCT
dad-11518	616	7	human	human	NOUN
dad-11518	616	8	interaction	interaction	NOUN
dad-11518	616	9	for	for	ADP
dad-11518	616	10	learning	learn	VERB
dad-11518	616	11	dialogue	dialogue	NOUN
dad-11518	616	12	strategies	strategy	NOUN
dad-11518	616	13	.	.	PUNCT
dad-11518	617	1	in	in	ADP
dad-11518	617	2	proc	proc	NOUN
dad-11518	617	3	.	.	PUNCT
dad-11518	618	1	5th	5th	ADJ
dad-11518	618	2	european	european	ADJ
dad-11518	618	3	conference	conference	NOUN
dad-11518	618	4	on	on	ADP
dad-11518	618	5	speech	speech	NOUN
dad-11518	618	6	communication	communication	NOUN
dad-11518	618	7	and	and	CCONJ
dad-11518	618	8	technology	technology	NOUN
dad-11518	618	9	(	(	PUNCT
dad-11518	618	10	eurospeech	eurospeech	NOUN
dad-11518	618	11	1997	1997	NUM
dad-11518	618	12	)	)	PUNCT
dad-11518	618	13	,	,	PUNCT
dad-11518	618	14	pages	page	NOUN
dad-11518	618	15	1883–1886	1883–1886	NUM
dad-11518	618	16	,	,	PUNCT
dad-11518	618	17	1997	1997	NUM
dad-11518	618	18	.	.	PUNCT
dad-11518	619	1	bing	bing	VERB
dad-11518	619	2	liu	liu	PROPN
dad-11518	619	3	and	and	CCONJ
dad-11518	619	4	ian	ian	PROPN
dad-11518	619	5	lane	lane	PROPN
dad-11518	619	6	.	.	PUNCT
dad-11518	620	1	adversarial	adversarial	ADJ
dad-11518	620	2	learning	learning	NOUN
dad-11518	620	3	of	of	ADP
dad-11518	620	4	task	task	NOUN
dad-11518	620	5	-	-	PUNCT
dad-11518	620	6	oriented	orient	VERB
dad-11518	620	7	neural	neural	ADJ
dad-11518	620	8	dialog	dialog	NOUN
dad-11518	620	9	models	model	NOUN
dad-11518	620	10	.	.	PUNCT
dad-11518	621	1	in	in	ADP
dad-11518	621	2	19th	19th	ADJ
dad-11518	621	3	annual	annual	ADJ
dad-11518	621	4	meeting	meeting	NOUN
dad-11518	621	5	of	of	ADP
dad-11518	621	6	the	the	DET
dad-11518	621	7	special	special	ADJ
dad-11518	621	8	interest	interest	NOUN
dad-11518	621	9	group	group	NOUN
dad-11518	621	10	on	on	ADP
dad-11518	621	11	discourse	discourse	NOUN
dad-11518	621	12	and	and	CCONJ
dad-11518	621	13	dialogue	dialogue	NOUN
dad-11518	621	14	,	,	PUNCT
dad-11518	621	15	pages	page	NOUN
dad-11518	621	16	350–359	350–359	NUM
dad-11518	621	17	,	,	PUNCT
dad-11518	621	18	2018	2018	NUM
dad-11518	621	19	.	.	PUNCT
dad-11518	622	1	teruhisa	teruhisa	NOUN
dad-11518	622	2	misu	misu	PROPN
dad-11518	622	3	,	,	PUNCT
dad-11518	622	4	kallirroi	kallirroi	NOUN
dad-11518	622	5	georgila	georgila	PROPN
dad-11518	622	6	,	,	PUNCT
dad-11518	622	7	anton	anton	NOUN
dad-11518	622	8	leuski	leuski	NOUN
dad-11518	622	9	,	,	PUNCT
dad-11518	622	10	and	and	CCONJ
dad-11518	622	11	david	david	PROPN
dad-11518	622	12	traum	traum	PROPN
dad-11518	622	13	.	.	PUNCT
dad-11518	623	1	reinforcement	reinforcement	NOUN
dad-11518	623	2	learning	learning	NOUN
dad-11518	623	3	of	of	ADP
dad-11518	623	4	question	question	NOUN
dad-11518	623	5	-	-	PUNCT
dad-11518	623	6	answering	answer	VERB
dad-11518	623	7	dialogue	dialogue	NOUN
dad-11518	623	8	policies	policy	NOUN
dad-11518	623	9	for	for	ADP
dad-11518	623	10	virtual	virtual	ADJ
dad-11518	623	11	museum	museum	NOUN
dad-11518	623	12	guides	guide	NOUN
dad-11518	623	13	.	.	PUNCT
dad-11518	624	1	in	in	ADP
dad-11518	624	2	proceedings	proceeding	NOUN
dad-11518	624	3	of	of	ADP
dad-11518	624	4	the	the	DET
dad-11518	624	5	13th	13th	ADJ
dad-11518	624	6	annual	annual	ADJ
dad-11518	624	7	meeting	meeting	NOUN
dad-11518	624	8	of	of	ADP
dad-11518	624	9	the	the	DET
dad-11518	624	10	special	special	ADJ
dad-11518	624	11	interest	interest	NOUN
dad-11518	624	12	group	group	NOUN
dad-11518	624	13	on	on	ADP
dad-11518	624	14	discourse	discourse	NOUN
dad-11518	624	15	and	and	CCONJ
dad-11518	624	16	dialogue	dialogue	NOUN
dad-11518	624	17	,	,	PUNCT
dad-11518	624	18	pages	page	NOUN
dad-11518	624	19	84–93	84–93	NUM
dad-11518	624	20	,	,	PUNCT
dad-11518	624	21	seoul	seoul	PROPN
dad-11518	624	22	,	,	PUNCT
dad-11518	624	23	south	south	PROPN
dad-11518	624	24	korea	korea	PROPN
dad-11518	624	25	,	,	PUNCT
dad-11518	624	26	july	july	PROPN
dad-11518	624	27	2012	2012	NUM
dad-11518	624	28	.	.	PUNCT
dad-11518	625	1	association	association	NOUN
dad-11518	625	2	for	for	ADP
dad-11518	625	3	computational	computational	ADJ
dad-11518	625	4	linguistics	linguistic	NOUN
dad-11518	625	5	.	.	PUNCT
dad-11518	625	6	url	url	PROPN
dad-11518	625	7	http://aclweb	http://aclweb	PROPN
dad-11518	625	8	.	.	PROPN
dad-11518	625	9	org	org	ADJ
dad-11518	625	10	/	/	SYM
dad-11518	625	11	anthology	anthology	NOUN
dad-11518	625	12	-	-	PUNCT
dad-11518	625	13	new	new	ADJ
dad-11518	625	14	/	/	SYM
dad-11518	625	15	w	w	NOUN
dad-11518	625	16	/	/	SYM
dad-11518	625	17	w12	w12	PROPN
dad-11518	625	18	/	/	SYM
dad-11518	625	19	w12	w12	NOUN
dad-11518	625	20	-	-	PUNCT
dad-11518	625	21	1611	1611	NUM
dad-11518	625	22	.	.	PUNCT
dad-11518	626	1	volodymyr	volodymyr	PROPN
dad-11518	626	2	mnih	mnih	PROPN
dad-11518	626	3	,	,	PUNCT
dad-11518	626	4	koray	koray	PROPN
dad-11518	626	5	kavukcuoglu	kavukcuoglu	PROPN
dad-11518	626	6	,	,	PUNCT
dad-11518	626	7	david	david	PROPN
dad-11518	626	8	silver	silver	PROPN
dad-11518	626	9	,	,	PUNCT
dad-11518	626	10	andrei	andrei	NOUN
dad-11518	626	11	a	a	DET
dad-11518	626	12	rusu	rusu	PROPN
dad-11518	626	13	,	,	PUNCT
dad-11518	626	14	joel	joel	PROPN
dad-11518	626	15	veness	veness	PROPN
dad-11518	626	16	,	,	PUNCT
dad-11518	626	17	marc	marc	PROPN
dad-11518	626	18	g	g	PROPN
dad-11518	626	19	bellemare	bellemare	ADV
dad-11518	626	20	,	,	PUNCT
dad-11518	626	21	alex	alex	PROPN
dad-11518	626	22	graves	graves	PROPN
dad-11518	626	23	,	,	PUNCT
dad-11518	626	24	martin	martin	PROPN
dad-11518	626	25	riedmiller	riedmiller	NOUN
dad-11518	626	26	,	,	PUNCT
dad-11518	626	27	andreas	andreas	PROPN
dad-11518	626	28	k	k	PROPN
dad-11518	626	29	fidjeland	fidjeland	PROPN
dad-11518	626	30	,	,	PUNCT
dad-11518	626	31	georg	georg	NOUN
dad-11518	626	32	ostrovski	ostrovski	NOUN
dad-11518	626	33	,	,	PUNCT
dad-11518	626	34	stig	stig	PROPN
dad-11518	626	35	petersen	petersen	PROPN
dad-11518	626	36	,	,	PUNCT
dad-11518	626	37	charles	charles	PROPN
dad-11518	626	38	beattie	beattie	PROPN
dad-11518	626	39	,	,	PUNCT
dad-11518	626	40	amir	amir	PROPN
dad-11518	626	41	sadik	sadik	PROPN
dad-11518	626	42	,	,	PUNCT
dad-11518	626	43	ioannis	ioannis	PROPN
dad-11518	626	44	antonoglou	antonoglou	PROPN
dad-11518	626	45	,	,	PUNCT
dad-11518	626	46	helen	helen	PROPN
dad-11518	626	47	king	king	PROPN
dad-11518	626	48	,	,	PUNCT
dad-11518	626	49	dharshan	dharshan	PROPN
dad-11518	626	50	kumaran	kumaran	PROPN
dad-11518	626	51	,	,	PUNCT
dad-11518	626	52	daan	daan	PROPN
dad-11518	626	53	wierstra	wierstra	PROPN
dad-11518	626	54	,	,	PUNCT
dad-11518	626	55	shane	shane	NOUN
dad-11518	626	56	legg	legg	NOUN
dad-11518	626	57	,	,	PUNCT
dad-11518	626	58	and	and	CCONJ
dad-11518	626	59	demis	demis	VERB
dad-11518	626	60	hassabis	hassabis	PRON
dad-11518	626	61	.	.	PUNCT
dad-11518	627	1	human	human	ADJ
dad-11518	627	2	-	-	PUNCT
dad-11518	627	3	level	level	NOUN
dad-11518	627	4	control	control	NOUN
dad-11518	627	5	through	through	ADP
dad-11518	627	6	deep	deep	ADJ
dad-11518	627	7	reinforcement	reinforcement	NOUN
dad-11518	627	8	learning	learning	NOUN
dad-11518	627	9	.	.	PUNCT
dad-11518	628	1	nature	nature	NOUN
dad-11518	628	2	,	,	PUNCT
dad-11518	628	3	518(7540):529–533	518(7540):529–533	NUM
dad-11518	628	4	,	,	PUNCT
dad-11518	628	5	2015	2015	NUM
dad-11518	628	6	.	.	PUNCT
dad-11518	629	1	doi	doi	NOUN
dad-11518	629	2	:	:	PUNCT
dad-11518	629	3	10.1038	10.1038	NUM
dad-11518	629	4	/	/	SYM
dad-11518	629	5	nature14236	nature14236	PROPN
dad-11518	629	6	.	.	PROPN
dad-11518	629	7	url	url	PROPN
dad-11518	629	8	https://doi.org/10.1038/nature14236	https://doi.org/10.1038/nature14236	PROPN
dad-11518	629	9	.	.	PUNCT
dad-11518	630	1	niklas	niklas	PROPN
dad-11518	630	2	rach	rach	PROPN
dad-11518	630	3	,	,	PUNCT
dad-11518	630	4	wolfgang	wolfgang	PROPN
dad-11518	630	5	minker	minker	PROPN
dad-11518	630	6	,	,	PUNCT
dad-11518	630	7	and	and	CCONJ
dad-11518	630	8	stefan	stefan	PROPN
dad-11518	630	9	ultes	ultes	PROPN
dad-11518	630	10	.	.	PUNCT
dad-11518	631	1	interaction	interaction	NOUN
dad-11518	631	2	quality	quality	NOUN
dad-11518	631	3	estimation	estimation	NOUN
dad-11518	631	4	using	use	VERB
dad-11518	631	5	long	long	ADJ
dad-11518	631	6	shortterm	shortterm	PROPN
dad-11518	631	7	memories	memory	NOUN
dad-11518	631	8	.	.	PUNCT
dad-11518	632	1	in	in	ADP
dad-11518	632	2	proceedings	proceeding	NOUN
dad-11518	632	3	of	of	ADP
dad-11518	632	4	the	the	DET
dad-11518	632	5	18th	18th	ADJ
dad-11518	632	6	annual	annual	ADJ
dad-11518	632	7	sigdial	sigdial	ADJ
dad-11518	632	8	meeting	meeting	NOUN
dad-11518	632	9	on	on	ADP
dad-11518	632	10	discourse	discourse	NOUN
dad-11518	632	11	and	and	CCONJ
dad-11518	632	12	dialogue	dialogue	NOUN
dad-11518	632	13	,	,	PUNCT
dad-11518	632	14	pages	page	NOUN
dad-11518	632	15	164–169	164–169	NUM
dad-11518	632	16	,	,	PUNCT
dad-11518	632	17	saarbrücken	saarbrücken	VERB
dad-11518	632	18	,	,	PUNCT
dad-11518	632	19	germany	germany	PROPN
dad-11518	632	20	,	,	PUNCT
dad-11518	632	21	august	august	PROPN
dad-11518	632	22	2017	2017	NUM
dad-11518	632	23	.	.	PUNCT
dad-11518	633	1	association	association	NOUN
dad-11518	633	2	for	for	ADP
dad-11518	633	3	computational	computational	ADJ
dad-11518	633	4	linguistics	linguistic	NOUN
dad-11518	633	5	.	.	PUNCT
dad-11518	634	1	doi	doi	NOUN
dad-11518	634	2	:	:	PUNCT
dad-11518	634	3	10.18653	10.18653	NUM
dad-11518	634	4	/	/	SYM
dad-11518	634	5	v1	v1	NOUN
dad-11518	634	6	/	/	SYM
dad-11518	634	7	w17	w17	NOUN
dad-11518	634	8	-	-	PUNCT
dad-11518	634	9	5520	5520	NUM
dad-11518	634	10	.	.	PUNCT
dad-11518	635	1	url	url	PROPN
dad-11518	635	2	https://www.aclweb.org/anthology/	https://www.aclweb.org/anthology/	X
dad-11518	635	3	w17	w17	PROPN
dad-11518	635	4	-	-	PUNCT
dad-11518	635	5	5520	5520	NUM
dad-11518	635	6	.	.	PUNCT
dad-11518	636	1	antoine	antoine	PROPN
dad-11518	636	2	raux	raux	PROPN
dad-11518	636	3	,	,	PUNCT
dad-11518	636	4	dan	dan	PROPN
dad-11518	636	5	bohus	bohus	PROPN
dad-11518	636	6	,	,	PUNCT
dad-11518	636	7	brian	brian	PROPN
dad-11518	636	8	langner	langner	PROPN
dad-11518	636	9	,	,	PUNCT
dad-11518	636	10	alan	alan	PROPN
dad-11518	636	11	w.	w.	PROPN
dad-11518	636	12	black	black	PROPN
dad-11518	636	13	,	,	PUNCT
dad-11518	636	14	and	and	CCONJ
dad-11518	636	15	maxine	maxine	PROPN
dad-11518	636	16	eskenazi	eskenazi	NOUN
dad-11518	636	17	.	.	PUNCT
dad-11518	637	1	doing	do	VERB
dad-11518	637	2	research	research	NOUN
dad-11518	637	3	on	on	ADP
dad-11518	637	4	a	a	DET
dad-11518	637	5	deployed	deploy	VERB
dad-11518	637	6	spoken	spoken	ADJ
dad-11518	637	7	dialogue	dialogue	NOUN
dad-11518	637	8	system	system	NOUN
dad-11518	637	9	:	:	PUNCT
dad-11518	637	10	one	one	NUM
dad-11518	637	11	year	year	NOUN
dad-11518	637	12	of	of	ADP
dad-11518	637	13	let	let	VERB
dad-11518	637	14	’s	’s	NOUN
dad-11518	637	15	go	go	VERB
dad-11518	637	16	!	!	PUNCT
dad-11518	638	1	experience	experience	NOUN
dad-11518	638	2	.	.	PUNCT
dad-11518	639	1	in	in	ADP
dad-11518	639	2	proc	proc	PROPN
dad-11518	639	3	.	.	PUNCT
dad-11518	640	1	of	of	ADP
dad-11518	640	2	the	the	DET
dad-11518	640	3	international	international	ADJ
dad-11518	640	4	conference	conference	NOUN
dad-11518	640	5	on	on	ADP
dad-11518	640	6	speech	speech	NOUN
dad-11518	640	7	and	and	CCONJ
dad-11518	640	8	language	language	NOUN
dad-11518	640	9	processing	processing	NOUN
dad-11518	640	10	(	(	PUNCT
dad-11518	640	11	icslp	icslp	PROPN
dad-11518	640	12	)	)	PUNCT
dad-11518	640	13	,	,	PUNCT
dad-11518	640	14	september	september	PROPN
dad-11518	640	15	2006	2006	NUM
dad-11518	640	16	.	.	PUNCT
dad-11518	641	1	108	108	NUM
dad-11518	641	2	user	user	NOUN
dad-11518	641	3	satisfaction	satisfaction	NOUN
dad-11518	641	4	reward	reward	NOUN
dad-11518	641	5	estimation	estimation	NOUN
dad-11518	641	6	across	across	ADP
dad-11518	641	7	domains	domain	NOUN
dad-11518	641	8	verena	verena	PROPN
dad-11518	641	9	rieser	rieser	NOUN
dad-11518	641	10	and	and	CCONJ
dad-11518	641	11	oliver	oliver	PROPN
dad-11518	641	12	lemon	lemon	PROPN
dad-11518	641	13	.	.	PUNCT
dad-11518	642	1	automatic	automatic	ADJ
dad-11518	642	2	learning	learning	NOUN
dad-11518	642	3	and	and	CCONJ
dad-11518	642	4	evaluation	evaluation	NOUN
dad-11518	642	5	of	of	ADP
dad-11518	642	6	user	user	NOUN
dad-11518	642	7	-	-	PUNCT
dad-11518	642	8	centered	center	VERB
dad-11518	642	9	objective	objective	ADJ
dad-11518	642	10	functions	function	NOUN
dad-11518	642	11	for	for	ADP
dad-11518	642	12	dialogue	dialogue	NOUN
dad-11518	642	13	system	system	NOUN
dad-11518	642	14	optimisation	optimisation	NOUN
dad-11518	642	15	.	.	PUNCT
dad-11518	643	1	in	in	ADP
dad-11518	643	2	proceedings	proceeding	NOUN
dad-11518	643	3	of	of	ADP
dad-11518	643	4	the	the	DET
dad-11518	643	5	sixth	sixth	ADJ
dad-11518	643	6	international	international	ADJ
dad-11518	643	7	conference	conference	NOUN
dad-11518	643	8	on	on	ADP
dad-11518	643	9	language	language	NOUN
dad-11518	643	10	resources	resource	NOUN
dad-11518	643	11	and	and	CCONJ
dad-11518	643	12	evaluation	evaluation	NOUN
dad-11518	643	13	(	(	PUNCT
dad-11518	643	14	lrec’08	lrec’08	PROPN
dad-11518	643	15	)	)	PUNCT
dad-11518	643	16	,	,	PUNCT
dad-11518	643	17	marrakech	marrakech	NOUN
dad-11518	643	18	,	,	PUNCT
dad-11518	643	19	morocco	morocco	PROPN
dad-11518	643	20	,	,	PUNCT
dad-11518	643	21	may	may	PROPN
dad-11518	643	22	2008a	2008a	NUM
dad-11518	643	23	.	.	PUNCT
dad-11518	644	1	european	european	ADJ
dad-11518	644	2	language	language	PROPN
dad-11518	644	3	resources	resource	NOUN
dad-11518	644	4	association	association	NOUN
dad-11518	644	5	(	(	PUNCT
dad-11518	644	6	elra	elra	ADV
dad-11518	644	7	)	)	PUNCT
dad-11518	644	8	.	.	PUNCT
dad-11518	645	1	url	url	VERB
dad-11518	645	2	http://www.lrec-conf.org/	http://www.lrec-conf.org/	NOUN
dad-11518	645	3	proceedings	proceeding	NOUN
dad-11518	645	4	/	/	SYM
dad-11518	646	1	lrec2008	lrec2008	PROPN
dad-11518	646	2	/	/	SYM
dad-11518	646	3	pdf/592_paper.pdf	pdf/592_paper.pdf	NOUN
dad-11518	646	4	.	.	PUNCT
dad-11518	647	1	verena	verena	PROPN
dad-11518	647	2	rieser	rieser	PROPN
dad-11518	647	3	and	and	CCONJ
dad-11518	647	4	oliver	oliver	PROPN
dad-11518	647	5	lemon	lemon	PROPN
dad-11518	647	6	.	.	PUNCT
dad-11518	648	1	learning	learn	VERB
dad-11518	648	2	effective	effective	ADJ
dad-11518	648	3	multimodal	multimodal	NOUN
dad-11518	648	4	dialogue	dialogue	NOUN
dad-11518	648	5	strategies	strategy	NOUN
dad-11518	648	6	from	from	ADP
dad-11518	648	7	wizardof	wizardof	NOUN
dad-11518	648	8	-	-	PUNCT
dad-11518	648	9	oz	oz	NOUN
dad-11518	648	10	data	datum	NOUN
dad-11518	648	11	:	:	PUNCT
dad-11518	648	12	bootstrapping	bootstrapping	NOUN
dad-11518	648	13	and	and	CCONJ
dad-11518	648	14	evaluation	evaluation	NOUN
dad-11518	648	15	.	.	PUNCT
dad-11518	649	1	in	in	ADP
dad-11518	649	2	proceedings	proceeding	NOUN
dad-11518	649	3	of	of	ADP
dad-11518	649	4	acl-08	acl-08	NOUN
dad-11518	649	5	:	:	PUNCT
dad-11518	649	6	hlt	hlt	NOUN
dad-11518	649	7	,	,	PUNCT
dad-11518	649	8	pages	page	NOUN
dad-11518	649	9	638–646	638–646	NUM
dad-11518	649	10	,	,	PUNCT
dad-11518	649	11	columbus	columbus	PROPN
dad-11518	649	12	,	,	PUNCT
dad-11518	649	13	ohio	ohio	PROPN
dad-11518	649	14	,	,	PUNCT
dad-11518	649	15	june	june	PROPN
dad-11518	649	16	2008b	2008b	NUM
dad-11518	649	17	.	.	PUNCT
dad-11518	650	1	association	association	NOUN
dad-11518	650	2	for	for	ADP
dad-11518	650	3	computational	computational	ADJ
dad-11518	650	4	linguistics	linguistic	NOUN
dad-11518	650	5	.	.	PUNCT
dad-11518	651	1	url	url	PROPN
dad-11518	651	2	https://	https://	PROPN
dad-11518	651	3	www.aclweb.org/anthology/p08-1073	www.aclweb.org/anthology/p08-1073	PROPN
dad-11518	651	4	.	.	PUNCT
dad-11518	652	1	jost	jost	PROPN
dad-11518	652	2	schatzmann	schatzmann	PROPN
dad-11518	652	3	and	and	CCONJ
dad-11518	652	4	steve	steve	PROPN
dad-11518	652	5	j.	j.	PROPN
dad-11518	652	6	young	young	PROPN
dad-11518	652	7	.	.	PUNCT
dad-11518	653	1	the	the	DET
dad-11518	653	2	hidden	hide	VERB
dad-11518	653	3	agenda	agenda	NOUN
dad-11518	653	4	user	user	NOUN
dad-11518	653	5	simulation	simulation	PROPN
dad-11518	653	6	model	model	PROPN
dad-11518	653	7	.	.	PUNCT
dad-11518	654	1	ieee	ieee	NOUN
dad-11518	654	2	transactions	transaction	NOUN
dad-11518	654	3	on	on	ADP
dad-11518	654	4	audio	audio	NOUN
dad-11518	654	5	,	,	PUNCT
dad-11518	654	6	speech	speech	NOUN
dad-11518	654	7	,	,	PUNCT
dad-11518	654	8	and	and	CCONJ
dad-11518	654	9	language	language	NOUN
dad-11518	654	10	processing	processing	NOUN
dad-11518	654	11	,	,	PUNCT
dad-11518	654	12	17(4):733–747	17(4):733–747	PROPN
dad-11518	654	13	,	,	PUNCT
dad-11518	654	14	2009	2009	NUM
dad-11518	654	15	.	.	PUNCT
dad-11518	655	1	doi	doi	NOUN
dad-11518	655	2	:	:	PUNCT
dad-11518	655	3	10.1109	10.1109	NUM
dad-11518	655	4	/	/	SYM
dad-11518	655	5	tasl.2008	tasl.2008	PROPN
dad-11518	655	6	.	.	NOUN
dad-11518	655	7	2012071	2012071	NUM
dad-11518	655	8	.	.	PUNCT
dad-11518	656	1	alexander	alexander	PROPN
dad-11518	656	2	schmitt	schmitt	PROPN
dad-11518	656	3	and	and	CCONJ
dad-11518	656	4	stefan	stefan	PROPN
dad-11518	656	5	ultes	ultes	PROPN
dad-11518	656	6	.	.	PUNCT
dad-11518	657	1	interaction	interaction	NOUN
dad-11518	657	2	quality	quality	NOUN
dad-11518	657	3	:	:	PUNCT
dad-11518	657	4	assessing	assess	VERB
dad-11518	657	5	the	the	DET
dad-11518	657	6	quality	quality	NOUN
dad-11518	657	7	of	of	ADP
dad-11518	657	8	ongoing	ongoing	ADJ
dad-11518	657	9	spoken	spoken	ADJ
dad-11518	657	10	dialog	dialog	NOUN
dad-11518	657	11	interaction	interaction	NOUN
dad-11518	657	12	by	by	ADP
dad-11518	657	13	experts	expert	NOUN
dad-11518	657	14	—	—	PUNCT
dad-11518	657	15	and	and	CCONJ
dad-11518	657	16	how	how	SCONJ
dad-11518	657	17	it	it	PRON
dad-11518	657	18	relates	relate	VERB
dad-11518	657	19	to	to	ADP
dad-11518	657	20	user	user	NOUN
dad-11518	657	21	satisfaction	satisfaction	NOUN
dad-11518	657	22	.	.	PUNCT
dad-11518	658	1	speech	speech	NOUN
dad-11518	658	2	communication	communication	NOUN
dad-11518	658	3	,	,	PUNCT
dad-11518	658	4	74:12–36	74:12–36	NUM
dad-11518	658	5	,	,	PUNCT
dad-11518	658	6	november	november	PROPN
dad-11518	658	7	2015	2015	NUM
dad-11518	658	8	.	.	PUNCT
dad-11518	659	1	issn	issn	PROPN
dad-11518	659	2	0167	0167	NUM
dad-11518	659	3	-	-	SYM
dad-11518	659	4	6393	6393	NUM
dad-11518	659	5	.	.	PUNCT
dad-11518	660	1	doi	doi	NOUN
dad-11518	660	2	:	:	PUNCT
dad-11518	660	3	10.1016	10.1016	NUM
dad-11518	660	4	/	/	SYM
dad-11518	660	5	j.specom.2015.06.003	j.specom.2015.06.003	PROPN
dad-11518	660	6	.	.	PROPN
dad-11518	660	7	url	url	PROPN
dad-11518	660	8	http	http	NOUN
dad-11518	660	9	:	:	PUNCT
dad-11518	660	10	//www.sciencedirect.com	//www.sciencedirect.com	PUNCT
dad-11518	660	11	/	/	SYM
dad-11518	660	12	science	science	NOUN
dad-11518	660	13	/	/	SYM
dad-11518	660	14	article	article	NOUN
dad-11518	660	15	/	/	SYM
dad-11518	660	16	pii	pii	PROPN
dad-11518	660	17	/	/	SYM
dad-11518	660	18	s0167639315000679	s0167639315000679	PROPN
dad-11518	660	19	.	.	PUNCT
dad-11518	661	1	alexander	alexander	PROPN
dad-11518	661	2	schmitt	schmitt	PROPN
dad-11518	661	3	,	,	PUNCT
dad-11518	661	4	benjamin	benjamin	PROPN
dad-11518	661	5	schatz	schatz	PROPN
dad-11518	661	6	,	,	PUNCT
dad-11518	661	7	and	and	CCONJ
dad-11518	661	8	wolfgang	wolfgang	PROPN
dad-11518	661	9	minker	minker	PROPN
dad-11518	661	10	.	.	PUNCT
dad-11518	662	1	modeling	modeling	NOUN
dad-11518	662	2	and	and	CCONJ
dad-11518	662	3	predicting	predict	VERB
dad-11518	662	4	quality	quality	NOUN
dad-11518	662	5	in	in	ADP
dad-11518	662	6	spoken	speak	VERB
dad-11518	662	7	human	human	ADJ
dad-11518	662	8	-	-	PUNCT
dad-11518	662	9	computer	computer	NOUN
dad-11518	662	10	interaction	interaction	NOUN
dad-11518	662	11	.	.	PUNCT
dad-11518	663	1	in	in	ADP
dad-11518	663	2	proceedings	proceeding	NOUN
dad-11518	663	3	of	of	ADP
dad-11518	663	4	the	the	DET
dad-11518	663	5	sigdial	sigdial	ADJ
dad-11518	663	6	2011	2011	NUM
dad-11518	663	7	conference	conference	NOUN
dad-11518	663	8	,	,	PUNCT
dad-11518	663	9	pages	page	NOUN
dad-11518	663	10	173–184	173–184	NUM
dad-11518	663	11	,	,	PUNCT
dad-11518	663	12	portland	portland	PROPN
dad-11518	663	13	,	,	PUNCT
dad-11518	663	14	oregon	oregon	PROPN
dad-11518	663	15	,	,	PUNCT
dad-11518	663	16	usa	usa	PROPN
dad-11518	663	17	,	,	PUNCT
dad-11518	663	18	june	june	PROPN
dad-11518	663	19	2011	2011	NUM
dad-11518	663	20	.	.	PUNCT
dad-11518	664	1	association	association	NOUN
dad-11518	664	2	for	for	ADP
dad-11518	664	3	computational	computational	ADJ
dad-11518	664	4	linguistics	linguistic	NOUN
dad-11518	664	5	.	.	PUNCT
dad-11518	665	1	alexander	alexander	PROPN
dad-11518	665	2	schmitt	schmitt	PROPN
dad-11518	665	3	,	,	PUNCT
dad-11518	665	4	stefan	stefan	PROPN
dad-11518	665	5	ultes	ultes	PROPN
dad-11518	665	6	,	,	PUNCT
dad-11518	665	7	and	and	CCONJ
dad-11518	665	8	wolfgang	wolfgang	PROPN
dad-11518	665	9	minker	minker	PROPN
dad-11518	665	10	.	.	PUNCT
dad-11518	666	1	a	a	DET
dad-11518	666	2	parameterized	parameterized	ADJ
dad-11518	666	3	and	and	CCONJ
dad-11518	666	4	annotated	annotate	VERB
dad-11518	666	5	spoken	speak	VERB
dad-11518	666	6	dialog	dialog	NOUN
dad-11518	666	7	corpus	corpus	NOUN
dad-11518	666	8	of	of	ADP
dad-11518	666	9	the	the	DET
dad-11518	666	10	cmu	cmu	PROPN
dad-11518	666	11	let	let	VERB
dad-11518	666	12	’s	’s	NOUN
dad-11518	666	13	go	go	VERB
dad-11518	666	14	bus	bus	NOUN
dad-11518	666	15	information	information	NOUN
dad-11518	666	16	system	system	NOUN
dad-11518	666	17	.	.	PUNCT
dad-11518	667	1	in	in	ADP
dad-11518	667	2	proceedings	proceeding	NOUN
dad-11518	667	3	of	of	ADP
dad-11518	667	4	the	the	DET
dad-11518	667	5	eighth	eighth	ADJ
dad-11518	667	6	international	international	ADJ
dad-11518	667	7	conference	conference	NOUN
dad-11518	667	8	on	on	ADP
dad-11518	667	9	language	language	NOUN
dad-11518	667	10	resources	resource	NOUN
dad-11518	667	11	and	and	CCONJ
dad-11518	667	12	evaluation	evaluation	NOUN
dad-11518	667	13	(	(	PUNCT
dad-11518	667	14	lrec’12	lrec’12	PROPN
dad-11518	667	15	)	)	PUNCT
dad-11518	667	16	,	,	PUNCT
dad-11518	667	17	pages	page	NOUN
dad-11518	667	18	3369	3369	NUM
dad-11518	667	19	–	–	PUNCT
dad-11518	667	20	3373	3373	NUM
dad-11518	667	21	,	,	PUNCT
dad-11518	667	22	istanbul	istanbul	PROPN
dad-11518	667	23	,	,	PUNCT
dad-11518	667	24	turkey	turkey	PROPN
dad-11518	667	25	,	,	PUNCT
dad-11518	667	26	may	may	PROPN
dad-11518	667	27	2012a	2012a	NUM
dad-11518	667	28	.	.	PUNCT
dad-11518	668	1	european	european	ADJ
dad-11518	668	2	language	language	PROPN
dad-11518	668	3	resources	resource	NOUN
dad-11518	668	4	association	association	NOUN
dad-11518	668	5	(	(	PUNCT
dad-11518	668	6	elra	elra	ADV
dad-11518	668	7	)	)	PUNCT
dad-11518	668	8	.	.	PUNCT
dad-11518	669	1	url	url	PROPN
dad-11518	669	2	http://www.lrec-conf.org/proceedings/lrec2012/pdf/333_paper.pdf	http://www.lrec-conf.org/proceedings/lrec2012/pdf/333_paper.pdf	PROPN
dad-11518	669	3	.	.	PUNCT
dad-11518	670	1	alexander	alexander	PROPN
dad-11518	670	2	schmitt	schmitt	PROPN
dad-11518	670	3	,	,	PUNCT
dad-11518	670	4	stefan	stefan	PROPN
dad-11518	670	5	ultes	ultes	PROPN
dad-11518	670	6	,	,	PUNCT
dad-11518	670	7	and	and	CCONJ
dad-11518	670	8	wolfgang	wolfgang	PROPN
dad-11518	670	9	minker	minker	PROPN
dad-11518	670	10	.	.	PUNCT
dad-11518	671	1	a	a	DET
dad-11518	671	2	parameterized	parameterized	ADJ
dad-11518	671	3	and	and	CCONJ
dad-11518	671	4	annotated	annotate	VERB
dad-11518	671	5	spoken	speak	VERB
dad-11518	671	6	dialog	dialog	NOUN
dad-11518	671	7	corpus	corpus	NOUN
dad-11518	671	8	of	of	ADP
dad-11518	671	9	the	the	DET
dad-11518	671	10	cmu	cmu	PROPN
dad-11518	671	11	let	let	VERB
dad-11518	671	12	’s	’s	NOUN
dad-11518	671	13	go	go	VERB
dad-11518	671	14	bus	bus	NOUN
dad-11518	671	15	information	information	NOUN
dad-11518	671	16	system	system	NOUN
dad-11518	671	17	.	.	PUNCT
dad-11518	672	1	in	in	ADP
dad-11518	672	2	international	international	ADJ
dad-11518	672	3	conference	conference	NOUN
dad-11518	672	4	on	on	ADP
dad-11518	672	5	language	language	NOUN
dad-11518	672	6	resources	resource	NOUN
dad-11518	672	7	and	and	CCONJ
dad-11518	672	8	evaluation	evaluation	NOUN
dad-11518	672	9	(	(	PUNCT
dad-11518	672	10	lrec	lrec	PROPN
dad-11518	672	11	)	)	PUNCT
dad-11518	672	12	,	,	PUNCT
dad-11518	672	13	pages	page	NOUN
dad-11518	672	14	3369–337	3369–337	NOUN
dad-11518	672	15	,	,	PUNCT
dad-11518	672	16	may	may	PROPN
dad-11518	672	17	2012b	2012b	NUM
dad-11518	672	18	.	.	PUNCT
dad-11518	673	1	weiyan	weiyan	PROPN
dad-11518	673	2	shi	shi	PROPN
dad-11518	673	3	and	and	CCONJ
dad-11518	673	4	zhou	zhou	PROPN
dad-11518	673	5	yu	yu	PROPN
dad-11518	673	6	.	.	PROPN
dad-11518	673	7	sentiment	sentiment	PROPN
dad-11518	673	8	adaptive	adaptive	ADJ
dad-11518	673	9	end	end	NOUN
dad-11518	673	10	-	-	PUNCT
dad-11518	673	11	to	to	ADP
dad-11518	673	12	-	-	PUNCT
dad-11518	673	13	end	end	NOUN
dad-11518	673	14	dialog	dialog	NOUN
dad-11518	673	15	systems	system	NOUN
dad-11518	673	16	.	.	PUNCT
dad-11518	674	1	in	in	ADP
dad-11518	674	2	proceedings	proceeding	NOUN
dad-11518	674	3	of	of	ADP
dad-11518	674	4	the	the	DET
dad-11518	674	5	56th	56th	ADJ
dad-11518	674	6	annual	annual	ADJ
dad-11518	674	7	meeting	meeting	NOUN
dad-11518	674	8	of	of	ADP
dad-11518	674	9	the	the	DET
dad-11518	674	10	association	association	NOUN
dad-11518	674	11	for	for	ADP
dad-11518	674	12	computational	computational	ADJ
dad-11518	674	13	linguistics	linguistic	NOUN
dad-11518	674	14	(	(	PUNCT
dad-11518	674	15	volume	volume	NOUN
dad-11518	674	16	1	1	NUM
dad-11518	674	17	:	:	PUNCT
dad-11518	674	18	long	long	ADJ
dad-11518	674	19	papers	paper	NOUN
dad-11518	674	20	)	)	PUNCT
dad-11518	674	21	,	,	PUNCT
dad-11518	674	22	pages	page	NOUN
dad-11518	674	23	1509–1519	1509–1519	NUM
dad-11518	674	24	,	,	PUNCT
dad-11518	674	25	melbourne	melbourne	PROPN
dad-11518	674	26	,	,	PUNCT
dad-11518	674	27	australia	australia	PROPN
dad-11518	674	28	,	,	PUNCT
dad-11518	674	29	july	july	PROPN
dad-11518	674	30	2018	2018	NUM
dad-11518	674	31	.	.	PUNCT
dad-11518	675	1	association	association	NOUN
dad-11518	675	2	for	for	ADP
dad-11518	675	3	computational	computational	ADJ
dad-11518	675	4	linguistics	linguistic	NOUN
dad-11518	675	5	.	.	PUNCT
dad-11518	676	1	doi	doi	NOUN
dad-11518	676	2	:	:	PUNCT
dad-11518	676	3	10.18653	10.18653	NUM
dad-11518	676	4	/	/	SYM
dad-11518	676	5	v1	v1	NOUN
dad-11518	676	6	/	/	SYM
dad-11518	676	7	p18	p18	NOUN
dad-11518	676	8	-	-	PUNCT
dad-11518	676	9	1140	1140	NUM
dad-11518	676	10	.	.	PUNCT
dad-11518	677	1	url	url	PROPN
dad-11518	677	2	https://www.aclweb.org/anthology/p18-1140	https://www.aclweb.org/anthology/p18-1140	NOUN
dad-11518	677	3	.	.	PUNCT
dad-11518	678	1	satinder	satinder	PROPN
dad-11518	678	2	singh	singh	PROPN
dad-11518	678	3	,	,	PUNCT
dad-11518	678	4	diane	diane	NOUN
dad-11518	678	5	litman	litman	PROPN
dad-11518	678	6	,	,	PUNCT
dad-11518	678	7	michael	michael	PROPN
dad-11518	678	8	kearns	kearns	PROPN
dad-11518	678	9	,	,	PUNCT
dad-11518	678	10	and	and	CCONJ
dad-11518	678	11	marilyn	marilyn	PROPN
dad-11518	678	12	walker	walker	PROPN
dad-11518	678	13	.	.	PUNCT
dad-11518	679	1	optimizing	optimize	VERB
dad-11518	679	2	dialogue	dialogue	NOUN
dad-11518	679	3	management	management	NOUN
dad-11518	679	4	with	with	ADP
dad-11518	679	5	reinforcement	reinforcement	NOUN
dad-11518	679	6	learning	learning	NOUN
dad-11518	679	7	:	:	PUNCT
dad-11518	679	8	experiments	experiment	NOUN
dad-11518	679	9	with	with	ADP
dad-11518	679	10	the	the	DET
dad-11518	679	11	njfun	njfun	NOUN
dad-11518	679	12	system	system	NOUN
dad-11518	679	13	.	.	PUNCT
dad-11518	680	1	journal	journal	NOUN
dad-11518	680	2	of	of	ADP
dad-11518	680	3	artificial	artificial	ADJ
dad-11518	680	4	intelligence	intelligence	NOUN
dad-11518	680	5	research	research	NOUN
dad-11518	680	6	,	,	PUNCT
dad-11518	680	7	16:105–133	16:105–133	NUM
dad-11518	680	8	,	,	PUNCT
dad-11518	680	9	2002	2002	NUM
dad-11518	680	10	.	.	PUNCT
dad-11518	681	1	charles	charles	PROPN
dad-11518	681	2	edward	edward	PROPN
dad-11518	681	3	spearman	spearman	PROPN
dad-11518	681	4	.	.	PUNCT
dad-11518	682	1	the	the	DET
dad-11518	682	2	proof	proof	NOUN
dad-11518	682	3	and	and	CCONJ
dad-11518	682	4	measurement	measurement	NOUN
dad-11518	682	5	of	of	ADP
dad-11518	682	6	association	association	NOUN
dad-11518	682	7	between	between	ADP
dad-11518	682	8	two	two	NUM
dad-11518	682	9	things	thing	NOUN
dad-11518	682	10	.	.	PUNCT
dad-11518	683	1	american	american	PROPN
dad-11518	683	2	journal	journal	PROPN
dad-11518	683	3	of	of	ADP
dad-11518	683	4	psychology	psychology	NOUN
dad-11518	683	5	,	,	PUNCT
dad-11518	683	6	15:88–103	15:88–103	NUM
dad-11518	683	7	,	,	PUNCT
dad-11518	683	8	1904	1904	NUM
dad-11518	683	9	.	.	PUNCT
dad-11518	684	1	pei	pei	PROPN
dad-11518	684	2	-	-	PUNCT
dad-11518	684	3	hao	hao	PROPN
dad-11518	684	4	su	su	PROPN
dad-11518	684	5	,	,	PUNCT
dad-11518	684	6	david	david	PROPN
dad-11518	684	7	vandyke	vandyke	PROPN
dad-11518	684	8	,	,	PUNCT
dad-11518	684	9	milica	milica	PROPN
dad-11518	684	10	gašić	gašić	PROPN
dad-11518	684	11	,	,	PUNCT
dad-11518	684	12	dongho	dongho	PROPN
dad-11518	684	13	kim	kim	PROPN
dad-11518	684	14	,	,	PUNCT
dad-11518	684	15	nikola	nikola	PROPN
dad-11518	684	16	mrkšić	mrkšić	PROPN
dad-11518	684	17	,	,	PUNCT
dad-11518	684	18	tsung	tsung	PROPN
dad-11518	684	19	-	-	PUNCT
dad-11518	684	20	hsien	hsien	PROPN
dad-11518	684	21	wen	wen	PROPN
dad-11518	684	22	,	,	PUNCT
dad-11518	684	23	and	and	CCONJ
dad-11518	684	24	steve	steve	PROPN
dad-11518	684	25	j.	j.	PROPN
dad-11518	684	26	young	young	PROPN
dad-11518	684	27	.	.	PUNCT
dad-11518	685	1	learning	learn	VERB
dad-11518	685	2	from	from	ADP
dad-11518	685	3	real	real	ADJ
dad-11518	685	4	users	user	NOUN
dad-11518	685	5	:	:	PUNCT
dad-11518	685	6	rating	rating	NOUN
dad-11518	685	7	dialogue	dialogue	NOUN
dad-11518	685	8	success	success	NOUN
dad-11518	685	9	with	with	ADP
dad-11518	685	10	neural	neural	ADJ
dad-11518	685	11	networks	network	NOUN
dad-11518	685	12	for	for	ADP
dad-11518	685	13	109	109	NUM
dad-11518	685	14	ultes	ulte	NOUN
dad-11518	685	15	and	and	CCONJ
dad-11518	685	16	maier	maier	PROPN
dad-11518	685	17	reinforcement	reinforcement	NOUN
dad-11518	685	18	learning	learning	NOUN
dad-11518	685	19	in	in	ADP
dad-11518	685	20	spoken	spoken	ADJ
dad-11518	685	21	dialogue	dialogue	NOUN
dad-11518	685	22	systems	system	NOUN
dad-11518	685	23	.	.	PUNCT
dad-11518	686	1	in	in	ADP
dad-11518	686	2	interspeech	interspeech	NOUN
dad-11518	686	3	,	,	PUNCT
dad-11518	686	4	pages	page	NOUN
dad-11518	686	5	2007–2011	2007–2011	NUM
dad-11518	686	6	.	.	PUNCT
dad-11518	687	1	isca	isca	PROPN
dad-11518	687	2	,	,	PUNCT
dad-11518	687	3	september	september	PROPN
dad-11518	687	4	2015	2015	NUM
dad-11518	687	5	.	.	PUNCT
dad-11518	688	1	pei	pei	PROPN
dad-11518	688	2	-	-	PUNCT
dad-11518	688	3	hao	hao	PROPN
dad-11518	688	4	su	su	PROPN
dad-11518	688	5	,	,	PUNCT
dad-11518	688	6	milica	milica	PROPN
dad-11518	688	7	gašić	gašić	PROPN
dad-11518	688	8	,	,	PUNCT
dad-11518	688	9	nikola	nikola	PROPN
dad-11518	688	10	mrkšić	mrkšić	PROPN
dad-11518	688	11	,	,	PUNCT
dad-11518	688	12	lina	lina	PROPN
dad-11518	688	13	m.	m.	PROPN
dad-11518	688	14	rojas	rojas	PROPN
dad-11518	688	15	-	-	PUNCT
dad-11518	688	16	barahona	barahona	PROPN
dad-11518	688	17	,	,	PUNCT
dad-11518	688	18	stefan	stefan	PROPN
dad-11518	688	19	ultes	ultes	PROPN
dad-11518	688	20	,	,	PUNCT
dad-11518	688	21	david	david	PROPN
dad-11518	688	22	vandyke	vandyke	PROPN
dad-11518	688	23	,	,	PUNCT
dad-11518	688	24	tsung	tsung	PROPN
dad-11518	688	25	-	-	PUNCT
dad-11518	688	26	hsien	hsien	PROPN
dad-11518	688	27	wen	wen	PROPN
dad-11518	688	28	,	,	PUNCT
dad-11518	688	29	and	and	CCONJ
dad-11518	688	30	steve	steve	PROPN
dad-11518	688	31	young	young	PROPN
dad-11518	688	32	.	.	PUNCT
dad-11518	689	1	on	on	ADP
dad-11518	689	2	-	-	PUNCT
dad-11518	689	3	line	line	NOUN
dad-11518	689	4	active	active	ADJ
dad-11518	689	5	reward	reward	NOUN
dad-11518	689	6	learning	learn	VERB
dad-11518	689	7	for	for	ADP
dad-11518	689	8	policy	policy	NOUN
dad-11518	689	9	optimisation	optimisation	NOUN
dad-11518	689	10	in	in	ADP
dad-11518	689	11	spoken	spoken	ADJ
dad-11518	689	12	dialogue	dialogue	NOUN
dad-11518	689	13	systems	system	NOUN
dad-11518	689	14	.	.	PUNCT
dad-11518	690	1	in	in	ADP
dad-11518	690	2	proceedings	proceeding	NOUN
dad-11518	690	3	of	of	ADP
dad-11518	690	4	the	the	DET
dad-11518	690	5	54th	54th	ADJ
dad-11518	690	6	annual	annual	ADJ
dad-11518	690	7	meeting	meeting	NOUN
dad-11518	690	8	of	of	ADP
dad-11518	690	9	the	the	DET
dad-11518	690	10	association	association	NOUN
dad-11518	690	11	for	for	ADP
dad-11518	690	12	computational	computational	ADJ
dad-11518	690	13	linguistics	linguistic	NOUN
dad-11518	690	14	(	(	PUNCT
dad-11518	690	15	volume	volume	NOUN
dad-11518	690	16	1	1	NUM
dad-11518	690	17	:	:	PUNCT
dad-11518	690	18	long	long	ADJ
dad-11518	690	19	papers	paper	NOUN
dad-11518	690	20	)	)	PUNCT
dad-11518	690	21	,	,	PUNCT
dad-11518	690	22	pages	page	NOUN
dad-11518	690	23	2431–2441	2431–2441	NUM
dad-11518	690	24	,	,	PUNCT
dad-11518	690	25	berlin	berlin	PROPN
dad-11518	690	26	,	,	PUNCT
dad-11518	690	27	germany	germany	PROPN
dad-11518	690	28	,	,	PUNCT
dad-11518	690	29	august	august	PROPN
dad-11518	690	30	2016	2016	NUM
dad-11518	690	31	.	.	PUNCT
dad-11518	691	1	association	association	NOUN
dad-11518	691	2	for	for	ADP
dad-11518	691	3	computational	computational	ADJ
dad-11518	691	4	linguistics	linguistic	NOUN
dad-11518	691	5	.	.	PUNCT
dad-11518	692	1	doi	doi	NOUN
dad-11518	692	2	:	:	PUNCT
dad-11518	692	3	10.18653	10.18653	NUM
dad-11518	692	4	/	/	SYM
dad-11518	692	5	v1	v1	NOUN
dad-11518	692	6	/	/	SYM
dad-11518	692	7	p16	p16	NOUN
dad-11518	692	8	-	-	PUNCT
dad-11518	692	9	1230	1230	NUM
dad-11518	692	10	.	.	PUNCT
dad-11518	693	1	url	url	PROPN
dad-11518	693	2	https	https	NOUN
dad-11518	693	3	:	:	PUNCT
dad-11518	693	4	//www.aclweb.org	//www.aclweb.org	PUNCT
dad-11518	693	5	/	/	SYM
dad-11518	693	6	anthology	anthology	NOUN
dad-11518	693	7	/	/	SYM
dad-11518	693	8	p16	p16	NOUN
dad-11518	693	9	-	-	PUNCT
dad-11518	693	10	1230	1230	NUM
dad-11518	693	11	.	.	PUNCT
dad-11518	694	1	pei	pei	PROPN
dad-11518	694	2	-	-	PUNCT
dad-11518	694	3	hao	hao	PROPN
dad-11518	694	4	su	su	PROPN
dad-11518	694	5	,	,	PUNCT
dad-11518	694	6	paweł	paweł	VERB
dad-11518	694	7	budzianowski	budzianowski	NOUN
dad-11518	694	8	,	,	PUNCT
dad-11518	694	9	stefan	stefan	PROPN
dad-11518	694	10	ultes	ultes	PROPN
dad-11518	694	11	,	,	PUNCT
dad-11518	694	12	milica	milica	PROPN
dad-11518	694	13	gašić	gašić	PROPN
dad-11518	694	14	,	,	PUNCT
dad-11518	694	15	and	and	CCONJ
dad-11518	694	16	steve	steve	PROPN
dad-11518	694	17	young	young	PROPN
dad-11518	694	18	.	.	PUNCT
dad-11518	695	1	sampleefficient	sampleefficient	PROPN
dad-11518	695	2	actor	actor	NOUN
dad-11518	695	3	-	-	PUNCT
dad-11518	695	4	critic	critic	NOUN
dad-11518	695	5	reinforcement	reinforcement	NOUN
dad-11518	695	6	learning	learning	NOUN
dad-11518	695	7	with	with	ADP
dad-11518	695	8	supervised	supervised	ADJ
dad-11518	695	9	data	datum	NOUN
dad-11518	695	10	for	for	ADP
dad-11518	695	11	dialogue	dialogue	NOUN
dad-11518	695	12	management	management	NOUN
dad-11518	695	13	.	.	PUNCT
dad-11518	696	1	in	in	ADP
dad-11518	696	2	proceedings	proceeding	NOUN
dad-11518	696	3	of	of	ADP
dad-11518	696	4	the	the	DET
dad-11518	696	5	18th	18th	ADJ
dad-11518	696	6	annual	annual	ADJ
dad-11518	696	7	sigdial	sigdial	ADJ
dad-11518	696	8	meeting	meeting	NOUN
dad-11518	696	9	on	on	ADP
dad-11518	696	10	discourse	discourse	NOUN
dad-11518	696	11	and	and	CCONJ
dad-11518	696	12	dialogue	dialogue	NOUN
dad-11518	696	13	,	,	PUNCT
dad-11518	696	14	pages	page	NOUN
dad-11518	696	15	147	147	NUM
dad-11518	696	16	–	–	PUNCT
dad-11518	696	17	157	157	NUM
dad-11518	696	18	,	,	PUNCT
dad-11518	696	19	saarbrücken	saarbrücken	VERB
dad-11518	696	20	,	,	PUNCT
dad-11518	696	21	germany	germany	PROPN
dad-11518	696	22	,	,	PUNCT
dad-11518	696	23	august	august	PROPN
dad-11518	696	24	2017	2017	NUM
dad-11518	696	25	.	.	PUNCT
dad-11518	697	1	association	association	NOUN
dad-11518	697	2	for	for	ADP
dad-11518	697	3	computational	computational	ADJ
dad-11518	697	4	linguistics	linguistic	NOUN
dad-11518	697	5	.	.	PUNCT
dad-11518	698	1	doi	doi	NOUN
dad-11518	698	2	:	:	PUNCT
dad-11518	698	3	10.18653	10.18653	NUM
dad-11518	698	4	/	/	SYM
dad-11518	698	5	v1	v1	NOUN
dad-11518	698	6	/	/	SYM
dad-11518	698	7	w17	w17	NOUN
dad-11518	698	8	-	-	PUNCT
dad-11518	698	9	5518	5518	NUM
dad-11518	698	10	.	.	PUNCT
dad-11518	699	1	url	url	PROPN
dad-11518	699	2	https://www.aclweb.org/anthology/w17-5518	https://www.aclweb.org/anthology/w17-5518	PROPN
dad-11518	699	3	.	.	PUNCT
dad-11518	700	1	richard	richard	PROPN
dad-11518	700	2	s.	s.	PROPN
dad-11518	700	3	sutton	sutton	PROPN
dad-11518	700	4	and	and	CCONJ
dad-11518	700	5	andrew	andrew	PROPN
dad-11518	700	6	g.	g.	PROPN
dad-11518	700	7	barto	barto	PROPN
dad-11518	700	8	.	.	PUNCT
dad-11518	701	1	reinforcement	reinforcement	NOUN
dad-11518	701	2	learning	learning	NOUN
dad-11518	701	3	:	:	PUNCT
dad-11518	701	4	an	an	DET
dad-11518	701	5	introduction	introduction	NOUN
dad-11518	701	6	.	.	PUNCT
dad-11518	702	1	mit	mit	PROPN
dad-11518	702	2	press	press	PROPN
dad-11518	702	3	,	,	PUNCT
dad-11518	702	4	cambridge	cambridge	PROPN
dad-11518	702	5	,	,	PUNCT
dad-11518	702	6	ma	ma	PROPN
dad-11518	702	7	,	,	PUNCT
dad-11518	702	8	usa	usa	PROPN
dad-11518	702	9	,	,	PUNCT
dad-11518	702	10	1st	1st	PROPN
dad-11518	702	11	edition	edition	NOUN
dad-11518	702	12	,	,	PUNCT
dad-11518	702	13	1998	1998	NUM
dad-11518	702	14	.	.	PUNCT
dad-11518	703	1	isbn	isbn	PROPN
dad-11518	703	2	0262193981	0262193981	NUM
dad-11518	703	3	.	.	PUNCT
dad-11518	703	4	url	url	PROPN
dad-11518	703	5	http://portal.acm	http://portal.acm	PROPN
dad-11518	703	6	.	.	PUNCT
dad-11518	704	1	org	org	ADJ
dad-11518	704	2	/	/	SYM
dad-11518	704	3	citation.cfm?id=551283	citation.cfm?id=551283	NOUN
dad-11518	704	4	.	.	PUNCT
dad-11518	705	1	t.	t.	NOUN
dad-11518	705	2	tieleman	tieleman	NOUN
dad-11518	705	3	and	and	CCONJ
dad-11518	705	4	g.	g.	PROPN
dad-11518	705	5	hinton	hinton	PROPN
dad-11518	705	6	.	.	PUNCT
dad-11518	706	1	lecture	lecture	VERB
dad-11518	706	2	6.5	6.5	NUM
dad-11518	706	3	—	—	PUNCT
dad-11518	706	4	rmsprop	rmsprop	NOUN
dad-11518	706	5	:	:	PUNCT
dad-11518	706	6	divide	divide	VERB
dad-11518	706	7	the	the	DET
dad-11518	706	8	gradient	gradient	NOUN
dad-11518	706	9	by	by	ADP
dad-11518	706	10	a	a	DET
dad-11518	706	11	running	run	VERB
dad-11518	706	12	average	average	NOUN
dad-11518	706	13	of	of	ADP
dad-11518	706	14	its	its	PRON
dad-11518	706	15	recent	recent	ADJ
dad-11518	706	16	magnitude	magnitude	NOUN
dad-11518	706	17	.	.	PUNCT
dad-11518	707	1	coursera	coursera	NOUN
dad-11518	707	2	:	:	PUNCT
dad-11518	707	3	neural	neural	ADJ
dad-11518	707	4	networks	network	NOUN
dad-11518	707	5	for	for	ADP
dad-11518	707	6	machine	machine	NOUN
dad-11518	707	7	learning	learning	NOUN
dad-11518	707	8	,	,	PUNCT
dad-11518	707	9	2012	2012	NUM
dad-11518	707	10	.	.	PUNCT
dad-11518	708	1	stefan	stefan	PROPN
dad-11518	708	2	ultes	ultes	PROPN
dad-11518	708	3	.	.	PUNCT
dad-11518	709	1	improving	improve	VERB
dad-11518	709	2	interaction	interaction	NOUN
dad-11518	709	3	quality	quality	NOUN
dad-11518	709	4	estimation	estimation	NOUN
dad-11518	709	5	with	with	ADP
dad-11518	709	6	bilstms	bilstms	NOUN
dad-11518	709	7	and	and	CCONJ
dad-11518	709	8	the	the	DET
dad-11518	709	9	impact	impact	NOUN
dad-11518	709	10	on	on	ADP
dad-11518	709	11	dialogue	dialogue	NOUN
dad-11518	709	12	policy	policy	NOUN
dad-11518	709	13	learning	learning	NOUN
dad-11518	709	14	.	.	PUNCT
dad-11518	710	1	in	in	ADP
dad-11518	710	2	proceedings	proceeding	NOUN
dad-11518	710	3	of	of	ADP
dad-11518	710	4	the	the	DET
dad-11518	710	5	20th	20th	ADJ
dad-11518	710	6	annual	annual	ADJ
dad-11518	710	7	sigdial	sigdial	ADJ
dad-11518	710	8	meeting	meeting	NOUN
dad-11518	710	9	on	on	ADP
dad-11518	710	10	discourse	discourse	NOUN
dad-11518	710	11	and	and	CCONJ
dad-11518	710	12	dialogue	dialogue	NOUN
dad-11518	710	13	,	,	PUNCT
dad-11518	710	14	pages	page	NOUN
dad-11518	710	15	11–20	11–20	NUM
dad-11518	710	16	,	,	PUNCT
dad-11518	710	17	stockholm	stockholm	PROPN
dad-11518	710	18	,	,	PUNCT
dad-11518	710	19	sweden	sweden	PROPN
dad-11518	710	20	,	,	PUNCT
dad-11518	710	21	september	september	PROPN
dad-11518	710	22	2019	2019	NUM
dad-11518	710	23	.	.	PUNCT
dad-11518	711	1	association	association	NOUN
dad-11518	711	2	for	for	ADP
dad-11518	711	3	computational	computational	ADJ
dad-11518	711	4	linguistics	linguistic	NOUN
dad-11518	711	5	.	.	PUNCT
dad-11518	712	1	doi	doi	NOUN
dad-11518	712	2	:	:	PUNCT
dad-11518	712	3	10.18653	10.18653	NUM
dad-11518	712	4	/	/	SYM
dad-11518	712	5	v1	v1	NOUN
dad-11518	712	6	/	/	SYM
dad-11518	712	7	w19	w19	PROPN
dad-11518	712	8	-	-	PUNCT
dad-11518	712	9	5902	5902	NUM
dad-11518	712	10	.	.	PUNCT
dad-11518	713	1	url	url	PROPN
dad-11518	713	2	https://www.aclweb.org/anthology/	https://www.aclweb.org/anthology/	X
dad-11518	713	3	w19	w19	X
dad-11518	713	4	-	-	PUNCT
dad-11518	713	5	5902	5902	NUM
dad-11518	713	6	.	.	PUNCT
dad-11518	714	1	stefan	stefan	PROPN
dad-11518	714	2	ultes	ultes	PROPN
dad-11518	714	3	and	and	CCONJ
dad-11518	714	4	wolfgang	wolfgang	PROPN
dad-11518	714	5	maier	maier	PROPN
dad-11518	714	6	.	.	PUNCT
dad-11518	715	1	similarity	similarity	NOUN
dad-11518	715	2	scoring	scoring	NOUN
dad-11518	715	3	for	for	ADP
dad-11518	715	4	dialogue	dialogue	NOUN
dad-11518	715	5	behaviour	behaviour	NOUN
dad-11518	715	6	comparison	comparison	NOUN
dad-11518	715	7	.	.	PUNCT
dad-11518	716	1	in	in	ADP
dad-11518	716	2	proceedings	proceeding	NOUN
dad-11518	716	3	of	of	ADP
dad-11518	716	4	the	the	DET
dad-11518	716	5	21th	21th	ADJ
dad-11518	716	6	annual	annual	ADJ
dad-11518	716	7	meeting	meeting	NOUN
dad-11518	716	8	of	of	ADP
dad-11518	716	9	the	the	DET
dad-11518	716	10	special	special	ADJ
dad-11518	716	11	interest	interest	NOUN
dad-11518	716	12	group	group	NOUN
dad-11518	716	13	on	on	ADP
dad-11518	716	14	discourse	discourse	NOUN
dad-11518	716	15	and	and	CCONJ
dad-11518	716	16	dialogue	dialogue	NOUN
dad-11518	716	17	,	,	PUNCT
dad-11518	716	18	pages	page	NOUN
dad-11518	716	19	311–322	311–322	NUM
dad-11518	716	20	,	,	PUNCT
dad-11518	716	21	1st	1st	ADJ
dad-11518	716	22	virtual	virtual	ADJ
dad-11518	716	23	meeting	meeting	NOUN
dad-11518	716	24	,	,	PUNCT
dad-11518	716	25	july	july	PROPN
dad-11518	716	26	2020	2020	NUM
dad-11518	716	27	.	.	PUNCT
dad-11518	717	1	association	association	NOUN
dad-11518	717	2	for	for	ADP
dad-11518	717	3	computational	computational	ADJ
dad-11518	717	4	linguistics	linguistic	NOUN
dad-11518	717	5	.	.	PUNCT
dad-11518	718	1	url	url	PROPN
dad-11518	718	2	https://www.aclweb.org/anthology/2020.sigdial-1.38	https://www.aclweb.org/anthology/2020.sigdial-1.38	PROPN
dad-11518	718	3	.	.	PUNCT
dad-11518	719	1	stefan	stefan	PROPN
dad-11518	719	2	ultes	ultes	PROPN
dad-11518	719	3	and	and	CCONJ
dad-11518	719	4	wolfgang	wolfgang	PROPN
dad-11518	719	5	minker	minker	PROPN
dad-11518	719	6	.	.	PUNCT
dad-11518	720	1	improving	improve	VERB
dad-11518	720	2	interaction	interaction	NOUN
dad-11518	720	3	quality	quality	NOUN
dad-11518	720	4	recognition	recognition	NOUN
dad-11518	720	5	using	use	VERB
dad-11518	720	6	error	error	NOUN
dad-11518	720	7	correction	correction	NOUN
dad-11518	720	8	.	.	PUNCT
dad-11518	721	1	in	in	ADP
dad-11518	721	2	proceedings	proceeding	NOUN
dad-11518	721	3	of	of	ADP
dad-11518	721	4	the	the	DET
dad-11518	721	5	sigdial	sigdial	ADJ
dad-11518	721	6	2013	2013	NUM
dad-11518	721	7	conference	conference	NOUN
dad-11518	721	8	,	,	PUNCT
dad-11518	721	9	pages	page	NOUN
dad-11518	721	10	122–126	122–126	NUM
dad-11518	721	11	,	,	PUNCT
dad-11518	721	12	metz	metz	PROPN
dad-11518	721	13	,	,	PUNCT
dad-11518	721	14	france	france	PROPN
dad-11518	721	15	,	,	PUNCT
dad-11518	721	16	august	august	PROPN
dad-11518	721	17	2013	2013	NUM
dad-11518	721	18	.	.	PUNCT
dad-11518	722	1	association	association	NOUN
dad-11518	722	2	for	for	ADP
dad-11518	722	3	computational	computational	ADJ
dad-11518	722	4	linguistics	linguistic	NOUN
dad-11518	722	5	.	.	PUNCT
dad-11518	723	1	url	url	PROPN
dad-11518	723	2	https://www.aclweb.org/	https://www.aclweb.org/	NOUN
dad-11518	723	3	anthology	anthology	PROPN
dad-11518	723	4	/	/	SYM
dad-11518	723	5	w13	w13	PROPN
dad-11518	723	6	-	-	PUNCT
dad-11518	723	7	4018	4018	NUM
dad-11518	723	8	.	.	PUNCT
dad-11518	724	1	stefan	stefan	PROPN
dad-11518	724	2	ultes	ultes	PROPN
dad-11518	724	3	and	and	CCONJ
dad-11518	724	4	wolfgang	wolfgang	PROPN
dad-11518	724	5	minker	minker	PROPN
dad-11518	724	6	.	.	PUNCT
dad-11518	725	1	interaction	interaction	NOUN
dad-11518	725	2	quality	quality	NOUN
dad-11518	725	3	estimation	estimation	NOUN
dad-11518	725	4	in	in	ADP
dad-11518	725	5	spoken	spoken	ADJ
dad-11518	725	6	dialogue	dialogue	NOUN
dad-11518	725	7	systems	system	NOUN
dad-11518	725	8	using	use	VERB
dad-11518	725	9	hybrid	hybrid	NOUN
dad-11518	725	10	-	-	PUNCT
dad-11518	725	11	hmms	hmms	NOUN
dad-11518	725	12	.	.	PUNCT
dad-11518	726	1	in	in	ADP
dad-11518	726	2	proceedings	proceeding	NOUN
dad-11518	726	3	of	of	ADP
dad-11518	726	4	the	the	DET
dad-11518	726	5	15th	15th	ADJ
dad-11518	726	6	annual	annual	ADJ
dad-11518	726	7	meeting	meeting	NOUN
dad-11518	726	8	of	of	ADP
dad-11518	726	9	the	the	DET
dad-11518	726	10	special	special	ADJ
dad-11518	726	11	interest	interest	NOUN
dad-11518	726	12	group	group	NOUN
dad-11518	726	13	on	on	ADP
dad-11518	726	14	discourse	discourse	NOUN
dad-11518	726	15	and	and	CCONJ
dad-11518	726	16	dialogue	dialogue	NOUN
dad-11518	726	17	(	(	PUNCT
dad-11518	726	18	sigdial	sigdial	ADJ
dad-11518	726	19	)	)	PUNCT
dad-11518	726	20	,	,	PUNCT
dad-11518	726	21	pages	page	NOUN
dad-11518	726	22	208–217	208–217	NUM
dad-11518	726	23	,	,	PUNCT
dad-11518	726	24	philadelphia	philadelphia	PROPN
dad-11518	726	25	,	,	PUNCT
dad-11518	726	26	pa	pa	PROPN
dad-11518	726	27	,	,	PUNCT
dad-11518	726	28	u.s.a	u.s.a	PROPN
dad-11518	726	29	.	.	PROPN
dad-11518	726	30	,	,	PUNCT
dad-11518	726	31	june	june	PROPN
dad-11518	726	32	2014	2014	NUM
dad-11518	726	33	.	.	PUNCT
dad-11518	727	1	association	association	NOUN
dad-11518	727	2	for	for	ADP
dad-11518	727	3	computational	computational	ADJ
dad-11518	727	4	linguistics	linguistic	NOUN
dad-11518	727	5	.	.	PUNCT
dad-11518	728	1	doi	doi	NOUN
dad-11518	728	2	:	:	PUNCT
dad-11518	728	3	10.3115	10.3115	NUM
dad-11518	728	4	/	/	SYM
dad-11518	728	5	v1	v1	NOUN
dad-11518	728	6	/	/	SYM
dad-11518	728	7	w14	w14	PROPN
dad-11518	728	8	-	-	PUNCT
dad-11518	728	9	4328	4328	NUM
dad-11518	728	10	.	.	PUNCT
dad-11518	729	1	url	url	PROPN
dad-11518	730	1	https://www	https://www	PROPN
dad-11518	730	2	.	.	PUNCT
dad-11518	730	3	aclweb.org/anthology/w14-4328	aclweb.org/anthology/w14-4328	PROPN
dad-11518	730	4	.	.	PROPN
dad-11518	731	1	stefan	stefan	PROPN
dad-11518	731	2	ultes	ultes	PROPN
dad-11518	731	3	,	,	PUNCT
dad-11518	731	4	tobias	tobias	PROPN
dad-11518	731	5	heinroth	heinroth	PROPN
dad-11518	731	6	,	,	PUNCT
dad-11518	731	7	alexander	alexander	PROPN
dad-11518	731	8	schmitt	schmitt	PROPN
dad-11518	731	9	,	,	PUNCT
dad-11518	731	10	and	and	CCONJ
dad-11518	731	11	wolfgang	wolfgang	PROPN
dad-11518	731	12	minker	minker	PROPN
dad-11518	731	13	.	.	PUNCT
dad-11518	732	1	a	a	DET
dad-11518	732	2	theoretical	theoretical	ADJ
dad-11518	732	3	framework	framework	NOUN
dad-11518	732	4	for	for	ADP
dad-11518	732	5	a	a	DET
dad-11518	732	6	user	user	NOUN
dad-11518	732	7	-	-	PUNCT
dad-11518	732	8	centered	center	VERB
dad-11518	732	9	spoken	spoken	ADJ
dad-11518	732	10	dialog	dialog	NOUN
dad-11518	732	11	manager	manager	NOUN
dad-11518	732	12	.	.	PUNCT
dad-11518	733	1	in	in	ADP
dad-11518	733	2	ramón	ramón	NOUN
dad-11518	733	3	lópez	lópez	ADV
dad-11518	733	4	-	-	PUNCT
dad-11518	733	5	cózar	cózar	ADJ
dad-11518	733	6	and	and	CCONJ
dad-11518	733	7	tetsunori	tetsunori	PROPN
dad-11518	733	8	kobayashi	kobayashi	PROPN
dad-11518	733	9	,	,	PUNCT
dad-11518	733	10	editors	editor	NOUN
dad-11518	733	11	,	,	PUNCT
dad-11518	733	12	proceedings	proceeding	NOUN
dad-11518	733	13	of	of	ADP
dad-11518	733	14	the	the	DET
dad-11518	733	15	paralinguistic	paralinguistic	ADJ
dad-11518	733	16	information	information	NOUN
dad-11518	733	17	and	and	CCONJ
dad-11518	733	18	its	its	PRON
dad-11518	733	19	integration	integration	NOUN
dad-11518	733	20	in	in	ADP
dad-11518	733	21	spoken	spoken	ADJ
dad-11518	733	22	dialogue	dialogue	NOUN
dad-11518	733	23	110	110	NUM
dad-11518	733	24	user	user	NOUN
dad-11518	733	25	satisfaction	satisfaction	NOUN
dad-11518	733	26	reward	reward	NOUN
dad-11518	733	27	estimation	estimation	NOUN
dad-11518	733	28	across	across	ADP
dad-11518	733	29	domains	domain	NOUN
dad-11518	733	30	systems	system	NOUN
dad-11518	733	31	workshop	workshop	NOUN
dad-11518	733	32	,	,	PUNCT
dad-11518	733	33	pages	page	NOUN
dad-11518	733	34	241–246	241–246	NUM
dad-11518	733	35	,	,	PUNCT
dad-11518	733	36	new	new	PROPN
dad-11518	733	37	york	york	PROPN
dad-11518	733	38	,	,	PUNCT
dad-11518	733	39	ny	ny	PROPN
dad-11518	733	40	,	,	PUNCT
dad-11518	733	41	september	september	PROPN
dad-11518	733	42	2011	2011	NUM
dad-11518	733	43	.	.	PUNCT
dad-11518	734	1	springer	springer	PROPN
dad-11518	734	2	new	new	PROPN
dad-11518	734	3	york	york	PROPN
dad-11518	734	4	.	.	PUNCT
dad-11518	735	1	isbn	isbn	PROPN
dad-11518	735	2	978	978	NUM
dad-11518	735	3	-	-	SYM
dad-11518	735	4	1	1	NUM
dad-11518	735	5	-	-	PUNCT
dad-11518	735	6	4614	4614	NUM
dad-11518	735	7	-	-	PUNCT
dad-11518	735	8	1334	1334	NUM
dad-11518	735	9	-	-	SYM
dad-11518	735	10	9	9	NUM
dad-11518	735	11	.	.	PUNCT
dad-11518	735	12	doi	doi	NOUN
dad-11518	735	13	:	:	PUNCT
dad-11518	735	14	10.1007/978	10.1007/978	NUM
dad-11518	735	15	-	-	SYM
dad-11518	735	16	1	1	NUM
dad-11518	735	17	-	-	PUNCT
dad-11518	735	18	4614	4614	NUM
dad-11518	735	19	-	-	PUNCT
dad-11518	735	20	1335	1335	NUM
dad-11518	735	21	-	-	SYM
dad-11518	735	22	6	6	NUM
dad-11518	735	23	24	24	NUM
dad-11518	735	24	.	.	PUNCT
dad-11518	736	1	stefan	stefan	PROPN
dad-11518	736	2	ultes	ultes	PROPN
dad-11518	736	3	,	,	PUNCT
dad-11518	736	4	alexander	alexander	PROPN
dad-11518	736	5	schmitt	schmitt	PROPN
dad-11518	736	6	,	,	PUNCT
dad-11518	736	7	and	and	CCONJ
dad-11518	736	8	wolfgang	wolfgang	PROPN
dad-11518	736	9	minker	minker	PROPN
dad-11518	736	10	.	.	PUNCT
dad-11518	737	1	towards	towards	ADP
dad-11518	737	2	quality	quality	NOUN
dad-11518	737	3	-	-	PUNCT
dad-11518	737	4	adaptive	adaptive	ADJ
dad-11518	737	5	spoken	spoken	ADJ
dad-11518	737	6	dialogue	dialogue	NOUN
dad-11518	737	7	management	management	NOUN
dad-11518	737	8	.	.	PUNCT
dad-11518	738	1	in	in	ADP
dad-11518	738	2	naacl	naacl	PROPN
dad-11518	738	3	-	-	PUNCT
dad-11518	738	4	hlt	hlt	NOUN
dad-11518	738	5	workshop	workshop	NOUN
dad-11518	738	6	on	on	ADP
dad-11518	738	7	future	future	ADJ
dad-11518	738	8	directions	direction	NOUN
dad-11518	738	9	and	and	CCONJ
dad-11518	738	10	needs	need	NOUN
dad-11518	738	11	in	in	ADP
dad-11518	738	12	the	the	DET
dad-11518	738	13	spoken	spoken	ADJ
dad-11518	738	14	dialog	dialog	NOUN
dad-11518	738	15	community	community	NOUN
dad-11518	738	16	:	:	PUNCT
dad-11518	738	17	tools	tool	NOUN
dad-11518	738	18	and	and	CCONJ
dad-11518	738	19	data	datum	NOUN
dad-11518	738	20	(	(	PUNCT
dad-11518	738	21	sdctd	sdctd	NOUN
dad-11518	738	22	2012	2012	NUM
dad-11518	738	23	)	)	PUNCT
dad-11518	738	24	,	,	PUNCT
dad-11518	738	25	pages	page	NOUN
dad-11518	738	26	49–52	49–52	NUM
dad-11518	738	27	,	,	PUNCT
dad-11518	738	28	montréal	montréal	PROPN
dad-11518	738	29	,	,	PUNCT
dad-11518	738	30	canada	canada	PROPN
dad-11518	738	31	,	,	PUNCT
dad-11518	738	32	june	june	PROPN
dad-11518	738	33	2012	2012	NUM
dad-11518	738	34	.	.	PUNCT
dad-11518	739	1	association	association	NOUN
dad-11518	739	2	for	for	ADP
dad-11518	739	3	computational	computational	ADJ
dad-11518	739	4	linguistics	linguistic	NOUN
dad-11518	739	5	.	.	PUNCT
dad-11518	740	1	url	url	PROPN
dad-11518	740	2	https://www.aclweb.org/anthology/	https://www.aclweb.org/anthology/	X
dad-11518	740	3	w12	w12	NOUN
dad-11518	740	4	-	-	PUNCT
dad-11518	740	5	1819	1819	NUM
dad-11518	740	6	.	.	PUNCT
dad-11518	741	1	stefan	stefan	PROPN
dad-11518	741	2	ultes	ultes	PROPN
dad-11518	741	3	,	,	PUNCT
dad-11518	741	4	alexander	alexander	PROPN
dad-11518	741	5	schmitt	schmitt	PROPN
dad-11518	741	6	,	,	PUNCT
dad-11518	741	7	and	and	CCONJ
dad-11518	741	8	wolfgang	wolfgang	PROPN
dad-11518	741	9	minker	minker	PROPN
dad-11518	741	10	.	.	PUNCT
dad-11518	742	1	on	on	ADP
dad-11518	742	2	quality	quality	NOUN
dad-11518	742	3	ratings	rating	NOUN
dad-11518	742	4	for	for	ADP
dad-11518	742	5	spoken	spoken	ADJ
dad-11518	742	6	dialogue	dialogue	NOUN
dad-11518	742	7	systems	system	NOUN
dad-11518	742	8	–	–	PUNCT
dad-11518	742	9	experts	expert	NOUN
dad-11518	742	10	vs.	vs.	ADP
dad-11518	742	11	users	user	NOUN
dad-11518	742	12	.	.	PUNCT
dad-11518	743	1	in	in	ADP
dad-11518	743	2	proceedings	proceeding	NOUN
dad-11518	743	3	of	of	ADP
dad-11518	743	4	the	the	DET
dad-11518	743	5	2013	2013	NUM
dad-11518	743	6	conference	conference	NOUN
dad-11518	743	7	of	of	ADP
dad-11518	743	8	the	the	DET
dad-11518	743	9	north	north	ADJ
dad-11518	743	10	american	american	ADJ
dad-11518	743	11	chapter	chapter	NOUN
dad-11518	743	12	of	of	ADP
dad-11518	743	13	the	the	DET
dad-11518	743	14	association	association	NOUN
dad-11518	743	15	for	for	ADP
dad-11518	743	16	computational	computational	ADJ
dad-11518	743	17	linguistics	linguistic	NOUN
dad-11518	743	18	:	:	PUNCT
dad-11518	743	19	human	human	ADJ
dad-11518	743	20	language	language	NOUN
dad-11518	743	21	technologies	technology	NOUN
dad-11518	743	22	,	,	PUNCT
dad-11518	743	23	pages	page	NOUN
dad-11518	743	24	569–578	569–578	NUM
dad-11518	743	25	,	,	PUNCT
dad-11518	743	26	atlanta	atlanta	PROPN
dad-11518	743	27	,	,	PUNCT
dad-11518	743	28	georgia	georgia	PROPN
dad-11518	743	29	,	,	PUNCT
dad-11518	743	30	june	june	PROPN
dad-11518	743	31	2013	2013	NUM
dad-11518	743	32	.	.	PUNCT
dad-11518	744	1	association	association	NOUN
dad-11518	744	2	for	for	ADP
dad-11518	744	3	computational	computational	ADJ
dad-11518	744	4	linguistics	linguistic	NOUN
dad-11518	744	5	.	.	PUNCT
dad-11518	745	1	url	url	PROPN
dad-11518	745	2	https	https	NOUN
dad-11518	745	3	:	:	PUNCT
dad-11518	745	4	//www.aclweb.org	//www.aclweb.org	PUNCT
dad-11518	745	5	/	/	SYM
dad-11518	745	6	anthology	anthology	NOUN
dad-11518	745	7	/	/	SYM
dad-11518	745	8	n13	n13	PROPN
dad-11518	745	9	-	-	PUNCT
dad-11518	745	10	1064	1064	NUM
dad-11518	745	11	.	.	PUNCT
dad-11518	746	1	stefan	stefan	PROPN
dad-11518	746	2	ultes	ultes	PROPN
dad-11518	746	3	,	,	PUNCT
dad-11518	746	4	matthias	matthias	PROPN
dad-11518	746	5	kraus	kraus	PROPN
dad-11518	746	6	,	,	PUNCT
dad-11518	746	7	alexander	alexander	PROPN
dad-11518	746	8	schmitt	schmitt	PROPN
dad-11518	746	9	,	,	PUNCT
dad-11518	746	10	and	and	CCONJ
dad-11518	746	11	wolfgang	wolfgang	PROPN
dad-11518	746	12	minker	minker	PROPN
dad-11518	746	13	.	.	PUNCT
dad-11518	747	1	quality	quality	NOUN
dad-11518	747	2	-	-	PUNCT
dad-11518	747	3	adaptive	adaptive	ADJ
dad-11518	747	4	spoken	spoken	ADJ
dad-11518	747	5	dialogue	dialogue	NOUN
dad-11518	747	6	initiative	initiative	NOUN
dad-11518	747	7	selection	selection	NOUN
dad-11518	747	8	and	and	CCONJ
dad-11518	747	9	implications	implication	NOUN
dad-11518	747	10	on	on	ADP
dad-11518	747	11	reward	reward	NOUN
dad-11518	747	12	modelling	modelling	NOUN
dad-11518	747	13	.	.	PUNCT
dad-11518	748	1	in	in	ADP
dad-11518	748	2	proceedings	proceeding	NOUN
dad-11518	748	3	of	of	ADP
dad-11518	748	4	the	the	DET
dad-11518	748	5	16th	16th	ADJ
dad-11518	748	6	annual	annual	ADJ
dad-11518	748	7	meeting	meeting	NOUN
dad-11518	748	8	of	of	ADP
dad-11518	748	9	the	the	DET
dad-11518	748	10	special	special	ADJ
dad-11518	748	11	interest	interest	NOUN
dad-11518	748	12	group	group	NOUN
dad-11518	748	13	on	on	ADP
dad-11518	748	14	discourse	discourse	NOUN
dad-11518	748	15	and	and	CCONJ
dad-11518	748	16	dialogue	dialogue	NOUN
dad-11518	748	17	,	,	PUNCT
dad-11518	748	18	pages	page	NOUN
dad-11518	748	19	374	374	NUM
dad-11518	748	20	–	–	PUNCT
dad-11518	748	21	383	383	NUM
dad-11518	748	22	,	,	PUNCT
dad-11518	748	23	prague	prague	NOUN
dad-11518	748	24	,	,	PUNCT
dad-11518	748	25	czech	czech	PROPN
dad-11518	748	26	republic	republic	NOUN
dad-11518	748	27	,	,	PUNCT
dad-11518	748	28	september	september	PROPN
dad-11518	748	29	2015	2015	NUM
dad-11518	748	30	.	.	PUNCT
dad-11518	749	1	association	association	NOUN
dad-11518	749	2	for	for	ADP
dad-11518	749	3	computational	computational	ADJ
dad-11518	749	4	linguistics	linguistic	NOUN
dad-11518	749	5	.	.	PUNCT
dad-11518	750	1	doi	doi	NOUN
dad-11518	750	2	:	:	PUNCT
dad-11518	750	3	10.18653	10.18653	NUM
dad-11518	750	4	/	/	SYM
dad-11518	750	5	v1	v1	NOUN
dad-11518	750	6	/	/	SYM
dad-11518	750	7	w15	w15	NOUN
dad-11518	750	8	-	-	PUNCT
dad-11518	750	9	4649	4649	NUM
dad-11518	750	10	.	.	PUNCT
dad-11518	751	1	url	url	PROPN
dad-11518	751	2	https://www.aclweb.org/anthology/w15-4649	https://www.aclweb.org/anthology/w15-4649	PROPN
dad-11518	751	3	.	.	PROPN
dad-11518	752	1	stefan	stefan	PROPN
dad-11518	752	2	ultes	ultes	PROPN
dad-11518	752	3	,	,	PUNCT
dad-11518	752	4	paweł	paweł	VERB
dad-11518	752	5	budzianowski	budzianowski	NOUN
dad-11518	752	6	,	,	PUNCT
dad-11518	752	7	iñigo	iñigo	PROPN
dad-11518	752	8	casanueva	casanueva	PROPN
dad-11518	752	9	,	,	PUNCT
dad-11518	752	10	nikola	nikola	PROPN
dad-11518	752	11	mrkšić	mrkšić	PROPN
dad-11518	752	12	,	,	PUNCT
dad-11518	752	13	lina	lina	PROPN
dad-11518	752	14	rojas	rojas	PROPN
dad-11518	752	15	-	-	PUNCT
dad-11518	752	16	barahona	barahona	PROPN
dad-11518	752	17	,	,	PUNCT
dad-11518	752	18	pei	pei	PROPN
dad-11518	752	19	-	-	PUNCT
dad-11518	752	20	hao	hao	PROPN
dad-11518	752	21	su	su	PROPN
dad-11518	752	22	,	,	PUNCT
dad-11518	752	23	tsung	tsung	PROPN
dad-11518	752	24	-	-	PUNCT
dad-11518	752	25	hsien	hsien	PROPN
dad-11518	752	26	wen	wen	PROPN
dad-11518	752	27	,	,	PUNCT
dad-11518	752	28	milica	milica	PROPN
dad-11518	752	29	gašić	gašić	PROPN
dad-11518	752	30	,	,	PUNCT
dad-11518	752	31	and	and	CCONJ
dad-11518	752	32	steve	steve	PROPN
dad-11518	752	33	young	young	PROPN
dad-11518	752	34	.	.	PUNCT
dad-11518	753	1	domain	domain	NOUN
dad-11518	753	2	-	-	PUNCT
dad-11518	753	3	independent	independent	ADJ
dad-11518	753	4	user	user	NOUN
dad-11518	753	5	satisfaction	satisfaction	NOUN
dad-11518	753	6	reward	reward	NOUN
dad-11518	753	7	estimation	estimation	NOUN
dad-11518	753	8	for	for	ADP
dad-11518	753	9	dialogue	dialogue	NOUN
dad-11518	753	10	policy	policy	NOUN
dad-11518	753	11	learning	learning	NOUN
dad-11518	753	12	.	.	PUNCT
dad-11518	754	1	in	in	ADP
dad-11518	754	2	proc	proc	NOUN
dad-11518	754	3	.	.	PUNCT
dad-11518	755	1	interspeech	interspeech	NOUN
dad-11518	755	2	2017	2017	NUM
dad-11518	755	3	,	,	PUNCT
dad-11518	755	4	pages	page	NOUN
dad-11518	755	5	1721–1725	1721–1725	NUM
dad-11518	755	6	.	.	PUNCT
dad-11518	755	7	isca	isca	PROPN
dad-11518	755	8	,	,	PUNCT
dad-11518	755	9	august	august	PROPN
dad-11518	755	10	2017a	2017a	NUM
dad-11518	755	11	.	.	PUNCT
dad-11518	756	1	doi	doi	NOUN
dad-11518	756	2	:	:	PUNCT
dad-11518	756	3	10.21437	10.21437	NUM
dad-11518	756	4	/	/	SYM
dad-11518	756	5	interspeech.2017	interspeech.2017	PROPN
dad-11518	756	6	-	-	PUNCT
dad-11518	756	7	1032	1032	NUM
dad-11518	756	8	.	.	PUNCT
dad-11518	757	1	url	url	VERB
dad-11518	757	2	http://dx.doi.org/	http://dx.doi.org/	PRON
dad-11518	757	3	10.21437	10.21437	NUM
dad-11518	757	4	/	/	SYM
dad-11518	757	5	interspeech.2017	interspeech.2017	PROPN
dad-11518	757	6	-	-	PUNCT
dad-11518	757	7	1032	1032	NUM
dad-11518	757	8	.	.	PUNCT
dad-11518	758	1	stefan	stefan	PROPN
dad-11518	758	2	ultes	ultes	PROPN
dad-11518	758	3	,	,	PUNCT
dad-11518	758	4	lina	lina	PROPN
dad-11518	758	5	m.	m.	PROPN
dad-11518	758	6	rojas	rojas	PROPN
dad-11518	758	7	-	-	PUNCT
dad-11518	758	8	barahona	barahona	PROPN
dad-11518	758	9	,	,	PUNCT
dad-11518	758	10	pei	pei	PROPN
dad-11518	758	11	-	-	PUNCT
dad-11518	758	12	hao	hao	PROPN
dad-11518	758	13	su	su	PROPN
dad-11518	758	14	,	,	PUNCT
dad-11518	758	15	david	david	PROPN
dad-11518	758	16	vandyke	vandyke	PROPN
dad-11518	758	17	,	,	PUNCT
dad-11518	758	18	dongho	dongho	PROPN
dad-11518	758	19	kim	kim	PROPN
dad-11518	758	20	,	,	PUNCT
dad-11518	758	21	iñigo	iñigo	PROPN
dad-11518	758	22	casanueva	casanueva	PROPN
dad-11518	758	23	,	,	PUNCT
dad-11518	758	24	paweł	paweł	VERB
dad-11518	758	25	budzianowski	budzianowski	NOUN
dad-11518	758	26	,	,	PUNCT
dad-11518	758	27	nikola	nikola	PROPN
dad-11518	758	28	mrkšić	mrkšić	PROPN
dad-11518	758	29	,	,	PUNCT
dad-11518	758	30	tsung	tsung	PROPN
dad-11518	758	31	-	-	PUNCT
dad-11518	758	32	hsien	hsien	PROPN
dad-11518	758	33	wen	wen	PROPN
dad-11518	758	34	,	,	PUNCT
dad-11518	758	35	milica	milica	PROPN
dad-11518	758	36	gašić	gašić	PROPN
dad-11518	758	37	,	,	PUNCT
dad-11518	758	38	and	and	CCONJ
dad-11518	758	39	steve	steve	PROPN
dad-11518	758	40	young	young	PROPN
dad-11518	758	41	.	.	PUNCT
dad-11518	759	1	pydial	pydial	ADJ
dad-11518	759	2	:	:	PUNCT
dad-11518	759	3	a	a	DET
dad-11518	759	4	multi	multi	ADJ
dad-11518	759	5	-	-	ADJ
dad-11518	759	6	domain	domain	ADJ
dad-11518	759	7	statistical	statistical	ADJ
dad-11518	759	8	dialogue	dialogue	NOUN
dad-11518	759	9	system	system	NOUN
dad-11518	759	10	toolkit	toolkit	NOUN
dad-11518	759	11	.	.	PUNCT
dad-11518	760	1	in	in	ADP
dad-11518	760	2	proceedings	proceeding	NOUN
dad-11518	760	3	of	of	ADP
dad-11518	760	4	acl	acl	PROPN
dad-11518	760	5	2017	2017	NUM
dad-11518	760	6	,	,	PUNCT
dad-11518	760	7	system	system	NOUN
dad-11518	760	8	demonstrations	demonstration	NOUN
dad-11518	760	9	,	,	PUNCT
dad-11518	760	10	pages	page	NOUN
dad-11518	760	11	73–78	73–78	NUM
dad-11518	760	12	,	,	PUNCT
dad-11518	760	13	vancouver	vancouver	PROPN
dad-11518	760	14	,	,	PUNCT
dad-11518	760	15	canada	canada	PROPN
dad-11518	760	16	,	,	PUNCT
dad-11518	760	17	july	july	PROPN
dad-11518	760	18	2017b	2017b	NUM
dad-11518	760	19	.	.	PUNCT
dad-11518	761	1	association	association	NOUN
dad-11518	761	2	for	for	ADP
dad-11518	761	3	computational	computational	ADJ
dad-11518	761	4	linguistics	linguistic	NOUN
dad-11518	761	5	.	.	PUNCT
dad-11518	761	6	url	url	PROPN
dad-11518	761	7	https://www.aclweb.org/anthology/p17-4013	https://www.aclweb.org/anthology/p17-4013	PUNCT
dad-11518	761	8	.	.	PUNCT
dad-11518	762	1	stefan	stefan	PROPN
dad-11518	762	2	ultes	ultes	PROPN
dad-11518	762	3	,	,	PUNCT
dad-11518	762	4	paweł	paweł	VERB
dad-11518	762	5	budzianowski	budzianowski	NOUN
dad-11518	762	6	,	,	PUNCT
dad-11518	762	7	iñigo	iñigo	PROPN
dad-11518	762	8	casanueva	casanueva	PROPN
dad-11518	762	9	,	,	PUNCT
dad-11518	762	10	lina	lina	PROPN
dad-11518	762	11	m.	m.	PROPN
dad-11518	762	12	rojas	rojas	PROPN
dad-11518	762	13	-	-	PUNCT
dad-11518	762	14	barahona	barahona	PROPN
dad-11518	762	15	,	,	PUNCT
dad-11518	762	16	bo	bo	PROPN
dad-11518	762	17	-	-	PUNCT
dad-11518	762	18	hsiang	hsiang	PROPN
dad-11518	762	19	tseng	tseng	PROPN
dad-11518	762	20	,	,	PUNCT
dad-11518	762	21	yen	yen	PROPN
dad-11518	762	22	-	-	PUNCT
dad-11518	762	23	chen	chen	PROPN
dad-11518	762	24	wu	wu	PROPN
dad-11518	762	25	,	,	PUNCT
dad-11518	762	26	steve	steve	PROPN
dad-11518	762	27	young	young	PROPN
dad-11518	762	28	,	,	PUNCT
dad-11518	762	29	and	and	CCONJ
dad-11518	762	30	milica	milica	PROPN
dad-11518	762	31	gašić.	gašić.	PROPN
dad-11518	762	32	addressing	address	VERB
dad-11518	762	33	objects	object	NOUN
dad-11518	762	34	and	and	CCONJ
dad-11518	762	35	their	their	PRON
dad-11518	762	36	relations	relation	NOUN
dad-11518	762	37	:	:	PUNCT
dad-11518	762	38	the	the	DET
dad-11518	762	39	conversational	conversational	ADJ
dad-11518	762	40	entity	entity	NOUN
dad-11518	762	41	dialogue	dialogue	NOUN
dad-11518	762	42	model	model	NOUN
dad-11518	762	43	.	.	PUNCT
dad-11518	763	1	in	in	ADP
dad-11518	763	2	proceedings	proceeding	NOUN
dad-11518	763	3	of	of	ADP
dad-11518	763	4	the	the	DET
dad-11518	763	5	19th	19th	ADJ
dad-11518	763	6	annual	annual	ADJ
dad-11518	763	7	sigdial	sigdial	ADJ
dad-11518	763	8	meeting	meeting	NOUN
dad-11518	763	9	on	on	ADP
dad-11518	763	10	discourse	discourse	NOUN
dad-11518	763	11	and	and	CCONJ
dad-11518	763	12	dialogue	dialogue	NOUN
dad-11518	763	13	,	,	PUNCT
dad-11518	763	14	pages	page	NOUN
dad-11518	763	15	273–283	273–283	NUM
dad-11518	763	16	,	,	PUNCT
dad-11518	763	17	melbourne	melbourne	PROPN
dad-11518	763	18	,	,	PUNCT
dad-11518	763	19	australia	australia	PROPN
dad-11518	763	20	,	,	PUNCT
dad-11518	763	21	july	july	PROPN
dad-11518	763	22	2018	2018	NUM
dad-11518	763	23	.	.	PUNCT
dad-11518	764	1	association	association	NOUN
dad-11518	764	2	for	for	ADP
dad-11518	764	3	computational	computational	ADJ
dad-11518	764	4	linguistics	linguistic	NOUN
dad-11518	764	5	.	.	PUNCT
dad-11518	765	1	doi	doi	NOUN
dad-11518	765	2	:	:	PUNCT
dad-11518	765	3	10.18653	10.18653	NUM
dad-11518	765	4	/	/	SYM
dad-11518	765	5	v1	v1	NOUN
dad-11518	765	6	/	/	SYM
dad-11518	765	7	w18	w18	NOUN
dad-11518	765	8	-	-	PUNCT
dad-11518	765	9	5032	5032	NUM
dad-11518	765	10	.	.	PUNCT
dad-11518	766	1	url	url	PROPN
dad-11518	766	2	https://www.aclweb.org/	https://www.aclweb.org/	NOUN
dad-11518	766	3	anthology	anthology	PROPN
dad-11518	766	4	/	/	SYM
dad-11518	766	5	w18	w18	NOUN
dad-11518	766	6	-	-	PUNCT
dad-11518	766	7	5032	5032	NUM
dad-11518	766	8	.	.	PUNCT
dad-11518	767	1	stefan	stefan	PROPN
dad-11518	767	2	ultes	ultes	PROPN
dad-11518	767	3	,	,	PUNCT
dad-11518	767	4	juliana	juliana	PROPN
dad-11518	767	5	miehle	miehle	PROPN
dad-11518	767	6	,	,	PUNCT
dad-11518	767	7	and	and	CCONJ
dad-11518	767	8	wolfgang	wolfgang	PROPN
dad-11518	767	9	minker	minker	PROPN
dad-11518	767	10	.	.	PUNCT
dad-11518	768	1	on	on	ADP
dad-11518	768	2	the	the	DET
dad-11518	768	3	applicability	applicability	NOUN
dad-11518	768	4	of	of	ADP
dad-11518	768	5	a	a	DET
dad-11518	768	6	user	user	NOUN
dad-11518	768	7	satisfactionbased	satisfactionbase	VERB
dad-11518	768	8	reward	reward	NOUN
dad-11518	768	9	for	for	ADP
dad-11518	768	10	dialogue	dialogue	NOUN
dad-11518	768	11	policy	policy	NOUN
dad-11518	768	12	learning	learning	NOUN
dad-11518	768	13	,	,	PUNCT
dad-11518	768	14	pages	page	NOUN
dad-11518	768	15	211–217	211–217	NUM
dad-11518	768	16	.	.	PUNCT
dad-11518	769	1	springer	springer	NOUN
dad-11518	769	2	international	international	ADJ
dad-11518	769	3	publishing	publishing	NOUN
dad-11518	769	4	,	,	PUNCT
dad-11518	769	5	cham	cham	NOUN
dad-11518	769	6	,	,	PUNCT
dad-11518	769	7	2019	2019	NUM
dad-11518	769	8	.	.	PUNCT
dad-11518	770	1	isbn	isbn	ADJ
dad-11518	770	2	978	978	NUM
dad-11518	770	3	-	-	SYM
dad-11518	770	4	3	3	NUM
dad-11518	770	5	-	-	NUM
dad-11518	770	6	319	319	NUM
dad-11518	770	7	-	-	PUNCT
dad-11518	770	8	92108	92108	NUM
dad-11518	770	9	-	-	SYM
dad-11518	770	10	2	2	NUM
dad-11518	770	11	.	.	PUNCT
dad-11518	770	12	doi	doi	NOUN
dad-11518	770	13	:	:	PUNCT
dad-11518	770	14	10.1007/978	10.1007/978	NUM
dad-11518	770	15	-	-	SYM
dad-11518	770	16	3	3	NUM
dad-11518	770	17	-	-	NUM
dad-11518	770	18	319	319	NUM
dad-11518	770	19	-	-	PUNCT
dad-11518	770	20	92108	92108	NUM
dad-11518	770	21	-	-	SYM
dad-11518	770	22	2	2	NUM
dad-11518	770	23	22	22	NUM
dad-11518	770	24	.	.	PUNCT
dad-11518	771	1	url	url	PROPN
dad-11518	771	2	https	https	NOUN
dad-11518	771	3	:	:	PUNCT
dad-11518	771	4	//doi.org/10.1007/978	//doi.org/10.1007/978	NUM
dad-11518	771	5	-	-	PUNCT
dad-11518	771	6	3	3	NUM
dad-11518	771	7	-	-	NUM
dad-11518	771	8	319	319	NUM
dad-11518	771	9	-	-	PUNCT
dad-11518	771	10	92108	92108	NUM
dad-11518	771	11	-	-	PUNCT
dad-11518	771	12	2_22	2_22	NUM
dad-11518	771	13	.	.	PUNCT
dad-11518	772	1	david	david	PROPN
dad-11518	772	2	vandyke	vandyke	PROPN
dad-11518	772	3	,	,	PUNCT
dad-11518	772	4	pei	pei	PROPN
dad-11518	772	5	-	-	PUNCT
dad-11518	772	6	hao	hao	PROPN
dad-11518	772	7	su	su	PROPN
dad-11518	772	8	,	,	PUNCT
dad-11518	772	9	milica	milica	PROPN
dad-11518	772	10	gašić	gašić	PROPN
dad-11518	772	11	,	,	PUNCT
dad-11518	772	12	nikola	nikola	PROPN
dad-11518	772	13	mrkšić	mrkšić	PROPN
dad-11518	772	14	,	,	PUNCT
dad-11518	772	15	tsung	tsung	PROPN
dad-11518	772	16	-	-	PUNCT
dad-11518	772	17	hsien	hsien	PROPN
dad-11518	772	18	wen	wen	PROPN
dad-11518	772	19	,	,	PUNCT
dad-11518	772	20	and	and	CCONJ
dad-11518	772	21	steve	steve	PROPN
dad-11518	772	22	young	young	PROPN
dad-11518	772	23	.	.	PUNCT
dad-11518	773	1	multi	multi	ADJ
dad-11518	773	2	-	-	ADJ
dad-11518	773	3	domain	domain	ADJ
dad-11518	773	4	dialogue	dialogue	NOUN
dad-11518	773	5	success	success	NOUN
dad-11518	773	6	classifiers	classifier	NOUN
dad-11518	773	7	for	for	ADP
dad-11518	773	8	policy	policy	NOUN
dad-11518	773	9	training	training	NOUN
dad-11518	773	10	.	.	PUNCT
dad-11518	774	1	in	in	ADP
dad-11518	774	2	2015	2015	NUM
dad-11518	774	3	ieee	ieee	NOUN
dad-11518	774	4	workshop	workshop	NOUN
dad-11518	774	5	on	on	ADP
dad-11518	774	6	automatic	automatic	ADJ
dad-11518	774	7	speech	speech	NOUN
dad-11518	774	8	recognition	recognition	NOUN
dad-11518	774	9	and	and	CCONJ
dad-11518	774	10	understanding	understanding	NOUN
dad-11518	774	11	(	(	PUNCT
dad-11518	774	12	asru	asru	PROPN
dad-11518	774	13	)	)	PUNCT
dad-11518	774	14	,	,	PUNCT
dad-11518	774	15	pages	page	VERB
dad-11518	774	16	763–770	763–770	NUM
dad-11518	774	17	.	.	PUNCT
dad-11518	774	18	ieee	ieee	NOUN
dad-11518	774	19	,	,	PUNCT
dad-11518	774	20	2015	2015	NUM
dad-11518	774	21	.	.	PUNCT
dad-11518	775	1	doi	doi	NOUN
dad-11518	775	2	:	:	PUNCT
dad-11518	775	3	10.1109	10.1109	NUM
dad-11518	775	4	/	/	SYM
dad-11518	775	5	asru.2015.7404865	asru.2015.7404865	ADJ
dad-11518	775	6	.	.	NOUN
dad-11518	775	7	111	111	NUM
dad-11518	775	8	ultes	ulte	NOUN
dad-11518	775	9	and	and	CCONJ
dad-11518	775	10	maier	maier	PROPN
dad-11518	775	11	vladimir	vladimir	PROPN
dad-11518	775	12	n.	n.	PROPN
dad-11518	775	13	vapnik	vapnik	PROPN
dad-11518	775	14	.	.	PUNCT
dad-11518	776	1	the	the	DET
dad-11518	776	2	nature	nature	NOUN
dad-11518	776	3	of	of	ADP
dad-11518	776	4	statistical	statistical	ADJ
dad-11518	776	5	learning	learning	NOUN
dad-11518	776	6	theory	theory	NOUN
dad-11518	776	7	.	.	PUNCT
dad-11518	777	1	springer	springer	NOUN
dad-11518	777	2	-	-	PUNCT
dad-11518	777	3	verlag	verlag	PROPN
dad-11518	777	4	new	new	PROPN
dad-11518	777	5	york	york	PROPN
dad-11518	777	6	,	,	PUNCT
dad-11518	777	7	inc	inc	PROPN
dad-11518	777	8	.	.	PROPN
dad-11518	777	9	,	,	PUNCT
dad-11518	777	10	new	new	PROPN
dad-11518	777	11	york	york	PROPN
dad-11518	777	12	,	,	PUNCT
dad-11518	777	13	ny	ny	PROPN
dad-11518	777	14	,	,	PUNCT
dad-11518	777	15	usa	usa	PROPN
dad-11518	777	16	,	,	PUNCT
dad-11518	777	17	1995	1995	NUM
dad-11518	777	18	.	.	PUNCT
dad-11518	778	1	isbn	isbn	ADJ
dad-11518	778	2	0	0	NUM
dad-11518	778	3	-	-	SYM
dad-11518	778	4	387	387	NUM
dad-11518	778	5	-	-	PUNCT
dad-11518	778	6	94559	94559	NUM
dad-11518	778	7	-	-	SYM
dad-11518	778	8	8	8	NUM
dad-11518	778	9	.	.	PUNCT
dad-11518	778	10	doi	doi	NOUN
dad-11518	778	11	:	:	PUNCT
dad-11518	778	12	10.1007/978	10.1007/978	NUM
dad-11518	778	13	-	-	SYM
dad-11518	778	14	1	1	NUM
dad-11518	778	15	-	-	PUNCT
dad-11518	778	16	4757	4757	NUM
dad-11518	778	17	-	-	PUNCT
dad-11518	778	18	3264	3264	NUM
dad-11518	778	19	-	-	SYM
dad-11518	778	20	1	1	NUM
dad-11518	778	21	.	.	PUNCT
dad-11518	778	22	ashish	ashish	PROPN
dad-11518	778	23	vaswani	vaswani	PROPN
dad-11518	778	24	,	,	PUNCT
dad-11518	778	25	noam	noam	PROPN
dad-11518	778	26	shazeer	shazeer	PROPN
dad-11518	778	27	,	,	PUNCT
dad-11518	778	28	niki	niki	PROPN
dad-11518	778	29	parmar	parmar	PROPN
dad-11518	778	30	,	,	PUNCT
dad-11518	778	31	jakob	jakob	PROPN
dad-11518	778	32	uszkoreit	uszkoreit	PROPN
dad-11518	778	33	,	,	PUNCT
dad-11518	778	34	llion	llion	NOUN
dad-11518	778	35	jones	jones	PROPN
dad-11518	778	36	,	,	PUNCT
dad-11518	778	37	aidan	aidan	PROPN
dad-11518	778	38	n	n	PROPN
dad-11518	778	39	gomez	gomez	PROPN
dad-11518	778	40	,	,	PUNCT
dad-11518	778	41	ł	ł	PROPN
dad-11518	778	42	ukasz	ukasz	PROPN
dad-11518	778	43	kaiser	kaiser	PROPN
dad-11518	778	44	,	,	PUNCT
dad-11518	778	45	and	and	CCONJ
dad-11518	778	46	illia	illia	PROPN
dad-11518	778	47	polosukhin	polosukhin	NOUN
dad-11518	778	48	.	.	PUNCT
dad-11518	779	1	attention	attention	NOUN
dad-11518	779	2	is	be	AUX
dad-11518	779	3	all	all	PRON
dad-11518	779	4	you	you	PRON
dad-11518	779	5	need	need	VERB
dad-11518	779	6	.	.	PUNCT
dad-11518	780	1	in	in	ADP
dad-11518	780	2	i.	i.	PROPN
dad-11518	780	3	guyon	guyon	PROPN
dad-11518	780	4	,	,	PUNCT
dad-11518	780	5	u.	u.	PROPN
dad-11518	780	6	v.	v.	PROPN
dad-11518	780	7	luxburg	luxburg	PROPN
dad-11518	780	8	,	,	PUNCT
dad-11518	780	9	s.	s.	PROPN
dad-11518	780	10	bengio	bengio	PROPN
dad-11518	780	11	,	,	PUNCT
dad-11518	780	12	h.	h.	PROPN
dad-11518	780	13	wallach	wallach	PROPN
dad-11518	780	14	,	,	PUNCT
dad-11518	780	15	r.	r.	PROPN
dad-11518	780	16	fergus	fergus	PROPN
dad-11518	780	17	,	,	PUNCT
dad-11518	780	18	s.	s.	PROPN
dad-11518	780	19	vishwanathan	vishwanathan	PROPN
dad-11518	780	20	,	,	PUNCT
dad-11518	780	21	and	and	CCONJ
dad-11518	780	22	r.	r.	PROPN
dad-11518	780	23	garnett	garnett	PROPN
dad-11518	780	24	,	,	PUNCT
dad-11518	780	25	editors	editor	NOUN
dad-11518	780	26	,	,	PUNCT
dad-11518	780	27	advances	advance	NOUN
dad-11518	780	28	in	in	ADP
dad-11518	780	29	neural	neural	ADJ
dad-11518	780	30	information	information	NOUN
dad-11518	780	31	processing	processing	NOUN
dad-11518	780	32	systems	system	NOUN
dad-11518	780	33	,	,	PUNCT
dad-11518	780	34	volume	volume	NOUN
dad-11518	780	35	30	30	NUM
dad-11518	780	36	,	,	PUNCT
dad-11518	780	37	pages	page	NOUN
dad-11518	780	38	5998–6008	5998–6008	NUM
dad-11518	780	39	.	.	PUNCT
dad-11518	781	1	curran	curran	PROPN
dad-11518	781	2	associates	associates	PROPN
dad-11518	781	3	,	,	PUNCT
dad-11518	781	4	inc	inc	PROPN
dad-11518	781	5	.	.	PROPN
dad-11518	781	6	,	,	PUNCT
dad-11518	781	7	2017	2017	NUM
dad-11518	781	8	.	.	PUNCT
dad-11518	781	9	url	url	X
dad-11518	781	10	https://proceedings.neurips.cc/paper/2017/file/	https://proceedings.neurips.cc/paper/2017/file/	ADP
dad-11518	781	11	3f5ee243547dee91fbd053c1c4a845aa-paper.pdf	3f5ee243547dee91fbd053c1c4a845aa-paper.pdf	NUM
dad-11518	781	12	.	.	PUNCT
dad-11518	781	13	marilyn	marilyn	PROPN
dad-11518	781	14	walker	walker	PROPN
dad-11518	781	15	.	.	PUNCT
dad-11518	782	1	an	an	DET
dad-11518	782	2	application	application	NOUN
dad-11518	782	3	of	of	ADP
dad-11518	782	4	reinforcement	reinforcement	NOUN
dad-11518	782	5	learning	learning	NOUN
dad-11518	782	6	to	to	ADP
dad-11518	782	7	dialogue	dialogue	NOUN
dad-11518	782	8	strategy	strategy	NOUN
dad-11518	782	9	selection	selection	NOUN
dad-11518	782	10	in	in	ADP
dad-11518	782	11	a	a	DET
dad-11518	782	12	spoken	spoken	ADJ
dad-11518	782	13	dialogue	dialogue	NOUN
dad-11518	782	14	system	system	NOUN
dad-11518	782	15	for	for	ADP
dad-11518	782	16	email	email	NOUN
dad-11518	782	17	.	.	PUNCT
dad-11518	783	1	journal	journal	NOUN
dad-11518	783	2	of	of	ADP
dad-11518	783	3	artificial	artificial	ADJ
dad-11518	783	4	intelligence	intelligence	NOUN
dad-11518	783	5	research	research	NOUN
dad-11518	783	6	,	,	PUNCT
dad-11518	783	7	12:387–416	12:387–416	NUM
dad-11518	783	8	,	,	PUNCT
dad-11518	783	9	2000	2000	NUM
dad-11518	783	10	.	.	PUNCT
dad-11518	784	1	doi	doi	NOUN
dad-11518	784	2	:	:	PUNCT
dad-11518	784	3	https://doi.org/10.1613/jair.713	https://doi.org/10.1613/jair.713	PROPN
dad-11518	784	4	.	.	PUNCT
dad-11518	785	1	marilyn	marilyn	PROPN
dad-11518	785	2	a.	a.	PROPN
dad-11518	785	3	walker	walker	PROPN
dad-11518	785	4	,	,	PUNCT
dad-11518	785	5	diane	diane	PROPN
dad-11518	785	6	j.	j.	PROPN
dad-11518	785	7	litman	litman	PROPN
dad-11518	785	8	,	,	PUNCT
dad-11518	785	9	candace	candace	PROPN
dad-11518	785	10	a.	a.	PROPN
dad-11518	785	11	kamm	kamm	PROPN
dad-11518	785	12	,	,	PUNCT
dad-11518	785	13	and	and	CCONJ
dad-11518	785	14	alicia	alicia	PROPN
dad-11518	785	15	abella	abella	PROPN
dad-11518	785	16	.	.	PUNCT
dad-11518	786	1	paradise	paradise	PROPN
dad-11518	786	2	:	:	PUNCT
dad-11518	786	3	a	a	DET
dad-11518	786	4	framework	framework	NOUN
dad-11518	786	5	for	for	ADP
dad-11518	786	6	evaluating	evaluate	VERB
dad-11518	786	7	spoken	spoken	ADJ
dad-11518	786	8	dialogue	dialogue	NOUN
dad-11518	786	9	agents	agent	NOUN
dad-11518	786	10	.	.	PUNCT
dad-11518	787	1	in	in	ADP
dad-11518	787	2	35th	35th	ADJ
dad-11518	787	3	annual	annual	ADJ
dad-11518	787	4	meeting	meeting	NOUN
dad-11518	787	5	of	of	ADP
dad-11518	787	6	the	the	DET
dad-11518	787	7	association	association	NOUN
dad-11518	787	8	for	for	ADP
dad-11518	787	9	computational	computational	ADJ
dad-11518	787	10	linguistics	linguistic	NOUN
dad-11518	787	11	and	and	CCONJ
dad-11518	787	12	8th	8th	ADJ
dad-11518	787	13	conference	conference	NOUN
dad-11518	787	14	of	of	ADP
dad-11518	787	15	the	the	DET
dad-11518	787	16	european	european	ADJ
dad-11518	787	17	chapter	chapter	NOUN
dad-11518	787	18	of	of	ADP
dad-11518	787	19	the	the	DET
dad-11518	787	20	association	association	NOUN
dad-11518	787	21	for	for	ADP
dad-11518	787	22	computational	computational	ADJ
dad-11518	787	23	linguistics	linguistic	NOUN
dad-11518	787	24	,	,	PUNCT
dad-11518	787	25	pages	page	NOUN
dad-11518	787	26	271–280	271–280	NUM
dad-11518	787	27	,	,	PUNCT
dad-11518	787	28	madrid	madrid	PROPN
dad-11518	787	29	,	,	PUNCT
dad-11518	787	30	spain	spain	PROPN
dad-11518	787	31	,	,	PUNCT
dad-11518	787	32	july	july	PROPN
dad-11518	787	33	1997	1997	NUM
dad-11518	787	34	.	.	PUNCT
dad-11518	788	1	association	association	NOUN
dad-11518	788	2	for	for	ADP
dad-11518	788	3	computational	computational	ADJ
dad-11518	788	4	linguistics	linguistic	NOUN
dad-11518	788	5	.	.	PUNCT
dad-11518	789	1	doi	doi	NOUN
dad-11518	789	2	:	:	PUNCT
dad-11518	789	3	10.3115/976909.979652	10.3115/976909.979652	NUM
dad-11518	789	4	.	.	PUNCT
dad-11518	790	1	url	url	PROPN
dad-11518	790	2	https://www.aclweb.org/	https://www.aclweb.org/	NOUN
dad-11518	790	3	anthology	anthology	PROPN
dad-11518	790	4	/	/	SYM
dad-11518	790	5	p97	p97	NOUN
dad-11518	790	6	-	-	PUNCT
dad-11518	790	7	1035	1035	NUM
dad-11518	790	8	.	.	PUNCT
dad-11518	791	1	marilyn	marilyn	PROPN
dad-11518	791	2	a.	a.	PROPN
dad-11518	791	3	walker	walker	PROPN
dad-11518	791	4	,	,	PUNCT
dad-11518	791	5	jeanne	jeanne	PROPN
dad-11518	791	6	c.	c.	PROPN
dad-11518	791	7	fromer	fromer	PROPN
dad-11518	791	8	,	,	PUNCT
dad-11518	791	9	and	and	CCONJ
dad-11518	791	10	shrikanth	shrikanth	PROPN
dad-11518	791	11	narayanan	narayanan	PROPN
dad-11518	791	12	.	.	PUNCT
dad-11518	792	1	learning	learn	VERB
dad-11518	792	2	optimal	optimal	ADJ
dad-11518	792	3	dialogue	dialogue	NOUN
dad-11518	792	4	strategies	strategy	NOUN
dad-11518	792	5	:	:	PUNCT
dad-11518	792	6	a	a	DET
dad-11518	792	7	case	case	NOUN
dad-11518	792	8	study	study	NOUN
dad-11518	792	9	of	of	ADP
dad-11518	792	10	a	a	DET
dad-11518	792	11	spoken	spoken	ADJ
dad-11518	792	12	dialogue	dialogue	NOUN
dad-11518	792	13	agent	agent	NOUN
dad-11518	792	14	for	for	ADP
dad-11518	792	15	email	email	NOUN
dad-11518	792	16	.	.	PUNCT
dad-11518	793	1	in	in	ADP
dad-11518	793	2	coling	cole	VERB
dad-11518	793	3	1998	1998	NUM
dad-11518	793	4	volume	volume	NOUN
dad-11518	793	5	2	2	NUM
dad-11518	793	6	:	:	PUNCT
dad-11518	793	7	the	the	DET
dad-11518	793	8	17th	17th	ADJ
dad-11518	793	9	international	international	ADJ
dad-11518	793	10	conference	conference	NOUN
dad-11518	793	11	on	on	ADP
dad-11518	793	12	computational	computational	ADJ
dad-11518	793	13	linguistics	linguistic	NOUN
dad-11518	793	14	,	,	PUNCT
dad-11518	793	15	1998	1998	NUM
dad-11518	793	16	.	.	PUNCT
dad-11518	794	1	url	url	PROPN
dad-11518	794	2	https	https	NOUN
dad-11518	794	3	:	:	PUNCT
dad-11518	794	4	//www.aclweb.org	//www.aclweb.org	PUNCT
dad-11518	794	5	/	/	SYM
dad-11518	794	6	anthology	anthology	NOUN
dad-11518	794	7	/	/	SYM
dad-11518	794	8	c98	c98	PROPN
dad-11518	794	9	-	-	PUNCT
dad-11518	794	10	2214	2214	NUM
dad-11518	794	11	.	.	PUNCT
dad-11518	795	1	frank	frank	PROPN
dad-11518	795	2	wilcoxon	wilcoxon	PROPN
dad-11518	795	3	.	.	PUNCT
dad-11518	796	1	individual	individual	ADJ
dad-11518	796	2	comparisons	comparison	NOUN
dad-11518	796	3	by	by	ADP
dad-11518	796	4	ranking	rank	VERB
dad-11518	796	5	methods	method	NOUN
dad-11518	796	6	.	.	PUNCT
dad-11518	797	1	biometrics	biometric	NOUN
dad-11518	797	2	bulletin	bulletin	NOUN
dad-11518	797	3	,	,	PUNCT
dad-11518	797	4	1(6):80–83	1(6):80–83	NUM
dad-11518	797	5	,	,	PUNCT
dad-11518	797	6	1945	1945	NUM
dad-11518	797	7	.	.	PUNCT
dad-11518	798	1	jason	jason	PROPN
dad-11518	798	2	d.	d.	PROPN
dad-11518	798	3	williams	williams	PROPN
dad-11518	798	4	and	and	CCONJ
dad-11518	798	5	steve	steve	PROPN
dad-11518	798	6	j.	j.	PROPN
dad-11518	798	7	young	young	PROPN
dad-11518	798	8	.	.	PUNCT
dad-11518	799	1	characterizing	characterize	VERB
dad-11518	799	2	task	task	NOUN
dad-11518	799	3	-	-	PUNCT
dad-11518	799	4	oriented	orient	VERB
dad-11518	799	5	dialog	dialog	NOUN
dad-11518	799	6	using	use	VERB
dad-11518	799	7	a	a	DET
dad-11518	799	8	simulated	simulate	VERB
dad-11518	799	9	asr	asr	NOUN
dad-11518	799	10	chanel	chanel	NOUN
dad-11518	799	11	.	.	PUNCT
dad-11518	800	1	in	in	ADP
dad-11518	800	2	proceedings	proceeding	NOUN
dad-11518	800	3	of	of	ADP
dad-11518	800	4	the	the	DET
dad-11518	800	5	8th	8th	ADJ
dad-11518	800	6	international	international	ADJ
dad-11518	800	7	conference	conference	NOUN
dad-11518	800	8	on	on	ADP
dad-11518	800	9	spoken	spoken	ADJ
dad-11518	800	10	language	language	NOUN
dad-11518	800	11	processing	processing	NOUN
dad-11518	800	12	(	(	PUNCT
dad-11518	800	13	interspeech	interspeech	NOUN
dad-11518	800	14	2004	2004	NUM
dad-11518	800	15	)	)	PUNCT
dad-11518	800	16	,	,	PUNCT
dad-11518	800	17	pages	page	NOUN
dad-11518	800	18	185–188	185–188	NUM
dad-11518	800	19	,	,	PUNCT
dad-11518	800	20	2004	2004	NUM
dad-11518	800	21	.	.	PUNCT
dad-11518	801	1	steve	steve	PROPN
dad-11518	801	2	j.	j.	PROPN
dad-11518	801	3	young	young	PROPN
dad-11518	801	4	,	,	PUNCT
dad-11518	801	5	milica	milica	PROPN
dad-11518	801	6	gašić	gašić	PROPN
dad-11518	801	7	,	,	PUNCT
dad-11518	801	8	blaise	blaise	PROPN
dad-11518	801	9	thomson	thomson	PROPN
dad-11518	801	10	,	,	PUNCT
dad-11518	801	11	and	and	CCONJ
dad-11518	801	12	jason	jason	PROPN
dad-11518	801	13	d.	d.	PROPN
dad-11518	801	14	williams	williams	PROPN
dad-11518	801	15	.	.	PUNCT
dad-11518	802	1	pomdp	pomdp	NOUN
dad-11518	802	2	-	-	PUNCT
dad-11518	802	3	based	base	VERB
dad-11518	802	4	statistical	statistical	ADJ
dad-11518	802	5	spoken	spoken	ADJ
dad-11518	802	6	dialog	dialog	NOUN
dad-11518	802	7	systems	system	NOUN
dad-11518	802	8	:	:	PUNCT
dad-11518	802	9	a	a	DET
dad-11518	802	10	review	review	NOUN
dad-11518	802	11	.	.	PUNCT
dad-11518	803	1	proceedings	proceeding	NOUN
dad-11518	803	2	of	of	ADP
dad-11518	803	3	the	the	DET
dad-11518	803	4	ieee	ieee	NOUN
dad-11518	803	5	,	,	PUNCT
dad-11518	803	6	101(5):1160–1179	101(5):1160–1179	NUM
dad-11518	803	7	,	,	PUNCT
dad-11518	803	8	2013	2013	NUM
dad-11518	803	9	.	.	PUNCT
dad-11518	804	1	doi	doi	NOUN
dad-11518	804	2	:	:	PUNCT
dad-11518	804	3	10.1109	10.1109	NUM
dad-11518	804	4	/	/	SYM
dad-11518	804	5	jproc.2012.2225812	jproc.2012.2225812	ADJ
dad-11518	804	6	.	.	PUNCT
dad-11518	805	1	guineng	guineng	PROPN
dad-11518	805	2	zheng	zheng	PROPN
dad-11518	805	3	,	,	PUNCT
dad-11518	805	4	subhabrata	subhabrata	PROPN
dad-11518	805	5	mukherjee	mukherjee	PROPN
dad-11518	805	6	,	,	PUNCT
dad-11518	805	7	xin	xin	PROPN
dad-11518	805	8	luna	luna	PROPN
dad-11518	805	9	dong	dong	PROPN
dad-11518	805	10	,	,	PUNCT
dad-11518	805	11	and	and	CCONJ
dad-11518	805	12	feifei	feifei	PROPN
dad-11518	805	13	li	li	PROPN
dad-11518	805	14	.	.	PROPN
dad-11518	805	15	opentag	opentag	PROPN
dad-11518	805	16	:	:	PUNCT
dad-11518	805	17	open	open	ADJ
dad-11518	805	18	attribute	attribute	NOUN
dad-11518	805	19	value	value	NOUN
dad-11518	805	20	extraction	extraction	NOUN
dad-11518	805	21	from	from	ADP
dad-11518	805	22	product	product	NOUN
dad-11518	805	23	profiles	profile	NOUN
dad-11518	805	24	.	.	PUNCT
dad-11518	806	1	in	in	ADP
dad-11518	806	2	proceedings	proceeding	NOUN
dad-11518	806	3	of	of	ADP
dad-11518	806	4	the	the	DET
dad-11518	806	5	24th	24th	PROPN
dad-11518	806	6	acm	acm	PROPN
dad-11518	806	7	sigkdd	sigkdd	NOUN
dad-11518	806	8	international	international	ADJ
dad-11518	806	9	conference	conference	NOUN
dad-11518	806	10	on	on	ADP
dad-11518	806	11	knowledge	knowledge	PROPN
dad-11518	806	12	discovery	discovery	PROPN
dad-11518	806	13	&	&	CCONJ
dad-11518	806	14	data	data	PROPN
dad-11518	806	15	mining	mining	NOUN
dad-11518	806	16	,	,	PUNCT
dad-11518	806	17	pages	page	NOUN
dad-11518	806	18	1049–1058	1049–1058	NUM
dad-11518	806	19	.	.	PUNCT
dad-11518	806	20	acm	acm	PROPN
dad-11518	806	21	,	,	PUNCT
dad-11518	806	22	2018	2018	NUM
dad-11518	806	23	.	.	PUNCT
dad-11518	807	1	112	112	NUM
dad-11518	807	2	user	user	NOUN
dad-11518	807	3	satisfaction	satisfaction	NOUN
dad-11518	807	4	reward	reward	NOUN
dad-11518	807	5	estimation	estimation	NOUN
dad-11518	807	6	across	across	ADP
dad-11518	807	7	domains	domain	NOUN
dad-11518	807	8	appendix	appendix	VERB
dad-11518	807	9	a.	a.	NOUN
dad-11518	807	10	tables	table	NOUN
dad-11518	807	11	table	table	NOUN
dad-11518	807	12	12	12	NUM
dad-11518	807	13	:	:	PUNCT
dad-11518	807	14	full	full	ADJ
dad-11518	807	15	results	result	NOUN
dad-11518	807	16	showing	show	VERB
dad-11518	807	17	the	the	DET
dad-11518	807	18	consistency	consistency	NOUN
dad-11518	807	19	of	of	ADP
dad-11518	807	20	learned	learn	VERB
dad-11518	807	21	policies	policy	NOUN
dad-11518	807	22	in	in	ADP
dad-11518	807	23	terms	term	NOUN
dad-11518	807	24	of	of	ADP
dad-11518	807	25	total	total	ADJ
dad-11518	807	26	match	match	NOUN
dad-11518	807	27	rate	rate	NOUN
dad-11518	807	28	(	(	PUNCT
dad-11518	807	29	tmr	tmr	PROPN
dad-11518	807	30	)	)	PUNCT
dad-11518	807	31	,	,	PUNCT
dad-11518	807	32	dialogue	dialogue	NOUN
dad-11518	807	33	act	act	PROPN
dad-11518	807	34	match	match	NOUN
dad-11518	807	35	rate	rate	NOUN
dad-11518	807	36	(	(	PUNCT
dad-11518	807	37	dmr	dmr	PROPN
dad-11518	807	38	)	)	PUNCT
dad-11518	807	39	and	and	CCONJ
dad-11518	807	40	concept	concept	NOUN
dad-11518	807	41	match	match	NOUN
dad-11518	807	42	rate	rate	NOUN
dad-11518	807	43	(	(	PUNCT
dad-11518	807	44	cmr	cmr	NOUN
dad-11518	807	45	)	)	PUNCT
dad-11518	807	46	for	for	ADP
dad-11518	807	47	three	three	NUM
dad-11518	807	48	different	different	ADJ
dad-11518	807	49	semantic	semantic	ADJ
dad-11518	807	50	error	error	NOUN
dad-11518	807	51	rates	rate	NOUN
dad-11518	807	52	(	(	PUNCT
dad-11518	807	53	sers	ser	NOUN
dad-11518	807	54	)	)	PUNCT
dad-11518	807	55	.	.	PUNCT
dad-11518	808	1	similarity	similarity	NOUN
dad-11518	808	2	scores	score	NOUN
dad-11518	808	3	are	be	AUX
dad-11518	808	4	computed	compute	VERB
dad-11518	808	5	by	by	ADP
dad-11518	808	6	comparing	compare	VERB
dad-11518	808	7	the	the	DET
dad-11518	808	8	learned	learn	VERB
dad-11518	808	9	behaviour	behaviour	NOUN
dad-11518	808	10	of	of	ADP
dad-11518	808	11	the	the	DET
dad-11518	808	12	three	three	NUM
dad-11518	808	13	policies	policy	NOUN
dad-11518	808	14	originating	originate	VERB
dad-11518	808	15	from	from	ADP
dad-11518	808	16	different	different	ADJ
dad-11518	808	17	random	random	ADJ
dad-11518	808	18	seeds	seed	NOUN
dad-11518	808	19	for	for	ADP
dad-11518	808	20	each	each	DET
dad-11518	808	21	policy	policy	NOUN
dad-11518	808	22	model	model	NOUN
dad-11518	808	23	and	and	CCONJ
dad-11518	808	24	each	each	DET
dad-11518	808	25	reward	reward	NOUN
dad-11518	808	26	model	model	NOUN
dad-11518	808	27	.	.	PUNCT
dad-11518	809	1	ser	ser	NOUN
dad-11518	809	2	policy	policy	PROPN
dad-11518	809	3	tmr	tmr	PROPN
dad-11518	809	4	dmr	dmr	PROPN
dad-11518	809	5	cmr	cmr	PROPN
dad-11518	809	6	rts	rt	NOUN
dad-11518	809	7	rs	rs	INTJ
dad-11518	809	8	iq	iq	PROPN
dad-11518	809	9	rbi	rbi	NOUN
dad-11518	809	10	iq	iq	PROPN
dad-11518	809	11	rts	rt	NOUN
dad-11518	809	12	rs	rs	INTJ
dad-11518	810	1	iq	iq	PROPN
dad-11518	810	2	rbi	rbi	NOUN
dad-11518	810	3	iq	iq	PROPN
dad-11518	810	4	rts	rt	NOUN
dad-11518	810	5	rs	rs	INTJ
dad-11518	811	1	iq	iq	INTJ
dad-11518	811	2	rbi	rbi	VERB
dad-11518	811	3	iq	iq	NOUN
dad-11518	811	4	0	0	NUM
dad-11518	811	5	%	%	NOUN
dad-11518	811	6	gp	gp	NOUN
dad-11518	811	7	0.48	0.48	NUM
dad-11518	811	8	0.44	0.44	NUM
dad-11518	811	9	0.47	0.47	NUM
dad-11518	811	10	0.72	0.72	NUM
dad-11518	811	11	0.70	0.70	NUM
dad-11518	811	12	0.74	0.74	NUM
dad-11518	811	13	0.55	0.55	NUM
dad-11518	811	14	0.26	0.26	NUM
dad-11518	811	15	0.51	0.51	NUM
dad-11518	811	16	dqn	dqn	NOUN
dad-11518	811	17	0.42	0.42	NUM
dad-11518	811	18	0.46	0.46	NUM
dad-11518	811	19	0.39	0.39	NUM
dad-11518	811	20	0.76	0.76	NUM
dad-11518	811	21	0.71	0.71	NUM
dad-11518	811	22	0.70	0.70	NUM
dad-11518	811	23	0.51	0.51	NUM
dad-11518	811	24	0.53	0.53	NUM
dad-11518	811	25	0.48	0.48	NUM
dad-11518	811	26	enac	enac	NOUN
dad-11518	811	27	0.61	0.61	NUM
dad-11518	811	28	0.52	0.52	NUM
dad-11518	811	29	0.52	0.52	NUM
dad-11518	811	30	0.90	0.90	NUM
dad-11518	811	31	0.85	0.85	NUM
dad-11518	811	32	0.76	0.76	NUM
dad-11518	811	33	0.67	0.67	NUM
dad-11518	811	34	0.59	0.59	NUM
dad-11518	811	35	0.67	0.67	NUM
dad-11518	811	36	15	15	NUM
dad-11518	811	37	%	%	NOUN
dad-11518	811	38	gp	gp	NOUN
dad-11518	812	1	0.51	0.51	NUM
dad-11518	812	2	0.39	0.39	NUM
dad-11518	812	3	0.66	0.66	NUM
dad-11518	812	4	0.74	0.74	NUM
dad-11518	812	5	0.66	0.66	NUM
dad-11518	812	6	0.78	0.78	NUM
dad-11518	812	7	0.58	0.58	NUM
dad-11518	812	8	0.40	0.40	NUM
dad-11518	812	9	0.45	0.45	NUM
dad-11518	812	10	dqn	dqn	NOUN
dad-11518	812	11	0.40	0.40	NUM
dad-11518	812	12	0.52	0.52	NUM
dad-11518	812	13	0.57	0.57	NUM
dad-11518	812	14	0.74	0.74	NUM
dad-11518	812	15	0.75	0.75	NUM
dad-11518	812	16	0.78	0.78	NUM
dad-11518	812	17	0.50	0.50	NUM
dad-11518	812	18	0.57	0.57	NUM
dad-11518	812	19	0.18	0.18	NUM
dad-11518	812	20	enac	enac	NOUN
dad-11518	812	21	0.56	0.56	NUM
dad-11518	812	22	0.52	0.52	NUM
dad-11518	812	23	0.39	0.39	NUM
dad-11518	812	24	0.82	0.82	NUM
dad-11518	812	25	0.72	0.72	NUM
dad-11518	812	26	0.63	0.63	NUM
dad-11518	812	27	0.63	0.63	NUM
dad-11518	812	28	0.64	0.64	NUM
dad-11518	812	29	0.60	0.60	NUM
dad-11518	812	30	30	30	NUM
dad-11518	812	31	%	%	NOUN
dad-11518	812	32	gp	gp	NOUN
dad-11518	812	33	0.36	0.36	NUM
dad-11518	812	34	0.52	0.52	NUM
dad-11518	812	35	0.46	0.46	NUM
dad-11518	812	36	0.62	0.62	NUM
dad-11518	812	37	0.61	0.61	NUM
dad-11518	812	38	0.70	0.70	NUM
dad-11518	812	39	0.45	0.45	NUM
dad-11518	812	40	0.47	0.47	NUM
dad-11518	812	41	0.63	0.63	NUM
dad-11518	812	42	dqn	dqn	NOUN
dad-11518	812	43	0.51	0.51	NUM
dad-11518	812	44	0.54	0.54	NUM
dad-11518	812	45	0.50	0.50	NUM
dad-11518	812	46	0.69	0.69	NUM
dad-11518	812	47	0.73	0.73	NUM
dad-11518	812	48	0.66	0.66	NUM
dad-11518	812	49	0.59	0.59	NUM
dad-11518	812	50	0.49	0.49	NUM
dad-11518	812	51	0.27	0.27	NUM
dad-11518	812	52	enac	enac	ADJ
dad-11518	812	53	0.44	0.44	NUM
dad-11518	812	54	0.46	0.46	NUM
dad-11518	812	55	0.37	0.37	NUM
dad-11518	812	56	0.71	0.71	NUM
dad-11518	812	57	0.74	0.74	NUM
dad-11518	812	58	0.61	0.61	NUM
dad-11518	812	59	0.53	0.53	NUM
dad-11518	812	60	0.64	0.64	NUM
dad-11518	812	61	0.55	0.55	NUM
dad-11518	812	62	113	113	NUM
dad-11518	812	63	ultes	ulte	NOUN
dad-11518	812	64	and	and	CCONJ
dad-11518	812	65	maier	maier	PROPN
dad-11518	812	66	table	table	NOUN
dad-11518	812	67	13	13	NUM
dad-11518	812	68	:	:	PUNCT
dad-11518	812	69	full	full	ADJ
dad-11518	812	70	results	result	NOUN
dad-11518	812	71	showing	show	VERB
dad-11518	812	72	the	the	DET
dad-11518	812	73	comparison	comparison	NOUN
dad-11518	812	74	of	of	ADP
dad-11518	812	75	learned	learn	VERB
dad-11518	812	76	policies	policy	NOUN
dad-11518	812	77	using	use	VERB
dad-11518	812	78	different	different	ADJ
dad-11518	812	79	reward	reward	NOUN
dad-11518	812	80	models	model	NOUN
dad-11518	812	81	in	in	ADP
dad-11518	812	82	terms	term	NOUN
dad-11518	812	83	of	of	ADP
dad-11518	812	84	total	total	ADJ
dad-11518	812	85	match	match	NOUN
dad-11518	812	86	rate	rate	NOUN
dad-11518	812	87	(	(	PUNCT
dad-11518	812	88	tmr	tmr	PROPN
dad-11518	812	89	)	)	PUNCT
dad-11518	812	90	,	,	PUNCT
dad-11518	812	91	dialogue	dialogue	NOUN
dad-11518	812	92	act	act	PROPN
dad-11518	812	93	match	match	NOUN
dad-11518	812	94	rate	rate	NOUN
dad-11518	812	95	(	(	PUNCT
dad-11518	812	96	dmr	dmr	PROPN
dad-11518	812	97	)	)	PUNCT
dad-11518	812	98	and	and	CCONJ
dad-11518	812	99	concept	concept	NOUN
dad-11518	812	100	match	match	NOUN
dad-11518	812	101	rate	rate	NOUN
dad-11518	812	102	(	(	PUNCT
dad-11518	812	103	cmr	cmr	NOUN
dad-11518	812	104	)	)	PUNCT
dad-11518	812	105	for	for	ADP
dad-11518	812	106	three	three	NUM
dad-11518	812	107	different	different	ADJ
dad-11518	812	108	semantic	semantic	ADJ
dad-11518	812	109	error	error	NOUN
dad-11518	812	110	rates	rate	NOUN
dad-11518	812	111	(	(	PUNCT
dad-11518	812	112	sers	ser	NOUN
dad-11518	812	113	)	)	PUNCT
dad-11518	812	114	.	.	PUNCT
dad-11518	813	1	similarity	similarity	NOUN
dad-11518	813	2	scores	score	NOUN
dad-11518	813	3	are	be	AUX
dad-11518	813	4	computed	compute	VERB
dad-11518	813	5	by	by	ADP
dad-11518	813	6	pair	pair	NOUN
dad-11518	813	7	-	-	PUNCT
dad-11518	813	8	wise	wise	ADJ
dad-11518	813	9	comparing	compare	VERB
dad-11518	813	10	the	the	DET
dad-11518	813	11	learned	learn	VERB
dad-11518	813	12	behaviour	behaviour	NOUN
dad-11518	813	13	of	of	ADP
dad-11518	813	14	the	the	DET
dad-11518	813	15	three	three	NUM
dad-11518	813	16	policies	policy	NOUN
dad-11518	813	17	of	of	ADP
dad-11518	813	18	each	each	DET
dad-11518	813	19	reward	reward	NOUN
dad-11518	813	20	model	model	NOUN
dad-11518	813	21	originating	originate	VERB
dad-11518	813	22	from	from	ADP
dad-11518	813	23	different	different	ADJ
dad-11518	813	24	random	random	ADJ
dad-11518	813	25	seeds	seed	NOUN
dad-11518	813	26	with	with	ADP
dad-11518	813	27	each	each	DET
dad-11518	813	28	trained	train	VERB
dad-11518	813	29	policy	policy	NOUN
dad-11518	813	30	of	of	ADP
dad-11518	813	31	the	the	DET
dad-11518	813	32	other	other	ADJ
dad-11518	813	33	reward	reward	NOUN
dad-11518	813	34	model	model	NOUN
dad-11518	813	35	within	within	ADP
dad-11518	813	36	each	each	DET
dad-11518	813	37	policy	policy	NOUN
dad-11518	813	38	model	model	NOUN
dad-11518	813	39	.	.	PUNCT
dad-11518	814	1	ser	ser	NOUN
dad-11518	814	2	type	type	PROPN
dad-11518	814	3	tmr	tmr	PROPN
dad-11518	814	4	dmr	dmr	PROPN
dad-11518	814	5	cmr	cmr	PROPN
dad-11518	814	6	gp	gp	PROPN
dad-11518	814	7	dqn	dqn	PROPN
dad-11518	814	8	enac	enac	ADV
dad-11518	814	9	gp	gp	PROPN
dad-11518	815	1	dqn	dqn	PROPN
dad-11518	815	2	enac	enac	ADV
dad-11518	815	3	gp	gp	PROPN
dad-11518	815	4	dqn	dqn	NOUN
dad-11518	815	5	enac	enac	ADV
dad-11518	815	6	0	0	NUM
dad-11518	815	7	%	%	NOUN
dad-11518	815	8	rts	rt	NOUN
dad-11518	815	9	–	–	PUNCT
dad-11518	815	10	rs	rs	INTJ
dad-11518	815	11	iq	iq	NOUN
dad-11518	815	12	0.31	0.31	NUM
dad-11518	815	13	0.33	0.33	NUM
dad-11518	815	14	0.39	0.39	NUM
dad-11518	815	15	0.57	0.57	NUM
dad-11518	815	16	0.55	0.55	NUM
dad-11518	815	17	0.53	0.53	NUM
dad-11518	815	18	0.40	0.40	NUM
dad-11518	815	19	0.40	0.40	NUM
dad-11518	815	20	0.44	0.44	NUM
dad-11518	815	21	rts	rt	NOUN
dad-11518	815	22	–	–	PUNCT
dad-11518	815	23	rbi	rbi	NOUN
dad-11518	815	24	iq	iq	NOUN
dad-11518	815	25	0.58	0.58	NUM
dad-11518	815	26	0.58	0.58	NUM
dad-11518	815	27	0.45	0.45	NUM
dad-11518	815	28	0.72	0.72	NUM
dad-11518	815	29	0.75	0.75	NUM
dad-11518	815	30	0.65	0.65	NUM
dad-11518	815	31	0.64	0.64	NUM
dad-11518	815	32	0.64	0.64	NUM
dad-11518	815	33	0.50	0.50	NUM
dad-11518	815	34	rs	rs	NOUN
dad-11518	815	35	iq	iq	NOUN
dad-11518	815	36	–	–	PUNCT
dad-11518	815	37	rbi	rbi	NOUN
dad-11518	815	38	iq	iq	NOUN
dad-11518	815	39	0.38	0.38	NUM
dad-11518	815	40	0.45	0.45	NUM
dad-11518	815	41	0.27	0.27	NUM
dad-11518	815	42	0.55	0.55	NUM
dad-11518	815	43	0.65	0.65	NUM
dad-11518	815	44	0.42	0.42	NUM
dad-11518	815	45	0.36	0.36	NUM
dad-11518	815	46	0.50	0.50	NUM
dad-11518	815	47	0.23	0.23	NUM
dad-11518	815	48	15	15	NUM
dad-11518	815	49	%	%	NOUN
dad-11518	815	50	rts	rt	NOUN
dad-11518	815	51	–	–	PUNCT
dad-11518	815	52	rs	rs	INTJ
dad-11518	815	53	iq	iq	NOUN
dad-11518	815	54	0.24	0.24	NUM
dad-11518	815	55	0.41	0.41	NUM
dad-11518	815	56	0.45	0.45	NUM
dad-11518	815	57	0.48	0.48	NUM
dad-11518	815	58	0.64	0.64	NUM
dad-11518	815	59	0.62	0.62	NUM
dad-11518	815	60	0.31	0.31	NUM
dad-11518	815	61	0.48	0.48	NUM
dad-11518	815	62	0.51	0.51	NUM
dad-11518	815	63	rts	rt	NOUN
dad-11518	815	64	–	–	PUNCT
dad-11518	815	65	rbi	rbi	NOUN
dad-11518	815	66	iq	iq	VERB
dad-11518	815	67	0.49	0.49	NUM
dad-11518	815	68	0.53	0.53	NUM
dad-11518	815	69	0.37	0.37	NUM
dad-11518	815	70	0.78	0.78	NUM
dad-11518	815	71	0.74	0.74	NUM
dad-11518	815	72	0.59	0.59	NUM
dad-11518	815	73	0.57	0.57	NUM
dad-11518	815	74	0.60	0.60	NUM
dad-11518	815	75	0.41	0.41	NUM
dad-11518	815	76	rs	rs	NOUN
dad-11518	815	77	iq	iq	NOUN
dad-11518	815	78	–	–	PUNCT
dad-11518	815	79	rbi	rbi	NOUN
dad-11518	815	80	iq	iq	NOUN
dad-11518	815	81	0.26	0.26	NUM
dad-11518	815	82	0.37	0.37	NUM
dad-11518	815	83	0.27	0.27	NUM
dad-11518	815	84	0.57	0.57	NUM
dad-11518	815	85	0.59	0.59	NUM
dad-11518	815	86	0.53	0.53	NUM
dad-11518	815	87	0.27	0.27	NUM
dad-11518	815	88	0.41	0.41	NUM
dad-11518	815	89	0.34	0.34	NUM
dad-11518	815	90	30	30	NUM
dad-11518	815	91	%	%	NOUN
dad-11518	815	92	rts	rt	NOUN
dad-11518	815	93	–	–	PUNCT
dad-11518	815	94	rs	rs	INTJ
dad-11518	815	95	iq	iq	NOUN
dad-11518	815	96	0.22	0.22	NUM
dad-11518	815	97	0.36	0.36	NUM
dad-11518	815	98	0.45	0.45	NUM
dad-11518	815	99	0.30	0.30	NUM
dad-11518	815	100	0.55	0.55	NUM
dad-11518	815	101	0.57	0.57	NUM
dad-11518	815	102	0.29	0.29	NUM
dad-11518	815	103	0.43	0.43	NUM
dad-11518	815	104	0.49	0.49	NUM
dad-11518	815	105	rts	rt	NOUN
dad-11518	815	106	–	–	PUNCT
dad-11518	815	107	rbi	rbi	NOUN
dad-11518	815	108	iq	iq	NOUN
dad-11518	815	109	0.48	0.48	NUM
dad-11518	815	110	0.57	0.57	NUM
dad-11518	815	111	0.51	0.51	NUM
dad-11518	815	112	0.68	0.68	NUM
dad-11518	815	113	0.76	0.76	NUM
dad-11518	815	114	0.70	0.70	NUM
dad-11518	815	115	0.55	0.55	NUM
dad-11518	815	116	0.63	0.63	NUM
dad-11518	815	117	0.59	0.59	NUM
dad-11518	815	118	rs	rs	NOUN
dad-11518	815	119	iq	iq	PROPN
dad-11518	815	120	–	–	PUNCT
dad-11518	815	121	rbi	rbi	NOUN
dad-11518	815	122	iq	iq	VERB
dad-11518	815	123	0.37	0.37	NUM
dad-11518	815	124	0.51	0.51	NUM
dad-11518	815	125	0.24	0.24	NUM
dad-11518	815	126	0.58	0.58	NUM
dad-11518	815	127	0.70	0.70	NUM
dad-11518	815	128	0.41	0.41	NUM
dad-11518	815	129	0.40	0.40	NUM
dad-11518	815	130	0.59	0.59	NUM
dad-11518	815	131	0.26	0.26	NUM
dad-11518	815	132	table	table	NOUN
dad-11518	815	133	14	14	NUM
dad-11518	815	134	:	:	PUNCT
dad-11518	815	135	full	full	ADJ
dad-11518	815	136	results	result	NOUN
dad-11518	815	137	showing	show	VERB
dad-11518	815	138	the	the	DET
dad-11518	815	139	comparison	comparison	NOUN
dad-11518	815	140	of	of	ADP
dad-11518	815	141	learned	learn	VERB
dad-11518	815	142	policies	policy	NOUN
dad-11518	815	143	using	use	VERB
dad-11518	815	144	different	different	ADJ
dad-11518	815	145	policy	policy	NOUN
dad-11518	815	146	models	model	NOUN
dad-11518	815	147	in	in	ADP
dad-11518	815	148	terms	term	NOUN
dad-11518	815	149	of	of	ADP
dad-11518	815	150	total	total	ADJ
dad-11518	815	151	match	match	NOUN
dad-11518	815	152	rate	rate	NOUN
dad-11518	815	153	(	(	PUNCT
dad-11518	815	154	tmr	tmr	PROPN
dad-11518	815	155	)	)	PUNCT
dad-11518	815	156	,	,	PUNCT
dad-11518	815	157	dialogue	dialogue	NOUN
dad-11518	815	158	act	act	PROPN
dad-11518	815	159	match	match	NOUN
dad-11518	815	160	rate	rate	NOUN
dad-11518	815	161	(	(	PUNCT
dad-11518	815	162	dmr	dmr	PROPN
dad-11518	815	163	)	)	PUNCT
dad-11518	815	164	and	and	CCONJ
dad-11518	815	165	concept	concept	NOUN
dad-11518	815	166	match	match	NOUN
dad-11518	815	167	rate	rate	NOUN
dad-11518	815	168	(	(	PUNCT
dad-11518	815	169	cmr	cmr	NOUN
dad-11518	815	170	)	)	PUNCT
dad-11518	815	171	for	for	ADP
dad-11518	815	172	three	three	NUM
dad-11518	815	173	different	different	ADJ
dad-11518	815	174	semantic	semantic	ADJ
dad-11518	815	175	error	error	NOUN
dad-11518	815	176	rates	rate	NOUN
dad-11518	815	177	(	(	PUNCT
dad-11518	815	178	sers	ser	NOUN
dad-11518	815	179	)	)	PUNCT
dad-11518	815	180	.	.	PUNCT
dad-11518	816	1	similarity	similarity	NOUN
dad-11518	816	2	scores	score	NOUN
dad-11518	816	3	are	be	AUX
dad-11518	816	4	computed	compute	VERB
dad-11518	816	5	by	by	ADP
dad-11518	816	6	pair	pair	NOUN
dad-11518	816	7	-	-	PUNCT
dad-11518	816	8	wise	wise	ADJ
dad-11518	816	9	comparing	compare	VERB
dad-11518	816	10	the	the	DET
dad-11518	816	11	learned	learn	VERB
dad-11518	816	12	behaviour	behaviour	NOUN
dad-11518	816	13	of	of	ADP
dad-11518	816	14	the	the	DET
dad-11518	816	15	three	three	NUM
dad-11518	816	16	policies	policy	NOUN
dad-11518	816	17	of	of	ADP
dad-11518	816	18	each	each	DET
dad-11518	816	19	policy	policy	NOUN
dad-11518	816	20	model	model	NOUN
dad-11518	816	21	originating	originate	VERB
dad-11518	816	22	from	from	ADP
dad-11518	816	23	different	different	ADJ
dad-11518	816	24	random	random	ADJ
dad-11518	816	25	seeds	seed	NOUN
dad-11518	816	26	with	with	ADP
dad-11518	816	27	each	each	DET
dad-11518	816	28	trained	train	VERB
dad-11518	816	29	policy	policy	NOUN
dad-11518	816	30	of	of	ADP
dad-11518	816	31	the	the	DET
dad-11518	816	32	other	other	ADJ
dad-11518	816	33	policy	policy	NOUN
dad-11518	816	34	model	model	NOUN
dad-11518	816	35	within	within	ADP
dad-11518	816	36	each	each	DET
dad-11518	816	37	reward	reward	NOUN
dad-11518	816	38	model	model	NOUN
dad-11518	816	39	.	.	PUNCT
dad-11518	817	1	ser	ser	PROPN
dad-11518	817	2	type	type	PROPN
dad-11518	817	3	tmr	tmr	PROPN
dad-11518	817	4	dmr	dmr	PROPN
dad-11518	817	5	cmr	cmr	PROPN
dad-11518	817	6	rts	rt	NOUN
dad-11518	817	7	rs	rs	INTJ
dad-11518	817	8	iq	iq	PROPN
dad-11518	817	9	rbi	rbi	NOUN
dad-11518	817	10	iq	iq	PROPN
dad-11518	817	11	rts	rt	NOUN
dad-11518	817	12	rs	rs	INTJ
dad-11518	818	1	iq	iq	PROPN
dad-11518	818	2	rbi	rbi	NOUN
dad-11518	818	3	iq	iq	PROPN
dad-11518	818	4	rts	rt	NOUN
dad-11518	818	5	rs	rs	INTJ
dad-11518	819	1	iq	iq	INTJ
dad-11518	819	2	rbi	rbi	VERB
dad-11518	819	3	iq	iq	NOUN
dad-11518	819	4	0	0	NUM
dad-11518	819	5	%	%	NOUN
dad-11518	819	6	gp	gp	NOUN
dad-11518	819	7	–	–	PUNCT
dad-11518	819	8	dqn	dqn	VERB
dad-11518	819	9	0.25	0.25	NUM
dad-11518	819	10	0.20	0.20	NUM
dad-11518	819	11	0.22	0.22	NUM
dad-11518	819	12	0.46	0.46	NUM
dad-11518	819	13	0.40	0.40	NUM
dad-11518	819	14	0.37	0.37	NUM
dad-11518	819	15	0.35	0.35	NUM
dad-11518	819	16	0.27	0.27	NUM
dad-11518	819	17	0.20	0.20	NUM
dad-11518	819	18	gp	gp	NOUN
dad-11518	819	19	–	–	PUNCT
dad-11518	819	20	enac	enac	ADV
dad-11518	819	21	0.35	0.35	NUM
dad-11518	819	22	0.37	0.37	NUM
dad-11518	819	23	0.33	0.33	NUM
dad-11518	819	24	0.50	0.50	NUM
dad-11518	819	25	0.56	0.56	NUM
dad-11518	819	26	0.49	0.49	NUM
dad-11518	819	27	0.43	0.43	NUM
dad-11518	819	28	0.43	0.43	NUM
dad-11518	819	29	0.32	0.32	NUM
dad-11518	819	30	dqn	dqn	NOUN
dad-11518	819	31	–	–	PUNCT
dad-11518	819	32	enac	enac	ADJ
dad-11518	819	33	0.28	0.28	NUM
dad-11518	819	34	0.33	0.33	NUM
dad-11518	819	35	0.38	0.38	NUM
dad-11518	819	36	0.48	0.48	NUM
dad-11518	819	37	0.53	0.53	NUM
dad-11518	819	38	0.59	0.59	NUM
dad-11518	819	39	0.36	0.36	NUM
dad-11518	819	40	0.40	0.40	NUM
dad-11518	819	41	0.46	0.46	NUM
dad-11518	819	42	15	15	NUM
dad-11518	819	43	%	%	NOUN
dad-11518	819	44	gp	gp	NOUN
dad-11518	819	45	–	–	PUNCT
dad-11518	819	46	dqn	dqn	VERB
dad-11518	819	47	0.24	0.24	NUM
dad-11518	819	48	0.24	0.24	NUM
dad-11518	819	49	0.33	0.33	NUM
dad-11518	819	50	0.45	0.45	NUM
dad-11518	819	51	0.45	0.45	NUM
dad-11518	819	52	0.61	0.61	NUM
dad-11518	819	53	0.34	0.34	NUM
dad-11518	819	54	0.31	0.31	NUM
dad-11518	819	55	0.39	0.39	NUM
dad-11518	819	56	gp	gp	NOUN
dad-11518	819	57	–	–	PUNCT
dad-11518	819	58	enac	enac	ADV
dad-11518	819	59	0.30	0.30	NUM
dad-11518	819	60	0.35	0.35	NUM
dad-11518	819	61	0.25	0.25	NUM
dad-11518	819	62	0.57	0.57	NUM
dad-11518	819	63	0.53	0.53	NUM
dad-11518	819	64	0.52	0.52	NUM
dad-11518	819	65	0.39	0.39	NUM
dad-11518	819	66	0.43	0.43	NUM
dad-11518	819	67	0.32	0.32	NUM
dad-11518	819	68	dqn	dqn	NOUN
dad-11518	819	69	–	–	PUNCT
dad-11518	819	70	enac	enac	ADV
dad-11518	819	71	0.23	0.23	NUM
dad-11518	819	72	0.36	0.36	NUM
dad-11518	819	73	0.18	0.18	NUM
dad-11518	819	74	0.56	0.56	NUM
dad-11518	819	75	0.55	0.55	NUM
dad-11518	819	76	0.47	0.47	NUM
dad-11518	819	77	0.33	0.33	NUM
dad-11518	819	78	0.40	0.40	NUM
dad-11518	819	79	0.23	0.23	NUM
dad-11518	819	80	30	30	NUM
dad-11518	819	81	%	%	NOUN
dad-11518	819	82	gp	gp	NOUN
dad-11518	819	83	–	–	PUNCT
dad-11518	819	84	dqn	dqn	VERB
dad-11518	819	85	0.29	0.29	NUM
dad-11518	819	86	0.55	0.55	NUM
dad-11518	819	87	0.31	0.31	NUM
dad-11518	819	88	0.41	0.41	NUM
dad-11518	819	89	0.72	0.72	NUM
dad-11518	819	90	0.49	0.49	NUM
dad-11518	819	91	0.36	0.36	NUM
dad-11518	819	92	0.65	0.65	NUM
dad-11518	819	93	0.35	0.35	NUM
dad-11518	819	94	gp	gp	NOUN
dad-11518	819	95	–	–	PUNCT
dad-11518	819	96	enac	enac	ADV
dad-11518	819	97	0.23	0.23	NUM
dad-11518	819	98	0.50	0.50	NUM
dad-11518	819	99	0.26	0.26	NUM
dad-11518	819	100	0.44	0.44	NUM
dad-11518	819	101	0.67	0.67	NUM
dad-11518	819	102	0.41	0.41	NUM
dad-11518	819	103	0.31	0.31	NUM
dad-11518	819	104	0.62	0.62	NUM
dad-11518	819	105	0.33	0.33	NUM
dad-11518	819	106	dqn	dqn	NOUN
dad-11518	819	107	–	–	PUNCT
dad-11518	819	108	enac	enac	ADV
dad-11518	819	109	0.25	0.25	NUM
dad-11518	819	110	0.49	0.49	NUM
dad-11518	819	111	0.29	0.29	NUM
dad-11518	819	112	0.45	0.45	NUM
dad-11518	819	113	0.66	0.66	NUM
dad-11518	819	114	0.42	0.42	NUM
dad-11518	819	115	0.35	0.35	NUM
dad-11518	819	116	0.58	0.58	NUM
dad-11518	819	117	0.24	0.24	NUM
dad-11518	819	118	114	114	NUM