id	sid	tid	token	lemma	pos
bracis-28416	1	1	who	who	PRON
bracis-28416	1	2	killed	kill	VERB
bracis-28416	1	3	the	the	DET
bracis-28416	1	4	 	 	SPACE
bracis-28416	1	5	winograd	winograd	NOUN
bracis-28416	1	6	schema	schema	NOUN
bracis-28416	1	7	challenge	challenge	NOUN
bracis-28416	1	8	?	?	PUNCT
bracis-28416	2	1	|	|	ADV
bracis-28416	2	2	springer	springer	NOUN
bracis-28416	2	3	nature	nature	PROPN
bracis-28416	2	4	link	link	PROPN
bracis-28416	2	5	(	(	PUNCT
bracis-28416	2	6	formerly	formerly	ADV
bracis-28416	2	7	springerlink	springerlink	NOUN
bracis-28416	2	8	)	)	PUNCT
bracis-28416	2	9	skip	skip	VERB
bracis-28416	2	10	to	to	ADP
bracis-28416	2	11	main	main	ADJ
bracis-28416	2	12	content	content	NOUN
bracis-28416	2	13	advertisement	advertisement	NOUN
bracis-28416	2	14	log	log	NOUN
bracis-28416	2	15	in	in	ADP
bracis-28416	2	16	menu	menu	NOUN
bracis-28416	2	17	find	find	VERB
bracis-28416	2	18	a	a	DET
bracis-28416	2	19	journal	journal	NOUN
bracis-28416	2	20	publish	publish	VERB
bracis-28416	2	21	with	with	ADP
bracis-28416	2	22	us	we	PRON
bracis-28416	2	23	track	track	VERB
bracis-28416	2	24	your	your	PRON
bracis-28416	2	25	research	research	NOUN
bracis-28416	2	26	search	search	NOUN
bracis-28416	2	27	cart	cart	NOUN
bracis-28416	2	28	home	home	NOUN
bracis-28416	2	29	intelligent	intelligent	ADJ
bracis-28416	2	30	systems	system	NOUN
bracis-28416	2	31	conference	conference	NOUN
bracis-28416	2	32	paper	paper	NOUN
bracis-28416	2	33	who	who	PRON
bracis-28416	2	34	killed	kill	VERB
bracis-28416	2	35	the	the	DET
bracis-28416	2	36	 	 	SPACE
bracis-28416	2	37	winograd	winograd	NOUN
bracis-28416	2	38	schema	schema	NOUN
bracis-28416	2	39	challenge	challenge	NOUN
bracis-28416	2	40	?	?	PUNCT
bracis-28416	3	1	conference	conference	NOUN
bracis-28416	3	2	paper	paper	NOUN
bracis-28416	3	3	first	first	ADV
bracis-28416	3	4	online	online	ADV
bracis-28416	3	5	:	:	PUNCT
bracis-28416	3	6	12	12	NUM
bracis-28416	3	7	october	october	NOUN
bracis-28416	3	8	2023	2023	NUM
bracis-28416	3	9	pp	pp	PROPN
bracis-28416	3	10	211–225	211–225	NUM
bracis-28416	3	11	cite	cite	VERB
bracis-28416	3	12	this	this	DET
bracis-28416	3	13	conference	conference	NOUN
bracis-28416	3	14	paper	paper	NOUN
bracis-28416	3	15	access	access	NOUN
bracis-28416	3	16	provided	provide	VERB
bracis-28416	3	17	by	by	ADP
bracis-28416	3	18	university	university	PROPN
bracis-28416	3	19	of	of	ADP
bracis-28416	3	20	notre	notre	PROPN
bracis-28416	3	21	dame	dame	PROPN
bracis-28416	3	22	hesburgh	hesburgh	PROPN
bracis-28416	3	23	library	library	PROPN
bracis-28416	3	24	download	download	PROPN
bracis-28416	3	25	book	book	NOUN
bracis-28416	3	26	pdf	pdf	PROPN
bracis-28416	3	27	download	download	NOUN
bracis-28416	3	28	book	book	NOUN
bracis-28416	3	29	epub	epub	PROPN
bracis-28416	3	30	intelligent	intelligent	ADJ
bracis-28416	3	31	systems	system	NOUN
bracis-28416	3	32	(	(	PUNCT
bracis-28416	3	33	bracis	bracis	NOUN
bracis-28416	3	34	2023	2023	NUM
bracis-28416	3	35	)	)	PUNCT
bracis-28416	3	36	who	who	PRON
bracis-28416	3	37	killed	kill	VERB
bracis-28416	3	38	the	the	DET
bracis-28416	3	39	 	 	SPACE
bracis-28416	3	40	winograd	winograd	NOUN
bracis-28416	3	41	schema	schema	NOUN
bracis-28416	3	42	challenge	challenge	NOUN
bracis-28416	3	43	?	?	PUNCT
bracis-28416	4	1	download	download	NOUN
bracis-28416	4	2	book	book	NOUN
bracis-28416	4	3	pdf	pdf	PROPN
bracis-28416	4	4	download	download	NOUN
bracis-28416	4	5	book	book	PROPN
bracis-28416	4	6	epub	epub	PROPN
bracis-28416	4	7	hugo	hugo	PROPN
bracis-28416	4	8	neri9	neri9	PROPN
bracis-28416	4	9	&	&	CCONJ
bracis-28416	4	10	fabio	fabio	PROPN
bracis-28416	4	11	g.	g.	PROPN
bracis-28416	4	12	cozman9	cozman9	PROPN
bracis-28416	4	13	  	  	SPACE
bracis-28416	4	14	part	part	NOUN
bracis-28416	4	15	of	of	ADP
bracis-28416	4	16	the	the	DET
bracis-28416	4	17	book	book	NOUN
bracis-28416	4	18	series	series	NOUN
bracis-28416	4	19	:	:	PUNCT
bracis-28416	4	20	lecture	lecture	NOUN
bracis-28416	4	21	notes	note	NOUN
bracis-28416	4	22	in	in	ADP
bracis-28416	4	23	computer	computer	NOUN
bracis-28416	4	24	science	science	NOUN
bracis-28416	4	25	(	(	PUNCT
bracis-28416	4	26	(	(	PUNCT
bracis-28416	4	27	lnai	lnai	ADJ
bracis-28416	4	28	,	,	PUNCT
bracis-28416	4	29	volume	volume	NOUN
bracis-28416	4	30	14197	14197	NUM
bracis-28416	4	31	)	)	PUNCT
bracis-28416	4	32	)	)	PUNCT
bracis-28416	4	33	included	include	VERB
bracis-28416	4	34	in	in	ADP
bracis-28416	4	35	the	the	DET
bracis-28416	4	36	following	follow	VERB
bracis-28416	4	37	conference	conference	NOUN
bracis-28416	4	38	series	series	NOUN
bracis-28416	4	39	:	:	PUNCT
bracis-28416	4	40	brazilian	brazilian	ADJ
bracis-28416	4	41	conference	conference	NOUN
bracis-28416	4	42	on	on	ADP
bracis-28416	4	43	intelligent	intelligent	ADJ
bracis-28416	4	44	systems	system	NOUN
bracis-28416	4	45	543	543	NUM
bracis-28416	4	46	accesses	access	NOUN
bracis-28416	4	47	abstract	abstract	ADJ
bracis-28416	4	48	in	in	ADP
bracis-28416	4	49	which	which	PRON
bracis-28416	4	50	we	we	PRON
bracis-28416	4	51	investigate	investigate	VERB
bracis-28416	4	52	the	the	DET
bracis-28416	4	53	technical	technical	ADJ
bracis-28416	4	54	issues	issue	NOUN
bracis-28416	4	55	surrounding	surround	VERB
bracis-28416	4	56	the	the	DET
bracis-28416	4	57	defeat	defeat	NOUN
bracis-28416	4	58	,	,	PUNCT
bracis-28416	4	59	or	or	CCONJ
bracis-28416	4	60	perhaps	perhaps	ADV
bracis-28416	4	61	the	the	DET
bracis-28416	4	62	sudden	sudden	ADJ
bracis-28416	4	63	assassination	assassination	NOUN
bracis-28416	4	64	,	,	PUNCT
bracis-28416	4	65	of	of	ADP
bracis-28416	4	66	the	the	DET
bracis-28416	4	67	winograd	winograd	NOUN
bracis-28416	4	68	schema	schema	NOUN
bracis-28416	4	69	challenge	challenge	VERB
bracis-28416	4	70	.	.	PUNCT
bracis-28416	5	1	we	we	PRON
bracis-28416	5	2	argue	argue	VERB
bracis-28416	5	3	that	that	SCONJ
bracis-28416	5	4	,	,	PUNCT
bracis-28416	5	5	while	while	SCONJ
bracis-28416	5	6	the	the	DET
bracis-28416	5	7	obvious	obvious	ADJ
bracis-28416	5	8	suspect	suspect	NOUN
bracis-28416	5	9	is	be	AUX
bracis-28416	5	10	the	the	DET
bracis-28416	5	11	winogrande	winogrande	NOUN
bracis-28416	5	12	-	-	PUNCT
bracis-28416	5	13	based	base	VERB
bracis-28416	5	14	solution	solution	NOUN
bracis-28416	5	15	,	,	PUNCT
bracis-28416	5	16	the	the	DET
bracis-28416	5	17	real	real	ADJ
bracis-28416	5	18	cause	cause	NOUN
bracis-28416	5	19	of	of	ADP
bracis-28416	5	20	death	death	NOUN
bracis-28416	5	21	was	be	AUX
bracis-28416	5	22	the	the	DET
bracis-28416	5	23	masked	masked	ADJ
bracis-28416	5	24	language	language	NOUN
bracis-28416	5	25	modeling	modeling	NOUN
bracis-28416	5	26	technique	technique	NOUN
bracis-28416	5	27	for	for	ADP
bracis-28416	5	28	learning	learn	VERB
bracis-28416	5	29	large	large	ADJ
bracis-28416	5	30	language	language	NOUN
bracis-28416	5	31	models	model	NOUN
bracis-28416	5	32	.	.	PUNCT
bracis-28416	6	1	the	the	DET
bracis-28416	6	2	winograd	winograd	ADJ
bracis-28416	6	3	schema	schema	NOUN
bracis-28416	6	4	challenge	challenge	NOUN
bracis-28416	6	5	was	be	AUX
bracis-28416	6	6	,	,	PUNCT
bracis-28416	6	7	in	in	ADP
bracis-28416	6	8	the	the	DET
bracis-28416	6	9	end	end	NOUN
bracis-28416	6	10	,	,	PUNCT
bracis-28416	6	11	just	just	ADV
bracis-28416	6	12	a	a	DET
bracis-28416	6	13	test	test	NOUN
bracis-28416	6	14	for	for	ADP
bracis-28416	6	15	masked	mask	VERB
bracis-28416	6	16	language	language	NOUN
bracis-28416	6	17	closure	closure	NOUN
bracis-28416	6	18	,	,	PUNCT
bracis-28416	6	19	and	and	CCONJ
bracis-28416	6	20	as	as	ADP
bracis-28416	6	21	such	such	ADJ
bracis-28416	6	22	it	it	PRON
bracis-28416	6	23	was	be	AUX
bracis-28416	6	24	killed	kill	VERB
bracis-28416	6	25	by	by	ADP
bracis-28416	6	26	the	the	DET
bracis-28416	6	27	use	use	NOUN
bracis-28416	6	28	of	of	ADP
bracis-28416	6	29	this	this	DET
bracis-28416	6	30	technique	technique	NOUN
bracis-28416	6	31	at	at	ADP
bracis-28416	6	32	scale	scale	NOUN
bracis-28416	6	33	.	.	PUNCT
bracis-28416	7	1	access	access	NOUN
bracis-28416	7	2	provided	provide	VERB
bracis-28416	7	3	by	by	ADP
bracis-28416	7	4	university	university	PROPN
bracis-28416	7	5	of	of	ADP
bracis-28416	7	6	notre	notre	PROPN
bracis-28416	7	7	dame	dame	PROPN
bracis-28416	7	8	hesburgh	hesburgh	PROPN
bracis-28416	7	9	library	library	PROPN
bracis-28416	7	10	.	.	PUNCT
bracis-28416	8	1	download	download	PROPN
bracis-28416	8	2	conference	conference	NOUN
bracis-28416	8	3	paper	paper	NOUN
bracis-28416	8	4	pdf	pdf	NOUN
bracis-28416	8	5	similar	similar	ADJ
bracis-28416	8	6	content	content	NOUN
bracis-28416	8	7	being	be	AUX
bracis-28416	8	8	viewed	view	VERB
bracis-28416	8	9	by	by	ADP
bracis-28416	8	10	others	other	NOUN
bracis-28416	8	11	distinguishing	distinguish	VERB
bracis-28416	8	12	sensitive	sensitive	ADJ
bracis-28416	8	13	and	and	CCONJ
bracis-28416	8	14	 	 	SPACE
bracis-28416	8	15	insensitive	insensitive	ADJ
bracis-28416	8	16	options	option	NOUN
bracis-28416	8	17	for	for	ADP
bracis-28416	8	18	 	 	SPACE
bracis-28416	8	19	the	the	DET
bracis-28416	8	20	 	 	SPACE
bracis-28416	8	21	winograd	winograd	NOUN
bracis-28416	8	22	schema	schema	NOUN
bracis-28416	8	23	challenge	challenge	NOUN
bracis-28416	8	24	chapter	chapter	NOUN
bracis-28416	8	25	©	©	PROPN
bracis-28416	8	26	2023	2023	NUM
bracis-28416	8	27	winoflexi	winoflexi	NOUN
bracis-28416	8	28	:	:	PUNCT
bracis-28416	8	29	a	a	DET
bracis-28416	8	30	crowdsourcing	crowdsource	VERB
bracis-28416	8	31	platform	platform	NOUN
bracis-28416	8	32	for	for	ADP
bracis-28416	8	33	the	the	DET
bracis-28416	8	34	development	development	NOUN
bracis-28416	8	35	of	of	ADP
bracis-28416	8	36	winograd	winograd	ADJ
bracis-28416	8	37	schemas	schema	NOUN
bracis-28416	8	38	chapter	chapter	NOUN
bracis-28416	8	39	©	©	ADP
bracis-28416	8	40	2019	2019	NUM
bracis-28416	8	41	semantic	semantic	ADJ
bracis-28416	8	42	noise	noise	NOUN
bracis-28416	8	43	in	in	ADP
bracis-28416	8	44	the	the	DET
bracis-28416	8	45	winograd	winograd	ADJ
bracis-28416	8	46	schema	schema	NOUN
bracis-28416	8	47	challenge	challenge	NOUN
bracis-28416	8	48	of	of	ADP
bracis-28416	8	49	pronoun	pronoun	NOUN
bracis-28416	8	50	disambiguation	disambiguation	NOUN
bracis-28416	8	51	article	article	NOUN
bracis-28416	8	52	open	open	VERB
bracis-28416	8	53	access	access	NOUN
bracis-28416	8	54	11	11	NUM
bracis-28416	8	55	april	april	PROPN
bracis-28416	8	56	2023	2023	NUM
bracis-28416	8	57	explore	explore	VERB
bracis-28416	8	58	related	relate	VERB
bracis-28416	8	59	subjects	subject	NOUN
bracis-28416	8	60	discover	discover	VERB
bracis-28416	8	61	the	the	DET
bracis-28416	8	62	latest	late	ADJ
bracis-28416	8	63	articles	article	NOUN
bracis-28416	8	64	,	,	PUNCT
bracis-28416	8	65	books	book	NOUN
bracis-28416	8	66	and	and	CCONJ
bracis-28416	8	67	news	news	NOUN
bracis-28416	8	68	in	in	ADP
bracis-28416	8	69	related	related	ADJ
bracis-28416	8	70	subjects	subject	NOUN
bracis-28416	8	71	,	,	PUNCT
bracis-28416	8	72	suggested	suggest	VERB
bracis-28416	8	73	using	use	VERB
bracis-28416	8	74	machine	machine	NOUN
bracis-28416	8	75	learning	learning	NOUN
bracis-28416	8	76	.	.	PUNCT
bracis-28416	9	1	applied	apply	VERB
bracis-28416	9	2	linguistics	linguistic	NOUN
bracis-28416	9	3	computational	computational	ADJ
bracis-28416	9	4	linguistics	linguistic	NOUN
bracis-28416	9	5	formal	formal	ADJ
bracis-28416	9	6	languages	language	NOUN
bracis-28416	9	7	and	and	CCONJ
bracis-28416	9	8	automata	automata	NOUN
bracis-28416	9	9	theory	theory	NOUN
bracis-28416	9	10	language	language	NOUN
bracis-28416	9	11	processing	processing	NOUN
bracis-28416	9	12	language	language	NOUN
bracis-28416	9	13	history	history	NOUN
bracis-28416	9	14	machine	machine	NOUN
bracis-28416	9	15	learning	learn	VERB
bracis-28416	9	16	1	1	NUM
bracis-28416	9	17	introduction	introduction	NOUN
bracis-28416	9	18	the	the	DET
bracis-28416	9	19	winograd	winograd	ADJ
bracis-28416	9	20	schema	schema	NOUN
bracis-28416	9	21	challenge	challenge	NOUN
bracis-28416	9	22	has	have	AUX
bracis-28416	9	23	been	be	AUX
bracis-28416	9	24	met	meet	VERB
bracis-28416	9	25	;	;	PUNCT
bracis-28416	9	26	in	in	ADP
bracis-28416	9	27	fact	fact	NOUN
bracis-28416	9	28	,	,	PUNCT
bracis-28416	9	29	one	one	PRON
bracis-28416	9	30	might	might	AUX
bracis-28416	9	31	say	say	VERB
bracis-28416	9	32	that	that	SCONJ
bracis-28416	9	33	it	it	PRON
bracis-28416	9	34	has	have	AUX
bracis-28416	9	35	been	be	AUX
bracis-28416	9	36	defeated	defeat	VERB
bracis-28416	9	37	or	or	CCONJ
bracis-28416	9	38	,	,	PUNCT
bracis-28416	9	39	perhaps	perhaps	ADV
bracis-28416	9	40	more	more	ADV
bracis-28416	9	41	dramatically	dramatically	ADV
bracis-28416	9	42	,	,	PUNCT
bracis-28416	9	43	that	that	SCONJ
bracis-28416	9	44	it	it	PRON
bracis-28416	9	45	has	have	AUX
bracis-28416	9	46	had	have	VERB
bracis-28416	9	47	a	a	DET
bracis-28416	9	48	violent	violent	ADJ
bracis-28416	9	49	death	death	NOUN
bracis-28416	9	50	.	.	PUNCT
bracis-28416	10	1	this	this	PRON
bracis-28416	10	2	is	be	AUX
bracis-28416	10	3	a	a	DET
bracis-28416	10	4	sad	sad	ADJ
bracis-28416	10	5	ending	ending	NOUN
bracis-28416	10	6	for	for	ADP
bracis-28416	10	7	a	a	DET
bracis-28416	10	8	challenge	challenge	NOUN
bracis-28416	10	9	once	once	ADV
bracis-28416	10	10	hailed	hail	VERB
bracis-28416	10	11	as	as	ADP
bracis-28416	10	12	a	a	DET
bracis-28416	10	13	leading	lead	VERB
bracis-28416	10	14	alternative	alternative	NOUN
bracis-28416	10	15	to	to	ADP
bracis-28416	10	16	the	the	DET
bracis-28416	10	17	turing	ture	VERB
bracis-28416	10	18	test	test	NOUN
bracis-28416	10	19	[	[	X
bracis-28416	10	20	24,25,26,27	24,25,26,27	PROPN
bracis-28416	10	21	]	]	X
bracis-28416	10	22	.	.	PUNCT
bracis-28416	11	1	a	a	DET
bracis-28416	11	2	very	very	ADV
bracis-28416	11	3	detailed	detailed	ADJ
bracis-28416	11	4	discussion	discussion	NOUN
bracis-28416	11	5	of	of	ADP
bracis-28416	11	6	the	the	DET
bracis-28416	11	7	defeat	defeat	NOUN
bracis-28416	11	8	of	of	ADP
bracis-28416	11	9	the	the	DET
bracis-28416	11	10	winograd	winograd	NOUN
bracis-28416	11	11	schema	schema	NOUN
bracis-28416	11	12	challenge	challenge	NOUN
bracis-28416	11	13	(	(	PUNCT
bracis-28416	11	14	wsc	wsc	PROPN
bracis-28416	11	15	)	)	PUNCT
bracis-28416	11	16	has	have	AUX
bracis-28416	11	17	been	be	AUX
bracis-28416	11	18	produced	produce	VERB
bracis-28416	11	19	by	by	ADP
bracis-28416	11	20	kocijan	kocijan	PROPN
bracis-28416	11	21	et	et	PROPN
bracis-28416	11	22	al	al	PROPN
bracis-28416	11	23	.	.	PUNCT
bracis-28416	12	1	[	[	X
bracis-28416	12	2	21	21	NUM
bracis-28416	12	3	]	]	PUNCT
bracis-28416	12	4	.	.	PUNCT
bracis-28416	13	1	it	it	PRON
bracis-28416	13	2	seems	seem	VERB
bracis-28416	13	3	that	that	SCONJ
bracis-28416	13	4	very	very	ADV
bracis-28416	13	5	little	little	ADJ
bracis-28416	13	6	can	can	AUX
bracis-28416	13	7	be	be	AUX
bracis-28416	13	8	added	add	VERB
bracis-28416	13	9	when	when	SCONJ
bracis-28416	13	10	it	it	PRON
bracis-28416	13	11	comes	come	VERB
bracis-28416	13	12	to	to	ADP
bracis-28416	13	13	describing	describe	VERB
bracis-28416	13	14	the	the	DET
bracis-28416	13	15	tools	tool	NOUN
bracis-28416	13	16	for	for	ADP
bracis-28416	13	17	the	the	DET
bracis-28416	13	18	wsc	wsc	PROPN
bracis-28416	13	19	.	.	PUNCT
bracis-28416	14	1	the	the	DET
bracis-28416	14	2	“	"	PUNCT
bracis-28416	14	3	autopsy	autopsy	NOUN
bracis-28416	14	4	”	"	PUNCT
bracis-28416	14	5	by	by	ADP
bracis-28416	14	6	kocijan	kocijan	PROPN
bracis-28416	14	7	et	et	PROPN
bracis-28416	14	8	al	al	PROPN
bracis-28416	14	9	.	.	PROPN
bracis-28416	14	10	also	also	ADV
bracis-28416	14	11	offers	offer	VERB
bracis-28416	14	12	valuable	valuable	ADJ
bracis-28416	14	13	insight	insight	NOUN
bracis-28416	14	14	as	as	ADP
bracis-28416	14	15	to	to	ADP
bracis-28416	14	16	the	the	DET
bracis-28416	14	17	reasons	reason	NOUN
bracis-28416	14	18	why	why	SCONJ
bracis-28416	14	19	the	the	DET
bracis-28416	14	20	wsc	wsc	PROPN
bracis-28416	14	21	did	do	AUX
bracis-28416	14	22	not	not	PART
bracis-28416	14	23	resist	resist	VERB
bracis-28416	14	24	when	when	SCONJ
bracis-28416	14	25	attacked	attack	VERB
bracis-28416	14	26	,	,	PUNCT
bracis-28416	14	27	and	and	CCONJ
bracis-28416	14	28	the	the	DET
bracis-28416	14	29	reasons	reason	NOUN
bracis-28416	14	30	why	why	SCONJ
bracis-28416	14	31	the	the	DET
bracis-28416	14	32	wsc	wsc	PROPN
bracis-28416	14	33	was	be	AUX
bracis-28416	14	34	perhaps	perhaps	ADV
bracis-28416	14	35	not	not	PART
bracis-28416	14	36	a	a	DET
bracis-28416	14	37	very	very	ADV
bracis-28416	14	38	good	good	ADJ
bracis-28416	14	39	test	test	NOUN
bracis-28416	14	40	for	for	ADP
bracis-28416	14	41	commonsense	commonsense	ADJ
bracis-28416	14	42	reasoning	reasoning	NOUN
bracis-28416	14	43	and	and	CCONJ
bracis-28416	14	44	for	for	ADP
bracis-28416	14	45	overall	overall	ADJ
bracis-28416	14	46	intelligence	intelligence	NOUN
bracis-28416	14	47	in	in	ADP
bracis-28416	14	48	the	the	DET
bracis-28416	14	49	first	first	ADJ
bracis-28416	14	50	place	place	NOUN
bracis-28416	14	51	.	.	PUNCT
bracis-28416	15	1	still	still	ADV
bracis-28416	15	2	,	,	PUNCT
bracis-28416	15	3	it	it	PRON
bracis-28416	15	4	is	be	AUX
bracis-28416	15	5	fair	fair	ADJ
bracis-28416	15	6	to	to	PART
bracis-28416	15	7	ask	ask	VERB
bracis-28416	15	8	:	:	PUNCT
bracis-28416	15	9	what	what	PRON
bracis-28416	15	10	exactly	exactly	ADV
bracis-28416	15	11	killed	kill	VERB
bracis-28416	15	12	the	the	DET
bracis-28416	15	13	wsc	wsc	PROPN
bracis-28416	15	14	?	?	PROPN
bracis-28416	15	15	was	be	AUX
bracis-28416	15	16	it	it	PRON
bracis-28416	15	17	too	too	ADV
bracis-28416	15	18	weak	weak	ADJ
bracis-28416	15	19	that	that	SCONJ
bracis-28416	15	20	it	it	PRON
bracis-28416	15	21	in	in	ADP
bracis-28416	15	22	fact	fact	NOUN
bracis-28416	15	23	died	die	VERB
bracis-28416	15	24	of	of	ADP
bracis-28416	15	25	some	some	DET
bracis-28416	15	26	common	common	ADJ
bracis-28416	15	27	disease	disease	NOUN
bracis-28416	15	28	while	while	SCONJ
bracis-28416	15	29	still	still	ADV
bracis-28416	15	30	young	young	ADJ
bracis-28416	15	31	?	?	PUNCT
bracis-28416	16	1	was	be	AUX
bracis-28416	16	2	it	it	PRON
bracis-28416	16	3	really	really	ADV
bracis-28416	16	4	murdered	murder	VERB
bracis-28416	16	5	?	?	PUNCT
bracis-28416	17	1	if	if	SCONJ
bracis-28416	17	2	so	so	ADV
bracis-28416	17	3	,	,	PUNCT
bracis-28416	17	4	who	who	PRON
bracis-28416	17	5	did	do	VERB
bracis-28416	17	6	it	it	PRON
bracis-28416	17	7	,	,	PUNCT
bracis-28416	17	8	and	and	CCONJ
bracis-28416	17	9	what	what	PRON
bracis-28416	17	10	was	be	AUX
bracis-28416	17	11	the	the	DET
bracis-28416	17	12	murder	murder	NOUN
bracis-28416	17	13	weapon	weapon	NOUN
bracis-28416	17	14	?	?	PUNCT
bracis-28416	18	1	by	by	ADP
bracis-28416	18	2	reading	read	VERB
bracis-28416	18	3	commentary	commentary	NOUN
bracis-28416	18	4	around	around	ADP
bracis-28416	18	5	the	the	DET
bracis-28416	18	6	wsc	wsc	PROPN
bracis-28416	18	7	,	,	PUNCT
bracis-28416	18	8	one	one	PRON
bracis-28416	18	9	feels	feel	VERB
bracis-28416	18	10	that	that	SCONJ
bracis-28416	18	11	there	there	PRON
bracis-28416	18	12	is	be	VERB
bracis-28416	18	13	no	no	DET
bracis-28416	18	14	consensus	consensus	NOUN
bracis-28416	18	15	on	on	ADP
bracis-28416	18	16	the	the	DET
bracis-28416	18	17	cause	cause	NOUN
bracis-28416	18	18	of	of	ADP
bracis-28416	18	19	death	death	NOUN
bracis-28416	18	20	.	.	PUNCT
bracis-28416	19	1	how	how	SCONJ
bracis-28416	19	2	could	could	AUX
bracis-28416	19	3	a	a	DET
bracis-28416	19	4	leading	lead	VERB
bracis-28416	19	5	substitute	substitute	NOUN
bracis-28416	19	6	for	for	ADP
bracis-28416	19	7	the	the	DET
bracis-28416	19	8	venerable	venerable	ADJ
bracis-28416	19	9	turing	ture	VERB
bracis-28416	19	10	test	test	NOUN
bracis-28416	19	11	die	die	VERB
bracis-28416	19	12	suddenly	suddenly	ADV
bracis-28416	19	13	with	with	ADP
bracis-28416	19	14	so	so	ADV
bracis-28416	19	15	little	little	ADJ
bracis-28416	19	16	understanding	understanding	NOUN
bracis-28416	19	17	of	of	ADP
bracis-28416	19	18	the	the	DET
bracis-28416	19	19	event	event	NOUN
bracis-28416	19	20	?	?	PUNCT
bracis-28416	20	1	two	two	NUM
bracis-28416	20	2	previous	previous	ADJ
bracis-28416	20	3	references	reference	NOUN
bracis-28416	20	4	deserve	deserve	VERB
bracis-28416	20	5	attention	attention	NOUN
bracis-28416	20	6	.	.	PUNCT
bracis-28416	21	1	the	the	DET
bracis-28416	21	2	most	most	ADV
bracis-28416	21	3	prominent	prominent	ADJ
bracis-28416	21	4	one	one	NUM
bracis-28416	21	5	is	be	AUX
bracis-28416	21	6	the	the	DET
bracis-28416	21	7	already	already	ADV
bracis-28416	21	8	mentioned	mention	VERB
bracis-28416	21	9	analysis	analysis	NOUN
bracis-28416	21	10	by	by	ADP
bracis-28416	21	11	kocijan	kocijan	PROPN
bracis-28416	21	12	et	et	PROPN
bracis-28416	21	13	al	al	PROPN
bracis-28416	21	14	.	.	PUNCT
bracis-28416	21	15	 	 	SPACE
bracis-28416	22	1	[	[	X
bracis-28416	22	2	21	21	NUM
bracis-28416	22	3	]	]	PUNCT
bracis-28416	22	4	,	,	PUNCT
bracis-28416	22	5	whose	whose	DET
bracis-28416	22	6	authors	author	NOUN
bracis-28416	22	7	have	have	AUX
bracis-28416	22	8	produced	produce	VERB
bracis-28416	22	9	substantial	substantial	ADJ
bracis-28416	22	10	contributions	contribution	NOUN
bracis-28416	22	11	to	to	ADP
bracis-28416	22	12	the	the	DET
bracis-28416	22	13	wsc	wsc	PROPN
bracis-28416	23	1	[	[	X
bracis-28416	23	2	20	20	NUM
bracis-28416	23	3	,	,	PUNCT
bracis-28416	23	4	22	22	NUM
bracis-28416	23	5	]	]	PUNCT
bracis-28416	23	6	.	.	PUNCT
bracis-28416	24	1	they	they	PRON
bracis-28416	24	2	seem	seem	VERB
bracis-28416	24	3	to	to	PART
bracis-28416	24	4	argue	argue	VERB
bracis-28416	24	5	,	,	PUNCT
bracis-28416	24	6	and	and	CCONJ
bracis-28416	24	7	cite	cite	VERB
bracis-28416	24	8	several	several	ADJ
bracis-28416	24	9	colleagues	colleague	NOUN
bracis-28416	24	10	who	who	PRON
bracis-28416	24	11	seem	seem	VERB
bracis-28416	24	12	to	to	PART
bracis-28416	24	13	agree	agree	VERB
bracis-28416	24	14	with	with	ADP
bracis-28416	24	15	them	they	PRON
bracis-28416	24	16	,	,	PUNCT
bracis-28416	24	17	that	that	SCONJ
bracis-28416	24	18	the	the	DET
bracis-28416	24	19	problem	problem	NOUN
bracis-28416	24	20	with	with	ADP
bracis-28416	24	21	the	the	DET
bracis-28416	24	22	wsc	wsc	PROPN
bracis-28416	24	23	was	be	AUX
bracis-28416	24	24	that	that	SCONJ
bracis-28416	24	25	the	the	DET
bracis-28416	24	26	challenge	challenge	NOUN
bracis-28416	24	27	was	be	AUX
bracis-28416	24	28	weaker	weak	ADJ
bracis-28416	24	29	than	than	SCONJ
bracis-28416	24	30	expected	expect	VERB
bracis-28416	24	31	in	in	ADP
bracis-28416	24	32	a	a	DET
bracis-28416	24	33	number	number	NOUN
bracis-28416	24	34	of	of	ADP
bracis-28416	24	35	ways	way	NOUN
bracis-28416	24	36	:	:	PUNCT
bracis-28416	24	37	schemas	schema	NOUN
bracis-28416	24	38	were	be	AUX
bracis-28416	24	39	harder	hard	ADJ
bracis-28416	24	40	to	to	PART
bracis-28416	24	41	build	build	VERB
bracis-28416	24	42	than	than	SCONJ
bracis-28416	24	43	expected	expect	VERB
bracis-28416	24	44	and	and	CCONJ
bracis-28416	24	45	were	be	AUX
bracis-28416	24	46	less	less	ADV
bracis-28416	24	47	meaningful	meaningful	ADJ
bracis-28416	24	48	than	than	SCONJ
bracis-28416	24	49	originally	originally	ADV
bracis-28416	24	50	thought	think	VERB
bracis-28416	24	51	;	;	PUNCT
bracis-28416	24	52	schemas	schema	NOUN
bracis-28416	24	53	were	be	AUX
bracis-28416	24	54	more	more	ADV
bracis-28416	24	55	constrained	constrain	VERB
bracis-28416	24	56	than	than	SCONJ
bracis-28416	24	57	planned	plan	VERB
bracis-28416	24	58	and	and	CCONJ
bracis-28416	24	59	subjected	subject	VERB
bracis-28416	24	60	to	to	ADP
bracis-28416	24	61	large	large	ADJ
bracis-28416	24	62	scale	scale	NOUN
bracis-28416	24	63	correlations	correlation	NOUN
bracis-28416	24	64	that	that	PRON
bracis-28416	24	65	led	lead	VERB
bracis-28416	24	66	to	to	ADP
bracis-28416	24	67	death	death	NOUN
bracis-28416	24	68	in	in	ADP
bracis-28416	24	69	the	the	DET
bracis-28416	24	70	hands	hand	NOUN
bracis-28416	24	71	of	of	ADP
bracis-28416	24	72	large	large	ADJ
bracis-28416	24	73	language	language	NOUN
bracis-28416	24	74	models	model	NOUN
bracis-28416	24	75	such	such	ADJ
bracis-28416	24	76	as	as	ADP
bracis-28416	24	77	bert	bert	PROPN
bracis-28416	24	78	and	and	CCONJ
bracis-28416	24	79	roberta	roberta	PROPN
bracis-28416	24	80	.	.	PUNCT
bracis-28416	25	1	in	in	ADP
bracis-28416	25	2	short	short	ADJ
bracis-28416	25	3	,	,	PUNCT
bracis-28416	25	4	they	they	PRON
bracis-28416	25	5	argue	argue	VERB
bracis-28416	25	6	that	that	SCONJ
bracis-28416	25	7	the	the	DET
bracis-28416	25	8	wsc	wsc	PROPN
bracis-28416	25	9	was	be	AUX
bracis-28416	25	10	weak	weak	ADJ
bracis-28416	25	11	and	and	CCONJ
bracis-28416	25	12	that	that	SCONJ
bracis-28416	25	13	any	any	DET
bracis-28416	25	14	specific	specific	ADJ
bracis-28416	25	15	challenge	challenge	NOUN
bracis-28416	25	16	may	may	AUX
bracis-28416	25	17	be	be	AUX
bracis-28416	25	18	weak	weak	ADJ
bracis-28416	25	19	in	in	ADP
bracis-28416	25	20	capturing	capture	VERB
bracis-28416	25	21	commonsense	commonsense	ADJ
bracis-28416	25	22	reasoning	reasoning	NOUN
bracis-28416	26	1	[	[	X
bracis-28416	26	2	21	21	NUM
bracis-28416	26	3	]	]	PUNCT
bracis-28416	26	4	.	.	PUNCT
bracis-28416	27	1	this	this	PRON
bracis-28416	27	2	is	be	AUX
bracis-28416	27	3	a	a	DET
bracis-28416	27	4	far	far	ADV
bracis-28416	27	5	-	-	PUNCT
bracis-28416	27	6	reaching	reach	VERB
bracis-28416	27	7	position	position	NOUN
bracis-28416	27	8	,	,	PUNCT
bracis-28416	27	9	in	in	ADP
bracis-28416	27	10	which	which	PRON
bracis-28416	27	11	the	the	DET
bracis-28416	27	12	large	large	ADJ
bracis-28416	27	13	language	language	NOUN
bracis-28416	27	14	model	model	NOUN
bracis-28416	27	15	roberta	roberta	PROPN
bracis-28416	27	16	killed	kill	VERB
bracis-28416	27	17	the	the	DET
bracis-28416	27	18	challenge	challenge	NOUN
bracis-28416	27	19	in	in	ADP
bracis-28416	27	20	a	a	DET
bracis-28416	27	21	context	context	NOUN
bracis-28416	27	22	where	where	SCONJ
bracis-28416	27	23	the	the	DET
bracis-28416	27	24	challenge	challenge	NOUN
bracis-28416	27	25	was	be	AUX
bracis-28416	27	26	so	so	ADV
bracis-28416	27	27	weak	weak	ADJ
bracis-28416	27	28	that	that	SCONJ
bracis-28416	27	29	it	it	PRON
bracis-28416	27	30	almost	almost	ADV
bracis-28416	27	31	did	do	AUX
bracis-28416	27	32	not	not	PART
bracis-28416	27	33	deserve	deserve	VERB
bracis-28416	27	34	to	to	PART
bracis-28416	27	35	live	live	VERB
bracis-28416	27	36	.	.	PUNCT
bracis-28416	28	1	hence	hence	ADV
bracis-28416	28	2	,	,	PUNCT
bracis-28416	28	3	there	there	PRON
bracis-28416	28	4	is	be	VERB
bracis-28416	28	5	no	no	DET
bracis-28416	28	6	prison	prison	NOUN
bracis-28416	28	7	time	time	NOUN
bracis-28416	28	8	for	for	ADP
bracis-28416	28	9	roberta	roberta	PROPN
bracis-28416	28	10	,	,	PUNCT
bracis-28416	28	11	but	but	CCONJ
bracis-28416	28	12	not	not	PART
bracis-28416	28	13	much	much	ADJ
bracis-28416	28	14	credit	credit	NOUN
bracis-28416	28	15	for	for	ADP
bracis-28416	28	16	it	it	PRON
bracis-28416	28	17	either	either	ADV
bracis-28416	28	18	.	.	PUNCT
bracis-28416	29	1	another	another	DET
bracis-28416	29	2	analysis	analysis	NOUN
bracis-28416	29	3	can	can	AUX
bracis-28416	29	4	be	be	AUX
bracis-28416	29	5	found	find	VERB
bracis-28416	29	6	in	in	ADP
bracis-28416	29	7	the	the	DET
bracis-28416	29	8	original	original	ADJ
bracis-28416	29	9	paper	paper	NOUN
bracis-28416	29	10	on	on	ADP
bracis-28416	29	11	the	the	DET
bracis-28416	29	12	winogrande	winogrande	NOUN
bracis-28416	29	13	corpus	corpus	NOUN
bracis-28416	29	14	,	,	PUNCT
bracis-28416	29	15	the	the	DET
bracis-28416	29	16	corpus	corpus	NOUN
bracis-28416	29	17	that	that	PRON
bracis-28416	29	18	was	be	AUX
bracis-28416	29	19	used	use	VERB
bracis-28416	29	20	to	to	PART
bracis-28416	29	21	refine	refine	VERB
bracis-28416	29	22	roberta	roberta	PROPN
bracis-28416	29	23	so	so	SCONJ
bracis-28416	29	24	as	as	SCONJ
bracis-28416	29	25	to	to	PART
bracis-28416	29	26	obtain	obtain	VERB
bracis-28416	29	27	human	human	ADJ
bracis-28416	29	28	performance	performance	NOUN
bracis-28416	29	29	[	[	X
bracis-28416	29	30	42	42	NUM
bracis-28416	29	31	]	]	PUNCT
bracis-28416	29	32	.	.	PUNCT
bracis-28416	30	1	indeed	indeed	ADV
bracis-28416	30	2	,	,	PUNCT
bracis-28416	30	3	one	one	PRON
bracis-28416	30	4	might	might	AUX
bracis-28416	30	5	argue	argue	VERB
bracis-28416	30	6	that	that	SCONJ
bracis-28416	30	7	the	the	DET
bracis-28416	30	8	pair	pair	NOUN
bracis-28416	30	9	roberta	roberta	PROPN
bracis-28416	30	10	\(+\	\(+\	PROPN
bracis-28416	30	11	)	)	PUNCT
bracis-28416	30	12	winogrande	winogrande	NOUN
bracis-28416	30	13	was	be	AUX
bracis-28416	30	14	the	the	DET
bracis-28416	30	15	murderer	murderer	NOUN
bracis-28416	30	16	.	.	PUNCT
bracis-28416	31	1	or	or	CCONJ
bracis-28416	31	2	one	one	PRON
bracis-28416	31	3	might	might	AUX
bracis-28416	31	4	argue	argue	VERB
bracis-28416	31	5	that	that	SCONJ
bracis-28416	31	6	the	the	DET
bracis-28416	31	7	winogrande	winogrande	NOUN
bracis-28416	31	8	corpus	corpus	NOUN
bracis-28416	31	9	alone	alone	ADV
bracis-28416	31	10	was	be	AUX
bracis-28416	31	11	the	the	DET
bracis-28416	31	12	murderer	murderer	NOUN
bracis-28416	31	13	,	,	PUNCT
bracis-28416	31	14	on	on	ADP
bracis-28416	31	15	the	the	DET
bracis-28416	31	16	grounds	ground	NOUN
bracis-28416	31	17	that	that	SCONJ
bracis-28416	31	18	the	the	DET
bracis-28416	31	19	real	real	ADJ
bracis-28416	31	20	defeat	defeat	NOUN
bracis-28416	31	21	came	come	VERB
bracis-28416	31	22	only	only	ADV
bracis-28416	31	23	when	when	SCONJ
bracis-28416	31	24	researchers	researcher	NOUN
bracis-28416	31	25	realized	realize	VERB
bracis-28416	31	26	that	that	SCONJ
bracis-28416	31	27	more	more	ADJ
bracis-28416	31	28	data	datum	NOUN
bracis-28416	31	29	,	,	PUNCT
bracis-28416	31	30	even	even	ADV
bracis-28416	31	31	of	of	ADP
bracis-28416	31	32	low	low	ADJ
bracis-28416	31	33	quality	quality	NOUN
bracis-28416	31	34	,	,	PUNCT
bracis-28416	31	35	could	could	AUX
bracis-28416	31	36	be	be	AUX
bracis-28416	31	37	used	use	VERB
bracis-28416	31	38	to	to	PART
bracis-28416	31	39	refine	refine	VERB
bracis-28416	31	40	a	a	DET
bracis-28416	31	41	large	large	ADJ
bracis-28416	31	42	language	language	NOUN
bracis-28416	31	43	model	model	NOUN
bracis-28416	31	44	to	to	ADP
bracis-28416	31	45	victory	victory	NOUN
bracis-28416	31	46	over	over	ADP
bracis-28416	31	47	the	the	DET
bracis-28416	31	48	wsc	wsc	PROPN
bracis-28416	31	49	.	.	PUNCT
bracis-28416	32	1	in	in	ADP
bracis-28416	32	2	any	any	DET
bracis-28416	32	3	case	case	NOUN
bracis-28416	32	4	,	,	PUNCT
bracis-28416	32	5	the	the	DET
bracis-28416	32	6	authors	author	NOUN
bracis-28416	32	7	of	of	ADP
bracis-28416	32	8	the	the	DET
bracis-28416	32	9	winogrande	winogrande	NOUN
bracis-28416	32	10	corpus	corpus	NOUN
bracis-28416	32	11	seem	seem	VERB
bracis-28416	32	12	to	to	PART
bracis-28416	32	13	believe	believe	VERB
bracis-28416	32	14	that	that	SCONJ
bracis-28416	32	15	biases	bias	NOUN
bracis-28416	32	16	in	in	ADP
bracis-28416	32	17	corpora	corpora	NOUN
bracis-28416	32	18	let	let	VERB
bracis-28416	32	19	language	language	NOUN
bracis-28416	32	20	models	model	NOUN
bracis-28416	32	21	excel	excel	VERB
bracis-28416	32	22	in	in	ADP
bracis-28416	32	23	the	the	DET
bracis-28416	32	24	wsc	wsc	PROPN
bracis-28416	32	25	.	.	PUNCT
bracis-28416	33	1	for	for	ADP
bracis-28416	33	2	those	those	DET
bracis-28416	33	3	authors	author	NOUN
bracis-28416	33	4	,	,	PUNCT
bracis-28416	33	5	the	the	DET
bracis-28416	33	6	achilles	achille	NOUN
bracis-28416	33	7	heel	heel	NOUN
bracis-28416	33	8	of	of	ADP
bracis-28416	33	9	the	the	DET
bracis-28416	33	10	wsc	wsc	PROPN
bracis-28416	33	11	was	be	AUX
bracis-28416	33	12	that	that	SCONJ
bracis-28416	33	13	,	,	PUNCT
bracis-28416	33	14	when	when	SCONJ
bracis-28416	33	15	building	build	VERB
bracis-28416	33	16	a	a	DET
bracis-28416	33	17	corpus	corpus	NOUN
bracis-28416	33	18	with	with	ADP
bracis-28416	33	19	questions	question	NOUN
bracis-28416	33	20	and	and	CCONJ
bracis-28416	33	21	answers	answer	NOUN
bracis-28416	33	22	,	,	PUNCT
bracis-28416	33	23	human	human	ADJ
bracis-28416	33	24	subjects	subject	NOUN
bracis-28416	33	25	introduce	introduce	VERB
bracis-28416	33	26	biases	bias	NOUN
bracis-28416	33	27	that	that	PRON
bracis-28416	33	28	,	,	PUNCT
bracis-28416	33	29	once	once	ADV
bracis-28416	33	30	captured	capture	VERB
bracis-28416	33	31	by	by	ADP
bracis-28416	33	32	large	large	ADJ
bracis-28416	33	33	language	language	NOUN
bracis-28416	33	34	models	model	NOUN
bracis-28416	33	35	,	,	PUNCT
bracis-28416	33	36	lead	lead	VERB
bracis-28416	33	37	to	to	ADP
bracis-28416	33	38	the	the	DET
bracis-28416	33	39	correct	correct	ADJ
bracis-28416	33	40	resolution	resolution	NOUN
bracis-28416	33	41	of	of	ADP
bracis-28416	33	42	winograd	winograd	ADJ
bracis-28416	33	43	schemas	schema	NOUN
bracis-28416	33	44	.	.	PUNCT
bracis-28416	34	1	they	they	PRON
bracis-28416	34	2	seem	seem	VERB
bracis-28416	34	3	to	to	PART
bracis-28416	34	4	argue	argue	VERB
bracis-28416	34	5	that	that	SCONJ
bracis-28416	34	6	,	,	PUNCT
bracis-28416	34	7	if	if	SCONJ
bracis-28416	34	8	one	one	PRON
bracis-28416	34	9	could	could	AUX
bracis-28416	34	10	produce	produce	VERB
bracis-28416	34	11	a	a	DET
bracis-28416	34	12	very	very	ADV
bracis-28416	34	13	large	large	ADJ
bracis-28416	34	14	unbiased	unbiased	ADJ
bracis-28416	34	15	corpus	corpus	NOUN
bracis-28416	34	16	with	with	ADP
bracis-28416	34	17	winograd	winograd	PROPN
bracis-28416	34	18	schemas	schema	NOUN
bracis-28416	34	19	,	,	PUNCT
bracis-28416	34	20	then	then	ADV
bracis-28416	34	21	the	the	DET
bracis-28416	34	22	wsc	wsc	PROPN
bracis-28416	34	23	with	with	ADP
bracis-28416	34	24	respect	respect	NOUN
bracis-28416	34	25	to	to	ADP
bracis-28416	34	26	that	that	DET
bracis-28416	34	27	corpus	corpus	NOUN
bracis-28416	34	28	would	would	AUX
bracis-28416	34	29	require	require	VERB
bracis-28416	34	30	commonsense	commonsense	NOUN
bracis-28416	34	31	.	.	PUNCT
bracis-28416	35	1	so	so	ADV
bracis-28416	35	2	the	the	DET
bracis-28416	35	3	problem	problem	NOUN
bracis-28416	35	4	was	be	AUX
bracis-28416	35	5	not	not	PART
bracis-28416	35	6	with	with	ADP
bracis-28416	35	7	the	the	DET
bracis-28416	35	8	challenge	challenge	NOUN
bracis-28416	35	9	,	,	PUNCT
bracis-28416	35	10	but	but	CCONJ
bracis-28416	35	11	with	with	ADP
bracis-28416	35	12	the	the	DET
bracis-28416	35	13	difficulty	difficulty	NOUN
bracis-28416	35	14	in	in	ADP
bracis-28416	35	15	building	build	VERB
bracis-28416	35	16	the	the	DET
bracis-28416	35	17	required	require	VERB
bracis-28416	35	18	corpus	corpus	NOUN
bracis-28416	35	19	.	.	PUNCT
bracis-28416	36	1	(	(	PUNCT
bracis-28416	36	2	note	note	VERB
bracis-28416	36	3	that	that	SCONJ
bracis-28416	36	4	such	such	ADJ
bracis-28416	36	5	difficulty	difficulty	NOUN
bracis-28416	36	6	was	be	AUX
bracis-28416	36	7	deemed	deem	VERB
bracis-28416	36	8	by	by	ADP
bracis-28416	36	9	kocijan	kocijan	PROPN
bracis-28416	36	10	et	et	PROPN
bracis-28416	36	11	al	al	PROPN
bracis-28416	36	12	.	.	PUNCT
bracis-28416	37	1	to	to	PART
bracis-28416	37	2	be	be	AUX
bracis-28416	37	3	a	a	DET
bracis-28416	37	4	defect	defect	NOUN
bracis-28416	37	5	of	of	ADP
bracis-28416	37	6	the	the	DET
bracis-28416	37	7	wsc	wsc	PROPN
bracis-28416	37	8	,	,	PUNCT
bracis-28416	37	9	so	so	SCONJ
bracis-28416	37	10	there	there	PRON
bracis-28416	37	11	are	be	VERB
bracis-28416	37	12	divergent	divergent	ADJ
bracis-28416	37	13	opinions	opinion	NOUN
bracis-28416	37	14	even	even	ADV
bracis-28416	37	15	on	on	ADP
bracis-28416	37	16	the	the	DET
bracis-28416	37	17	meaning	meaning	NOUN
bracis-28416	37	18	of	of	ADP
bracis-28416	37	19	the	the	DET
bracis-28416	37	20	difficulty	difficulty	NOUN
bracis-28416	37	21	.	.	PUNCT
bracis-28416	37	22	)	)	PUNCT
bracis-28416	38	1	in	in	ADP
bracis-28416	38	2	any	any	DET
bracis-28416	38	3	case	case	NOUN
bracis-28416	38	4	,	,	PUNCT
bracis-28416	38	5	the	the	DET
bracis-28416	38	6	position	position	NOUN
bracis-28416	38	7	by	by	ADP
bracis-28416	38	8	the	the	DET
bracis-28416	38	9	authors	author	NOUN
bracis-28416	38	10	of	of	ADP
bracis-28416	38	11	winogrande	winogrande	NOUN
bracis-28416	38	12	seems	seem	VERB
bracis-28416	38	13	to	to	PART
bracis-28416	38	14	be	be	AUX
bracis-28416	38	15	that	that	SCONJ
bracis-28416	38	16	the	the	DET
bracis-28416	38	17	wsc	wsc	PROPN
bracis-28416	38	18	is	be	AUX
bracis-28416	38	19	not	not	PART
bracis-28416	38	20	dead	dead	ADJ
bracis-28416	38	21	but	but	CCONJ
bracis-28416	38	22	it	it	PRON
bracis-28416	38	23	may	may	AUX
bracis-28416	38	24	be	be	AUX
bracis-28416	38	25	in	in	ADP
bracis-28416	38	26	a	a	DET
bracis-28416	38	27	frozen	frozen	ADJ
bracis-28416	38	28	state	state	NOUN
bracis-28416	38	29	to	to	PART
bracis-28416	38	30	be	be	AUX
bracis-28416	38	31	resuscitated	resuscitate	VERB
bracis-28416	38	32	when	when	SCONJ
bracis-28416	38	33	we	we	PRON
bracis-28416	38	34	find	find	VERB
bracis-28416	38	35	a	a	DET
bracis-28416	38	36	difficult	difficult	ADJ
bracis-28416	38	37	enough	enough	ADJ
bracis-28416	38	38	corpus	corpus	NOUN
bracis-28416	38	39	.	.	PUNCT
bracis-28416	39	1	we	we	PRON
bracis-28416	39	2	offer	offer	VERB
bracis-28416	39	3	a	a	DET
bracis-28416	39	4	different	different	ADJ
bracis-28416	39	5	analysis	analysis	NOUN
bracis-28416	39	6	.	.	PUNCT
bracis-28416	40	1	we	we	PRON
bracis-28416	40	2	agree	agree	VERB
bracis-28416	40	3	with	with	ADP
bracis-28416	40	4	others	other	NOUN
bracis-28416	40	5	that	that	SCONJ
bracis-28416	40	6	the	the	DET
bracis-28416	40	7	roberta	roberta	PROPN
bracis-28416	40	8	language	language	PROPN
bracis-28416	40	9	model	model	NOUN
bracis-28416	40	10	,	,	PUNCT
bracis-28416	40	11	and	and	CCONJ
bracis-28416	40	12	even	even	ADV
bracis-28416	40	13	the	the	DET
bracis-28416	40	14	winogrande	winogrande	NOUN
bracis-28416	40	15	corpus	corpus	NOUN
bracis-28416	40	16	,	,	PUNCT
bracis-28416	40	17	were	be	AUX
bracis-28416	40	18	key	key	ADJ
bracis-28416	40	19	elements	element	NOUN
bracis-28416	40	20	in	in	ADP
bracis-28416	40	21	this	this	DET
bracis-28416	40	22	story	story	NOUN
bracis-28416	40	23	;	;	PUNCT
bracis-28416	40	24	however	however	ADV
bracis-28416	40	25	,	,	PUNCT
bracis-28416	40	26	we	we	PRON
bracis-28416	40	27	think	think	VERB
bracis-28416	40	28	previous	previous	ADJ
bracis-28416	40	29	analysis	analysis	NOUN
bracis-28416	40	30	has	have	AUX
bracis-28416	40	31	not	not	PART
bracis-28416	40	32	been	be	AUX
bracis-28416	40	33	able	able	ADJ
bracis-28416	40	34	to	to	PART
bracis-28416	40	35	explain	explain	VERB
bracis-28416	40	36	why	why	SCONJ
bracis-28416	40	37	is	be	AUX
bracis-28416	40	38	it	it	PRON
bracis-28416	40	39	that	that	SCONJ
bracis-28416	40	40	the	the	DET
bracis-28416	40	41	wsc	wsc	PROPN
bracis-28416	40	42	succumbed	succumb	VERB
bracis-28416	40	43	so	so	ADV
bracis-28416	40	44	easily	easily	ADV
bracis-28416	40	45	and	and	CCONJ
bracis-28416	40	46	what	what	PRON
bracis-28416	40	47	exactly	exactly	ADV
bracis-28416	40	48	killed	kill	VERB
bracis-28416	40	49	it	it	PRON
bracis-28416	40	50	—	—	PUNCT
bracis-28416	40	51	and	and	CCONJ
bracis-28416	40	52	we	we	PRON
bracis-28416	40	53	believe	believe	VERB
bracis-28416	40	54	we	we	PRON
bracis-28416	40	55	have	have	VERB
bracis-28416	40	56	a	a	DET
bracis-28416	40	57	credible	credible	ADJ
bracis-28416	40	58	answer	answer	NOUN
bracis-28416	40	59	to	to	ADP
bracis-28416	40	60	these	these	DET
bracis-28416	40	61	questions	question	NOUN
bracis-28416	40	62	.	.	PUNCT
bracis-28416	41	1	to	to	PART
bracis-28416	41	2	develop	develop	VERB
bracis-28416	41	3	our	our	PRON
bracis-28416	41	4	argument	argument	NOUN
bracis-28416	41	5	,	,	PUNCT
bracis-28416	41	6	we	we	PRON
bracis-28416	41	7	first	first	ADV
bracis-28416	41	8	describe	describe	VERB
bracis-28416	41	9	the	the	DET
bracis-28416	41	10	main	main	ADJ
bracis-28416	41	11	elements	element	NOUN
bracis-28416	41	12	of	of	ADP
bracis-28416	41	13	the	the	DET
bracis-28416	41	14	wsc	wsc	NOUN
bracis-28416	41	15	in	in	ADP
bracis-28416	41	16	sect	sect	NOUN
bracis-28416	41	17	.	.	PUNCT
bracis-28416	41	18	 	 	SPACE
bracis-28416	41	19	2	2	NUM
bracis-28416	41	20	and	and	CCONJ
bracis-28416	41	21	then	then	ADV
bracis-28416	41	22	we	we	PRON
bracis-28416	41	23	focus	focus	VERB
bracis-28416	41	24	on	on	ADP
bracis-28416	41	25	roberta	roberta	PROPN
bracis-28416	41	26	and	and	CCONJ
bracis-28416	41	27	the	the	DET
bracis-28416	41	28	winogrande	winogrande	ADJ
bracis-28416	41	29	corpus	corpus	NOUN
bracis-28416	41	30	in	in	ADP
bracis-28416	41	31	sect	sect	NOUN
bracis-28416	41	32	.	.	PUNCT
bracis-28416	41	33	 	 	SPACE
bracis-28416	42	1	3	3	X
bracis-28416	42	2	.	.	PUNCT
bracis-28416	43	1	our	our	PRON
bracis-28416	43	2	solution	solution	NOUN
bracis-28416	43	3	to	to	ADP
bracis-28416	43	4	the	the	DET
bracis-28416	43	5	puzzle	puzzle	NOUN
bracis-28416	43	6	surrounding	surround	VERB
bracis-28416	43	7	the	the	DET
bracis-28416	43	8	death	death	NOUN
bracis-28416	43	9	of	of	ADP
bracis-28416	43	10	the	the	DET
bracis-28416	43	11	wsc	wsc	PROPN
bracis-28416	43	12	is	be	AUX
bracis-28416	43	13	elaborated	elaborate	VERB
bracis-28416	43	14	in	in	ADP
bracis-28416	43	15	sects	sect	NOUN
bracis-28416	43	16	.	.	PUNCT
bracis-28416	43	17	 	 	SPACE
bracis-28416	44	1	4	4	NUM
bracis-28416	44	2	,	,	PUNCT
bracis-28416	44	3	5	5	NUM
bracis-28416	44	4	,	,	PUNCT
bracis-28416	44	5	and	and	CCONJ
bracis-28416	44	6	6	6	X
bracis-28416	44	7	.	.	PUNCT
bracis-28416	45	1	our	our	PRON
bracis-28416	45	2	closing	closing	NOUN
bracis-28416	45	3	arguments	argument	NOUN
bracis-28416	45	4	are	be	AUX
bracis-28416	45	5	given	give	VERB
bracis-28416	45	6	in	in	ADP
bracis-28416	45	7	sect	sect	NOUN
bracis-28416	45	8	.	.	PUNCT
bracis-28416	45	9	 	 	SPACE
bracis-28416	46	1	7	7	NUM
bracis-28416	46	2	.	.	SYM
bracis-28416	46	3	2	2	NUM
bracis-28416	46	4	the	the	DET
bracis-28416	46	5	winograd	winograd	NOUN
bracis-28416	46	6	schema	schema	NOUN
bracis-28416	46	7	challenge	challenge	VERB
bracis-28416	46	8	the	the	DET
bracis-28416	46	9	wsc	wsc	PROPN
bracis-28416	46	10	consists	consist	VERB
bracis-28416	46	11	of	of	ADP
bracis-28416	46	12	a	a	DET
bracis-28416	46	13	set	set	NOUN
bracis-28416	46	14	of	of	ADP
bracis-28416	46	15	winograd	winograd	ADJ
bracis-28416	46	16	schemas	schema	NOUN
bracis-28416	46	17	,	,	PUNCT
bracis-28416	46	18	where	where	SCONJ
bracis-28416	46	19	each	each	DET
bracis-28416	46	20	schema	schema	NOUN
bracis-28416	46	21	is	be	AUX
bracis-28416	46	22	a	a	DET
bracis-28416	46	23	pronoun	pronoun	ADJ
bracis-28416	46	24	disambiguation	disambiguation	NOUN
bracis-28416	46	25	problem	problem	NOUN
bracis-28416	46	26	such	such	ADJ
bracis-28416	46	27	as	as	ADP
bracis-28416	46	28	:	:	PUNCT
bracis-28416	46	29	the	the	DET
bracis-28416	46	30	city	city	NOUN
bracis-28416	46	31	councilmen	councilman	NOUN
bracis-28416	46	32	refused	refuse	VERB
bracis-28416	46	33	the	the	DET
bracis-28416	46	34	demonstrators	demonstrator	NOUN
bracis-28416	46	35	a	a	DET
bracis-28416	46	36	permit	permit	NOUN
bracis-28416	46	37	because	because	SCONJ
bracis-28416	46	38	they	they	PRON
bracis-28416	46	39	feared	fear	VERB
bracis-28416	46	40	/	/	PUNCT
bracis-28416	46	41	advocated	advocate	VERB
bracis-28416	46	42	for	for	ADP
bracis-28416	46	43	violence	violence	NOUN
bracis-28416	46	44	.	.	PUNCT
bracis-28416	47	1	who	who	PRON
bracis-28416	47	2	are	be	AUX
bracis-28416	47	3	“	"	PUNCT
bracis-28416	47	4	they	they	PRON
bracis-28416	47	5	”	"	PUNCT
bracis-28416	47	6	?	?	PUNCT
bracis-28416	48	1	a	a	DET
bracis-28416	48	2	winograd	winograd	ADJ
bracis-28416	48	3	schema	schema	NOUN
bracis-28416	48	4	contains	contain	VERB
bracis-28416	48	5	a	a	DET
bracis-28416	48	6	pronoun	pronoun	NOUN
bracis-28416	48	7	that	that	PRON
bracis-28416	48	8	refers	refer	VERB
bracis-28416	48	9	to	to	ADP
bracis-28416	48	10	one	one	NUM
bracis-28416	48	11	of	of	ADP
bracis-28416	48	12	two	two	NUM
bracis-28416	48	13	entities	entity	NOUN
bracis-28416	48	14	(	(	PUNCT
bracis-28416	48	15	in	in	ADP
bracis-28416	48	16	the	the	DET
bracis-28416	48	17	example	example	NOUN
bracis-28416	48	18	,	,	PUNCT
bracis-28416	48	19	city	city	NOUN
bracis-28416	48	20	councilmen	councilman	NOUN
bracis-28416	48	21	/	/	SYM
bracis-28416	48	22	demonstrators	demonstrator	NOUN
bracis-28416	48	23	)	)	PUNCT
bracis-28416	48	24	;	;	PUNCT
bracis-28416	48	25	the	the	DET
bracis-28416	48	26	reference	reference	NOUN
bracis-28416	48	27	depends	depend	VERB
bracis-28416	48	28	on	on	ADP
bracis-28416	48	29	a	a	DET
bracis-28416	48	30	particular	particular	ADJ
bracis-28416	48	31	word	word	NOUN
bracis-28416	48	32	.	.	PUNCT
bracis-28416	49	1	each	each	DET
bracis-28416	49	2	schema	schema	NOUN
bracis-28416	49	3	can	can	AUX
bracis-28416	49	4	be	be	AUX
bracis-28416	49	5	instantiated	instantiate	VERB
bracis-28416	49	6	in	in	ADP
bracis-28416	49	7	two	two	NUM
bracis-28416	49	8	ways	way	NOUN
bracis-28416	49	9	by	by	ADP
bracis-28416	49	10	selecting	select	VERB
bracis-28416	49	11	this	this	DET
bracis-28416	49	12	particular	particular	ADJ
bracis-28416	49	13	word	word	NOUN
bracis-28416	49	14	(	(	PUNCT
bracis-28416	49	15	in	in	ADP
bracis-28416	49	16	the	the	DET
bracis-28416	49	17	example	example	NOUN
bracis-28416	49	18	,	,	PUNCT
bracis-28416	49	19	feared	fear	VERB
bracis-28416	49	20	/	/	SYM
bracis-28416	49	21	advocated	advocate	VERB
bracis-28416	49	22	)	)	PUNCT
bracis-28416	49	23	.	.	PUNCT
bracis-28416	50	1	then	then	ADV
bracis-28416	50	2	the	the	DET
bracis-28416	50	3	resulting	result	VERB
bracis-28416	50	4	anaphora	anaphora	NOUN
bracis-28416	50	5	must	must	AUX
bracis-28416	50	6	be	be	AUX
bracis-28416	50	7	solved	solve	VERB
bracis-28416	50	8	for	for	ADP
bracis-28416	50	9	each	each	DET
bracis-28416	50	10	sentence	sentence	NOUN
bracis-28416	50	11	.	.	PUNCT
bracis-28416	51	1	the	the	DET
bracis-28416	51	2	average	average	ADJ
bracis-28416	51	3	human	human	ADJ
bracis-28416	51	4	performance	performance	NOUN
bracis-28416	51	5	in	in	ADP
bracis-28416	51	6	the	the	DET
bracis-28416	51	7	challenge	challenge	NOUN
bracis-28416	51	8	ranges	range	VERB
bracis-28416	51	9	from	from	ADP
bracis-28416	51	10	92.1	92.1	NUM
bracis-28416	51	11	%	%	NOUN
bracis-28416	51	12	[	[	X
bracis-28416	51	13	3	3	NUM
bracis-28416	51	14	]	]	PUNCT
bracis-28416	51	15	to	to	ADP
bracis-28416	51	16	94	94	NUM
bracis-28416	51	17	%	%	NOUN
bracis-28416	51	18	[	[	X
bracis-28416	51	19	43	43	NUM
bracis-28416	51	20	]	]	PUNCT
bracis-28416	51	21	.	.	PUNCT
bracis-28416	52	1	winograd	winograd	PROPN
bracis-28416	52	2	schemas	schema	NOUN
bracis-28416	52	3	are	be	AUX
bracis-28416	52	4	devised	devise	VERB
bracis-28416	52	5	to	to	PART
bracis-28416	52	6	display	display	VERB
bracis-28416	52	7	no	no	DET
bracis-28416	52	8	strong	strong	ADJ
bracis-28416	52	9	statistical	statistical	ADJ
bracis-28416	52	10	correlations	correlation	NOUN
bracis-28416	52	11	between	between	ADP
bracis-28416	52	12	words	word	NOUN
bracis-28416	52	13	;	;	PUNCT
bracis-28416	52	14	hence	hence	ADV
bracis-28416	52	15	,	,	PUNCT
bracis-28416	52	16	knowledge	knowledge	NOUN
bracis-28416	52	17	,	,	PUNCT
bracis-28416	52	18	and	and	CCONJ
bracis-28416	52	19	more	more	ADV
bracis-28416	52	20	importantly	importantly	ADV
bracis-28416	52	21	,	,	PUNCT
bracis-28416	52	22	commonsense	commonsense	ADJ
bracis-28416	52	23	knowledge	knowledge	NOUN
bracis-28416	52	24	should	should	AUX
bracis-28416	52	25	be	be	AUX
bracis-28416	52	26	needed	need	VERB
bracis-28416	52	27	to	to	PART
bracis-28416	52	28	solve	solve	VERB
bracis-28416	52	29	them	they	PRON
bracis-28416	52	30	[	[	X
bracis-28416	52	31	10	10	NUM
bracis-28416	52	32	]	]	PUNCT
bracis-28416	52	33	.	.	PUNCT
bracis-28416	53	1	hector	hector	PROPN
bracis-28416	53	2	levesque	levesque	PROPN
bracis-28416	53	3	,	,	PUNCT
bracis-28416	53	4	who	who	PRON
bracis-28416	53	5	proposed	propose	VERB
bracis-28416	53	6	the	the	DET
bracis-28416	53	7	wsc	wsc	PROPN
bracis-28416	53	8	,	,	PUNCT
bracis-28416	53	9	submitted	submit	VERB
bracis-28416	53	10	to	to	ADP
bracis-28416	53	11	the	the	DET
bracis-28416	53	12	ai	ai	PROPN
bracis-28416	53	13	community	community	NOUN
bracis-28416	53	14	,	,	PUNCT
bracis-28416	53	15	at	at	ADP
bracis-28416	53	16	ijcai-16	ijcai-16	PROPN
bracis-28416	53	17	,	,	PUNCT
bracis-28416	53	18	when	when	SCONJ
bracis-28416	53	19	the	the	DET
bracis-28416	53	20	challenge	challenge	NOUN
bracis-28416	53	21	ran	run	VERB
bracis-28416	53	22	as	as	ADP
bracis-28416	53	23	an	an	DET
bracis-28416	53	24	actual	actual	ADJ
bracis-28416	53	25	competition	competition	NOUN
bracis-28416	53	26	,	,	PUNCT
bracis-28416	53	27	that	that	SCONJ
bracis-28416	53	28	:	:	PUNCT
bracis-28416	53	29	“	"	PUNCT
bracis-28416	53	30	doing	do	VERB
bracis-28416	53	31	this	this	PRON
bracis-28416	53	32	[	[	X
bracis-28416	53	33	solving	solve	VERB
bracis-28416	53	34	the	the	DET
bracis-28416	53	35	challenge	challenge	NOUN
bracis-28416	53	36	]	]	PUNCT
bracis-28416	53	37	correctly	correctly	ADV
bracis-28416	53	38	appears	appear	VERB
bracis-28416	53	39	to	to	PART
bracis-28416	53	40	rely	rely	VERB
bracis-28416	53	41	on	on	ADP
bracis-28416	53	42	having	have	VERB
bracis-28416	53	43	a	a	DET
bracis-28416	53	44	solid	solid	ADJ
bracis-28416	53	45	base	base	NOUN
bracis-28416	53	46	of	of	ADP
bracis-28416	53	47	commonsense	commonsense	ADJ
bracis-28416	53	48	knowledge	knowledge	NOUN
bracis-28416	53	49	and	and	CCONJ
bracis-28416	53	50	the	the	DET
bracis-28416	53	51	ability	ability	NOUN
bracis-28416	53	52	to	to	PART
bracis-28416	53	53	reason	reason	VERB
bracis-28416	53	54	intelligently	intelligently	ADV
bracis-28416	53	55	with	with	ADP
bracis-28416	53	56	that	that	DET
bracis-28416	53	57	knowledge	knowledge	NOUN
bracis-28416	53	58	”	"	PUNCT
bracis-28416	54	1	[	[	X
bracis-28416	54	2	24	24	NUM
bracis-28416	54	3	]	]	PUNCT
bracis-28416	54	4	.	.	PUNCT
bracis-28416	55	1	in	in	ADP
bracis-28416	55	2	fact	fact	NOUN
bracis-28416	55	3	,	,	PUNCT
bracis-28416	55	4	in	in	ADP
bracis-28416	55	5	the	the	DET
bracis-28416	55	6	original	original	ADJ
bracis-28416	55	7	paper	paper	NOUN
bracis-28416	55	8	about	about	ADP
bracis-28416	55	9	the	the	DET
bracis-28416	55	10	wsc	wsc	PROPN
bracis-28416	55	11	the	the	DET
bracis-28416	55	12	following	follow	VERB
bracis-28416	55	13	ambitious	ambitious	ADJ
bracis-28416	55	14	statements	statement	NOUN
bracis-28416	55	15	were	be	AUX
bracis-28416	55	16	given	give	VERB
bracis-28416	55	17	by	by	ADP
bracis-28416	55	18	levesque	levesque	PROPN
bracis-28416	55	19	[	[	X
bracis-28416	55	20	24	24	NUM
bracis-28416	55	21	]	]	X
bracis-28416	55	22	:	:	PUNCT
bracis-28416	55	23	the	the	DET
bracis-28416	55	24	claim	claim	NOUN
bracis-28416	55	25	of	of	ADP
bracis-28416	55	26	this	this	DET
bracis-28416	55	27	paper	paper	NOUN
bracis-28416	55	28	in	in	ADP
bracis-28416	55	29	its	its	PRON
bracis-28416	55	30	strongest	strong	ADJ
bracis-28416	55	31	form	form	NOUN
bracis-28416	55	32	might	might	AUX
bracis-28416	55	33	be	be	AUX
bracis-28416	55	34	this	this	PRON
bracis-28416	55	35	:	:	PUNCT
bracis-28416	55	36	with	with	ADP
bracis-28416	55	37	a	a	DET
bracis-28416	55	38	very	very	ADV
bracis-28416	55	39	high	high	ADJ
bracis-28416	55	40	probability	probability	NOUN
bracis-28416	55	41	,	,	PUNCT
bracis-28416	55	42	anything	anything	PRON
bracis-28416	55	43	that	that	PRON
bracis-28416	55	44	answers	answer	VERB
bracis-28416	55	45	correctly	correctly	ADV
bracis-28416	55	46	a	a	DET
bracis-28416	55	47	series	series	NOUN
bracis-28416	55	48	of	of	ADP
bracis-28416	55	49	these	these	DET
bracis-28416	55	50	questions	question	NOUN
bracis-28416	55	51	...	...	PUNCT
bracis-28416	55	52	is	be	AUX
bracis-28416	55	53	thinking	think	VERB
bracis-28416	55	54	in	in	ADP
bracis-28416	55	55	the	the	DET
bracis-28416	55	56	full	full	ADJ
bracis-28416	55	57	-	-	PUNCT
bracis-28416	55	58	bodied	bodied	ADJ
bracis-28416	55	59	sense	sense	NOUN
bracis-28416	55	60	we	we	PRON
bracis-28416	55	61	usually	usually	ADV
bracis-28416	55	62	reserve	reserve	VERB
bracis-28416	55	63	for	for	ADP
bracis-28416	55	64	people	people	NOUN
bracis-28416	55	65	.	.	PUNCT
bracis-28416	56	1	to	to	PART
bracis-28416	56	2	defend	defend	VERB
bracis-28416	56	3	this	this	DET
bracis-28416	56	4	claim	claim	NOUN
bracis-28416	56	5	,	,	PUNCT
bracis-28416	56	6	however	however	ADV
bracis-28416	56	7	,	,	PUNCT
bracis-28416	56	8	we	we	PRON
bracis-28416	56	9	would	would	AUX
bracis-28416	56	10	have	have	VERB
bracis-28416	56	11	to	to	PART
bracis-28416	56	12	defend	defend	VERB
bracis-28416	56	13	a	a	DET
bracis-28416	56	14	philosophical	philosophical	ADJ
bracis-28416	56	15	position	position	NOUN
bracis-28416	56	16	that	that	SCONJ
bracis-28416	56	17	turing	turing	NOUN
bracis-28416	56	18	sought	seek	VERB
bracis-28416	56	19	to	to	PART
bracis-28416	56	20	avoid	avoid	VERB
bracis-28416	56	21	with	with	ADP
bracis-28416	56	22	his	his	PRON
bracis-28416	56	23	original	original	ADJ
bracis-28416	56	24	turing	turing	NOUN
bracis-28416	56	25	test	test	NOUN
bracis-28416	56	26	.	.	PUNCT
bracis-28416	57	1	so	so	ADV
bracis-28416	57	2	like	like	ADP
bracis-28416	57	3	turing	ture	VERB
bracis-28416	57	4	,	,	PUNCT
bracis-28416	57	5	it	it	PRON
bracis-28416	57	6	is	be	AUX
bracis-28416	57	7	best	good	ADJ
bracis-28416	57	8	to	to	PART
bracis-28416	57	9	make	make	VERB
bracis-28416	57	10	a	a	DET
bracis-28416	57	11	weaker	weak	ADJ
bracis-28416	57	12	claim	claim	NOUN
bracis-28416	57	13	:	:	PUNCT
bracis-28416	57	14	with	with	ADP
bracis-28416	57	15	a	a	DET
bracis-28416	57	16	very	very	ADV
bracis-28416	57	17	high	high	ADJ
bracis-28416	57	18	probability	probability	NOUN
bracis-28416	57	19	,	,	PUNCT
bracis-28416	57	20	anything	anything	PRON
bracis-28416	57	21	that	that	PRON
bracis-28416	57	22	answers	answer	VERB
bracis-28416	57	23	correctly	correctly	ADV
bracis-28416	57	24	is	be	AUX
bracis-28416	57	25	engaging	engage	VERB
bracis-28416	57	26	in	in	ADP
bracis-28416	57	27	behaviour	behaviour	NOUN
bracis-28416	57	28	that	that	SCONJ
bracis-28416	57	29	we	we	PRON
bracis-28416	57	30	would	would	AUX
bracis-28416	57	31	say	say	VERB
bracis-28416	57	32	shows	show	NOUN
bracis-28416	57	33	thinking	think	VERB
bracis-28416	57	34	in	in	ADP
bracis-28416	57	35	people	people	NOUN
bracis-28416	57	36	.	.	PUNCT
bracis-28416	58	1	whether	whether	SCONJ
bracis-28416	58	2	or	or	CCONJ
bracis-28416	58	3	not	not	PART
bracis-28416	58	4	a	a	DET
bracis-28416	58	5	subject	subject	NOUN
bracis-28416	58	6	that	that	PRON
bracis-28416	58	7	passes	pass	VERB
bracis-28416	58	8	the	the	DET
bracis-28416	58	9	test	test	NOUN
bracis-28416	58	10	is	be	AUX
bracis-28416	58	11	really	really	ADV
bracis-28416	58	12	and	and	CCONJ
bracis-28416	58	13	truly	truly	ADV
bracis-28416	58	14	thinking	think	VERB
bracis-28416	58	15	is	be	AUX
bracis-28416	58	16	the	the	DET
bracis-28416	58	17	philosophical	philosophical	ADJ
bracis-28416	58	18	question	question	NOUN
bracis-28416	58	19	that	that	SCONJ
bracis-28416	58	20	turing	ture	VERB
bracis-28416	58	21	sidesteps	sidestep	NOUN
bracis-28416	58	22	.	.	PUNCT
bracis-28416	59	1	[	[	X
bracis-28416	59	2	emphases	emphasis	NOUN
bracis-28416	59	3	added	add	VERB
bracis-28416	59	4	]	]	PUNCT
bracis-28416	59	5	we	we	PRON
bracis-28416	59	6	may	may	AUX
bracis-28416	59	7	thus	thus	ADV
bracis-28416	59	8	distinguish	distinguish	VERB
bracis-28416	59	9	two	two	NUM
bracis-28416	59	10	different	different	ADJ
bracis-28416	59	11	claims	claim	NOUN
bracis-28416	59	12	in	in	ADP
bracis-28416	59	13	levesque	levesque	PROPN
bracis-28416	59	14	’s	’s	PART
bracis-28416	59	15	proposal	proposal	NOUN
bracis-28416	59	16	:	:	PUNCT
bracis-28416	59	17	strong	strong	ADJ
bracis-28416	59	18	(	(	PUNCT
bracis-28416	59	19	ontological	ontological	ADJ
bracis-28416	59	20	)	)	PUNCT
bracis-28416	59	21	claim	claim	NOUN
bracis-28416	59	22	:	:	PUNCT
bracis-28416	59	23	anything	anything	PRON
bracis-28416	59	24	that	that	PRON
bracis-28416	59	25	solves	solve	VERB
bracis-28416	59	26	the	the	DET
bracis-28416	59	27	wsc	wsc	PROPN
bracis-28416	59	28	is	be	AUX
bracis-28416	59	29	thinking	think	VERB
bracis-28416	59	30	in	in	ADP
bracis-28416	59	31	the	the	DET
bracis-28416	59	32	full	full	ADJ
bracis-28416	59	33	-	-	PUNCT
bracis-28416	59	34	bodied	bodied	ADJ
bracis-28416	59	35	sense	sense	NOUN
bracis-28416	59	36	we	we	PRON
bracis-28416	59	37	usually	usually	ADV
bracis-28416	59	38	reserve	reserve	VERB
bracis-28416	59	39	for	for	ADP
bracis-28416	59	40	people	people	NOUN
bracis-28416	59	41	.	.	PUNCT
bracis-28416	60	1	weak	weak	ADJ
bracis-28416	60	2	(	(	PUNCT
bracis-28416	60	3	pragmatic	pragmatic	ADJ
bracis-28416	60	4	)	)	PUNCT
bracis-28416	60	5	claim	claim	NOUN
bracis-28416	60	6	:	:	PUNCT
bracis-28416	60	7	anything	anything	PRON
bracis-28416	60	8	that	that	PRON
bracis-28416	60	9	solves	solve	VERB
bracis-28416	60	10	the	the	DET
bracis-28416	60	11	wsc	wsc	PROPN
bracis-28416	60	12	is	be	AUX
bracis-28416	60	13	engaging	engage	VERB
bracis-28416	60	14	in	in	ADP
bracis-28416	60	15	behaviour	behaviour	NOUN
bracis-28416	60	16	that	that	SCONJ
bracis-28416	60	17	we	we	PRON
bracis-28416	60	18	would	would	AUX
bracis-28416	60	19	say	say	VERB
bracis-28416	60	20	shows	show	NOUN
bracis-28416	60	21	thinking	think	VERB
bracis-28416	60	22	in	in	ADP
bracis-28416	60	23	people	people	NOUN
bracis-28416	60	24	.	.	PUNCT
bracis-28416	61	1	in	in	ADP
bracis-28416	61	2	any	any	DET
bracis-28416	61	3	case	case	NOUN
bracis-28416	61	4	,	,	PUNCT
bracis-28416	61	5	the	the	DET
bracis-28416	61	6	idea	idea	NOUN
bracis-28416	61	7	behind	behind	ADP
bracis-28416	61	8	the	the	DET
bracis-28416	61	9	wsc	wsc	PROPN
bracis-28416	61	10	is	be	AUX
bracis-28416	61	11	to	to	PART
bracis-28416	61	12	test	test	VERB
bracis-28416	61	13	the	the	DET
bracis-28416	61	14	ability	ability	NOUN
bracis-28416	61	15	to	to	PART
bracis-28416	61	16	answer	answer	VERB
bracis-28416	61	17	commonsense	commonsense	ADJ
bracis-28416	61	18	questions	question	NOUN
bracis-28416	61	19	as	as	ADP
bracis-28416	61	20	related	relate	VERB
bracis-28416	61	21	to	to	ADP
bracis-28416	61	22	sentence	sentence	NOUN
bracis-28416	61	23	comprehension	comprehension	NOUN
bracis-28416	61	24	.	.	PUNCT
bracis-28416	62	1	the	the	DET
bracis-28416	62	2	research	research	NOUN
bracis-28416	62	3	community	community	NOUN
bracis-28416	62	4	followed	follow	VERB
bracis-28416	62	5	this	this	DET
bracis-28416	62	6	lead	lead	NOUN
bracis-28416	62	7	with	with	ADP
bracis-28416	62	8	various	various	ADJ
bracis-28416	62	9	degrees	degree	NOUN
bracis-28416	62	10	of	of	ADP
bracis-28416	62	11	enthusiasm	enthusiasm	NOUN
bracis-28416	62	12	,	,	PUNCT
bracis-28416	62	13	taking	take	VERB
bracis-28416	62	14	the	the	DET
bracis-28416	62	15	wsc	wsc	NOUN
bracis-28416	62	16	as	as	ADP
bracis-28416	62	17	a	a	DET
bracis-28416	62	18	new	new	ADJ
bracis-28416	62	19	type	type	NOUN
bracis-28416	62	20	of	of	ADP
bracis-28416	62	21	turing	ture	VERB
bracis-28416	62	22	test	test	NOUN
bracis-28416	63	1	[	[	X
bracis-28416	63	2	2	2	NUM
bracis-28416	63	3	,	,	PUNCT
bracis-28416	63	4	15	15	NUM
bracis-28416	63	5	,	,	PUNCT
bracis-28416	63	6	32,33,34	32,33,34	NUM
bracis-28416	63	7	,	,	PUNCT
bracis-28416	63	8	51	51	NUM
bracis-28416	63	9	]	]	PUNCT
bracis-28416	63	10	.	.	PUNCT
bracis-28416	64	1	fig	fig	NOUN
bracis-28416	64	2	.	.	PUNCT
bracis-28416	65	1	1	1	NUM
bracis-28416	65	2	.	.	X
bracis-28416	65	3	accuracy	accuracy	NOUN
bracis-28416	65	4	of	of	ADP
bracis-28416	65	5	systems	system	NOUN
bracis-28416	65	6	on	on	ADP
bracis-28416	65	7	the	the	DET
bracis-28416	65	8	winograd	winograd	ADJ
bracis-28416	65	9	challenge	challenge	NOUN
bracis-28416	65	10	[	[	X
bracis-28416	65	11	6	6	NUM
bracis-28416	65	12	]	]	PUNCT
bracis-28416	65	13	.	.	PUNCT
bracis-28416	66	1	full	full	ADJ
bracis-28416	66	2	size	size	NOUN
bracis-28416	66	3	image	image	NOUN
bracis-28416	66	4	machines	machine	NOUN
bracis-28416	66	5	performed	perform	VERB
bracis-28416	66	6	poorly	poorly	ADV
bracis-28416	66	7	up	up	ADP
bracis-28416	66	8	to	to	ADP
bracis-28416	66	9	2017	2017	NUM
bracis-28416	66	10	.	.	PUNCT
bracis-28416	67	1	that	that	PRON
bracis-28416	67	2	suddenly	suddenly	ADV
bracis-28416	67	3	changed	change	VERB
bracis-28416	67	4	with	with	ADP
bracis-28416	67	5	language	language	NOUN
bracis-28416	67	6	models	model	NOUN
bracis-28416	67	7	,	,	PUNCT
bracis-28416	67	8	esp	esp	ADV
bracis-28416	67	9	.	.	PUNCT
bracis-28416	68	1	gpt-2	gpt-2	X
bracis-28416	68	2	(	(	PUNCT
bracis-28416	68	3	generative	generative	ADJ
bracis-28416	68	4	pre	pre	ADJ
bracis-28416	68	5	-	-	ADJ
bracis-28416	68	6	trainedtransformer	trainedtransformer	ADJ
bracis-28416	68	7	)	)	PUNCT
bracis-28416	69	1	[	[	X
bracis-28416	69	2	38	38	NUM
bracis-28416	69	3	]	]	PUNCT
bracis-28416	69	4	,	,	PUNCT
bracis-28416	69	5	bert	bert	PROPN
bracis-28416	69	6	(	(	PUNCT
bracis-28416	69	7	bidirectional	bidirectional	ADJ
bracis-28416	69	8	encoder	encoder	NOUN
bracis-28416	69	9	representations	representation	VERB
bracis-28416	69	10	from	from	ADP
bracis-28416	69	11	transformers	transformer	NOUN
bracis-28416	69	12	)	)	PUNCT
bracis-28416	70	1	[	[	X
bracis-28416	70	2	12	12	NUM
bracis-28416	70	3	]	]	PUNCT
bracis-28416	70	4	,	,	PUNCT
bracis-28416	70	5	and	and	CCONJ
bracis-28416	70	6	roberta	roberta	PROPN
bracis-28416	70	7	(	(	PUNCT
bracis-28416	70	8	robustly	robustly	ADV
bracis-28416	70	9	optimized	optimize	VERB
bracis-28416	70	10	bert	bert	NOUN
bracis-28416	70	11	approach	approach	NOUN
bracis-28416	70	12	)	)	PUNCT
bracis-28416	71	1	[	[	X
bracis-28416	71	2	29	29	NUM
bracis-28416	71	3	]	]	PUNCT
bracis-28416	71	4	.	.	PUNCT
bracis-28416	72	1	figure	figure	NOUN
bracis-28416	72	2	 	 	SPACE
bracis-28416	72	3	1	1	NUM
bracis-28416	72	4	shows	show	VERB
bracis-28416	72	5	the	the	DET
bracis-28416	72	6	astonishing	astonishing	ADJ
bracis-28416	72	7	evolution	evolution	NOUN
bracis-28416	72	8	in	in	ADP
bracis-28416	72	9	accuracy	accuracy	NOUN
bracis-28416	72	10	.	.	PUNCT
bracis-28416	73	1	today	today	NOUN
bracis-28416	73	2	we	we	PRON
bracis-28416	73	3	have	have	VERB
bracis-28416	73	4	(	(	PUNCT
bracis-28416	73	5	extremely	extremely	ADV
bracis-28416	73	6	)	)	PUNCT
bracis-28416	73	7	large	large	ADJ
bracis-28416	73	8	language	language	NOUN
bracis-28416	73	9	models	model	NOUN
bracis-28416	73	10	that	that	PRON
bracis-28416	73	11	can	can	AUX
bracis-28416	73	12	solve	solve	VERB
bracis-28416	73	13	a	a	DET
bracis-28416	73	14	variety	variety	NOUN
bracis-28416	73	15	of	of	ADP
bracis-28416	73	16	linguistic	linguistic	ADJ
bracis-28416	73	17	tasks	task	NOUN
bracis-28416	73	18	with	with	ADP
bracis-28416	73	19	high	high	ADJ
bracis-28416	73	20	accuracy	accuracy	NOUN
bracis-28416	74	1	[	[	X
bracis-28416	74	2	1	1	NUM
bracis-28416	74	3	,	,	PUNCT
bracis-28416	74	4	46	46	NUM
bracis-28416	74	5	]	]	PUNCT
bracis-28416	74	6	.	.	PUNCT
bracis-28416	75	1	we	we	PRON
bracis-28416	75	2	can	can	AUX
bracis-28416	75	3	say	say	VERB
bracis-28416	75	4	that	that	SCONJ
bracis-28416	75	5	the	the	DET
bracis-28416	75	6	defeat	defeat	NOUN
bracis-28416	75	7	of	of	ADP
bracis-28416	75	8	the	the	DET
bracis-28416	75	9	wsc	wsc	PROPN
bracis-28416	75	10	took	take	VERB
bracis-28416	75	11	place	place	NOUN
bracis-28416	75	12	by	by	ADP
bracis-28416	75	13	the	the	DET
bracis-28416	75	14	end	end	NOUN
bracis-28416	75	15	of	of	ADP
bracis-28416	75	16	2019	2019	NUM
bracis-28416	75	17	[	[	SYM
bracis-28416	75	18	44	44	NUM
bracis-28416	75	19	]	]	PUNCT
bracis-28416	75	20	.	.	PUNCT
bracis-28416	76	1	interestingly	interestingly	ADV
bracis-28416	76	2	,	,	PUNCT
bracis-28416	76	3	high	high	ADJ
bracis-28416	76	4	expectations	expectation	NOUN
bracis-28416	76	5	were	be	AUX
bracis-28416	76	6	assigned	assign	VERB
bracis-28416	76	7	to	to	ADP
bracis-28416	76	8	the	the	DET
bracis-28416	76	9	wsc	wsc	PROPN
bracis-28416	76	10	until	until	ADP
bracis-28416	76	11	its	its	PRON
bracis-28416	76	12	sudden	sudden	ADJ
bracis-28416	76	13	defeat	defeat	NOUN
bracis-28416	76	14	.	.	PUNCT
bracis-28416	77	1	for	for	ADP
bracis-28416	77	2	instance	instance	NOUN
bracis-28416	77	3	,	,	PUNCT
bracis-28416	77	4	marcus	marcus	PROPN
bracis-28416	77	5	and	and	CCONJ
bracis-28416	77	6	davis	davis	PROPN
bracis-28416	77	7	insisted	insist	VERB
bracis-28416	77	8	in	in	ADP
bracis-28416	77	9	their	their	PRON
bracis-28416	77	10	book	book	NOUN
bracis-28416	77	11	for	for	ADP
bracis-28416	77	12	a	a	DET
bracis-28416	77	13	non	non	ADJ
bracis-28416	77	14	-	-	ADJ
bracis-28416	77	15	specialized	specialized	ADJ
bracis-28416	77	16	audience	audience	NOUN
bracis-28416	77	17	,	,	PUNCT
bracis-28416	77	18	in	in	ADP
bracis-28416	77	19	2019	2019	NUM
bracis-28416	77	20	,	,	PUNCT
bracis-28416	77	21	that	that	SCONJ
bracis-28416	77	22	the	the	DET
bracis-28416	77	23	wsc	wsc	PROPN
bracis-28416	77	24	is	be	AUX
bracis-28416	77	25	“	"	PUNCT
bracis-28416	77	26	one	one	NUM
bracis-28416	77	27	of	of	ADP
bracis-28416	77	28	the	the	DET
bracis-28416	77	29	most	most	ADV
bracis-28416	77	30	challenging	challenging	ADJ
bracis-28416	77	31	tests	test	NOUN
bracis-28416	77	32	for	for	ADP
bracis-28416	77	33	machines	machine	NOUN
bracis-28416	77	34	that	that	PRON
bracis-28416	77	35	is	be	AUX
bracis-28416	77	36	currently	currently	ADV
bracis-28416	77	37	available	available	ADJ
bracis-28416	77	38	”	"	PUNCT
bracis-28416	78	1	[	[	X
bracis-28416	78	2	30	30	NUM
bracis-28416	78	3	]	]	PUNCT
bracis-28416	78	4	.	.	PUNCT
bracis-28416	79	1	the	the	DET
bracis-28416	79	2	literature	literature	NOUN
bracis-28416	79	3	on	on	ADP
bracis-28416	79	4	the	the	DET
bracis-28416	79	5	wsc	wsc	PROPN
bracis-28416	79	6	is	be	AUX
bracis-28416	79	7	relatively	relatively	ADV
bracis-28416	79	8	small	small	ADJ
bracis-28416	79	9	after	after	SCONJ
bracis-28416	79	10	the	the	DET
bracis-28416	79	11	winogrande	winogrande	NOUN
bracis-28416	79	12	solution	solution	NOUN
bracis-28416	79	13	was	be	AUX
bracis-28416	79	14	widely	widely	ADV
bracis-28416	79	15	disseminated	disseminate	VERB
bracis-28416	79	16	in	in	ADP
bracis-28416	79	17	2020	2020	NUM
bracis-28416	79	18	[	[	X
bracis-28416	79	19	42	42	NUM
bracis-28416	79	20	]	]	PUNCT
bracis-28416	79	21	.	.	PUNCT
bracis-28416	80	1	variants	variant	NOUN
bracis-28416	80	2	of	of	ADP
bracis-28416	80	3	the	the	DET
bracis-28416	80	4	wsc	wsc	PROPN
bracis-28416	80	5	have	have	AUX
bracis-28416	80	6	been	be	AUX
bracis-28416	80	7	proposed	propose	VERB
bracis-28416	80	8	,	,	PUNCT
bracis-28416	80	9	and	and	CCONJ
bracis-28416	80	10	various	various	ADJ
bracis-28416	80	11	applications	application	NOUN
bracis-28416	80	12	have	have	AUX
bracis-28416	80	13	been	be	AUX
bracis-28416	80	14	tried	try	VERB
bracis-28416	80	15	—	—	PUNCT
bracis-28416	80	16	for	for	ADP
bracis-28416	80	17	instance	instance	NOUN
bracis-28416	80	18	,	,	PUNCT
bracis-28416	80	19	to	to	PART
bracis-28416	80	20	test	test	VERB
bracis-28416	80	21	gender	gender	NOUN
bracis-28416	80	22	bias	bias	NOUN
bracis-28416	80	23	or	or	CCONJ
bracis-28416	80	24	to	to	PART
bracis-28416	80	25	require	require	VERB
bracis-28416	80	26	explanations	explanation	NOUN
bracis-28416	80	27	.	.	PUNCT
bracis-28416	81	1	such	such	ADJ
bracis-28416	81	2	work	work	NOUN
bracis-28416	81	3	is	be	AUX
bracis-28416	81	4	reviewed	review	VERB
bracis-28416	81	5	with	with	ADP
bracis-28416	81	6	exceptional	exceptional	ADJ
bracis-28416	81	7	acumen	acuman	NOUN
bracis-28416	81	8	by	by	ADP
bracis-28416	81	9	kocijan	kocijan	PROPN
bracis-28416	81	10	et	et	PROPN
bracis-28416	81	11	al	al	PROPN
bracis-28416	81	12	.	.	PUNCT
bracis-28416	81	13	 	 	SPACE
bracis-28416	82	1	[	[	X
bracis-28416	82	2	21	21	NUM
bracis-28416	82	3	]	]	PUNCT
bracis-28416	82	4	,	,	PUNCT
bracis-28416	82	5	so	so	SCONJ
bracis-28416	82	6	we	we	PRON
bracis-28416	82	7	do	do	AUX
bracis-28416	82	8	not	not	PART
bracis-28416	82	9	repeat	repeat	VERB
bracis-28416	82	10	here	here	ADV
bracis-28416	82	11	what	what	PRON
bracis-28416	82	12	they	they	PRON
bracis-28416	82	13	have	have	AUX
bracis-28416	82	14	done	do	VERB
bracis-28416	82	15	in	in	ADP
bracis-28416	82	16	a	a	DET
bracis-28416	82	17	definite	definite	ADJ
bracis-28416	82	18	fashion	fashion	NOUN
bracis-28416	82	19	.	.	PUNCT
bracis-28416	83	1	3	3	NUM
bracis-28416	83	2	llms	llm	NOUN
bracis-28416	83	3	,	,	PUNCT
bracis-28416	83	4	roberta	roberta	PROPN
bracis-28416	83	5	and	and	CCONJ
bracis-28416	83	6	 	 	SPACE
bracis-28416	83	7	winogrande	winogrande	NOUN
bracis-28416	83	8	:	:	PUNCT
bracis-28416	83	9	main	main	ADJ
bracis-28416	83	10	suspects	suspect	NOUN
bracis-28416	83	11	a	a	DET
bracis-28416	83	12	language	language	NOUN
bracis-28416	83	13	model	model	NOUN
bracis-28416	83	14	usually	usually	ADV
bracis-28416	83	15	yields	yield	VERB
bracis-28416	83	16	probabilities	probability	NOUN
bracis-28416	83	17	over	over	ADP
bracis-28416	83	18	tokens	token	NOUN
bracis-28416	83	19	of	of	ADP
bracis-28416	83	20	a	a	DET
bracis-28416	83	21	language	language	NOUN
bracis-28416	83	22	,	,	PUNCT
bracis-28416	83	23	given	give	VERB
bracis-28416	83	24	other	other	ADJ
bracis-28416	83	25	tokens	token	NOUN
bracis-28416	83	26	[	[	X
bracis-28416	83	27	18	18	NUM
bracis-28416	83	28	]	]	PUNCT
bracis-28416	83	29	.	.	PUNCT
bracis-28416	84	1	several	several	ADJ
bracis-28416	84	2	language	language	NOUN
bracis-28416	84	3	models	model	NOUN
bracis-28416	84	4	resort	resort	VERB
bracis-28416	84	5	to	to	ADP
bracis-28416	84	6	markov	markov	NOUN
bracis-28416	84	7	chains	chain	NOUN
bracis-28416	84	8	and	and	CCONJ
bracis-28416	84	9	similar	similar	ADJ
bracis-28416	84	10	probabilistic	probabilistic	ADJ
bracis-28416	84	11	tools	tool	NOUN
bracis-28416	84	12	;	;	PUNCT
bracis-28416	84	13	recently	recently	ADV
bracis-28416	84	14	,	,	PUNCT
bracis-28416	84	15	large	large	ADJ
bracis-28416	84	16	language	language	NOUN
bracis-28416	84	17	models	model	NOUN
bracis-28416	84	18	have	have	AUX
bracis-28416	84	19	been	be	AUX
bracis-28416	84	20	built	build	VERB
bracis-28416	84	21	by	by	ADP
bracis-28416	84	22	training	train	VERB
bracis-28416	84	23	deep	deep	ADJ
bracis-28416	84	24	neural	neural	ADJ
bracis-28416	84	25	networks	network	NOUN
bracis-28416	84	26	with	with	ADP
bracis-28416	84	27	properly	properly	ADV
bracis-28416	84	28	designed	design	VERB
bracis-28416	84	29	architectures	architecture	NOUN
bracis-28416	84	30	.	.	PUNCT
bracis-28416	85	1	there	there	PRON
bracis-28416	85	2	has	have	AUX
bracis-28416	85	3	been	be	AUX
bracis-28416	85	4	a	a	DET
bracis-28416	85	5	shift	shift	NOUN
bracis-28416	85	6	up	up	ADP
bracis-28416	85	7	in	in	ADP
bracis-28416	85	8	the	the	DET
bracis-28416	85	9	performance	performance	NOUN
bracis-28416	85	10	with	with	ADP
bracis-28416	85	11	the	the	DET
bracis-28416	85	12	introduction	introduction	NOUN
bracis-28416	85	13	of	of	ADP
bracis-28416	85	14	large	large	ADJ
bracis-28416	85	15	language	language	NOUN
bracis-28416	85	16	models	model	NOUN
bracis-28416	85	17	(	(	PUNCT
bracis-28416	85	18	llms	llm	NOUN
bracis-28416	85	19	)	)	PUNCT
bracis-28416	85	20	based	base	VERB
bracis-28416	85	21	on	on	ADP
bracis-28416	85	22	the	the	DET
bracis-28416	85	23	transformers	transformer	NOUN
bracis-28416	85	24	architecture	architecture	NOUN
bracis-28416	85	25	[	[	X
bracis-28416	85	26	50	50	NUM
bracis-28416	85	27	]	]	PUNCT
bracis-28416	85	28	.	.	PUNCT
bracis-28416	86	1	in	in	ADP
bracis-28416	86	2	short	short	ADJ
bracis-28416	86	3	,	,	PUNCT
bracis-28416	86	4	a	a	DET
bracis-28416	86	5	transformer	transformer	NOUN
bracis-28416	86	6	is	be	AUX
bracis-28416	86	7	a	a	DET
bracis-28416	86	8	neural	neural	ADJ
bracis-28416	86	9	network	network	NOUN
bracis-28416	86	10	model	model	NOUN
bracis-28416	86	11	that	that	PRON
bracis-28416	86	12	uses	use	VERB
bracis-28416	86	13	attention	attention	NOUN
bracis-28416	86	14	as	as	ADP
bracis-28416	86	15	it	it	PRON
bracis-28416	86	16	main	main	ADJ
bracis-28416	86	17	mechanism	mechanism	NOUN
bracis-28416	86	18	;	;	PUNCT
bracis-28416	86	19	because	because	SCONJ
bracis-28416	86	20	this	this	DET
bracis-28416	86	21	mechanism	mechanism	NOUN
bracis-28416	86	22	lends	lend	VERB
bracis-28416	86	23	itself	itself	PRON
bracis-28416	86	24	to	to	ADP
bracis-28416	86	25	parallelization	parallelization	NOUN
bracis-28416	86	26	,	,	PUNCT
bracis-28416	86	27	learning	learn	VERB
bracis-28416	86	28	techniques	technique	NOUN
bracis-28416	86	29	can	can	AUX
bracis-28416	86	30	rely	rely	VERB
bracis-28416	86	31	on	on	ADP
bracis-28416	86	32	larger	large	ADJ
bracis-28416	86	33	training	training	NOUN
bracis-28416	86	34	sets	set	NOUN
bracis-28416	86	35	.	.	PUNCT
bracis-28416	87	1	besides	besides	SCONJ
bracis-28416	87	2	parallelization	parallelization	NOUN
bracis-28416	87	3	,	,	PUNCT
bracis-28416	87	4	the	the	DET
bracis-28416	87	5	self	self	NOUN
bracis-28416	87	6	-	-	PUNCT
bracis-28416	87	7	attention	attention	NOUN
bracis-28416	87	8	mechanism	mechanism	NOUN
bracis-28416	87	9	encodes	encode	NOUN
bracis-28416	87	10	contextual	contextual	ADJ
bracis-28416	87	11	information.footnote	information.footnote	PROPN
bracis-28416	87	12	1	1	NUM
bracis-28416	87	13	the	the	DET
bracis-28416	87	14	most	most	ADV
bracis-28416	87	15	popular	popular	ADJ
bracis-28416	87	16	llms	llm	NOUN
bracis-28416	87	17	,	,	PUNCT
bracis-28416	87	18	such	such	ADJ
bracis-28416	87	19	as	as	ADP
bracis-28416	87	20	bert	bert	PROPN
bracis-28416	87	21	,	,	PUNCT
bracis-28416	87	22	t5	t5	PROPN
bracis-28416	87	23	,	,	PUNCT
bracis-28416	87	24	gpt	gpt	NOUN
bracis-28416	87	25	,	,	PUNCT
bracis-28416	87	26	are	be	AUX
bracis-28416	87	27	transformers	transformer	NOUN
bracis-28416	87	28	.	.	PUNCT
bracis-28416	88	1	transformer	transformer	NOUN
bracis-28416	88	2	-	-	PUNCT
bracis-28416	88	3	based	base	VERB
bracis-28416	88	4	llms	llm	NOUN
bracis-28416	88	5	frequently	frequently	ADV
bracis-28416	88	6	achieve	achieve	VERB
bracis-28416	88	7	state	state	NOUN
bracis-28416	88	8	-	-	PUNCT
bracis-28416	88	9	of	of	ADP
bracis-28416	88	10	-	-	PUNCT
bracis-28416	88	11	the	the	DET
bracis-28416	88	12	-	-	PUNCT
bracis-28416	88	13	art	art	NOUN
bracis-28416	88	14	results	result	NOUN
bracis-28416	88	15	in	in	ADP
bracis-28416	88	16	tasks	task	NOUN
bracis-28416	88	17	like	like	ADP
bracis-28416	88	18	question	question	NOUN
bracis-28416	88	19	answering	answering	NOUN
bracis-28416	88	20	and	and	CCONJ
bracis-28416	88	21	sentiment	sentiment	NOUN
bracis-28416	88	22	analysis	analysis	NOUN
bracis-28416	88	23	[	[	X
bracis-28416	88	24	17	17	NUM
bracis-28416	88	25	,	,	PUNCT
bracis-28416	88	26	49	49	NUM
bracis-28416	88	27	]	]	PUNCT
bracis-28416	88	28	.	.	PUNCT
bracis-28416	89	1	llms	llm	NOUN
bracis-28416	89	2	rose	rise	VERB
bracis-28416	89	3	to	to	ADP
bracis-28416	89	4	center	center	ADJ
bracis-28416	89	5	stage	stage	NOUN
bracis-28416	89	6	in	in	ADP
bracis-28416	89	7	2018	2018	NUM
bracis-28416	89	8	after	after	ADP
bracis-28416	89	9	trihn	trihn	NOUN
bracis-28416	89	10	and	and	CCONJ
bracis-28416	89	11	le	le	X
bracis-28416	90	1	[	[	X
bracis-28416	90	2	48	48	NUM
bracis-28416	90	3	]	]	PUNCT
bracis-28416	90	4	employed	employ	VERB
bracis-28416	90	5	rnn	rnn	PROPN
bracis-28416	90	6	-	-	PUNCT
bracis-28416	90	7	based	base	VERB
bracis-28416	90	8	models	model	NOUN
bracis-28416	90	9	.	.	PUNCT
bracis-28416	91	1	even	even	ADV
bracis-28416	91	2	though	though	SCONJ
bracis-28416	91	3	their	their	PRON
bracis-28416	91	4	models	model	NOUN
bracis-28416	91	5	’	'	PUNCT
bracis-28416	91	6	performance	performance	NOUN
bracis-28416	91	7	was	be	AUX
bracis-28416	91	8	relatively	relatively	ADV
bracis-28416	91	9	low	low	ADJ
bracis-28416	91	10	(	(	PUNCT
bracis-28416	91	11	63.7	63.7	NUM
bracis-28416	91	12	%	%	NOUN
bracis-28416	91	13	)	)	PUNCT
bracis-28416	91	14	,	,	PUNCT
bracis-28416	91	15	they	they	PRON
bracis-28416	91	16	optimistically	optimistically	ADV
bracis-28416	91	17	claimed	claim	VERB
bracis-28416	91	18	that	that	SCONJ
bracis-28416	91	19	they	they	PRON
bracis-28416	91	20	had	have	VERB
bracis-28416	91	21	a	a	DET
bracis-28416	91	22	good	good	ADJ
bracis-28416	91	23	indication	indication	NOUN
bracis-28416	91	24	their	their	PRON
bracis-28416	91	25	model	model	NOUN
bracis-28416	91	26	had	have	VERB
bracis-28416	91	27	a	a	DET
bracis-28416	91	28	“	"	PUNCT
bracis-28416	91	29	good	good	ADJ
bracis-28416	91	30	grasp	grasp	NOUN
bracis-28416	91	31	of	of	ADP
bracis-28416	91	32	commonsense	commonsense	ADJ
bracis-28416	91	33	knowledge	knowledge	NOUN
bracis-28416	91	34	”	"	PUNCT
bracis-28416	92	1	[	[	X
bracis-28416	92	2	48	48	NUM
bracis-28416	92	3	]	]	PUNCT
bracis-28416	92	4	.	.	PUNCT
bracis-28416	93	1	they	they	PRON
bracis-28416	93	2	accepted	accept	VERB
bracis-28416	93	3	that	that	SCONJ
bracis-28416	93	4	the	the	PRON
bracis-28416	93	5	better	well	ADJ
bracis-28416	93	6	the	the	DET
bracis-28416	93	7	performance	performance	NOUN
bracis-28416	93	8	in	in	ADP
bracis-28416	93	9	the	the	DET
bracis-28416	93	10	challenge	challenge	NOUN
bracis-28416	93	11	the	the	PRON
bracis-28416	93	12	more	more	ADV
bracis-28416	93	13	confidently	confidently	ADV
bracis-28416	93	14	one	one	NUM
bracis-28416	93	15	can	can	AUX
bracis-28416	93	16	say	say	VERB
bracis-28416	93	17	the	the	DET
bracis-28416	93	18	model	model	NOUN
bracis-28416	93	19	carries	carry	VERB
bracis-28416	93	20	commonsense	commonsense	ADJ
bracis-28416	93	21	knowledge	knowledge	NOUN
bracis-28416	93	22	.	.	PUNCT
bracis-28416	94	1	significant	significant	ADJ
bracis-28416	94	2	evolution	evolution	NOUN
bracis-28416	94	3	on	on	ADP
bracis-28416	94	4	the	the	DET
bracis-28416	94	5	wsc	wsc	PROPN
bracis-28416	94	6	was	be	AUX
bracis-28416	94	7	observed	observe	VERB
bracis-28416	94	8	after	after	ADP
bracis-28416	94	9	thihn	thihn	NOUN
bracis-28416	94	10	and	and	CCONJ
bracis-28416	94	11	le	le	X
bracis-28416	94	12	’s	’s	PART
bracis-28416	94	13	work	work	NOUN
bracis-28416	94	14	,	,	PUNCT
bracis-28416	94	15	as	as	SCONJ
bracis-28416	94	16	one	one	PRON
bracis-28416	94	17	can	can	AUX
bracis-28416	94	18	see	see	VERB
bracis-28416	94	19	in	in	ADP
bracis-28416	94	20	fig	fig	NOUN
bracis-28416	94	21	.	.	PUNCT
bracis-28416	94	22	 	 	SPACE
bracis-28416	95	1	1	1	NUM
bracis-28416	95	2	.	.	PUNCT
bracis-28416	96	1	an	an	DET
bracis-28416	96	2	spectacular	spectacular	ADJ
bracis-28416	96	3	gain	gain	NOUN
bracis-28416	96	4	in	in	ADP
bracis-28416	96	5	performance	performance	NOUN
bracis-28416	96	6	was	be	AUX
bracis-28416	96	7	then	then	ADV
bracis-28416	96	8	reported	report	VERB
bracis-28416	96	9	with	with	ADP
bracis-28416	96	10	the	the	DET
bracis-28416	96	11	publication	publication	NOUN
bracis-28416	96	12	of	of	ADP
bracis-28416	96	13	the	the	DET
bracis-28416	96	14	winogrande	winogrande	NOUN
bracis-28416	96	15	corpus	corpus	NOUN
bracis-28416	96	16	and	and	CCONJ
bracis-28416	96	17	associated	associated	ADJ
bracis-28416	96	18	solution	solution	NOUN
bracis-28416	96	19	for	for	ADP
bracis-28416	96	20	the	the	DET
bracis-28416	96	21	wsc	wsc	PROPN
bracis-28416	96	22	(	(	PUNCT
bracis-28416	96	23	first	first	ADV
bracis-28416	96	24	in	in	ADP
bracis-28416	96	25	arxiv	arxiv	PROPN
bracis-28416	96	26	[	[	X
bracis-28416	96	27	44	44	NUM
bracis-28416	96	28	]	]	PUNCT
bracis-28416	96	29	and	and	CCONJ
bracis-28416	96	30	then	then	ADV
bracis-28416	96	31	in	in	ADP
bracis-28416	96	32	the	the	DET
bracis-28416	96	33	aaai-2020	aaai-2020	ADJ
bracis-28416	96	34	conference	conference	NOUN
bracis-28416	96	35	[	[	X
bracis-28416	96	36	42	42	NUM
bracis-28416	96	37	]	]	PUNCT
bracis-28416	96	38	)	)	PUNCT
bracis-28416	96	39	.	.	PUNCT
bracis-28416	97	1	at	at	ADP
bracis-28416	97	2	that	that	DET
bracis-28416	97	3	point	point	NOUN
bracis-28416	97	4	the	the	DET
bracis-28416	97	5	wsc	wsc	PROPN
bracis-28416	97	6	was	be	AUX
bracis-28416	97	7	defeated	defeat	VERB
bracis-28416	97	8	.	.	PUNCT
bracis-28416	98	1	winogrande	winogrande	NOUN
bracis-28416	98	2	is	be	AUX
bracis-28416	98	3	a	a	DET
bracis-28416	98	4	dataset	dataset	NOUN
bracis-28416	98	5	of	of	ADP
bracis-28416	98	6	schemas	schema	NOUN
bracis-28416	98	7	inspired	inspire	VERB
bracis-28416	98	8	by	by	ADP
bracis-28416	98	9	the	the	DET
bracis-28416	98	10	original	original	ADJ
bracis-28416	98	11	winograd	winograd	ADJ
bracis-28416	98	12	schemas	schema	NOUN
bracis-28416	98	13	.	.	PUNCT
bracis-28416	99	1	the	the	DET
bracis-28416	99	2	full	full	ADJ
bracis-28416	99	3	version	version	NOUN
bracis-28416	99	4	winogrande	winogrande	NOUN
bracis-28416	99	5	contained	contain	VERB
bracis-28416	99	6	43,972	43,972	NUM
bracis-28416	99	7	problems	problem	NOUN
bracis-28416	99	8	while	while	SCONJ
bracis-28416	99	9	the	the	DET
bracis-28416	99	10	debiased	debiase	VERB
bracis-28416	99	11	version	version	NOUN
bracis-28416	99	12	contained	contain	VERB
bracis-28416	99	13	12,282	12,282	NUM
bracis-28416	99	14	problems	problem	NOUN
bracis-28416	99	15	.	.	PUNCT
bracis-28416	100	1	the	the	DET
bracis-28416	100	2	winogrande	winogrande	PROPN
bracis-28416	100	3	paper	paper	NOUN
bracis-28416	100	4	reported	report	VERB
bracis-28416	100	5	at	at	ADP
bracis-28416	100	6	the	the	DET
bracis-28416	100	7	aaai-2020	aaai-2020	NOUN
bracis-28416	100	8	attained	attain	VERB
bracis-28416	100	9	90.1	90.1	NUM
bracis-28416	100	10	%	%	NOUN
bracis-28416	100	11	accuracy	accuracy	NOUN
bracis-28416	100	12	in	in	ADP
bracis-28416	100	13	the	the	DET
bracis-28416	100	14	winograd	winograd	ADJ
bracis-28416	100	15	schema	schema	NOUN
bracis-28416	100	16	challenge	challenge	NOUN
bracis-28416	100	17	[	[	X
bracis-28416	100	18	43	43	NUM
bracis-28416	100	19	]	]	PUNCT
bracis-28416	100	20	.	.	PUNCT
bracis-28416	101	1	the	the	DET
bracis-28416	101	2	content	content	NOUN
bracis-28416	101	3	of	of	ADP
bracis-28416	101	4	that	that	DET
bracis-28416	101	5	aaai-2020	aaai-2020	ADJ
bracis-28416	101	6	paper	paper	NOUN
bracis-28416	101	7	was	be	AUX
bracis-28416	101	8	originally	originally	ADV
bracis-28416	101	9	uploaded	upload	VERB
bracis-28416	101	10	in	in	ADP
bracis-28416	101	11	november	november	PROPN
bracis-28416	101	12	2019	2019	NUM
bracis-28416	101	13	on	on	ADP
bracis-28416	101	14	arxiv	arxiv	PROPN
bracis-28416	101	15	[	[	X
bracis-28416	101	16	42	42	NUM
bracis-28416	101	17	]	]	PUNCT
bracis-28416	101	18	.	.	PUNCT
bracis-28416	102	1	however	however	ADV
bracis-28416	102	2	,	,	PUNCT
bracis-28416	102	3	there	there	PRON
bracis-28416	102	4	was	be	VERB
bracis-28416	102	5	a	a	DET
bracis-28416	102	6	first	first	ADJ
bracis-28416	102	7	version	version	NOUN
bracis-28416	102	8	of	of	ADP
bracis-28416	102	9	this	this	DET
bracis-28416	102	10	paper	paper	NOUN
bracis-28416	102	11	uploaded	upload	VERB
bracis-28416	102	12	to	to	ADP
bracis-28416	102	13	arxiv	arxiv	PROPN
bracis-28416	102	14	on	on	ADP
bracis-28416	102	15	july	july	PROPN
bracis-28416	102	16	2019	2019	NUM
bracis-28416	102	17	which	which	PRON
bracis-28416	102	18	presented	present	VERB
bracis-28416	102	19	a	a	DET
bracis-28416	102	20	significant	significant	ADJ
bracis-28416	102	21	lower	low	ADJ
bracis-28416	102	22	performance	performance	NOUN
bracis-28416	102	23	,	,	PUNCT
bracis-28416	102	24	77.6	77.6	NUM
bracis-28416	102	25	%	%	NOUN
bracis-28416	102	26	,	,	PUNCT
bracis-28416	102	27	still	still	ADV
bracis-28416	102	28	the	the	DET
bracis-28416	102	29	state	state	NOUN
bracis-28416	102	30	-	-	PUNCT
bracis-28416	102	31	of	of	ADP
bracis-28416	102	32	-	-	PUNCT
bracis-28416	102	33	art	art	NOUN
bracis-28416	102	34	at	at	ADP
bracis-28416	102	35	that	that	DET
bracis-28416	102	36	moment	moment	NOUN
bracis-28416	102	37	[	[	X
bracis-28416	102	38	44	44	NUM
bracis-28416	102	39	]	]	PUNCT
bracis-28416	102	40	.	.	PUNCT
bracis-28416	103	1	basically	basically	ADV
bracis-28416	103	2	,	,	PUNCT
bracis-28416	103	3	the	the	DET
bracis-28416	103	4	difference	difference	NOUN
bracis-28416	103	5	in	in	ADP
bracis-28416	103	6	performance	performance	NOUN
bracis-28416	103	7	was	be	AUX
bracis-28416	103	8	produced	produce	VERB
bracis-28416	103	9	by	by	ADP
bracis-28416	103	10	the	the	DET
bracis-28416	103	11	roberta	roberta	PROPN
bracis-28416	103	12	fine	fine	ADV
bracis-28416	103	13	-	-	PUNCT
bracis-28416	103	14	tuned	tune	VERB
bracis-28416	103	15	with	with	ADP
bracis-28416	103	16	winogrande	winogrande	NOUN
bracis-28416	103	17	in	in	ADP
bracis-28416	103	18	the	the	DET
bracis-28416	103	19	second	second	ADJ
bracis-28416	103	20	version	version	NOUN
bracis-28416	103	21	,	,	PUNCT
bracis-28416	103	22	whereas	whereas	SCONJ
bracis-28416	103	23	the	the	DET
bracis-28416	103	24	first	first	ADJ
bracis-28416	103	25	version	version	NOUN
bracis-28416	103	26	adopts	adopt	VERB
bracis-28416	103	27	bert	bert	PROPN
bracis-28416	103	28	fine	fine	ADV
bracis-28416	103	29	-	-	PUNCT
bracis-28416	103	30	tuned	tune	VERB
bracis-28416	103	31	with	with	ADP
bracis-28416	103	32	winogrande	winogrande	NOUN
bracis-28416	103	33	.	.	PUNCT
bracis-28416	103	34	comparing	compare	VERB
bracis-28416	103	35	both	both	DET
bracis-28416	103	36	versions	version	NOUN
bracis-28416	103	37	,	,	PUNCT
bracis-28416	103	38	the	the	DET
bracis-28416	103	39	sole	sole	ADJ
bracis-28416	103	40	reason	reason	NOUN
bracis-28416	103	41	for	for	ADP
bracis-28416	103	42	the	the	DET
bracis-28416	103	43	performance	performance	NOUN
bracis-28416	103	44	difference	difference	NOUN
bracis-28416	103	45	is	be	AUX
bracis-28416	103	46	the	the	DET
bracis-28416	103	47	adoption	adoption	NOUN
bracis-28416	103	48	of	of	ADP
bracis-28416	103	49	roberta	roberta	PROPN
bracis-28416	103	50	in	in	ADP
bracis-28416	103	51	the	the	DET
bracis-28416	103	52	final	final	ADJ
bracis-28416	103	53	version	version	NOUN
bracis-28416	103	54	in	in	ADP
bracis-28416	103	55	contrast	contrast	NOUN
bracis-28416	103	56	to	to	ADP
bracis-28416	103	57	bert	bert	NOUN
bracis-28416	103	58	in	in	ADP
bracis-28416	103	59	the	the	DET
bracis-28416	103	60	first	first	ADJ
bracis-28416	103	61	version	version	NOUN
bracis-28416	103	62	.	.	PUNCT
bracis-28416	104	1	the	the	DET
bracis-28416	104	2	winogrande	winogrande	ADJ
bracis-28416	104	3	team	team	NOUN
bracis-28416	104	4	argued	argue	VERB
bracis-28416	104	5	that	that	SCONJ
bracis-28416	104	6	the	the	DET
bracis-28416	104	7	performance	performance	NOUN
bracis-28416	104	8	of	of	ADP
bracis-28416	104	9	existing	exist	VERB
bracis-28416	104	10	systems	system	NOUN
bracis-28416	104	11	could	could	AUX
bracis-28416	104	12	be	be	AUX
bracis-28416	104	13	due	due	ADJ
bracis-28416	104	14	to	to	ADP
bracis-28416	104	15	the	the	DET
bracis-28416	104	16	“	"	PUNCT
bracis-28416	104	17	extent	extent	NOUN
bracis-28416	104	18	to	to	PART
bracis-28416	104	19	which	which	PRON
bracis-28416	104	20	spurious	spurious	ADJ
bracis-28416	104	21	effects	effect	NOUN
bracis-28416	104	22	are	be	AUX
bracis-28416	104	23	prevalent	prevalent	ADJ
bracis-28416	104	24	in	in	ADP
bracis-28416	104	25	existing	exist	VERB
bracis-28416	104	26	datasets	dataset	NOUN
bracis-28416	104	27	,	,	PUNCT
bracis-28416	104	28	which	which	PRON
bracis-28416	104	29	run	run	VERB
bracis-28416	104	30	the	the	DET
bracis-28416	104	31	risk	risk	NOUN
bracis-28416	104	32	of	of	ADP
bracis-28416	104	33	overestimating	overestimate	VERB
bracis-28416	104	34	the	the	DET
bracis-28416	104	35	true	true	ADJ
bracis-28416	104	36	capabilities	capability	NOUN
bracis-28416	104	37	of	of	ADP
bracis-28416	104	38	machine	machine	NOUN
bracis-28416	104	39	intelligence	intelligence	NOUN
bracis-28416	104	40	on	on	ADP
bracis-28416	104	41	commonsense	commonsense	ADJ
bracis-28416	104	42	reasoning	reasoning	NOUN
bracis-28416	104	43	”	"	PUNCT
bracis-28416	105	1	[	[	X
bracis-28416	105	2	44	44	NUM
bracis-28416	105	3	]	]	PUNCT
bracis-28416	105	4	.	.	PUNCT
bracis-28416	106	1	the	the	DET
bracis-28416	106	2	initial	initial	ADJ
bracis-28416	106	3	motivation	motivation	NOUN
bracis-28416	106	4	for	for	ADP
bracis-28416	106	5	winogrande	winogrande	NOUN
bracis-28416	106	6	focused	focus	VERB
bracis-28416	106	7	on	on	ADP
bracis-28416	106	8	dealing	deal	VERB
bracis-28416	106	9	with	with	ADP
bracis-28416	106	10	biases	bias	NOUN
bracis-28416	106	11	that	that	PRON
bracis-28416	106	12	might	might	AUX
bracis-28416	106	13	exist	exist	VERB
bracis-28416	106	14	in	in	ADP
bracis-28416	106	15	the	the	DET
bracis-28416	106	16	hand	hand	NOUN
bracis-28416	106	17	-	-	PUNCT
bracis-28416	106	18	crafted	craft	VERB
bracis-28416	106	19	winograd	winograd	NOUN
bracis-28416	106	20	schema	schema	NOUN
bracis-28416	106	21	and	and	CCONJ
bracis-28416	106	22	that	that	PRON
bracis-28416	106	23	might	might	AUX
bracis-28416	106	24	thus	thus	ADV
bracis-28416	106	25	unfairly	unfairly	ADV
bracis-28416	106	26	help	help	VERB
bracis-28416	106	27	existing	exist	VERB
bracis-28416	106	28	solutions	solution	NOUN
bracis-28416	106	29	.	.	PUNCT
bracis-28416	107	1	such	such	ADJ
bracis-28416	107	2	biases	bias	NOUN
bracis-28416	107	3	might	might	AUX
bracis-28416	107	4	be	be	AUX
bracis-28416	107	5	of	of	ADP
bracis-28416	107	6	two	two	NUM
bracis-28416	107	7	types	type	NOUN
bracis-28416	107	8	[	[	X
bracis-28416	107	9	47	47	NUM
bracis-28416	107	10	]	]	X
bracis-28416	107	11	:	:	PUNCT
bracis-28416	107	12	(	(	PUNCT
bracis-28416	107	13	a	a	X
bracis-28416	107	14	)	)	PUNCT
bracis-28416	107	15	language	language	NOUN
bracis-28416	107	16	-	-	PUNCT
bracis-28416	107	17	based	base	VERB
bracis-28416	107	18	and	and	CCONJ
bracis-28416	107	19	(	(	PUNCT
bracis-28416	107	20	b	b	NOUN
bracis-28416	107	21	)	)	PUNCT
bracis-28416	107	22	dataset	dataset	NOUN
bracis-28416	107	23	-	-	PUNCT
bracis-28416	107	24	specific	specific	ADJ
bracis-28416	107	25	biases	bias	NOUN
bracis-28416	107	26	.	.	PUNCT
bracis-28416	108	1	in	in	ADP
bracis-28416	108	2	fact	fact	NOUN
bracis-28416	108	3	,	,	PUNCT
bracis-28416	108	4	trichelair	trichelair	PROPN
bracis-28416	108	5	et	et	PROPN
bracis-28416	108	6	al	al	PROPN
bracis-28416	108	7	.	.	PROPN
bracis-28416	108	8	observed	observe	VERB
bracis-28416	108	9	that	that	SCONJ
bracis-28416	108	10	at	at	ADV
bracis-28416	108	11	least	least	ADJ
bracis-28416	108	12	37	37	NUM
bracis-28416	108	13	sentences	sentence	NOUN
bracis-28416	108	14	in	in	ADP
bracis-28416	108	15	the	the	DET
bracis-28416	108	16	wsc273	wsc273	NOUN
bracis-28416	108	17	dataset	dataset	NOUN
bracis-28416	108	18	(	(	PUNCT
bracis-28416	108	19	13.6	13.6	NUM
bracis-28416	108	20	%	%	NOUN
bracis-28416	108	21	)	)	PUNCT
bracis-28416	108	22	are	be	AUX
bracis-28416	108	23	conceptually	conceptually	ADV
bracis-28416	108	24	rather	rather	ADV
bracis-28416	108	25	easy	easy	ADJ
bracis-28416	108	26	due	due	ADP
bracis-28416	108	27	to	to	ADP
bracis-28416	108	28	language	language	NOUN
bracis-28416	108	29	associations	association	NOUN
bracis-28416	108	30	[	[	X
bracis-28416	108	31	47	47	NUM
bracis-28416	108	32	]	]	PUNCT
bracis-28416	108	33	.	.	PUNCT
bracis-28416	109	1	for	for	ADP
bracis-28416	109	2	instance	instance	NOUN
bracis-28416	109	3	,	,	PUNCT
bracis-28416	109	4	take	take	VERB
bracis-28416	109	5	in	in	ADP
bracis-28416	109	6	the	the	DET
bracis-28416	109	7	storm	storm	NOUN
bracis-28416	109	8	,	,	PUNCT
bracis-28416	109	9	the	the	DET
bracis-28416	109	10	tree	tree	NOUN
bracis-28416	109	11	fell	fall	VERB
bracis-28416	109	12	down	down	ADP
bracis-28416	109	13	and	and	CCONJ
bracis-28416	109	14	crashed	crash	VERB
bracis-28416	109	15	through	through	ADP
bracis-28416	109	16	the	the	DET
bracis-28416	109	17	roof	roof	NOUN
bracis-28416	109	18	of	of	ADP
bracis-28416	109	19	my	my	PRON
bracis-28416	109	20	house	house	NOUN
bracis-28416	109	21	.	.	PUNCT
bracis-28416	110	1	now	now	ADV
bracis-28416	110	2	,	,	PUNCT
bracis-28416	110	3	i	i	PRON
bracis-28416	110	4	have	have	VERB
bracis-28416	110	5	to	to	PART
bracis-28416	110	6	get	get	VERB
bracis-28416	110	7	it	it	PRON
bracis-28416	110	8	repaired	repair	VERB
bracis-28416	110	9	/	/	SYM
bracis-28416	110	10	removed	removed	ADJ
bracis-28416	110	11	.	.	PUNCT
bracis-28416	111	1	and	and	CCONJ
bracis-28416	111	2	note	note	VERB
bracis-28416	111	3	that	that	SCONJ
bracis-28416	111	4	trees	tree	NOUN
bracis-28416	111	5	are	be	AUX
bracis-28416	111	6	removed	remove	VERB
bracis-28416	111	7	more	more	ADV
bracis-28416	111	8	often	often	ADV
bracis-28416	111	9	than	than	SCONJ
bracis-28416	111	10	repaired	repair	VERB
bracis-28416	111	11	,	,	PUNCT
bracis-28416	111	12	while	while	SCONJ
bracis-28416	111	13	roofs	roof	NOUN
bracis-28416	111	14	are	be	AUX
bracis-28416	111	15	repaired	repair	VERB
bracis-28416	111	16	more	more	ADV
bracis-28416	111	17	often	often	ADV
bracis-28416	111	18	than	than	SCONJ
bracis-28416	111	19	removed	remove	VERB
bracis-28416	111	20	.	.	PUNCT
bracis-28416	112	1	on	on	ADP
bracis-28416	112	2	the	the	DET
bracis-28416	112	3	other	other	ADJ
bracis-28416	112	4	hand	hand	NOUN
bracis-28416	112	5	,	,	PUNCT
bracis-28416	112	6	131	131	NUM
bracis-28416	112	7	sentences	sentence	NOUN
bracis-28416	112	8	(	(	PUNCT
bracis-28416	112	9	out	out	ADP
bracis-28416	112	10	of	of	ADP
bracis-28416	112	11	273	273	NUM
bracis-28416	112	12	)	)	PUNCT
bracis-28416	112	13	were	be	AUX
bracis-28416	112	14	then	then	ADV
bracis-28416	112	15	found	find	VERB
bracis-28416	112	16	to	to	PART
bracis-28416	112	17	yield	yield	VERB
bracis-28416	112	18	meaningful	meaningful	ADJ
bracis-28416	112	19	examples	example	NOUN
bracis-28416	112	20	even	even	ADV
bracis-28416	112	21	if	if	SCONJ
bracis-28416	112	22	candidates	candidate	NOUN
bracis-28416	112	23	in	in	ADP
bracis-28416	112	24	the	the	DET
bracis-28416	112	25	sentence	sentence	NOUN
bracis-28416	112	26	were	be	AUX
bracis-28416	112	27	switched	switch	VERB
bracis-28416	112	28	.	.	PUNCT
bracis-28416	113	1	this	this	PRON
bracis-28416	113	2	was	be	AUX
bracis-28416	113	3	called	call	VERB
bracis-28416	113	4	“	"	PUNCT
bracis-28416	113	5	swichtability	swichtability	NOUN
bracis-28416	113	6	”	"	PUNCT
bracis-28416	113	7	[	[	X
bracis-28416	113	8	47	47	NUM
bracis-28416	113	9	]	]	PUNCT
bracis-28416	113	10	.	.	PUNCT
bracis-28416	114	1	as	as	ADP
bracis-28416	114	2	an	an	DET
bracis-28416	114	3	example	example	NOUN
bracis-28416	114	4	,	,	PUNCT
bracis-28416	114	5	take	take	VERB
bracis-28416	114	6	bob	bob	PROPN
bracis-28416	114	7	collapsed	collapse	VERB
bracis-28416	114	8	on	on	ADP
bracis-28416	114	9	the	the	DET
bracis-28416	114	10	sidewalk	sidewalk	NOUN
bracis-28416	114	11	.	.	PUNCT
bracis-28416	115	1	soon	soon	ADV
bracis-28416	115	2	he	he	PRON
bracis-28416	115	3	saw	see	VERB
bracis-28416	115	4	carl	carl	PROPN
bracis-28416	115	5	coming	come	VERB
bracis-28416	115	6	to	to	PART
bracis-28416	115	7	help	help	VERB
bracis-28416	115	8	.	.	PUNCT
bracis-28416	116	1	he	he	PRON
bracis-28416	116	2	was	be	AUX
bracis-28416	116	3	very	very	ADV
bracis-28416	116	4	ill	ill	ADV
bracis-28416	116	5	/	/	SYM
bracis-28416	116	6	concerned	concerned	ADJ
bracis-28416	116	7	.	.	PUNCT
bracis-28416	117	1	in	in	ADP
bracis-28416	117	2	this	this	DET
bracis-28416	117	3	sentence	sentence	NOUN
bracis-28416	117	4	,	,	PUNCT
bracis-28416	117	5	bob	bob	PROPN
bracis-28416	117	6	and	and	CCONJ
bracis-28416	117	7	carl	carl	PROPN
bracis-28416	117	8	can	can	AUX
bracis-28416	117	9	be	be	AUX
bracis-28416	117	10	switched	switch	VERB
bracis-28416	117	11	to	to	PART
bracis-28416	117	12	obtain	obtain	VERB
bracis-28416	117	13	an	an	DET
bracis-28416	117	14	equivalent	equivalent	ADJ
bracis-28416	117	15	example	example	NOUN
bracis-28416	117	16	with	with	ADP
bracis-28416	117	17	the	the	DET
bracis-28416	117	18	opposite	opposite	ADJ
bracis-28416	117	19	answers	answer	NOUN
bracis-28416	117	20	.	.	PUNCT
bracis-28416	118	1	such	such	ADJ
bracis-28416	118	2	schemas	schema	NOUN
bracis-28416	118	3	were	be	AUX
bracis-28416	118	4	called	call	VERB
bracis-28416	118	5	“	"	PUNCT
bracis-28416	118	6	switchable	switchable	NOUN
bracis-28416	118	7	”	"	PUNCT
bracis-28416	118	8	.	.	PUNCT
bracis-28416	119	1	trichelair	trichelair	PROPN
bracis-28416	119	2	et	et	PROPN
bracis-28416	119	3	al	al	PROPN
bracis-28416	119	4	.	.	PUNCT
bracis-28416	120	1	[	[	X
bracis-28416	120	2	2018	2018	NUM
bracis-28416	120	3	]	]	PUNCT
bracis-28416	120	4	encouraged	encourage	VERB
bracis-28416	120	5	future	future	ADJ
bracis-28416	120	6	researchers	researcher	NOUN
bracis-28416	120	7	to	to	PART
bracis-28416	120	8	additionally	additionally	ADV
bracis-28416	120	9	report	report	VERB
bracis-28416	120	10	results	result	NOUN
bracis-28416	120	11	on	on	ADP
bracis-28416	120	12	the	the	DET
bracis-28416	120	13	switchable	switchable	NOUN
bracis-28416	120	14	dataset	dataset	NOUN
bracis-28416	120	15	(	(	PUNCT
bracis-28416	120	16	when	when	SCONJ
bracis-28416	120	17	the	the	DET
bracis-28416	120	18	candidates	candidate	NOUN
bracis-28416	120	19	are	be	AUX
bracis-28416	120	20	switched	switch	VERB
bracis-28416	120	21	,	,	PUNCT
bracis-28416	120	22	and	and	CCONJ
bracis-28416	120	23	when	when	SCONJ
bracis-28416	120	24	they	they	PRON
bracis-28416	120	25	are	be	AUX
bracis-28416	120	26	not	not	PART
bracis-28416	120	27	)	)	PUNCT
bracis-28416	120	28	.	.	PUNCT
bracis-28416	121	1	the	the	DET
bracis-28416	121	2	winogrande	winogrande	NOUN
bracis-28416	121	3	team	team	NOUN
bracis-28416	121	4	also	also	ADV
bracis-28416	121	5	discussed	discuss	VERB
bracis-28416	121	6	dataset	dataset	NOUN
bracis-28416	121	7	-	-	PUNCT
bracis-28416	121	8	specific	specific	ADJ
bracis-28416	121	9	biases	bias	NOUN
bracis-28416	121	10	,	,	PUNCT
bracis-28416	121	11	such	such	ADJ
bracis-28416	121	12	as	as	ADP
bracis-28416	121	13	annotation	annotation	NOUN
bracis-28416	121	14	artifacts	artifact	NOUN
bracis-28416	121	15	or	or	CCONJ
bracis-28416	121	16	spurious	spurious	ADJ
bracis-28416	121	17	correlations	correlation	NOUN
bracis-28416	121	18	in	in	ADP
bracis-28416	121	19	crowdsourced	crowdsourced	ADJ
bracis-28416	121	20	datasets	dataset	NOUN
bracis-28416	121	21	.	.	PUNCT
bracis-28416	122	1	their	their	PRON
bracis-28416	122	2	solution	solution	NOUN
bracis-28416	122	3	was	be	AUX
bracis-28416	122	4	to	to	PART
bracis-28416	122	5	develop	develop	VERB
bracis-28416	122	6	an	an	DET
bracis-28416	122	7	unbiased	unbiased	ADJ
bracis-28416	122	8	dataset	dataset	NOUN
bracis-28416	122	9	(	(	PUNCT
bracis-28416	122	10	to	to	PART
bracis-28416	122	11	be	be	AUX
bracis-28416	122	12	robust	robust	ADJ
bracis-28416	122	13	against	against	ADP
bracis-28416	122	14	both	both	DET
bracis-28416	122	15	types	type	NOUN
bracis-28416	122	16	of	of	ADP
bracis-28416	122	17	biases	bias	NOUN
bracis-28416	122	18	discussed	discuss	VERB
bracis-28416	122	19	above	above	ADP
bracis-28416	122	20	[	[	X
bracis-28416	122	21	44	44	NUM
bracis-28416	122	22	]	]	NUM
bracis-28416	122	23	)	)	PUNCT
bracis-28416	122	24	,	,	PUNCT
bracis-28416	122	25	so	so	ADV
bracis-28416	122	26	presenting	present	VERB
bracis-28416	122	27	“	"	PUNCT
bracis-28416	122	28	problems	problem	NOUN
bracis-28416	122	29	that	that	PRON
bracis-28416	122	30	are	be	AUX
bracis-28416	122	31	more	more	ADV
bracis-28416	122	32	challenging	challenging	ADJ
bracis-28416	122	33	by	by	ADP
bracis-28416	122	34	reducing	reduce	VERB
bracis-28416	122	35	such	such	ADJ
bracis-28416	122	36	biases	bias	NOUN
bracis-28416	122	37	,	,	PUNCT
bracis-28416	122	38	while	while	SCONJ
bracis-28416	122	39	also	also	ADV
bracis-28416	122	40	scaling	scale	VERB
bracis-28416	122	41	to	to	ADP
bracis-28416	122	42	a	a	DET
bracis-28416	122	43	significantly	significantly	ADV
bracis-28416	122	44	larger	large	ADJ
bracis-28416	122	45	number	number	NOUN
bracis-28416	122	46	of	of	ADP
bracis-28416	122	47	problems	problem	NOUN
bracis-28416	122	48	(	(	PUNCT
bracis-28416	122	49	273	273	NUM
bracis-28416	122	50	to	to	ADP
bracis-28416	122	51	44k	44k	NUM
bracis-28416	122	52	)	)	PUNCT
bracis-28416	122	53	by	by	ADP
bracis-28416	122	54	crowdsourcing	crowdsource	VERB
bracis-28416	122	55	”	"	PUNCT
bracis-28416	123	1	[	[	X
bracis-28416	123	2	44	44	NUM
bracis-28416	123	3	]	]	PUNCT
bracis-28416	123	4	.	.	PUNCT
bracis-28416	124	1	in	in	ADP
bracis-28416	124	2	the	the	DET
bracis-28416	124	3	second	second	ADJ
bracis-28416	124	4	version	version	NOUN
bracis-28416	124	5	of	of	ADP
bracis-28416	124	6	the	the	DET
bracis-28416	124	7	winogrande	winogrande	NOUN
bracis-28416	124	8	paper	paper	NOUN
bracis-28416	124	9	,	,	PUNCT
bracis-28416	124	10	the	the	DET
bracis-28416	124	11	team	team	NOUN
bracis-28416	124	12	’s	’s	PART
bracis-28416	124	13	declared	declare	VERB
bracis-28416	124	14	ambitions	ambition	NOUN
bracis-28416	124	15	with	with	ADP
bracis-28416	124	16	the	the	DET
bracis-28416	124	17	new	new	ADJ
bracis-28416	124	18	dataset	dataset	NOUN
bracis-28416	124	19	increased	increase	VERB
bracis-28416	124	20	.	.	PUNCT
bracis-28416	125	1	the	the	DET
bracis-28416	125	2	dataset	dataset	NOUN
bracis-28416	125	3	would	would	AUX
bracis-28416	125	4	allow	allow	VERB
bracis-28416	125	5	a	a	DET
bracis-28416	125	6	“	"	PUNCT
bracis-28416	125	7	true	true	ADJ
bracis-28416	125	8	estimation	estimation	NOUN
bracis-28416	125	9	of	of	ADP
bracis-28416	125	10	the	the	DET
bracis-28416	125	11	machine	machine	NOUN
bracis-28416	125	12	commonsense	commonsense	NOUN
bracis-28416	125	13	capabilities	capability	NOUN
bracis-28416	125	14	...	...	PUNCT
bracis-28416	125	15	with	with	ADP
bracis-28416	125	16	44k	44k	PROPN
bracis-28416	125	17	problems	problem	NOUN
bracis-28416	125	18	that	that	PRON
bracis-28416	125	19	are	be	AUX
bracis-28416	125	20	inspired	inspire	VERB
bracis-28416	125	21	by	by	ADP
bracis-28416	125	22	the	the	DET
bracis-28416	125	23	original	original	ADJ
bracis-28416	125	24	design	design	NOUN
bracis-28416	125	25	of	of	ADP
bracis-28416	125	26	wsc	wsc	PROPN
bracis-28416	125	27	,	,	PUNCT
bracis-28416	125	28	but	but	CCONJ
bracis-28416	125	29	modified	modify	VERB
bracis-28416	125	30	to	to	PART
bracis-28416	125	31	improve	improve	VERB
bracis-28416	125	32	both	both	DET
bracis-28416	125	33	the	the	DET
bracis-28416	125	34	scale	scale	NOUN
bracis-28416	125	35	and	and	CCONJ
bracis-28416	125	36	hardness	hardness	NOUN
bracis-28416	125	37	of	of	ADP
bracis-28416	125	38	the	the	DET
bracis-28416	125	39	problems	problem	NOUN
bracis-28416	125	40	”	"	PUNCT
bracis-28416	126	1	[	[	X
bracis-28416	126	2	42	42	NUM
bracis-28416	126	3	,	,	PUNCT
bracis-28416	126	4	43	43	NUM
bracis-28416	126	5	]	]	PUNCT
bracis-28416	126	6	.	.	PUNCT
bracis-28416	127	1	their	their	PRON
bracis-28416	127	2	goal	goal	NOUN
bracis-28416	127	3	was	be	AUX
bracis-28416	127	4	then	then	ADV
bracis-28416	127	5	to	to	PART
bracis-28416	127	6	minimize	minimize	VERB
bracis-28416	127	7	this	this	DET
bracis-28416	127	8	bias	bias	NOUN
bracis-28416	127	9	in	in	ADP
bracis-28416	127	10	the	the	DET
bracis-28416	127	11	original	original	ADJ
bracis-28416	127	12	winograd	winograd	ADJ
bracis-28416	127	13	schema	schema	NOUN
bracis-28416	127	14	.	.	PUNCT
bracis-28416	128	1	the	the	DET
bracis-28416	128	2	key	key	ADJ
bracis-28416	128	3	steps	step	NOUN
bracis-28416	128	4	in	in	ADP
bracis-28416	128	5	winogrande	winogrande	ADJ
bracis-28416	128	6	construction	construction	NOUN
bracis-28416	128	7	consisted	consist	VERB
bracis-28416	128	8	of	of	ADP
bracis-28416	128	9	(	(	PUNCT
bracis-28416	128	10	1	1	X
bracis-28416	128	11	)	)	PUNCT
bracis-28416	128	12	a	a	DET
bracis-28416	128	13	carefully	carefully	ADV
bracis-28416	128	14	designed	design	VERB
bracis-28416	128	15	crowdsourcing	crowdsourcing	NOUN
bracis-28416	128	16	procedure	procedure	NOUN
bracis-28416	128	17	,	,	PUNCT
bracis-28416	128	18	followed	follow	VERB
bracis-28416	128	19	by	by	ADP
bracis-28416	128	20	(	(	PUNCT
bracis-28416	128	21	2	2	X
bracis-28416	128	22	)	)	PUNCT
bracis-28416	128	23	a	a	DET
bracis-28416	128	24	novel	novel	ADJ
bracis-28416	128	25	algorithm	algorithm	NOUN
bracis-28416	128	26	aflite	aflite	NOUN
bracis-28416	128	27	that	that	PRON
bracis-28416	128	28	generalizes	generalize	VERB
bracis-28416	128	29	human	human	ADJ
bracis-28416	128	30	-	-	PUNCT
bracis-28416	128	31	detectable	detectable	ADJ
bracis-28416	128	32	biases	bias	NOUN
bracis-28416	128	33	based	base	VERB
bracis-28416	128	34	on	on	ADP
bracis-28416	128	35	word	word	NOUN
bracis-28416	128	36	occurrences	occurrence	NOUN
bracis-28416	128	37	to	to	ADP
bracis-28416	128	38	machine	machine	NOUN
bracis-28416	128	39	-	-	PUNCT
bracis-28416	128	40	detectable	detectable	ADJ
bracis-28416	128	41	biases	bias	NOUN
bracis-28416	128	42	based	base	VERB
bracis-28416	128	43	on	on	ADP
bracis-28416	128	44	embedding	embed	VERB
bracis-28416	128	45	occurrences	occurrence	NOUN
bracis-28416	128	46	.	.	PUNCT
bracis-28416	129	1	the	the	DET
bracis-28416	129	2	key	key	ADJ
bracis-28416	129	3	motivation	motivation	NOUN
bracis-28416	129	4	for	for	ADP
bracis-28416	129	5	this	this	DET
bracis-28416	129	6	procedure	procedure	NOUN
bracis-28416	129	7	was	be	AUX
bracis-28416	129	8	that	that	SCONJ
bracis-28416	129	9	it	it	PRON
bracis-28416	129	10	is	be	AUX
bracis-28416	129	11	difficult	difficult	ADJ
bracis-28416	129	12	for	for	SCONJ
bracis-28416	129	13	humans	human	NOUN
bracis-28416	129	14	to	to	PART
bracis-28416	129	15	write	write	VERB
bracis-28416	129	16	problems	problem	NOUN
bracis-28416	129	17	without	without	ADP
bracis-28416	129	18	accidentally	accidentally	ADV
bracis-28416	129	19	inserting	insert	VERB
bracis-28416	129	20	unwanted	unwanted	ADJ
bracis-28416	129	21	biases	bias	NOUN
bracis-28416	129	22	.	.	PUNCT
bracis-28416	130	1	after	after	ADP
bracis-28416	130	2	training	train	VERB
bracis-28416	130	3	bert	bert	NOUN
bracis-28416	130	4	[	[	X
bracis-28416	130	5	44	44	NUM
bracis-28416	130	6	]	]	PUNCT
bracis-28416	130	7	and	and	CCONJ
bracis-28416	130	8	roberta	roberta	PROPN
bracis-28416	130	9	[	[	X
bracis-28416	130	10	42	42	NUM
bracis-28416	130	11	]	]	PUNCT
bracis-28416	130	12	in	in	ADP
bracis-28416	130	13	the	the	DET
bracis-28416	130	14	winogrande	winogrande	NOUN
bracis-28416	130	15	-	-	PUNCT
bracis-28416	130	16	all	all	DET
bracis-28416	130	17	dataset	dataset	NOUN
bracis-28416	130	18	and	and	CCONJ
bracis-28416	130	19	achieving	achieve	VERB
bracis-28416	130	20	good	good	ADJ
bracis-28416	130	21	results	result	NOUN
bracis-28416	130	22	,	,	PUNCT
bracis-28416	130	23	the	the	DET
bracis-28416	130	24	team	team	NOUN
bracis-28416	130	25	was	be	AUX
bracis-28416	130	26	somewhat	somewhat	ADV
bracis-28416	130	27	skeptical	skeptical	ADJ
bracis-28416	130	28	about	about	ADP
bracis-28416	130	29	performance	performance	NOUN
bracis-28416	130	30	.	.	PUNCT
bracis-28416	131	1	they	they	PRON
bracis-28416	131	2	questioned	question	VERB
bracis-28416	131	3	whether	whether	SCONJ
bracis-28416	131	4	neural	neural	ADJ
bracis-28416	131	5	language	language	NOUN
bracis-28416	131	6	models	model	NOUN
bracis-28416	131	7	successfully	successfully	ADV
bracis-28416	131	8	acquired	acquire	VERB
bracis-28416	131	9	commonsense	commonsense	NOUN
bracis-28416	131	10	or	or	CCONJ
bracis-28416	131	11	it	it	PRON
bracis-28416	131	12	was	be	AUX
bracis-28416	131	13	just	just	ADV
bracis-28416	131	14	an	an	DET
bracis-28416	131	15	overestimation	overestimation	NOUN
bracis-28416	131	16	of	of	ADP
bracis-28416	131	17	the	the	DET
bracis-28416	131	18	true	true	ADJ
bracis-28416	131	19	capabilities	capability	NOUN
bracis-28416	131	20	of	of	ADP
bracis-28416	131	21	machine	machine	NOUN
bracis-28416	131	22	commonsense	commonsense	NOUN
bracis-28416	131	23	:	:	PUNCT
bracis-28416	131	24	the	the	DET
bracis-28416	131	25	potential	potential	ADJ
bracis-28416	131	26	overestimation	overestimation	NOUN
bracis-28416	131	27	leads	lead	VERB
bracis-28416	131	28	to	to	ADP
bracis-28416	131	29	another	another	DET
bracis-28416	131	30	crucial	crucial	ADJ
bracis-28416	131	31	question	question	NOUN
bracis-28416	131	32	regarding	regard	VERB
bracis-28416	131	33	potential	potential	ADJ
bracis-28416	131	34	unwanted	unwanted	ADJ
bracis-28416	131	35	biases	bias	NOUN
bracis-28416	131	36	that	that	SCONJ
bracis-28416	131	37	the	the	DET
bracis-28416	131	38	large	large	ADJ
bracis-28416	131	39	-	-	PUNCT
bracis-28416	131	40	scale	scale	NOUN
bracis-28416	131	41	neural	neural	ADJ
bracis-28416	131	42	language	language	NOUN
bracis-28416	131	43	models	model	NOUN
bracis-28416	131	44	might	might	AUX
bracis-28416	131	45	be	be	AUX
bracis-28416	131	46	exploiting	exploit	VERB
bracis-28416	131	47	,	,	PUNCT
bracis-28416	131	48	essentially	essentially	ADV
bracis-28416	131	49	solving	solve	VERB
bracis-28416	131	50	the	the	DET
bracis-28416	131	51	problems	problem	NOUN
bracis-28416	131	52	right	right	ADJ
bracis-28416	131	53	,	,	PUNCT
bracis-28416	131	54	but	but	CCONJ
bracis-28416	131	55	for	for	ADP
bracis-28416	131	56	wrong	wrong	ADJ
bracis-28416	131	57	reasons	reason	NOUN
bracis-28416	131	58	.	.	PUNCT
bracis-28416	132	1	...	...	PUNCT
bracis-28416	132	2	while	while	SCONJ
bracis-28416	132	3	such	such	ADJ
bracis-28416	132	4	biases	bias	NOUN
bracis-28416	132	5	and	and	CCONJ
bracis-28416	132	6	annotation	annotation	NOUN
bracis-28416	132	7	artifacts	artifact	NOUN
bracis-28416	132	8	are	be	AUX
bracis-28416	132	9	not	not	PART
bracis-28416	132	10	apparent	apparent	ADJ
bracis-28416	132	11	for	for	ADP
bracis-28416	132	12	individual	individual	ADJ
bracis-28416	132	13	instances	instance	NOUN
bracis-28416	132	14	,	,	PUNCT
bracis-28416	132	15	they	they	PRON
bracis-28416	132	16	get	get	AUX
bracis-28416	132	17	introduced	introduce	VERB
bracis-28416	132	18	in	in	ADP
bracis-28416	132	19	the	the	DET
bracis-28416	132	20	dataset	dataset	NOUN
bracis-28416	132	21	as	as	SCONJ
bracis-28416	132	22	problem	problem	NOUN
bracis-28416	132	23	authors	author	NOUN
bracis-28416	132	24	subconsciously	subconsciously	ADV
bracis-28416	132	25	repeat	repeat	VERB
bracis-28416	132	26	similar	similar	ADJ
bracis-28416	132	27	problem	problem	NOUN
bracis-28416	132	28	-	-	PUNCT
bracis-28416	132	29	crafting	craft	VERB
bracis-28416	132	30	strategies	strategy	NOUN
bracis-28416	132	31	.	.	PUNCT
bracis-28416	133	1	to	to	PART
bracis-28416	133	2	proceed	proceed	VERB
bracis-28416	133	3	,	,	PUNCT
bracis-28416	133	4	we	we	PRON
bracis-28416	133	5	must	must	AUX
bracis-28416	133	6	examine	examine	VERB
bracis-28416	133	7	one	one	NUM
bracis-28416	133	8	key	key	ADJ
bracis-28416	133	9	element	element	NOUN
bracis-28416	133	10	in	in	ADP
bracis-28416	133	11	bert	bert	PROPN
bracis-28416	133	12	(	(	PUNCT
bracis-28416	133	13	and	and	CCONJ
bracis-28416	133	14	roberta	roberta	PROPN
bracis-28416	133	15	)	)	PUNCT
bracis-28416	133	16	training	training	NOUN
bracis-28416	133	17	;	;	PUNCT
bracis-28416	133	18	that	that	ADV
bracis-28416	133	19	is	is	ADV
bracis-28416	133	20	,	,	PUNCT
bracis-28416	133	21	masked	masked	ADJ
bracis-28416	133	22	language	language	NOUN
bracis-28416	133	23	modeling	modeling	NOUN
bracis-28416	133	24	.	.	PUNCT
bracis-28416	134	1	we	we	PRON
bracis-28416	134	2	will	will	AUX
bracis-28416	134	3	then	then	ADV
bracis-28416	134	4	be	be	AUX
bracis-28416	134	5	able	able	ADJ
bracis-28416	134	6	to	to	PART
bracis-28416	134	7	understand	understand	VERB
bracis-28416	134	8	the	the	DET
bracis-28416	134	9	way	way	NOUN
bracis-28416	134	10	commonsense	commonsense	NOUN
bracis-28416	134	11	is	be	AUX
bracis-28416	134	12	absorbed	absorb	VERB
bracis-28416	134	13	by	by	ADP
bracis-28416	134	14	llms	llm	NOUN
bracis-28416	134	15	.	.	PUNCT
bracis-28416	135	1	4	4	NUM
bracis-28416	135	2	bert	bert	NOUN
bracis-28416	135	3	and	and	CCONJ
bracis-28416	135	4	 	 	SPACE
bracis-28416	135	5	cloze	cloze	NOUN
bracis-28416	135	6	procedures	procedure	NOUN
bracis-28416	135	7	the	the	DET
bracis-28416	135	8	bidirectional	bidirectional	ADJ
bracis-28416	135	9	encoder	encoder	NOUN
bracis-28416	135	10	representations	representation	VERB
bracis-28416	135	11	from	from	ADP
bracis-28416	135	12	transformers	transformer	NOUN
bracis-28416	135	13	,	,	PUNCT
bracis-28416	135	14	bert	bert	PROPN
bracis-28416	135	15	for	for	ADP
bracis-28416	135	16	short	short	ADJ
bracis-28416	135	17	,	,	PUNCT
bracis-28416	135	18	is	be	AUX
bracis-28416	135	19	an	an	DET
bracis-28416	135	20	llm	llm	NOUN
bracis-28416	135	21	that	that	PRON
bracis-28416	135	22	handles	handle	VERB
bracis-28416	135	23	contextual	contextual	ADJ
bracis-28416	135	24	information	information	NOUN
bracis-28416	135	25	in	in	ADP
bracis-28416	135	26	the	the	DET
bracis-28416	135	27	pretraining	pretraine	VERB
bracis-28416	135	28	phase	phase	NOUN
bracis-28416	135	29	.	.	PUNCT
bracis-28416	136	1	notable	notable	ADJ
bracis-28416	136	2	previous	previous	ADJ
bracis-28416	136	3	efforts	effort	NOUN
bracis-28416	136	4	can	can	AUX
bracis-28416	136	5	be	be	AUX
bracis-28416	136	6	cited	cite	VERB
bracis-28416	136	7	:	:	PUNCT
bracis-28416	136	8	semi	semi	ADJ
bracis-28416	136	9	-	-	ADJ
bracis-28416	136	10	supervised	supervised	ADJ
bracis-28416	136	11	sequence	sequence	NOUN
bracis-28416	136	12	learning	learning	NOUN
bracis-28416	136	13	was	be	AUX
bracis-28416	136	14	developed	develop	VERB
bracis-28416	136	15	in	in	ADP
bracis-28416	136	16	2015	2015	NUM
bracis-28416	137	1	[	[	X
bracis-28416	137	2	9],footnote	9],footnote	NOUN
bracis-28416	137	3	2	2	NUM
bracis-28416	137	4	and	and	CCONJ
bracis-28416	137	5	well	well	ADV
bracis-28416	137	6	designed	design	VERB
bracis-28416	137	7	embeddings	embedding	NOUN
bracis-28416	137	8	(	(	PUNCT
bracis-28416	137	9	elmo	elmo	PROPN
bracis-28416	137	10	)	)	PUNCT
bracis-28416	137	11	appeared	appear	VERB
bracis-28416	137	12	in	in	ADP
bracis-28416	137	13	2017	2017	NUM
bracis-28416	137	14	 	 	SPACE
bracis-28416	137	15	[	[	X
bracis-28416	137	16	36	36	NUM
bracis-28416	137	17	]	]	PUNCT
bracis-28416	137	18	.	.	PUNCT
bracis-28416	138	1	the	the	DET
bracis-28416	138	2	problem	problem	NOUN
bracis-28416	138	3	with	with	ADP
bracis-28416	138	4	those	those	DET
bracis-28416	138	5	efforts	effort	NOUN
bracis-28416	138	6	is	be	AUX
bracis-28416	138	7	that	that	SCONJ
bracis-28416	138	8	they	they	PRON
bracis-28416	138	9	only	only	ADV
bracis-28416	138	10	used	use	VERB
bracis-28416	138	11	either	either	CCONJ
bracis-28416	138	12	left	leave	VERB
bracis-28416	138	13	context	context	NOUN
bracis-28416	138	14	or	or	CCONJ
bracis-28416	138	15	right	right	ADJ
bracis-28416	138	16	context	context	NOUN
bracis-28416	138	17	of	of	ADP
bracis-28416	138	18	a	a	DET
bracis-28416	138	19	word	word	NOUN
bracis-28416	138	20	,	,	PUNCT
bracis-28416	138	21	but	but	CCONJ
bracis-28416	138	22	language	language	NOUN
bracis-28416	138	23	understanding	understanding	NOUN
bracis-28416	138	24	is	be	AUX
bracis-28416	138	25	bidirectional	bidirectional	ADJ
bracis-28416	138	26	,	,	PUNCT
bracis-28416	138	27	as	as	SCONJ
bracis-28416	138	28	indicated	indicate	VERB
bracis-28416	138	29	in	in	ADP
bracis-28416	138	30	decades	decade	NOUN
bracis-28416	138	31	of	of	ADP
bracis-28416	138	32	psychological	psychological	ADJ
bracis-28416	138	33	studies	study	NOUN
bracis-28416	138	34	,	,	PUNCT
bracis-28416	138	35	particularly	particularly	ADV
bracis-28416	138	36	in	in	ADP
bracis-28416	138	37	gestalt	gestalt	NOUN
bracis-28416	138	38	theory	theory	NOUN
bracis-28416	138	39	,	,	PUNCT
bracis-28416	138	40	and	and	CCONJ
bracis-28416	138	41	in	in	ADP
bracis-28416	138	42	philosophical	philosophical	ADJ
bracis-28416	138	43	discussion	discussion	NOUN
bracis-28416	138	44	dating	date	VERB
bracis-28416	138	45	back	back	ADV
bracis-28416	138	46	to	to	ADP
bracis-28416	138	47	frege	frege	VERB
bracis-28416	138	48	[	[	X
bracis-28416	138	49	16	16	NUM
bracis-28416	138	50	]	]	PUNCT
bracis-28416	138	51	.	.	PUNCT
bracis-28416	139	1	the	the	DET
bracis-28416	139	2	main	main	ADJ
bracis-28416	139	3	idea	idea	NOUN
bracis-28416	139	4	there	there	PRON
bracis-28416	139	5	is	be	VERB
bracis-28416	139	6	that	that	DET
bracis-28416	139	7	meaning	meaning	NOUN
bracis-28416	139	8	lies	lie	VERB
bracis-28416	139	9	in	in	ADP
bracis-28416	139	10	a	a	DET
bracis-28416	139	11	sentence	sentence	NOUN
bracis-28416	139	12	and	and	CCONJ
bracis-28416	139	13	not	not	PART
bracis-28416	139	14	in	in	ADP
bracis-28416	139	15	single	single	ADJ
bracis-28416	139	16	words	word	NOUN
bracis-28416	139	17	.	.	PUNCT
bracis-28416	140	1	for	for	ADP
bracis-28416	140	2	a	a	DET
bracis-28416	140	3	century	century	NOUN
bracis-28416	140	4	now	now	ADV
bracis-28416	140	5	,	,	PUNCT
bracis-28416	140	6	experimenters	experimenter	NOUN
bracis-28416	140	7	have	have	AUX
bracis-28416	140	8	been	be	AUX
bracis-28416	140	9	reporting	report	VERB
bracis-28416	140	10	findings	finding	NOUN
bracis-28416	140	11	that	that	PRON
bracis-28416	140	12	may	may	AUX
bracis-28416	140	13	be	be	AUX
bracis-28416	140	14	interpreted	interpret	VERB
bracis-28416	140	15	as	as	ADP
bracis-28416	140	16	showing	show	VERB
bracis-28416	140	17	that	that	PRON
bracis-28416	140	18	language	language	NOUN
bracis-28416	140	19	behavior	behavior	NOUN
bracis-28416	140	20	depends	depend	VERB
bracis-28416	140	21	on	on	ADP
bracis-28416	140	22	total	total	ADJ
bracis-28416	140	23	context	context	NOUN
bracis-28416	140	24	:	:	PUNCT
bracis-28416	140	25	the	the	DET
bracis-28416	140	26	results	result	NOUN
bracis-28416	140	27	indicate	indicate	VERB
bracis-28416	140	28	that	that	SCONJ
bracis-28416	140	29	the	the	DET
bracis-28416	140	30	ability	ability	NOUN
bracis-28416	140	31	to	to	PART
bracis-28416	140	32	identify	identify	VERB
bracis-28416	140	33	,	,	PUNCT
bracis-28416	140	34	learn	learn	VERB
bracis-28416	140	35	,	,	PUNCT
bracis-28416	140	36	recognize	recognize	VERB
bracis-28416	140	37	,	,	PUNCT
bracis-28416	140	38	remember	remember	VERB
bracis-28416	140	39	or	or	CCONJ
bracis-28416	140	40	produce	produce	VERB
bracis-28416	140	41	any	any	DET
bracis-28416	140	42	language	language	NOUN
bracis-28416	140	43	“	"	PUNCT
bracis-28416	140	44	symbol	symbol	NOUN
bracis-28416	140	45	”	"	PUNCT
bracis-28416	140	46	(	(	PUNCT
bracis-28416	140	47	element	element	NOUN
bracis-28416	140	48	or	or	CCONJ
bracis-28416	140	49	pattern	pattern	NOUN
bracis-28416	140	50	)	)	PUNCT
bracis-28416	140	51	depends	depend	VERB
bracis-28416	140	52	heavily	heavily	ADV
bracis-28416	140	53	on	on	ADP
bracis-28416	140	54	the	the	DET
bracis-28416	140	55	variable	variable	ADJ
bracis-28416	140	56	degrees	degree	NOUN
bracis-28416	140	57	to	to	PART
bracis-28416	140	58	which	which	PRON
bracis-28416	140	59	it	it	PRON
bracis-28416	140	60	is	be	AUX
bracis-28416	140	61	associated	associate	VERB
bracis-28416	140	62	with	with	ADP
bracis-28416	140	63	everything	everything	PRON
bracis-28416	140	64	else	else	ADV
bracis-28416	140	65	by	by	ADP
bracis-28416	140	66	larger	large	ADJ
bracis-28416	140	67	and	and	CCONJ
bracis-28416	140	68	meaningful	meaningful	ADJ
bracis-28416	140	69	(	(	PUNCT
bracis-28416	140	70	familiar	familiar	ADJ
bracis-28416	140	71	)	)	PUNCT
bracis-28416	140	72	overall	overall	ADJ
bracis-28416	140	73	combinations	combination	NOUN
bracis-28416	140	74	.	.	PUNCT
bracis-28416	141	1	[	[	X
bracis-28416	141	2	31	31	NUM
bracis-28416	141	3	]	]	PUNCT
bracis-28416	141	4	the	the	DET
bracis-28416	141	5	authors	author	NOUN
bracis-28416	141	6	of	of	ADP
bracis-28416	141	7	bert	bert	PROPN
bracis-28416	141	8	proposed	propose	VERB
bracis-28416	141	9	a	a	DET
bracis-28416	141	10	solution	solution	NOUN
bracis-28416	141	11	for	for	ADP
bracis-28416	141	12	bidirectional	bidirectional	ADJ
bracis-28416	141	13	language	language	NOUN
bracis-28416	141	14	learning	learning	NOUN
bracis-28416	141	15	,	,	PUNCT
bracis-28416	141	16	where	where	SCONJ
bracis-28416	141	17	they	they	PRON
bracis-28416	141	18	masked	mask	VERB
bracis-28416	141	19	out	out	ADP
bracis-28416	141	20	k%	k%	NOUN
bracis-28416	141	21	words	word	NOUN
bracis-28416	141	22	during	during	ADP
bracis-28416	141	23	training	training	NOUN
bracis-28416	141	24	.	.	PUNCT
bracis-28416	142	1	the	the	DET
bracis-28416	142	2	authors	author	NOUN
bracis-28416	142	3	of	of	ADP
bracis-28416	142	4	bert	bert	PROPN
bracis-28416	142	5	explicitly	explicitly	ADV
bracis-28416	142	6	mentioned	mention	VERB
bracis-28416	142	7	the	the	DET
bracis-28416	142	8	psychological	psychological	ADJ
bracis-28416	142	9	test	test	NOUN
bracis-28416	142	10	called	call	VERB
bracis-28416	142	11	cloze	cloze	NOUN
bracis-28416	142	12	test	test	NOUN
bracis-28416	142	13	,	,	PUNCT
bracis-28416	142	14	also	also	ADV
bracis-28416	142	15	known	know	VERB
bracis-28416	142	16	as	as	ADP
bracis-28416	142	17	cloze	cloze	NOUN
bracis-28416	142	18	procedure	procedure	NOUN
bracis-28416	142	19	,	,	PUNCT
bracis-28416	142	20	in	in	ADP
bracis-28416	142	21	their	their	PRON
bracis-28416	142	22	commentary	commentary	NOUN
bracis-28416	142	23	about	about	ADP
bracis-28416	142	24	bert.footnote	bert.footnote	ADV
bracis-28416	142	25	3	3	NUM
bracis-28416	142	26	in	in	ADP
bracis-28416	142	27	our	our	PRON
bracis-28416	142	28	analysis	analysis	NOUN
bracis-28416	142	29	,	,	PUNCT
bracis-28416	142	30	this	this	PRON
bracis-28416	142	31	is	be	AUX
bracis-28416	142	32	an	an	DET
bracis-28416	142	33	essential	essential	ADJ
bracis-28416	142	34	character	character	NOUN
bracis-28416	142	35	in	in	ADP
bracis-28416	142	36	the	the	DET
bracis-28416	142	37	death	death	NOUN
bracis-28416	142	38	of	of	ADP
bracis-28416	142	39	the	the	DET
bracis-28416	142	40	wsc	wsc	PROPN
bracis-28416	142	41	,	,	PUNCT
bracis-28416	142	42	so	so	SCONJ
bracis-28416	142	43	it	it	PRON
bracis-28416	142	44	pays	pay	VERB
bracis-28416	142	45	to	to	PART
bracis-28416	142	46	examine	examine	VERB
bracis-28416	142	47	cloze	cloze	NOUN
bracis-28416	142	48	procedures	procedure	NOUN
bracis-28416	142	49	in	in	ADP
bracis-28416	142	50	more	more	ADJ
bracis-28416	142	51	detail	detail	NOUN
bracis-28416	142	52	.	.	PUNCT
bracis-28416	143	1	a	a	DET
bracis-28416	143	2	cloze	cloze	NOUN
bracis-28416	143	3	procedure	procedure	NOUN
bracis-28416	143	4	is	be	AUX
bracis-28416	143	5	a	a	DET
bracis-28416	143	6	psychological	psychological	ADJ
bracis-28416	143	7	tool	tool	NOUN
bracis-28416	143	8	for	for	ADP
bracis-28416	143	9	measuring	measure	VERB
bracis-28416	143	10	the	the	DET
bracis-28416	143	11	effectiveness	effectiveness	NOUN
bracis-28416	143	12	of	of	ADP
bracis-28416	143	13	communication	communication	NOUN
bracis-28416	143	14	,	,	PUNCT
bracis-28416	143	15	introduced	introduce	VERB
bracis-28416	143	16	in	in	ADP
bracis-28416	143	17	1953	1953	NUM
bracis-28416	143	18	by	by	ADP
bracis-28416	143	19	wilson	wilson	PROPN
bracis-28416	143	20	taylor	taylor	PROPN
bracis-28416	144	1	[	[	X
bracis-28416	144	2	45	45	NUM
bracis-28416	144	3	]	]	PUNCT
bracis-28416	144	4	.	.	PUNCT
bracis-28416	145	1	such	such	DET
bracis-28416	145	2	a	a	DET
bracis-28416	145	3	procedure	procedure	NOUN
bracis-28416	145	4	is	be	AUX
bracis-28416	145	5	based	base	VERB
bracis-28416	145	6	on	on	ADP
bracis-28416	145	7	cloze	cloze	NOUN
bracis-28416	145	8	units	unit	NOUN
bracis-28416	145	9	,	,	PUNCT
bracis-28416	145	10	in	in	ADP
bracis-28416	145	11	which	which	PRON
bracis-28416	145	12	the	the	DET
bracis-28416	145	13	word	word	NOUN
bracis-28416	145	14	“	"	PUNCT
bracis-28416	145	15	cloze	cloze	NOUN
bracis-28416	145	16	”	"	PUNCT
bracis-28416	145	17	derives	derive	VERB
bracis-28416	145	18	from	from	ADP
bracis-28416	145	19	the	the	DET
bracis-28416	145	20	concept	concept	NOUN
bracis-28416	145	21	of	of	ADP
bracis-28416	145	22	closure	closure	NOUN
bracis-28416	145	23	.	.	PUNCT
bracis-28416	146	1	gestalt	gestalt	NOUN
bracis-28416	146	2	psychology	psychology	NOUN
bracis-28416	146	3	defines	define	VERB
bracis-28416	146	4	the	the	DET
bracis-28416	146	5	latter	latter	ADJ
bracis-28416	146	6	concept	concept	NOUN
bracis-28416	146	7	as	as	ADP
bracis-28416	146	8	the	the	DET
bracis-28416	146	9	human	human	ADJ
bracis-28416	146	10	tendency	tendency	NOUN
bracis-28416	146	11	to	to	PART
bracis-28416	146	12	complete	complete	VERB
bracis-28416	146	13	a	a	DET
bracis-28416	146	14	familiar	familiar	ADJ
bracis-28416	146	15	but	but	CCONJ
bracis-28416	146	16	not	not	PART
bracis-28416	146	17	-	-	PUNCT
bracis-28416	146	18	quite	quite	ADV
bracis-28416	146	19	-	-	PUNCT
bracis-28416	146	20	finished	finish	VERB
bracis-28416	146	21	pattern	pattern	NOUN
bracis-28416	146	22	—	—	PUNCT
bracis-28416	146	23	for	for	ADP
bracis-28416	146	24	instance	instance	NOUN
bracis-28416	146	25	,	,	PUNCT
bracis-28416	146	26	when	when	SCONJ
bracis-28416	146	27	seeing	see	VERB
bracis-28416	146	28	a	a	DET
bracis-28416	146	29	broken	broken	ADJ
bracis-28416	146	30	circle	circle	NOUN
bracis-28416	146	31	as	as	ADP
bracis-28416	146	32	a	a	DET
bracis-28416	146	33	whole	whole	ADJ
bracis-28416	146	34	one	one	NOUN
bracis-28416	146	35	.	.	PUNCT
bracis-28416	147	1	in	in	ADP
bracis-28416	147	2	other	other	ADJ
bracis-28416	147	3	words	word	NOUN
bracis-28416	147	4	,	,	PUNCT
bracis-28416	147	5	“	"	PUNCT
bracis-28416	147	6	closure	closure	NOUN
bracis-28416	147	7	”	"	PUNCT
bracis-28416	147	8	refers	refer	VERB
bracis-28416	147	9	to	to	ADP
bracis-28416	147	10	our	our	PRON
bracis-28416	147	11	natural	natural	ADJ
bracis-28416	147	12	tendency	tendency	NOUN
bracis-28416	147	13	to	to	PART
bracis-28416	147	14	mentally	mentally	ADV
bracis-28416	147	15	close	close	ADJ
bracis-28416	147	16	gaps	gap	NOUN
bracis-28416	147	17	.	.	PUNCT
bracis-28416	148	1	the	the	DET
bracis-28416	148	2	same	same	ADJ
bracis-28416	148	3	tendency	tendency	NOUN
bracis-28416	148	4	applies	apply	VERB
bracis-28416	148	5	to	to	ADP
bracis-28416	148	6	language	language	NOUN
bracis-28416	148	7	;	;	PUNCT
bracis-28416	148	8	for	for	ADP
bracis-28416	148	9	instance	instance	NOUN
bracis-28416	148	10	,	,	PUNCT
bracis-28416	148	11	given	give	VERB
bracis-28416	148	12	“	"	PUNCT
bracis-28416	148	13	chickens	chicken	NOUN
bracis-28416	148	14	cackle	cackle	ADJ
bracis-28416	148	15	and	and	CCONJ
bracis-28416	148	16	—	—	PUNCT
bracis-28416	148	17	quack	quack	INTJ
bracis-28416	148	18	”	"	PUNCT
bracis-28416	148	19	almost	almost	ADV
bracis-28416	148	20	anyone	anyone	PRON
bracis-28416	148	21	can	can	AUX
bracis-28416	148	22	instantly	instantly	ADV
bracis-28416	148	23	supply	supply	VERB
bracis-28416	148	24	“	"	PUNCT
bracis-28416	148	25	ducks	duck	NOUN
bracis-28416	148	26	”	"	PUNCT
bracis-28416	148	27	[	[	X
bracis-28416	148	28	45	45	NUM
bracis-28416	148	29	]	]	PUNCT
bracis-28416	148	30	.	.	PUNCT
bracis-28416	149	1	in	in	ADP
bracis-28416	149	2	a	a	DET
bracis-28416	149	3	cloze	cloze	NOUN
bracis-28416	149	4	procedure	procedure	NOUN
bracis-28416	149	5	,	,	PUNCT
bracis-28416	149	6	if	if	SCONJ
bracis-28416	149	7	the	the	DET
bracis-28416	149	8	word	word	NOUN
bracis-28416	149	9	uttered	utter	VERB
bracis-28416	149	10	by	by	ADP
bracis-28416	149	11	a	a	DET
bracis-28416	149	12	human	human	ADJ
bracis-28416	149	13	subject	subject	NOUN
bracis-28416	149	14	is	be	AUX
bracis-28416	149	15	really	really	ADV
bracis-28416	149	16	the	the	DET
bracis-28416	149	17	same	same	ADJ
bracis-28416	149	18	as	as	ADP
bracis-28416	149	19	the	the	DET
bracis-28416	149	20	word	word	NOUN
bracis-28416	149	21	omitted	omit	VERB
bracis-28416	149	22	,	,	PUNCT
bracis-28416	149	23	the	the	DET
bracis-28416	149	24	person	person	NOUN
bracis-28416	149	25	scores	score	VERB
bracis-28416	149	26	one	one	NUM
bracis-28416	149	27	cloze	cloze	NOUN
bracis-28416	149	28	unit	unit	NOUN
bracis-28416	149	29	for	for	ADP
bracis-28416	149	30	correctly	correctly	ADV
bracis-28416	149	31	closing	close	VERB
bracis-28416	149	32	the	the	DET
bracis-28416	149	33	gap	gap	NOUN
bracis-28416	149	34	in	in	ADP
bracis-28416	149	35	the	the	DET
bracis-28416	149	36	language	language	NOUN
bracis-28416	149	37	pattern	pattern	NOUN
bracis-28416	149	38	.	.	PUNCT
bracis-28416	150	1	it	it	PRON
bracis-28416	150	2	should	should	AUX
bracis-28416	150	3	be	be	AUX
bracis-28416	150	4	clear	clear	ADJ
bracis-28416	150	5	that	that	SCONJ
bracis-28416	150	6	a	a	DET
bracis-28416	150	7	cloze	cloze	NOUN
bracis-28416	150	8	procedure	procedure	NOUN
bracis-28416	150	9	is	be	AUX
bracis-28416	150	10	really	really	ADV
bracis-28416	150	11	similar	similar	ADJ
bracis-28416	150	12	to	to	ADP
bracis-28416	150	13	masked	mask	VERB
bracis-28416	150	14	language	language	NOUN
bracis-28416	150	15	modeling	modeling	NOUN
bracis-28416	150	16	as	as	SCONJ
bracis-28416	150	17	performed	perform	VERB
bracis-28416	150	18	when	when	SCONJ
bracis-28416	150	19	learning	learn	VERB
bracis-28416	150	20	bert	bert	NOUN
bracis-28416	150	21	and	and	CCONJ
bracis-28416	150	22	similar	similar	ADJ
bracis-28416	150	23	large	large	ADJ
bracis-28416	150	24	language	language	NOUN
bracis-28416	150	25	models	model	NOUN
bracis-28416	150	26	.	.	PUNCT
bracis-28416	151	1	for	for	SCONJ
bracis-28416	151	2	our	our	PRON
bracis-28416	151	3	investigation	investigation	NOUN
bracis-28416	151	4	to	to	PART
bracis-28416	151	5	proceed	proceed	VERB
bracis-28416	151	6	,	,	PUNCT
bracis-28416	151	7	it	it	PRON
bracis-28416	151	8	makes	make	VERB
bracis-28416	151	9	sense	sense	NOUN
bracis-28416	151	10	to	to	PART
bracis-28416	151	11	examine	examine	VERB
bracis-28416	151	12	in	in	ADP
bracis-28416	151	13	more	more	ADJ
bracis-28416	151	14	detail	detail	NOUN
bracis-28416	151	15	the	the	DET
bracis-28416	151	16	definition	definition	NOUN
bracis-28416	151	17	of	of	ADP
bracis-28416	151	18	linguistic	linguistic	ADJ
bracis-28416	151	19	commonsense	commonsense	NOUN
bracis-28416	151	20	:	:	PUNCT
bracis-28416	151	21	[	[	X
bracis-28416	151	22	t]he	t]he	X
bracis-28416	151	23	sentence	sentence	NOUN
bracis-28416	151	24	pattern	pattern	NOUN
bracis-28416	151	25	is	be	AUX
bracis-28416	151	26	a	a	DET
bracis-28416	151	27	complex	complex	ADJ
bracis-28416	151	28	one	one	NOUN
bracis-28416	151	29	made	make	VERB
bracis-28416	151	30	up	up	ADP
bracis-28416	151	31	of	of	ADP
bracis-28416	151	32	many	many	ADJ
bracis-28416	151	33	subpatterns	subpattern	NOUN
bracis-28416	151	34	.	.	PUNCT
bracis-28416	152	1	one	one	PRON
bracis-28416	152	2	must	must	AUX
bracis-28416	152	3	know	know	VERB
bracis-28416	152	4	not	not	PART
bracis-28416	152	5	only	only	ADV
bracis-28416	152	6	the	the	DET
bracis-28416	152	7	meanings	meaning	NOUN
bracis-28416	152	8	(	(	PUNCT
bracis-28416	152	9	i.e.	i.e.	X
bracis-28416	152	10	,	,	PUNCT
bracis-28416	152	11	patterns	pattern	NOUN
bracis-28416	152	12	of	of	ADP
bracis-28416	152	13	symbolmeaning	symbolmeane	VERB
bracis-28416	152	14	relationships	relationship	NOUN
bracis-28416	152	15	)	)	PUNCT
bracis-28416	152	16	and	and	CCONJ
bracis-28416	152	17	forms	form	NOUN
bracis-28416	152	18	(	(	PUNCT
bracis-28416	152	19	patterns	pattern	NOUN
bracis-28416	152	20	of	of	ADP
bracis-28416	152	21	letters	letter	NOUN
bracis-28416	152	22	)	)	PUNCT
bracis-28416	152	23	of	of	ADP
bracis-28416	152	24	all	all	DET
bracis-28416	152	25	the	the	DET
bracis-28416	152	26	five	five	NUM
bracis-28416	152	27	words	word	NOUN
bracis-28416	152	28	,	,	PUNCT
bracis-28416	152	29	but	but	CCONJ
bracis-28416	152	30	also	also	ADV
bracis-28416	152	31	the	the	DET
bracis-28416	152	32	meanings	meaning	NOUN
bracis-28416	152	33	of	of	ADP
bracis-28416	152	34	given	give	VERB
bracis-28416	152	35	combinations	combination	NOUN
bracis-28416	152	36	of	of	ADP
bracis-28416	152	37	them	they	PRON
bracis-28416	152	38	–	–	PUNCT
bracis-28416	152	39	plus	plus	CCONJ
bracis-28416	152	40	the	the	DET
bracis-28416	152	41	fact	fact	NOUN
bracis-28416	152	42	that	that	SCONJ
bracis-28416	152	43	the	the	DET
bracis-28416	152	44	sentence	sentence	NOUN
bracis-28416	152	45	structure	structure	NOUN
bracis-28416	152	46	seems	seem	VERB
bracis-28416	152	47	to	to	PART
bracis-28416	152	48	demand	demand	VERB
bracis-28416	152	49	a	a	DET
bracis-28416	152	50	term	term	NOUN
bracis-28416	152	51	parallel	parallel	ADJ
bracis-28416	152	52	to	to	ADP
bracis-28416	152	53	“	"	PUNCT
bracis-28416	152	54	cackle	cackle	ADJ
bracis-28416	152	55	”	"	PUNCT
bracis-28416	152	56	but	but	CCONJ
bracis-28416	152	57	associated	associate	VERB
bracis-28416	152	58	with	with	ADP
bracis-28416	152	59	ducks	duck	NOUN
bracis-28416	152	60	instead	instead	ADV
bracis-28416	152	61	of	of	ADP
bracis-28416	152	62	chickens	chicken	NOUN
bracis-28416	152	63	.	.	PUNCT
bracis-28416	153	1	in	in	ADP
bracis-28416	153	2	other	other	ADJ
bracis-28416	153	3	words	word	NOUN
bracis-28416	153	4	,	,	PUNCT
bracis-28416	153	5	one	one	PRON
bracis-28416	153	6	must	must	AUX
bracis-28416	153	7	guess	guess	VERB
bracis-28416	153	8	what	what	PRON
bracis-28416	153	9	the	the	DET
bracis-28416	153	10	mutilated	mutilate	VERB
bracis-28416	153	11	sentence	sentence	NOUN
bracis-28416	153	12	means	mean	VERB
bracis-28416	153	13	as	as	ADP
bracis-28416	153	14	a	a	DET
bracis-28416	153	15	whole	whole	NOUN
bracis-28416	153	16	,	,	PUNCT
bracis-28416	153	17	then	then	ADV
bracis-28416	153	18	complete	complete	VERB
bracis-28416	153	19	its	its	PRON
bracis-28416	153	20	pattern	pattern	NOUN
bracis-28416	153	21	to	to	PART
bracis-28416	153	22	fit	fit	VERB
bracis-28416	153	23	that	that	DET
bracis-28416	153	24	whole	whole	ADJ
bracis-28416	153	25	meaning	meaning	NOUN
bracis-28416	153	26	.	.	PUNCT
bracis-28416	154	1	[	[	X
bracis-28416	154	2	emphases	emphasis	NOUN
bracis-28416	154	3	added	add	VERB
bracis-28416	154	4	]	]	PUNCT
bracis-28416	155	1	[	[	X
bracis-28416	155	2	45	45	NUM
bracis-28416	155	3	]	]	PUNCT
bracis-28416	155	4	any	any	DET
bracis-28416	155	5	method	method	NOUN
bracis-28416	155	6	that	that	PRON
bracis-28416	155	7	intercepts	intercept	VERB
bracis-28416	155	8	a	a	DET
bracis-28416	155	9	message	message	NOUN
bracis-28416	155	10	from	from	ADP
bracis-28416	155	11	a	a	DET
bracis-28416	155	12	“	"	PUNCT
bracis-28416	155	13	transmitter	transmitter	NOUN
bracis-28416	155	14	”	"	PUNCT
bracis-28416	155	15	(	(	PUNCT
bracis-28416	155	16	writer	writer	NOUN
bracis-28416	155	17	or	or	CCONJ
bracis-28416	155	18	speaker	speaker	NOUN
bracis-28416	155	19	)	)	PUNCT
bracis-28416	155	20	,	,	PUNCT
bracis-28416	155	21	mutilates	mutilate	VERB
bracis-28416	155	22	it	it	PRON
bracis-28416	155	23	,	,	PUNCT
bracis-28416	155	24	and	and	CCONJ
bracis-28416	155	25	administers	administer	VERB
bracis-28416	155	26	it	it	PRON
bracis-28416	155	27	to	to	ADP
bracis-28416	155	28	“	"	PUNCT
bracis-28416	155	29	receivers	receivers	PROPN
bracis-28416	155	30	”	"	PUNCT
bracis-28416	155	31	(	(	PUNCT
bracis-28416	155	32	readers	reader	NOUN
bracis-28416	155	33	or	or	CCONJ
bracis-28416	155	34	listeners	listener	NOUN
bracis-28416	155	35	)	)	PUNCT
bracis-28416	155	36	that	that	PRON
bracis-28416	155	37	then	then	ADV
bracis-28416	155	38	attempt	attempt	VERB
bracis-28416	155	39	to	to	PART
bracis-28416	155	40	fill	fill	VERB
bracis-28416	155	41	the	the	DET
bracis-28416	155	42	missing	miss	VERB
bracis-28416	155	43	parts	part	NOUN
bracis-28416	155	44	,	,	PUNCT
bracis-28416	155	45	is	be	AUX
bracis-28416	155	46	a	a	DET
bracis-28416	155	47	method	method	NOUN
bracis-28416	155	48	that	that	PRON
bracis-28416	155	49	potentially	potentially	ADV
bracis-28416	155	50	yields	yield	VERB
bracis-28416	155	51	a	a	DET
bracis-28416	155	52	number	number	NOUN
bracis-28416	155	53	of	of	ADP
bracis-28416	155	54	cloze	cloze	NOUN
bracis-28416	155	55	units	unit	NOUN
bracis-28416	155	56	.	.	PUNCT
bracis-28416	156	1	as	as	SCONJ
bracis-28416	156	2	taylor	taylor	PROPN
bracis-28416	156	3	argued	argue	VERB
bracis-28416	156	4	,	,	PUNCT
bracis-28416	156	5	different	different	ADJ
bracis-28416	156	6	persons	person	NOUN
bracis-28416	156	7	may	may	AUX
bracis-28416	156	8	express	express	VERB
bracis-28416	156	9	the	the	DET
bracis-28416	156	10	same	same	ADJ
bracis-28416	156	11	meaning	meaning	NOUN
bracis-28416	156	12	in	in	ADP
bracis-28416	156	13	somewhat	somewhat	ADV
bracis-28416	156	14	differing	differing	ADJ
bracis-28416	156	15	ways	way	NOUN
bracis-28416	156	16	,	,	PUNCT
bracis-28416	156	17	and	and	CCONJ
bracis-28416	156	18	the	the	DET
bracis-28416	156	19	same	same	ADJ
bracis-28416	156	20	language	language	NOUN
bracis-28416	156	21	patterns	pattern	NOUN
bracis-28416	156	22	may	may	AUX
bracis-28416	156	23	have	have	VERB
bracis-28416	156	24	differing	differ	VERB
bracis-28416	156	25	meanings	meaning	NOUN
bracis-28416	156	26	for	for	ADP
bracis-28416	156	27	different	different	ADJ
bracis-28416	156	28	people	people	NOUN
bracis-28416	156	29	.	.	PUNCT
bracis-28416	157	1	the	the	DET
bracis-28416	157	2	total	total	ADJ
bracis-28416	157	3	context	context	NOUN
bracis-28416	157	4	of	of	ADP
bracis-28416	157	5	a	a	DET
bracis-28416	157	6	language	language	NOUN
bracis-28416	157	7	behavior	behavior	NOUN
bracis-28416	157	8	,	,	PUNCT
bracis-28416	157	9	such	such	ADJ
bracis-28416	157	10	as	as	ADP
bracis-28416	157	11	the	the	DET
bracis-28416	157	12	one	one	NOUN
bracis-28416	157	13	involved	involve	VERB
bracis-28416	157	14	in	in	ADP
bracis-28416	157	15	the	the	DET
bracis-28416	157	16	resolution	resolution	NOUN
bracis-28416	157	17	of	of	ADP
bracis-28416	157	18	a	a	DET
bracis-28416	157	19	cloze	cloze	NOUN
bracis-28416	157	20	unit	unit	NOUN
bracis-28416	157	21	,	,	PUNCT
bracis-28416	157	22	includes	include	VERB
bracis-28416	157	23	everything	everything	PRON
bracis-28416	157	24	that	that	PRON
bracis-28416	157	25	tends	tend	VERB
bracis-28416	157	26	to	to	PART
bracis-28416	157	27	motivate	motivate	VERB
bracis-28416	157	28	,	,	PUNCT
bracis-28416	157	29	guide	guide	NOUN
bracis-28416	157	30	,	,	PUNCT
bracis-28416	157	31	assist	assist	VERB
bracis-28416	157	32	or	or	CCONJ
bracis-28416	157	33	hinder	hinder	VERB
bracis-28416	157	34	that	that	DET
bracis-28416	157	35	behavior	behavior	NOUN
bracis-28416	157	36	.	.	PUNCT
bracis-28416	158	1	as	as	SCONJ
bracis-28416	158	2	noted	note	VERB
bracis-28416	158	3	by	by	ADP
bracis-28416	158	4	miller	miller	PROPN
bracis-28416	158	5	,	,	PUNCT
bracis-28416	158	6	all	all	DET
bracis-28416	158	7	such	such	ADJ
bracis-28416	158	8	factors	factor	NOUN
bracis-28416	158	9	are	be	AUX
bracis-28416	158	10	combined	combine	VERB
bracis-28416	158	11	into	into	ADP
bracis-28416	158	12	a	a	DET
bracis-28416	158	13	notion	notion	NOUN
bracis-28416	158	14	of	of	ADP
bracis-28416	158	15	commonsense	commonsense	NOUN
bracis-28416	158	16	:	:	PUNCT
bracis-28416	158	17	“	"	PUNCT
bracis-28416	158	18	i	i	PRON
bracis-28416	158	19	heard	hear	VERB
bracis-28416	158	20	a	a	DET
bracis-28416	158	21	—	—	PUNCT
bracis-28416	158	22	bark	bark	NOUN
bracis-28416	158	23	”	"	PUNCT
bracis-28416	158	24	is	be	AUX
bracis-28416	158	25	likely	likely	ADJ
bracis-28416	158	26	to	to	PART
bracis-28416	158	27	elicit	elicit	VERB
bracis-28416	158	28	“	"	PUNCT
bracis-28416	158	29	dog	dog	NOUN
bracis-28416	158	30	”	"	PUNCT
bracis-28416	158	31	both	both	PRON
bracis-28416	158	32	because	because	SCONJ
bracis-28416	158	33	that	that	DET
bracis-28416	158	34	word	word	NOUN
bracis-28416	158	35	is	be	AUX
bracis-28416	158	36	habitually	habitually	ADV
bracis-28416	158	37	associated	associate	VERB
bracis-28416	158	38	with	with	ADP
bracis-28416	158	39	“	"	PUNCT
bracis-28416	158	40	bark	bark	NOUN
bracis-28416	158	41	”	"	PUNCT
bracis-28416	158	42	and	and	CCONJ
bracis-28416	158	43	because	because	SCONJ
bracis-28416	158	44	it	it	PRON
bracis-28416	158	45	fits	fit	VERB
bracis-28416	158	46	in	in	ADP
bracis-28416	158	47	with	with	ADP
bracis-28416	158	48	past	past	ADJ
bracis-28416	158	49	experience	experience	NOUN
bracis-28416	158	50	with	with	ADP
bracis-28416	158	51	noisy	noisy	ADJ
bracis-28416	158	52	dogs	dog	NOUN
bracis-28416	158	53	.	.	PUNCT
bracis-28416	159	1	if	if	SCONJ
bracis-28416	159	2	the	the	DET
bracis-28416	159	3	verbal	verbal	ADJ
bracis-28416	159	4	context	context	NOUN
bracis-28416	159	5	is	be	AUX
bracis-28416	159	6	enlarged	enlarge	VERB
bracis-28416	159	7	to	to	ADP
bracis-28416	159	8	“	"	PUNCT
bracis-28416	159	9	for	for	ADP
bracis-28416	159	10	the	the	DET
bracis-28416	159	11	first	first	ADJ
bracis-28416	159	12	time	time	NOUN
bracis-28416	159	13	,	,	PUNCT
bracis-28416	159	14	i	i	PRON
bracis-28416	159	15	heard	hear	VERB
bracis-28416	159	16	a	a	DET
bracis-28416	159	17	—	—	PUNCT
bracis-28416	159	18	bark	bark	NOUN
bracis-28416	159	19	,	,	PUNCT
bracis-28416	159	20	”	"	PUNCT
bracis-28416	159	21	the	the	DET
bracis-28416	159	22	impulse	impulse	NOUN
bracis-28416	159	23	to	to	PART
bracis-28416	159	24	supply	supply	VERB
bracis-28416	159	25	“	"	PUNCT
bracis-28416	159	26	dog	dog	NOUN
bracis-28416	159	27	”	"	PUNCT
bracis-28416	159	28	may	may	AUX
bracis-28416	159	29	be	be	AUX
bracis-28416	159	30	reduced	reduce	VERB
bracis-28416	159	31	by	by	ADP
bracis-28416	159	32	commonsense	commonsense	NOUN
bracis-28416	159	33	;	;	PUNCT
bracis-28416	159	34	the	the	DET
bracis-28416	159	35	subject	subject	NOUN
bracis-28416	159	36	may	may	AUX
bracis-28416	159	37	ask	ask	VERB
bracis-28416	159	38	himself	himself	PRON
bracis-28416	159	39	:	:	PUNCT
bracis-28416	159	40	“	"	PUNCT
bracis-28416	159	41	who	who	PRON
bracis-28416	159	42	is	be	AUX
bracis-28416	159	43	this	this	DET
bracis-28416	159	44	guy	guy	NOUN
bracis-28416	159	45	that	that	PRON
bracis-28416	159	46	has	have	AUX
bracis-28416	159	47	never	never	ADV
bracis-28416	159	48	heard	hear	VERB
bracis-28416	159	49	a	a	DET
bracis-28416	159	50	dog	dog	NOUN
bracis-28416	159	51	?	?	PUNCT
bracis-28416	160	1	could	could	AUX
bracis-28416	160	2	he	he	PRON
bracis-28416	160	3	be	be	AUX
bracis-28416	160	4	referring	refer	VERB
bracis-28416	160	5	to	to	ADP
bracis-28416	160	6	some	some	DET
bracis-28416	160	7	other	other	ADJ
bracis-28416	160	8	animal	animal	NOUN
bracis-28416	160	9	?	?	PUNCT
bracis-28416	160	10	”	"	PUNCT
bracis-28416	161	1	and	and	CCONJ
bracis-28416	161	2	if	if	SCONJ
bracis-28416	161	3	the	the	DET
bracis-28416	161	4	preceding	precede	VERB
bracis-28416	161	5	sentence	sentence	NOUN
bracis-28416	161	6	has	have	AUX
bracis-28416	161	7	mentioned	mention	VERB
bracis-28416	161	8	a	a	DET
bracis-28416	161	9	voyage	voyage	NOUN
bracis-28416	161	10	to	to	ADP
bracis-28416	161	11	the	the	DET
bracis-28416	161	12	pribilof	pribilof	NOUN
bracis-28416	161	13	islands	island	NOUN
bracis-28416	161	14	,	,	PUNCT
bracis-28416	161	15	the	the	DET
bracis-28416	161	16	reader	reader	NOUN
bracis-28416	161	17	may	may	AUX
bracis-28416	161	18	draw	draw	VERB
bracis-28416	161	19	on	on	ADP
bracis-28416	161	20	past	past	ADJ
bracis-28416	161	21	knowledge	knowledge	NOUN
bracis-28416	161	22	to	to	PART
bracis-28416	161	23	produce	produce	VERB
bracis-28416	161	24	“	"	PUNCT
bracis-28416	161	25	seal	seal	NOUN
bracis-28416	161	26	.	.	PUNCT
bracis-28416	161	27	”	"	PUNCT
bracis-28416	162	1	[	[	X
bracis-28416	162	2	31	31	NUM
bracis-28416	162	3	]	]	PUNCT
bracis-28416	162	4	we	we	PRON
bracis-28416	162	5	emphasize	emphasize	VERB
bracis-28416	162	6	the	the	DET
bracis-28416	162	7	expression	expression	NOUN
bracis-28416	162	8	“	"	PUNCT
bracis-28416	162	9	reduced	reduce	VERB
bracis-28416	162	10	by	by	ADP
bracis-28416	162	11	commonsense	commonsense	NOUN
bracis-28416	162	12	”	"	PUNCT
bracis-28416	162	13	as	as	SCONJ
bracis-28416	162	14	it	it	PRON
bracis-28416	162	15	reflects	reflect	VERB
bracis-28416	162	16	exactly	exactly	ADV
bracis-28416	162	17	what	what	PRON
bracis-28416	162	18	researchers	researcher	NOUN
bracis-28416	162	19	supporting	support	VERB
bracis-28416	162	20	the	the	DET
bracis-28416	162	21	wsc	wsc	PROPN
bracis-28416	162	22	argued	argue	VERB
bracis-28416	162	23	for	for	ADP
bracis-28416	162	24	.	.	PUNCT
bracis-28416	162	25	habits	habit	NOUN
bracis-28416	162	26	of	of	ADP
bracis-28416	162	27	expression	expression	NOUN
bracis-28416	162	28	take	take	VERB
bracis-28416	162	29	over	over	ADP
bracis-28416	162	30	most	most	ADJ
bracis-28416	162	31	of	of	ADP
bracis-28416	162	32	the	the	DET
bracis-28416	162	33	work	work	NOUN
bracis-28416	162	34	of	of	ADP
bracis-28416	162	35	translating	translate	VERB
bracis-28416	162	36	an	an	DET
bracis-28416	162	37	individual	individual	NOUN
bracis-28416	162	38	’s	’s	PART
bracis-28416	162	39	meaning	meaning	NOUN
bracis-28416	162	40	into	into	ADP
bracis-28416	162	41	an	an	DET
bracis-28416	162	42	organized	organized	ADJ
bracis-28416	162	43	series	series	NOUN
bracis-28416	162	44	of	of	ADP
bracis-28416	162	45	language	language	NOUN
bracis-28416	162	46	symbols	symbol	NOUN
bracis-28416	162	47	for	for	ADP
bracis-28416	162	48	transmission	transmission	NOUN
bracis-28416	162	49	to	to	ADP
bracis-28416	162	50	others	other	NOUN
bracis-28416	162	51	.	.	PUNCT
bracis-28416	163	1	likewise	likewise	ADV
bracis-28416	163	2	,	,	PUNCT
bracis-28416	163	3	habits	habit	NOUN
bracis-28416	163	4	of	of	ADP
bracis-28416	163	5	reading	read	VERB
bracis-28416	163	6	or	or	CCONJ
bracis-28416	163	7	listening	listening	NOUN
bracis-28416	163	8	cause	cause	SCONJ
bracis-28416	163	9	the	the	DET
bracis-28416	163	10	reader	reader	NOUN
bracis-28416	163	11	or	or	CCONJ
bracis-28416	163	12	listener	listener	VERB
bracis-28416	163	13	to	to	PART
bracis-28416	163	14	anticipate	anticipate	VERB
bracis-28416	163	15	words	word	NOUN
bracis-28416	163	16	,	,	PUNCT
bracis-28416	163	17	almost	almost	ADV
bracis-28416	163	18	automatically	automatically	ADV
bracis-28416	163	19	,	,	PUNCT
bracis-28416	163	20	when	when	SCONJ
bracis-28416	163	21	receiving	receive	VERB
bracis-28416	163	22	messages	message	NOUN
bracis-28416	163	23	.	.	PUNCT
bracis-28416	164	1	in	in	ADP
bracis-28416	164	2	many	many	ADJ
bracis-28416	164	3	ways	way	NOUN
bracis-28416	164	4	,	,	PUNCT
bracis-28416	164	5	language	language	NOUN
bracis-28416	164	6	masked	mask	VERB
bracis-28416	164	7	modeling	modeling	NOUN
bracis-28416	164	8	is	be	AUX
bracis-28416	164	9	already	already	ADV
bracis-28416	164	10	discussed	discuss	VERB
bracis-28416	164	11	approvingly	approvingly	ADV
bracis-28416	164	12	in	in	ADP
bracis-28416	164	13	connection	connection	NOUN
bracis-28416	164	14	with	with	ADP
bracis-28416	164	15	cloze	cloze	NOUN
bracis-28416	164	16	procedures	procedure	NOUN
bracis-28416	164	17	by	by	ADP
bracis-28416	164	18	taylor	taylor	PROPN
bracis-28416	164	19	:	:	PUNCT
bracis-28416	164	20	how	how	SCONJ
bracis-28416	164	21	can	can	AUX
bracis-28416	164	22	a	a	DET
bracis-28416	164	23	random	random	ADJ
bracis-28416	164	24	system	system	NOUN
bracis-28416	164	25	play	play	VERB
bracis-28416	164	26	fair	fair	ADJ
bracis-28416	164	27	when	when	SCONJ
bracis-28416	164	28	some	some	DET
bracis-28416	164	29	words	word	NOUN
bracis-28416	164	30	are	be	AUX
bracis-28416	164	31	easier	easy	ADJ
bracis-28416	164	32	to	to	PART
bracis-28416	164	33	replace	replace	VERB
bracis-28416	164	34	than	than	ADP
bracis-28416	164	35	others	other	NOUN
bracis-28416	164	36	?	?	PUNCT
bracis-28416	165	1	obviously	obviously	ADV
bracis-28416	165	2	,	,	PUNCT
bracis-28416	165	3	one	one	PRON
bracis-28416	165	4	is	be	AUX
bracis-28416	165	5	more	more	ADV
bracis-28416	165	6	likely	likely	ADJ
bracis-28416	165	7	to	to	PART
bracis-28416	165	8	be	be	AUX
bracis-28416	165	9	able	able	ADJ
bracis-28416	165	10	to	to	PART
bracis-28416	165	11	supply	supply	VERB
bracis-28416	165	12	“	"	PUNCT
bracis-28416	165	13	an	an	PRON
bracis-28416	165	14	”	"	PUNCT
bracis-28416	165	15	in	in	ADP
bracis-28416	165	16	“	"	PUNCT
bracis-28416	165	17	a	a	DET
bracis-28416	165	18	quinidine	quinidine	NOUN
bracis-28416	165	19	is	be	AUX
bracis-28416	165	20	—	—	PUNCT
bracis-28416	165	21	alkaloid	alkaloid	X
bracis-28416	165	22	isomeric	isomeric	NOUN
bracis-28416	165	23	...	...	PUNCT
bracis-28416	165	24	”	"	PUNCT
bracis-28416	165	25	than	than	SCONJ
bracis-28416	165	26	to	to	PART
bracis-28416	165	27	guess	guess	VERB
bracis-28416	165	28	“	"	PUNCT
bracis-28416	165	29	$	$	SYM
bracis-28416	165	30	6,425	6,425	NUM
bracis-28416	165	31	”	"	PUNCT
bracis-28416	165	32	in	in	ADP
bracis-28416	165	33	“	"	PUNCT
bracis-28416	165	34	the	the	DET
bracis-28416	165	35	city	city	PROPN
bracis-28416	165	36	council	council	PROPN
bracis-28416	165	37	voted	vote	VERB
bracis-28416	165	38	—	—	PUNCT
bracis-28416	165	39	for	for	ADP
bracis-28416	165	40	a	a	DET
bracis-28416	165	41	new	new	ADJ
bracis-28416	165	42	swimming	swimming	NOUN
bracis-28416	165	43	pool	pool	NOUN
bracis-28416	165	44	.	.	PUNCT
bracis-28416	165	45	”	"	PUNCT
bracis-28416	166	1	yet	yet	CCONJ
bracis-28416	166	2	the	the	DET
bracis-28416	166	3	former	former	ADJ
bracis-28416	166	4	example	example	NOUN
bracis-28416	166	5	is	be	AUX
bracis-28416	166	6	far	far	ADV
bracis-28416	166	7	more	more	ADV
bracis-28416	166	8	difficult	difficult	ADJ
bracis-28416	166	9	reading	reading	NOUN
bracis-28416	166	10	.	.	PUNCT
bracis-28416	167	1	the	the	DET
bracis-28416	167	2	answer	answer	NOUN
bracis-28416	167	3	is	be	AUX
bracis-28416	167	4	that	that	SCONJ
bracis-28416	167	5	if	if	SCONJ
bracis-28416	167	6	enough	enough	ADJ
bracis-28416	167	7	words	word	NOUN
bracis-28416	167	8	are	be	AUX
bracis-28416	167	9	struck	strike	VERB
bracis-28416	167	10	out	out	ADP
bracis-28416	167	11	at	at	ADP
bracis-28416	167	12	random	random	ADJ
bracis-28416	167	13	,	,	PUNCT
bracis-28416	167	14	the	the	DET
bracis-28416	167	15	blanks	blank	NOUN
bracis-28416	167	16	will	will	AUX
bracis-28416	167	17	come	come	VERB
bracis-28416	167	18	to	to	PART
bracis-28416	167	19	represent	represent	VERB
bracis-28416	167	20	proportionately	proportionately	ADV
bracis-28416	167	21	all	all	DET
bracis-28416	167	22	kinds	kind	NOUN
bracis-28416	167	23	of	of	ADP
bracis-28416	167	24	words	word	NOUN
bracis-28416	167	25	to	to	ADP
bracis-28416	167	26	the	the	DET
bracis-28416	167	27	extent	extent	NOUN
bracis-28416	167	28	that	that	SCONJ
bracis-28416	167	29	they	they	PRON
bracis-28416	167	30	occur	occur	VERB
bracis-28416	167	31	.	.	PUNCT
bracis-28416	168	1	[	[	X
bracis-28416	168	2	45	45	NUM
bracis-28416	168	3	]	]	PUNCT
bracis-28416	168	4	as	as	ADP
bracis-28416	168	5	a	a	DET
bracis-28416	168	6	digression	digression	NOUN
bracis-28416	168	7	,	,	PUNCT
bracis-28416	168	8	we	we	PRON
bracis-28416	168	9	note	note	VERB
bracis-28416	168	10	that	that	SCONJ
bracis-28416	168	11	both	both	DET
bracis-28416	168	12	bert	bert	PROPN
bracis-28416	168	13	’s	’s	PART
bracis-28416	168	14	masked	mask	VERB
bracis-28416	168	15	language	language	NOUN
bracis-28416	168	16	modeling	modeling	NOUN
bracis-28416	168	17	and	and	CCONJ
bracis-28416	168	18	cloze	cloze	NOUN
bracis-28416	168	19	procedures	procedure	NOUN
bracis-28416	168	20	have	have	VERB
bracis-28416	168	21	to	to	PART
bracis-28416	168	22	decide	decide	VERB
bracis-28416	168	23	on	on	ADP
bracis-28416	168	24	how	how	SCONJ
bracis-28416	168	25	many	many	ADJ
bracis-28416	168	26	words	word	NOUN
bracis-28416	168	27	to	to	PART
bracis-28416	168	28	delete	delete	VERB
bracis-28416	168	29	.	.	PUNCT
bracis-28416	169	1	bert	bert	PROPN
bracis-28416	169	2	was	be	AUX
bracis-28416	169	3	trained	train	VERB
bracis-28416	169	4	using	use	VERB
bracis-28416	169	5	15	15	NUM
bracis-28416	169	6	%	%	NOUN
bracis-28416	169	7	of	of	ADP
bracis-28416	169	8	words	word	NOUN
bracis-28416	169	9	randomly	randomly	ADV
bracis-28416	169	10	masked	mask	VERB
bracis-28416	169	11	out	out	ADP
bracis-28416	169	12	,	,	PUNCT
bracis-28416	169	13	a	a	DET
bracis-28416	169	14	number	number	NOUN
bracis-28416	169	15	based	base	VERB
bracis-28416	169	16	on	on	ADP
bracis-28416	169	17	empirical	empirical	ADJ
bracis-28416	169	18	performance	performance	NOUN
bracis-28416	169	19	.	.	PUNCT
bracis-28416	170	1	it	it	PRON
bracis-28416	170	2	was	be	AUX
bracis-28416	170	3	then	then	ADV
bracis-28416	170	4	noted	note	VERB
bracis-28416	170	5	that	that	SCONJ
bracis-28416	170	6	deleting	delete	VERB
bracis-28416	170	7	too	too	ADV
bracis-28416	170	8	few	few	ADJ
bracis-28416	170	9	words	word	NOUN
bracis-28416	170	10	leads	lead	VERB
bracis-28416	170	11	to	to	ADP
bracis-28416	170	12	too	too	ADV
bracis-28416	170	13	much	much	ADJ
bracis-28416	170	14	training	training	NOUN
bracis-28416	170	15	effort	effort	NOUN
bracis-28416	170	16	,	,	PUNCT
bracis-28416	170	17	while	while	SCONJ
bracis-28416	170	18	deleting	delete	VERB
bracis-28416	170	19	too	too	ADV
bracis-28416	170	20	many	many	ADJ
bracis-28416	170	21	words	word	NOUN
bracis-28416	170	22	may	may	AUX
bracis-28416	170	23	eliminate	eliminate	VERB
bracis-28416	170	24	too	too	ADV
bracis-28416	170	25	much	much	ADJ
bracis-28416	170	26	context	context	NOUN
bracis-28416	170	27	.	.	PUNCT
bracis-28416	171	1	in	in	ADP
bracis-28416	171	2	short	short	ADJ
bracis-28416	171	3	:	:	PUNCT
bracis-28416	171	4	bert	bert	PROPN
bracis-28416	171	5	’s	’s	PART
bracis-28416	171	6	pretraining	pretraine	VERB
bracis-28416	171	7	applies	apply	VERB
bracis-28416	171	8	a	a	DET
bracis-28416	171	9	sort	sort	NOUN
bracis-28416	171	10	of	of	ADP
bracis-28416	171	11	cloze	cloze	NOUN
bracis-28416	171	12	procedure	procedure	NOUN
bracis-28416	171	13	at	at	ADP
bracis-28416	171	14	scale	scale	NOUN
bracis-28416	171	15	;	;	PUNCT
bracis-28416	171	16	we	we	PRON
bracis-28416	171	17	may	may	AUX
bracis-28416	171	18	refer	refer	VERB
bracis-28416	171	19	to	to	ADP
bracis-28416	171	20	bert	bert	PROPN
bracis-28416	171	21	’s	’s	PART
bracis-28416	171	22	pretraining	pretraine	VERB
bracis-28416	171	23	as	as	ADP
bracis-28416	171	24	going	go	VERB
bracis-28416	171	25	through	through	ADP
bracis-28416	171	26	a	a	DET
bracis-28416	171	27	large	large	ADJ
bracis-28416	171	28	number	number	NOUN
bracis-28416	171	29	of	of	ADP
bracis-28416	171	30	“	"	PUNCT
bracis-28416	171	31	masked	masked	ADJ
bracis-28416	171	32	language	language	NOUN
bracis-28416	171	33	closure	closure	NOUN
bracis-28416	171	34	”	"	PUNCT
bracis-28416	171	35	steps	step	NOUN
bracis-28416	171	36	.	.	PUNCT
bracis-28416	172	1	in	in	ADP
bracis-28416	172	2	a	a	DET
bracis-28416	172	3	sense	sense	NOUN
bracis-28416	172	4	,	,	PUNCT
bracis-28416	172	5	bert	bert	PROPN
bracis-28416	172	6	’s	’s	PART
bracis-28416	172	7	training	training	NOUN
bracis-28416	172	8	is	be	AUX
bracis-28416	172	9	teaching	teach	VERB
bracis-28416	172	10	a	a	DET
bracis-28416	172	11	machine	machine	NOUN
bracis-28416	172	12	to	to	PART
bracis-28416	172	13	solve	solve	VERB
bracis-28416	172	14	a	a	DET
bracis-28416	172	15	linguistic	linguistic	ADJ
bracis-28416	172	16	commonsense	commonsense	ADJ
bracis-28416	172	17	task	task	NOUN
bracis-28416	172	18	.	.	PUNCT
bracis-28416	173	1	as	as	SCONJ
bracis-28416	173	2	winograd	winograd	ADJ
bracis-28416	173	3	schemas	schema	NOUN
bracis-28416	173	4	are	be	AUX
bracis-28416	173	5	actually	actually	ADV
bracis-28416	173	6	similar	similar	ADJ
bracis-28416	173	7	to	to	ADP
bracis-28416	173	8	cloze	cloze	NOUN
bracis-28416	173	9	units	unit	NOUN
bracis-28416	173	10	,	,	PUNCT
bracis-28416	173	11	it	it	PRON
bracis-28416	173	12	turns	turn	VERB
bracis-28416	173	13	out	out	ADP
bracis-28416	173	14	that	that	SCONJ
bracis-28416	173	15	bert	bert	PROPN
bracis-28416	173	16	’s	’s	PART
bracis-28416	173	17	designed	design	VERB
bracis-28416	173	18	training	training	NOUN
bracis-28416	173	19	clearly	clearly	ADV
bracis-28416	173	20	address	address	VERB
bracis-28416	173	21	winograd	winograd	PROPN
bracis-28416	173	22	schemas	schema	NOUN
bracis-28416	173	23	.	.	PUNCT
bracis-28416	174	1	we	we	PRON
bracis-28416	174	2	emphasize	emphasize	VERB
bracis-28416	174	3	the	the	DET
bracis-28416	174	4	connection	connection	NOUN
bracis-28416	174	5	with	with	ADP
bracis-28416	174	6	cloze	cloze	NOUN
bracis-28416	174	7	units	unit	NOUN
bracis-28416	174	8	in	in	ADP
bracis-28416	174	9	the	the	DET
bracis-28416	174	10	next	next	ADJ
bracis-28416	174	11	section	section	NOUN
bracis-28416	174	12	.	.	PUNCT
bracis-28416	175	1	5	5	NUM
bracis-28416	175	2	textual	textual	ADJ
bracis-28416	175	3	entailment	entailment	NOUN
bracis-28416	175	4	,	,	PUNCT
bracis-28416	175	5	and	and	CCONJ
bracis-28416	175	6	 	 	SPACE
bracis-28416	175	7	schemas	schema	NOUN
bracis-28416	175	8	as	as	ADP
bracis-28416	175	9	 	 	SPACE
bracis-28416	175	10	cloze	cloze	NOUN
bracis-28416	175	11	units	unit	NOUN
bracis-28416	175	12	the	the	DET
bracis-28416	175	13	explicit	explicit	ADJ
bracis-28416	175	14	linguistic	linguistic	ADJ
bracis-28416	175	15	problem	problem	NOUN
bracis-28416	175	16	to	to	PART
bracis-28416	175	17	be	be	AUX
bracis-28416	175	18	solved	solve	VERB
bracis-28416	175	19	given	give	VERB
bracis-28416	175	20	a	a	DET
bracis-28416	175	21	winograd	winograd	ADJ
bracis-28416	175	22	schema	schema	NOUN
bracis-28416	175	23	is	be	AUX
bracis-28416	175	24	anaphora	anaphora	ADJ
bracis-28416	175	25	resolution	resolution	NOUN
bracis-28416	175	26	.	.	PUNCT
bracis-28416	176	1	however	however	ADV
bracis-28416	176	2	,	,	PUNCT
bracis-28416	176	3	winograd	winograd	PROPN
bracis-28416	176	4	schemas	schema	NOUN
bracis-28416	176	5	are	be	AUX
bracis-28416	176	6	also	also	ADV
bracis-28416	176	7	variants	variant	NOUN
bracis-28416	176	8	of	of	ADP
bracis-28416	176	9	another	another	DET
bracis-28416	176	10	task	task	NOUN
bracis-28416	176	11	,	,	PUNCT
bracis-28416	176	12	recognizing	recognize	VERB
bracis-28416	176	13	textual	textual	ADJ
bracis-28416	176	14	entailment	entailment	NOUN
bracis-28416	176	15	(	(	PUNCT
bracis-28416	176	16	rte	rte	PROPN
bracis-28416	176	17	)	)	PUNCT
bracis-28416	177	1	[	[	X
bracis-28416	177	2	4	4	NUM
bracis-28416	177	3	,	,	PUNCT
bracis-28416	177	4	8	8	NUM
bracis-28416	177	5	,	,	PUNCT
bracis-28416	177	6	41	41	NUM
bracis-28416	177	7	]	]	PUNCT
bracis-28416	177	8	.	.	PUNCT
bracis-28416	178	1	rte	rte	PROPN
bracis-28416	178	2	asks	ask	VERB
bracis-28416	178	3	a	a	DET
bracis-28416	178	4	machine	machine	NOUN
bracis-28416	178	5	to	to	PART
bracis-28416	178	6	recognize	recognize	VERB
bracis-28416	178	7	what	what	PRON
bracis-28416	178	8	is	be	AUX
bracis-28416	178	9	the	the	DET
bracis-28416	178	10	textual	textual	ADJ
bracis-28416	178	11	entailment	entailment	NOUN
bracis-28416	178	12	(	(	PUNCT
bracis-28416	178	13	te	te	PROPN
bracis-28416	178	14	)	)	PUNCT
bracis-28416	178	15	from	from	ADP
bracis-28416	178	16	a	a	DET
bracis-28416	178	17	given	give	VERB
bracis-28416	178	18	sentence	sentence	NOUN
bracis-28416	178	19	.	.	PUNCT
bracis-28416	179	1	a	a	DET
bracis-28416	179	2	textual	textual	ADJ
bracis-28416	179	3	entailment	entailment	NOUN
bracis-28416	179	4	is	be	AUX
bracis-28416	179	5	a	a	DET
bracis-28416	179	6	linguistic	linguistic	ADJ
bracis-28416	179	7	phenomenon	phenomenon	NOUN
bracis-28416	179	8	that	that	PRON
bracis-28416	179	9	appears	appear	VERB
bracis-28416	179	10	everywhere	everywhere	ADV
bracis-28416	179	11	in	in	ADP
bracis-28416	179	12	daily	daily	ADJ
bracis-28416	179	13	life	life	NOUN
bracis-28416	179	14	communication	communication	NOUN
bracis-28416	179	15	;	;	PUNCT
bracis-28416	179	16	it	it	PRON
bracis-28416	179	17	expresses	express	VERB
bracis-28416	179	18	the	the	DET
bracis-28416	179	19	relationship	relationship	NOUN
bracis-28416	179	20	between	between	ADP
bracis-28416	179	21	sentences	sentence	NOUN
bracis-28416	179	22	or	or	CCONJ
bracis-28416	179	23	fragments	fragment	NOUN
bracis-28416	179	24	of	of	ADP
bracis-28416	179	25	texts	text	NOUN
bracis-28416	179	26	in	in	ADP
bracis-28416	179	27	which	which	PRON
bracis-28416	179	28	one	one	PRON
bracis-28416	179	29	implies	imply	VERB
bracis-28416	179	30	the	the	DET
bracis-28416	179	31	other	other	ADJ
bracis-28416	179	32	.	.	PUNCT
bracis-28416	180	1	for	for	ADP
bracis-28416	180	2	instance	instance	NOUN
bracis-28416	180	3	,	,	PUNCT
bracis-28416	180	4	“	"	PUNCT
bracis-28416	180	5	john	john	PROPN
bracis-28416	180	6	bought	buy	VERB
bracis-28416	180	7	a	a	DET
bracis-28416	180	8	novel	novel	NOUN
bracis-28416	180	9	yesterday	yesterday	NOUN
bracis-28416	180	10	,	,	PUNCT
bracis-28416	180	11	”	"	PUNCT
bracis-28416	180	12	textually	textually	ADV
bracis-28416	180	13	entails	entail	VERB
bracis-28416	180	14	,	,	PUNCT
bracis-28416	180	15	“	"	PUNCT
bracis-28416	180	16	john	john	PROPN
bracis-28416	180	17	bought	buy	VERB
bracis-28416	180	18	a	a	DET
bracis-28416	180	19	book	book	NOUN
bracis-28416	180	20	.	.	PUNCT
bracis-28416	180	21	”	"	PUNCT
bracis-28416	181	1	dagan	dagan	PROPN
bracis-28416	181	2	et	et	PROPN
bracis-28416	181	3	al	al	PROPN
bracis-28416	181	4	.	.	PROPN
bracis-28416	181	5	have	have	AUX
bracis-28416	181	6	proposed	propose	VERB
bracis-28416	181	7	a	a	DET
bracis-28416	181	8	simple	simple	ADJ
bracis-28416	181	9	yet	yet	ADV
bracis-28416	181	10	well	well	ADV
bracis-28416	181	11	-	-	PUNCT
bracis-28416	181	12	accepted	accept	VERB
bracis-28416	181	13	definition	definition	NOUN
bracis-28416	181	14	of	of	ADP
bracis-28416	181	15	textual	textual	ADJ
bracis-28416	181	16	entailment	entailment	NOUN
bracis-28416	181	17	:	:	PUNCT
bracis-28416	181	18	t	t	NOUN
bracis-28416	181	19	textually	textually	ADV
bracis-28416	181	20	entails	entail	VERB
bracis-28416	181	21	h	h	NOUN
bracis-28416	181	22	if	if	SCONJ
bracis-28416	182	1	and	and	CCONJ
bracis-28416	182	2	only	only	ADV
bracis-28416	182	3	if	if	SCONJ
bracis-28416	182	4	a	a	DET
bracis-28416	182	5	human	human	ADJ
bracis-28416	182	6	reading	reading	NOUN
bracis-28416	182	7	t	t	NOUN
bracis-28416	182	8	would	would	AUX
bracis-28416	182	9	typically	typically	ADV
bracis-28416	182	10	infer	infer	VERB
bracis-28416	182	11	that	that	SCONJ
bracis-28416	182	12	h	h	NOUN
bracis-28416	182	13	is	be	AUX
bracis-28416	182	14	most	most	ADV
bracis-28416	182	15	probably	probably	ADV
bracis-28416	182	16	true	true	ADJ
bracis-28416	182	17	[	[	X
bracis-28416	182	18	7	7	NUM
bracis-28416	182	19	]	]	PUNCT
bracis-28416	182	20	.	.	PUNCT
bracis-28416	183	1	as	as	SCONJ
bracis-28416	183	2	we	we	PRON
bracis-28416	183	3	can	can	AUX
bracis-28416	183	4	see	see	VERB
bracis-28416	183	5	here	here	ADV
bracis-28416	183	6	,	,	PUNCT
bracis-28416	183	7	solving	solve	VERB
bracis-28416	183	8	a	a	DET
bracis-28416	183	9	rte	rte	NOUN
bracis-28416	183	10	problem	problem	NOUN
bracis-28416	183	11	qualifies	qualify	VERB
bracis-28416	183	12	as	as	ADP
bracis-28416	183	13	a	a	DET
bracis-28416	183	14	test	test	NOUN
bracis-28416	183	15	for	for	ADP
bracis-28416	183	16	implicit	implicit	ADJ
bracis-28416	183	17	causes	cause	NOUN
bracis-28416	183	18	in	in	ADP
bracis-28416	183	19	both	both	DET
bracis-28416	183	20	human	human	ADJ
bracis-28416	183	21	understanding	understanding	NOUN
bracis-28416	183	22	and	and	CCONJ
bracis-28416	183	23	perception	perception	NOUN
bracis-28416	183	24	.	.	PUNCT
bracis-28416	184	1	winograd	winograd	NOUN
bracis-28416	184	2	schema	schema	NOUN
bracis-28416	184	3	inherit	inherit	VERB
bracis-28416	184	4	such	such	DET
bracis-28416	184	5	a	a	DET
bracis-28416	184	6	feature	feature	NOUN
bracis-28416	184	7	.	.	PUNCT
bracis-28416	185	1	more	more	ADV
bracis-28416	185	2	accurately	accurately	ADV
bracis-28416	185	3	,	,	PUNCT
bracis-28416	185	4	94.6	94.6	NUM
bracis-28416	185	5	%	%	NOUN
bracis-28416	185	6	of	of	ADP
bracis-28416	185	7	all	all	DET
bracis-28416	185	8	existing	exist	VERB
bracis-28416	185	9	winograd	winograd	ADJ
bracis-28416	185	10	schemas	schema	NOUN
bracis-28416	185	11	have	have	VERB
bracis-28416	185	12	this	this	DET
bracis-28416	185	13	structure	structure	NOUN
bracis-28416	185	14	according	accord	VERB
bracis-28416	185	15	to	to	ADP
bracis-28416	185	16	our	our	PRON
bracis-28416	185	17	own	own	ADJ
bracis-28416	185	18	manual	manual	ADJ
bracis-28416	185	19	analysis	analysis	NOUN
bracis-28416	185	20	.	.	PUNCT
bracis-28416	186	1	however	however	ADV
bracis-28416	186	2	,	,	PUNCT
bracis-28416	186	3	recognizing	recognize	VERB
bracis-28416	186	4	the	the	DET
bracis-28416	186	5	correct	correct	ADJ
bracis-28416	186	6	direction	direction	NOUN
bracis-28416	186	7	of	of	ADP
bracis-28416	186	8	causation	causation	NOUN
bracis-28416	186	9	requires	require	VERB
bracis-28416	186	10	a	a	DET
bracis-28416	186	11	prior	prior	ADJ
bracis-28416	186	12	understanding	understanding	NOUN
bracis-28416	186	13	of	of	ADP
bracis-28416	186	14	what	what	PRON
bracis-28416	186	15	the	the	DET
bracis-28416	186	16	entities	entity	NOUN
bracis-28416	186	17	in	in	ADP
bracis-28416	186	18	the	the	DET
bracis-28416	186	19	text	text	NOUN
bracis-28416	186	20	mean	mean	NOUN
bracis-28416	186	21	.	.	PUNCT
bracis-28416	187	1	consider	consider	VERB
bracis-28416	187	2	the	the	DET
bracis-28416	187	3	following	follow	VERB
bracis-28416	187	4	example	example	NOUN
bracis-28416	187	5	.	.	PUNCT
bracis-28416	188	1	the	the	DET
bracis-28416	188	2	sentence	sentence	NOUN
bracis-28416	188	3	“	"	PUNCT
bracis-28416	188	4	ferrous	ferrous	ADJ
bracis-28416	188	5	sulfate	sulfate	NOUN
bracis-28416	188	6	heptahydrate	heptahydrate	NOUN
bracis-28416	188	7	is	be	AUX
bracis-28416	188	8	green	green	ADJ
bracis-28416	188	9	”	"	PUNCT
bracis-28416	188	10	(	(	PUNCT
bracis-28416	188	11	t	t	NOUN
bracis-28416	188	12	)	)	PUNCT
bracis-28416	188	13	textually	textually	ADV
bracis-28416	188	14	entails	entail	VERB
bracis-28416	188	15	“	"	PUNCT
bracis-28416	188	16	\(feso_{4}7h_{2}0\	\(feso_{4}7h_{2}0\	PROPN
bracis-28416	188	17	)	)	PUNCT
bracis-28416	188	18	is	be	AUX
bracis-28416	188	19	green	green	ADJ
bracis-28416	188	20	”	"	PUNCT
bracis-28416	188	21	(	(	PUNCT
bracis-28416	188	22	h	h	NOUN
bracis-28416	188	23	)	)	PUNCT
bracis-28416	189	1	[	[	X
bracis-28416	189	2	23	23	NUM
bracis-28416	189	3	]	]	PUNCT
bracis-28416	189	4	,	,	PUNCT
bracis-28416	189	5	which	which	PRON
bracis-28416	189	6	is	be	AUX
bracis-28416	189	7	a	a	DET
bracis-28416	189	8	valid	valid	ADJ
bracis-28416	189	9	entailment	entailment	NOUN
bracis-28416	189	10	because	because	SCONJ
bracis-28416	189	11	“	"	PUNCT
bracis-28416	189	12	ferrous	ferrous	ADJ
bracis-28416	189	13	sulfate	sulfate	NOUN
bracis-28416	189	14	heptahydrate	heptahydrate	NOUN
bracis-28416	189	15	’	'	PUNCT
bracis-28416	189	16	and	and	CCONJ
bracis-28416	189	17	“	"	PUNCT
bracis-28416	189	18	\(feso_{4}7h_{2}0\	\(feso_{4}7h_{2}0\	PROPN
bracis-28416	189	19	)	)	PUNCT
bracis-28416	189	20	”	"	PUNCT
bracis-28416	189	21	refer	refer	VERB
bracis-28416	189	22	to	to	ADP
bracis-28416	189	23	the	the	DET
bracis-28416	189	24	same	same	ADJ
bracis-28416	189	25	entity	entity	NOUN
bracis-28416	189	26	in	in	ADP
bracis-28416	189	27	the	the	DET
bracis-28416	189	28	world	world	NOUN
bracis-28416	189	29	in	in	ADP
bracis-28416	189	30	philosophical	philosophical	ADJ
bracis-28416	189	31	jargon	jargon	NOUN
bracis-28416	189	32	.	.	PUNCT
bracis-28416	190	1	although	although	SCONJ
bracis-28416	190	2	this	this	DET
bracis-28416	190	3	entailment	entailment	NOUN
bracis-28416	190	4	looks	look	VERB
bracis-28416	190	5	,	,	PUNCT
bracis-28416	190	6	at	at	ADP
bracis-28416	190	7	first	first	ADJ
bracis-28416	190	8	sight	sight	NOUN
bracis-28416	190	9	,	,	PUNCT
bracis-28416	190	10	a	a	DET
bracis-28416	190	11	synonym	synonym	NOUN
bracis-28416	190	12	problem	problem	NOUN
bracis-28416	190	13	,	,	PUNCT
bracis-28416	190	14	a	a	DET
bracis-28416	190	15	human	human	ADJ
bracis-28416	190	16	reader	reader	NOUN
bracis-28416	190	17	can	can	AUX
bracis-28416	190	18	not	not	PART
bracis-28416	190	19	tell	tell	VERB
bracis-28416	190	20	whether	whether	SCONJ
bracis-28416	190	21	t	t	PROPN
bracis-28416	190	22	entails	entail	VERB
bracis-28416	190	23	h	h	NOUN
bracis-28416	190	24	by	by	ADP
bracis-28416	190	25	working	work	VERB
bracis-28416	190	26	with	with	ADP
bracis-28416	190	27	words	word	NOUN
bracis-28416	190	28	alone	alone	ADV
bracis-28416	190	29	.	.	PUNCT
bracis-28416	191	1	a	a	DET
bracis-28416	191	2	piece	piece	NOUN
bracis-28416	191	3	of	of	ADP
bracis-28416	191	4	appropriate	appropriate	ADJ
bracis-28416	191	5	background	background	NOUN
bracis-28416	191	6	knowledge	knowledge	NOUN
bracis-28416	191	7	is	be	AUX
bracis-28416	191	8	required	require	VERB
bracis-28416	191	9	.	.	PUNCT
bracis-28416	192	1	this	this	DET
bracis-28416	192	2	example	example	NOUN
bracis-28416	192	3	has	have	VERB
bracis-28416	192	4	the	the	DET
bracis-28416	192	5	same	same	ADJ
bracis-28416	192	6	structure	structure	NOUN
bracis-28416	192	7	as	as	ADP
bracis-28416	192	8	the	the	DET
bracis-28416	192	9	morning	morning	NOUN
bracis-28416	192	10	star	star	PROPN
bracis-28416	192	11	evening	evening	PROPN
bracis-28416	192	12	star	star	NOUN
bracis-28416	192	13	puzzle	puzzle	NOUN
bracis-28416	192	14	that	that	PRON
bracis-28416	192	15	gottlob	gottlob	PROPN
bracis-28416	192	16	frege	frege	NOUN
bracis-28416	192	17	posed	pose	VERB
bracis-28416	192	18	a	a	DET
bracis-28416	192	19	century	century	NOUN
bracis-28416	192	20	ago	ago	ADV
bracis-28416	192	21	with	with	ADP
bracis-28416	192	22	respect	respect	NOUN
bracis-28416	192	23	to	to	ADP
bracis-28416	192	24	the	the	DET
bracis-28416	192	25	difference	difference	NOUN
bracis-28416	192	26	between	between	ADP
bracis-28416	192	27	meaning	meaning	NOUN
bracis-28416	192	28	(	(	PUNCT
bracis-28416	192	29	bedeutung	bedeutung	PROPN
bracis-28416	192	30	)	)	PUNCT
bracis-28416	192	31	and	and	CCONJ
bracis-28416	192	32	reference	reference	NOUN
bracis-28416	192	33	(	(	PUNCT
bracis-28416	192	34	sinn	sinn	PROPN
bracis-28416	192	35	)	)	PUNCT
bracis-28416	193	1	[	[	X
bracis-28416	193	2	16	16	NUM
bracis-28416	193	3	]	]	PUNCT
bracis-28416	193	4	.	.	PUNCT
bracis-28416	194	1	knowing	know	VERB
bracis-28416	194	2	that	that	SCONJ
bracis-28416	194	3	both	both	DET
bracis-28416	194	4	stars	star	NOUN
bracis-28416	194	5	are	be	AUX
bracis-28416	194	6	the	the	DET
bracis-28416	194	7	same	same	ADJ
bracis-28416	194	8	astronomical	astronomical	ADJ
bracis-28416	194	9	object	object	NOUN
bracis-28416	194	10	(	(	PUNCT
bracis-28416	194	11	venus	venus	PROPN
bracis-28416	194	12	)	)	PUNCT
bracis-28416	194	13	required	require	VERB
bracis-28416	194	14	new	new	ADJ
bracis-28416	194	15	empirical	empirical	ADJ
bracis-28416	194	16	information	information	NOUN
bracis-28416	194	17	.	.	PUNCT
bracis-28416	195	1	as	as	SCONJ
bracis-28416	195	2	the	the	DET
bracis-28416	195	3	philosopher	philosopher	NOUN
bracis-28416	195	4	of	of	ADP
bracis-28416	195	5	language	language	NOUN
bracis-28416	195	6	w.v	w.v	PROPN
bracis-28416	195	7	.	.	PROPN
bracis-28416	195	8	quine	quine	PROPN
bracis-28416	195	9	put	put	VERB
bracis-28416	195	10	it	it	PRON
bracis-28416	195	11	,	,	PUNCT
bracis-28416	195	12	“	"	PUNCT
bracis-28416	195	13	astronomical	astronomical	ADJ
bracis-28416	195	14	observation	observation	NOUN
bracis-28416	195	15	was	be	AUX
bracis-28416	195	16	needed	need	VERB
bracis-28416	195	17	,	,	PUNCT
bracis-28416	195	18	and	and	CCONJ
bracis-28416	195	19	not	not	PART
bracis-28416	195	20	mere	mere	ADJ
bracis-28416	195	21	reflection	reflection	NOUN
bracis-28416	195	22	on	on	ADP
bracis-28416	195	23	meanings	meaning	NOUN
bracis-28416	195	24	,	,	PUNCT
bracis-28416	195	25	to	to	PART
bracis-28416	195	26	determine	determine	VERB
bracis-28416	195	27	the	the	DET
bracis-28416	195	28	sameness	sameness	NOUN
bracis-28416	195	29	of	of	ADP
bracis-28416	195	30	the	the	DET
bracis-28416	195	31	entity	entity	NOUN
bracis-28416	195	32	in	in	ADP
bracis-28416	195	33	question	question	NOUN
bracis-28416	195	34	”	"	PUNCT
bracis-28416	196	1	[	[	X
bracis-28416	196	2	37	37	NUM
bracis-28416	196	3	]	]	PUNCT
bracis-28416	196	4	.	.	PUNCT
bracis-28416	197	1	this	this	DET
bracis-28416	197	2	sort	sort	NOUN
bracis-28416	197	3	of	of	ADP
bracis-28416	197	4	difficulty	difficulty	NOUN
bracis-28416	197	5	appears	appear	VERB
bracis-28416	197	6	in	in	ADP
bracis-28416	197	7	the	the	DET
bracis-28416	197	8	“	"	PUNCT
bracis-28416	197	9	—	—	PUNCT
bracis-28416	197	10	barks	bark	NOUN
bracis-28416	197	11	”	"	PUNCT
bracis-28416	197	12	example	example	NOUN
bracis-28416	197	13	discussed	discuss	VERB
bracis-28416	197	14	before	before	ADV
bracis-28416	197	15	in	in	ADP
bracis-28416	197	16	connection	connection	NOUN
bracis-28416	197	17	with	with	ADP
bracis-28416	197	18	cloze	cloze	NOUN
bracis-28416	197	19	procedures	procedure	NOUN
bracis-28416	197	20	.	.	PUNCT
bracis-28416	198	1	not	not	PART
bracis-28416	198	2	surprisingly	surprisingly	ADV
bracis-28416	198	3	,	,	PUNCT
bracis-28416	198	4	research	research	NOUN
bracis-28416	198	5	in	in	ADP
bracis-28416	198	6	rte	rte	PROPN
bracis-28416	198	7	has	have	AUX
bracis-28416	198	8	arrived	arrive	VERB
bracis-28416	198	9	at	at	ADP
bracis-28416	198	10	a	a	DET
bracis-28416	198	11	definition	definition	NOUN
bracis-28416	198	12	that	that	PRON
bracis-28416	198	13	takes	take	VERB
bracis-28416	198	14	into	into	ADP
bracis-28416	198	15	account	account	NOUN
bracis-28416	198	16	appropriate	appropriate	ADJ
bracis-28416	198	17	background	background	NOUN
bracis-28416	198	18	knowledge	knowledge	NOUN
bracis-28416	198	19	:	:	PUNCT
bracis-28416	198	20	a	a	DET
bracis-28416	198	21	text	text	NOUN
bracis-28416	198	22	t	t	NOUN
bracis-28416	198	23	textually	textually	ADV
bracis-28416	198	24	entails	entail	VERB
bracis-28416	198	25	a	a	DET
bracis-28416	198	26	hypothesis	hypothesis	NOUN
bracis-28416	198	27	h	h	NOUN
bracis-28416	198	28	relative	relative	ADJ
bracis-28416	198	29	to	to	ADP
bracis-28416	198	30	a	a	DET
bracis-28416	198	31	group	group	NOUN
bracis-28416	198	32	of	of	ADP
bracis-28416	198	33	end	end	NOUN
bracis-28416	198	34	-	-	PUNCT
bracis-28416	198	35	users	user	NOUN
bracis-28416	198	36	g	g	PRON
bracis-28416	198	37	just	just	ADV
bracis-28416	198	38	in	in	ADP
bracis-28416	198	39	case	case	NOUN
bracis-28416	198	40	,	,	PUNCT
bracis-28416	198	41	typically	typically	ADV
bracis-28416	198	42	,	,	PUNCT
bracis-28416	198	43	a	a	DET
bracis-28416	198	44	member	member	NOUN
bracis-28416	198	45	of	of	ADP
bracis-28416	198	46	g	g	PROPN
bracis-28416	198	47	reading	read	VERB
bracis-28416	198	48	t	t	PROPN
bracis-28416	198	49	would	would	AUX
bracis-28416	198	50	be	be	AUX
bracis-28416	198	51	justified	justify	VERB
bracis-28416	198	52	in	in	ADP
bracis-28416	198	53	inferring	infer	VERB
bracis-28416	198	54	the	the	DET
bracis-28416	198	55	proposition	proposition	NOUN
bracis-28416	198	56	expressed	express	VERB
bracis-28416	198	57	by	by	ADP
bracis-28416	198	58	h	h	NOUN
bracis-28416	198	59	from	from	ADP
bracis-28416	198	60	the	the	DET
bracis-28416	198	61	proposition	proposition	NOUN
bracis-28416	198	62	expressed	express	VERB
bracis-28416	198	63	by	by	ADP
bracis-28416	198	64	t.	t.	PROPN
bracis-28416	198	65	[	[	X
bracis-28416	198	66	23	23	NUM
bracis-28416	198	67	]	]	PUNCT
bracis-28416	198	68	the	the	DET
bracis-28416	198	69	challenge	challenge	NOUN
bracis-28416	198	70	here	here	ADV
bracis-28416	198	71	lies	lie	VERB
bracis-28416	198	72	in	in	ADP
bracis-28416	198	73	the	the	DET
bracis-28416	198	74	high	high	ADJ
bracis-28416	198	75	level	level	NOUN
bracis-28416	198	76	of	of	ADP
bracis-28416	198	77	dependency	dependency	NOUN
bracis-28416	198	78	on	on	ADP
bracis-28416	198	79	contextualized	contextualized	ADJ
bracis-28416	198	80	information	information	NOUN
bracis-28416	198	81	within	within	ADP
bracis-28416	198	82	a	a	DET
bracis-28416	198	83	community	community	NOUN
bracis-28416	198	84	.	.	PUNCT
bracis-28416	199	1	even	even	ADV
bracis-28416	199	2	though	though	SCONJ
bracis-28416	199	3	the	the	DET
bracis-28416	199	4	intuition	intuition	NOUN
bracis-28416	199	5	behind	behind	ADP
bracis-28416	199	6	rte	rte	PROPN
bracis-28416	199	7	seems	seem	VERB
bracis-28416	199	8	correct	correct	ADJ
bracis-28416	199	9	as	as	ADP
bracis-28416	199	10	a	a	DET
bracis-28416	199	11	test	test	NOUN
bracis-28416	199	12	for	for	ADP
bracis-28416	199	13	commonsense	commonsense	ADJ
bracis-28416	199	14	reasoning	reasoning	NOUN
bracis-28416	199	15	,	,	PUNCT
bracis-28416	199	16	it	it	PRON
bracis-28416	199	17	is	be	AUX
bracis-28416	199	18	hard	hard	ADJ
bracis-28416	199	19	to	to	PART
bracis-28416	199	20	come	come	VERB
bracis-28416	199	21	up	up	ADP
bracis-28416	199	22	with	with	ADP
bracis-28416	199	23	a	a	DET
bracis-28416	199	24	well	well	ADV
bracis-28416	199	25	-	-	PUNCT
bracis-28416	199	26	delimited	delimit	VERB
bracis-28416	199	27	test	test	NOUN
bracis-28416	199	28	in	in	ADP
bracis-28416	199	29	which	which	PRON
bracis-28416	199	30	knowledge	knowledge	NOUN
bracis-28416	199	31	representation	representation	NOUN
bracis-28416	199	32	is	be	AUX
bracis-28416	199	33	not	not	PART
bracis-28416	199	34	about	about	ADP
bracis-28416	199	35	general	general	ADJ
bracis-28416	199	36	issues	issue	NOUN
bracis-28416	199	37	.	.	PUNCT
bracis-28416	200	1	indeed	indeed	ADV
bracis-28416	200	2	,	,	PUNCT
bracis-28416	200	3	levesque	levesque	PROPN
bracis-28416	200	4	did	do	AUX
bracis-28416	200	5	not	not	PART
bracis-28416	200	6	take	take	VERB
bracis-28416	200	7	rte	rte	NOUN
bracis-28416	200	8	as	as	ADP
bracis-28416	200	9	the	the	DET
bracis-28416	200	10	best	good	ADJ
bracis-28416	200	11	way	way	NOUN
bracis-28416	200	12	of	of	ADP
bracis-28416	200	13	testing	test	VERB
bracis-28416	200	14	commonsense	commonsense	NOUN
bracis-28416	200	15	because	because	SCONJ
bracis-28416	200	16	there	there	PRON
bracis-28416	200	17	is	be	VERB
bracis-28416	200	18	an	an	DET
bracis-28416	200	19	indefinite	indefinite	ADJ
bracis-28416	200	20	number	number	NOUN
bracis-28416	200	21	of	of	ADP
bracis-28416	200	22	valid	valid	ADJ
bracis-28416	200	23	and	and	CCONJ
bracis-28416	200	24	correct	correct	ADJ
bracis-28416	200	25	consequences	consequence	NOUN
bracis-28416	200	26	that	that	PRON
bracis-28416	200	27	may	may	AUX
bracis-28416	200	28	follow	follow	VERB
bracis-28416	200	29	from	from	ADP
bracis-28416	200	30	a	a	DET
bracis-28416	200	31	sentence	sentence	NOUN
bracis-28416	200	32	within	within	ADP
bracis-28416	200	33	rte	rte	NOUN
bracis-28416	201	1	[	[	X
bracis-28416	201	2	27	27	NUM
bracis-28416	201	3	]	]	PUNCT
bracis-28416	201	4	.	.	PUNCT
bracis-28416	202	1	the	the	DET
bracis-28416	202	2	problem	problem	NOUN
bracis-28416	202	3	of	of	ADP
bracis-28416	202	4	inferential	inferential	ADJ
bracis-28416	202	5	causality	causality	NOUN
bracis-28416	202	6	[	[	X
bracis-28416	202	7	35	35	NUM
bracis-28416	202	8	]	]	PUNCT
bracis-28416	202	9	is	be	AUX
bracis-28416	202	10	unsurmountable	unsurmountable	ADJ
bracis-28416	202	11	as	as	ADP
bracis-28416	202	12	a	a	DET
bracis-28416	202	13	practical	practical	ADJ
bracis-28416	202	14	test	test	NOUN
bracis-28416	202	15	of	of	ADP
bracis-28416	202	16	machine	machine	NOUN
bracis-28416	202	17	intelligence	intelligence	NOUN
bracis-28416	202	18	.	.	PUNCT
bracis-28416	203	1	as	as	ADP
bracis-28416	203	2	an	an	DET
bracis-28416	203	3	alternative	alternative	NOUN
bracis-28416	203	4	,	,	PUNCT
bracis-28416	203	5	he	he	PRON
bracis-28416	203	6	proposed	propose	VERB
bracis-28416	203	7	the	the	DET
bracis-28416	203	8	wsc	wsc	PROPN
bracis-28416	203	9	as	as	ADP
bracis-28416	203	10	a	a	DET
bracis-28416	203	11	test	test	NOUN
bracis-28416	203	12	that	that	PRON
bracis-28416	203	13	is	be	AUX
bracis-28416	203	14	not	not	PART
bracis-28416	203	15	only	only	ADV
bracis-28416	203	16	feasible	feasible	ADJ
bracis-28416	203	17	but	but	CCONJ
bracis-28416	203	18	also	also	ADV
bracis-28416	203	19	measurable	measurable	ADJ
bracis-28416	203	20	.	.	PUNCT
bracis-28416	204	1	levesque	levesque	PROPN
bracis-28416	204	2	’s	’s	PART
bracis-28416	204	3	innovation	innovation	NOUN
bracis-28416	204	4	is	be	AUX
bracis-28416	204	5	the	the	DET
bracis-28416	204	6	addition	addition	NOUN
bracis-28416	204	7	of	of	ADP
bracis-28416	204	8	a	a	DET
bracis-28416	204	9	double	double	ADJ
bracis-28416	204	10	ambiguity	ambiguity	NOUN
bracis-28416	204	11	:	:	PUNCT
bracis-28416	204	12	a	a	DET
bracis-28416	204	13	pronominal	pronominal	NOUN
bracis-28416	204	14	anaphora	anaphora	NOUN
bracis-28416	204	15	plus	plus	CCONJ
bracis-28416	204	16	a	a	DET
bracis-28416	204	17	coreferential	coreferential	ADJ
bracis-28416	204	18	ambiguity	ambiguity	NOUN
bracis-28416	204	19	.	.	PUNCT
bracis-28416	205	1	for	for	ADP
bracis-28416	205	2	instance	instance	NOUN
bracis-28416	205	3	:	:	PUNCT
bracis-28416	205	4	(	(	PUNCT
bracis-28416	205	5	information	information	NOUN
bracis-28416	205	6	)	)	PUNCT
bracis-28416	205	7	the	the	DET
bracis-28416	205	8	city	city	NOUN
bracis-28416	205	9	councilmen	councilman	NOUN
bracis-28416	205	10	denied	deny	VERB
bracis-28416	205	11	the	the	DET
bracis-28416	205	12	demonstrators	demonstrator	NOUN
bracis-28416	205	13	a	a	DET
bracis-28416	205	14	permit	permit	NOUN
bracis-28416	205	15	.	.	PUNCT
bracis-28416	206	1	(	(	PUNCT
bracis-28416	206	2	ambiguity	ambiguity	NOUN
bracis-28416	206	3	)	)	PUNCT
bracis-28416	206	4	because	because	SCONJ
bracis-28416	206	5	they	they	PRON
bracis-28416	206	6	feared	fear	VERB
bracis-28416	206	7	/	/	PUNCT
bracis-28416	206	8	advocated	advocate	VERB
bracis-28416	206	9	for	for	ADP
bracis-28416	206	10	violence	violence	NOUN
bracis-28416	206	11	.	.	PUNCT
bracis-28416	207	1	the	the	DET
bracis-28416	207	2	personal	personal	ADJ
bracis-28416	207	3	pronoun	pronoun	NOUN
bracis-28416	207	4	“	"	PUNCT
bracis-28416	207	5	they	they	PRON
bracis-28416	207	6	”	"	PUNCT
bracis-28416	207	7	may	may	AUX
bracis-28416	207	8	refer	refer	VERB
bracis-28416	207	9	to	to	ADP
bracis-28416	207	10	either	either	CCONJ
bracis-28416	207	11	the	the	DET
bracis-28416	207	12	city	city	NOUN
bracis-28416	207	13	councilmen	councilman	NOUN
bracis-28416	207	14	or	or	CCONJ
bracis-28416	207	15	the	the	DET
bracis-28416	207	16	demonstrators	demonstrator	NOUN
bracis-28416	207	17	.	.	PUNCT
bracis-28416	208	1	if	if	SCONJ
bracis-28416	208	2	we	we	PRON
bracis-28416	208	3	ask	ask	VERB
bracis-28416	208	4	“	"	PUNCT
bracis-28416	208	5	who	who	PRON
bracis-28416	208	6	feared	fear	VERB
bracis-28416	208	7	violence	violence	NOUN
bracis-28416	208	8	?	?	PUNCT
bracis-28416	208	9	”	"	PUNCT
bracis-28416	209	1	the	the	DET
bracis-28416	209	2	answer	answer	NOUN
bracis-28416	209	3	is	be	AUX
bracis-28416	209	4	“	"	PUNCT
bracis-28416	209	5	the	the	DET
bracis-28416	209	6	city	city	NOUN
bracis-28416	209	7	councilmen	councilman	NOUN
bracis-28416	209	8	”	"	PUNCT
bracis-28416	209	9	.	.	PUNCT
bracis-28416	210	1	conversely	conversely	ADV
bracis-28416	210	2	,	,	PUNCT
bracis-28416	210	3	if	if	SCONJ
bracis-28416	210	4	we	we	PRON
bracis-28416	210	5	ask	ask	VERB
bracis-28416	210	6	“	"	PUNCT
bracis-28416	210	7	who	who	PRON
bracis-28416	210	8	advocated	advocate	VERB
bracis-28416	210	9	for	for	ADP
bracis-28416	210	10	violence	violence	NOUN
bracis-28416	210	11	,	,	PUNCT
bracis-28416	210	12	”	"	PUNCT
bracis-28416	210	13	the	the	DET
bracis-28416	210	14	answer	answer	NOUN
bracis-28416	210	15	is	be	AUX
bracis-28416	210	16	“	"	PUNCT
bracis-28416	210	17	the	the	DET
bracis-28416	210	18	demonstrators	demonstrator	NOUN
bracis-28416	210	19	”	"	PUNCT
bracis-28416	210	20	.	.	PUNCT
bracis-28416	211	1	therefore	therefore	ADV
bracis-28416	211	2	,	,	PUNCT
bracis-28416	211	3	the	the	DET
bracis-28416	211	4	coreferential	coreferential	ADJ
bracis-28416	211	5	ambiguity	ambiguity	NOUN
bracis-28416	211	6	is	be	AUX
bracis-28416	211	7	based	base	VERB
bracis-28416	211	8	on	on	ADP
bracis-28416	211	9	a	a	DET
bracis-28416	211	10	pair	pair	NOUN
bracis-28416	211	11	of	of	ADP
bracis-28416	211	12	special	special	ADJ
bracis-28416	211	13	words	word	NOUN
bracis-28416	211	14	that	that	PRON
bracis-28416	211	15	considerably	considerably	ADV
bracis-28416	211	16	shift	shift	VERB
bracis-28416	211	17	the	the	DET
bracis-28416	211	18	meaning	meaning	NOUN
bracis-28416	211	19	of	of	ADP
bracis-28416	211	20	the	the	DET
bracis-28416	211	21	sentence	sentence	NOUN
bracis-28416	211	22	.	.	PUNCT
bracis-28416	212	1	we	we	PRON
bracis-28416	212	2	can	can	AUX
bracis-28416	212	3	see	see	VERB
bracis-28416	212	4	that	that	SCONJ
bracis-28416	212	5	the	the	DET
bracis-28416	212	6	wsc	wsc	PROPN
bracis-28416	212	7	,	,	PUNCT
bracis-28416	212	8	in	in	ADP
bracis-28416	212	9	an	an	DET
bracis-28416	212	10	attempt	attempt	NOUN
bracis-28416	212	11	to	to	PART
bracis-28416	212	12	move	move	VERB
bracis-28416	212	13	away	away	ADV
bracis-28416	212	14	from	from	ADP
bracis-28416	212	15	the	the	DET
bracis-28416	212	16	complexities	complexity	NOUN
bracis-28416	212	17	of	of	ADP
bracis-28416	212	18	rte	rte	NOUN
bracis-28416	212	19	,	,	PUNCT
bracis-28416	212	20	arrived	arrive	VERB
bracis-28416	212	21	at	at	ADP
bracis-28416	212	22	a	a	DET
bracis-28416	212	23	modified	modify	VERB
bracis-28416	212	24	form	form	NOUN
bracis-28416	212	25	of	of	ADP
bracis-28416	212	26	cloze	cloze	NOUN
bracis-28416	212	27	test	test	NOUN
bracis-28416	212	28	.	.	PUNCT
bracis-28416	213	1	first	first	ADV
bracis-28416	213	2	of	of	ADP
bracis-28416	213	3	all	all	PRON
bracis-28416	213	4	,	,	PUNCT
bracis-28416	213	5	the	the	DET
bracis-28416	213	6	blank	blank	NOUN
bracis-28416	213	7	to	to	PART
bracis-28416	213	8	be	be	AUX
bracis-28416	213	9	replaced	replace	VERB
bracis-28416	213	10	,	,	PUNCT
bracis-28416	213	11	in	in	ADP
bracis-28416	213	12	a	a	DET
bracis-28416	213	13	winograd	winograd	ADJ
bracis-28416	213	14	schema	schema	NOUN
bracis-28416	213	15	,	,	PUNCT
bracis-28416	213	16	by	by	ADP
bracis-28416	213	17	either	either	DET
bracis-28416	213	18	one	one	NUM
bracis-28416	213	19	of	of	ADP
bracis-28416	213	20	the	the	DET
bracis-28416	213	21	pair	pair	NOUN
bracis-28416	213	22	of	of	ADP
bracis-28416	213	23	keywords	keyword	NOUN
bracis-28416	213	24	is	be	AUX
bracis-28416	213	25	just	just	ADV
bracis-28416	213	26	a	a	DET
bracis-28416	213	27	mask	mask	NOUN
bracis-28416	213	28	with	with	ADP
bracis-28416	213	29	only	only	ADV
bracis-28416	213	30	one	one	NUM
bracis-28416	213	31	correct	correct	ADJ
bracis-28416	213	32	answer	answer	NOUN
bracis-28416	213	33	.	.	PUNCT
bracis-28416	214	1	for	for	ADP
bracis-28416	214	2	instance	instance	NOUN
bracis-28416	214	3	,	,	PUNCT
bracis-28416	214	4	we	we	PRON
bracis-28416	214	5	have	have	VERB
bracis-28416	214	6	:	:	PUNCT
bracis-28416	214	7	the	the	DET
bracis-28416	214	8	city	city	NOUN
bracis-28416	214	9	councilmen	councilman	NOUN
bracis-28416	214	10	denied	deny	VERB
bracis-28416	214	11	the	the	DET
bracis-28416	214	12	demonstrators	demonstrator	NOUN
bracis-28416	214	13	a	a	DET
bracis-28416	214	14	permit	permit	NOUN
bracis-28416	214	15	.	.	PUNCT
bracis-28416	215	1	because	because	SCONJ
bracis-28416	215	2	they	they	PRON
bracis-28416	215	3	[	[	X
bracis-28416	215	4	mask	mask	NOUN
bracis-28416	215	5	]	]	PUNCT
bracis-28416	215	6	violence	violence	NOUN
bracis-28416	215	7	.	.	PUNCT
bracis-28416	216	1	to	to	PART
bracis-28416	216	2	make	make	VERB
bracis-28416	216	3	the	the	DET
bracis-28416	216	4	connection	connection	NOUN
bracis-28416	216	5	with	with	ADP
bracis-28416	216	6	anaphora	anaphora	ADJ
bracis-28416	216	7	resolution	resolution	NOUN
bracis-28416	216	8	even	even	ADV
bracis-28416	216	9	more	more	ADV
bracis-28416	216	10	evident	evident	ADJ
bracis-28416	216	11	,	,	PUNCT
bracis-28416	216	12	suppose	suppose	VERB
bracis-28416	216	13	the	the	DET
bracis-28416	216	14	pronoum	pronoum	NOUN
bracis-28416	216	15	that	that	PRON
bracis-28416	216	16	has	have	VERB
bracis-28416	216	17	to	to	PART
bracis-28416	216	18	be	be	AUX
bracis-28416	216	19	disambiguated	disambiguate	VERB
bracis-28416	216	20	is	be	AUX
bracis-28416	216	21	also	also	ADV
bracis-28416	216	22	masked	mask	VERB
bracis-28416	216	23	.	.	PUNCT
bracis-28416	217	1	we	we	PRON
bracis-28416	217	2	would	would	AUX
bracis-28416	217	3	end	end	VERB
bracis-28416	217	4	up	up	ADP
bracis-28416	217	5	with	with	ADP
bracis-28416	217	6	two	two	NUM
bracis-28416	217	7	masks	mask	NOUN
bracis-28416	217	8	as	as	SCONJ
bracis-28416	217	9	follows	follow	VERB
bracis-28416	217	10	:	:	PUNCT
bracis-28416	217	11	the	the	DET
bracis-28416	217	12	city	city	NOUN
bracis-28416	217	13	councilmen	councilman	NOUN
bracis-28416	217	14	denied	deny	VERB
bracis-28416	217	15	the	the	DET
bracis-28416	217	16	demonstrators	demonstrator	NOUN
bracis-28416	217	17	a	a	DET
bracis-28416	217	18	permit	permit	NOUN
bracis-28416	217	19	.	.	PUNCT
bracis-28416	218	1	because	because	SCONJ
bracis-28416	218	2	[	[	X
bracis-28416	218	3	mask	mask	X
bracis-28416	218	4	]	]	X
bracis-28416	219	1	[	[	X
bracis-28416	219	2	mask	mask	NOUN
bracis-28416	219	3	]	]	PUNCT
bracis-28416	219	4	violence	violence	NOUN
bracis-28416	219	5	.	.	PUNCT
bracis-28416	220	1	in	in	ADP
bracis-28416	220	2	this	this	DET
bracis-28416	220	3	particular	particular	ADJ
bracis-28416	220	4	example	example	NOUN
bracis-28416	220	5	we	we	PRON
bracis-28416	220	6	have	have	VERB
bracis-28416	220	7	a	a	DET
bracis-28416	220	8	little	little	ADJ
bracis-28416	220	9	bit	bit	NOUN
bracis-28416	220	10	more	more	ADJ
bracis-28416	220	11	than	than	ADP
bracis-28416	220	12	15	15	NUM
bracis-28416	220	13	%	%	NOUN
bracis-28416	220	14	of	of	ADP
bracis-28416	220	15	masked	masked	ADJ
bracis-28416	220	16	tokens	token	NOUN
bracis-28416	220	17	,	,	PUNCT
bracis-28416	220	18	and	and	CCONJ
bracis-28416	220	19	we	we	PRON
bracis-28416	220	20	have	have	AUX
bracis-28416	220	21	preserved	preserve	VERB
bracis-28416	220	22	enough	enough	ADJ
bracis-28416	220	23	context	context	NOUN
bracis-28416	220	24	to	to	ADP
bracis-28416	220	25	a	a	DET
bracis-28416	220	26	good	good	ADJ
bracis-28416	220	27	guessing	guessing	NOUN
bracis-28416	220	28	from	from	ADP
bracis-28416	220	29	the	the	DET
bracis-28416	220	30	machine	machine	NOUN
bracis-28416	220	31	.	.	PUNCT
bracis-28416	221	1	(	(	PUNCT
bracis-28416	221	2	as	as	ADP
bracis-28416	221	3	a	a	DET
bracis-28416	221	4	digression	digression	NOUN
bracis-28416	221	5	,	,	PUNCT
bracis-28416	221	6	note	note	VERB
bracis-28416	221	7	that	that	SCONJ
bracis-28416	221	8	,	,	PUNCT
bracis-28416	221	9	by	by	ADP
bracis-28416	221	10	limiting	limit	VERB
bracis-28416	221	11	the	the	DET
bracis-28416	221	12	flexibility	flexibility	NOUN
bracis-28416	221	13	of	of	ADP
bracis-28416	221	14	placeholders	placeholder	NOUN
bracis-28416	221	15	,	,	PUNCT
bracis-28416	221	16	winograd	winograd	PROPN
bracis-28416	221	17	schemas	schema	NOUN
bracis-28416	221	18	introduce	introduce	VERB
bracis-28416	221	19	some	some	DET
bracis-28416	221	20	sort	sort	NOUN
bracis-28416	221	21	of	of	ADP
bracis-28416	221	22	bias	bias	NOUN
bracis-28416	221	23	,	,	PUNCT
bracis-28416	221	24	a	a	DET
bracis-28416	221	25	social	social	ADJ
bracis-28416	221	26	desirability	desirability	NOUN
bracis-28416	221	27	bias	bias	NOUN
bracis-28416	221	28	—	—	PUNCT
bracis-28416	221	29	the	the	DET
bracis-28416	221	30	requirement	requirement	NOUN
bracis-28416	221	31	that	that	SCONJ
bracis-28416	221	32	nouns	noun	NOUN
bracis-28416	221	33	are	be	AUX
bracis-28416	221	34	mapped	map	VERB
bracis-28416	221	35	correctly	correctly	ADV
bracis-28416	221	36	to	to	ADP
bracis-28416	221	37	keywords	keyword	NOUN
bracis-28416	221	38	so	so	SCONJ
bracis-28416	221	39	as	as	SCONJ
bracis-28416	221	40	to	to	PART
bracis-28416	221	41	infer	infer	VERB
bracis-28416	221	42	what	what	PRON
bracis-28416	221	43	the	the	DET
bracis-28416	221	44	designers	designer	NOUN
bracis-28416	221	45	of	of	ADP
bracis-28416	221	46	the	the	DET
bracis-28416	221	47	test	test	NOUN
bracis-28416	221	48	take	take	NOUN
bracis-28416	221	49	as	as	ADP
bracis-28416	221	50	the	the	DET
bracis-28416	221	51	correct	correct	ADJ
bracis-28416	221	52	and	and	CCONJ
bracis-28416	221	53	obvious	obvious	ADJ
bracis-28416	221	54	alternative	alternative	NOUN
bracis-28416	221	55	.	.	PUNCT
bracis-28416	221	56	)	)	PUNCT
bracis-28416	222	1	we	we	PRON
bracis-28416	222	2	must	must	AUX
bracis-28416	222	3	now	now	ADV
bracis-28416	222	4	examine	examine	VERB
bracis-28416	222	5	what	what	PRON
bracis-28416	222	6	is	be	AUX
bracis-28416	222	7	it	it	PRON
bracis-28416	222	8	that	that	PRON
bracis-28416	222	9	roberta	roberta	PROPN
bracis-28416	222	10	brought	bring	VERB
bracis-28416	222	11	to	to	ADP
bracis-28416	222	12	the	the	DET
bracis-28416	222	13	plot	plot	NOUN
bracis-28416	222	14	,	,	PUNCT
bracis-28416	222	15	and	and	CCONJ
bracis-28416	222	16	verify	verify	VERB
bracis-28416	222	17	the	the	DET
bracis-28416	222	18	effect	effect	NOUN
bracis-28416	222	19	of	of	ADP
bracis-28416	222	20	the	the	DET
bracis-28416	222	21	winogrande	winogrande	NOUN
bracis-28416	222	22	corpus	corpus	NOUN
bracis-28416	222	23	,	,	PUNCT
bracis-28416	222	24	so	so	SCONJ
bracis-28416	222	25	as	as	SCONJ
bracis-28416	222	26	to	to	PART
bracis-28416	222	27	understand	understand	VERB
bracis-28416	222	28	the	the	DET
bracis-28416	222	29	role	role	NOUN
bracis-28416	222	30	played	play	VERB
bracis-28416	222	31	by	by	ADP
bracis-28416	222	32	those	those	DET
bracis-28416	222	33	suspects	suspect	NOUN
bracis-28416	222	34	.	.	PUNCT
bracis-28416	223	1	6	6	NUM
bracis-28416	223	2	a	a	DET
bracis-28416	223	3	second	second	ADJ
bracis-28416	223	4	look	look	NOUN
bracis-28416	223	5	at	at	ADP
bracis-28416	223	6	 	 	SPACE
bracis-28416	223	7	roberta	roberta	PROPN
bracis-28416	223	8	and	and	CCONJ
bracis-28416	223	9	 	 	SPACE
bracis-28416	223	10	winogrande	winogrande	VERB
bracis-28416	223	11	the	the	DET
bracis-28416	223	12	large	large	ADJ
bracis-28416	223	13	language	language	NOUN
bracis-28416	223	14	model	model	NOUN
bracis-28416	223	15	roberta	roberta	PROPN
bracis-28416	223	16	is	be	AUX
bracis-28416	223	17	a	a	DET
bracis-28416	223	18	refined	refined	ADJ
bracis-28416	223	19	version	version	NOUN
bracis-28416	223	20	of	of	ADP
bracis-28416	223	21	bert	bert	PROPN
bracis-28416	223	22	.	.	PUNCT
bracis-28416	224	1	as	as	SCONJ
bracis-28416	224	2	indicated	indicate	VERB
bracis-28416	224	3	by	by	ADP
bracis-28416	224	4	the	the	DET
bracis-28416	224	5	authors	author	NOUN
bracis-28416	224	6	of	of	ADP
bracis-28416	224	7	roberta	roberta	PROPN
bracis-28416	224	8	,	,	PUNCT
bracis-28416	224	9	its	its	PRON
bracis-28416	224	10	improved	improved	ADJ
bracis-28416	224	11	pretraining	pretraining	NOUN
bracis-28416	224	12	,	,	PUNCT
bracis-28416	224	13	with	with	ADP
bracis-28416	224	14	more	more	ADJ
bracis-28416	224	15	corpora	corpora	ADJ
bracis-28416	224	16	and	and	CCONJ
bracis-28416	224	17	better	well	ADJ
bracis-28416	224	18	hyperparameters	hyperparameter	NOUN
bracis-28416	224	19	,	,	PUNCT
bracis-28416	224	20	led	lead	VERB
bracis-28416	224	21	to	to	ADP
bracis-28416	224	22	significance	significance	NOUN
bracis-28416	224	23	performance	performance	NOUN
bracis-28416	224	24	gains	gain	NOUN
bracis-28416	224	25	across	across	ADP
bracis-28416	224	26	many	many	ADJ
bracis-28416	224	27	tasks	task	NOUN
bracis-28416	224	28	 	 	SPACE
bracis-28416	224	29	[	[	X
bracis-28416	224	30	29	29	NUM
bracis-28416	224	31	]	]	PUNCT
bracis-28416	224	32	.	.	PUNCT
bracis-28416	225	1	besides	besides	SCONJ
bracis-28416	225	2	bookcorpus	bookcorpus	PROPN
bracis-28416	225	3	[	[	X
bracis-28416	225	4	52	52	NUM
bracis-28416	225	5	]	]	PUNCT
bracis-28416	225	6	and	and	CCONJ
bracis-28416	225	7	the	the	DET
bracis-28416	225	8	english	english	PROPN
bracis-28416	225	9	wikipedia	wikipedia	PROPN
bracis-28416	225	10	(	(	PUNCT
bracis-28416	225	11	the	the	DET
bracis-28416	225	12	original	original	ADJ
bracis-28416	225	13	data	datum	NOUN
bracis-28416	225	14	used	use	VERB
bracis-28416	225	15	to	to	PART
bracis-28416	225	16	train	train	VERB
bracis-28416	225	17	bert	bert	PROPN
bracis-28416	225	18	)	)	PUNCT
bracis-28416	225	19	,	,	PUNCT
bracis-28416	225	20	roberta	roberta	PROPN
bracis-28416	225	21	was	be	AUX
bracis-28416	225	22	trained	train	VERB
bracis-28416	225	23	with	with	ADP
bracis-28416	225	24	the	the	DET
bracis-28416	225	25	english	english	ADJ
bracis-28416	225	26	portion	portion	NOUN
bracis-28416	225	27	of	of	ADP
bracis-28416	225	28	the	the	DET
bracis-28416	225	29	cc	cc	NOUN
bracis-28416	225	30	-	-	NOUN
bracis-28416	225	31	news	news	NOUN
bracis-28416	225	32	dataset	dataset	NOUN
bracis-28416	225	33	,	,	PUNCT
bracis-28416	225	34	footnote	footnote	VERB
bracis-28416	225	35	4	4	NUM
bracis-28416	225	36	openwebtext	openwebtext	NOUN
bracis-28416	225	37	,	,	PUNCT
bracis-28416	225	38	footnote	footnote	VERB
bracis-28416	225	39	5	5	NUM
bracis-28416	225	40	and	and	CCONJ
bracis-28416	225	41	,	,	PUNCT
bracis-28416	225	42	finally	finally	ADV
bracis-28416	225	43	,	,	PUNCT
bracis-28416	225	44	and	and	CCONJ
bracis-28416	225	45	most	most	ADV
bracis-28416	225	46	notably	notably	ADV
bracis-28416	225	47	,	,	PUNCT
bracis-28416	225	48	stories	story	NOUN
bracis-28416	225	49	,	,	PUNCT
bracis-28416	225	50	a	a	DET
bracis-28416	225	51	dataset	dataset	NOUN
bracis-28416	225	52	introduced	introduce	VERB
bracis-28416	225	53	by	by	ADP
bracis-28416	225	54	trinh	trinh	PROPN
bracis-28416	225	55	and	and	CCONJ
bracis-28416	225	56	le	le	X
bracis-28416	226	1	[	[	X
bracis-28416	226	2	48	48	NUM
bracis-28416	226	3	]	]	PUNCT
bracis-28416	226	4	containing	contain	VERB
bracis-28416	226	5	a	a	DET
bracis-28416	226	6	subset	subset	NOUN
bracis-28416	226	7	of	of	ADP
bracis-28416	226	8	commoncrawl	commoncrawl	NOUN
bracis-28416	226	9	data	datum	NOUN
bracis-28416	226	10	filtered	filter	VERB
bracis-28416	226	11	exactly	exactly	ADV
bracis-28416	226	12	to	to	PART
bracis-28416	226	13	match	match	VERB
bracis-28416	226	14	the	the	DET
bracis-28416	226	15	style	style	NOUN
bracis-28416	226	16	of	of	ADP
bracis-28416	226	17	winograd	winograd	PROPN
bracis-28416	226	18	schemas	schema	NOUN
bracis-28416	226	19	.	.	PUNCT
bracis-28416	227	1	from	from	ADP
bracis-28416	227	2	the	the	DET
bracis-28416	227	3	second	second	ADJ
bracis-28416	227	4	version	version	NOUN
bracis-28416	227	5	of	of	ADP
bracis-28416	227	6	the	the	DET
bracis-28416	227	7	winogrande	winogrande	NOUN
bracis-28416	227	8	paper	paper	NOUN
bracis-28416	227	9	[	[	X
bracis-28416	227	10	42	42	NUM
bracis-28416	227	11	]	]	PUNCT
bracis-28416	227	12	,	,	PUNCT
bracis-28416	227	13	we	we	PRON
bracis-28416	227	14	have	have	VERB
bracis-28416	227	15	that	that	SCONJ
bracis-28416	227	16	the	the	DET
bracis-28416	227	17	fine	fine	ADV
bracis-28416	227	18	-	-	PUNCT
bracis-28416	227	19	tuning	tuning	NOUN
bracis-28416	227	20	of	of	ADP
bracis-28416	227	21	roberta	roberta	PROPN
bracis-28416	227	22	with	with	ADP
bracis-28416	227	23	dpr	dpr	PROPN
bracis-28416	227	24	(	(	PUNCT
bracis-28416	227	25	definite	definite	ADJ
bracis-28416	227	26	pronoun	pronoun	NOUN
bracis-28416	227	27	resolution	resolution	NOUN
bracis-28416	227	28	dataset	dataset	NOUN
bracis-28416	227	29	)	)	PUNCT
bracis-28416	227	30	achieved	achieve	VERB
bracis-28416	227	31	83.1	83.1	NUM
bracis-28416	227	32	%	%	NOUN
bracis-28416	227	33	accuracy	accuracy	NOUN
bracis-28416	227	34	in	in	ADP
bracis-28416	227	35	the	the	DET
bracis-28416	227	36	wsc	wsc	PROPN
bracis-28416	227	37	.	.	PUNCT
bracis-28416	228	1	dpr	dpr	PROPN
bracis-28416	228	2	was	be	AUX
bracis-28416	228	3	a	a	DET
bracis-28416	228	4	fairly	fairly	ADV
bracis-28416	228	5	common	common	ADJ
bracis-28416	228	6	used	use	VERB
bracis-28416	228	7	dataset	dataset	NOUN
bracis-28416	228	8	for	for	ADP
bracis-28416	228	9	fine	fine	ADV
bracis-28416	228	10	-	-	PUNCT
bracis-28416	228	11	tuning	tune	VERB
bracis-28416	228	12	models	model	NOUN
bracis-28416	228	13	for	for	ADP
bracis-28416	228	14	solving	solve	VERB
bracis-28416	228	15	the	the	DET
bracis-28416	228	16	winograd	winograd	ADJ
bracis-28416	228	17	schema	schema	NOUN
bracis-28416	228	18	that	that	PRON
bracis-28416	228	19	introduced	introduce	VERB
bracis-28416	228	20	1886	1886	NUM
bracis-28416	228	21	additional	additional	ADJ
bracis-28416	228	22	winograd	winograd	ADJ
bracis-28416	228	23	schemas	schema	NOUN
bracis-28416	228	24	authored	author	VERB
bracis-28416	228	25	by	by	ADP
bracis-28416	228	26	30	30	NUM
bracis-28416	228	27	undergraduate	undergraduate	ADJ
bracis-28416	228	28	students	student	NOUN
bracis-28416	228	29	.	.	PUNCT
bracis-28416	229	1	that	that	DET
bracis-28416	229	2	result	result	NOUN
bracis-28416	229	3	was	be	AUX
bracis-28416	229	4	already	already	ADV
bracis-28416	229	5	a	a	DET
bracis-28416	229	6	state	state	NOUN
bracis-28416	229	7	-	-	PUNCT
bracis-28416	229	8	of	of	ADP
bracis-28416	229	9	-	-	PUNCT
bracis-28416	229	10	art	art	NOUN
bracis-28416	229	11	performance	performance	NOUN
bracis-28416	229	12	for	for	ADP
bracis-28416	229	13	the	the	DET
bracis-28416	229	14	wsc	wsc	PROPN
bracis-28416	229	15	.	.	PUNCT
bracis-28416	230	1	and	and	CCONJ
bracis-28416	230	2	then	then	ADV
bracis-28416	230	3	the	the	DET
bracis-28416	230	4	fine	fine	ADV
bracis-28416	230	5	-	-	PUNCT
bracis-28416	230	6	tuning	tuning	NOUN
bracis-28416	230	7	of	of	ADP
bracis-28416	230	8	roberta	roberta	PROPN
bracis-28416	230	9	with	with	ADP
bracis-28416	230	10	winogrande	winogrande	NOUN
bracis-28416	230	11	,	,	PUNCT
bracis-28416	230	12	as	as	SCONJ
bracis-28416	230	13	we	we	PRON
bracis-28416	230	14	know	know	VERB
bracis-28416	230	15	,	,	PUNCT
bracis-28416	230	16	achieved	achieve	VERB
bracis-28416	230	17	90.1	90.1	NUM
bracis-28416	230	18	%	%	NOUN
bracis-28416	230	19	accuracy	accuracy	NOUN
bracis-28416	230	20	in	in	ADP
bracis-28416	230	21	the	the	DET
bracis-28416	230	22	wsc	wsc	PROPN
bracis-28416	230	23	.	.	PUNCT
bracis-28416	231	1	indeed	indeed	ADV
bracis-28416	231	2	,	,	PUNCT
bracis-28416	231	3	roberta	roberta	PROPN
bracis-28416	231	4	\(+\	\(+\	PROPN
bracis-28416	231	5	)	)	PUNCT
bracis-28416	231	6	dpr	dpr	PROPN
bracis-28416	231	7	already	already	ADV
bracis-28416	231	8	produced	produce	VERB
bracis-28416	231	9	excellent	excellent	ADJ
bracis-28416	231	10	results	result	NOUN
bracis-28416	231	11	.	.	PUNCT
bracis-28416	232	1	for	for	ADP
bracis-28416	232	2	instance	instance	NOUN
bracis-28416	232	3	,	,	PUNCT
bracis-28416	232	4	consider	consider	VERB
bracis-28416	232	5	the	the	DET
bracis-28416	232	6	pdp	pdp	PROPN
bracis-28416	232	7	pronoun	pronoun	PROPN
bracis-28416	232	8	disambiguation	disambiguation	PROPN
bracis-28416	232	9	problems	problem	NOUN
bracis-28416	232	10	)	)	PUNCT
bracis-28416	232	11	dataset	dataset	NOUN
bracis-28416	232	12	.	.	PUNCT
bracis-28416	233	1	this	this	DET
bracis-28416	233	2	dataset	dataset	NOUN
bracis-28416	233	3	consists	consist	VERB
bracis-28416	233	4	of	of	ADP
bracis-28416	233	5	80	80	NUM
bracis-28416	233	6	pronoun	pronoun	NOUN
bracis-28416	233	7	disambiguation	disambiguation	NOUN
bracis-28416	233	8	problems	problem	NOUN
bracis-28416	233	9	,	,	PUNCT
bracis-28416	233	10	all	all	PRON
bracis-28416	233	11	formulated	formulate	VERB
bracis-28416	233	12	through	through	ADP
bracis-28416	233	13	multiple	multiple	ADJ
bracis-28416	233	14	choice	choice	NOUN
bracis-28416	233	15	questions	question	NOUN
bracis-28416	233	16	,	,	PUNCT
bracis-28416	233	17	in	in	ADP
bracis-28416	233	18	which	which	PRON
bracis-28416	233	19	a	a	DET
bracis-28416	233	20	pronoun	pronoun	NOUN
bracis-28416	233	21	must	must	AUX
bracis-28416	233	22	be	be	AUX
bracis-28416	233	23	resolved	resolve	VERB
bracis-28416	233	24	to	to	ADP
bracis-28416	233	25	one	one	NUM
bracis-28416	233	26	of	of	ADP
bracis-28416	233	27	up	up	ADP
bracis-28416	233	28	to	to	PART
bracis-28416	233	29	5	5	NUM
bracis-28416	233	30	(	(	PUNCT
bracis-28416	233	31	but	but	CCONJ
bracis-28416	233	32	mostly	mostly	ADV
bracis-28416	233	33	binary	binary	ADJ
bracis-28416	233	34	)	)	PUNCT
bracis-28416	233	35	options	option	NOUN
bracis-28416	233	36	.	.	PUNCT
bracis-28416	234	1	this	this	PRON
bracis-28416	234	2	is	be	AUX
bracis-28416	234	3	clearly	clearly	ADV
bracis-28416	234	4	related	relate	VERB
bracis-28416	234	5	to	to	ADP
bracis-28416	234	6	the	the	DET
bracis-28416	234	7	wsc	wsc	PROPN
bracis-28416	234	8	,	,	PUNCT
bracis-28416	234	9	and	and	CCONJ
bracis-28416	234	10	often	often	ADV
bracis-28416	234	11	used	use	VERB
bracis-28416	234	12	as	as	ADP
bracis-28416	234	13	proxy	proxy	NOUN
bracis-28416	234	14	for	for	ADP
bracis-28416	234	15	the	the	DET
bracis-28416	234	16	wsc	wsc	PROPN
bracis-28416	234	17	itself	itself	PRON
bracis-28416	234	18	.	.	PUNCT
bracis-28416	235	1	for	for	ADP
bracis-28416	235	2	the	the	DET
bracis-28416	235	3	pdp	pdp	PROPN
bracis-28416	235	4	,	,	PUNCT
bracis-28416	235	5	roberta	roberta	PROPN
bracis-28416	235	6	+	+	PROPN
bracis-28416	235	7	dpr	dpr	PROPN
bracis-28416	235	8	and	and	CCONJ
bracis-28416	235	9	roberta	roberta	PROPN
bracis-28416	235	10	+	+	CCONJ
bracis-28416	235	11	winogrande	winogrande	NOUN
bracis-28416	235	12	had	have	VERB
bracis-28416	235	13	close	close	ADJ
bracis-28416	235	14	results	result	NOUN
bracis-28416	235	15	,	,	PUNCT
bracis-28416	235	16	86.3	86.3	NUM
bracis-28416	235	17	%	%	NOUN
bracis-28416	235	18	and	and	CCONJ
bracis-28416	235	19	87.5	87.5	NUM
bracis-28416	235	20	%	%	NOUN
bracis-28416	235	21	respectively	respectively	ADV
bracis-28416	235	22	.	.	PUNCT
bracis-28416	236	1	we	we	PRON
bracis-28416	236	2	can	can	AUX
bracis-28416	236	3	see	see	VERB
bracis-28416	236	4	similar	similar	ADJ
bracis-28416	236	5	results	result	NOUN
bracis-28416	236	6	for	for	ADP
bracis-28416	236	7	other	other	ADJ
bracis-28416	236	8	datasets	dataset	NOUN
bracis-28416	236	9	in	in	ADP
bracis-28416	236	10	table	table	NOUN
bracis-28416	236	11	 	 	SPACE
bracis-28416	236	12	1	1	NUM
bracis-28416	236	13	.	.	PUNCT
bracis-28416	236	14	table	table	NOUN
bracis-28416	236	15	1	1	NUM
bracis-28416	236	16	.	.	PUNCT
bracis-28416	236	17	comparison	comparison	NOUN
bracis-28416	236	18	between	between	ADP
bracis-28416	236	19	dpr	dpr	PROPN
bracis-28416	236	20	and	and	CCONJ
bracis-28416	236	21	winogrande	winogrande	VERB
bracis-28416	236	22	fine	fine	ADV
bracis-28416	236	23	-	-	PUNCT
bracis-28416	236	24	tuned	tune	VERB
bracis-28416	236	25	roberta	roberta	PROPN
bracis-28416	236	26	.	.	PUNCT
bracis-28416	237	1	note	note	VERB
bracis-28416	237	2	that	that	SCONJ
bracis-28416	237	3	superglue	superglue	NOUN
bracis-28416	237	4	-	-	PUNCT
bracis-28416	237	5	wsc	wsc	PROPN
bracis-28416	237	6	is	be	AUX
bracis-28416	237	7	discussed	discuss	VERB
bracis-28416	237	8	at	at	ADP
bracis-28416	237	9	https://super.gluebenchmark.com/tasks/.full	https://super.gluebenchmark.com/tasks/.full	PROPN
bracis-28416	237	10	size	size	NOUN
bracis-28416	237	11	table	table	NOUN
bracis-28416	237	12	the	the	DET
bracis-28416	237	13	authors	author	NOUN
bracis-28416	237	14	of	of	ADP
bracis-28416	237	15	the	the	DET
bracis-28416	237	16	winogrande	winogrande	NOUN
bracis-28416	237	17	corpus	corpus	NOUN
bracis-28416	237	18	briefly	briefly	ADV
bracis-28416	237	19	discussed	discuss	VERB
bracis-28416	237	20	those	those	DET
bracis-28416	237	21	points	point	NOUN
bracis-28416	237	22	:	:	PUNCT
bracis-28416	237	23	our	our	PRON
bracis-28416	237	24	model	model	NOUN
bracis-28416	237	25	is	be	AUX
bracis-28416	237	26	based	base	VERB
bracis-28416	237	27	on	on	ADP
bracis-28416	237	28	roberta	roberta	PROPN
bracis-28416	237	29	fine	fine	ADV
bracis-28416	237	30	-	-	PUNCT
bracis-28416	237	31	tuned	tune	VERB
bracis-28416	237	32	with	with	ADP
bracis-28416	237	33	winogrande	winogrande	NOUN
bracis-28416	237	34	(	(	PUNCT
bracis-28416	237	35	train	train	NOUN
bracis-28416	237	36	and	and	CCONJ
bracis-28416	237	37	dev	dev	NOUN
bracis-28416	237	38	sets	set	NOUN
bracis-28416	237	39	)	)	PUNCT
bracis-28416	237	40	.	.	PUNCT
bracis-28416	238	1	to	to	PART
bracis-28416	238	2	compare	compare	VERB
bracis-28416	238	3	different	different	ADJ
bracis-28416	238	4	corpora	corpora	NOUN
bracis-28416	238	5	used	use	VERB
bracis-28416	238	6	as	as	ADP
bracis-28416	238	7	a	a	DET
bracis-28416	238	8	resource	resource	NOUN
bracis-28416	238	9	,	,	PUNCT
bracis-28416	238	10	we	we	PRON
bracis-28416	238	11	also	also	ADV
bracis-28416	238	12	fine	fine	ADJ
bracis-28416	238	13	-	-	PUNCT
bracis-28416	238	14	tune	tune	NOUN
bracis-28416	238	15	roberta	roberta	PROPN
bracis-28416	238	16	on	on	ADP
bracis-28416	238	17	dpr	dpr	PROPN
bracis-28416	238	18	(	(	PUNCT
bracis-28416	238	19	train	train	NOUN
bracis-28416	238	20	and	and	CCONJ
bracis-28416	238	21	test	test	NOUN
bracis-28416	238	22	sets	set	NOUN
bracis-28416	238	23	)	)	PUNCT
bracis-28416	238	24	.	.	PUNCT
bracis-28416	239	1	for	for	ADP
bracis-28416	239	2	hyper	hyper	ADJ
bracis-28416	239	3	parameter	parameter	NOUN
bracis-28416	239	4	search	search	NOUN
bracis-28416	239	5	,	,	PUNCT
bracis-28416	239	6	we	we	PRON
bracis-28416	239	7	use	use	VERB
bracis-28416	239	8	the	the	DET
bracis-28416	239	9	same	same	ADJ
bracis-28416	239	10	grid	grid	NOUN
bracis-28416	239	11	search	search	NOUN
bracis-28416	239	12	strategy	strategy	NOUN
bracis-28416	239	13	as	as	ADP
bracis-28416	239	14	in	in	ADP
bracis-28416	239	15	sect	sect	NOUN
bracis-28416	239	16	 	 	SPACE
bracis-28416	239	17	4	4	NUM
bracis-28416	239	18	.	.	PUNCT
bracis-28416	239	19	overall	overall	ADJ
bracis-28416	239	20	,	,	PUNCT
bracis-28416	239	21	roberta	roberta	PROPN
bracis-28416	239	22	fine	fine	ADV
bracis-28416	239	23	-	-	PUNCT
bracis-28416	239	24	tuned	tune	VERB
bracis-28416	239	25	on	on	ADP
bracis-28416	239	26	winogrande	winogrande	NOUN
bracis-28416	239	27	helps	helps	AUX
bracis-28416	239	28	improve	improve	VERB
bracis-28416	239	29	the	the	DET
bracis-28416	239	30	accuracy	accuracy	NOUN
bracis-28416	239	31	on	on	ADP
bracis-28416	239	32	all	all	DET
bracis-28416	239	33	the	the	DET
bracis-28416	239	34	related	related	ADJ
bracis-28416	239	35	tasks	task	NOUN
bracis-28416	239	36	(	(	PUNCT
bracis-28416	239	37	table	table	NOUN
bracis-28416	239	38	6	6	NUM
bracis-28416	239	39	)	)	PUNCT
bracis-28416	239	40	,	,	PUNCT
bracis-28416	239	41	and	and	CCONJ
bracis-28416	239	42	performs	perform	VERB
bracis-28416	239	43	consistently	consistently	ADV
bracis-28416	239	44	better	well	ADJ
bracis-28416	239	45	than	than	SCONJ
bracis-28416	239	46	when	when	SCONJ
bracis-28416	239	47	roberta	roberta	PROPN
bracis-28416	239	48	is	be	AUX
bracis-28416	239	49	fine	fine	ADV
bracis-28416	239	50	-	-	PUNCT
bracis-28416	239	51	tuned	tune	VERB
bracis-28416	239	52	on	on	ADP
bracis-28416	239	53	dpr	dpr	PROPN
bracis-28416	239	54	.	.	PUNCT
bracis-28416	240	1	while	while	SCONJ
bracis-28416	240	2	improvements	improvement	NOUN
bracis-28416	240	3	on	on	ADP
bracis-28416	240	4	some	some	DET
bracis-28416	240	5	related	relate	VERB
bracis-28416	240	6	datasets	dataset	NOUN
bracis-28416	240	7	(	(	PUNCT
bracis-28416	240	8	particularly	particularly	ADV
bracis-28416	240	9	wsc	wsc	PROPN
bracis-28416	240	10	,	,	PUNCT
bracis-28416	240	11	pdp	pdp	PROPN
bracis-28416	240	12	,	,	PUNCT
bracis-28416	240	13	and	and	CCONJ
bracis-28416	240	14	dpr	dpr	PROPN
bracis-28416	240	15	)	)	PUNCT
bracis-28416	240	16	might	might	AUX
bracis-28416	240	17	seem	seem	VERB
bracis-28416	240	18	expected	expect	VERB
bracis-28416	240	19	,	,	PUNCT
bracis-28416	240	20	the	the	DET
bracis-28416	240	21	significant	significant	ADJ
bracis-28416	240	22	improvement	improvement	NOUN
bracis-28416	240	23	on	on	ADP
bracis-28416	240	24	copa	copa	PROPN
bracis-28416	240	25	is	be	AUX
bracis-28416	240	26	not	not	PART
bracis-28416	240	27	so	so	ADV
bracis-28416	240	28	.	.	PUNCT
bracis-28416	241	1	[	[	X
bracis-28416	241	2	42	42	NUM
bracis-28416	241	3	]	]	PUNCT
bracis-28416	241	4	intuitively	intuitively	ADV
bracis-28416	241	5	,	,	PUNCT
bracis-28416	241	6	the	the	PRON
bracis-28416	241	7	larger	large	ADJ
bracis-28416	241	8	the	the	DET
bracis-28416	241	9	dataset	dataset	NOUN
bracis-28416	241	10	,	,	PUNCT
bracis-28416	241	11	the	the	PRON
bracis-28416	241	12	better	well	ADJ
bracis-28416	241	13	;	;	PUNCT
bracis-28416	241	14	the	the	DET
bracis-28416	241	15	winogrande	winogrande	NOUN
bracis-28416	241	16	corpus	corpus	NOUN
bracis-28416	241	17	is	be	AUX
bracis-28416	241	18	valuable	valuable	ADJ
bracis-28416	241	19	because	because	SCONJ
bracis-28416	241	20	it	it	PRON
bracis-28416	241	21	is	be	AUX
bracis-28416	241	22	a	a	DET
bracis-28416	241	23	large	large	ADJ
bracis-28416	241	24	one	one	NUM
bracis-28416	241	25	.	.	PUNCT
bracis-28416	242	1	one	one	PRON
bracis-28416	242	2	should	should	AUX
bracis-28416	242	3	expect	expect	VERB
bracis-28416	242	4	the	the	DET
bracis-28416	242	5	performance	performance	NOUN
bracis-28416	242	6	of	of	ADP
bracis-28416	242	7	roberta	roberta	PROPN
bracis-28416	242	8	to	to	PART
bracis-28416	242	9	increase	increase	VERB
bracis-28416	242	10	by	by	ADP
bracis-28416	242	11	adding	add	VERB
bracis-28416	242	12	40k+	40k+	NUM
bracis-28416	242	13	winograd	winograd	PROPN
bracis-28416	242	14	schemas	schema	NOUN
bracis-28416	242	15	.	.	PUNCT
bracis-28416	243	1	our	our	PRON
bracis-28416	243	2	goal	goal	NOUN
bracis-28416	243	3	through	through	ADP
bracis-28416	243	4	this	this	DET
bracis-28416	243	5	discussion	discussion	NOUN
bracis-28416	243	6	is	be	AUX
bracis-28416	243	7	to	to	PART
bracis-28416	243	8	suggest	suggest	VERB
bracis-28416	243	9	that	that	SCONJ
bracis-28416	243	10	roberta	roberta	PROPN
bracis-28416	243	11	was	be	AUX
bracis-28416	243	12	a	a	DET
bracis-28416	243	13	key	key	ADJ
bracis-28416	243	14	character	character	NOUN
bracis-28416	243	15	in	in	ADP
bracis-28416	243	16	our	our	PRON
bracis-28416	243	17	plot	plot	NOUN
bracis-28416	243	18	,	,	PUNCT
bracis-28416	243	19	due	due	ADP
bracis-28416	243	20	to	to	ADP
bracis-28416	243	21	the	the	DET
bracis-28416	243	22	masked	masked	ADJ
bracis-28416	243	23	learning	learning	NOUN
bracis-28416	243	24	modeling	modeling	NOUN
bracis-28416	243	25	that	that	PRON
bracis-28416	243	26	lies	lie	VERB
bracis-28416	243	27	beneath	beneath	ADP
bracis-28416	243	28	it	it	PRON
bracis-28416	243	29	,	,	PUNCT
bracis-28416	243	30	while	while	SCONJ
bracis-28416	243	31	winogrande	winogrande	NOUN
bracis-28416	243	32	was	be	AUX
bracis-28416	243	33	an	an	DET
bracis-28416	243	34	important	important	ADJ
bracis-28416	243	35	element	element	NOUN
bracis-28416	243	36	of	of	ADP
bracis-28416	243	37	the	the	DET
bracis-28416	243	38	plot	plot	NOUN
bracis-28416	243	39	but	but	CCONJ
bracis-28416	243	40	one	one	NUM
bracis-28416	243	41	that	that	PRON
bracis-28416	243	42	simply	simply	ADV
bracis-28416	243	43	added	add	VERB
bracis-28416	243	44	learning	learning	NOUN
bracis-28416	243	45	material	material	NOUN
bracis-28416	243	46	to	to	ADP
bracis-28416	243	47	the	the	DET
bracis-28416	243	48	underlying	underlie	VERB
bracis-28416	243	49	infrastructure	infrastructure	NOUN
bracis-28416	243	50	.	.	PUNCT
bracis-28416	244	1	before	before	SCONJ
bracis-28416	244	2	we	we	PRON
bracis-28416	244	3	leave	leave	VERB
bracis-28416	244	4	this	this	DET
bracis-28416	244	5	discussion	discussion	NOUN
bracis-28416	244	6	,	,	PUNCT
bracis-28416	244	7	we	we	PRON
bracis-28416	244	8	must	must	AUX
bracis-28416	244	9	comment	comment	VERB
bracis-28416	244	10	on	on	ADP
bracis-28416	244	11	the	the	DET
bracis-28416	244	12	analysis	analysis	NOUN
bracis-28416	244	13	by	by	ADP
bracis-28416	244	14	elazar	elazar	NOUN
bracis-28416	244	15	et	et	PROPN
bracis-28416	244	16	al	al	PROPN
bracis-28416	244	17	.	.	PUNCT
bracis-28416	245	1	[	[	X
bracis-28416	245	2	13	13	NUM
bracis-28416	245	3	]	]	PUNCT
bracis-28416	245	4	.	.	PUNCT
bracis-28416	246	1	they	they	PRON
bracis-28416	246	2	argue	argue	VERB
bracis-28416	246	3	that	that	SCONJ
bracis-28416	246	4	the	the	DET
bracis-28416	246	5	perceived	perceive	VERB
bracis-28416	246	6	progress	progress	NOUN
bracis-28416	246	7	in	in	ADP
bracis-28416	246	8	the	the	DET
bracis-28416	246	9	wsc	wsc	PROPN
bracis-28416	246	10	is	be	AUX
bracis-28416	246	11	due	due	ADJ
bracis-28416	246	12	to	to	ADP
bracis-28416	246	13	flawed	flaw	VERB
bracis-28416	246	14	evaluation	evaluation	NOUN
bracis-28416	246	15	,	,	PUNCT
bracis-28416	246	16	artifacts	artifact	NOUN
bracis-28416	246	17	,	,	PUNCT
bracis-28416	246	18	and	and	CCONJ
bracis-28416	246	19	commonsense	commonsense	ADJ
bracis-28416	246	20	knowledge	knowledge	NOUN
bracis-28416	246	21	gleaned	glean	VERB
bracis-28416	246	22	from	from	ADP
bracis-28416	246	23	a	a	DET
bracis-28416	246	24	supervised	supervised	ADJ
bracis-28416	246	25	training	training	NOUN
bracis-28416	246	26	set	set	VERB
bracis-28416	246	27	rather	rather	ADV
bracis-28416	246	28	than	than	ADP
bracis-28416	246	29	advancements	advancement	NOUN
bracis-28416	246	30	in	in	ADP
bracis-28416	246	31	llms	llm	NOUN
bracis-28416	246	32	;	;	PUNCT
bracis-28416	246	33	clearly	clearly	ADV
bracis-28416	246	34	their	their	PRON
bracis-28416	246	35	analysis	analysis	NOUN
bracis-28416	246	36	emphasizes	emphasize	VERB
bracis-28416	246	37	features	feature	NOUN
bracis-28416	246	38	of	of	ADP
bracis-28416	246	39	the	the	DET
bracis-28416	246	40	wsc	wsc	PROPN
bracis-28416	246	41	that	that	PRON
bracis-28416	246	42	are	be	AUX
bracis-28416	246	43	not	not	PART
bracis-28416	246	44	aligned	align	VERB
bracis-28416	246	45	with	with	ADP
bracis-28416	246	46	the	the	DET
bracis-28416	246	47	analysis	analysis	NOUN
bracis-28416	246	48	in	in	ADP
bracis-28416	246	49	this	this	DET
bracis-28416	246	50	paper	paper	NOUN
bracis-28416	246	51	.	.	PUNCT
bracis-28416	247	1	while	while	SCONJ
bracis-28416	247	2	it	it	PRON
bracis-28416	247	3	is	be	AUX
bracis-28416	247	4	undeniable	undeniable	ADJ
bracis-28416	247	5	that	that	SCONJ
bracis-28416	247	6	flawed	flaw	VERB
bracis-28416	247	7	evaluation	evaluation	NOUN
bracis-28416	247	8	and	and	CCONJ
bracis-28416	247	9	artifacts	artifact	NOUN
bracis-28416	247	10	have	have	AUX
bracis-28416	247	11	influenced	influence	VERB
bracis-28416	247	12	the	the	DET
bracis-28416	247	13	perceived	perceive	VERB
bracis-28416	247	14	progress	progress	NOUN
bracis-28416	247	15	in	in	ADP
bracis-28416	247	16	the	the	DET
bracis-28416	247	17	wsc	wsc	PROPN
bracis-28416	247	18	,	,	PUNCT
bracis-28416	247	19	evidence	evidence	NOUN
bracis-28416	247	20	suggests	suggest	VERB
bracis-28416	247	21	that	that	SCONJ
bracis-28416	247	22	the	the	DET
bracis-28416	247	23	contribution	contribution	NOUN
bracis-28416	247	24	of	of	ADP
bracis-28416	247	25	pre	pre	ADJ
bracis-28416	247	26	-	-	ADJ
bracis-28416	247	27	trained	train	VERB
bracis-28416	247	28	llms	llm	NOUN
bracis-28416	247	29	is	be	AUX
bracis-28416	247	30	significant	significant	ADJ
bracis-28416	247	31	and	and	CCONJ
bracis-28416	247	32	should	should	AUX
bracis-28416	247	33	not	not	PART
bracis-28416	247	34	be	be	AUX
bracis-28416	247	35	disregarded	disregard	VERB
bracis-28416	247	36	.	.	PUNCT
bracis-28416	248	1	pre	pre	VERB
bracis-28416	248	2	-	-	ADJ
bracis-28416	248	3	trained	train	VERB
bracis-28416	248	4	llms	llm	NOUN
bracis-28416	248	5	indeed	indeed	ADV
bracis-28416	248	6	play	play	VERB
bracis-28416	248	7	a	a	DET
bracis-28416	248	8	significant	significant	ADJ
bracis-28416	248	9	role	role	NOUN
bracis-28416	248	10	in	in	ADP
bracis-28416	248	11	improving	improve	VERB
bracis-28416	248	12	word	word	NOUN
bracis-28416	248	13	sense	sense	NOUN
bracis-28416	248	14	disambiguation	disambiguation	NOUN
bracis-28416	248	15	and	and	CCONJ
bracis-28416	248	16	substantial	substantial	ADJ
bracis-28416	248	17	progress	progress	NOUN
bracis-28416	248	18	has	have	AUX
bracis-28416	248	19	been	be	AUX
bracis-28416	248	20	observed	observe	VERB
bracis-28416	248	21	through	through	ADP
bracis-28416	248	22	bert	bert	PROPN
bracis-28416	248	23	to	to	ADP
bracis-28416	248	24	roberta	roberta	PROPN
bracis-28416	248	25	(	(	PUNCT
bracis-28416	248	26	and	and	CCONJ
bracis-28416	248	27	note	note	VERB
bracis-28416	248	28	that	that	SCONJ
bracis-28416	248	29	bert	bert	PROPN
bracis-28416	248	30	alone	alone	ADV
bracis-28416	248	31	got	get	VERB
bracis-28416	248	32	64.9	64.9	NUM
bracis-28416	248	33	%	%	NOUN
bracis-28416	248	34	accuracy	accuracy	NOUN
bracis-28416	248	35	in	in	ADP
bracis-28416	248	36	the	the	DET
bracis-28416	248	37	wsc	wsc	PROPN
bracis-28416	248	38	,	,	PUNCT
bracis-28416	248	39	while	while	SCONJ
bracis-28416	248	40	roberta	roberta	PROPN
bracis-28416	248	41	alone	alone	ADV
bracis-28416	248	42	reached	reach	VERB
bracis-28416	248	43	79.1	79.1	NUM
bracis-28416	248	44	%	%	NOUN
bracis-28416	248	45	accuracy	accuracy	NOUN
bracis-28416	248	46	)	)	PUNCT
bracis-28416	248	47	.	.	PUNCT
bracis-28416	249	1	further	further	ADJ
bracis-28416	249	2	evidence	evidence	NOUN
bracis-28416	249	3	supporting	support	VERB
bracis-28416	249	4	this	this	DET
bracis-28416	249	5	claim	claim	NOUN
bracis-28416	249	6	is	be	AUX
bracis-28416	249	7	the	the	DET
bracis-28416	249	8	change	change	NOUN
bracis-28416	249	9	in	in	ADP
bracis-28416	249	10	performance	performance	NOUN
bracis-28416	249	11	across	across	ADP
bracis-28416	249	12	different	different	ADJ
bracis-28416	249	13	versions	version	NOUN
bracis-28416	249	14	of	of	ADP
bracis-28416	249	15	the	the	DET
bracis-28416	249	16	winogrande	winogrande	ADJ
bracis-28416	249	17	paper	paper	NOUN
bracis-28416	249	18	:	:	PUNCT
bracis-28416	249	19	despite	despite	SCONJ
bracis-28416	249	20	minimal	minimal	ADJ
bracis-28416	249	21	changes	change	NOUN
bracis-28416	249	22	in	in	ADP
bracis-28416	249	23	the	the	DET
bracis-28416	249	24	winogrande	winogrande	NOUN
bracis-28416	249	25	dataset	dataset	NOUN
bracis-28416	249	26	,	,	PUNCT
bracis-28416	249	27	sakaguchi	sakaguchi	PROPN
bracis-28416	249	28	et	et	PROPN
bracis-28416	249	29	al	al	PROPN
bracis-28416	249	30	.	.	PROPN
bracis-28416	249	31	’s	’s	PART
bracis-28416	249	32	bert	bert	PROPN
bracis-28416	249	33	-	-	PUNCT
bracis-28416	249	34	based	base	VERB
bracis-28416	249	35	model	model	NOUN
bracis-28416	249	36	achieved	achieve	VERB
bracis-28416	249	37	77.6	77.6	NUM
bracis-28416	249	38	%	%	NOUN
bracis-28416	249	39	in	in	ADP
bracis-28416	249	40	july	july	PROPN
bracis-28416	249	41	2019	2019	NUM
bracis-28416	249	42	,	,	PUNCT
bracis-28416	249	43	and	and	CCONJ
bracis-28416	249	44	with	with	ADP
bracis-28416	249	45	the	the	DET
bracis-28416	249	46	availability	availability	NOUN
bracis-28416	249	47	of	of	ADP
bracis-28416	249	48	roberta	roberta	PROPN
bracis-28416	249	49	in	in	ADP
bracis-28416	249	50	november	november	PROPN
bracis-28416	249	51	2019	2019	NUM
bracis-28416	249	52	,	,	PUNCT
bracis-28416	249	53	performance	performance	NOUN
bracis-28416	249	54	jumped	jump	VERB
bracis-28416	249	55	to	to	ADP
bracis-28416	249	56	90.1	90.1	NUM
bracis-28416	249	57	%	%	NOUN
bracis-28416	250	1	[	[	X
bracis-28416	250	2	42	42	NUM
bracis-28416	250	3	,	,	PUNCT
bracis-28416	250	4	44	44	NUM
bracis-28416	250	5	]	]	PUNCT
bracis-28416	250	6	.	.	PUNCT
bracis-28416	251	1	to	to	PART
bracis-28416	251	2	conclude	conclude	VERB
bracis-28416	251	3	this	this	DET
bracis-28416	251	4	section	section	NOUN
bracis-28416	251	5	,	,	PUNCT
bracis-28416	251	6	we	we	PRON
bracis-28416	251	7	note	note	VERB
bracis-28416	251	8	that	that	SCONJ
bracis-28416	251	9	we	we	PRON
bracis-28416	251	10	have	have	AUX
bracis-28416	251	11	focused	focus	VERB
bracis-28416	251	12	on	on	ADP
bracis-28416	251	13	the	the	DET
bracis-28416	251	14	events	event	NOUN
bracis-28416	251	15	that	that	PRON
bracis-28416	251	16	took	take	VERB
bracis-28416	251	17	place	place	NOUN
bracis-28416	251	18	around	around	ADP
bracis-28416	251	19	2019/2020	2019/2020	NUM
bracis-28416	251	20	,	,	PUNCT
bracis-28416	251	21	when	when	SCONJ
bracis-28416	251	22	the	the	DET
bracis-28416	251	23	wsc	wsc	PROPN
bracis-28416	251	24	was	be	AUX
bracis-28416	251	25	defeated	defeat	VERB
bracis-28416	251	26	.	.	PUNCT
bracis-28416	252	1	llms	llm	NOUN
bracis-28416	252	2	have	have	AUX
bracis-28416	252	3	had	have	VERB
bracis-28416	252	4	an	an	DET
bracis-28416	252	5	explosive	explosive	ADJ
bracis-28416	252	6	evolution	evolution	NOUN
bracis-28416	252	7	since	since	SCONJ
bracis-28416	252	8	them	they	PRON
bracis-28416	252	9	;	;	PUNCT
bracis-28416	252	10	masked	mask	VERB
bracis-28416	252	11	-	-	PUNCT
bracis-28416	252	12	modeling	modeling	NOUN
bracis-28416	252	13	training	training	NOUN
bracis-28416	252	14	is	be	AUX
bracis-28416	252	15	certainly	certainly	ADV
bracis-28416	252	16	not	not	PART
bracis-28416	252	17	the	the	DET
bracis-28416	252	18	only	only	ADJ
bracis-28416	252	19	technique	technique	NOUN
bracis-28416	252	20	that	that	PRON
bracis-28416	252	21	deserves	deserve	VERB
bracis-28416	252	22	attention	attention	NOUN
bracis-28416	252	23	now	now	ADV
bracis-28416	252	24	.	.	PUNCT
bracis-28416	253	1	while	while	SCONJ
bracis-28416	253	2	gap	gap	NOUN
bracis-28416	253	3	-	-	PUNCT
bracis-28416	253	4	filling	filling	NOUN
bracis-28416	253	5	(	(	PUNCT
bracis-28416	253	6	cloze	cloze	NOUN
bracis-28416	253	7	)	)	PUNCT
bracis-28416	253	8	training	training	NOUN
bracis-28416	253	9	aligns	align	VERB
bracis-28416	253	10	with	with	ADP
bracis-28416	253	11	the	the	DET
bracis-28416	253	12	human	human	ADJ
bracis-28416	253	13	reading	reading	NOUN
bracis-28416	253	14	experience	experience	NOUN
bracis-28416	253	15	,	,	PUNCT
bracis-28416	253	16	where	where	SCONJ
bracis-28416	253	17	we	we	PRON
bracis-28416	253	18	move	move	VERB
bracis-28416	253	19	forward	forward	ADV
bracis-28416	253	20	and	and	CCONJ
bracis-28416	253	21	backward	backward	ADJ
bracis-28416	253	22	through	through	ADP
bracis-28416	253	23	text	text	NOUN
bracis-28416	253	24	,	,	PUNCT
bracis-28416	253	25	models	model	NOUN
bracis-28416	253	26	such	such	ADJ
bracis-28416	253	27	as	as	ADP
bracis-28416	253	28	gpt	gpt	NOUN
bracis-28416	253	29	predict	predict	VERB
bracis-28416	253	30	the	the	DET
bracis-28416	253	31	next	next	ADJ
bracis-28416	253	32	token	token	NOUN
bracis-28416	253	33	using	use	VERB
bracis-28416	253	34	solely	solely	ADV
bracis-28416	253	35	previous	previous	ADJ
bracis-28416	253	36	tokens	token	NOUN
bracis-28416	253	37	.	.	PUNCT
bracis-28416	254	1	the	the	DET
bracis-28416	254	2	latter	latter	ADJ
bracis-28416	254	3	strategy	strategy	NOUN
bracis-28416	254	4	is	be	AUX
bracis-28416	254	5	similar	similar	ADJ
bracis-28416	254	6	to	to	ADP
bracis-28416	254	7	everyday	everyday	ADJ
bracis-28416	254	8	human	human	ADJ
bracis-28416	254	9	conversation	conversation	NOUN
bracis-28416	254	10	,	,	PUNCT
bracis-28416	254	11	where	where	SCONJ
bracis-28416	254	12	information	information	NOUN
bracis-28416	254	13	is	be	AUX
bracis-28416	254	14	exchanged	exchange	VERB
bracis-28416	254	15	linearly	linearly	ADV
bracis-28416	254	16	over	over	ADP
bracis-28416	254	17	time	time	NOUN
bracis-28416	254	18	,	,	PUNCT
bracis-28416	254	19	and	and	CCONJ
bracis-28416	254	20	participants	participant	NOUN
bracis-28416	254	21	can	can	AUX
bracis-28416	254	22	not	not	PART
bracis-28416	254	23	go	go	VERB
bracis-28416	254	24	forward	forward	ADV
bracis-28416	254	25	to	to	PART
bracis-28416	254	26	examine	examine	VERB
bracis-28416	254	27	tokens	token	NOUN
bracis-28416	254	28	yet	yet	ADV
bracis-28416	254	29	to	to	PART
bracis-28416	254	30	be	be	AUX
bracis-28416	254	31	uttered	utter	VERB
bracis-28416	254	32	.	.	PUNCT
bracis-28416	255	1	given	give	VERB
bracis-28416	255	2	the	the	DET
bracis-28416	255	3	surprising	surprising	ADJ
bracis-28416	255	4	success	success	NOUN
bracis-28416	255	5	in	in	ADP
bracis-28416	255	6	question	question	NOUN
bracis-28416	255	7	answering	answering	NOUN
bracis-28416	255	8	and	and	CCONJ
bracis-28416	255	9	dialogue	dialogue	NOUN
bracis-28416	255	10	by	by	ADP
bracis-28416	255	11	gpt	gpt	NOUN
bracis-28416	255	12	-	-	PUNCT
bracis-28416	255	13	like	like	ADJ
bracis-28416	255	14	models	model	NOUN
bracis-28416	255	15	,	,	PUNCT
bracis-28416	255	16	one	one	PRON
bracis-28416	255	17	might	might	AUX
bracis-28416	255	18	thus	thus	ADV
bracis-28416	255	19	think	think	VERB
bracis-28416	255	20	that	that	SCONJ
bracis-28416	255	21	there	there	PRON
bracis-28416	255	22	are	be	VERB
bracis-28416	255	23	other	other	ADJ
bracis-28416	255	24	mechanisms	mechanism	NOUN
bracis-28416	255	25	that	that	PRON
bracis-28416	255	26	may	may	AUX
bracis-28416	255	27	defeat	defeat	VERB
bracis-28416	255	28	the	the	DET
bracis-28416	255	29	wsc	wsc	PROPN
bracis-28416	255	30	,	,	PUNCT
bracis-28416	255	31	perhaps	perhaps	ADV
bracis-28416	255	32	provided	provide	VERB
bracis-28416	255	33	that	that	SCONJ
bracis-28416	255	34	one	one	PRON
bracis-28416	255	35	can	can	AUX
bracis-28416	255	36	use	use	VERB
bracis-28416	255	37	really	really	ADV
bracis-28416	255	38	large	large	ADJ
bracis-28416	255	39	amounts	amount	NOUN
bracis-28416	255	40	of	of	ADP
bracis-28416	255	41	data	datum	NOUN
bracis-28416	255	42	and	and	CCONJ
bracis-28416	255	43	really	really	ADV
bracis-28416	255	44	large	large	ADJ
bracis-28416	255	45	models	model	NOUN
bracis-28416	255	46	.	.	PUNCT
bracis-28416	256	1	but	but	CCONJ
bracis-28416	256	2	even	even	ADV
bracis-28416	256	3	an	an	DET
bracis-28416	256	4	extraordinarily	extraordinarily	ADV
bracis-28416	256	5	large	large	ADJ
bracis-28416	256	6	model	model	NOUN
bracis-28416	256	7	such	such	ADJ
bracis-28416	256	8	as	as	ADP
bracis-28416	256	9	gpt-3	gpt-3	NUM
bracis-28416	256	10	[	[	X
bracis-28416	256	11	5	5	NUM
bracis-28416	256	12	]	]	PUNCT
bracis-28416	256	13	does	do	AUX
bracis-28416	256	14	not	not	PART
bracis-28416	256	15	lead	lead	VERB
bracis-28416	256	16	to	to	ADP
bracis-28416	256	17	spectacular	spectacular	ADJ
bracis-28416	256	18	performance	performance	NOUN
bracis-28416	256	19	in	in	ADP
bracis-28416	256	20	the	the	DET
bracis-28416	256	21	wsc	wsc	NOUN
bracis-28416	256	22	:	:	PUNCT
bracis-28416	256	23	our	our	PRON
bracis-28416	256	24	testing	testing	NOUN
bracis-28416	256	25	led	lead	VERB
bracis-28416	256	26	to	to	ADP
bracis-28416	256	27	mere	mere	ADJ
bracis-28416	256	28	67	67	NUM
bracis-28416	256	29	%	%	NOUN
bracis-28416	256	30	accuracy	accuracy	NOUN
bracis-28416	256	31	.	.	PUNCT
bracis-28416	257	1	things	thing	NOUN
bracis-28416	257	2	improve	improve	VERB
bracis-28416	257	3	for	for	ADP
bracis-28416	257	4	the	the	DET
bracis-28416	257	5	even	even	ADV
bracis-28416	257	6	larger	large	ADJ
bracis-28416	257	7	gpt-4	gpt-4	PUNCT
bracis-28416	257	8	[	[	X
bracis-28416	257	9	1	1	NUM
bracis-28416	257	10	]	]	PUNCT
bracis-28416	257	11	,	,	PUNCT
bracis-28416	257	12	where	where	SCONJ
bracis-28416	257	13	we	we	PRON
bracis-28416	257	14	then	then	ADV
bracis-28416	257	15	got	get	VERB
bracis-28416	257	16	impressive	impressive	ADJ
bracis-28416	257	17	85.2	85.2	NUM
bracis-28416	257	18	%	%	NOUN
bracis-28416	257	19	accuracy	accuracy	NOUN
bracis-28416	257	20	—	—	PUNCT
bracis-28416	257	21	but	but	CCONJ
bracis-28416	257	22	we	we	PRON
bracis-28416	257	23	do	do	VERB
bracis-28416	257	24	not	not	PART
bracis-28416	257	25	really	really	ADV
bracis-28416	257	26	any	any	DET
bracis-28416	257	27	access	access	NOUN
bracis-28416	257	28	to	to	ADP
bracis-28416	257	29	that	that	DET
bracis-28416	257	30	llm	llm	NOUN
bracis-28416	257	31	,	,	PUNCT
bracis-28416	257	32	so	so	SCONJ
bracis-28416	257	33	we	we	PRON
bracis-28416	257	34	do	do	AUX
bracis-28416	257	35	not	not	PART
bracis-28416	257	36	know	know	VERB
bracis-28416	257	37	whether	whether	SCONJ
bracis-28416	257	38	it	it	PRON
bracis-28416	257	39	has	have	AUX
bracis-28416	257	40	been	be	AUX
bracis-28416	257	41	trained	train	VERB
bracis-28416	257	42	with	with	ADP
bracis-28416	257	43	even	even	ADV
bracis-28416	257	44	larger	large	ADJ
bracis-28416	257	45	sets	set	NOUN
bracis-28416	257	46	of	of	ADP
bracis-28416	257	47	winograd	winograd	NOUN
bracis-28416	257	48	-	-	PUNCT
bracis-28416	257	49	like	like	ADJ
bracis-28416	257	50	sentences	sentence	NOUN
bracis-28416	257	51	.	.	PUNCT
bracis-28416	258	1	more	more	ADJ
bracis-28416	258	2	investigation	investigation	NOUN
bracis-28416	258	3	is	be	AUX
bracis-28416	258	4	required	require	VERB
bracis-28416	258	5	,	,	PUNCT
bracis-28416	258	6	and	and	CCONJ
bracis-28416	258	7	we	we	PRON
bracis-28416	258	8	leave	leave	VERB
bracis-28416	258	9	the	the	DET
bracis-28416	258	10	matter	matter	NOUN
bracis-28416	258	11	to	to	ADP
bracis-28416	258	12	future	future	ADJ
bracis-28416	258	13	investigation	investigation	NOUN
bracis-28416	258	14	.	.	PUNCT
bracis-28416	259	1	7	7	NUM
bracis-28416	259	2	closing	closing	NOUN
bracis-28416	259	3	(	(	PUNCT
bracis-28416	259	4	clozing	cloze	VERB
bracis-28416	259	5	?	?	PUNCT
bracis-28416	259	6	)	)	PUNCT
bracis-28416	259	7	arguments	argument	NOUN
bracis-28416	259	8	the	the	DET
bracis-28416	259	9	winograd	winograd	ADJ
bracis-28416	259	10	schema	schema	NOUN
bracis-28416	259	11	challenge	challenge	NOUN
bracis-28416	259	12	was	be	AUX
bracis-28416	259	13	killed	kill	VERB
bracis-28416	259	14	because	because	SCONJ
bracis-28416	259	15	the	the	DET
bracis-28416	259	16	cloze	cloze	NOUN
bracis-28416	259	17	-	-	PUNCT
bracis-28416	259	18	style	style	NOUN
bracis-28416	259	19	training	training	NOUN
bracis-28416	259	20	that	that	PRON
bracis-28416	259	21	is	be	AUX
bracis-28416	259	22	used	use	VERB
bracis-28416	259	23	to	to	PART
bracis-28416	259	24	produce	produce	VERB
bracis-28416	259	25	many	many	ADJ
bracis-28416	259	26	recent	recent	ADJ
bracis-28416	259	27	language	language	NOUN
bracis-28416	259	28	models	model	NOUN
bracis-28416	259	29	is	be	AUX
bracis-28416	259	30	perfectly	perfectly	ADV
bracis-28416	259	31	tailored	tailor	VERB
bracis-28416	259	32	to	to	PART
bracis-28416	259	33	solve	solve	VERB
bracis-28416	259	34	winograd	winograd	ADJ
bracis-28416	259	35	schemas	schema	NOUN
bracis-28416	259	36	.	.	PUNCT
bracis-28416	260	1	both	both	DET
bracis-28416	260	2	roberta	roberta	PROPN
bracis-28416	260	3	and	and	CCONJ
bracis-28416	260	4	winogrande	winogrande	PROPN
bracis-28416	260	5	were	be	AUX
bracis-28416	260	6	important	important	ADJ
bracis-28416	260	7	in	in	ADP
bracis-28416	260	8	this	this	DET
bracis-28416	260	9	plot	plot	NOUN
bracis-28416	260	10	,	,	PUNCT
bracis-28416	260	11	and	and	CCONJ
bracis-28416	260	12	roberta	roberta	PROPN
bracis-28416	260	13	in	in	ADP
bracis-28416	260	14	particular	particular	ADJ
bracis-28416	260	15	was	be	AUX
bracis-28416	260	16	a	a	DET
bracis-28416	260	17	key	key	ADJ
bracis-28416	260	18	character	character	NOUN
bracis-28416	260	19	as	as	SCONJ
bracis-28416	260	20	it	it	PRON
bracis-28416	260	21	carried	carry	VERB
bracis-28416	260	22	the	the	DET
bracis-28416	260	23	critical	critical	ADJ
bracis-28416	260	24	information	information	NOUN
bracis-28416	260	25	needed	need	VERB
bracis-28416	260	26	for	for	ADP
bracis-28416	260	27	the	the	DET
bracis-28416	260	28	killing	killing	NOUN
bracis-28416	260	29	.	.	PUNCT
bracis-28416	261	1	but	but	CCONJ
bracis-28416	261	2	in	in	ADP
bracis-28416	261	3	fact	fact	NOUN
bracis-28416	261	4	the	the	DET
bracis-28416	261	5	wsc	wsc	PROPN
bracis-28416	261	6	was	be	AUX
bracis-28416	261	7	not	not	PART
bracis-28416	261	8	murdered	murder	VERB
bracis-28416	261	9	by	by	ADP
bracis-28416	261	10	a	a	DET
bracis-28416	261	11	single	single	ADJ
bracis-28416	261	12	language	language	NOUN
bracis-28416	261	13	model	model	NOUN
bracis-28416	261	14	or	or	CCONJ
bracis-28416	261	15	a	a	DET
bracis-28416	261	16	corpus	corpus	NOUN
bracis-28416	261	17	.	.	PUNCT
bracis-28416	262	1	rather	rather	ADV
bracis-28416	262	2	,	,	PUNCT
bracis-28416	262	3	the	the	DET
bracis-28416	262	4	wsc	wsc	PROPN
bracis-28416	262	5	died	die	VERB
bracis-28416	262	6	because	because	SCONJ
bracis-28416	262	7	it	it	PRON
bracis-28416	262	8	was	be	AUX
bracis-28416	262	9	supposedly	supposedly	ADV
bracis-28416	262	10	designed	design	VERB
bracis-28416	262	11	to	to	PART
bracis-28416	262	12	capture	capture	VERB
bracis-28416	262	13	commonsense	commonsense	NOUN
bracis-28416	262	14	but	but	CCONJ
bracis-28416	262	15	in	in	ADP
bracis-28416	262	16	fact	fact	NOUN
bracis-28416	262	17	it	it	PRON
bracis-28416	262	18	only	only	ADV
bracis-28416	262	19	offered	offer	VERB
bracis-28416	262	20	a	a	DET
bracis-28416	262	21	task	task	NOUN
bracis-28416	262	22	that	that	PRON
bracis-28416	262	23	is	be	AUX
bracis-28416	262	24	in	in	ADP
bracis-28416	262	25	essence	essence	NOUN
bracis-28416	262	26	a	a	DET
bracis-28416	262	27	version	version	NOUN
bracis-28416	262	28	of	of	ADP
bracis-28416	262	29	cloze	cloze	NOUN
bracis-28416	262	30	procedures	procedure	NOUN
bracis-28416	262	31	,	,	PUNCT
bracis-28416	262	32	a	a	DET
bracis-28416	262	33	task	task	NOUN
bracis-28416	262	34	that	that	PRON
bracis-28416	262	35	masked	mask	VERB
bracis-28416	262	36	language	language	NOUN
bracis-28416	262	37	modeling	modeling	NOUN
bracis-28416	262	38	,	,	PUNCT
bracis-28416	262	39	as	as	SCONJ
bracis-28416	262	40	employed	employ	VERB
bracis-28416	262	41	in	in	ADP
bracis-28416	262	42	large	large	ADJ
bracis-28416	262	43	language	language	NOUN
bracis-28416	262	44	models	model	NOUN
bracis-28416	262	45	such	such	ADJ
bracis-28416	262	46	as	as	ADP
bracis-28416	262	47	bert	bert	NOUN
bracis-28416	262	48	,	,	PUNCT
bracis-28416	262	49	is	be	AUX
bracis-28416	262	50	specifically	specifically	ADV
bracis-28416	262	51	designed	design	VERB
bracis-28416	262	52	to	to	PART
bracis-28416	262	53	address	address	VERB
bracis-28416	262	54	.	.	PUNCT
bracis-28416	263	1	notes	note	VERB
bracis-28416	263	2	1.the	1.the	DET
bracis-28416	263	3	self	self	NOUN
bracis-28416	263	4	-	-	PUNCT
bracis-28416	263	5	attention	attention	NOUN
bracis-28416	263	6	mechanism	mechanism	NOUN
bracis-28416	263	7	guarantees	guarantee	VERB
bracis-28416	263	8	that	that	SCONJ
bracis-28416	263	9	long	long	ADJ
bracis-28416	263	10	-	-	PUNCT
bracis-28416	263	11	distance	distance	NOUN
bracis-28416	263	12	context	context	NOUN
bracis-28416	263	13	has	have	VERB
bracis-28416	263	14	“	"	PUNCT
bracis-28416	263	15	equal	equal	ADJ
bracis-28416	263	16	opportunity	opportunity	NOUN
bracis-28416	263	17	”	"	PUNCT
bracis-28416	263	18	to	to	PART
bracis-28416	263	19	show	show	VERB
bracis-28416	263	20	up	up	ADP
bracis-28416	263	21	.	.	PUNCT
bracis-28416	264	1	when	when	SCONJ
bracis-28416	264	2	it	it	PRON
bracis-28416	264	3	comes	come	VERB
bracis-28416	264	4	to	to	ADP
bracis-28416	264	5	an	an	DET
bracis-28416	264	6	anaphora	anaphora	ADJ
bracis-28416	264	7	resolution	resolution	NOUN
bracis-28416	264	8	,	,	PUNCT
bracis-28416	264	9	the	the	DET
bracis-28416	264	10	self	self	NOUN
bracis-28416	264	11	-	-	PUNCT
bracis-28416	264	12	attention	attention	NOUN
bracis-28416	264	13	mechanism	mechanism	NOUN
bracis-28416	264	14	tackles	tackle	VERB
bracis-28416	264	15	it	it	PRON
bracis-28416	264	16	at	at	ADP
bracis-28416	264	17	its	its	PRON
bracis-28416	264	18	core	core	NOUN
bracis-28416	264	19	.	.	PUNCT
bracis-28416	265	1	2.as	2.as	NUM
bracis-28416	265	2	a	a	DET
bracis-28416	265	3	digression	digression	NOUN
bracis-28416	265	4	,	,	PUNCT
bracis-28416	265	5	we	we	PRON
bracis-28416	265	6	note	note	VERB
bracis-28416	265	7	that	that	SCONJ
bracis-28416	265	8	quoc	quoc	VERB
bracis-28416	265	9	v.	v.	ADP
bracis-28416	265	10	le	le	X
bracis-28416	265	11	,	,	PUNCT
bracis-28416	265	12	the	the	DET
bracis-28416	265	13	second	second	ADJ
bracis-28416	265	14	author	author	NOUN
bracis-28416	265	15	of	of	ADP
bracis-28416	265	16	this	this	DET
bracis-28416	265	17	paper	paper	NOUN
bracis-28416	265	18	,	,	PUNCT
bracis-28416	265	19	tackled	tackle	VERB
bracis-28416	265	20	the	the	DET
bracis-28416	265	21	wsc	wsc	NOUN
bracis-28416	265	22	in	in	ADP
bracis-28416	265	23	one	one	NUM
bracis-28416	265	24	of	of	ADP
bracis-28416	265	25	the	the	DET
bracis-28416	265	26	first	first	ADJ
bracis-28416	265	27	successful	successful	ADJ
bracis-28416	265	28	approaches	approach	NOUN
bracis-28416	265	29	using	use	VERB
bracis-28416	265	30	language	language	NOUN
bracis-28416	265	31	models	model	NOUN
bracis-28416	265	32	[	[	X
bracis-28416	265	33	48	48	NUM
bracis-28416	265	34	]	]	PUNCT
bracis-28416	265	35	.	.	PUNCT
bracis-28416	266	1	3.in	3.in	NUM
bracis-28416	266	2	an	an	DET
bracis-28416	266	3	interview	interview	NOUN
bracis-28416	266	4	,	,	PUNCT
bracis-28416	266	5	jacob	jacob	PROPN
bracis-28416	266	6	devlin	devlin	PROPN
bracis-28416	266	7	has	have	AUX
bracis-28416	266	8	commmented	commmente	VERB
bracis-28416	266	9	on	on	ADP
bracis-28416	266	10	the	the	DET
bracis-28416	266	11	cloze	cloze	NOUN
bracis-28416	266	12	test	test	NOUN
bracis-28416	266	13	as	as	ADP
bracis-28416	266	14	being	be	AUX
bracis-28416	266	15	a	a	DET
bracis-28416	266	16	fairly	fairly	ADV
bracis-28416	266	17	known	know	VERB
bracis-28416	266	18	test	test	NOUN
bracis-28416	266	19	in	in	ADP
bracis-28416	266	20	psycholinguistics	psycholinguistic	NOUN
bracis-28416	266	21	for	for	ADP
bracis-28416	266	22	accessing	access	VERB
bracis-28416	266	23	levels	level	NOUN
bracis-28416	266	24	of	of	ADP
bracis-28416	266	25	readership	readership	NOUN
bracis-28416	266	26	ability	ability	NOUN
bracis-28416	266	27	.	.	PUNCT
bracis-28416	267	1	4.at	4.at	NUM
bracis-28416	267	2	https://commoncrawl.org/2016/10/news-dataset-available/.	https://commoncrawl.org/2016/10/news-dataset-available/.	VERB
bracis-28416	267	3	5.at	5.at	NUM
bracis-28416	267	4	http://skylion007.github.io/openwebtextcorpus	http://skylion007.github.io/openwebtextcorpu	NOUN
bracis-28416	267	5	.	.	PUNCT
bracis-28416	268	1	references	reference	NOUN
bracis-28416	268	2	open	open	ADJ
bracis-28416	268	3	ai	ai	VERB
bracis-28416	268	4	.	.	PUNCT
bracis-28416	268	5	gpt4	gpt4	PROPN
bracis-28416	268	6	technical	technical	ADJ
bracis-28416	268	7	report	report	NOUN
bracis-28416	268	8	.	.	PUNCT
bracis-28416	269	1	arxiv:2303.08774	arxiv:2303.08774	NOUN
bracis-28416	269	2	,	,	PUNCT
bracis-28416	269	3	2023	2023	NUM
bracis-28416	269	4	bailey	bailey	NOUN
bracis-28416	269	5	,	,	PUNCT
bracis-28416	269	6	d.	d.	PROPN
bracis-28416	269	7	,	,	PUNCT
bracis-28416	269	8	harrison	harrison	PROPN
bracis-28416	269	9	,	,	PUNCT
bracis-28416	269	10	a.	a.	NOUN
bracis-28416	269	11	,	,	PUNCT
bracis-28416	269	12	lierler	lierler	NOUN
bracis-28416	269	13	,	,	PUNCT
bracis-28416	269	14	y.	y.	NOUN
bracis-28416	269	15	,	,	PUNCT
bracis-28416	269	16	lifschitz	lifschitz	PROPN
bracis-28416	269	17	,	,	PUNCT
bracis-28416	269	18	v.	v.	PROPN
bracis-28416	269	19	,	,	PUNCT
bracis-28416	269	20	michael	michael	PROPN
bracis-28416	269	21	,	,	PUNCT
bracis-28416	269	22	j.	j.	PROPN
bracis-28416	269	23	:	:	PUNCT
bracis-28416	269	24	the	the	DET
bracis-28416	269	25	winograd	winograd	ADJ
bracis-28416	269	26	schema	schema	NOUN
bracis-28416	269	27	challenge	challenge	NOUN
bracis-28416	269	28	and	and	CCONJ
bracis-28416	269	29	reasoning	reason	VERB
bracis-28416	269	30	about	about	ADP
bracis-28416	269	31	correlation	correlation	NOUN
bracis-28416	269	32	.	.	PUNCT
bracis-28416	270	1	in	in	ADP
bracis-28416	270	2	:	:	PUNCT
bracis-28416	270	3	working	work	VERB
bracis-28416	270	4	notes	note	NOUN
bracis-28416	270	5	of	of	ADP
bracis-28416	270	6	the	the	DET
bracis-28416	270	7	symposium	symposium	NOUN
bracis-28416	270	8	on	on	ADP
bracis-28416	270	9	logical	logical	ADJ
bracis-28416	270	10	formalizations	formalization	NOUN
bracis-28416	270	11	of	of	ADP
bracis-28416	270	12	commonsense	commonsense	ADJ
bracis-28416	270	13	reasoning	reasoning	NOUN
bracis-28416	270	14	(	(	PUNCT
bracis-28416	270	15	2015	2015	NUM
bracis-28416	270	16	)	)	PUNCT
bracis-28416	270	17	google	google	PROPN
bracis-28416	270	18	scholar	scholar	NOUN
bracis-28416	270	19	  	  	SPACE
bracis-28416	270	20	bender	bender	NOUN
bracis-28416	270	21	,	,	PUNCT
bracis-28416	270	22	d.	d.	PROPN
bracis-28416	270	23	:	:	PUNCT
bracis-28416	270	24	establishing	establish	VERB
bracis-28416	270	25	a	a	DET
bracis-28416	270	26	human	human	ADJ
bracis-28416	270	27	baseline	baseline	NOUN
bracis-28416	270	28	for	for	ADP
bracis-28416	270	29	the	the	DET
bracis-28416	270	30	winograd	winograd	NOUN
bracis-28416	270	31	schema	schema	NOUN
bracis-28416	270	32	challenge	challenge	NOUN
bracis-28416	270	33	.	.	PUNCT
bracis-28416	271	1	in	in	ADP
bracis-28416	271	2	:	:	PUNCT
bracis-28416	271	3	modern	modern	ADJ
bracis-28416	271	4	ai	ai	NOUN
bracis-28416	271	5	and	and	CCONJ
bracis-28416	271	6	cognitive	cognitive	ADJ
bracis-28416	271	7	science	science	NOUN
bracis-28416	271	8	conference	conference	NOUN
bracis-28416	271	9	,	,	PUNCT
bracis-28416	271	10	pp	pp	X
bracis-28416	271	11	.	.	PUNCT
bracis-28416	272	1	39–45	39–45	NUM
bracis-28416	272	2	(	(	PUNCT
bracis-28416	272	3	2015	2015	NUM
bracis-28416	272	4	)	)	PUNCT
bracis-28416	272	5	google	google	NOUN
bracis-28416	272	6	scholar	scholar	NOUN
bracis-28416	272	7	  	  	SPACE
bracis-28416	272	8	bobrow	bobrow	NOUN
bracis-28416	272	9	,	,	PUNCT
bracis-28416	272	10	d.	d.	NOUN
bracis-28416	272	11	:	:	PUNCT
bracis-28416	272	12	precision	precision	NOUN
bracis-28416	272	13	-	-	PUNCT
bracis-28416	272	14	focussed	focusse	VERB
bracis-28416	272	15	textual	textual	ADJ
bracis-28416	272	16	inference	inference	NOUN
bracis-28416	272	17	.	.	PUNCT
bracis-28416	273	1	in	in	ADP
bracis-28416	273	2	:	:	PUNCT
bracis-28416	273	3	proceedings	proceeding	NOUN
bracis-28416	273	4	of	of	ADP
bracis-28416	273	5	the	the	DET
bracis-28416	273	6	workshop	workshop	NOUN
bracis-28416	273	7	on	on	ADP
bracis-28416	273	8	textual	textual	ADJ
bracis-28416	273	9	entailment	entailment	NOUN
bracis-28416	273	10	and	and	CCONJ
bracis-28416	273	11	paraphrasing	paraphrase	VERB
bracis-28416	273	12	acl	acl	PROPN
bracis-28416	273	13	,	,	PUNCT
bracis-28416	273	14	prague	prague	NOUN
bracis-28416	273	15	(	(	PUNCT
bracis-28416	273	16	2007	2007	NUM
bracis-28416	273	17	)	)	PUNCT
bracis-28416	273	18	google	google	PROPN
bracis-28416	273	19	scholar	scholar	NOUN
bracis-28416	273	20	  	  	SPACE
bracis-28416	273	21	brown	brown	NOUN
bracis-28416	273	22	,	,	PUNCT
bracis-28416	273	23	t.b	t.b	PROPN
bracis-28416	273	24	.	.	PROPN
bracis-28416	273	25	,	,	PUNCT
bracis-28416	273	26	et	et	PROPN
bracis-28416	273	27	al	al	PROPN
bracis-28416	273	28	.	.	PUNCT
bracis-28416	273	29	:	:	PUNCT
bracis-28416	274	1	language	language	NOUN
bracis-28416	274	2	models	model	NOUN
bracis-28416	274	3	are	be	AUX
bracis-28416	274	4	few	few	ADJ
bracis-28416	274	5	-	-	PUNCT
bracis-28416	274	6	shot	shot	NOUN
bracis-28416	274	7	learners	learner	NOUN
bracis-28416	274	8	.	.	PUNCT
bracis-28416	275	1	arxiv:2005.14165	arxiv:2005.14165	NUM
bracis-28416	275	2	(	(	PUNCT
bracis-28416	275	3	2020	2020	NUM
bracis-28416	275	4	)	)	PUNCT
bracis-28416	275	5	cozman	cozman	NOUN
bracis-28416	275	6	,	,	PUNCT
bracis-28416	275	7	f.g	f.g	NOUN
bracis-28416	275	8	.	.	PROPN
bracis-28416	275	9	,	,	PUNCT
bracis-28416	275	10	neri	neri	PROPN
bracis-28416	275	11	,	,	PUNCT
bracis-28416	275	12	h.	h.	PROPN
bracis-28416	275	13	:	:	PUNCT
bracis-28416	275	14	some	some	DET
bracis-28416	275	15	thoughts	thought	NOUN
bracis-28416	275	16	on	on	ADP
bracis-28416	275	17	knowledge	knowledge	NOUN
bracis-28416	275	18	-	-	PUNCT
bracis-28416	275	19	enhanced	enhance	VERB
bracis-28416	275	20	machine	machine	NOUN
bracis-28416	275	21	learning	learning	NOUN
bracis-28416	275	22	.	.	PUNCT
bracis-28416	276	1	int	int	NOUN
bracis-28416	276	2	.	.	PUNCT
bracis-28416	277	1	j.	j.	PROPN
bracis-28416	277	2	approximate	approximate	PROPN
bracis-28416	277	3	reasoning	reason	VERB
bracis-28416	277	4	136	136	NUM
bracis-28416	277	5	,	,	PUNCT
bracis-28416	277	6	308–324	308–324	NUM
bracis-28416	277	7	(	(	PUNCT
bracis-28416	277	8	2020	2020	NUM
bracis-28416	277	9	)	)	PUNCT
bracis-28416	277	10	article	article	NOUN
bracis-28416	277	11	  	  	SPACE
bracis-28416	277	12	mathscinet	mathscinet	NOUN
bracis-28416	277	13	  	  	SPACE
bracis-28416	277	14	math	math	NOUN
bracis-28416	277	15	  	  	SPACE
bracis-28416	277	16	google	google	PROPN
bracis-28416	277	17	scholar	scholar	NOUN
bracis-28416	277	18	  	  	SPACE
bracis-28416	277	19	dagan	dagan	PROPN
bracis-28416	277	20	,	,	PUNCT
bracis-28416	277	21	i.	i.	NOUN
bracis-28416	277	22	:	:	PUNCT
bracis-28416	277	23	recognizing	recognize	VERB
bracis-28416	277	24	textual	textual	ADJ
bracis-28416	277	25	entailment	entailment	NOUN
bracis-28416	277	26	:	:	PUNCT
bracis-28416	277	27	rational	rational	ADJ
bracis-28416	277	28	,	,	PUNCT
bracis-28416	277	29	evaluation	evaluation	NOUN
bracis-28416	277	30	and	and	CCONJ
bracis-28416	277	31	approaches	approach	NOUN
bracis-28416	277	32	.	.	PUNCT
bracis-28416	278	1	natural	natural	PROPN
bracis-28416	278	2	lang	lang	PROPN
bracis-28416	278	3	.	.	PUNCT
bracis-28416	279	1	eng	eng	PROPN
bracis-28416	279	2	.	.	PROPN
bracis-28416	279	3	15(4	15(4	NUM
bracis-28416	279	4	)	)	PUNCT
bracis-28416	279	5	,	,	PUNCT
bracis-28416	279	6	i	i	PROPN
bracis-28416	279	7	-	-	PUNCT
bracis-28416	279	8	xvii	xvii	PROPN
bracis-28416	279	9	(	(	PUNCT
bracis-28416	279	10	2009	2009	NUM
bracis-28416	279	11	)	)	PUNCT
bracis-28416	279	12	google	google	PROPN
bracis-28416	279	13	scholar	scholar	NOUN
bracis-28416	279	14	  	  	SPACE
bracis-28416	279	15	dagan	dagan	PROPN
bracis-28416	279	16	,	,	PUNCT
bracis-28416	279	17	i.	i.	PROPN
bracis-28416	279	18	,	,	PUNCT
bracis-28416	279	19	glickman	glickman	PROPN
bracis-28416	279	20	,	,	PUNCT
bracis-28416	279	21	o.	o.	PROPN
bracis-28416	279	22	,	,	PUNCT
bracis-28416	279	23	magnini	magnini	PROPN
bracis-28416	279	24	,	,	PUNCT
bracis-28416	279	25	b.	b.	PROPN
bracis-28416	279	26	:	:	PUNCT
bracis-28416	279	27	the	the	DET
bracis-28416	279	28	pascal	pascal	ADJ
bracis-28416	279	29	recognising	recognise	VERB
bracis-28416	279	30	textual	textual	ADJ
bracis-28416	279	31	entailment	entailment	ADJ
bracis-28416	279	32	challenge	challenge	NOUN
bracis-28416	279	33	.	.	PUNCT
bracis-28416	280	1	in	in	ADP
bracis-28416	280	2	:	:	PUNCT
bracis-28416	280	3	quiñonero	quiñonero	ADJ
bracis-28416	280	4	-	-	PUNCT
bracis-28416	280	5	candela	candela	NOUN
bracis-28416	280	6	,	,	PUNCT
bracis-28416	280	7	j.	j.	PROPN
bracis-28416	280	8	,	,	PUNCT
bracis-28416	280	9	dagan	dagan	PROPN
bracis-28416	280	10	,	,	PUNCT
bracis-28416	280	11	i.	i.	PROPN
bracis-28416	280	12	,	,	PUNCT
bracis-28416	280	13	magnini	magnini	PROPN
bracis-28416	280	14	,	,	PUNCT
bracis-28416	280	15	b.	b.	PROPN
bracis-28416	280	16	,	,	PUNCT
bracis-28416	280	17	d’alché	d’alché	NOUN
bracis-28416	280	18	-	-	PUNCT
bracis-28416	280	19	buc	buc	PROPN
bracis-28416	280	20	,	,	PUNCT
bracis-28416	280	21	f.	f.	PROPN
bracis-28416	280	22	(	(	PUNCT
bracis-28416	280	23	eds	eds	PROPN
bracis-28416	280	24	.	.	PUNCT
bracis-28416	280	25	)	)	PUNCT
bracis-28416	280	26	mlcw	mlcw	NOUN
bracis-28416	280	27	2005	2005	NUM
bracis-28416	280	28	.	.	PUNCT
bracis-28416	281	1	lncs	lncs	PROPN
bracis-28416	281	2	(	(	PUNCT
bracis-28416	281	3	lnai	lnai	ADJ
bracis-28416	281	4	)	)	PUNCT
bracis-28416	281	5	,	,	PUNCT
bracis-28416	281	6	vol	vol	NOUN
bracis-28416	281	7	.	.	PROPN
bracis-28416	281	8	3944	3944	NUM
bracis-28416	281	9	,	,	PUNCT
bracis-28416	281	10	pp	pp	ADJ
bracis-28416	281	11	.	.	PUNCT
bracis-28416	282	1	177–190	177–190	NUM
bracis-28416	282	2	.	.	PUNCT
bracis-28416	282	3	springer	springer	NOUN
bracis-28416	282	4	,	,	PUNCT
bracis-28416	282	5	heidelberg	heidelberg	PROPN
bracis-28416	282	6	(	(	PUNCT
bracis-28416	282	7	2006	2006	NUM
bracis-28416	282	8	)	)	PUNCT
bracis-28416	282	9	.	.	PUNCT
bracis-28416	283	1	https://doi.org/10.1007/11736790_9	https://doi.org/10.1007/11736790_9	PROPN
bracis-28416	283	2	chapter	chapter	NOUN
bracis-28416	283	3	  	  	SPACE
bracis-28416	283	4	google	google	PROPN
bracis-28416	283	5	scholar	scholar	NOUN
bracis-28416	283	6	  	  	SPACE
bracis-28416	283	7	dai	dai	PROPN
bracis-28416	283	8	,	,	PUNCT
bracis-28416	283	9	a.m.	a.m.	ADV
bracis-28416	283	10	,	,	PUNCT
bracis-28416	283	11	le	le	X
bracis-28416	283	12	,	,	PUNCT
bracis-28416	283	13	v.q	v.q	PROPN
bracis-28416	283	14	.	.	PROPN
bracis-28416	283	15	:	:	PUNCT
bracis-28416	283	16	semi	semi	ADJ
bracis-28416	283	17	-	-	ADJ
bracis-28416	283	18	supervised	supervised	ADJ
bracis-28416	283	19	sequence	sequence	NOUN
bracis-28416	283	20	learning	learning	NOUN
bracis-28416	283	21	.	.	PUNCT
bracis-28416	284	1	in	in	ADP
bracis-28416	284	2	:	:	PUNCT
bracis-28416	284	3	c.	c.	NOUN
bracis-28416	284	4	cortes	corte	NOUN
bracis-28416	284	5	,	,	PUNCT
bracis-28416	284	6	n.	n.	PROPN
bracis-28416	284	7	lawrence	lawrence	PROPN
bracis-28416	284	8	,	,	PUNCT
bracis-28416	284	9	d.	d.	PROPN
bracis-28416	284	10	lee	lee	PROPN
bracis-28416	284	11	,	,	PUNCT
bracis-28416	284	12	m.	m.	NOUN
bracis-28416	284	13	sugiyama	sugiyama	NOUN
bracis-28416	284	14	,	,	PUNCT
bracis-28416	284	15	and	and	CCONJ
bracis-28416	284	16	r.	r.	PROPN
bracis-28416	284	17	garnett	garnett	PROPN
bracis-28416	284	18	,	,	PUNCT
bracis-28416	284	19	eds	ed	NOUN
bracis-28416	284	20	,	,	PUNCT
bracis-28416	284	21	advances	advance	NOUN
bracis-28416	284	22	in	in	ADP
bracis-28416	284	23	neural	neural	ADJ
bracis-28416	284	24	information	information	NOUN
bracis-28416	284	25	processing	processing	NOUN
bracis-28416	284	26	systems	system	NOUN
bracis-28416	284	27	,	,	PUNCT
bracis-28416	284	28	vol	vol	NOUN
bracis-28416	284	29	.	.	PUNCT
bracis-28416	284	30	28	28	NUM
bracis-28416	284	31	.	.	PUNCT
bracis-28416	285	1	curran	curran	PROPN
bracis-28416	285	2	associates	associates	PROPN
bracis-28416	285	3	inc	inc	PROPN
bracis-28416	285	4	(	(	PUNCT
bracis-28416	285	5	2015	2015	NUM
bracis-28416	285	6	)	)	PUNCT
bracis-28416	285	7	google	google	NOUN
bracis-28416	285	8	scholar	scholar	NOUN
bracis-28416	285	9	  	  	SPACE
bracis-28416	285	10	davies	davy	NOUN
bracis-28416	285	11	,	,	PUNCT
bracis-28416	285	12	e.	e.	PROPN
bracis-28416	285	13	:	:	PROPN
bracis-28416	285	14	winograd	winograd	PROPN
bracis-28416	285	15	schemas	schema	NOUN
bracis-28416	285	16	and	and	CCONJ
bracis-28416	285	17	machine	machine	NOUN
bracis-28416	285	18	translation	translation	NOUN
bracis-28416	285	19	.	.	PUNCT
bracis-28416	286	1	arxiv:1608.01884	arxiv:1608.01884	PRON
bracis-28416	286	2	(	(	PUNCT
bracis-28416	286	3	2016	2016	NUM
bracis-28416	286	4	)	)	PUNCT
bracis-28416	286	5	davis	davis	PROPN
bracis-28416	286	6	,	,	PUNCT
bracis-28416	286	7	e.	e.	PROPN
bracis-28416	286	8	,	,	PUNCT
bracis-28416	286	9	morgenstern	morgenstern	PROPN
bracis-28416	286	10	,	,	PUNCT
bracis-28416	286	11	l.	l.	PROPN
bracis-28416	286	12	,	,	PUNCT
bracis-28416	286	13	ortiz	ortiz	PROPN
bracis-28416	286	14	,	,	PUNCT
bracis-28416	286	15	c.l	c.l	PROPN
bracis-28416	286	16	.	.	PROPN
bracis-28416	286	17	:	:	PUNCT
bracis-28416	287	1	the	the	DET
bracis-28416	287	2	first	first	ADJ
bracis-28416	287	3	winograd	winograd	ADJ
bracis-28416	287	4	schema	schema	NOUN
bracis-28416	287	5	challenge	challenge	NOUN
bracis-28416	287	6	at	at	ADP
bracis-28416	287	7	ijcai-16	ijcai-16	PROPN
bracis-28416	287	8	.	.	PROPN
bracis-28416	287	9	ai	ai	PROPN
bracis-28416	287	10	mag	mag	PROPN
bracis-28416	287	11	.	.	PUNCT
bracis-28416	288	1	38(3	38(3	NUM
bracis-28416	288	2	)	)	PUNCT
bracis-28416	288	3	,	,	PUNCT
bracis-28416	288	4	97–98	97–98	NUM
bracis-28416	288	5	(	(	PUNCT
bracis-28416	288	6	2017	2017	NUM
bracis-28416	288	7	)	)	PUNCT
bracis-28416	288	8	google	google	PROPN
bracis-28416	288	9	scholar	scholar	NOUN
bracis-28416	288	10	  	  	SPACE
bracis-28416	288	11	devlin	devlin	PROPN
bracis-28416	288	12	,	,	PUNCT
bracis-28416	288	13	j.	j.	PROPN
bracis-28416	288	14	,	,	PUNCT
bracis-28416	288	15	chang	chang	PROPN
bracis-28416	288	16	,	,	PUNCT
bracis-28416	288	17	m.-w	m.-w	PROPN
bracis-28416	288	18	.	.	PROPN
bracis-28416	288	19	,	,	PUNCT
bracis-28416	288	20	lee	lee	PROPN
bracis-28416	288	21	,	,	PUNCT
bracis-28416	288	22	k.	k.	PROPN
bracis-28416	288	23	,	,	PUNCT
bracis-28416	288	24	toutanova	toutanova	PROPN
bracis-28416	288	25	,	,	PUNCT
bracis-28416	288	26	k.	k.	PROPN
bracis-28416	288	27	:	:	PUNCT
bracis-28416	289	1	bert	bert	PROPN
bracis-28416	289	2	:	:	PUNCT
bracis-28416	289	3	pre	pre	ADJ
bracis-28416	289	4	-	-	NOUN
bracis-28416	289	5	training	training	NOUN
bracis-28416	289	6	of	of	ADP
bracis-28416	289	7	deep	deep	ADJ
bracis-28416	289	8	bidirectional	bidirectional	ADJ
bracis-28416	289	9	transformers	transformer	NOUN
bracis-28416	289	10	for	for	ADP
bracis-28416	289	11	language	language	NOUN
bracis-28416	289	12	understanding	understanding	NOUN
bracis-28416	289	13	.	.	PUNCT
bracis-28416	290	1	arxiv:1810.04805v2	arxiv:1810.04805v2	PROPN
bracis-28416	290	2	(	(	PUNCT
bracis-28416	290	3	2019	2019	NUM
bracis-28416	290	4	)	)	PUNCT
bracis-28416	290	5	elazar	elazar	NOUN
bracis-28416	290	6	,	,	PUNCT
bracis-28416	290	7	y.	y.	PROPN
bracis-28416	290	8	,	,	PUNCT
bracis-28416	290	9	zhang	zhang	PROPN
bracis-28416	290	10	,	,	PUNCT
bracis-28416	290	11	h.	h.	PROPN
bracis-28416	290	12	,	,	PUNCT
bracis-28416	290	13	goldberg	goldberg	PROPN
bracis-28416	290	14	,	,	PUNCT
bracis-28416	290	15	y.	y.	PROPN
bracis-28416	290	16	,	,	PUNCT
bracis-28416	290	17	roth	roth	PROPN
bracis-28416	290	18	,	,	PUNCT
bracis-28416	290	19	d.	d.	PROPN
bracis-28416	290	20	:	:	PUNCT
bracis-28416	290	21	back	back	ADV
bracis-28416	290	22	to	to	ADP
bracis-28416	290	23	square	square	NOUN
bracis-28416	290	24	one	one	NUM
bracis-28416	290	25	:	:	PUNCT
bracis-28416	290	26	artifact	artifact	ADJ
bracis-28416	290	27	detection	detection	NOUN
bracis-28416	290	28	,	,	PUNCT
bracis-28416	290	29	training	training	NOUN
bracis-28416	290	30	and	and	CCONJ
bracis-28416	290	31	commonsense	commonsense	ADJ
bracis-28416	290	32	disentanglement	disentanglement	NOUN
bracis-28416	290	33	in	in	ADP
bracis-28416	290	34	the	the	DET
bracis-28416	290	35	winograd	winograd	ADJ
bracis-28416	290	36	schema	schema	NOUN
bracis-28416	290	37	.	.	PUNCT
bracis-28416	291	1	in	in	ADP
bracis-28416	291	2	:	:	PUNCT
bracis-28416	291	3	proceedings	proceeding	NOUN
bracis-28416	291	4	of	of	ADP
bracis-28416	291	5	the	the	DET
bracis-28416	291	6	2021	2021	NUM
bracis-28416	291	7	conference	conference	NOUN
bracis-28416	291	8	on	on	ADP
bracis-28416	291	9	empirical	empirical	ADJ
bracis-28416	291	10	methods	method	NOUN
bracis-28416	291	11	in	in	ADP
bracis-28416	291	12	natural	natural	ADJ
bracis-28416	291	13	language	language	NOUN
bracis-28416	291	14	processing	processing	NOUN
bracis-28416	291	15	,	,	PUNCT
bracis-28416	291	16	pages	page	NOUN
bracis-28416	291	17	10486–10500	10486–10500	NUM
bracis-28416	291	18	.	.	PUNCT
bracis-28416	292	1	association	association	NOUN
bracis-28416	292	2	for	for	ADP
bracis-28416	292	3	computational	computational	ADJ
bracis-28416	292	4	linguistics	linguistic	NOUN
bracis-28416	292	5	(	(	PUNCT
bracis-28416	292	6	2021	2021	NUM
bracis-28416	292	7	)	)	PUNCT
bracis-28416	292	8	google	google	PROPN
bracis-28416	292	9	scholar	scholar	NOUN
bracis-28416	292	10	  	  	SPACE
bracis-28416	292	11	emami	emami	NOUN
bracis-28416	292	12	,	,	PUNCT
bracis-28416	292	13	a.	a.	PROPN
bracis-28416	292	14	,	,	PUNCT
bracis-28416	292	15	et	et	PROPN
bracis-28416	292	16	al	al	PROPN
bracis-28416	292	17	.	.	PROPN
bracis-28416	292	18	:	:	PUNCT
bracis-28416	293	1	the	the	DET
bracis-28416	293	2	knowref	knowref	PROPN
bracis-28416	293	3	coreference	coreference	PROPN
bracis-28416	293	4	corpus	corpus	PROPN
bracis-28416	293	5	:	:	PUNCT
bracis-28416	293	6	removing	remove	VERB
bracis-28416	293	7	gender	gender	NOUN
bracis-28416	293	8	and	and	CCONJ
bracis-28416	293	9	number	number	NOUN
bracis-28416	293	10	cues	cue	NOUN
bracis-28416	293	11	for	for	ADP
bracis-28416	293	12	difficult	difficult	ADJ
bracis-28416	293	13	pronominal	pronominal	ADJ
bracis-28416	293	14	anaphora	anaphora	NOUN
bracis-28416	293	15	resolution	resolution	NOUN
bracis-28416	293	16	.	.	PUNCT
bracis-28416	294	1	in	in	ADP
bracis-28416	294	2	proceedings	proceeding	NOUN
bracis-28416	294	3	of	of	ADP
bracis-28416	294	4	the	the	DET
bracis-28416	294	5	57th	57th	ADJ
bracis-28416	294	6	annual	annual	ADJ
bracis-28416	294	7	meeting	meeting	NOUN
bracis-28416	294	8	of	of	ADP
bracis-28416	294	9	the	the	DET
bracis-28416	294	10	association	association	NOUN
bracis-28416	294	11	for	for	ADP
bracis-28416	294	12	computational	computational	ADJ
bracis-28416	294	13	linguistics	linguistic	NOUN
bracis-28416	294	14	,	,	PUNCT
bracis-28416	294	15	pp	pp	X
bracis-28416	294	16	.	.	PUNCT
bracis-28416	295	1	3952–3961	3952–3961	NUM
bracis-28416	295	2	,	,	PUNCT
bracis-28416	295	3	florence	florence	NOUN
bracis-28416	295	4	,	,	PUNCT
bracis-28416	295	5	italy	italy	PROPN
bracis-28416	295	6	,	,	PUNCT
bracis-28416	295	7	july	july	PROPN
bracis-28416	295	8	2019	2019	NUM
bracis-28416	295	9	.	.	PUNCT
bracis-28416	296	1	association	association	NOUN
bracis-28416	296	2	for	for	ADP
bracis-28416	296	3	computational	computational	ADJ
bracis-28416	296	4	linguistics	linguistic	NOUN
bracis-28416	296	5	(	(	PUNCT
bracis-28416	296	6	2019	2019	NUM
bracis-28416	296	7	)	)	PUNCT
bracis-28416	296	8	google	google	PROPN
bracis-28416	296	9	scholar	scholar	NOUN
bracis-28416	296	10	  	  	SPACE
bracis-28416	296	11	emami	emami	NOUN
bracis-28416	296	12	,	,	PUNCT
bracis-28416	296	13	a.	a.	NOUN
bracis-28416	296	14	,	,	PUNCT
bracis-28416	296	15	trischler	trischler	NOUN
bracis-28416	296	16	,	,	PUNCT
bracis-28416	296	17	a.	a.	NOUN
bracis-28416	296	18	,	,	PUNCT
bracis-28416	296	19	suleman	suleman	PROPN
bracis-28416	296	20	,	,	PUNCT
bracis-28416	296	21	k.	k.	PROPN
bracis-28416	296	22	,	,	PUNCT
bracis-28416	296	23	chi	chi	PROPN
bracis-28416	296	24	,	,	PUNCT
bracis-28416	296	25	j.	j.	PROPN
bracis-28416	296	26	,	,	PUNCT
bracis-28416	296	27	cheung	cheung	PROPN
bracis-28416	296	28	,	,	PUNCT
bracis-28416	296	29	k.	k.	PROPN
bracis-28416	296	30	:	:	PUNCT
bracis-28416	296	31	a	a	DET
bracis-28416	296	32	generalized	generalized	ADJ
bracis-28416	296	33	knowledge	knowledge	NOUN
bracis-28416	296	34	hunting	hunt	VERB
bracis-28416	296	35	framework	framework	NOUN
bracis-28416	296	36	for	for	ADP
bracis-28416	296	37	the	the	DET
bracis-28416	296	38	winograd	winograd	ADJ
bracis-28416	296	39	schema	schema	NOUN
bracis-28416	296	40	challenge	challenge	NOUN
bracis-28416	296	41	.	.	PUNCT
bracis-28416	297	1	in	in	ADP
bracis-28416	297	2	:	:	PUNCT
bracis-28416	297	3	naacl	naacl	PROPN
bracis-28416	297	4	-	-	PUNCT
bracis-28416	297	5	hlt	hlt	PROPN
bracis-28416	297	6	2018	2018	NUM
bracis-28416	297	7	:	:	PUNCT
bracis-28416	297	8	student	student	NOUN
bracis-28416	297	9	research	research	NOUN
bracis-28416	297	10	workshop	workshop	NOUN
bracis-28416	297	11	,	,	PUNCT
bracis-28416	297	12	pp	pp	ADJ
bracis-28416	297	13	.	.	PUNCT
bracis-28416	298	1	25–31	25–31	NUM
bracis-28416	298	2	(	(	PUNCT
bracis-28416	298	3	2018	2018	NUM
bracis-28416	298	4	)	)	PUNCT
bracis-28416	298	5	google	google	PROPN
bracis-28416	298	6	scholar	scholar	NOUN
bracis-28416	298	7	  	  	SPACE
bracis-28416	298	8	frege	frege	NOUN
bracis-28416	298	9	,	,	PUNCT
bracis-28416	298	10	g.	g.	NOUN
bracis-28416	298	11	:	:	PUNCT
bracis-28416	298	12	sense	sense	NOUN
bracis-28416	298	13	and	and	CCONJ
bracis-28416	298	14	reference	reference	NOUN
bracis-28416	298	15	.	.	PUNCT
bracis-28416	299	1	philos	philos	PROPN
bracis-28416	299	2	.	.	PUNCT
bracis-28416	299	3	rev	rev	PROPN
bracis-28416	299	4	.	.	PROPN
bracis-28416	299	5	57	57	NUM
bracis-28416	299	6	(	(	PUNCT
bracis-28416	299	7	1948	1948	NUM
bracis-28416	299	8	)	)	PUNCT
bracis-28416	299	9	google	google	PROPN
bracis-28416	299	10	scholar	scholar	NOUN
bracis-28416	299	11	  	  	SPACE
bracis-28416	299	12	joshi	joshi	PROPN
bracis-28416	299	13	,	,	PUNCT
bracis-28416	299	14	b.	b.	PROPN
bracis-28416	299	15	,	,	PUNCT
bracis-28416	299	16	shah	shah	PROPN
bracis-28416	299	17	,	,	PUNCT
bracis-28416	299	18	n.	n.	NOUN
bracis-28416	299	19	,	,	PUNCT
bracis-28416	299	20	barbieri	barbieri	PROPN
bracis-28416	299	21	,	,	PUNCT
bracis-28416	299	22	f.	f.	PROPN
bracis-28416	299	23	,	,	PUNCT
bracis-28416	299	24	leonardo	leonardo	PROPN
bracis-28416	299	25	neves	neves	PROPN
bracis-28416	299	26	,	,	PUNCT
bracis-28416	299	27	l.	l.	PROPN
bracis-28416	299	28	:	:	PUNCT
bracis-28416	299	29	the	the	DET
bracis-28416	299	30	devil	devil	NOUN
bracis-28416	299	31	is	be	AUX
bracis-28416	299	32	in	in	ADP
bracis-28416	299	33	the	the	DET
bracis-28416	299	34	details	detail	NOUN
bracis-28416	299	35	:	:	PUNCT
bracis-28416	299	36	evaluating	evaluate	VERB
bracis-28416	299	37	limitations	limitation	NOUN
bracis-28416	299	38	of	of	ADP
bracis-28416	299	39	transformer	transformer	NOUN
bracis-28416	299	40	-	-	PUNCT
bracis-28416	299	41	based	base	VERB
bracis-28416	299	42	methods	method	NOUN
bracis-28416	299	43	for	for	ADP
bracis-28416	299	44	granular	granular	ADJ
bracis-28416	299	45	tasks	task	NOUN
bracis-28416	299	46	.	.	PUNCT
bracis-28416	300	1	in	in	ADP
bracis-28416	300	2	:	:	PUNCT
bracis-28416	300	3	proceedings	proceeding	NOUN
bracis-28416	300	4	of	of	ADP
bracis-28416	300	5	the	the	DET
bracis-28416	300	6	28th	28th	ADJ
bracis-28416	300	7	international	international	ADJ
bracis-28416	300	8	conference	conference	NOUN
bracis-28416	300	9	on	on	ADP
bracis-28416	300	10	computational	computational	ADJ
bracis-28416	300	11	linguistics	linguistic	NOUN
bracis-28416	300	12	,	,	PUNCT
bracis-28416	300	13	pp	pp	X
bracis-28416	300	14	.	.	PUNCT
bracis-28416	300	15	3652–3659	3652–3659	NUM
bracis-28416	300	16	,	,	PUNCT
bracis-28416	300	17	barcelona	barcelona	PROPN
bracis-28416	300	18	,	,	PUNCT
bracis-28416	300	19	spain	spain	PROPN
bracis-28416	300	20	(	(	PUNCT
bracis-28416	300	21	online	online	ADJ
bracis-28416	300	22	)	)	PUNCT
bracis-28416	300	23	.	.	PUNCT
bracis-28416	301	1	international	international	ADJ
bracis-28416	301	2	committee	committee	PROPN
bracis-28416	301	3	on	on	ADP
bracis-28416	301	4	computational	computational	ADJ
bracis-28416	301	5	linguistics	linguistic	NOUN
bracis-28416	301	6	(	(	PUNCT
bracis-28416	301	7	2020	2020	NUM
bracis-28416	301	8	)	)	PUNCT
bracis-28416	301	9	google	google	PROPN
bracis-28416	301	10	scholar	scholar	NOUN
bracis-28416	301	11	  	  	SPACE
bracis-28416	301	12	jurafsky	jurafsky	PROPN
bracis-28416	301	13	,	,	PUNCT
bracis-28416	301	14	d.	d.	PROPN
bracis-28416	301	15	,	,	PUNCT
bracis-28416	301	16	martin	martin	PROPN
bracis-28416	301	17	,	,	PUNCT
bracis-28416	301	18	j.h	j.h	PROPN
bracis-28416	301	19	.	.	PROPN
bracis-28416	301	20	:	:	PUNCT
bracis-28416	301	21	speech	speech	NOUN
bracis-28416	301	22	and	and	CCONJ
bracis-28416	301	23	language	language	NOUN
bracis-28416	301	24	processing	processing	NOUN
bracis-28416	301	25	(	(	PUNCT
bracis-28416	301	26	3rd	3rd	ADJ
bracis-28416	301	27	ed	ed	NOUN
bracis-28416	301	28	.	.	PUNCT
bracis-28416	301	29	draft	draft	NOUN
bracis-28416	301	30	)	)	PUNCT
bracis-28416	301	31	(	(	PUNCT
bracis-28416	301	32	2023	2023	NUM
bracis-28416	301	33	)	)	PUNCT
bracis-28416	301	34	google	google	NOUN
bracis-28416	301	35	scholar	scholar	NOUN
bracis-28416	301	36	  	  	SPACE
bracis-28416	301	37	kavumba	kavumba	NOUN
bracis-28416	301	38	,	,	PUNCT
bracis-28416	301	39	p.	p.	NOUN
bracis-28416	301	40	,	,	PUNCT
bracis-28416	301	41	inoue	inoue	PROPN
bracis-28416	301	42	,	,	PUNCT
bracis-28416	301	43	n.	n.	NOUN
bracis-28416	301	44	,	,	PUNCT
bracis-28416	301	45	heinzerling	heinzerling	NOUN
bracis-28416	301	46	,	,	PUNCT
bracis-28416	301	47	b.	b.	PROPN
bracis-28416	301	48	,	,	PUNCT
bracis-28416	301	49	singh	singh	PROPN
bracis-28416	301	50	,	,	PUNCT
bracis-28416	301	51	k.	k.	PROPN
bracis-28416	301	52	,	,	PUNCT
bracis-28416	301	53	reisert	reisert	NOUN
bracis-28416	301	54	,	,	PUNCT
bracis-28416	301	55	p.	p.	PROPN
bracis-28416	301	56	,	,	PUNCT
bracis-28416	301	57	kentaro	kentaro	PROPN
bracis-28416	301	58	inui	inui	PROPN
bracis-28416	301	59	,	,	PUNCT
bracis-28416	301	60	k.	k.	PROPN
bracis-28416	301	61	:	:	PUNCT
bracis-28416	301	62	when	when	SCONJ
bracis-28416	301	63	choosing	choose	VERB
bracis-28416	301	64	plausible	plausible	ADJ
bracis-28416	301	65	alternatives	alternative	NOUN
bracis-28416	301	66	,	,	PUNCT
bracis-28416	301	67	clever	clever	ADJ
bracis-28416	301	68	hans	han	NOUN
bracis-28416	301	69	can	can	AUX
bracis-28416	301	70	be	be	AUX
bracis-28416	301	71	clever	clever	ADJ
bracis-28416	301	72	.	.	PUNCT
bracis-28416	302	1	in	in	ADP
bracis-28416	302	2	:	:	PUNCT
bracis-28416	302	3	proceedings	proceeding	NOUN
bracis-28416	302	4	of	of	ADP
bracis-28416	302	5	the	the	DET
bracis-28416	302	6	first	first	ADJ
bracis-28416	302	7	workshop	workshop	NOUN
bracis-28416	302	8	on	on	ADP
bracis-28416	302	9	commonsense	commonsense	ADJ
bracis-28416	302	10	inference	inference	NOUN
bracis-28416	302	11	in	in	ADP
bracis-28416	302	12	natural	natural	ADJ
bracis-28416	302	13	language	language	NOUN
bracis-28416	302	14	processing	processing	NOUN
bracis-28416	302	15	,	,	PUNCT
bracis-28416	302	16	pp	pp	ADJ
bracis-28416	302	17	.	.	PUNCT
bracis-28416	303	1	33–42	33–42	NUM
bracis-28416	303	2	,	,	PUNCT
bracis-28416	303	3	hong	hong	PROPN
bracis-28416	303	4	kong	kong	PROPN
bracis-28416	303	5	,	,	PUNCT
bracis-28416	303	6	china	china	PROPN
bracis-28416	303	7	.	.	PUNCT
bracis-28416	304	1	association	association	PROPN
bracis-28416	304	2	for	for	ADP
bracis-28416	304	3	computational	computational	ADJ
bracis-28416	304	4	linguistics	linguistic	NOUN
bracis-28416	304	5	(	(	PUNCT
bracis-28416	304	6	2019	2019	NUM
bracis-28416	304	7	)	)	PUNCT
bracis-28416	304	8	google	google	NOUN
bracis-28416	304	9	scholar	scholar	NOUN
bracis-28416	304	10	  	  	SPACE
bracis-28416	304	11	kocijan	kocijan	NOUN
bracis-28416	304	12	,	,	PUNCT
bracis-28416	304	13	v.	v.	PROPN
bracis-28416	304	14	,	,	PUNCT
bracis-28416	304	15	cretu	cretu	NOUN
bracis-28416	304	16	,	,	PUNCT
bracis-28416	304	17	a.-m	a.-m	PROPN
bracis-28416	304	18	.	.	PUNCT
bracis-28416	304	19	,	,	PUNCT
bracis-28416	304	20	camburu	camburu	PROPN
bracis-28416	304	21	,	,	PUNCT
bracis-28416	304	22	o.-m	o.-m	PROPN
bracis-28416	304	23	.	.	PUNCT
bracis-28416	304	24	,	,	PUNCT
bracis-28416	304	25	yordanov	yordanov	PROPN
bracis-28416	304	26	,	,	PUNCT
bracis-28416	304	27	y.	y.	NOUN
bracis-28416	304	28	,	,	PUNCT
bracis-28416	304	29	lukasiewicz	lukasiewicz	ADJ
bracis-28416	304	30	,	,	PUNCT
bracis-28416	304	31	t.	t.	PROPN
bracis-28416	304	32	:	:	PUNCT
bracis-28416	304	33	a	a	DET
bracis-28416	304	34	surprisingly	surprisingly	ADV
bracis-28416	304	35	robust	robust	ADJ
bracis-28416	304	36	trick	trick	NOUN
bracis-28416	304	37	for	for	ADP
bracis-28416	304	38	the	the	DET
bracis-28416	304	39	winograd	winograd	PROPN
bracis-28416	304	40	scheme	scheme	NOUN
bracis-28416	304	41	challenge	challenge	NOUN
bracis-28416	304	42	.	.	PUNCT
bracis-28416	305	1	in	in	ADP
bracis-28416	305	2	:	:	PUNCT
bracis-28416	305	3	annual	annual	ADJ
bracis-28416	305	4	meeting	meeting	NOUN
bracis-28416	305	5	of	of	ADP
bracis-28416	305	6	the	the	DET
bracis-28416	305	7	association	association	NOUN
bracis-28416	305	8	for	for	ADP
bracis-28416	305	9	computational	computational	ADJ
bracis-28416	305	10	linguistics	linguistic	NOUN
bracis-28416	305	11	,	,	PUNCT
bracis-28416	305	12	pp	pp	X
bracis-28416	305	13	.	.	PUNCT
bracis-28416	306	1	4837–4842	4837–4842	NUM
bracis-28416	306	2	(	(	PUNCT
bracis-28416	306	3	2019	2019	NUM
bracis-28416	306	4	)	)	PUNCT
bracis-28416	306	5	google	google	PROPN
bracis-28416	306	6	scholar	scholar	NOUN
bracis-28416	306	7	  	  	SPACE
bracis-28416	306	8	kocijan	kocijan	NOUN
bracis-28416	306	9	,	,	PUNCT
bracis-28416	306	10	v.	v.	PROPN
bracis-28416	306	11	,	,	PUNCT
bracis-28416	306	12	davis	davis	PROPN
bracis-28416	306	13	,	,	PUNCT
bracis-28416	306	14	e.	e.	PROPN
bracis-28416	306	15	,	,	PUNCT
bracis-28416	306	16	lukasiewicz	lukasiewicz	VERB
bracis-28416	306	17	,	,	PUNCT
bracis-28416	306	18	t.	t.	PROPN
bracis-28416	306	19	,	,	PUNCT
bracis-28416	306	20	marcus	marcus	PROPN
bracis-28416	306	21	,	,	PUNCT
bracis-28416	306	22	g.	g.	PROPN
bracis-28416	306	23	,	,	PUNCT
bracis-28416	306	24	leora	leora	PROPN
bracis-28416	306	25	morgenstern	morgenstern	PROPN
bracis-28416	306	26	,	,	PUNCT
bracis-28416	306	27	l.	l.	PROPN
bracis-28416	306	28	:	:	PUNCT
bracis-28416	306	29	the	the	DET
bracis-28416	306	30	defeat	defeat	NOUN
bracis-28416	306	31	of	of	ADP
bracis-28416	306	32	the	the	DET
bracis-28416	306	33	winograd	winograd	NOUN
bracis-28416	306	34	schema	schema	NOUN
bracis-28416	306	35	challenge	challenge	NOUN
bracis-28416	306	36	.	.	PUNCT
bracis-28416	307	1	arxiv:2201.02387	arxiv:2201.02387	NOUN
bracis-28416	307	2	(	(	PUNCT
bracis-28416	307	3	2023	2023	NUM
bracis-28416	307	4	)	)	PUNCT
bracis-28416	307	5	kocijan	kocijan	NOUN
bracis-28416	307	6	,	,	PUNCT
bracis-28416	307	7	v.	v.	ADV
bracis-28416	307	8	,	,	PUNCT
bracis-28416	307	9	lukasiewicz	lukasiewicz	ADJ
bracis-28416	307	10	,	,	PUNCT
bracis-28416	307	11	t.	t.	PROPN
bracis-28416	307	12	,	,	PUNCT
bracis-28416	307	13	davis	davis	PROPN
bracis-28416	307	14	,	,	PUNCT
bracis-28416	307	15	e.	e.	PROPN
bracis-28416	307	16	,	,	PUNCT
bracis-28416	307	17	marcus	marcus	PROPN
bracis-28416	307	18	,	,	PUNCT
bracis-28416	307	19	g.	g.	PROPN
bracis-28416	307	20	:	:	PUNCT
bracis-28416	307	21	a	a	DET
bracis-28416	307	22	review	review	NOUN
bracis-28416	307	23	of	of	ADP
bracis-28416	307	24	winograd	winograd	ADJ
bracis-28416	307	25	schema	schema	NOUN
bracis-28416	307	26	challenge	challenge	NOUN
bracis-28416	307	27	datasets	dataset	NOUN
bracis-28416	307	28	and	and	CCONJ
bracis-28416	307	29	approaches	approach	NOUN
bracis-28416	307	30	.	.	PUNCT
bracis-28416	308	1	arxiv:2004.13831v1	arxiv:2004.13831v1	VERB
bracis-28416	308	2	(	(	PUNCT
bracis-28416	308	3	2020	2020	NUM
bracis-28416	308	4	)	)	PUNCT
bracis-28416	308	5	korman	korman	PROPN
bracis-28416	308	6	,	,	PUNCT
bracis-28416	308	7	d.	d.	PROPN
bracis-28416	308	8	:	:	PUNCT
bracis-28416	308	9	defining	define	VERB
bracis-28416	308	10	textual	textual	ADJ
bracis-28416	308	11	entailment	entailment	NOUN
bracis-28416	308	12	.	.	PUNCT
bracis-28416	309	1	j.	j.	PROPN
bracis-28416	309	2	assoc	assoc	PROPN
bracis-28416	309	3	.	.	PUNCT
bracis-28416	309	4	inf	inf	PROPN
bracis-28416	309	5	.	.	PUNCT
bracis-28416	310	1	sci	sci	PROPN
bracis-28416	310	2	.	.	PROPN
bracis-28416	310	3	technol	technol	PROPN
bracis-28416	310	4	.	.	PROPN
bracis-28416	311	1	69	69	NUM
bracis-28416	311	2	(	(	PUNCT
bracis-28416	311	3	2018	2018	NUM
bracis-28416	311	4	)	)	PUNCT
bracis-28416	311	5	google	google	PROPN
bracis-28416	311	6	scholar	scholar	NOUN
bracis-28416	311	7	  	  	SPACE
bracis-28416	311	8	levesque	levesque	PROPN
bracis-28416	311	9	,	,	PUNCT
bracis-28416	311	10	h.	h.	PROPN
bracis-28416	311	11	:	:	PUNCT
bracis-28416	311	12	the	the	DET
bracis-28416	311	13	winograd	winograd	ADJ
bracis-28416	311	14	schema	schema	NOUN
bracis-28416	311	15	challenge	challenge	NOUN
bracis-28416	311	16	.	.	PUNCT
bracis-28416	312	1	in	in	ADP
bracis-28416	312	2	:	:	PUNCT
bracis-28416	312	3	aaai	aaai	PROPN
bracis-28416	312	4	(	(	PUNCT
bracis-28416	312	5	2011	2011	NUM
bracis-28416	312	6	)	)	PUNCT
bracis-28416	312	7	google	google	PROPN
bracis-28416	312	8	scholar	scholar	NOUN
bracis-28416	312	9	  	  	SPACE
bracis-28416	312	10	levesque	levesque	PROPN
bracis-28416	312	11	,	,	PUNCT
bracis-28416	312	12	h.	h.	PROPN
bracis-28416	312	13	:	:	PUNCT
bracis-28416	312	14	on	on	ADP
bracis-28416	312	15	our	our	PRON
bracis-28416	312	16	best	good	ADJ
bracis-28416	312	17	behaviour	behaviour	NOUN
bracis-28416	312	18	.	.	PUNCT
bracis-28416	313	1	in	in	ADP
bracis-28416	313	2	:	:	PUNCT
bracis-28416	313	3	ijcai	ijcai	PROPN
bracis-28416	313	4	(	(	PUNCT
bracis-28416	313	5	2013	2013	NUM
bracis-28416	313	6	)	)	PUNCT
bracis-28416	313	7	google	google	PROPN
bracis-28416	313	8	scholar	scholar	NOUN
bracis-28416	313	9	  	  	SPACE
bracis-28416	313	10	levesque	levesque	PROPN
bracis-28416	313	11	,	,	PUNCT
bracis-28416	313	12	h.	h.	PROPN
bracis-28416	313	13	:	:	PUNCT
bracis-28416	313	14	common	common	ADJ
bracis-28416	313	15	sense	sense	NOUN
bracis-28416	313	16	,	,	PUNCT
bracis-28416	313	17	the	the	DET
bracis-28416	313	18	turing	ture	VERB
bracis-28416	313	19	test	test	NOUN
bracis-28416	313	20	,	,	PUNCT
bracis-28416	313	21	and	and	CCONJ
bracis-28416	313	22	the	the	DET
bracis-28416	313	23	quest	quest	NOUN
bracis-28416	313	24	for	for	ADP
bracis-28416	313	25	real	real	ADJ
bracis-28416	313	26	ai	ai	NOUN
bracis-28416	313	27	.	.	PUNCT
bracis-28416	314	1	the	the	DET
bracis-28416	314	2	mit	mit	PROPN
bracis-28416	314	3	press	press	NOUN
bracis-28416	314	4	(	(	PUNCT
bracis-28416	314	5	2017	2017	NUM
bracis-28416	314	6	)	)	PUNCT
bracis-28416	314	7	google	google	PROPN
bracis-28416	314	8	scholar	scholar	NOUN
bracis-28416	314	9	  	  	SPACE
bracis-28416	314	10	levesque	levesque	PROPN
bracis-28416	314	11	,	,	PUNCT
bracis-28416	314	12	h.	h.	PROPN
bracis-28416	314	13	,	,	PUNCT
bracis-28416	314	14	davis	davis	PROPN
bracis-28416	314	15	,	,	PUNCT
bracis-28416	314	16	e.	e.	PROPN
bracis-28416	314	17	,	,	PUNCT
bracis-28416	314	18	morgenstern	morgenstern	PROPN
bracis-28416	314	19	,	,	PUNCT
bracis-28416	314	20	l.	l.	PROPN
bracis-28416	314	21	:	:	PUNCT
bracis-28416	314	22	the	the	DET
bracis-28416	314	23	winograd	winograd	ADJ
bracis-28416	314	24	schema	schema	NOUN
bracis-28416	314	25	challenge	challenge	NOUN
bracis-28416	314	26	.	.	PUNCT
bracis-28416	315	1	knowledge	knowledge	NOUN
bracis-28416	315	2	representation	representation	PROPN
bracis-28416	315	3	(	(	PUNCT
bracis-28416	315	4	2012	2012	NUM
bracis-28416	315	5	)	)	PUNCT
bracis-28416	315	6	google	google	PROPN
bracis-28416	315	7	scholar	scholar	NOUN
bracis-28416	315	8	  	  	SPACE
bracis-28416	315	9	liu	liu	PROPN
bracis-28416	315	10	,	,	PUNCT
bracis-28416	315	11	q.	q.	PROPN
bracis-28416	315	12	,	,	PUNCT
bracis-28416	315	13	jiang	jiang	PROPN
bracis-28416	315	14	,	,	PUNCT
bracis-28416	315	15	h.	h.	PROPN
bracis-28416	315	16	,	,	PUNCT
bracis-28416	315	17	ling	ling	PROPN
bracis-28416	315	18	,	,	PUNCT
bracis-28416	315	19	h.-z	h.-z	PROPN
bracis-28416	315	20	.	.	PUNCT
bracis-28416	315	21	,	,	PUNCT
bracis-28416	315	22	zhu	zhu	PROPN
bracis-28416	315	23	,	,	PUNCT
bracis-28416	315	24	x	x	NOUN
bracis-28416	315	25	,	,	PUNCT
bracis-28416	315	26	.	.	PUNCT
bracis-28416	316	1	wei	wei	PROPN
bracis-28416	316	2	,	,	PUNCT
bracis-28416	316	3	s.	s.	PROPN
bracis-28416	316	4	,	,	PUNCT
bracis-28416	316	5	hu	hu	PROPN
bracis-28416	316	6	,	,	PUNCT
bracis-28416	316	7	y.	y.	NOUN
bracis-28416	316	8	:	:	PUNCT
bracis-28416	316	9	commonsense	commonsense	ADJ
bracis-28416	316	10	knowledge	knowledge	NOUN
bracis-28416	316	11	enhanced	enhance	VERB
bracis-28416	316	12	embeddings	embedding	NOUN
bracis-28416	316	13	for	for	ADP
bracis-28416	316	14	solving	solve	VERB
bracis-28416	316	15	pronoun	pronoun	ADJ
bracis-28416	316	16	disambiguation	disambiguation	NOUN
bracis-28416	316	17	problems	problem	NOUN
bracis-28416	316	18	in	in	ADP
bracis-28416	316	19	winograd	winograd	ADJ
bracis-28416	316	20	schemes	scheme	NOUN
bracis-28416	316	21	challenge	challenge	NOUN
bracis-28416	316	22	.	.	PUNCT
bracis-28416	317	1	arxiv:1611.04146	arxiv:1611.04146	NUM
bracis-28416	317	2	(	(	PUNCT
bracis-28416	317	3	2016	2016	NUM
bracis-28416	317	4	)	)	PUNCT
bracis-28416	317	5	yinhan	yinhan	PROPN
bracis-28416	317	6	liu	liu	PROPN
bracis-28416	317	7	,	,	PUNCT
bracis-28416	317	8	y.	y.	PROPN
bracis-28416	317	9	,	,	PUNCT
bracis-28416	317	10	et	et	PROPN
bracis-28416	317	11	al	al	PROPN
bracis-28416	317	12	.	.	PUNCT
bracis-28416	317	13	:	:	PUNCT
bracis-28416	318	1	roberta	roberta	NOUN
bracis-28416	318	2	:	:	PUNCT
bracis-28416	318	3	a	a	DET
bracis-28416	318	4	robustly	robustly	ADV
bracis-28416	318	5	optimized	optimize	VERB
bracis-28416	318	6	bert	bert	NOUN
bracis-28416	318	7	pretraining	pretraine	VERB
bracis-28416	318	8	approach	approach	NOUN
bracis-28416	318	9	.	.	PUNCT
bracis-28416	318	10	arxiv:1907.11692	arxiv:1907.11692	PROPN
bracis-28416	318	11	(	(	PUNCT
bracis-28416	318	12	2019	2019	NUM
bracis-28416	318	13	)	)	PUNCT
bracis-28416	318	14	marcus	marcus	PROPN
bracis-28416	318	15	,	,	PUNCT
bracis-28416	318	16	g.	g.	PROPN
bracis-28416	318	17	,	,	PUNCT
bracis-28416	318	18	davis	davis	PROPN
bracis-28416	318	19	,	,	PUNCT
bracis-28416	318	20	e.	e.	PROPN
bracis-28416	318	21	:	:	PUNCT
bracis-28416	318	22	rebooting	rebooting	AUX
bracis-28416	318	23	ai	ai	VERB
bracis-28416	318	24	:	:	PUNCT
bracis-28416	318	25	building	build	VERB
bracis-28416	318	26	artificial	artificial	ADJ
bracis-28416	318	27	intelligence	intelligence	NOUN
bracis-28416	318	28	we	we	PRON
bracis-28416	318	29	can	can	AUX
bracis-28416	318	30	trust	trust	VERB
bracis-28416	318	31	.	.	PUNCT
bracis-28416	319	1	pantheon	pantheon	NOUN
bracis-28416	319	2	(	(	PUNCT
bracis-28416	319	3	2019	2019	NUM
bracis-28416	319	4	)	)	PUNCT
bracis-28416	319	5	google	google	PROPN
bracis-28416	319	6	scholar	scholar	NOUN
bracis-28416	319	7	  	  	SPACE
bracis-28416	319	8	george	george	PROPN
bracis-28416	319	9	,	,	PUNCT
bracis-28416	319	10	a.	a.	NOUN
bracis-28416	319	11	:	:	PUNCT
bracis-28416	319	12	müller	müller	PROPN
bracis-28416	319	13	.	.	PUNCT
bracis-28416	319	14	language	language	NOUN
bracis-28416	319	15	and	and	CCONJ
bracis-28416	319	16	communication	communication	NOUN
bracis-28416	319	17	,	,	PUNCT
bracis-28416	319	18	mcgraw	mcgraw	NOUN
bracis-28416	319	19	-	-	PUNCT
bracis-28416	319	20	hili	hili	NOUN
bracis-28416	319	21	(	(	PUNCT
bracis-28416	319	22	1951	1951	NUM
bracis-28416	319	23	)	)	PUNCT
bracis-28416	319	24	google	google	PROPN
bracis-28416	319	25	scholar	scholar	NOUN
bracis-28416	319	26	  	  	SPACE
bracis-28416	319	27	nicos	nicos	PROPN
bracis-28416	319	28	,	,	PUNCT
bracis-28416	319	29	i.	i.	PROPN
bracis-28416	319	30	,	,	PUNCT
bracis-28416	319	31	michael	michael	PROPN
bracis-28416	319	32	loizos	loizos	PROPN
bracis-28416	319	33	,	,	PUNCT
bracis-28416	319	34	m.	m.	NOUN
bracis-28416	319	35	:	:	PUNCT
bracis-28416	319	36	tackling	tackle	VERB
bracis-28416	319	37	the	the	DET
bracis-28416	319	38	winograd	winograd	ADJ
bracis-28416	319	39	schema	schema	NOUN
bracis-28416	319	40	challenge	challenge	VERB
bracis-28416	319	41	through	through	ADP
bracis-28416	319	42	machine	machine	NOUN
bracis-28416	319	43	logical	logical	ADJ
bracis-28416	319	44	inferences	inference	NOUN
bracis-28416	319	45	.	.	PUNCT
bracis-28416	320	1	stairs	stair	NOUN
bracis-28416	320	2	75	75	NUM
bracis-28416	320	3	(	(	PUNCT
bracis-28416	320	4	2016	2016	NUM
bracis-28416	320	5	)	)	PUNCT
bracis-28416	320	6	google	google	PROPN
bracis-28416	320	7	scholar	scholar	NOUN
bracis-28416	320	8	  	  	SPACE
bracis-28416	320	9	nicos	nicos	PROPN
bracis-28416	320	10	,	,	PUNCT
bracis-28416	320	11	i.	i.	PROPN
bracis-28416	320	12	,	,	PUNCT
bracis-28416	320	13	michael	michael	PROPN
bracis-28416	320	14	loizos	loizos	PROPN
bracis-28416	320	15	,	,	PUNCT
bracis-28416	320	16	m.	m.	NOUN
bracis-28416	320	17	:	:	PUNCT
bracis-28416	320	18	how	how	SCONJ
bracis-28416	320	19	the	the	DET
bracis-28416	320	20	availability	availability	NOUN
bracis-28416	320	21	of	of	ADP
bracis-28416	320	22	training	training	NOUN
bracis-28416	320	23	material	material	NOUN
bracis-28416	320	24	affects	affect	VERB
bracis-28416	320	25	performance	performance	NOUN
bracis-28416	320	26	in	in	ADP
bracis-28416	320	27	the	the	DET
bracis-28416	320	28	winograd	winograd	ADJ
bracis-28416	320	29	schema	schema	NOUN
bracis-28416	320	30	challenge	challenge	NOUN
bracis-28416	320	31	(	(	PUNCT
bracis-28416	320	32	2017	2017	NUM
bracis-28416	320	33	)	)	PUNCT
bracis-28416	320	34	google	google	PROPN
bracis-28416	320	35	scholar	scholar	NOUN
bracis-28416	320	36	  	  	SPACE
bracis-28416	320	37	nicos	nicos	PROPN
bracis-28416	320	38	,	,	PUNCT
bracis-28416	320	39	i.	i.	PROPN
bracis-28416	320	40	,	,	PUNCT
bracis-28416	320	41	michael	michael	PROPN
bracis-28416	320	42	loizos	loizos	PROPN
bracis-28416	320	43	,	,	PUNCT
bracis-28416	320	44	m.	m.	NOUN
bracis-28416	320	45	:	:	PUNCT
bracis-28416	320	46	a	a	DET
bracis-28416	320	47	data	data	NOUN
bracis-28416	320	48	-	-	PUNCT
bracis-28416	320	49	driven	drive	VERB
bracis-28416	320	50	metric	metric	NOUN
bracis-28416	320	51	of	of	ADP
bracis-28416	320	52	hardness	hardness	NOUN
bracis-28416	320	53	for	for	ADP
bracis-28416	320	54	wsc	wsc	PROPN
bracis-28416	320	55	sentences	sentence	NOUN
bracis-28416	320	56	.	.	PUNCT
bracis-28416	321	1	gcai-2018	gcai-2018	NOUN
bracis-28416	321	2	(	(	PUNCT
bracis-28416	321	3	epic	epic	ADJ
bracis-28416	321	4	series	series	NOUN
bracis-28416	321	5	in	in	ADP
bracis-28416	321	6	computing	computing	PROPN
bracis-28416	321	7	)	)	PUNCT
bracis-28416	321	8	55	55	NUM
bracis-28416	321	9	,	,	PUNCT
bracis-28416	321	10	107–120	107–120	NUM
bracis-28416	321	11	(	(	PUNCT
bracis-28416	321	12	2018	2018	NUM
bracis-28416	321	13	)	)	PUNCT
bracis-28416	321	14	google	google	PROPN
bracis-28416	321	15	scholar	scholar	NOUN
bracis-28416	321	16	  	  	SPACE
bracis-28416	321	17	judea	judea	PROPN
bracis-28416	321	18	pearl	pearl	PROPN
bracis-28416	321	19	,	,	PUNCT
bracis-28416	321	20	j.	j.	PROPN
bracis-28416	321	21	:	:	PUNCT
bracis-28416	321	22	causality	causality	NOUN
bracis-28416	321	23	:	:	PUNCT
bracis-28416	321	24	models	model	NOUN
bracis-28416	321	25	,	,	PUNCT
bracis-28416	321	26	reasoning	reasoning	NOUN
bracis-28416	321	27	,	,	PUNCT
bracis-28416	321	28	and	and	CCONJ
bracis-28416	321	29	inference	inference	NOUN
bracis-28416	321	30	.	.	PUNCT
bracis-28416	322	1	cambridge	cambridge	PROPN
bracis-28416	322	2	university	university	PROPN
bracis-28416	322	3	press	press	NOUN
bracis-28416	322	4	,	,	PUNCT
bracis-28416	322	5	2\({}^{\underline{\rm	2\({}^{\underline{\rm	NUM
bracis-28416	322	6	a}}\	a}}\	NOUN
bracis-28416	322	7	)	)	PUNCT
bracis-28416	322	8	edition	edition	NOUN
bracis-28416	322	9	(	(	PUNCT
bracis-28416	322	10	2009	2009	NUM
bracis-28416	322	11	)	)	PUNCT
bracis-28416	322	12	google	google	PROPN
bracis-28416	322	13	scholar	scholar	NOUN
bracis-28416	322	14	  	  	SPACE
bracis-28416	322	15	peters	peters	PROPN
bracis-28416	322	16	,	,	PUNCT
bracis-28416	322	17	m.e	m.e	PROPN
bracis-28416	322	18	.	.	PROPN
bracis-28416	322	19	,	,	PUNCT
bracis-28416	322	20	neumann	neumann	PROPN
bracis-28416	322	21	,	,	PUNCT
bracis-28416	322	22	m.	m.	NOUN
bracis-28416	322	23	,	,	PUNCT
bracis-28416	322	24	iyyer	iyyer	NOUN
bracis-28416	322	25	,	,	PUNCT
bracis-28416	322	26	m	m	PROPN
bracis-28416	322	27	,	,	PUNCT
bracis-28416	322	28	gardner	gardner	NOUN
bracis-28416	322	29	,	,	PUNCT
bracis-28416	322	30	m.	m.	NOUN
bracis-28416	322	31	,	,	PUNCT
bracis-28416	322	32	kenton	kenton	PROPN
bracis-28416	322	33	lee	lee	PROPN
bracis-28416	322	34	,	,	PUNCT
bracis-28416	322	35	k.	k.	PROPN
bracis-28416	322	36	,	,	PUNCT
bracis-28416	322	37	luke	luke	PROPN
bracis-28416	322	38	zettlemoyer	zettlemoyer	PROPN
bracis-28416	322	39	,	,	PUNCT
bracis-28416	322	40	l.	l.	PROPN
bracis-28416	322	41	:	:	PUNCT
bracis-28416	322	42	deep	deep	ADJ
bracis-28416	322	43	contextualized	contextualized	ADJ
bracis-28416	322	44	word	word	NOUN
bracis-28416	322	45	representations	representation	NOUN
bracis-28416	322	46	,	,	PUNCT
bracis-28416	322	47	christopher	christopher	PROPN
bracis-28416	322	48	clark	clark	PROPN
bracis-28416	322	49	(	(	PUNCT
bracis-28416	322	50	2018	2018	NUM
bracis-28416	322	51	)	)	PUNCT
bracis-28416	322	52	google	google	PROPN
bracis-28416	322	53	scholar	scholar	NOUN
bracis-28416	322	54	  	  	SPACE
bracis-28416	322	55	quine	quine	NOUN
bracis-28416	322	56	.	.	PUNCT
bracis-28416	323	1	two	two	NUM
bracis-28416	323	2	dogmas	dogma	NOUN
bracis-28416	323	3	of	of	ADP
bracis-28416	323	4	empiricism	empiricism	NOUN
bracis-28416	323	5	.	.	PUNCT
bracis-28416	324	1	philos	philos	PROPN
bracis-28416	324	2	.	.	PUNCT
bracis-28416	325	1	rev	rev	PROPN
bracis-28416	325	2	.	.	PROPN
bracis-28416	326	1	60	60	NUM
bracis-28416	326	2	(	(	PUNCT
bracis-28416	326	3	1951	1951	NUM
bracis-28416	326	4	)	)	PUNCT
bracis-28416	326	5	google	google	PROPN
bracis-28416	326	6	scholar	scholar	NOUN
bracis-28416	326	7	  	  	SPACE
bracis-28416	326	8	radford	radford	PROPN
bracis-28416	326	9	,	,	PUNCT
bracis-28416	326	10	a.	a.	PROPN
bracis-28416	326	11	,	,	PUNCT
bracis-28416	326	12	wu	wu	PROPN
bracis-28416	326	13	,	,	PUNCT
bracis-28416	326	14	j.	j.	PROPN
bracis-28416	326	15	,	,	PUNCT
bracis-28416	326	16	child	child	NOUN
bracis-28416	326	17	,	,	PUNCT
bracis-28416	326	18	r.	r.	PROPN
bracis-28416	326	19	,	,	PUNCT
bracis-28416	326	20	luan	luan	PROPN
bracis-28416	326	21	,	,	PUNCT
bracis-28416	326	22	d.	d.	PROPN
bracis-28416	326	23	,	,	PUNCT
bracis-28416	326	24	amodei	amodei	PROPN
bracis-28416	326	25	,	,	PUNCT
bracis-28416	326	26	d.	d.	PROPN
bracis-28416	326	27	,	,	PUNCT
bracis-28416	326	28	sutskever	sutskever	PROPN
bracis-28416	326	29	,	,	PUNCT
bracis-28416	326	30	i.	i.	NOUN
bracis-28416	326	31	:	:	PUNCT
bracis-28416	326	32	language	language	NOUN
bracis-28416	326	33	models	model	NOUN
bracis-28416	326	34	are	be	AUX
bracis-28416	326	35	unsupervised	unsupervised	ADJ
bracis-28416	326	36	multitask	multitask	ADJ
bracis-28416	326	37	learners	learner	NOUN
bracis-28416	326	38	.	.	PUNCT
bracis-28416	327	1	technical	technical	ADJ
bracis-28416	327	2	report	report	NOUN
bracis-28416	327	3	8	8	NUM
bracis-28416	327	4	,	,	PUNCT
bracis-28416	327	5	openai	openai	ADJ
bracis-28416	327	6	blog	blog	NOUN
bracis-28416	327	7	(	(	PUNCT
bracis-28416	327	8	2019	2019	NUM
bracis-28416	327	9	)	)	PUNCT
bracis-28416	327	10	google	google	PROPN
bracis-28416	327	11	scholar	scholar	NOUN
bracis-28416	327	12	  	  	SPACE
bracis-28416	327	13	rahman	rahman	PROPN
bracis-28416	327	14	,	,	PUNCT
bracis-28416	327	15	a.	a.	PROPN
bracis-28416	327	16	,	,	PUNCT
bracis-28416	327	17	ng	ng	PROPN
bracis-28416	327	18	,	,	PUNCT
bracis-28416	327	19	v.	v.	CCONJ
bracis-28416	327	20	:	:	PUNCT
bracis-28416	327	21	resolving	resolve	VERB
bracis-28416	327	22	complex	complex	ADJ
bracis-28416	327	23	cases	case	NOUN
bracis-28416	327	24	of	of	ADP
bracis-28416	327	25	definite	definite	ADJ
bracis-28416	327	26	pronouns	pronoun	NOUN
bracis-28416	327	27	:	:	PUNCT
bracis-28416	327	28	the	the	DET
bracis-28416	327	29	winograd	winograd	ADJ
bracis-28416	327	30	schema	schema	NOUN
bracis-28416	327	31	challenge	challenge	NOUN
bracis-28416	327	32	.	.	PUNCT
bracis-28416	328	1	in	in	ADP
bracis-28416	328	2	:	:	PUNCT
bracis-28416	328	3	proceedings	proceeding	NOUN
bracis-28416	328	4	of	of	ADP
bracis-28416	328	5	the	the	DET
bracis-28416	328	6	2012	2012	NUM
bracis-28416	328	7	joint	joint	ADJ
bracis-28416	328	8	conference	conference	NOUN
bracis-28416	328	9	on	on	ADP
bracis-28416	328	10	empirical	empirical	ADJ
bracis-28416	328	11	methods	method	NOUN
bracis-28416	328	12	in	in	ADP
bracis-28416	328	13	natural	natural	ADJ
bracis-28416	328	14	language	language	NOUN
bracis-28416	328	15	processing	processing	NOUN
bracis-28416	328	16	and	and	CCONJ
bracis-28416	328	17	computational	computational	ADJ
bracis-28416	328	18	natural	natural	ADJ
bracis-28416	328	19	language	language	NOUN
bracis-28416	328	20	learning	learning	NOUN
bracis-28416	328	21	,	,	PUNCT
bracis-28416	328	22	pp	pp	ADP
bracis-28416	328	23	.	.	PUNCT
bracis-28416	329	1	777–789	777–789	X
bracis-28416	329	2	,	,	PUNCT
bracis-28416	329	3	jeju	jeju	PROPN
bracis-28416	329	4	island	island	PROPN
bracis-28416	329	5	,	,	PUNCT
bracis-28416	329	6	korea	korea	PROPN
bracis-28416	329	7	(	(	PUNCT
bracis-28416	329	8	2012	2012	NUM
bracis-28416	329	9	)	)	PUNCT
bracis-28416	329	10	.	.	PUNCT
bracis-28416	330	1	association	association	NOUN
bracis-28416	330	2	for	for	ADP
bracis-28416	330	3	computational	computational	ADJ
bracis-28416	330	4	linguistics	linguistic	NOUN
bracis-28416	330	5	google	google	PROPN
bracis-28416	330	6	scholar	scholar	NOUN
bracis-28416	330	7	  	  	SPACE
bracis-28416	330	8	ruan	ruan	PROPN
bracis-28416	330	9	,	,	PUNCT
bracis-28416	330	10	y.-p	y.-p	PROPN
bracis-28416	330	11	.	.	PROPN
bracis-28416	330	12	,	,	PUNCT
bracis-28416	330	13	zhu	zhu	PROPN
bracis-28416	330	14	,	,	PUNCT
bracis-28416	330	15	x.	x.	PROPN
bracis-28416	330	16	,	,	PUNCT
bracis-28416	330	17	ling	ling	PROPN
bracis-28416	330	18	,	,	PUNCT
bracis-28416	330	19	z.-h	z.-h	PROPN
bracis-28416	330	20	.	.	PUNCT
bracis-28416	330	21	,	,	PUNCT
bracis-28416	330	22	shi	shi	PROPN
bracis-28416	330	23	,	,	PUNCT
bracis-28416	330	24	z.	z.	PROPN
bracis-28416	330	25	,	,	PUNCT
bracis-28416	330	26	liu	liu	PROPN
bracis-28416	330	27	,	,	PUNCT
bracis-28416	330	28	q.	q.	PROPN
bracis-28416	330	29	,	,	PUNCT
bracis-28416	330	30	wei	wei	PROPN
bracis-28416	330	31	,	,	PUNCT
bracis-28416	330	32	s.	s.	PROPN
bracis-28416	330	33	:	:	PUNCT
bracis-28416	330	34	exploring	explore	VERB
bracis-28416	330	35	unsupervised	unsupervised	ADJ
bracis-28416	330	36	pretraining	pretraining	NOUN
bracis-28416	330	37	and	and	CCONJ
bracis-28416	330	38	sentence	sentence	NOUN
bracis-28416	330	39	structure	structure	NOUN
bracis-28416	330	40	modelling	modelling	NOUN
bracis-28416	330	41	for	for	ADP
bracis-28416	330	42	winograd	winograd	ADJ
bracis-28416	330	43	schemes	scheme	NOUN
bracis-28416	330	44	challenge	challenge	NOUN
bracis-28416	330	45	.	.	PUNCT
bracis-28416	331	1	arxiv:1904.09705	arxiv:1904.09705	NOUN
bracis-28416	331	2	(	(	PUNCT
bracis-28416	331	3	2019	2019	NUM
bracis-28416	331	4	)	)	PUNCT
bracis-28416	331	5	rus	rus	NOUN
bracis-28416	331	6	,	,	PUNCT
bracis-28416	331	7	v.	v.	ADP
bracis-28416	331	8	:	:	PUNCT
bracis-28416	331	9	a	a	DET
bracis-28416	331	10	study	study	NOUN
bracis-28416	331	11	of	of	ADP
bracis-28416	331	12	textual	textual	ADJ
bracis-28416	331	13	entailment	entailment	NOUN
bracis-28416	331	14	.	.	PUNCT
bracis-28416	332	1	int	int	NOUN
bracis-28416	332	2	.	.	PUNCT
bracis-28416	333	1	j.	j.	PROPN
bracis-28416	333	2	art	art	PROPN
bracis-28416	333	3	.	.	PUNCT
bracis-28416	334	1	intell	intell	PROPN
bracis-28416	334	2	.	.	PUNCT
bracis-28416	335	1	tools	tool	NOUN
bracis-28416	335	2	17	17	NUM
bracis-28416	335	3	(	(	PUNCT
bracis-28416	335	4	2007	2007	NUM
bracis-28416	335	5	)	)	PUNCT
bracis-28416	335	6	google	google	PROPN
bracis-28416	335	7	scholar	scholar	NOUN
bracis-28416	335	8	  	  	SPACE
bracis-28416	335	9	sakaguchi	sakaguchi	ADJ
bracis-28416	335	10	,	,	PUNCT
bracis-28416	335	11	k.	k.	PROPN
bracis-28416	335	12	,	,	PUNCT
bracis-28416	335	13	bras	bras	PROPN
bracis-28416	335	14	,	,	PUNCT
bracis-28416	335	15	r.l	r.l	PROPN
bracis-28416	335	16	.	.	PROPN
bracis-28416	335	17	,	,	PUNCT
bracis-28416	335	18	bhagavatula	bhagavatula	PROPN
bracis-28416	335	19	,	,	PUNCT
bracis-28416	335	20	c.	c.	NOUN
bracis-28416	335	21	,	,	PUNCT
bracis-28416	335	22	choi	choi	NOUN
bracis-28416	335	23	,	,	PUNCT
bracis-28416	335	24	y.	y.	NOUN
bracis-28416	335	25	:	:	PUNCT
bracis-28416	335	26	winogrande	winogrande	PROPN
bracis-28416	335	27	:	:	PUNCT
bracis-28416	335	28	an	an	DET
bracis-28416	335	29	adversarial	adversarial	ADJ
bracis-28416	335	30	winograd	winograd	ADJ
bracis-28416	335	31	schema	schema	NOUN
bracis-28416	335	32	challenge	challenge	NOUN
bracis-28416	335	33	at	at	ADP
bracis-28416	335	34	scale	scale	NOUN
bracis-28416	335	35	.	.	PUNCT
bracis-28416	336	1	arxiv:1907.10641v2	arxiv:1907.10641v2	PROPN
bracis-28416	336	2	(	(	PUNCT
bracis-28416	336	3	2019	2019	NUM
bracis-28416	336	4	)	)	PUNCT
bracis-28416	336	5	sakaguchi	sakaguchi	ADJ
bracis-28416	336	6	,	,	PUNCT
bracis-28416	336	7	k.	k.	PROPN
bracis-28416	336	8	,	,	PUNCT
bracis-28416	336	9	bras	bras	PROPN
bracis-28416	336	10	,	,	PUNCT
bracis-28416	336	11	r.l	r.l	PROPN
bracis-28416	336	12	.	.	PROPN
bracis-28416	336	13	,	,	PUNCT
bracis-28416	336	14	bhagavatula	bhagavatula	PROPN
bracis-28416	336	15	,	,	PUNCT
bracis-28416	336	16	c.	c.	NOUN
bracis-28416	336	17	,	,	PUNCT
bracis-28416	336	18	choi	choi	NOUN
bracis-28416	336	19	,	,	PUNCT
bracis-28416	336	20	y.	y.	NOUN
bracis-28416	336	21	:	:	PUNCT
bracis-28416	336	22	winogrande	winogrande	PROPN
bracis-28416	336	23	:	:	PUNCT
bracis-28416	336	24	an	an	DET
bracis-28416	336	25	adversarial	adversarial	ADJ
bracis-28416	336	26	winograd	winograd	ADJ
bracis-28416	336	27	schema	schema	NOUN
bracis-28416	336	28	challenge	challenge	NOUN
bracis-28416	336	29	at	at	ADP
bracis-28416	336	30	scale	scale	NOUN
bracis-28416	336	31	.	.	PUNCT
bracis-28416	337	1	aaai-20	aaai-20	PROPN
bracis-28416	337	2	technical	technical	ADJ
bracis-28416	337	3	tracks	track	NOUN
bracis-28416	337	4	34(05	34(05	NUM
bracis-28416	337	5	)	)	PUNCT
bracis-28416	337	6	(	(	PUNCT
bracis-28416	337	7	2019	2019	NUM
bracis-28416	337	8	)	)	PUNCT
bracis-28416	337	9	google	google	NOUN
bracis-28416	337	10	scholar	scholar	NOUN
bracis-28416	337	11	  	  	SPACE
bracis-28416	337	12	sakaguchi	sakaguchi	ADJ
bracis-28416	337	13	,	,	PUNCT
bracis-28416	337	14	k.	k.	PROPN
bracis-28416	337	15	,	,	PUNCT
bracis-28416	337	16	bras	bras	PROPN
bracis-28416	337	17	,	,	PUNCT
bracis-28416	337	18	r.l	r.l	PROPN
bracis-28416	337	19	.	.	PROPN
bracis-28416	337	20	,	,	PUNCT
bracis-28416	337	21	bhagavatula	bhagavatula	PROPN
bracis-28416	337	22	,	,	PUNCT
bracis-28416	337	23	c.	c.	PROPN
bracis-28416	337	24	,	,	PUNCT
bracis-28416	337	25	yejin	yejin	NOUN
bracis-28416	337	26	choi	choi	NOUN
bracis-28416	337	27	,	,	PUNCT
bracis-28416	337	28	y.	y.	NOUN
bracis-28416	337	29	:	:	PUNCT
bracis-28416	337	30	winogrande	winogrande	PROPN
bracis-28416	337	31	:	:	PUNCT
bracis-28416	337	32	an	an	DET
bracis-28416	337	33	adversarial	adversarial	ADJ
bracis-28416	337	34	winograd	winograd	ADJ
bracis-28416	337	35	schema	schema	NOUN
bracis-28416	337	36	challenge	challenge	NOUN
bracis-28416	337	37	at	at	ADP
bracis-28416	337	38	scale	scale	NOUN
bracis-28416	337	39	.	.	PUNCT
bracis-28416	338	1	arxiv:1907.10641v1	arxiv:1907.10641v1	ADV
bracis-28416	338	2	(	(	PUNCT
bracis-28416	338	3	2019	2019	NUM
bracis-28416	338	4	)	)	PUNCT
bracis-28416	338	5	taylor	taylor	PROPN
bracis-28416	338	6	,	,	PUNCT
bracis-28416	338	7	w.	w.	NOUN
bracis-28416	338	8	:	:	PUNCT
bracis-28416	338	9	cloze	cloze	NOUN
bracis-28416	338	10	procedure	procedure	NOUN
bracis-28416	338	11	:	:	PUNCT
bracis-28416	338	12	a	a	DET
bracis-28416	338	13	new	new	ADJ
bracis-28416	338	14	tool	tool	NOUN
bracis-28416	338	15	for	for	ADP
bracis-28416	338	16	measuring	measure	VERB
bracis-28416	338	17	readability	readability	NOUN
bracis-28416	338	18	.	.	PUNCT
bracis-28416	339	1	j.	j.	PROPN
bracis-28416	339	2	quartely	quartely	ADV
bracis-28416	339	3	fall	fall	VERB
bracis-28416	339	4	(	(	PUNCT
bracis-28416	339	5	1953	1953	NUM
bracis-28416	339	6	)	)	PUNCT
bracis-28416	339	7	google	google	PROPN
bracis-28416	339	8	scholar	scholar	NOUN
bracis-28416	339	9	  	  	SPACE
bracis-28416	339	10	hugo	hugo	PROPN
bracis-28416	339	11	touvron	touvron	PROPN
bracis-28416	339	12	,	,	PUNCT
bracis-28416	339	13	h.	h.	PROPN
bracis-28416	339	14	,	,	PUNCT
bracis-28416	339	15	et	et	PROPN
bracis-28416	339	16	al	al	PROPN
bracis-28416	339	17	.	.	PUNCT
bracis-28416	339	18	:	:	PUNCT
bracis-28416	340	1	llama	llama	NOUN
bracis-28416	340	2	:	:	PUNCT
bracis-28416	340	3	open	open	ADJ
bracis-28416	340	4	and	and	CCONJ
bracis-28416	340	5	efficient	efficient	ADJ
bracis-28416	340	6	foundation	foundation	NOUN
bracis-28416	340	7	language	language	NOUN
bracis-28416	340	8	models	model	NOUN
bracis-28416	340	9	.	.	PUNCT
bracis-28416	341	1	technical	technical	ADJ
bracis-28416	341	2	report	report	PROPN
bracis-28416	341	3	,	,	PUNCT
bracis-28416	341	4	arxiv:2302.13971	arxiv:2302.13971	NUM
bracis-28416	341	5	(	(	PUNCT
bracis-28416	341	6	2023	2023	NUM
bracis-28416	341	7	)	)	PUNCT
bracis-28416	341	8	trichelair	trichelair	NOUN
bracis-28416	341	9	,	,	PUNCT
bracis-28416	341	10	p.	p.	PROPN
bracis-28416	341	11	,	,	PUNCT
bracis-28416	341	12	et	et	PROPN
bracis-28416	341	13	al	al	PROPN
bracis-28416	341	14	.	.	PUNCT
bracis-28416	341	15	:	:	PUNCT
bracis-28416	342	1	on	on	ADP
bracis-28416	342	2	the	the	DET
bracis-28416	342	3	evaluation	evaluation	NOUN
bracis-28416	342	4	of	of	ADP
bracis-28416	342	5	common	common	ADJ
bracis-28416	342	6	-	-	PUNCT
bracis-28416	342	7	sense	sense	NOUN
bracis-28416	342	8	reasoning	reasoning	NOUN
bracis-28416	342	9	in	in	ADP
bracis-28416	342	10	natural	natural	ADJ
bracis-28416	342	11	language	language	NOUN
bracis-28416	342	12	understanding	understanding	NOUN
bracis-28416	342	13	.	.	PUNCT
bracis-28416	343	1	arxiv	arxiv	PROPN
bracis-28416	343	2	preprint	preprint	PROPN
bracis-28416	343	3	arxiv:1811.01778	arxiv:1811.01778	PROPN
bracis-28416	343	4	(	(	PUNCT
bracis-28416	343	5	20180	20180	NUM
bracis-28416	343	6	trinh	trinh	PROPN
bracis-28416	343	7	,	,	PUNCT
bracis-28416	343	8	t.	t.	PROPN
bracis-28416	343	9	,	,	PUNCT
bracis-28416	343	10	quoc	quoc	X
bracis-28416	343	11	le	le	X
bracis-28416	343	12	,	,	PUNCT
bracis-28416	343	13	q.	q.	PROPN
bracis-28416	343	14	:	:	PUNCT
bracis-28416	343	15	a	a	DET
bracis-28416	343	16	simple	simple	ADJ
bracis-28416	343	17	method	method	NOUN
bracis-28416	343	18	for	for	ADP
bracis-28416	343	19	commonsense	commonsense	ADJ
bracis-28416	343	20	reasoning	reasoning	NOUN
bracis-28416	343	21	.	.	PUNCT
bracis-28416	344	1	arxiv:1806.02847	arxiv:1806.02847	NOUN
bracis-28416	344	2	(	(	PUNCT
bracis-28416	344	3	2018	2018	NUM
bracis-28416	344	4	)	)	PUNCT
bracis-28416	345	1	van	van	PROPN
bracis-28416	345	2	aken	aken	VERB
bracis-28416	345	3	,	,	PUNCT
bracis-28416	345	4	b.	b.	PROPN
bracis-28416	345	5	,	,	PUNCT
bracis-28416	345	6	winter	winter	PROPN
bracis-28416	345	7	,	,	PUNCT
bracis-28416	345	8	b.	b.	PROPN
bracis-28416	345	9	,	,	PUNCT
bracis-28416	345	10	löser	löser	NOUN
bracis-28416	345	11	,	,	PUNCT
bracis-28416	345	12	a.	a.	NOUN
bracis-28416	345	13	,	,	PUNCT
bracis-28416	345	14	felix	felix	PROPN
bracis-28416	345	15	,	,	PUNCT
bracis-28416	345	16	a.	a.	NOUN
bracis-28416	345	17	:	:	PUNCT
bracis-28416	345	18	gers	ger	NOUN
bracis-28416	345	19	.	.	PUNCT
bracis-28416	346	1	how	how	SCONJ
bracis-28416	346	2	does	do	AUX
bracis-28416	346	3	bert	bert	PROPN
bracis-28416	346	4	answer	answer	VERB
bracis-28416	346	5	questions	question	NOUN
bracis-28416	346	6	?	?	PUNCT
bracis-28416	347	1	a	a	DET
bracis-28416	347	2	layer	layer	NOUN
bracis-28416	347	3	-	-	PUNCT
bracis-28416	347	4	wise	wise	ADJ
bracis-28416	347	5	analysis	analysis	NOUN
bracis-28416	347	6	of	of	ADP
bracis-28416	347	7	transformer	transformer	NOUN
bracis-28416	347	8	representations	representation	NOUN
bracis-28416	347	9	.	.	PUNCT
bracis-28416	348	1	in	in	ADP
bracis-28416	348	2	:	:	PUNCT
bracis-28416	348	3	association	association	NOUN
bracis-28416	348	4	for	for	ADP
bracis-28416	348	5	computing	computing	NOUN
bracis-28416	348	6	machinery	machinery	NOUN
bracis-28416	348	7	,	,	PUNCT
bracis-28416	348	8	editor	editor	NOUN
bracis-28416	348	9	,	,	PUNCT
bracis-28416	348	10	proceedings	proceeding	NOUN
bracis-28416	348	11	of	of	ADP
bracis-28416	348	12	the	the	DET
bracis-28416	348	13	28th	28th	ADJ
bracis-28416	348	14	acm	acm	PROPN
bracis-28416	348	15	international	international	ADJ
bracis-28416	348	16	conference	conference	NOUN
bracis-28416	348	17	on	on	ADP
bracis-28416	348	18	information	information	NOUN
bracis-28416	348	19	and	and	CCONJ
bracis-28416	348	20	knowledge	knowledge	NOUN
bracis-28416	348	21	management	management	NOUN
bracis-28416	348	22	,	,	PUNCT
bracis-28416	348	23	cikm	cikm	NOUN
bracis-28416	348	24	’	'	PUNCT
bracis-28416	348	25	19	19	NUM
bracis-28416	348	26	,	,	PUNCT
bracis-28416	348	27	pp	pp	ADJ
bracis-28416	348	28	.	.	PUNCT
bracis-28416	348	29	1823–1832	1823–1832	NUM
bracis-28416	348	30	(	(	PUNCT
bracis-28416	348	31	2019	2019	NUM
bracis-28416	348	32	)	)	PUNCT
bracis-28416	348	33	google	google	NOUN
bracis-28416	348	34	scholar	scholar	NOUN
bracis-28416	348	35	  	  	SPACE
bracis-28416	348	36	vaswani	vaswani	NOUN
bracis-28416	348	37	,	,	PUNCT
bracis-28416	348	38	a.	a.	NOUN
bracis-28416	348	39	,	,	PUNCT
bracis-28416	348	40	et	et	PROPN
bracis-28416	348	41	al	al	PROPN
bracis-28416	348	42	.	.	PUNCT
bracis-28416	348	43	:	:	PUNCT
bracis-28416	349	1	attention	attention	NOUN
bracis-28416	349	2	is	be	AUX
bracis-28416	349	3	all	all	PRON
bracis-28416	349	4	you	you	PRON
bracis-28416	349	5	need	need	VERB
bracis-28416	349	6	.	.	PUNCT
bracis-28416	350	1	in	in	ADP
bracis-28416	350	2	:	:	PUNCT
bracis-28416	350	3	31st	31st	ADJ
bracis-28416	350	4	conference	conference	NOUN
bracis-28416	350	5	on	on	ADP
bracis-28416	350	6	neural	neural	ADJ
bracis-28416	350	7	information	information	NOUN
bracis-28416	350	8	processing	processing	NOUN
bracis-28416	350	9	systems	system	NOUN
bracis-28416	350	10	(	(	PUNCT
bracis-28416	350	11	nips	nip	NOUN
bracis-28416	350	12	2017	2017	NUM
bracis-28416	350	13	)	)	PUNCT
bracis-28416	350	14	,	,	PUNCT
bracis-28416	350	15	long	long	ADJ
bracis-28416	350	16	beach	beach	NOUN
bracis-28416	350	17	,	,	PUNCT
bracis-28416	350	18	ca	ca	PROPN
bracis-28416	350	19	,	,	PUNCT
bracis-28416	350	20	usa	usa	PROPN
bracis-28416	350	21	(	(	PUNCT
bracis-28416	350	22	2017	2017	NUM
bracis-28416	350	23	)	)	PUNCT
bracis-28416	350	24	google	google	PROPN
bracis-28416	350	25	scholar	scholar	NOUN
bracis-28416	350	26	  	  	SPACE
bracis-28416	350	27	zhang	zhang	PROPN
bracis-28416	350	28	,	,	PUNCT
bracis-28416	350	29	h.	h.	PROPN
bracis-28416	350	30	,	,	PUNCT
bracis-28416	350	31	song	song	NOUN
bracis-28416	350	32	,	,	PUNCT
bracis-28416	350	33	y.	y.	PROPN
bracis-28416	350	34	:	:	PUNCT
bracis-28416	350	35	a	a	DET
bracis-28416	350	36	distributed	distribute	VERB
bracis-28416	350	37	solution	solution	NOUN
bracis-28416	350	38	for	for	ADP
bracis-28416	350	39	winograd	winograd	ADJ
bracis-28416	350	40	schema	schema	NOUN
bracis-28416	350	41	challenge	challenge	NOUN
bracis-28416	350	42	.	.	PUNCT
bracis-28416	351	1	in	in	ADP
bracis-28416	351	2	:	:	PUNCT
bracis-28416	351	3	icmlc2018	icmlc2018	NOUN
bracis-28416	351	4	(	(	PUNCT
bracis-28416	351	5	2018	2018	NUM
bracis-28416	351	6	)	)	PUNCT
bracis-28416	351	7	google	google	PROPN
bracis-28416	351	8	scholar	scholar	NOUN
bracis-28416	351	9	  	  	SPACE
bracis-28416	351	10	zhu	zhu	PROPN
bracis-28416	351	11	,	,	PUNCT
bracis-28416	351	12	y	y	PROPN
bracis-28416	351	13	,	,	PUNCT
bracis-28416	351	14	et	et	PROPN
bracis-28416	351	15	al	al	PROPN
bracis-28416	351	16	.	.	PROPN
bracis-28416	351	17	:	:	PUNCT
bracis-28416	351	18	aligning	align	VERB
bracis-28416	351	19	books	book	NOUN
bracis-28416	351	20	and	and	CCONJ
bracis-28416	351	21	movies	movie	NOUN
bracis-28416	351	22	:	:	PUNCT
bracis-28416	351	23	towards	towards	ADP
bracis-28416	351	24	story	story	NOUN
bracis-28416	351	25	-	-	PUNCT
bracis-28416	351	26	like	like	ADJ
bracis-28416	351	27	visual	visual	ADJ
bracis-28416	351	28	explanations	explanation	NOUN
bracis-28416	351	29	by	by	ADP
bracis-28416	351	30	watching	watch	VERB
bracis-28416	351	31	movies	movie	NOUN
bracis-28416	351	32	and	and	CCONJ
bracis-28416	351	33	reading	read	VERB
bracis-28416	351	34	books	book	NOUN
bracis-28416	351	35	.	.	PUNCT
bracis-28416	352	1	in	in	ADP
bracis-28416	352	2	:	:	PUNCT
bracis-28416	352	3	the	the	DET
bracis-28416	352	4	ieee	ieee	PROPN
bracis-28416	352	5	international	international	PROPN
bracis-28416	352	6	conference	conference	NOUN
bracis-28416	352	7	on	on	ADP
bracis-28416	352	8	computer	computer	NOUN
bracis-28416	352	9	vision	vision	NOUN
bracis-28416	352	10	(	(	PUNCT
bracis-28416	352	11	iccv	iccv	PROPN
bracis-28416	352	12	)	)	PUNCT
bracis-28416	352	13	(	(	PUNCT
bracis-28416	352	14	2015	2015	NUM
bracis-28416	352	15	)	)	PUNCT
bracis-28416	352	16	google	google	PROPN
bracis-28416	352	17	scholar	scholar	NOUN
bracis-28416	352	18	  	  	SPACE
bracis-28416	352	19	download	download	NOUN
bracis-28416	352	20	references	reference	NOUN
bracis-28416	352	21	acknowledgements	acknowledgement	NOUN
bracis-28416	352	22	the	the	DET
bracis-28416	352	23	first	first	ADJ
bracis-28416	352	24	author	author	NOUN
bracis-28416	352	25	was	be	AUX
bracis-28416	352	26	supported	support	VERB
bracis-28416	352	27	by	by	ADP
bracis-28416	352	28	fapesp	fapesp	NOUN
bracis-28416	352	29	through	through	ADP
bracis-28416	352	30	grant	grant	NOUN
bracis-28416	352	31	2018/0968	2018/0968	NUM
bracis-28416	352	32	-	-	SYM
bracis-28416	352	33	1	1	NUM
bracis-28416	352	34	.	.	PUNCT
bracis-28416	353	1	the	the	DET
bracis-28416	353	2	second	second	ADJ
bracis-28416	353	3	author	author	NOUN
bracis-28416	353	4	was	be	AUX
bracis-28416	353	5	partially	partially	ADV
bracis-28416	353	6	supported	support	VERB
bracis-28416	353	7	by	by	ADP
bracis-28416	353	8	cnpq	cnpq	NOUN
bracis-28416	353	9	through	through	ADP
bracis-28416	353	10	grant	grant	NOUN
bracis-28416	353	11	305753/2022	305753/2022	NUM
bracis-28416	353	12	-	-	SYM
bracis-28416	353	13	3	3	NUM
bracis-28416	353	14	.	.	PUNCT
bracis-28416	354	1	this	this	DET
bracis-28416	354	2	work	work	NOUN
bracis-28416	354	3	was	be	AUX
bracis-28416	354	4	carried	carry	VERB
bracis-28416	354	5	out	out	ADP
bracis-28416	354	6	at	at	ADP
bracis-28416	354	7	the	the	DET
bracis-28416	354	8	center	center	NOUN
bracis-28416	354	9	for	for	ADP
bracis-28416	354	10	artificial	artificial	ADJ
bracis-28416	354	11	intelligence	intelligence	NOUN
bracis-28416	354	12	(	(	PUNCT
bracis-28416	354	13	c4ai	c4ai	NOUN
bracis-28416	354	14	-	-	PUNCT
bracis-28416	354	15	usp	usp	NOUN
bracis-28416	354	16	)	)	PUNCT
bracis-28416	354	17	,	,	PUNCT
bracis-28416	354	18	with	with	ADP
bracis-28416	354	19	support	support	NOUN
bracis-28416	354	20	by	by	ADP
bracis-28416	354	21	fapesp	fapesp	NOUN
bracis-28416	354	22	(	(	PUNCT
bracis-28416	354	23	grant	grant	NOUN
bracis-28416	354	24	2019/07665	2019/07665	NUM
bracis-28416	354	25	-	-	SYM
bracis-28416	354	26	4	4	NUM
bracis-28416	354	27	)	)	PUNCT
bracis-28416	354	28	and	and	CCONJ
bracis-28416	354	29	by	by	ADP
bracis-28416	354	30	the	the	DET
bracis-28416	354	31	ibm	ibm	PROPN
bracis-28416	354	32	corporation	corporation	NOUN
bracis-28416	354	33	.	.	PUNCT
bracis-28416	355	1	author	author	NOUN
bracis-28416	355	2	information	information	NOUN
bracis-28416	355	3	authors	author	NOUN
bracis-28416	355	4	and	and	CCONJ
bracis-28416	355	5	affiliations	affiliation	NOUN
bracis-28416	355	6	universidade	universidade	PROPN
bracis-28416	355	7	de	de	PROPN
bracis-28416	355	8	são	são	PROPN
bracis-28416	355	9	paulo	paulo	PROPN
bracis-28416	355	10	,	,	PUNCT
bracis-28416	355	11	são	são	PROPN
bracis-28416	355	12	paulo	paulo	PROPN
bracis-28416	355	13	,	,	PUNCT
bracis-28416	355	14	brazil	brazil	PROPN
bracis-28416	355	15	hugo	hugo	PROPN
bracis-28416	355	16	neri	neri	PROPN
bracis-28416	355	17	 	 	SPACE
bracis-28416	355	18	&	&	CCONJ
bracis-28416	355	19	 	 	SPACE
bracis-28416	355	20	fabio	fabio	PROPN
bracis-28416	355	21	g.	g.	PROPN
bracis-28416	355	22	cozman	cozman	PROPN
bracis-28416	355	23	authors	author	NOUN
bracis-28416	355	24	hugo	hugo	VERB
bracis-28416	355	25	neriview	neriview	ADJ
bracis-28416	355	26	author	author	NOUN
bracis-28416	355	27	publications	publication	NOUN
bracis-28416	355	28	search	search	NOUN
bracis-28416	355	29	author	author	NOUN
bracis-28416	355	30	on	on	ADP
bracis-28416	355	31	:	:	PUNCT
bracis-28416	355	32	pubmed	pubmed	PROPN
bracis-28416	355	33	 	 	SPACE
bracis-28416	355	34	google	google	PROPN
bracis-28416	355	35	scholar	scholar	NOUN
bracis-28416	355	36	fabio	fabio	PROPN
bracis-28416	355	37	g.	g.	PROPN
bracis-28416	355	38	cozmanview	cozmanview	PROPN
bracis-28416	355	39	author	author	NOUN
bracis-28416	355	40	publications	publication	NOUN
bracis-28416	355	41	search	search	NOUN
bracis-28416	355	42	author	author	NOUN
bracis-28416	355	43	on	on	ADP
bracis-28416	355	44	:	:	PUNCT
bracis-28416	355	45	pubmed	pubmed	PROPN
bracis-28416	355	46	 	 	SPACE
bracis-28416	355	47	google	google	PROPN
bracis-28416	355	48	scholar	scholar	NOUN
bracis-28416	355	49	corresponding	correspond	VERB
bracis-28416	355	50	author	author	NOUN
bracis-28416	355	51	correspondence	correspondence	NOUN
bracis-28416	355	52	to	to	PART
bracis-28416	355	53	fabio	fabio	PROPN
bracis-28416	355	54	g.	g.	PROPN
bracis-28416	355	55	cozman	cozman	PROPN
bracis-28416	355	56	.	.	PUNCT
bracis-28416	356	1	editor	editor	NOUN
bracis-28416	356	2	information	information	NOUN
bracis-28416	356	3	editors	editor	NOUN
bracis-28416	356	4	and	and	CCONJ
bracis-28416	356	5	affiliations	affiliation	NOUN
bracis-28416	356	6	federal	federal	PROPN
bracis-28416	356	7	university	university	PROPN
bracis-28416	356	8	of	of	ADP
bracis-28416	356	9	são	são	PROPN
bracis-28416	356	10	carlos	carlos	PROPN
bracis-28416	356	11	,	,	PUNCT
bracis-28416	356	12	são	são	PROPN
bracis-28416	356	13	carlos	carlos	PROPN
bracis-28416	356	14	,	,	PUNCT
bracis-28416	356	15	brazil	brazil	PROPN
bracis-28416	356	16	murilo	murilo	PROPN
bracis-28416	356	17	c.	c.	PROPN
bracis-28416	356	18	naldi	naldi	PROPN
bracis-28416	356	19	centro	centro	PROPN
bracis-28416	356	20	universitario	universitario	PROPN
bracis-28416	356	21	da	da	PROPN
bracis-28416	356	22	fei	fei	PROPN
bracis-28416	356	23	,	,	PUNCT
bracis-28416	356	24	são	são	PROPN
bracis-28416	356	25	bernardo	bernardo	PROPN
bracis-28416	356	26	do	do	AUX
bracis-28416	356	27	campo	campo	PROPN
bracis-28416	356	28	,	,	PUNCT
bracis-28416	356	29	brazil	brazil	PROPN
bracis-28416	356	30	reinaldo	reinaldo	PROPN
bracis-28416	356	31	a.	a.	PROPN
bracis-28416	356	32	c.	c.	PROPN
bracis-28416	356	33	bianchi	bianchi	PROPN
bracis-28416	356	34	rights	right	NOUN
bracis-28416	356	35	and	and	CCONJ
bracis-28416	356	36	permissions	permission	NOUN
bracis-28416	356	37	reprints	reprint	NOUN
bracis-28416	356	38	and	and	CCONJ
bracis-28416	356	39	permissions	permission	VERB
bracis-28416	356	40	copyright	copyright	NOUN
bracis-28416	356	41	information	information	NOUN
bracis-28416	356	42	©	©	ADP
bracis-28416	356	43	2023	2023	NUM
bracis-28416	356	44	the	the	DET
bracis-28416	356	45	author(s	author(s	NOUN
bracis-28416	356	46	)	)	PUNCT
bracis-28416	356	47	,	,	PUNCT
bracis-28416	356	48	under	under	ADP
bracis-28416	356	49	exclusive	exclusive	ADJ
bracis-28416	356	50	license	license	NOUN
bracis-28416	356	51	to	to	ADP
bracis-28416	356	52	springer	springer	NOUN
bracis-28416	356	53	nature	nature	PROPN
bracis-28416	356	54	switzerland	switzerland	PROPN
bracis-28416	356	55	ag	ag	PROPN
bracis-28416	356	56	about	about	ADP
bracis-28416	356	57	this	this	DET
bracis-28416	356	58	paper	paper	NOUN
bracis-28416	356	59	cite	cite	VERB
bracis-28416	356	60	this	this	DET
bracis-28416	356	61	paper	paper	NOUN
bracis-28416	356	62	neri	neri	NOUN
bracis-28416	356	63	,	,	PUNCT
bracis-28416	356	64	h.	h.	PROPN
bracis-28416	356	65	,	,	PUNCT
bracis-28416	356	66	cozman	cozman	NOUN
bracis-28416	356	67	,	,	PUNCT
bracis-28416	356	68	f.g	f.g	NOUN
bracis-28416	356	69	.	.	PROPN
bracis-28416	356	70	(	(	PUNCT
bracis-28416	356	71	2023	2023	NUM
bracis-28416	356	72	)	)	PUNCT
bracis-28416	356	73	.	.	PUNCT
bracis-28416	357	1	who	who	PRON
bracis-28416	357	2	killed	kill	VERB
bracis-28416	357	3	the	the	DET
bracis-28416	357	4	 	 	SPACE
bracis-28416	357	5	winograd	winograd	NOUN
bracis-28416	357	6	schema	schema	NOUN
bracis-28416	357	7	challenge	challenge	VERB
bracis-28416	357	8	?	?	PUNCT
bracis-28416	357	9	.	.	PUNCT
bracis-28416	358	1	in	in	ADP
bracis-28416	358	2	:	:	PUNCT
bracis-28416	358	3	naldi	naldi	PROPN
bracis-28416	358	4	,	,	PUNCT
bracis-28416	358	5	m.c	m.c	PROPN
bracis-28416	358	6	.	.	PROPN
bracis-28416	358	7	,	,	PUNCT
bracis-28416	358	8	bianchi	bianchi	PROPN
bracis-28416	358	9	,	,	PUNCT
bracis-28416	358	10	r.a.c	r.a.c	ADP
bracis-28416	358	11	.	.	PUNCT
bracis-28416	358	12	(	(	PUNCT
bracis-28416	358	13	eds	ed	NOUN
bracis-28416	358	14	)	)	PUNCT
bracis-28416	358	15	intelligent	intelligent	ADJ
bracis-28416	358	16	systems	system	NOUN
bracis-28416	358	17	.	.	PUNCT
bracis-28416	359	1	bracis	bracis	PROPN
bracis-28416	359	2	2023	2023	NUM
bracis-28416	359	3	.	.	PUNCT
bracis-28416	360	1	lecture	lecture	NOUN
bracis-28416	360	2	notes	note	NOUN
bracis-28416	360	3	in	in	ADP
bracis-28416	360	4	computer	computer	NOUN
bracis-28416	360	5	science	science	NOUN
bracis-28416	360	6	(	(	PUNCT
bracis-28416	360	7	)	)	PUNCT
bracis-28416	360	8	,	,	PUNCT
bracis-28416	360	9	vol	vol	NOUN
bracis-28416	360	10	14197	14197	NUM
bracis-28416	360	11	.	.	PUNCT
bracis-28416	361	1	springer	springer	NOUN
bracis-28416	361	2	,	,	PUNCT
bracis-28416	361	3	cham	cham	PROPN
bracis-28416	361	4	.	.	PUNCT
bracis-28416	362	1	https://doi.org/10.1007/978-3-031-45392-2_14	https://doi.org/10.1007/978-3-031-45392-2_14	NOUN
bracis-28416	362	2	download	download	NOUN
bracis-28416	362	3	citation	citation	NOUN
bracis-28416	362	4	.ris	.ris	PUNCT
bracis-28416	363	1	.enw	.enw	PROPN
bracis-28416	363	2	.bib	.bib	PUNCT
bracis-28416	364	1	doi	doi	PROPN
bracis-28416	364	2	:	:	PUNCT
bracis-28416	364	3	https://doi.org/10.1007/978-3-031-45392-2_14	https://doi.org/10.1007/978-3-031-45392-2_14	NOUN
bracis-28416	364	4	published	publish	VERB
bracis-28416	364	5	:	:	PUNCT
bracis-28416	364	6	12	12	NUM
bracis-28416	364	7	october	october	PROPN
bracis-28416	364	8	2023	2023	NUM
bracis-28416	364	9	publisher	publisher	NOUN
bracis-28416	364	10	name	name	NOUN
bracis-28416	364	11	:	:	PUNCT
bracis-28416	364	12	springer	springer	NOUN
bracis-28416	364	13	,	,	PUNCT
bracis-28416	364	14	cham	cham	PROPN
bracis-28416	364	15	print	print	PROPN
bracis-28416	364	16	isbn	isbn	PROPN
bracis-28416	364	17	:	:	PUNCT
bracis-28416	364	18	978	978	NUM
bracis-28416	364	19	-	-	SYM
bracis-28416	364	20	3	3	NUM
bracis-28416	364	21	-	-	PUNCT
bracis-28416	364	22	031	031	NUM
bracis-28416	364	23	-	-	PUNCT
bracis-28416	364	24	45391	45391	NUM
bracis-28416	364	25	-	-	SYM
bracis-28416	364	26	5	5	NUM
bracis-28416	364	27	online	online	ADJ
bracis-28416	364	28	isbn	isbn	NOUN
bracis-28416	364	29	:	:	PUNCT
bracis-28416	364	30	978	978	NUM
bracis-28416	364	31	-	-	SYM
bracis-28416	364	32	3	3	NUM
bracis-28416	364	33	-	-	PUNCT
bracis-28416	364	34	031	031	NUM
bracis-28416	364	35	-	-	PUNCT
bracis-28416	364	36	45392	45392	NUM
bracis-28416	364	37	-	-	SYM
bracis-28416	364	38	2	2	NUM
bracis-28416	364	39	ebook	ebook	NOUN
bracis-28416	364	40	packages	package	NOUN
bracis-28416	364	41	:	:	PUNCT
bracis-28416	364	42	computer	computer	NOUN
bracis-28416	364	43	sciencecomputer	sciencecomputer	NOUN
bracis-28416	364	44	science	science	NOUN
bracis-28416	364	45	(	(	PUNCT
bracis-28416	364	46	r0	r0	NOUN
bracis-28416	364	47	)	)	PUNCT
bracis-28416	364	48	share	share	VERB
bracis-28416	364	49	this	this	DET
bracis-28416	364	50	paper	paper	NOUN
bracis-28416	364	51	anyone	anyone	PRON
bracis-28416	364	52	you	you	PRON
bracis-28416	364	53	share	share	VERB
bracis-28416	364	54	the	the	DET
bracis-28416	364	55	following	follow	VERB
bracis-28416	364	56	link	link	NOUN
bracis-28416	364	57	with	with	ADP
bracis-28416	364	58	will	will	AUX
bracis-28416	364	59	be	be	AUX
bracis-28416	364	60	able	able	ADJ
bracis-28416	364	61	to	to	PART
bracis-28416	364	62	read	read	VERB
bracis-28416	364	63	this	this	DET
bracis-28416	364	64	content	content	NOUN
bracis-28416	364	65	:	:	PUNCT
bracis-28416	364	66	get	get	VERB
bracis-28416	364	67	shareable	shareable	ADJ
bracis-28416	364	68	linksorry	linksorry	NOUN
bracis-28416	364	69	,	,	PUNCT
bracis-28416	364	70	a	a	DET
bracis-28416	364	71	shareable	shareable	ADJ
bracis-28416	364	72	link	link	NOUN
bracis-28416	364	73	is	be	AUX
bracis-28416	364	74	not	not	PART
bracis-28416	364	75	currently	currently	ADV
bracis-28416	364	76	available	available	ADJ
bracis-28416	364	77	for	for	ADP
bracis-28416	364	78	this	this	DET
bracis-28416	364	79	article	article	NOUN
bracis-28416	364	80	.	.	PUNCT
bracis-28416	365	1	copy	copy	VERB
bracis-28416	365	2	shareable	shareable	ADJ
bracis-28416	365	3	link	link	NOUN
bracis-28416	365	4	to	to	PART
bracis-28416	365	5	clipboard	clipboard	NOUN
bracis-28416	365	6	provided	provide	VERB
bracis-28416	365	7	by	by	ADP
bracis-28416	365	8	the	the	DET
bracis-28416	365	9	springer	springer	NOUN
bracis-28416	365	10	nature	nature	PROPN
bracis-28416	365	11	sharedit	sharedit	PROPN
bracis-28416	365	12	content	content	NOUN
bracis-28416	365	13	-	-	PUNCT
bracis-28416	365	14	sharing	share	VERB
bracis-28416	365	15	initiative	initiative	NOUN
bracis-28416	365	16	publish	publish	VERB
bracis-28416	365	17	with	with	ADP
bracis-28416	365	18	us	us	PROPN
bracis-28416	365	19	policies	policy	NOUN
bracis-28416	365	20	and	and	CCONJ
bracis-28416	365	21	ethics	ethic	NOUN
bracis-28416	365	22	search	search	NOUN
bracis-28416	365	23	search	search	NOUN
bracis-28416	365	24	by	by	ADP
bracis-28416	365	25	keyword	keyword	NOUN
bracis-28416	365	26	or	or	CCONJ
bracis-28416	365	27	author	author	NOUN
bracis-28416	365	28	search	search	NOUN
bracis-28416	365	29	navigation	navigation	NOUN
bracis-28416	365	30	find	find	VERB
bracis-28416	365	31	a	a	DET
bracis-28416	365	32	journal	journal	NOUN
bracis-28416	365	33	publish	publish	VERB
bracis-28416	365	34	with	with	ADP
bracis-28416	365	35	us	we	PRON
bracis-28416	365	36	track	track	VERB
bracis-28416	365	37	your	your	PRON
bracis-28416	365	38	research	research	NOUN
bracis-28416	365	39	discover	discover	VERB
bracis-28416	365	40	content	content	NOUN
bracis-28416	365	41	journals	journal	NOUN
bracis-28416	365	42	a	a	DET
bracis-28416	365	43	-	-	PUNCT
bracis-28416	365	44	z	z	NOUN
bracis-28416	365	45	books	book	NOUN
bracis-28416	365	46	a	a	DET
bracis-28416	365	47	-	-	PUNCT
bracis-28416	365	48	z	z	NOUN
bracis-28416	365	49	publish	publish	NOUN
bracis-28416	365	50	with	with	ADP
bracis-28416	365	51	us	us	PROPN
bracis-28416	365	52	journal	journal	PROPN
bracis-28416	365	53	finder	finder	PROPN
bracis-28416	365	54	publish	publish	VERB
bracis-28416	365	55	your	your	PRON
bracis-28416	365	56	research	research	NOUN
bracis-28416	365	57	language	language	NOUN
bracis-28416	365	58	editing	edit	VERB
bracis-28416	365	59	open	open	ADJ
bracis-28416	365	60	access	access	NOUN
bracis-28416	365	61	publishing	publishing	NOUN
bracis-28416	365	62	products	product	NOUN
bracis-28416	365	63	and	and	CCONJ
bracis-28416	365	64	services	service	NOUN
bracis-28416	365	65	our	our	PRON
bracis-28416	365	66	products	product	NOUN
bracis-28416	365	67	librarians	librarian	VERB
bracis-28416	365	68	societies	society	NOUN
bracis-28416	365	69	partners	partner	NOUN
bracis-28416	365	70	and	and	CCONJ
bracis-28416	365	71	advertisers	advertiser	NOUN
bracis-28416	365	72	our	our	PRON
bracis-28416	365	73	brands	brand	NOUN
bracis-28416	365	74	springer	springer	NOUN
bracis-28416	365	75	nature	nature	PROPN
bracis-28416	365	76	portfolio	portfolio	PROPN
bracis-28416	365	77	bmc	bmc	PROPN
bracis-28416	365	78	palgrave	palgrave	PROPN
bracis-28416	365	79	macmillan	macmillan	PROPN
bracis-28416	365	80	apress	apress	PROPN
bracis-28416	365	81	discover	discover	VERB
bracis-28416	365	82	your	your	PRON
bracis-28416	365	83	privacy	privacy	NOUN
bracis-28416	365	84	choices	choice	NOUN
bracis-28416	365	85	/	/	SYM
bracis-28416	365	86	manage	manage	NOUN
bracis-28416	365	87	cookies	cookie	NOUN
bracis-28416	365	88	your	your	PRON
bracis-28416	365	89	us	us	PROPN
bracis-28416	366	1	state	state	NOUN
bracis-28416	366	2	privacy	privacy	NOUN
bracis-28416	366	3	rights	right	NOUN
bracis-28416	366	4	accessibility	accessibility	NOUN
bracis-28416	366	5	statement	statement	NOUN
bracis-28416	366	6	terms	term	NOUN
bracis-28416	366	7	and	and	CCONJ
bracis-28416	366	8	conditions	condition	NOUN
bracis-28416	366	9	privacy	privacy	NOUN
bracis-28416	366	10	policy	policy	NOUN
bracis-28416	366	11	help	help	NOUN
bracis-28416	366	12	and	and	CCONJ
bracis-28416	366	13	support	support	VERB
bracis-28416	366	14	legal	legal	ADJ
bracis-28416	366	15	notice	notice	NOUN
bracis-28416	366	16	cancel	cancel	VERB
bracis-28416	366	17	contracts	contract	NOUN
bracis-28416	366	18	here	here	ADV
bracis-28416	366	19	129.74.145.123	129.74.145.123	NUM
bracis-28416	366	20	hesburgh	hesburgh	PROPN
bracis-28416	366	21	library	library	PROPN
bracis-28416	366	22	er	er	INTJ
bracis-28416	366	23	unit	unit	NOUN
bracis-28416	366	24	(	(	PUNCT
bracis-28416	366	25	3005732405	3005732405	NUM
bracis-28416	366	26	)	)	PUNCT
bracis-28416	366	27	northeast	northeast	ADJ
bracis-28416	366	28	research	research	NOUN
bracis-28416	366	29	libraries	library	NOUN
bracis-28416	366	30	(	(	PUNCT
bracis-28416	366	31	nerl	nerl	PROPN
bracis-28416	366	32	)	)	PUNCT
bracis-28416	366	33	(	(	PUNCT
bracis-28416	366	34	8200828607	8200828607	NUM
bracis-28416	366	35	)	)	PUNCT
bracis-28416	366	36	nerl	nerl	VERB
bracis-28416	366	37	ta	ta	X
bracis-28416	366	38	account	account	NOUN
bracis-28416	366	39	(	(	PUNCT
bracis-28416	366	40	3006206169	3006206169	NUM
bracis-28416	366	41	)	)	PUNCT
bracis-28416	366	42	university	university	NOUN
bracis-28416	366	43	of	of	ADP
bracis-28416	366	44	notre	notre	PROPN
bracis-28416	366	45	dame	dame	PROPN
bracis-28416	366	46	hesburgh	hesburgh	PROPN
bracis-28416	366	47	library	library	NOUN
bracis-28416	366	48	(	(	PUNCT
bracis-28416	366	49	3000184373	3000184373	NUM
bracis-28416	366	50	)	)	PUNCT
bracis-28416	367	1	©	©	ADP
bracis-28416	367	2	2025	2025	NUM
bracis-28416	367	3	springer	springer	NOUN
bracis-28416	367	4	nature	nature	NOUN