id	sid	tid	token	lemma	pos
bracis-33608	1	1	siamese	siamese	ADJ
bracis-33608	1	2	network	network	NOUN
bracis-33608	1	3	-	-	PUNCT
bracis-33608	1	4	based	base	VERB
bracis-33608	1	5	prioritization	prioritization	NOUN
bracis-33608	1	6	for	for	ADP
bracis-33608	1	7	 	 	SPACE
bracis-33608	1	8	enhanced	enhance	VERB
bracis-33608	1	9	multi	multi	ADJ
bracis-33608	1	10	-	-	ADJ
bracis-33608	1	11	document	document	ADJ
bracis-33608	1	12	summarization	summarization	NOUN
bracis-33608	1	13	|	|	NOUN
bracis-33608	1	14	springer	springer	NOUN
bracis-33608	1	15	nature	nature	PROPN
bracis-33608	1	16	link	link	PROPN
bracis-33608	1	17	(	(	PUNCT
bracis-33608	1	18	formerly	formerly	ADV
bracis-33608	1	19	springerlink	springerlink	NOUN
bracis-33608	1	20	)	)	PUNCT
bracis-33608	1	21	skip	skip	VERB
bracis-33608	1	22	to	to	ADP
bracis-33608	1	23	main	main	ADJ
bracis-33608	1	24	content	content	NOUN
bracis-33608	1	25	advertisement	advertisement	NOUN
bracis-33608	1	26	log	log	NOUN
bracis-33608	1	27	in	in	ADP
bracis-33608	1	28	menu	menu	NOUN
bracis-33608	1	29	find	find	VERB
bracis-33608	1	30	a	a	DET
bracis-33608	1	31	journal	journal	NOUN
bracis-33608	1	32	publish	publish	VERB
bracis-33608	1	33	with	with	ADP
bracis-33608	1	34	us	we	PRON
bracis-33608	1	35	track	track	VERB
bracis-33608	1	36	your	your	PRON
bracis-33608	1	37	research	research	NOUN
bracis-33608	1	38	search	search	NOUN
bracis-33608	1	39	cart	cart	NOUN
bracis-33608	1	40	home	home	NOUN
bracis-33608	1	41	intelligent	intelligent	ADJ
bracis-33608	1	42	systems	system	NOUN
bracis-33608	1	43	conference	conference	NOUN
bracis-33608	1	44	paper	paper	NOUN
bracis-33608	1	45	siamese	siamese	ADJ
bracis-33608	1	46	network	network	NOUN
bracis-33608	1	47	-	-	PUNCT
bracis-33608	1	48	based	base	VERB
bracis-33608	1	49	prioritization	prioritization	NOUN
bracis-33608	1	50	for	for	ADP
bracis-33608	1	51	 	 	SPACE
bracis-33608	1	52	enhanced	enhance	VERB
bracis-33608	1	53	multi	multi	ADJ
bracis-33608	1	54	-	-	ADJ
bracis-33608	1	55	document	document	ADJ
bracis-33608	1	56	summarization	summarization	NOUN
bracis-33608	1	57	conference	conference	NOUN
bracis-33608	1	58	paper	paper	NOUN
bracis-33608	1	59	first	first	ADV
bracis-33608	1	60	online	online	ADV
bracis-33608	1	61	:	:	PUNCT
bracis-33608	1	62	30	30	NUM
bracis-33608	1	63	january	january	NOUN
bracis-33608	1	64	2025	2025	NUM
bracis-33608	1	65	pp	pp	PRON
bracis-33608	1	66	400–415	400–415	NUM
bracis-33608	1	67	cite	cite	VERB
bracis-33608	1	68	this	this	DET
bracis-33608	1	69	conference	conference	NOUN
bracis-33608	1	70	paper	paper	NOUN
bracis-33608	1	71	access	access	NOUN
bracis-33608	1	72	provided	provide	VERB
bracis-33608	1	73	by	by	ADP
bracis-33608	1	74	university	university	PROPN
bracis-33608	1	75	of	of	ADP
bracis-33608	1	76	notre	notre	PROPN
bracis-33608	1	77	dame	dame	PROPN
bracis-33608	1	78	hesburgh	hesburgh	PROPN
bracis-33608	1	79	library	library	PROPN
bracis-33608	1	80	download	download	PROPN
bracis-33608	1	81	book	book	NOUN
bracis-33608	1	82	pdf	pdf	PROPN
bracis-33608	1	83	download	download	NOUN
bracis-33608	1	84	book	book	NOUN
bracis-33608	1	85	epub	epub	PROPN
bracis-33608	1	86	intelligent	intelligent	ADJ
bracis-33608	1	87	systems	system	NOUN
bracis-33608	1	88	(	(	PUNCT
bracis-33608	1	89	bracis	bracis	NOUN
bracis-33608	1	90	2024	2024	NUM
bracis-33608	1	91	)	)	PUNCT
bracis-33608	1	92	siamese	siamese	ADJ
bracis-33608	1	93	network	network	NOUN
bracis-33608	1	94	-	-	PUNCT
bracis-33608	1	95	based	base	VERB
bracis-33608	1	96	prioritization	prioritization	NOUN
bracis-33608	1	97	for	for	ADP
bracis-33608	1	98	 	 	SPACE
bracis-33608	1	99	enhanced	enhance	VERB
bracis-33608	1	100	multi	multi	ADJ
bracis-33608	1	101	-	-	ADJ
bracis-33608	1	102	document	document	ADJ
bracis-33608	1	103	summarization	summarization	NOUN
bracis-33608	1	104	download	download	NOUN
bracis-33608	1	105	book	book	NOUN
bracis-33608	1	106	pdf	pdf	PROPN
bracis-33608	1	107	download	download	NOUN
bracis-33608	1	108	book	book	PROPN
bracis-33608	1	109	epub	epub	PROPN
bracis-33608	1	110	klaifer	klaifer	PROPN
bracis-33608	1	111	garcia	garcia	PROPN
bracis-33608	1	112	  	  	SPACE
bracis-33608	1	113	orcid	orcid	PROPN
bracis-33608	1	114	:	:	PUNCT
bracis-33608	1	115	orcid.org/0000-0002-9983-67349	orcid.org/0000-0002-9983-67349	PROPN
bracis-33608	1	116	&	&	CCONJ
bracis-33608	1	117	lilian	lilian	PROPN
bracis-33608	1	118	berton	berton	PROPN
bracis-33608	1	119	  	  	SPACE
bracis-33608	1	120	orcid	orcid	NOUN
bracis-33608	1	121	:	:	PUNCT
bracis-33608	1	122	orcid.org/0000-0003-1397-60059	orcid.org/0000-0003-1397-60059	NOUN
bracis-33608	1	123	  	  	SPACE
bracis-33608	1	124	part	part	NOUN
bracis-33608	1	125	of	of	ADP
bracis-33608	1	126	the	the	DET
bracis-33608	1	127	book	book	NOUN
bracis-33608	1	128	series	series	NOUN
bracis-33608	1	129	:	:	PUNCT
bracis-33608	1	130	lecture	lecture	NOUN
bracis-33608	1	131	notes	note	NOUN
bracis-33608	1	132	in	in	ADP
bracis-33608	1	133	computer	computer	NOUN
bracis-33608	1	134	science	science	NOUN
bracis-33608	1	135	(	(	PUNCT
bracis-33608	1	136	(	(	PUNCT
bracis-33608	1	137	lnai	lnai	ADJ
bracis-33608	1	138	,	,	PUNCT
bracis-33608	1	139	volume	volume	NOUN
bracis-33608	1	140	15413	15413	NUM
bracis-33608	1	141	)	)	PUNCT
bracis-33608	1	142	)	)	PUNCT
bracis-33608	1	143	included	include	VERB
bracis-33608	1	144	in	in	ADP
bracis-33608	1	145	the	the	DET
bracis-33608	1	146	following	follow	VERB
bracis-33608	1	147	conference	conference	NOUN
bracis-33608	1	148	series	series	NOUN
bracis-33608	1	149	:	:	PUNCT
bracis-33608	1	150	brazilian	brazilian	ADJ
bracis-33608	1	151	conference	conference	NOUN
bracis-33608	1	152	on	on	ADP
bracis-33608	1	153	intelligent	intelligent	ADJ
bracis-33608	1	154	systems	system	NOUN
bracis-33608	1	155	369	369	NUM
bracis-33608	1	156	accesses	access	VERB
bracis-33608	1	157	abstract	abstract	ADJ
bracis-33608	1	158	methods	method	NOUN
bracis-33608	1	159	for	for	ADP
bracis-33608	1	160	document	document	NOUN
bracis-33608	1	161	summarization	summarization	NOUN
bracis-33608	1	162	hold	hold	VERB
bracis-33608	1	163	significance	significance	NOUN
bracis-33608	1	164	in	in	ADP
bracis-33608	1	165	numerous	numerous	ADJ
bracis-33608	1	166	applications	application	NOUN
bracis-33608	1	167	,	,	PUNCT
bracis-33608	1	168	particularly	particularly	ADV
bracis-33608	1	169	in	in	ADP
bracis-33608	1	170	scenarios	scenario	NOUN
bracis-33608	1	171	involving	involve	VERB
bracis-33608	1	172	extensive	extensive	ADJ
bracis-33608	1	173	content	content	NOUN
bracis-33608	1	174	,	,	PUNCT
bracis-33608	1	175	such	such	ADJ
bracis-33608	1	176	as	as	ADP
bracis-33608	1	177	news	news	NOUN
bracis-33608	1	178	and	and	CCONJ
bracis-33608	1	179	social	social	ADJ
bracis-33608	1	180	media	medium	NOUN
bracis-33608	1	181	monitoring	monitoring	NOUN
bracis-33608	1	182	.	.	PUNCT
bracis-33608	2	1	nevertheless	nevertheless	ADV
bracis-33608	2	2	,	,	PUNCT
bracis-33608	2	3	enhancing	enhance	VERB
bracis-33608	2	4	the	the	DET
bracis-33608	2	5	task	task	NOUN
bracis-33608	2	6	of	of	ADP
bracis-33608	2	7	summarizing	summarize	VERB
bracis-33608	2	8	multiple	multiple	ADJ
bracis-33608	2	9	documents	document	NOUN
bracis-33608	2	10	remains	remain	VERB
bracis-33608	2	11	an	an	DET
bracis-33608	2	12	area	area	NOUN
bracis-33608	2	13	for	for	ADP
bracis-33608	2	14	improvement	improvement	NOUN
bracis-33608	2	15	.	.	PUNCT
bracis-33608	3	1	systems	system	NOUN
bracis-33608	3	2	that	that	PRON
bracis-33608	3	3	generate	generate	VERB
bracis-33608	3	4	summaries	summary	NOUN
bracis-33608	3	5	from	from	ADP
bracis-33608	3	6	multiple	multiple	ADJ
bracis-33608	3	7	documents	document	NOUN
bracis-33608	3	8	must	must	AUX
bracis-33608	3	9	take	take	VERB
bracis-33608	3	10	into	into	ADP
bracis-33608	3	11	account	account	NOUN
bracis-33608	3	12	additional	additional	ADJ
bracis-33608	3	13	challenges	challenge	NOUN
bracis-33608	3	14	such	such	ADJ
bracis-33608	3	15	as	as	ADP
bracis-33608	3	16	document	document	NOUN
bracis-33608	3	17	redundancies	redundancy	NOUN
bracis-33608	3	18	and	and	CCONJ
bracis-33608	3	19	inconsistencies	inconsistency	NOUN
bracis-33608	3	20	.	.	PUNCT
bracis-33608	4	1	on	on	ADP
bracis-33608	4	2	the	the	DET
bracis-33608	4	3	other	other	ADJ
bracis-33608	4	4	hand	hand	NOUN
bracis-33608	4	5	,	,	PUNCT
bracis-33608	4	6	as	as	SCONJ
bracis-33608	4	7	multi	multi	ADJ
bracis-33608	4	8	-	-	ADJ
bracis-33608	4	9	document	document	ADJ
bracis-33608	4	10	databases	database	NOUN
bracis-33608	4	11	contain	contain	VERB
bracis-33608	4	12	multiple	multiple	ADJ
bracis-33608	4	13	descriptions	description	NOUN
bracis-33608	4	14	of	of	ADP
bracis-33608	4	15	the	the	DET
bracis-33608	4	16	same	same	ADJ
bracis-33608	4	17	content	content	NOUN
bracis-33608	4	18	,	,	PUNCT
bracis-33608	4	19	they	they	PRON
bracis-33608	4	20	offer	offer	VERB
bracis-33608	4	21	benefits	benefit	NOUN
bracis-33608	4	22	that	that	PRON
bracis-33608	4	23	go	go	VERB
bracis-33608	4	24	beyond	beyond	ADP
bracis-33608	4	25	the	the	DET
bracis-33608	4	26	availability	availability	NOUN
bracis-33608	4	27	of	of	ADP
bracis-33608	4	28	more	more	ADJ
bracis-33608	4	29	content	content	NOUN
bracis-33608	4	30	and	and	CCONJ
bracis-33608	4	31	we	we	PRON
bracis-33608	4	32	believe	believe	VERB
bracis-33608	4	33	that	that	SCONJ
bracis-33608	4	34	this	this	DET
bracis-33608	4	35	benefit	benefit	NOUN
bracis-33608	4	36	has	have	AUX
bracis-33608	4	37	not	not	PART
bracis-33608	4	38	been	be	AUX
bracis-33608	4	39	explored	explore	VERB
bracis-33608	4	40	in	in	ADP
bracis-33608	4	41	the	the	DET
bracis-33608	4	42	literature	literature	NOUN
bracis-33608	4	43	.	.	PUNCT
bracis-33608	5	1	different	different	ADJ
bracis-33608	5	2	authors	author	NOUN
bracis-33608	5	3	may	may	AUX
bracis-33608	5	4	write	write	VERB
bracis-33608	5	5	different	different	ADJ
bracis-33608	5	6	descriptions	description	NOUN
bracis-33608	5	7	of	of	ADP
bracis-33608	5	8	the	the	DET
bracis-33608	5	9	same	same	ADJ
bracis-33608	5	10	event	event	NOUN
bracis-33608	5	11	,	,	PUNCT
bracis-33608	5	12	some	some	PRON
bracis-33608	5	13	more	more	ADJ
bracis-33608	5	14	objective	objective	ADJ
bracis-33608	5	15	,	,	PUNCT
bracis-33608	5	16	others	other	NOUN
bracis-33608	5	17	more	more	ADV
bracis-33608	5	18	detailed	detailed	ADJ
bracis-33608	5	19	,	,	PUNCT
bracis-33608	5	20	or	or	CCONJ
bracis-33608	5	21	even	even	ADV
bracis-33608	5	22	with	with	ADP
bracis-33608	5	23	different	different	ADJ
bracis-33608	5	24	terms	term	NOUN
bracis-33608	5	25	or	or	CCONJ
bracis-33608	5	26	writing	write	VERB
bracis-33608	5	27	styles	style	NOUN
bracis-33608	5	28	.	.	PUNCT
bracis-33608	6	1	as	as	ADP
bracis-33608	6	2	a	a	DET
bracis-33608	6	3	way	way	NOUN
bracis-33608	6	4	to	to	PART
bracis-33608	6	5	take	take	VERB
bracis-33608	6	6	advantage	advantage	NOUN
bracis-33608	6	7	of	of	ADP
bracis-33608	6	8	this	this	DET
bracis-33608	6	9	availability	availability	NOUN
bracis-33608	6	10	of	of	ADP
bracis-33608	6	11	different	different	ADJ
bracis-33608	6	12	descriptions	description	NOUN
bracis-33608	6	13	,	,	PUNCT
bracis-33608	6	14	we	we	PRON
bracis-33608	6	15	present	present	VERB
bracis-33608	6	16	a	a	DET
bracis-33608	6	17	new	new	ADJ
bracis-33608	6	18	approach	approach	NOUN
bracis-33608	6	19	to	to	ADP
bracis-33608	6	20	evaluating	evaluate	VERB
bracis-33608	6	21	documents	document	NOUN
bracis-33608	6	22	in	in	ADP
bracis-33608	6	23	order	order	NOUN
bracis-33608	6	24	to	to	PART
bracis-33608	6	25	identify	identify	VERB
bracis-33608	6	26	those	those	PRON
bracis-33608	6	27	that	that	PRON
bracis-33608	6	28	can	can	AUX
bracis-33608	6	29	contribute	contribute	VERB
bracis-33608	6	30	most	most	ADV
bracis-33608	6	31	effectively	effectively	ADV
bracis-33608	6	32	to	to	ADP
bracis-33608	6	33	the	the	DET
bracis-33608	6	34	generation	generation	NOUN
bracis-33608	6	35	of	of	ADP
bracis-33608	6	36	automatic	automatic	ADJ
bracis-33608	6	37	summaries	summary	NOUN
bracis-33608	6	38	.	.	PUNCT
bracis-33608	7	1	for	for	ADP
bracis-33608	7	2	this	this	PRON
bracis-33608	7	3	,	,	PUNCT
bracis-33608	7	4	we	we	PRON
bracis-33608	7	5	employed	employ	VERB
bracis-33608	7	6	a	a	DET
bracis-33608	7	7	siamese	siamese	ADJ
bracis-33608	7	8	network	network	NOUN
bracis-33608	7	9	,	,	PUNCT
bracis-33608	7	10	which	which	PRON
bracis-33608	7	11	was	be	AUX
bracis-33608	7	12	trained	train	VERB
bracis-33608	7	13	using	use	VERB
bracis-33608	7	14	the	the	DET
bracis-33608	7	15	rouge	rouge	NOUN
bracis-33608	7	16	metric	metric	NOUN
bracis-33608	7	17	observed	observe	VERB
bracis-33608	7	18	in	in	ADP
bracis-33608	7	19	individual	individual	ADJ
bracis-33608	7	20	documents	document	NOUN
bracis-33608	7	21	.	.	PUNCT
bracis-33608	8	1	additionally	additionally	ADV
bracis-33608	8	2	,	,	PUNCT
bracis-33608	8	3	we	we	PRON
bracis-33608	8	4	demonstrated	demonstrate	VERB
bracis-33608	8	5	how	how	SCONJ
bracis-33608	8	6	to	to	PART
bracis-33608	8	7	apply	apply	VERB
bracis-33608	8	8	the	the	DET
bracis-33608	8	9	outcomes	outcome	NOUN
bracis-33608	8	10	of	of	ADP
bracis-33608	8	11	document	document	NOUN
bracis-33608	8	12	evaluation	evaluation	NOUN
bracis-33608	8	13	to	to	ADP
bracis-33608	8	14	different	different	ADJ
bracis-33608	8	15	summarization	summarization	NOUN
bracis-33608	8	16	techniques	technique	NOUN
bracis-33608	8	17	.	.	PUNCT
bracis-33608	9	1	our	our	PRON
bracis-33608	9	2	experiments	experiment	NOUN
bracis-33608	9	3	included	include	VERB
bracis-33608	9	4	a	a	DET
bracis-33608	9	5	comparison	comparison	NOUN
bracis-33608	9	6	with	with	ADP
bracis-33608	9	7	sota	sota	NOUN
bracis-33608	9	8	approaches	approach	NOUN
bracis-33608	9	9	(	(	PUNCT
bracis-33608	9	10	leadsum	leadsum	NOUN
bracis-33608	9	11	,	,	PUNCT
bracis-33608	9	12	textrank	textrank	VERB
bracis-33608	9	13	,	,	PUNCT
bracis-33608	9	14	pacsum	pacsum	NOUN
bracis-33608	9	15	,	,	PUNCT
bracis-33608	9	16	bertsum	bertsum	ADJ
bracis-33608	9	17	)	)	PUNCT
bracis-33608	9	18	in	in	ADP
bracis-33608	9	19	multiple	multiple	ADJ
bracis-33608	9	20	datasets	dataset	NOUN
bracis-33608	9	21	encompassing	encompass	VERB
bracis-33608	9	22	news	news	NOUN
bracis-33608	9	23	,	,	PUNCT
bracis-33608	9	24	events	event	NOUN
bracis-33608	9	25	,	,	PUNCT
bracis-33608	9	26	wikipedia	wikipedia	PROPN
bracis-33608	9	27	texts	text	NOUN
bracis-33608	9	28	,	,	PUNCT
bracis-33608	9	29	and	and	CCONJ
bracis-33608	9	30	scientific	scientific	ADJ
bracis-33608	9	31	publications	publication	NOUN
bracis-33608	9	32	(	(	PUNCT
bracis-33608	9	33	multi	multi	NOUN
bracis-33608	9	34	-	-	NOUN
bracis-33608	9	35	news	news	ADJ
bracis-33608	9	36	,	,	PUNCT
bracis-33608	9	37	wcep	wcep	NOUN
bracis-33608	9	38	,	,	PUNCT
bracis-33608	9	39	wikisum	wikisum	PROPN
bracis-33608	9	40	,	,	PUNCT
bracis-33608	9	41	arxiv	arxiv	PROPN
bracis-33608	9	42	,	,	PUNCT
bracis-33608	9	43	multi	multi	ADJ
bracis-33608	9	44	-	-	NOUN
bracis-33608	9	45	xscience	xscience	NOUN
bracis-33608	9	46	)	)	PUNCT
bracis-33608	9	47	and	and	CCONJ
bracis-33608	9	48	the	the	DET
bracis-33608	9	49	results	result	NOUN
bracis-33608	9	50	indicated	indicate	VERB
bracis-33608	9	51	our	our	PRON
bracis-33608	9	52	approach	approach	NOUN
bracis-33608	9	53	had	have	VERB
bracis-33608	9	54	a	a	DET
bracis-33608	9	55	relevant	relevant	ADJ
bracis-33608	9	56	improvement	improvement	NOUN
bracis-33608	9	57	in	in	ADP
bracis-33608	9	58	the	the	DET
bracis-33608	9	59	production	production	NOUN
bracis-33608	9	60	of	of	ADP
bracis-33608	9	61	summaries	summary	NOUN
bracis-33608	9	62	,	,	PUNCT
bracis-33608	9	63	with	with	ADP
bracis-33608	9	64	statistical	statistical	ADJ
bracis-33608	9	65	significance	significance	NOUN
bracis-33608	9	66	in	in	ADP
bracis-33608	9	67	the	the	DET
bracis-33608	9	68	evaluation	evaluation	NOUN
bracis-33608	9	69	with	with	ADP
bracis-33608	9	70	wilcoxon	wilcoxon	PROPN
bracis-33608	9	71	rank	rank	PROPN
bracis-33608	9	72	sum	sum	NOUN
bracis-33608	9	73	for	for	ADP
bracis-33608	9	74	a	a	DET
bracis-33608	9	75	confidence	confidence	NOUN
bracis-33608	9	76	factor	factor	NOUN
bracis-33608	9	77	of	of	ADP
bracis-33608	9	78	95	95	NUM
bracis-33608	9	79	%	%	NOUN
bracis-33608	9	80	.	.	PUNCT
bracis-33608	10	1	access	access	NOUN
bracis-33608	10	2	provided	provide	VERB
bracis-33608	10	3	by	by	ADP
bracis-33608	10	4	university	university	PROPN
bracis-33608	10	5	of	of	ADP
bracis-33608	10	6	notre	notre	PROPN
bracis-33608	10	7	dame	dame	PROPN
bracis-33608	10	8	hesburgh	hesburgh	PROPN
bracis-33608	10	9	library	library	PROPN
bracis-33608	10	10	.	.	PUNCT
bracis-33608	11	1	download	download	PROPN
bracis-33608	11	2	conference	conference	NOUN
bracis-33608	11	3	paper	paper	NOUN
bracis-33608	11	4	pdf	pdf	NOUN
bracis-33608	11	5	similar	similar	ADJ
bracis-33608	11	6	content	content	NOUN
bracis-33608	11	7	being	be	AUX
bracis-33608	11	8	viewed	view	VERB
bracis-33608	11	9	by	by	ADP
bracis-33608	11	10	others	other	NOUN
bracis-33608	11	11	multi	multi	ADJ
bracis-33608	11	12	-	-	ADJ
bracis-33608	11	13	document	document	ADJ
bracis-33608	11	14	summarizer	summarizer	NOUN
bracis-33608	11	15	chapter	chapter	NOUN
bracis-33608	11	16	©	©	PROPN
bracis-33608	11	17	2018	2018	NUM
bracis-33608	11	18	multi	multi	ADJ
bracis-33608	11	19	-	-	ADJ
bracis-33608	11	20	document	document	ADJ
bracis-33608	11	21	summarization	summarization	NOUN
bracis-33608	11	22	and	and	CCONJ
bracis-33608	11	23	opinion	opinion	NOUN
bracis-33608	11	24	mining	mining	NOUN
bracis-33608	11	25	using	use	VERB
bracis-33608	11	26	stack	stack	NOUN
bracis-33608	11	27	decoder	decoder	NOUN
bracis-33608	11	28	method	method	NOUN
bracis-33608	11	29	and	and	CCONJ
bracis-33608	11	30	neural	neural	ADJ
bracis-33608	11	31	networks	network	NOUN
bracis-33608	11	32	chapter	chapter	NOUN
bracis-33608	11	33	©	©	ADP
bracis-33608	11	34	2019	2019	NUM
bracis-33608	11	35	topic	topic	NOUN
bracis-33608	11	36	oriented	orient	VERB
bracis-33608	11	37	multi	multi	ADJ
bracis-33608	11	38	-	-	ADJ
bracis-33608	11	39	document	document	ADJ
bracis-33608	11	40	summarization	summarization	NOUN
bracis-33608	11	41	using	use	VERB
bracis-33608	11	42	lsa	lsa	NOUN
bracis-33608	11	43	,	,	PUNCT
bracis-33608	11	44	syntactic	syntactic	ADJ
bracis-33608	11	45	and	and	CCONJ
bracis-33608	11	46	semantic	semantic	ADJ
bracis-33608	11	47	features	feature	NOUN
bracis-33608	11	48	chapter	chapter	NOUN
bracis-33608	11	49	©	©	PROPN
bracis-33608	11	50	2019	2019	NUM
bracis-33608	11	51	1	1	NUM
bracis-33608	11	52	introduction	introduction	NOUN
bracis-33608	11	53	automatic	automatic	ADJ
bracis-33608	11	54	text	text	NOUN
bracis-33608	11	55	summarization	summarization	NOUN
bracis-33608	11	56	is	be	AUX
bracis-33608	11	57	the	the	DET
bracis-33608	11	58	process	process	NOUN
bracis-33608	11	59	that	that	PRON
bracis-33608	11	60	applies	apply	VERB
bracis-33608	11	61	computational	computational	ADJ
bracis-33608	11	62	methods	method	NOUN
bracis-33608	11	63	to	to	PART
bracis-33608	11	64	produce	produce	VERB
bracis-33608	11	65	a	a	DET
bracis-33608	11	66	condensed	condense	VERB
bracis-33608	11	67	version	version	NOUN
bracis-33608	11	68	of	of	ADP
bracis-33608	11	69	one	one	NUM
bracis-33608	11	70	or	or	CCONJ
bracis-33608	11	71	more	more	ADJ
bracis-33608	11	72	input	input	NOUN
bracis-33608	11	73	documents	document	NOUN
bracis-33608	11	74	while	while	SCONJ
bracis-33608	11	75	preserving	preserve	VERB
bracis-33608	11	76	the	the	DET
bracis-33608	11	77	most	most	ADV
bracis-33608	11	78	relevant	relevant	ADJ
bracis-33608	11	79	information	information	NOUN
bracis-33608	12	1	[	[	X
bracis-33608	12	2	7	7	NUM
bracis-33608	12	3	]	]	PUNCT
bracis-33608	12	4	.	.	PUNCT
bracis-33608	13	1	particularly	particularly	ADV
bracis-33608	13	2	in	in	ADP
bracis-33608	13	3	the	the	DET
bracis-33608	13	4	case	case	NOUN
bracis-33608	13	5	of	of	ADP
bracis-33608	13	6	summarizing	summarize	VERB
bracis-33608	13	7	multiple	multiple	ADJ
bracis-33608	13	8	documents	document	NOUN
bracis-33608	13	9	,	,	PUNCT
bracis-33608	13	10	in	in	ADP
bracis-33608	13	11	addition	addition	NOUN
bracis-33608	13	12	to	to	ADP
bracis-33608	13	13	selecting	select	VERB
bracis-33608	13	14	the	the	DET
bracis-33608	13	15	most	most	ADV
bracis-33608	13	16	relevant	relevant	ADJ
bracis-33608	13	17	content	content	NOUN
bracis-33608	13	18	,	,	PUNCT
bracis-33608	13	19	there	there	PRON
bracis-33608	13	20	is	be	VERB
bracis-33608	13	21	the	the	DET
bracis-33608	13	22	challenge	challenge	NOUN
bracis-33608	13	23	of	of	ADP
bracis-33608	13	24	avoiding	avoid	VERB
bracis-33608	13	25	redundancies	redundancy	NOUN
bracis-33608	13	26	and	and	CCONJ
bracis-33608	13	27	inconsistencies	inconsistency	NOUN
bracis-33608	13	28	.	.	PUNCT
bracis-33608	14	1	news	news	NOUN
bracis-33608	14	2	summarization	summarization	NOUN
bracis-33608	14	3	is	be	AUX
bracis-33608	14	4	an	an	DET
bracis-33608	14	5	example	example	NOUN
bracis-33608	14	6	where	where	SCONJ
bracis-33608	14	7	an	an	DET
bracis-33608	14	8	ongoing	ongoing	ADJ
bracis-33608	14	9	event	event	NOUN
bracis-33608	14	10	can	can	AUX
bracis-33608	14	11	be	be	AUX
bracis-33608	14	12	reported	report	VERB
bracis-33608	14	13	by	by	ADP
bracis-33608	14	14	different	different	ADJ
bracis-33608	14	15	channels	channel	NOUN
bracis-33608	14	16	,	,	PUNCT
bracis-33608	14	17	resulting	result	VERB
bracis-33608	14	18	in	in	ADP
bracis-33608	14	19	different	different	ADJ
bracis-33608	14	20	descriptions	description	NOUN
bracis-33608	14	21	with	with	ADP
bracis-33608	14	22	different	different	ADJ
bracis-33608	14	23	updates	update	NOUN
bracis-33608	14	24	.	.	PUNCT
bracis-33608	15	1	according	accord	VERB
bracis-33608	15	2	to	to	ADP
bracis-33608	15	3	[	[	X
bracis-33608	15	4	22	22	NUM
bracis-33608	15	5	]	]	PUNCT
bracis-33608	15	6	,	,	PUNCT
bracis-33608	15	7	many	many	ADJ
bracis-33608	15	8	of	of	ADP
bracis-33608	15	9	the	the	DET
bracis-33608	15	10	multi	multi	ADJ
bracis-33608	15	11	-	-	ADJ
bracis-33608	15	12	document	document	ADJ
bracis-33608	15	13	summarization	summarization	NOUN
bracis-33608	15	14	models	model	NOUN
bracis-33608	15	15	combine	combine	VERB
bracis-33608	15	16	inputs	input	NOUN
bracis-33608	15	17	as	as	ADP
bracis-33608	15	18	a	a	DET
bracis-33608	15	19	flat	flat	ADJ
bracis-33608	15	20	sequence	sequence	NOUN
bracis-33608	15	21	and	and	CCONJ
bracis-33608	15	22	do	do	AUX
bracis-33608	15	23	not	not	PART
bracis-33608	15	24	consider	consider	VERB
bracis-33608	15	25	relationships	relationship	NOUN
bracis-33608	15	26	between	between	ADP
bracis-33608	15	27	documents	document	NOUN
bracis-33608	15	28	.	.	PUNCT
bracis-33608	16	1	we	we	PRON
bracis-33608	16	2	believe	believe	VERB
bracis-33608	16	3	the	the	DET
bracis-33608	16	4	combination	combination	NOUN
bracis-33608	16	5	of	of	ADP
bracis-33608	16	6	input	input	NOUN
bracis-33608	16	7	documents	document	NOUN
bracis-33608	16	8	can	can	AUX
bracis-33608	16	9	help	help	VERB
bracis-33608	16	10	provide	provide	VERB
bracis-33608	16	11	a	a	DET
bracis-33608	16	12	more	more	ADV
bracis-33608	16	13	accurate	accurate	ADJ
bracis-33608	16	14	description	description	NOUN
bracis-33608	16	15	of	of	ADP
bracis-33608	16	16	the	the	DET
bracis-33608	16	17	content	content	NOUN
bracis-33608	16	18	,	,	PUNCT
bracis-33608	16	19	and	and	CCONJ
bracis-33608	16	20	our	our	PRON
bracis-33608	16	21	goal	goal	NOUN
bracis-33608	16	22	is	be	AUX
bracis-33608	16	23	to	to	PART
bracis-33608	16	24	improve	improve	VERB
bracis-33608	16	25	summarization	summarization	NOUN
bracis-33608	16	26	by	by	ADP
bracis-33608	16	27	leveraging	leverage	VERB
bracis-33608	16	28	this	this	DET
bracis-33608	16	29	variety	variety	NOUN
bracis-33608	16	30	of	of	ADP
bracis-33608	16	31	input	input	NOUN
bracis-33608	16	32	documents	document	NOUN
bracis-33608	16	33	.	.	PUNCT
bracis-33608	17	1	more	more	ADV
bracis-33608	17	2	specifically	specifically	ADV
bracis-33608	17	3	,	,	PUNCT
bracis-33608	17	4	we	we	PRON
bracis-33608	17	5	will	will	AUX
bracis-33608	17	6	apply	apply	VERB
bracis-33608	17	7	a	a	DET
bracis-33608	17	8	siamese	siamese	ADJ
bracis-33608	17	9	network	network	NOUN
bracis-33608	17	10	[	[	X
bracis-33608	17	11	13	13	NUM
bracis-33608	17	12	]	]	PUNCT
bracis-33608	17	13	to	to	PART
bracis-33608	17	14	evaluate	evaluate	VERB
bracis-33608	17	15	different	different	ADJ
bracis-33608	17	16	input	input	NOUN
bracis-33608	17	17	documents	document	NOUN
bracis-33608	17	18	and	and	CCONJ
bracis-33608	17	19	identify	identify	VERB
bracis-33608	17	20	those	those	PRON
bracis-33608	17	21	capable	capable	ADJ
bracis-33608	17	22	of	of	ADP
bracis-33608	17	23	producing	produce	VERB
bracis-33608	17	24	better	well	ADJ
bracis-33608	17	25	summaries	summary	NOUN
bracis-33608	17	26	.	.	PUNCT
bracis-33608	18	1	the	the	DET
bracis-33608	18	2	difference	difference	NOUN
bracis-33608	18	3	between	between	ADP
bracis-33608	18	4	documents	document	NOUN
bracis-33608	18	5	arises	arise	VERB
bracis-33608	18	6	,	,	PUNCT
bracis-33608	18	7	for	for	ADP
bracis-33608	18	8	example	example	NOUN
bracis-33608	18	9	,	,	PUNCT
bracis-33608	18	10	from	from	ADP
bracis-33608	18	11	the	the	DET
bracis-33608	18	12	different	different	ADJ
bracis-33608	18	13	volumes	volume	NOUN
bracis-33608	18	14	of	of	ADP
bracis-33608	18	15	information	information	NOUN
bracis-33608	18	16	and	and	CCONJ
bracis-33608	18	17	objectivity	objectivity	NOUN
bracis-33608	18	18	.	.	PUNCT
bracis-33608	19	1	to	to	PART
bracis-33608	19	2	emphasize	emphasize	VERB
bracis-33608	19	3	these	these	DET
bracis-33608	19	4	differences	difference	NOUN
bracis-33608	19	5	,	,	PUNCT
bracis-33608	19	6	we	we	PRON
bracis-33608	19	7	will	will	AUX
bracis-33608	19	8	consider	consider	VERB
bracis-33608	19	9	different	different	ADJ
bracis-33608	19	10	extractive	extractive	ADJ
bracis-33608	19	11	summarization	summarization	NOUN
bracis-33608	19	12	techniques	technique	NOUN
bracis-33608	19	13	.	.	PUNCT
bracis-33608	20	1	extractive	extractive	ADJ
bracis-33608	20	2	summarization	summarization	NOUN
bracis-33608	20	3	aims	aim	VERB
bracis-33608	20	4	to	to	PART
bracis-33608	20	5	produce	produce	VERB
bracis-33608	20	6	a	a	DET
bracis-33608	20	7	summary	summary	NOUN
bracis-33608	20	8	selecting	select	VERB
bracis-33608	20	9	a	a	DET
bracis-33608	20	10	representative	representative	ADJ
bracis-33608	20	11	subset	subset	NOUN
bracis-33608	20	12	of	of	ADP
bracis-33608	20	13	the	the	DET
bracis-33608	20	14	sentences	sentence	NOUN
bracis-33608	20	15	or	or	CCONJ
bracis-33608	20	16	paragraphs	paragraph	NOUN
bracis-33608	20	17	from	from	ADP
bracis-33608	20	18	the	the	DET
bracis-33608	20	19	source	source	NOUN
bracis-33608	20	20	text	text	NOUN
bracis-33608	20	21	without	without	ADP
bracis-33608	20	22	making	make	VERB
bracis-33608	20	23	any	any	DET
bracis-33608	20	24	changes	change	NOUN
bracis-33608	20	25	in	in	ADP
bracis-33608	20	26	them	they	PRON
bracis-33608	20	27	,	,	PUNCT
bracis-33608	20	28	opposed	oppose	VERB
bracis-33608	20	29	to	to	ADP
bracis-33608	20	30	abstractive	abstractive	ADJ
bracis-33608	20	31	summarization	summarization	NOUN
bracis-33608	20	32	which	which	PRON
bracis-33608	20	33	aims	aim	VERB
bracis-33608	20	34	to	to	PART
bracis-33608	20	35	represent	represent	VERB
bracis-33608	20	36	the	the	DET
bracis-33608	20	37	input	input	NOUN
bracis-33608	20	38	content	content	NOUN
bracis-33608	20	39	with	with	ADP
bracis-33608	20	40	new	new	ADJ
bracis-33608	20	41	words	word	NOUN
bracis-33608	20	42	and	and	CCONJ
bracis-33608	20	43	sentences	sentence	NOUN
bracis-33608	20	44	.	.	PUNCT
bracis-33608	21	1	despite	despite	SCONJ
bracis-33608	21	2	the	the	DET
bracis-33608	21	3	promising	promising	ADJ
bracis-33608	21	4	results	result	NOUN
bracis-33608	21	5	with	with	ADP
bracis-33608	21	6	abstractive	abstractive	ADJ
bracis-33608	21	7	methods	method	NOUN
bracis-33608	21	8	,	,	PUNCT
bracis-33608	21	9	it	it	PRON
bracis-33608	21	10	is	be	AUX
bracis-33608	21	11	not	not	PART
bracis-33608	21	12	possible	possible	ADJ
bracis-33608	21	13	to	to	PART
bracis-33608	21	14	guarantee	guarantee	VERB
bracis-33608	21	15	that	that	SCONJ
bracis-33608	21	16	the	the	DET
bracis-33608	21	17	summaries	summary	NOUN
bracis-33608	21	18	produced	produce	VERB
bracis-33608	21	19	will	will	AUX
bracis-33608	21	20	be	be	AUX
bracis-33608	21	21	consistent	consistent	ADJ
bracis-33608	21	22	with	with	ADP
bracis-33608	21	23	the	the	DET
bracis-33608	21	24	facts	fact	NOUN
bracis-33608	21	25	[	[	X
bracis-33608	21	26	32	32	NUM
bracis-33608	21	27	]	]	PUNCT
bracis-33608	21	28	,	,	PUNCT
bracis-33608	21	29	which	which	PRON
bracis-33608	21	30	can	can	AUX
bracis-33608	21	31	be	be	AUX
bracis-33608	21	32	limiting	limit	VERB
bracis-33608	21	33	in	in	ADP
bracis-33608	21	34	some	some	DET
bracis-33608	21	35	usage	usage	NOUN
bracis-33608	21	36	scenarios	scenario	NOUN
bracis-33608	21	37	.	.	PUNCT
bracis-33608	22	1	the	the	DET
bracis-33608	22	2	siamese	siamese	ADJ
bracis-33608	22	3	neural	neural	ADJ
bracis-33608	22	4	network	network	NOUN
bracis-33608	22	5	is	be	AUX
bracis-33608	22	6	a	a	DET
bracis-33608	22	7	natural	natural	ADJ
bracis-33608	22	8	choice	choice	NOUN
bracis-33608	22	9	for	for	ADP
bracis-33608	22	10	our	our	PRON
bracis-33608	22	11	approach	approach	NOUN
bracis-33608	22	12	,	,	PUNCT
bracis-33608	22	13	as	as	SCONJ
bracis-33608	22	14	these	these	DET
bracis-33608	22	15	networks	network	NOUN
bracis-33608	22	16	are	be	AUX
bracis-33608	22	17	efficient	efficient	ADJ
bracis-33608	22	18	in	in	ADP
bracis-33608	22	19	comparison	comparison	NOUN
bracis-33608	22	20	learning	learn	VERB
bracis-33608	22	21	.	.	PUNCT
bracis-33608	23	1	we	we	PRON
bracis-33608	23	2	use	use	VERB
bracis-33608	23	3	datasets	dataset	NOUN
bracis-33608	23	4	composed	compose	VERB
bracis-33608	23	5	of	of	ADP
bracis-33608	23	6	multiple	multiple	ADJ
bracis-33608	23	7	input	input	NOUN
bracis-33608	23	8	documents	document	NOUN
bracis-33608	23	9	and	and	CCONJ
bracis-33608	23	10	at	at	ADV
bracis-33608	23	11	least	least	ADV
bracis-33608	23	12	one	one	NUM
bracis-33608	23	13	reference	reference	NOUN
bracis-33608	23	14	summary	summary	NOUN
bracis-33608	23	15	.	.	PUNCT
bracis-33608	24	1	every	every	DET
bracis-33608	24	2	input	input	NOUN
bracis-33608	24	3	document	document	NOUN
bracis-33608	24	4	will	will	AUX
bracis-33608	24	5	be	be	AUX
bracis-33608	24	6	evaluated	evaluate	VERB
bracis-33608	24	7	using	use	VERB
bracis-33608	24	8	the	the	DET
bracis-33608	24	9	rouge	rouge	NOUN
bracis-33608	24	10	metric	metric	NOUN
bracis-33608	24	11	and	and	CCONJ
bracis-33608	24	12	,	,	PUNCT
bracis-33608	24	13	after	after	ADP
bracis-33608	24	14	that	that	PRON
bracis-33608	24	15	,	,	PUNCT
bracis-33608	24	16	it	it	PRON
bracis-33608	24	17	will	will	AUX
bracis-33608	24	18	be	be	AUX
bracis-33608	24	19	reorganized	reorganize	VERB
bracis-33608	24	20	into	into	ADP
bracis-33608	24	21	pairs	pair	NOUN
bracis-33608	24	22	indicating	indicate	VERB
bracis-33608	24	23	which	which	PRON
bracis-33608	24	24	one	one	NUM
bracis-33608	24	25	obtained	obtain	VERB
bracis-33608	24	26	the	the	DET
bracis-33608	24	27	best	good	ADJ
bracis-33608	24	28	evaluation	evaluation	NOUN
bracis-33608	24	29	.	.	PUNCT
bracis-33608	25	1	this	this	DET
bracis-33608	25	2	arrangement	arrangement	NOUN
bracis-33608	25	3	is	be	AUX
bracis-33608	25	4	compatible	compatible	ADJ
bracis-33608	25	5	with	with	ADP
bracis-33608	25	6	the	the	DET
bracis-33608	25	7	siamese	siamese	ADJ
bracis-33608	25	8	network	network	NOUN
bracis-33608	25	9	application	application	NOUN
bracis-33608	25	10	,	,	PUNCT
bracis-33608	25	11	which	which	PRON
bracis-33608	25	12	needs	need	VERB
bracis-33608	25	13	to	to	PART
bracis-33608	25	14	learn	learn	VERB
bracis-33608	25	15	to	to	PART
bracis-33608	25	16	recognize	recognize	VERB
bracis-33608	25	17	the	the	DET
bracis-33608	25	18	qualities	quality	NOUN
bracis-33608	25	19	that	that	PRON
bracis-33608	25	20	enable	enable	VERB
bracis-33608	25	21	one	one	NUM
bracis-33608	25	22	document	document	NOUN
bracis-33608	25	23	to	to	PART
bracis-33608	25	24	be	be	AUX
bracis-33608	25	25	evaluated	evaluate	VERB
bracis-33608	25	26	more	more	ADV
bracis-33608	25	27	highly	highly	ADV
bracis-33608	25	28	than	than	ADP
bracis-33608	25	29	another	another	PRON
bracis-33608	25	30	.	.	PUNCT
bracis-33608	26	1	we	we	PRON
bracis-33608	26	2	used	use	VERB
bracis-33608	26	3	a	a	DET
bracis-33608	26	4	training	training	NOUN
bracis-33608	26	5	dataset	dataset	NOUN
bracis-33608	26	6	and	and	CCONJ
bracis-33608	26	7	a	a	DET
bracis-33608	26	8	separate	separate	ADJ
bracis-33608	26	9	test	test	NOUN
bracis-33608	26	10	dataset	dataset	NOUN
bracis-33608	26	11	,	,	PUNCT
bracis-33608	26	12	demonstrating	demonstrate	VERB
bracis-33608	26	13	generalization	generalization	NOUN
bracis-33608	26	14	to	to	ADP
bracis-33608	26	15	unseen	unseen	ADJ
bracis-33608	26	16	data	datum	NOUN
bracis-33608	26	17	.	.	PUNCT
bracis-33608	27	1	as	as	ADP
bracis-33608	27	2	an	an	DET
bracis-33608	27	3	additional	additional	ADJ
bracis-33608	27	4	benefit	benefit	NOUN
bracis-33608	27	5	,	,	PUNCT
bracis-33608	27	6	reorganizing	reorganize	VERB
bracis-33608	27	7	documents	document	NOUN
bracis-33608	27	8	into	into	ADP
bracis-33608	27	9	pairs	pair	NOUN
bracis-33608	27	10	produces	produce	VERB
bracis-33608	27	11	a	a	DET
bracis-33608	27	12	larger	large	ADJ
bracis-33608	27	13	volume	volume	NOUN
bracis-33608	27	14	of	of	ADP
bracis-33608	27	15	training	training	NOUN
bracis-33608	27	16	data	datum	NOUN
bracis-33608	27	17	.	.	PUNCT
bracis-33608	28	1	our	our	PRON
bracis-33608	28	2	main	main	ADJ
bracis-33608	28	3	contributions	contribution	NOUN
bracis-33608	28	4	are	be	AUX
bracis-33608	28	5	as	as	SCONJ
bracis-33608	28	6	follows	follow	VERB
bracis-33608	28	7	:	:	PUNCT
bracis-33608	28	8	proposal	proposal	NOUN
bracis-33608	28	9	of	of	ADP
bracis-33608	28	10	a	a	DET
bracis-33608	28	11	document	document	NOUN
bracis-33608	28	12	comparison	comparison	NOUN
bracis-33608	28	13	method	method	NOUN
bracis-33608	28	14	,	,	PUNCT
bracis-33608	28	15	based	base	VERB
bracis-33608	28	16	on	on	ADP
bracis-33608	28	17	siamese	siamese	ADJ
bracis-33608	28	18	networks	network	NOUN
bracis-33608	28	19	,	,	PUNCT
bracis-33608	28	20	applied	apply	VERB
bracis-33608	28	21	to	to	ADP
bracis-33608	28	22	the	the	DET
bracis-33608	28	23	automatic	automatic	ADJ
bracis-33608	28	24	summarization	summarization	NOUN
bracis-33608	28	25	of	of	ADP
bracis-33608	28	26	multiple	multiple	ADJ
bracis-33608	28	27	documents	document	NOUN
bracis-33608	28	28	;	;	PUNCT
bracis-33608	28	29	description	description	NOUN
bracis-33608	28	30	of	of	ADP
bracis-33608	28	31	changes	change	NOUN
bracis-33608	28	32	made	make	VERB
bracis-33608	28	33	to	to	ADP
bracis-33608	28	34	a	a	DET
bracis-33608	28	35	variety	variety	NOUN
bracis-33608	28	36	of	of	ADP
bracis-33608	28	37	summarization	summarization	NOUN
bracis-33608	28	38	methods	method	NOUN
bracis-33608	28	39	to	to	PART
bracis-33608	28	40	take	take	VERB
bracis-33608	28	41	advantage	advantage	NOUN
bracis-33608	28	42	of	of	ADP
bracis-33608	28	43	document	document	NOUN
bracis-33608	28	44	prioritization	prioritization	NOUN
bracis-33608	28	45	;	;	PUNCT
bracis-33608	28	46	experiments	experiment	NOUN
bracis-33608	28	47	validated	validate	VERB
bracis-33608	28	48	with	with	ADP
bracis-33608	28	49	statistical	statistical	ADJ
bracis-33608	28	50	tests	test	NOUN
bracis-33608	28	51	pointing	point	VERB
bracis-33608	28	52	to	to	ADP
bracis-33608	28	53	relevant	relevant	ADJ
bracis-33608	28	54	differences	difference	NOUN
bracis-33608	28	55	in	in	ADP
bracis-33608	28	56	our	our	PRON
bracis-33608	28	57	results	result	NOUN
bracis-33608	28	58	;	;	PUNCT
bracis-33608	28	59	comparison	comparison	NOUN
bracis-33608	28	60	of	of	ADP
bracis-33608	28	61	some	some	DET
bracis-33608	28	62	popular	popular	ADJ
bracis-33608	28	63	summarization	summarization	NOUN
bracis-33608	28	64	techniques	technique	NOUN
bracis-33608	28	65	using	use	VERB
bracis-33608	28	66	the	the	DET
bracis-33608	28	67	same	same	ADJ
bracis-33608	28	68	datasets	dataset	NOUN
bracis-33608	28	69	and	and	CCONJ
bracis-33608	28	70	testing	testing	NOUN
bracis-33608	28	71	methodology	methodology	NOUN
bracis-33608	28	72	.	.	PUNCT
bracis-33608	29	1	our	our	PRON
bracis-33608	29	2	document	document	NOUN
bracis-33608	29	3	prioritizing	prioritize	VERB
bracis-33608	29	4	code	code	NOUN
bracis-33608	29	5	is	be	AUX
bracis-33608	29	6	made	make	VERB
bracis-33608	29	7	publicly	publicly	ADV
bracis-33608	29	8	availablefootnote	availablefootnote	VERB
bracis-33608	29	9	1	1	NUM
bracis-33608	29	10	.	.	PUNCT
bracis-33608	30	1	the	the	DET
bracis-33608	30	2	remainder	remainder	NOUN
bracis-33608	30	3	of	of	ADP
bracis-33608	30	4	this	this	DET
bracis-33608	30	5	article	article	NOUN
bracis-33608	30	6	is	be	AUX
bracis-33608	30	7	organized	organize	VERB
bracis-33608	30	8	as	as	SCONJ
bracis-33608	30	9	follows	follow	VERB
bracis-33608	30	10	.	.	PUNCT
bracis-33608	31	1	we	we	PRON
bracis-33608	31	2	review	review	VERB
bracis-33608	31	3	the	the	DET
bracis-33608	31	4	related	related	ADJ
bracis-33608	31	5	work	work	NOUN
bracis-33608	31	6	in	in	ADP
bracis-33608	31	7	sect	sect	NOUN
bracis-33608	31	8	.	.	PUNCT
bracis-33608	31	9	 	 	SPACE
bracis-33608	32	1	2	2	NUM
bracis-33608	32	2	.	.	PUNCT
bracis-33608	32	3	section	section	NOUN
bracis-33608	32	4	 	 	SPACE
bracis-33608	32	5	3	3	NUM
bracis-33608	32	6	presents	present	VERB
bracis-33608	32	7	the	the	DET
bracis-33608	32	8	proposed	propose	VERB
bracis-33608	32	9	model	model	NOUN
bracis-33608	32	10	description	description	NOUN
bracis-33608	32	11	.	.	PUNCT
bracis-33608	33	1	section	section	NOUN
bracis-33608	33	2	 	 	SPACE
bracis-33608	33	3	4	4	NUM
bracis-33608	33	4	describes	describe	VERB
bracis-33608	33	5	the	the	DET
bracis-33608	33	6	datasets	dataset	NOUN
bracis-33608	33	7	,	,	PUNCT
bracis-33608	33	8	the	the	DET
bracis-33608	33	9	baseline	baseline	NOUN
bracis-33608	33	10	methods	method	NOUN
bracis-33608	33	11	,	,	PUNCT
bracis-33608	33	12	the	the	DET
bracis-33608	33	13	changes	change	NOUN
bracis-33608	33	14	made	make	VERB
bracis-33608	33	15	to	to	ADP
bracis-33608	33	16	the	the	DET
bracis-33608	33	17	methods	method	NOUN
bracis-33608	33	18	to	to	PART
bracis-33608	33	19	include	include	VERB
bracis-33608	33	20	document	document	NOUN
bracis-33608	33	21	prioritization	prioritization	NOUN
bracis-33608	33	22	and	and	CCONJ
bracis-33608	33	23	information	information	NOUN
bracis-33608	33	24	about	about	ADP
bracis-33608	33	25	the	the	DET
bracis-33608	33	26	testing	testing	NOUN
bracis-33608	33	27	methodology	methodology	NOUN
bracis-33608	33	28	.	.	PUNCT
bracis-33608	34	1	in	in	ADP
bracis-33608	34	2	sect	sect	NOUN
bracis-33608	34	3	.	.	PUNCT
bracis-33608	34	4	 	 	SPACE
bracis-33608	34	5	5	5	NUM
bracis-33608	34	6	the	the	DET
bracis-33608	34	7	results	result	NOUN
bracis-33608	34	8	and	and	CCONJ
bracis-33608	34	9	discussions	discussion	NOUN
bracis-33608	34	10	are	be	AUX
bracis-33608	34	11	presented	present	VERB
bracis-33608	34	12	.	.	PUNCT
bracis-33608	35	1	finally	finally	ADV
bracis-33608	35	2	,	,	PUNCT
bracis-33608	35	3	sect	sect	NOUN
bracis-33608	35	4	.	.	PUNCT
bracis-33608	35	5	 	 	SPACE
bracis-33608	35	6	6	6	NUM
bracis-33608	35	7	brings	bring	VERB
bracis-33608	35	8	the	the	DET
bracis-33608	35	9	conclusion	conclusion	NOUN
bracis-33608	35	10	and	and	CCONJ
bracis-33608	35	11	future	future	ADJ
bracis-33608	35	12	works	work	NOUN
bracis-33608	35	13	.	.	PUNCT
bracis-33608	36	1	2	2	NUM
bracis-33608	36	2	related	relate	VERB
bracis-33608	36	3	work	work	NOUN
bracis-33608	36	4	cross	cross	ADJ
bracis-33608	36	5	-	-	ADJ
bracis-33608	36	6	document	document	ADJ
bracis-33608	36	7	relations	relation	NOUN
bracis-33608	36	8	should	should	AUX
bracis-33608	36	9	be	be	AUX
bracis-33608	36	10	taken	take	VERB
bracis-33608	36	11	into	into	ADP
bracis-33608	36	12	account	account	NOUN
bracis-33608	36	13	while	while	SCONJ
bracis-33608	36	14	summarizing	summarize	VERB
bracis-33608	36	15	multiple	multiple	ADJ
bracis-33608	36	16	documents	document	NOUN
bracis-33608	36	17	.	.	PUNCT
bracis-33608	37	1	these	these	DET
bracis-33608	37	2	relationships	relationship	NOUN
bracis-33608	37	3	are	be	AUX
bracis-33608	37	4	typically	typically	ADV
bracis-33608	37	5	used	use	VERB
bracis-33608	37	6	by	by	ADP
bracis-33608	37	7	summarizing	summarize	VERB
bracis-33608	37	8	techniques	technique	NOUN
bracis-33608	37	9	to	to	PART
bracis-33608	37	10	reduce	reduce	VERB
bracis-33608	37	11	repetition	repetition	NOUN
bracis-33608	37	12	and	and	CCONJ
bracis-33608	37	13	identify	identify	VERB
bracis-33608	37	14	the	the	DET
bracis-33608	37	15	most	most	ADV
bracis-33608	37	16	important	important	ADJ
bracis-33608	37	17	details	detail	NOUN
bracis-33608	37	18	.	.	PUNCT
bracis-33608	38	1	applying	apply	VERB
bracis-33608	38	2	clustering	clustering	ADJ
bracis-33608	38	3	techniques	technique	NOUN
bracis-33608	38	4	,	,	PUNCT
bracis-33608	38	5	such	such	ADJ
bracis-33608	38	6	as	as	ADP
bracis-33608	38	7	in	in	ADP
bracis-33608	38	8	[	[	X
bracis-33608	38	9	8	8	NUM
bracis-33608	38	10	,	,	PUNCT
bracis-33608	38	11	33	33	NUM
bracis-33608	38	12	]	]	PUNCT
bracis-33608	38	13	,	,	PUNCT
bracis-33608	38	14	is	be	AUX
bracis-33608	38	15	a	a	DET
bracis-33608	38	16	way	way	NOUN
bracis-33608	38	17	to	to	PART
bracis-33608	38	18	reduce	reduce	VERB
bracis-33608	38	19	redundancy	redundancy	NOUN
bracis-33608	38	20	.	.	PUNCT
bracis-33608	39	1	graphs	graph	NOUN
bracis-33608	39	2	are	be	AUX
bracis-33608	39	3	often	often	ADV
bracis-33608	39	4	used	use	VERB
bracis-33608	39	5	to	to	PART
bracis-33608	39	6	represent	represent	VERB
bracis-33608	39	7	the	the	DET
bracis-33608	39	8	relationship	relationship	NOUN
bracis-33608	39	9	between	between	ADP
bracis-33608	39	10	pieces	piece	NOUN
bracis-33608	39	11	of	of	ADP
bracis-33608	39	12	text	text	NOUN
bracis-33608	39	13	,	,	PUNCT
bracis-33608	39	14	as	as	ADP
bracis-33608	39	15	in	in	ADP
bracis-33608	39	16	[	[	X
bracis-33608	39	17	31	31	NUM
bracis-33608	39	18	]	]	PUNCT
bracis-33608	39	19	.	.	PUNCT
bracis-33608	40	1	this	this	DET
bracis-33608	40	2	work	work	NOUN
bracis-33608	40	3	used	use	VERB
bracis-33608	40	4	heterogeneous	heterogeneous	ADJ
bracis-33608	40	5	vertices	vertex	NOUN
bracis-33608	40	6	to	to	PART
bracis-33608	40	7	represent	represent	VERB
bracis-33608	40	8	information	information	NOUN
bracis-33608	40	9	of	of	ADP
bracis-33608	40	10	larger	large	ADJ
bracis-33608	40	11	granularity	granularity	NOUN
bracis-33608	40	12	,	,	PUNCT
bracis-33608	40	13	such	such	ADJ
bracis-33608	40	14	as	as	ADP
bracis-33608	40	15	sentences	sentence	NOUN
bracis-33608	40	16	,	,	PUNCT
bracis-33608	40	17	or	or	CCONJ
bracis-33608	40	18	smaller	small	ADJ
bracis-33608	40	19	granularity	granularity	NOUN
bracis-33608	40	20	,	,	PUNCT
bracis-33608	40	21	such	such	ADJ
bracis-33608	40	22	as	as	ADP
bracis-33608	40	23	words	word	NOUN
bracis-33608	40	24	.	.	PUNCT
bracis-33608	41	1	the	the	DET
bracis-33608	41	2	vertices	vertex	NOUN
bracis-33608	41	3	contained	contain	VERB
bracis-33608	41	4	embeddings	embedding	NOUN
bracis-33608	41	5	to	to	PART
bracis-33608	41	6	represent	represent	VERB
bracis-33608	41	7	information	information	NOUN
bracis-33608	41	8	,	,	PUNCT
bracis-33608	41	9	which	which	PRON
bracis-33608	41	10	were	be	AUX
bracis-33608	41	11	updated	update	VERB
bracis-33608	41	12	with	with	ADP
bracis-33608	41	13	graph	graph	NOUN
bracis-33608	41	14	attention	attention	NOUN
bracis-33608	41	15	networks	network	NOUN
bracis-33608	41	16	[	[	X
bracis-33608	41	17	29	29	NUM
bracis-33608	41	18	]	]	PUNCT
bracis-33608	41	19	.	.	PUNCT
bracis-33608	42	1	in	in	ADP
bracis-33608	42	2	[	[	X
bracis-33608	42	3	2	2	NUM
bracis-33608	42	4	]	]	PUNCT
bracis-33608	42	5	graphsum	graphsum	NOUN
bracis-33608	42	6	is	be	AUX
bracis-33608	42	7	presented	present	VERB
bracis-33608	42	8	,	,	PUNCT
bracis-33608	42	9	which	which	PRON
bracis-33608	42	10	analyzes	analyze	VERB
bracis-33608	42	11	text	text	NOUN
bracis-33608	42	12	fragments	fragment	NOUN
bracis-33608	42	13	to	to	PART
bracis-33608	42	14	select	select	VERB
bracis-33608	42	15	sentences	sentence	NOUN
bracis-33608	42	16	.	.	PUNCT
bracis-33608	43	1	text	text	NOUN
bracis-33608	43	2	fragments	fragment	NOUN
bracis-33608	43	3	are	be	AUX
bracis-33608	43	4	represented	represent	VERB
bracis-33608	43	5	as	as	ADP
bracis-33608	43	6	nodes	node	NOUN
bracis-33608	43	7	and	and	CCONJ
bracis-33608	43	8	a	a	DET
bracis-33608	43	9	variation	variation	NOUN
bracis-33608	43	10	of	of	ADP
bracis-33608	43	11	the	the	DET
bracis-33608	43	12	pagerank	pagerank	NOUN
bracis-33608	43	13	method	method	NOUN
bracis-33608	43	14	is	be	AUX
bracis-33608	43	15	proposed	propose	VERB
bracis-33608	43	16	to	to	PART
bracis-33608	43	17	favor	favor	VERB
bracis-33608	43	18	positive	positive	ADJ
bracis-33608	43	19	correlations	correlation	NOUN
bracis-33608	43	20	.	.	PUNCT
bracis-33608	44	1	the	the	DET
bracis-33608	44	2	encoder	encoder	NOUN
bracis-33608	44	3	-	-	PUNCT
bracis-33608	44	4	decoder	decoder	NOUN
bracis-33608	44	5	framework	framework	NOUN
bracis-33608	44	6	is	be	AUX
bracis-33608	44	7	a	a	DET
bracis-33608	44	8	widely	widely	ADV
bracis-33608	44	9	used	use	VERB
bracis-33608	44	10	method	method	NOUN
bracis-33608	44	11	in	in	ADP
bracis-33608	44	12	abstractive	abstractive	ADJ
bracis-33608	44	13	summarization	summarization	NOUN
bracis-33608	44	14	approaches	approach	NOUN
bracis-33608	44	15	,	,	PUNCT
bracis-33608	44	16	including	include	VERB
bracis-33608	44	17	multi	multi	ADJ
bracis-33608	44	18	-	-	ADJ
bracis-33608	44	19	document	document	ADJ
bracis-33608	44	20	scenarios	scenario	NOUN
bracis-33608	44	21	.	.	PUNCT
bracis-33608	45	1	with	with	ADP
bracis-33608	45	2	this	this	DET
bracis-33608	45	3	method	method	NOUN
bracis-33608	45	4	,	,	PUNCT
bracis-33608	45	5	the	the	DET
bracis-33608	45	6	encoder	encoder	NOUN
bracis-33608	45	7	layer	layer	NOUN
bracis-33608	45	8	aims	aim	VERB
bracis-33608	45	9	to	to	PART
bracis-33608	45	10	create	create	VERB
bracis-33608	45	11	a	a	DET
bracis-33608	45	12	representation	representation	NOUN
bracis-33608	45	13	of	of	ADP
bracis-33608	45	14	the	the	DET
bracis-33608	45	15	input	input	NOUN
bracis-33608	45	16	texts	text	NOUN
bracis-33608	45	17	,	,	PUNCT
bracis-33608	45	18	and	and	CCONJ
bracis-33608	45	19	the	the	DET
bracis-33608	45	20	decoder	decoder	NOUN
bracis-33608	45	21	generates	generate	VERB
bracis-33608	45	22	new	new	ADJ
bracis-33608	45	23	sentences	sentence	NOUN
bracis-33608	45	24	using	use	VERB
bracis-33608	45	25	this	this	DET
bracis-33608	45	26	representation	representation	NOUN
bracis-33608	45	27	.	.	PUNCT
bracis-33608	46	1	the	the	DET
bracis-33608	46	2	methodology	methodology	NOUN
bracis-33608	46	3	has	have	AUX
bracis-33608	46	4	shown	show	VERB
bracis-33608	46	5	good	good	ADJ
bracis-33608	46	6	results	result	NOUN
bracis-33608	46	7	,	,	PUNCT
bracis-33608	46	8	although	although	SCONJ
bracis-33608	46	9	there	there	PRON
bracis-33608	46	10	are	be	VERB
bracis-33608	46	11	still	still	ADV
bracis-33608	46	12	some	some	DET
bracis-33608	46	13	challenges	challenge	NOUN
bracis-33608	46	14	,	,	PUNCT
bracis-33608	46	15	especially	especially	ADV
bracis-33608	46	16	with	with	ADP
bracis-33608	46	17	long	long	ADJ
bracis-33608	46	18	documents	document	NOUN
bracis-33608	46	19	.	.	PUNCT
bracis-33608	47	1	to	to	PART
bracis-33608	47	2	mitigate	mitigate	VERB
bracis-33608	47	3	this	this	DET
bracis-33608	47	4	difficulty	difficulty	NOUN
bracis-33608	47	5	,	,	PUNCT
bracis-33608	47	6	[	[	X
bracis-33608	47	7	15	15	NUM
bracis-33608	47	8	]	]	PUNCT
bracis-33608	47	9	proposed	propose	VERB
bracis-33608	47	10	the	the	DET
bracis-33608	47	11	use	use	NOUN
bracis-33608	47	12	of	of	ADP
bracis-33608	47	13	graphs	graph	NOUN
bracis-33608	47	14	to	to	PART
bracis-33608	47	15	guide	guide	VERB
bracis-33608	47	16	abstractive	abstractive	ADJ
bracis-33608	47	17	summarization	summarization	NOUN
bracis-33608	47	18	.	.	PUNCT
bracis-33608	48	1	a	a	DET
bracis-33608	48	2	popular	popular	ADJ
bracis-33608	48	3	datasets	dataset	NOUN
bracis-33608	48	4	for	for	ADP
bracis-33608	48	5	evaluating	evaluate	VERB
bracis-33608	48	6	multi	multi	ADJ
bracis-33608	48	7	-	-	ADJ
bracis-33608	48	8	document	document	ADJ
bracis-33608	48	9	approaches	approach	NOUN
bracis-33608	48	10	is	be	AUX
bracis-33608	48	11	presented	present	VERB
bracis-33608	48	12	in	in	ADP
bracis-33608	48	13	[	[	X
bracis-33608	48	14	9	9	NUM
bracis-33608	48	15	]	]	PUNCT
bracis-33608	48	16	,	,	PUNCT
bracis-33608	48	17	which	which	PRON
bracis-33608	48	18	also	also	ADV
bracis-33608	48	19	proposes	propose	VERB
bracis-33608	48	20	a	a	DET
bracis-33608	48	21	summarization	summarization	NOUN
bracis-33608	48	22	technique	technique	NOUN
bracis-33608	48	23	.	.	PUNCT
bracis-33608	49	1	the	the	DET
bracis-33608	49	2	suggested	suggest	VERB
bracis-33608	49	3	approach	approach	NOUN
bracis-33608	49	4	is	be	AUX
bracis-33608	49	5	a	a	DET
bracis-33608	49	6	change	change	NOUN
bracis-33608	49	7	to	to	ADP
bracis-33608	49	8	the	the	DET
bracis-33608	49	9	point	point	NOUN
bracis-33608	49	10	-	-	PUNCT
bracis-33608	49	11	generator	generator	NOUN
bracis-33608	49	12	summarizer	summarizer	NOUN
bracis-33608	49	13	[	[	X
bracis-33608	49	14	26	26	NUM
bracis-33608	49	15	]	]	PUNCT
bracis-33608	49	16	,	,	PUNCT
bracis-33608	49	17	applying	apply	VERB
bracis-33608	49	18	an	an	DET
bracis-33608	49	19	attention	attention	NOUN
bracis-33608	49	20	layer	layer	NOUN
bracis-33608	49	21	that	that	PRON
bracis-33608	49	22	includes	include	VERB
bracis-33608	49	23	the	the	DET
bracis-33608	49	24	importance	importance	NOUN
bracis-33608	49	25	of	of	ADP
bracis-33608	49	26	sentences	sentence	NOUN
bracis-33608	49	27	.	.	PUNCT
bracis-33608	50	1	to	to	PART
bracis-33608	50	2	determine	determine	VERB
bracis-33608	50	3	the	the	DET
bracis-33608	50	4	importance	importance	NOUN
bracis-33608	50	5	of	of	ADP
bracis-33608	50	6	sentences	sentence	NOUN
bracis-33608	50	7	,	,	PUNCT
bracis-33608	50	8	a	a	DET
bracis-33608	50	9	bidirectional	bidirectional	ADJ
bracis-33608	50	10	lstm	lstm	NOUN
bracis-33608	50	11	network	network	NOUN
bracis-33608	50	12	is	be	AUX
bracis-33608	50	13	applied	apply	VERB
bracis-33608	50	14	to	to	PART
bracis-33608	50	15	produce	produce	VERB
bracis-33608	50	16	embeddings	embedding	NOUN
bracis-33608	50	17	.	.	PUNCT
bracis-33608	51	1	using	use	VERB
bracis-33608	51	2	the	the	DET
bracis-33608	51	3	sentence	sentence	NOUN
bracis-33608	51	4	representations	representation	NOUN
bracis-33608	51	5	as	as	ADP
bracis-33608	51	6	input	input	NOUN
bracis-33608	51	7	,	,	PUNCT
bracis-33608	51	8	a	a	DET
bracis-33608	51	9	similar	similar	ADJ
bracis-33608	51	10	process	process	NOUN
bracis-33608	51	11	is	be	AUX
bracis-33608	51	12	applied	apply	VERB
bracis-33608	51	13	to	to	PART
bracis-33608	51	14	produce	produce	VERB
bracis-33608	51	15	the	the	DET
bracis-33608	51	16	document	document	NOUN
bracis-33608	51	17	representation	representation	NOUN
bracis-33608	51	18	.	.	PUNCT
bracis-33608	52	1	this	this	DET
bracis-33608	52	2	outputs	output	NOUN
bracis-33608	52	3	are	be	AUX
bracis-33608	52	4	used	use	VERB
bracis-33608	52	5	to	to	PART
bracis-33608	52	6	identify	identify	VERB
bracis-33608	52	7	the	the	DET
bracis-33608	52	8	most	most	ADV
bracis-33608	52	9	important	important	ADJ
bracis-33608	52	10	sentences	sentence	NOUN
bracis-33608	52	11	,	,	PUNCT
bracis-33608	52	12	which	which	PRON
bracis-33608	52	13	occurs	occur	VERB
bracis-33608	52	14	with	with	ADP
bracis-33608	52	15	a	a	DET
bracis-33608	52	16	variation	variation	NOUN
bracis-33608	52	17	of	of	ADP
bracis-33608	52	18	the	the	DET
bracis-33608	52	19	mmr	mmr	PROPN
bracis-33608	53	1	[	[	X
bracis-33608	53	2	3	3	NUM
bracis-33608	53	3	]	]	X
bracis-33608	53	4	technique	technique	NOUN
bracis-33608	53	5	.	.	PUNCT
bracis-33608	54	1	in	in	ADP
bracis-33608	54	2	the	the	DET
bracis-33608	54	3	works	work	NOUN
bracis-33608	54	4	retrieved	retrieve	VERB
bracis-33608	54	5	,	,	PUNCT
bracis-33608	54	6	the	the	DET
bracis-33608	54	7	main	main	ADJ
bracis-33608	54	8	motivation	motivation	NOUN
bracis-33608	54	9	for	for	ADP
bracis-33608	54	10	extracting	extract	VERB
bracis-33608	54	11	cross	cross	ADJ
bracis-33608	54	12	-	-	ADJ
bracis-33608	54	13	document	document	ADJ
bracis-33608	54	14	relations	relation	NOUN
bracis-33608	54	15	is	be	AUX
bracis-33608	54	16	the	the	DET
bracis-33608	54	17	reduction	reduction	NOUN
bracis-33608	54	18	of	of	ADP
bracis-33608	54	19	redundancy	redundancy	NOUN
bracis-33608	54	20	and	and	CCONJ
bracis-33608	54	21	identification	identification	NOUN
bracis-33608	54	22	of	of	ADP
bracis-33608	54	23	the	the	DET
bracis-33608	54	24	most	most	ADV
bracis-33608	54	25	important	important	ADJ
bracis-33608	54	26	sentences	sentence	NOUN
bracis-33608	54	27	.	.	PUNCT
bracis-33608	55	1	in	in	ADP
bracis-33608	55	2	contrast	contrast	NOUN
bracis-33608	55	3	to	to	ADP
bracis-33608	55	4	these	these	DET
bracis-33608	55	5	approaches	approach	NOUN
bracis-33608	55	6	,	,	PUNCT
bracis-33608	55	7	our	our	PRON
bracis-33608	55	8	goal	goal	NOUN
bracis-33608	55	9	is	be	AUX
bracis-33608	55	10	to	to	PART
bracis-33608	55	11	evaluate	evaluate	VERB
bracis-33608	55	12	entire	entire	ADJ
bracis-33608	55	13	documents	document	NOUN
bracis-33608	55	14	.	.	PUNCT
bracis-33608	56	1	beyond	beyond	ADP
bracis-33608	56	2	just	just	ADV
bracis-33608	56	3	finding	find	VERB
bracis-33608	56	4	documents	document	NOUN
bracis-33608	56	5	with	with	ADP
bracis-33608	56	6	the	the	DET
bracis-33608	56	7	most	most	ADV
bracis-33608	56	8	pertinent	pertinent	ADJ
bracis-33608	56	9	information	information	NOUN
bracis-33608	56	10	,	,	PUNCT
bracis-33608	56	11	our	our	PRON
bracis-33608	56	12	method	method	NOUN
bracis-33608	56	13	seeks	seek	VERB
bracis-33608	56	14	to	to	PART
bracis-33608	56	15	identify	identify	VERB
bracis-33608	56	16	those	those	PRON
bracis-33608	56	17	that	that	PRON
bracis-33608	56	18	are	be	AUX
bracis-33608	56	19	capable	capable	ADJ
bracis-33608	56	20	of	of	ADP
bracis-33608	56	21	producing	produce	VERB
bracis-33608	56	22	the	the	DET
bracis-33608	56	23	best	good	ADJ
bracis-33608	56	24	summaries	summary	NOUN
bracis-33608	56	25	.	.	PUNCT
bracis-33608	57	1	a	a	DET
bracis-33608	57	2	possible	possible	ADJ
bracis-33608	57	3	application	application	NOUN
bracis-33608	57	4	,	,	PUNCT
bracis-33608	57	5	which	which	PRON
bracis-33608	57	6	will	will	AUX
bracis-33608	57	7	be	be	AUX
bracis-33608	57	8	demonstrated	demonstrate	VERB
bracis-33608	57	9	in	in	ADP
bracis-33608	57	10	our	our	PRON
bracis-33608	57	11	experiments	experiment	NOUN
bracis-33608	57	12	,	,	PUNCT
bracis-33608	57	13	is	be	AUX
bracis-33608	57	14	the	the	DET
bracis-33608	57	15	use	use	NOUN
bracis-33608	57	16	of	of	ADP
bracis-33608	57	17	an	an	DET
bracis-33608	57	18	additional	additional	ADJ
bracis-33608	57	19	layer	layer	NOUN
bracis-33608	57	20	in	in	ADP
bracis-33608	57	21	the	the	DET
bracis-33608	57	22	evaluation	evaluation	NOUN
bracis-33608	57	23	of	of	ADP
bracis-33608	57	24	sentences	sentence	NOUN
bracis-33608	57	25	,	,	PUNCT
bracis-33608	57	26	prioritizing	prioritize	VERB
bracis-33608	57	27	the	the	DET
bracis-33608	57	28	sentences	sentence	NOUN
bracis-33608	57	29	that	that	PRON
bracis-33608	57	30	are	be	AUX
bracis-33608	57	31	present	present	ADJ
bracis-33608	57	32	in	in	ADP
bracis-33608	57	33	the	the	DET
bracis-33608	57	34	best	good	ADJ
bracis-33608	57	35	documents	document	NOUN
bracis-33608	57	36	.	.	PUNCT
bracis-33608	58	1	3	3	NUM
bracis-33608	58	2	model	model	NOUN
bracis-33608	58	3	description	description	NOUN
bracis-33608	58	4	the	the	DET
bracis-33608	58	5	suggested	suggest	VERB
bracis-33608	58	6	approach	approach	NOUN
bracis-33608	58	7	seeks	seek	VERB
bracis-33608	58	8	to	to	PART
bracis-33608	58	9	determine	determine	VERB
bracis-33608	58	10	which	which	DET
bracis-33608	58	11	articles	article	NOUN
bracis-33608	58	12	produce	produce	VERB
bracis-33608	58	13	the	the	DET
bracis-33608	58	14	best	good	ADJ
bracis-33608	58	15	summaries	summary	NOUN
bracis-33608	58	16	,	,	PUNCT
bracis-33608	58	17	allowing	allow	VERB
bracis-33608	58	18	documents	document	NOUN
bracis-33608	58	19	to	to	PART
bracis-33608	58	20	be	be	AUX
bracis-33608	58	21	ranked	rank	VERB
bracis-33608	58	22	in	in	ADP
bracis-33608	58	23	order	order	NOUN
bracis-33608	58	24	of	of	ADP
bracis-33608	58	25	importance	importance	NOUN
bracis-33608	58	26	for	for	ADP
bracis-33608	58	27	information	information	NOUN
bracis-33608	58	28	extraction	extraction	NOUN
bracis-33608	58	29	.	.	PUNCT
bracis-33608	59	1	the	the	DET
bracis-33608	59	2	hypothesis	hypothesis	NOUN
bracis-33608	59	3	is	be	AUX
bracis-33608	59	4	that	that	SCONJ
bracis-33608	59	5	better	well	ADJ
bracis-33608	59	6	summaries	summary	NOUN
bracis-33608	59	7	can	can	AUX
bracis-33608	59	8	be	be	AUX
bracis-33608	59	9	produced	produce	VERB
bracis-33608	59	10	when	when	SCONJ
bracis-33608	59	11	more	more	ADJ
bracis-33608	59	12	sentences	sentence	NOUN
bracis-33608	59	13	are	be	AUX
bracis-33608	59	14	extracted	extract	VERB
bracis-33608	59	15	from	from	ADP
bracis-33608	59	16	the	the	DET
bracis-33608	59	17	best	good	ADJ
bracis-33608	59	18	documents	document	NOUN
bracis-33608	59	19	.	.	PUNCT
bracis-33608	60	1	in	in	ADP
bracis-33608	60	2	the	the	DET
bracis-33608	60	3	datasets	dataset	NOUN
bracis-33608	60	4	we	we	PRON
bracis-33608	60	5	consider	consider	VERB
bracis-33608	60	6	,	,	PUNCT
bracis-33608	60	7	which	which	PRON
bracis-33608	60	8	are	be	AUX
bracis-33608	60	9	presented	present	VERB
bracis-33608	60	10	in	in	ADP
bracis-33608	60	11	sect	sect	NOUN
bracis-33608	60	12	.	.	PUNCT
bracis-33608	60	13	 	 	SPACE
bracis-33608	60	14	4	4	NUM
bracis-33608	60	15	,	,	PUNCT
bracis-33608	60	16	we	we	PRON
bracis-33608	60	17	observe	observe	VERB
bracis-33608	60	18	that	that	SCONJ
bracis-33608	60	19	each	each	DET
bracis-33608	60	20	sample	sample	NOUN
bracis-33608	60	21	is	be	AUX
bracis-33608	60	22	composed	compose	VERB
bracis-33608	60	23	of	of	ADP
bracis-33608	60	24	a	a	DET
bracis-33608	60	25	variable	variable	ADJ
bracis-33608	60	26	number	number	NOUN
bracis-33608	60	27	of	of	ADP
bracis-33608	60	28	input	input	NOUN
bracis-33608	60	29	documents	document	NOUN
bracis-33608	60	30	.	.	PUNCT
bracis-33608	61	1	for	for	ADP
bracis-33608	61	2	simplicity	simplicity	NOUN
bracis-33608	61	3	,	,	PUNCT
bracis-33608	61	4	we	we	PRON
bracis-33608	61	5	suggest	suggest	VERB
bracis-33608	61	6	a	a	DET
bracis-33608	61	7	technique	technique	NOUN
bracis-33608	61	8	for	for	ADP
bracis-33608	61	9	evaluating	evaluate	VERB
bracis-33608	61	10	pairs	pair	NOUN
bracis-33608	61	11	of	of	ADP
bracis-33608	61	12	documents	document	NOUN
bracis-33608	61	13	,	,	PUNCT
bracis-33608	61	14	which	which	PRON
bracis-33608	61	15	allows	allow	VERB
bracis-33608	61	16	us	we	PRON
bracis-33608	61	17	to	to	PART
bracis-33608	61	18	rank	rank	VERB
bracis-33608	61	19	documents	document	NOUN
bracis-33608	61	20	by	by	ADP
bracis-33608	61	21	applying	apply	VERB
bracis-33608	61	22	multiple	multiple	ADJ
bracis-33608	61	23	comparisons	comparison	NOUN
bracis-33608	61	24	.	.	PUNCT
bracis-33608	62	1	in	in	ADP
bracis-33608	62	2	this	this	DET
bracis-33608	62	3	way	way	NOUN
bracis-33608	62	4	,	,	PUNCT
bracis-33608	62	5	the	the	DET
bracis-33608	62	6	model	model	NOUN
bracis-33608	62	7	needs	need	VERB
bracis-33608	62	8	to	to	PART
bracis-33608	62	9	be	be	AUX
bracis-33608	62	10	able	able	ADJ
bracis-33608	62	11	to	to	PART
bracis-33608	62	12	determine	determine	VERB
bracis-33608	62	13	which	which	PRON
bracis-33608	62	14	of	of	ADP
bracis-33608	62	15	the	the	DET
bracis-33608	62	16	two	two	NUM
bracis-33608	62	17	input	input	NOUN
bracis-33608	62	18	texts	text	NOUN
bracis-33608	62	19	has	have	VERB
bracis-33608	62	20	the	the	DET
bracis-33608	62	21	highest	high	ADJ
bracis-33608	62	22	likelihood	likelihood	NOUN
bracis-33608	62	23	of	of	ADP
bracis-33608	62	24	yielding	yield	VERB
bracis-33608	62	25	a	a	DET
bracis-33608	62	26	good	good	ADJ
bracis-33608	62	27	summary	summary	NOUN
bracis-33608	62	28	,	,	PUNCT
bracis-33608	62	29	and	and	CCONJ
bracis-33608	62	30	siamese	siamese	ADJ
bracis-33608	62	31	networks	network	NOUN
bracis-33608	62	32	are	be	AUX
bracis-33608	62	33	useful	useful	ADJ
bracis-33608	62	34	for	for	ADP
bracis-33608	62	35	learning	learn	VERB
bracis-33608	62	36	by	by	ADP
bracis-33608	62	37	comparison	comparison	NOUN
bracis-33608	62	38	[	[	X
bracis-33608	62	39	16	16	NUM
bracis-33608	62	40	]	]	PUNCT
bracis-33608	62	41	.	.	PUNCT
bracis-33608	63	1	in	in	ADP
bracis-33608	63	2	its	its	PRON
bracis-33608	63	3	simplest	simple	ADJ
bracis-33608	63	4	configuration	configuration	NOUN
bracis-33608	63	5	,	,	PUNCT
bracis-33608	63	6	a	a	DET
bracis-33608	63	7	siamese	siamese	ADJ
bracis-33608	63	8	network	network	NOUN
bracis-33608	63	9	is	be	AUX
bracis-33608	63	10	composed	compose	VERB
bracis-33608	63	11	of	of	ADP
bracis-33608	63	12	two	two	NUM
bracis-33608	63	13	attribute	attribute	NOUN
bracis-33608	63	14	extraction	extraction	NOUN
bracis-33608	63	15	networks	network	NOUN
bracis-33608	63	16	,	,	PUNCT
bracis-33608	63	17	one	one	NUM
bracis-33608	63	18	for	for	ADP
bracis-33608	63	19	each	each	DET
bracis-33608	63	20	input	input	NOUN
bracis-33608	63	21	,	,	PUNCT
bracis-33608	63	22	and	and	CCONJ
bracis-33608	63	23	a	a	DET
bracis-33608	63	24	comparison	comparison	NOUN
bracis-33608	63	25	head	head	NOUN
bracis-33608	63	26	.	.	PUNCT
bracis-33608	64	1	this	this	DET
bracis-33608	64	2	architecture	architecture	NOUN
bracis-33608	64	3	is	be	AUX
bracis-33608	64	4	flexible	flexible	ADJ
bracis-33608	64	5	enough	enough	ADV
bracis-33608	64	6	to	to	PART
bracis-33608	64	7	allow	allow	VERB
bracis-33608	64	8	deep	deep	ADJ
bracis-33608	64	9	-	-	PUNCT
bracis-33608	64	10	learning	learn	VERB
bracis-33608	64	11	techniques	technique	NOUN
bracis-33608	64	12	to	to	PART
bracis-33608	64	13	be	be	AUX
bracis-33608	64	14	applied	apply	VERB
bracis-33608	64	15	to	to	ADP
bracis-33608	64	16	the	the	DET
bracis-33608	64	17	feature	feature	NOUN
bracis-33608	64	18	extraction	extraction	NOUN
bracis-33608	64	19	layer	layer	NOUN
bracis-33608	64	20	,	,	PUNCT
bracis-33608	64	21	which	which	PRON
bracis-33608	64	22	is	be	AUX
bracis-33608	64	23	a	a	DET
bracis-33608	64	24	configuration	configuration	NOUN
bracis-33608	64	25	that	that	PRON
bracis-33608	64	26	has	have	AUX
bracis-33608	64	27	achieved	achieve	VERB
bracis-33608	64	28	state	state	NOUN
bracis-33608	64	29	-	-	PUNCT
bracis-33608	64	30	of	of	ADP
bracis-33608	64	31	-	-	PUNCT
bracis-33608	64	32	the	the	DET
bracis-33608	64	33	-	-	PUNCT
bracis-33608	64	34	art	art	NOUN
bracis-33608	64	35	results	result	NOUN
bracis-33608	64	36	in	in	ADP
bracis-33608	64	37	different	different	ADJ
bracis-33608	64	38	tasks	task	NOUN
bracis-33608	64	39	[	[	X
bracis-33608	64	40	1	1	NUM
bracis-33608	64	41	,	,	PUNCT
bracis-33608	64	42	14	14	NUM
bracis-33608	64	43	,	,	PUNCT
bracis-33608	64	44	30	30	NUM
bracis-33608	64	45	]	]	PUNCT
bracis-33608	64	46	.	.	PUNCT
bracis-33608	65	1	additionally	additionally	ADV
bracis-33608	65	2	,	,	PUNCT
bracis-33608	65	3	the	the	DET
bracis-33608	65	4	two	two	NUM
bracis-33608	65	5	feature	feature	NOUN
bracis-33608	65	6	extraction	extraction	NOUN
bracis-33608	65	7	networks	network	NOUN
bracis-33608	65	8	have	have	VERB
bracis-33608	65	9	identical	identical	ADJ
bracis-33608	65	10	connection	connection	NOUN
bracis-33608	65	11	weights	weight	NOUN
bracis-33608	65	12	,	,	PUNCT
bracis-33608	65	13	ensuring	ensure	VERB
bracis-33608	65	14	a	a	DET
bracis-33608	65	15	similar	similar	ADJ
bracis-33608	65	16	processing	processing	NOUN
bracis-33608	65	17	method	method	NOUN
bracis-33608	65	18	for	for	ADP
bracis-33608	65	19	both	both	DET
bracis-33608	65	20	input	input	NOUN
bracis-33608	65	21	data	datum	NOUN
bracis-33608	65	22	.	.	PUNCT
bracis-33608	66	1	in	in	ADP
bracis-33608	66	2	our	our	PRON
bracis-33608	66	3	model	model	NOUN
bracis-33608	66	4	,	,	PUNCT
bracis-33608	66	5	as	as	SCONJ
bracis-33608	66	6	depicted	depict	VERB
bracis-33608	66	7	in	in	ADP
bracis-33608	66	8	fig	fig	NOUN
bracis-33608	66	9	.	.	PUNCT
bracis-33608	66	10	 	 	SPACE
bracis-33608	66	11	1	1	NUM
bracis-33608	66	12	,	,	PUNCT
bracis-33608	66	13	each	each	DET
bracis-33608	66	14	input	input	NOUN
bracis-33608	66	15	document	document	NOUN
bracis-33608	66	16	is	be	AUX
bracis-33608	66	17	processed	process	VERB
bracis-33608	66	18	by	by	ADP
bracis-33608	66	19	a	a	DET
bracis-33608	66	20	neural	neural	ADJ
bracis-33608	66	21	network	network	NOUN
bracis-33608	66	22	and	and	CCONJ
bracis-33608	66	23	produces	produce	VERB
bracis-33608	66	24	a	a	DET
bracis-33608	66	25	representation	representation	NOUN
bracis-33608	66	26	as	as	ADP
bracis-33608	66	27	document	document	NOUN
bracis-33608	66	28	embeddings	embedding	NOUN
bracis-33608	66	29	.	.	PUNCT
bracis-33608	67	1	these	these	DET
bracis-33608	67	2	embeddings	embedding	NOUN
bracis-33608	67	3	are	be	AUX
bracis-33608	67	4	used	use	VERB
bracis-33608	67	5	in	in	ADP
bracis-33608	67	6	a	a	DET
bracis-33608	67	7	classifier	classifier	NOUN
bracis-33608	67	8	to	to	PART
bracis-33608	67	9	identify	identify	VERB
bracis-33608	67	10	the	the	DET
bracis-33608	67	11	best	good	ADJ
bracis-33608	67	12	document	document	NOUN
bracis-33608	67	13	.	.	PUNCT
bracis-33608	68	1	during	during	ADP
bracis-33608	68	2	training	training	NOUN
bracis-33608	68	3	,	,	PUNCT
bracis-33608	68	4	the	the	DET
bracis-33608	68	5	error	error	NOUN
bracis-33608	68	6	observed	observe	VERB
bracis-33608	68	7	in	in	ADP
bracis-33608	68	8	the	the	DET
bracis-33608	68	9	classification	classification	NOUN
bracis-33608	68	10	is	be	AUX
bracis-33608	68	11	used	use	VERB
bracis-33608	68	12	to	to	PART
bracis-33608	68	13	adjust	adjust	VERB
bracis-33608	68	14	the	the	DET
bracis-33608	68	15	entire	entire	ADJ
bracis-33608	68	16	network	network	NOUN
bracis-33608	68	17	,	,	PUNCT
bracis-33608	68	18	including	include	VERB
bracis-33608	68	19	the	the	DET
bracis-33608	68	20	two	two	NUM
bracis-33608	68	21	networks	network	NOUN
bracis-33608	68	22	that	that	PRON
bracis-33608	68	23	produce	produce	VERB
bracis-33608	68	24	the	the	DET
bracis-33608	68	25	document	document	NOUN
bracis-33608	68	26	embeddings	embedding	NOUN
bracis-33608	68	27	.	.	PUNCT
bracis-33608	69	1	with	with	ADP
bracis-33608	69	2	this	this	DET
bracis-33608	69	3	approach	approach	NOUN
bracis-33608	69	4	,	,	PUNCT
bracis-33608	69	5	the	the	DET
bracis-33608	69	6	reduction	reduction	NOUN
bracis-33608	69	7	of	of	ADP
bracis-33608	69	8	errors	error	NOUN
bracis-33608	69	9	in	in	ADP
bracis-33608	69	10	the	the	DET
bracis-33608	69	11	classifier	classifier	NOUN
bracis-33608	69	12	occurs	occur	VERB
bracis-33608	69	13	through	through	ADP
bracis-33608	69	14	the	the	DET
bracis-33608	69	15	optimization	optimization	NOUN
bracis-33608	69	16	of	of	ADP
bracis-33608	69	17	document	document	NOUN
bracis-33608	69	18	representations	representation	NOUN
bracis-33608	69	19	,	,	PUNCT
bracis-33608	69	20	which	which	PRON
bracis-33608	69	21	requires	require	VERB
bracis-33608	69	22	the	the	DET
bracis-33608	69	23	network	network	NOUN
bracis-33608	69	24	to	to	PART
bracis-33608	69	25	learn	learn	VERB
bracis-33608	69	26	how	how	SCONJ
bracis-33608	69	27	to	to	PART
bracis-33608	69	28	identify	identify	VERB
bracis-33608	69	29	the	the	DET
bracis-33608	69	30	most	most	ADV
bracis-33608	69	31	useful	useful	ADJ
bracis-33608	69	32	attributes	attribute	NOUN
bracis-33608	69	33	for	for	ADP
bracis-33608	69	34	evaluating	evaluate	VERB
bracis-33608	69	35	document	document	NOUN
bracis-33608	69	36	quality	quality	NOUN
bracis-33608	69	37	.	.	PUNCT
bracis-33608	70	1	fig	fig	NOUN
bracis-33608	70	2	.	.	PUNCT
bracis-33608	71	1	1	1	X
bracis-33608	71	2	.	.	X
bracis-33608	71	3	document	document	NOUN
bracis-33608	71	4	comparison	comparison	NOUN
bracis-33608	71	5	using	use	VERB
bracis-33608	71	6	siamese	siamese	ADJ
bracis-33608	71	7	network	network	NOUN
bracis-33608	71	8	.	.	PUNCT
bracis-33608	72	1	two	two	NUM
bracis-33608	72	2	documents	document	NOUN
bracis-33608	72	3	are	be	AUX
bracis-33608	72	4	evaluated	evaluate	VERB
bracis-33608	72	5	by	by	ADP
bracis-33608	72	6	neural	neural	ADJ
bracis-33608	72	7	networks	network	NOUN
bracis-33608	72	8	with	with	ADP
bracis-33608	72	9	the	the	DET
bracis-33608	72	10	same	same	ADJ
bracis-33608	72	11	connection	connection	NOUN
bracis-33608	72	12	values	value	NOUN
bracis-33608	72	13	.	.	PUNCT
bracis-33608	73	1	the	the	DET
bracis-33608	73	2	output	output	NOUN
bracis-33608	73	3	is	be	AUX
bracis-33608	73	4	embeddings	embedding	NOUN
bracis-33608	73	5	that	that	PRON
bracis-33608	73	6	are	be	AUX
bracis-33608	73	7	input	input	NOUN
bracis-33608	73	8	to	to	ADP
bracis-33608	73	9	a	a	DET
bracis-33608	73	10	classifier	classifier	NOUN
bracis-33608	73	11	.	.	PUNCT
bracis-33608	74	1	full	full	ADJ
bracis-33608	74	2	size	size	NOUN
bracis-33608	74	3	image	image	NOUN
bracis-33608	74	4	figure	figure	NOUN
bracis-33608	74	5	 	 	SPACE
bracis-33608	74	6	2	2	NUM
bracis-33608	74	7	shows	show	VERB
bracis-33608	74	8	the	the	DET
bracis-33608	74	9	network	network	NOUN
bracis-33608	74	10	in	in	ADP
bracis-33608	74	11	more	more	ADJ
bracis-33608	74	12	detail	detail	NOUN
bracis-33608	74	13	up	up	ADP
bracis-33608	74	14	until	until	ADP
bracis-33608	74	15	the	the	DET
bracis-33608	74	16	point	point	NOUN
bracis-33608	74	17	where	where	SCONJ
bracis-33608	74	18	the	the	DET
bracis-33608	74	19	document	document	NOUN
bracis-33608	74	20	representation	representation	NOUN
bracis-33608	74	21	stage	stage	NOUN
bracis-33608	74	22	is	be	AUX
bracis-33608	74	23	completed	complete	VERB
bracis-33608	74	24	.	.	PUNCT
bracis-33608	75	1	in	in	ADP
bracis-33608	75	2	this	this	DET
bracis-33608	75	3	figure	figure	NOUN
bracis-33608	75	4	,	,	PUNCT
bracis-33608	75	5	the	the	DET
bracis-33608	75	6	input	input	NOUN
bracis-33608	75	7	documents	document	NOUN
bracis-33608	75	8	are	be	AUX
bracis-33608	75	9	used	use	VERB
bracis-33608	75	10	to	to	PART
bracis-33608	75	11	produce	produce	VERB
bracis-33608	75	12	word	word	NOUN
bracis-33608	75	13	embeddings	embedding	NOUN
bracis-33608	75	14	that	that	PRON
bracis-33608	75	15	are	be	AUX
bracis-33608	75	16	processed	process	VERB
bracis-33608	75	17	by	by	ADP
bracis-33608	75	18	a	a	DET
bracis-33608	75	19	convolutional	convolutional	ADJ
bracis-33608	75	20	neural	neural	ADJ
bracis-33608	75	21	network	network	NOUN
bracis-33608	75	22	(	(	PUNCT
bracis-33608	75	23	cnn	cnn	PROPN
bracis-33608	75	24	)	)	PUNCT
bracis-33608	76	1	[	[	X
bracis-33608	76	2	17	17	NUM
bracis-33608	76	3	]	]	PUNCT
bracis-33608	76	4	.	.	PUNCT
bracis-33608	77	1	cnn	cnn	PROPN
bracis-33608	77	2	provide	provide	VERB
bracis-33608	77	3	adjustable	adjustable	ADJ
bracis-33608	77	4	configurations	configuration	NOUN
bracis-33608	77	5	that	that	PRON
bracis-33608	77	6	enable	enable	VERB
bracis-33608	77	7	evaluating	evaluate	VERB
bracis-33608	77	8	the	the	DET
bracis-33608	77	9	precision	precision	NOUN
bracis-33608	77	10	increase	increase	NOUN
bracis-33608	77	11	as	as	ADP
bracis-33608	77	12	a	a	DET
bracis-33608	77	13	function	function	NOUN
bracis-33608	77	14	of	of	ADP
bracis-33608	77	15	computing	compute	VERB
bracis-33608	77	16	cost	cost	NOUN
bracis-33608	77	17	in	in	ADP
bracis-33608	77	18	addition	addition	NOUN
bracis-33608	77	19	to	to	ADP
bracis-33608	77	20	the	the	DET
bracis-33608	77	21	possibility	possibility	NOUN
bracis-33608	77	22	of	of	ADP
bracis-33608	77	23	applying	apply	VERB
bracis-33608	77	24	parallel	parallel	ADJ
bracis-33608	77	25	processing	processing	NOUN
bracis-33608	77	26	.	.	PUNCT
bracis-33608	78	1	furthermore	furthermore	ADV
bracis-33608	78	2	,	,	PUNCT
bracis-33608	78	3	this	this	DET
bracis-33608	78	4	type	type	NOUN
bracis-33608	78	5	of	of	ADP
bracis-33608	78	6	network	network	NOUN
bracis-33608	78	7	has	have	AUX
bracis-33608	78	8	been	be	AUX
bracis-33608	78	9	successfully	successfully	ADV
bracis-33608	78	10	applied	apply	VERB
bracis-33608	78	11	to	to	ADP
bracis-33608	78	12	a	a	DET
bracis-33608	78	13	variety	variety	NOUN
bracis-33608	78	14	of	of	ADP
bracis-33608	78	15	problems	problem	NOUN
bracis-33608	78	16	such	such	ADJ
bracis-33608	78	17	as	as	ADP
bracis-33608	78	18	news	news	NOUN
bracis-33608	78	19	classification	classification	NOUN
bracis-33608	78	20	[	[	X
bracis-33608	78	21	10	10	NUM
bracis-33608	78	22	]	]	PUNCT
bracis-33608	78	23	,	,	PUNCT
bracis-33608	78	24	medical	medical	ADJ
bracis-33608	78	25	image	image	NOUN
bracis-33608	78	26	classification	classification	NOUN
bracis-33608	79	1	[	[	X
bracis-33608	79	2	5	5	NUM
bracis-33608	79	3	]	]	PUNCT
bracis-33608	79	4	and	and	CCONJ
bracis-33608	79	5	energy	energy	NOUN
bracis-33608	79	6	demand	demand	NOUN
bracis-33608	79	7	prediction	prediction	NOUN
bracis-33608	80	1	[	[	X
bracis-33608	80	2	25	25	NUM
bracis-33608	80	3	]	]	PUNCT
bracis-33608	80	4	.	.	PUNCT
bracis-33608	81	1	our	our	PRON
bracis-33608	81	2	network	network	NOUN
bracis-33608	81	3	is	be	AUX
bracis-33608	81	4	composed	compose	VERB
bracis-33608	81	5	of	of	ADP
bracis-33608	81	6	one	one	NUM
bracis-33608	81	7	-	-	PUNCT
bracis-33608	81	8	dimensional	dimensional	ADJ
bracis-33608	81	9	filters	filter	NOUN
bracis-33608	81	10	,	,	PUNCT
bracis-33608	81	11	with	with	ADP
bracis-33608	81	12	multiple	multiple	ADJ
bracis-33608	81	13	planes	plane	NOUN
bracis-33608	81	14	and	and	CCONJ
bracis-33608	81	15	different	different	ADJ
bracis-33608	81	16	window	window	NOUN
bracis-33608	81	17	sizes	size	NOUN
bracis-33608	81	18	.	.	PUNCT
bracis-33608	82	1	this	this	PRON
bracis-33608	82	2	means	mean	VERB
bracis-33608	82	3	that	that	SCONJ
bracis-33608	82	4	the	the	DET
bracis-33608	82	5	filters	filter	NOUN
bracis-33608	82	6	consider	consider	VERB
bracis-33608	82	7	each	each	DET
bracis-33608	82	8	word	word	NOUN
bracis-33608	82	9	embedding	embed	VERB
bracis-33608	82	10	as	as	ADP
bracis-33608	82	11	a	a	DET
bracis-33608	82	12	multidimensional	multidimensional	ADJ
bracis-33608	82	13	point	point	NOUN
bracis-33608	82	14	,	,	PUNCT
bracis-33608	82	15	that	that	SCONJ
bracis-33608	82	16	the	the	DET
bracis-33608	82	17	filters	filter	NOUN
bracis-33608	82	18	are	be	AUX
bracis-33608	82	19	moved	move	VERB
bracis-33608	82	20	along	along	ADP
bracis-33608	82	21	the	the	DET
bracis-33608	82	22	text	text	NOUN
bracis-33608	82	23	,	,	PUNCT
bracis-33608	82	24	and	and	CCONJ
bracis-33608	82	25	that	that	SCONJ
bracis-33608	82	26	at	at	ADP
bracis-33608	82	27	each	each	DET
bracis-33608	82	28	iteration	iteration	NOUN
bracis-33608	82	29	several	several	ADJ
bracis-33608	82	30	tokens	token	NOUN
bracis-33608	82	31	are	be	AUX
bracis-33608	82	32	evaluated	evaluate	VERB
bracis-33608	82	33	simultaneously	simultaneously	ADV
bracis-33608	82	34	,	,	PUNCT
bracis-33608	82	35	depending	depend	VERB
bracis-33608	82	36	on	on	ADP
bracis-33608	82	37	the	the	DET
bracis-33608	82	38	size	size	NOUN
bracis-33608	82	39	of	of	ADP
bracis-33608	82	40	the	the	DET
bracis-33608	82	41	window	window	NOUN
bracis-33608	82	42	.	.	PUNCT
bracis-33608	83	1	filter	filter	NOUN
bracis-33608	83	2	results	result	NOUN
bracis-33608	83	3	are	be	AUX
bracis-33608	83	4	compiled	compile	VERB
bracis-33608	83	5	in	in	ADP
bracis-33608	83	6	a	a	DET
bracis-33608	83	7	max	max	NOUN
bracis-33608	83	8	-	-	PUNCT
bracis-33608	83	9	pooling	pool	VERB
bracis-33608	83	10	layer	layer	NOUN
bracis-33608	83	11	.	.	PUNCT
bracis-33608	84	1	during	during	ADP
bracis-33608	84	2	the	the	DET
bracis-33608	84	3	training	training	NOUN
bracis-33608	84	4	,	,	PUNCT
bracis-33608	84	5	we	we	PRON
bracis-33608	84	6	included	include	VERB
bracis-33608	84	7	a	a	DET
bracis-33608	84	8	dropout	dropout	NOUN
bracis-33608	84	9	procedure	procedure	NOUN
bracis-33608	84	10	,	,	PUNCT
bracis-33608	84	11	which	which	PRON
bracis-33608	84	12	in	in	ADP
bracis-33608	84	13	our	our	PRON
bracis-33608	84	14	experiments	experiment	NOUN
bracis-33608	84	15	helped	help	VERB
bracis-33608	84	16	to	to	PART
bracis-33608	84	17	increase	increase	VERB
bracis-33608	84	18	generalization	generalization	NOUN
bracis-33608	84	19	.	.	PUNCT
bracis-33608	85	1	at	at	ADP
bracis-33608	85	2	the	the	DET
bracis-33608	85	3	end	end	NOUN
bracis-33608	85	4	,	,	PUNCT
bracis-33608	85	5	a	a	DET
bracis-33608	85	6	fully	fully	ADV
bracis-33608	85	7	connected	connect	VERB
bracis-33608	85	8	layer	layer	NOUN
bracis-33608	85	9	is	be	AUX
bracis-33608	85	10	included	include	VERB
bracis-33608	85	11	to	to	PART
bracis-33608	85	12	performs	perform	VERB
bracis-33608	85	13	dimensionality	dimensionality	NOUN
bracis-33608	85	14	reduction	reduction	NOUN
bracis-33608	85	15	and	and	CCONJ
bracis-33608	85	16	produce	produce	VERB
bracis-33608	85	17	the	the	DET
bracis-33608	85	18	document	document	NOUN
bracis-33608	85	19	representation	representation	NOUN
bracis-33608	85	20	.	.	PUNCT
bracis-33608	86	1	the	the	DET
bracis-33608	86	2	step	step	NOUN
bracis-33608	86	3	after	after	ADP
bracis-33608	86	4	producing	produce	VERB
bracis-33608	86	5	document	document	NOUN
bracis-33608	86	6	embeddings	embedding	NOUN
bracis-33608	86	7	,	,	PUNCT
bracis-33608	86	8	not	not	PART
bracis-33608	86	9	represented	represent	VERB
bracis-33608	86	10	in	in	ADP
bracis-33608	86	11	this	this	DET
bracis-33608	86	12	figure	figure	NOUN
bracis-33608	86	13	,	,	PUNCT
bracis-33608	86	14	is	be	AUX
bracis-33608	86	15	the	the	DET
bracis-33608	86	16	union	union	NOUN
bracis-33608	86	17	of	of	ADP
bracis-33608	86	18	two	two	NUM
bracis-33608	86	19	document	document	NOUN
bracis-33608	86	20	representations	representation	NOUN
bracis-33608	86	21	in	in	ADP
bracis-33608	86	22	a	a	DET
bracis-33608	86	23	fully	fully	ADV
bracis-33608	86	24	connected	connect	VERB
bracis-33608	86	25	layer	layer	NOUN
bracis-33608	86	26	and	and	CCONJ
bracis-33608	86	27	a	a	DET
bracis-33608	86	28	classifier	classifier	NOUN
bracis-33608	86	29	activated	activate	VERB
bracis-33608	86	30	with	with	ADP
bracis-33608	86	31	a	a	DET
bracis-33608	86	32	sigmoid	sigmoid	NOUN
bracis-33608	86	33	function	function	NOUN
bracis-33608	86	34	.	.	PUNCT
bracis-33608	87	1	fig	fig	NOUN
bracis-33608	87	2	.	.	PUNCT
bracis-33608	88	1	2	2	X
bracis-33608	88	2	.	.	X
bracis-33608	88	3	document	document	NOUN
bracis-33608	88	4	embedding	embed	VERB
bracis-33608	88	5	generation	generation	NOUN
bracis-33608	88	6	.	.	PUNCT
bracis-33608	89	1	tokens	token	NOUN
bracis-33608	89	2	are	be	AUX
bracis-33608	89	3	converted	convert	VERB
bracis-33608	89	4	to	to	ADP
bracis-33608	89	5	chains	chain	NOUN
bracis-33608	89	6	of	of	ADP
bracis-33608	89	7	word	word	NOUN
bracis-33608	89	8	-	-	PUNCT
bracis-33608	89	9	embeddings	embedding	NOUN
bracis-33608	89	10	,	,	PUNCT
bracis-33608	89	11	which	which	PRON
bracis-33608	89	12	are	be	AUX
bracis-33608	89	13	evaluated	evaluate	VERB
bracis-33608	89	14	by	by	ADP
bracis-33608	89	15	convolutional	convolutional	ADJ
bracis-33608	89	16	filters	filter	NOUN
bracis-33608	89	17	.	.	PUNCT
bracis-33608	90	1	outputs	output	NOUN
bracis-33608	90	2	are	be	AUX
bracis-33608	90	3	reduced	reduce	VERB
bracis-33608	90	4	with	with	ADP
bracis-33608	90	5	max	max	PROPN
bracis-33608	90	6	-	-	PUNCT
bracis-33608	90	7	pooling	pool	VERB
bracis-33608	90	8	and	and	CCONJ
bracis-33608	90	9	document	document	NOUN
bracis-33608	90	10	embeddings	embedding	NOUN
bracis-33608	90	11	are	be	AUX
bracis-33608	90	12	produced	produce	VERB
bracis-33608	90	13	with	with	ADP
bracis-33608	90	14	a	a	DET
bracis-33608	90	15	dense	dense	ADJ
bracis-33608	90	16	layer	layer	NOUN
bracis-33608	90	17	.	.	PUNCT
bracis-33608	91	1	full	full	ADJ
bracis-33608	91	2	size	size	NOUN
bracis-33608	91	3	image	image	NOUN
bracis-33608	91	4	to	to	PART
bracis-33608	91	5	train	train	VERB
bracis-33608	91	6	the	the	DET
bracis-33608	91	7	network	network	NOUN
bracis-33608	91	8	,	,	PUNCT
bracis-33608	91	9	we	we	PRON
bracis-33608	91	10	need	need	VERB
bracis-33608	91	11	labeled	label	VERB
bracis-33608	91	12	pairs	pair	NOUN
bracis-33608	91	13	of	of	ADP
bracis-33608	91	14	documents	document	NOUN
bracis-33608	91	15	that	that	PRON
bracis-33608	91	16	we	we	PRON
bracis-33608	91	17	construct	construct	VERB
bracis-33608	91	18	using	use	VERB
bracis-33608	91	19	the	the	DET
bracis-33608	91	20	training	training	NOUN
bracis-33608	91	21	data	datum	NOUN
bracis-33608	91	22	.	.	PUNCT
bracis-33608	92	1	we	we	PRON
bracis-33608	92	2	start	start	VERB
bracis-33608	92	3	by	by	ADP
bracis-33608	92	4	evaluating	evaluate	VERB
bracis-33608	92	5	all	all	DET
bracis-33608	92	6	documents	document	NOUN
bracis-33608	92	7	with	with	ADP
bracis-33608	92	8	the	the	DET
bracis-33608	92	9	rouge	rouge	NOUN
bracis-33608	92	10	metric	metric	NOUN
bracis-33608	92	11	.	.	PUNCT
bracis-33608	93	1	using	use	VERB
bracis-33608	93	2	this	this	DET
bracis-33608	93	3	evaluation	evaluation	NOUN
bracis-33608	93	4	,	,	PUNCT
bracis-33608	93	5	we	we	PRON
bracis-33608	93	6	choose	choose	VERB
bracis-33608	93	7	two	two	NUM
bracis-33608	93	8	documents	document	NOUN
bracis-33608	93	9	,	,	PUNCT
bracis-33608	93	10	\(d_1\	\(d_1\	PROPN
bracis-33608	93	11	)	)	PUNCT
bracis-33608	93	12	and	and	CCONJ
bracis-33608	93	13	\(d_2\	\(d_2\	PROPN
bracis-33608	93	14	)	)	PUNCT
bracis-33608	93	15	,	,	PUNCT
bracis-33608	93	16	and	and	CCONJ
bracis-33608	93	17	assign	assign	VERB
bracis-33608	93	18	the	the	DET
bracis-33608	93	19	label	label	NOUN
bracis-33608	93	20	1	1	NUM
bracis-33608	93	21	if	if	SCONJ
bracis-33608	93	22	the	the	DET
bracis-33608	93	23	rouge	rouge	NOUN
bracis-33608	93	24	evaluation	evaluation	NOUN
bracis-33608	93	25	of	of	ADP
bracis-33608	93	26	\(d_1\	\(d_1\	PROPN
bracis-33608	93	27	)	)	PUNCT
bracis-33608	93	28	is	be	AUX
bracis-33608	93	29	better	well	ADJ
bracis-33608	93	30	than	than	ADP
bracis-33608	93	31	\(d_2\	\(d_2\	PROPN
bracis-33608	93	32	)	)	PUNCT
bracis-33608	93	33	and	and	CCONJ
bracis-33608	93	34	0	0	NUM
bracis-33608	93	35	otherwise	otherwise	ADV
bracis-33608	93	36	.	.	PUNCT
bracis-33608	94	1	we	we	PRON
bracis-33608	94	2	take	take	VERB
bracis-33608	94	3	care	care	NOUN
bracis-33608	94	4	during	during	ADP
bracis-33608	94	5	this	this	DET
bracis-33608	94	6	process	process	NOUN
bracis-33608	94	7	to	to	PART
bracis-33608	94	8	maintain	maintain	VERB
bracis-33608	94	9	class	class	NOUN
bracis-33608	94	10	balance	balance	NOUN
bracis-33608	94	11	and	and	CCONJ
bracis-33608	94	12	avoid	avoid	VERB
bracis-33608	94	13	duplicating	duplicate	VERB
bracis-33608	94	14	documents	document	NOUN
bracis-33608	94	15	in	in	ADP
bracis-33608	94	16	order	order	NOUN
bracis-33608	94	17	to	to	PART
bracis-33608	94	18	prevent	prevent	VERB
bracis-33608	94	19	overfitting	overfitting	NOUN
bracis-33608	94	20	.	.	PUNCT
bracis-33608	95	1	furthermore	furthermore	ADV
bracis-33608	95	2	,	,	PUNCT
bracis-33608	95	3	as	as	SCONJ
bracis-33608	95	4	pointed	point	VERB
bracis-33608	95	5	out	out	ADP
bracis-33608	95	6	by	by	ADP
bracis-33608	95	7	[	[	X
bracis-33608	95	8	28	28	NUM
bracis-33608	95	9	]	]	PUNCT
bracis-33608	95	10	,	,	PUNCT
bracis-33608	95	11	differences	difference	NOUN
bracis-33608	95	12	in	in	ADP
bracis-33608	95	13	the	the	DET
bracis-33608	95	14	lengths	length	NOUN
bracis-33608	95	15	can	can	AUX
bracis-33608	95	16	interfere	interfere	VERB
bracis-33608	95	17	with	with	ADP
bracis-33608	95	18	the	the	DET
bracis-33608	95	19	evaluation	evaluation	NOUN
bracis-33608	95	20	with	with	ADP
bracis-33608	95	21	rouge	rouge	NOUN
bracis-33608	95	22	,	,	PUNCT
bracis-33608	95	23	so	so	SCONJ
bracis-33608	95	24	we	we	PRON
bracis-33608	95	25	are	be	AUX
bracis-33608	95	26	using	use	VERB
bracis-33608	95	27	summaries	summary	NOUN
bracis-33608	95	28	of	of	ADP
bracis-33608	95	29	the	the	DET
bracis-33608	95	30	input	input	NOUN
bracis-33608	95	31	documents	document	NOUN
bracis-33608	95	32	truncated	truncate	VERB
bracis-33608	95	33	with	with	ADP
bracis-33608	95	34	the	the	DET
bracis-33608	95	35	same	same	ADJ
bracis-33608	95	36	number	number	NOUN
bracis-33608	95	37	of	of	ADP
bracis-33608	95	38	tokens	token	NOUN
bracis-33608	95	39	.	.	PUNCT
bracis-33608	96	1	for	for	ADP
bracis-33608	96	2	simplicity	simplicity	NOUN
bracis-33608	96	3	,	,	PUNCT
bracis-33608	96	4	summaries	summary	NOUN
bracis-33608	96	5	are	be	AUX
bracis-33608	96	6	produced	produce	VERB
bracis-33608	96	7	by	by	ADP
bracis-33608	96	8	extracting	extract	VERB
bracis-33608	96	9	the	the	DET
bracis-33608	96	10	initial	initial	ADJ
bracis-33608	96	11	tokens	token	NOUN
bracis-33608	96	12	from	from	ADP
bracis-33608	96	13	documents	document	NOUN
bracis-33608	96	14	and	and	CCONJ
bracis-33608	96	15	we	we	PRON
bracis-33608	96	16	leave	leave	VERB
bracis-33608	96	17	other	other	ADJ
bracis-33608	96	18	approaches	approach	NOUN
bracis-33608	96	19	for	for	ADP
bracis-33608	96	20	future	future	ADJ
bracis-33608	96	21	work	work	NOUN
bracis-33608	96	22	.	.	PUNCT
bracis-33608	97	1	to	to	PART
bracis-33608	97	2	apply	apply	VERB
bracis-33608	97	3	the	the	DET
bracis-33608	97	4	trained	train	VERB
bracis-33608	97	5	network	network	NOUN
bracis-33608	97	6	to	to	PART
bracis-33608	97	7	order	order	VERB
bracis-33608	97	8	sets	set	NOUN
bracis-33608	97	9	of	of	ADP
bracis-33608	97	10	documents	document	NOUN
bracis-33608	97	11	,	,	PUNCT
bracis-33608	97	12	we	we	PRON
bracis-33608	97	13	need	need	VERB
bracis-33608	97	14	a	a	DET
bracis-33608	97	15	strategy	strategy	NOUN
bracis-33608	97	16	using	use	VERB
bracis-33608	97	17	pairwise	pairwise	NOUN
bracis-33608	97	18	comparisons	comparison	NOUN
bracis-33608	97	19	.	.	PUNCT
bracis-33608	98	1	since	since	SCONJ
bracis-33608	98	2	each	each	DET
bracis-33608	98	3	sample	sample	NOUN
bracis-33608	98	4	we	we	PRON
bracis-33608	98	5	considered	consider	VERB
bracis-33608	98	6	was	be	AUX
bracis-33608	98	7	composed	compose	VERB
bracis-33608	98	8	of	of	ADP
bracis-33608	98	9	a	a	DET
bracis-33608	98	10	few	few	ADJ
bracis-33608	98	11	input	input	NOUN
bracis-33608	98	12	documents	document	NOUN
bracis-33608	98	13	,	,	PUNCT
bracis-33608	98	14	for	for	ADP
bracis-33608	98	15	the	the	DET
bracis-33608	98	16	sake	sake	NOUN
bracis-33608	98	17	of	of	ADP
bracis-33608	98	18	simplicity	simplicity	NOUN
bracis-33608	98	19	,	,	PUNCT
bracis-33608	98	20	we	we	PRON
bracis-33608	98	21	are	be	AUX
bracis-33608	98	22	applying	apply	VERB
bracis-33608	98	23	the	the	DET
bracis-33608	98	24	comparison	comparison	NOUN
bracis-33608	98	25	to	to	ADP
bracis-33608	98	26	all	all	DET
bracis-33608	98	27	possible	possible	ADJ
bracis-33608	98	28	pairs	pair	NOUN
bracis-33608	98	29	.	.	PUNCT
bracis-33608	99	1	in	in	ADP
bracis-33608	99	2	this	this	DET
bracis-33608	99	3	way	way	NOUN
bracis-33608	99	4	,	,	PUNCT
bracis-33608	99	5	considering	consider	VERB
bracis-33608	99	6	all	all	DET
bracis-33608	99	7	possible	possible	ADJ
bracis-33608	99	8	pairs	pair	NOUN
bracis-33608	99	9	of	of	ADP
bracis-33608	99	10	documents	document	NOUN
bracis-33608	99	11	,	,	PUNCT
bracis-33608	99	12	we	we	PRON
bracis-33608	99	13	count	count	VERB
bracis-33608	99	14	the	the	DET
bracis-33608	99	15	number	number	NOUN
bracis-33608	99	16	of	of	ADP
bracis-33608	99	17	times	time	NOUN
bracis-33608	99	18	that	that	SCONJ
bracis-33608	99	19	a	a	DET
bracis-33608	99	20	document	document	NOUN
bracis-33608	99	21	\(d_x\	\(d_x\	NOUN
bracis-33608	99	22	)	)	PUNCT
bracis-33608	99	23	obtained	obtain	VERB
bracis-33608	99	24	a	a	DET
bracis-33608	99	25	score	score	NOUN
bracis-33608	99	26	higher	high	ADJ
bracis-33608	99	27	than	than	ADP
bracis-33608	99	28	\(d_y\	\(d_y\	NOUN
bracis-33608	99	29	)	)	PUNCT
bracis-33608	99	30	,	,	PUNCT
bracis-33608	99	31	according	accord	VERB
bracis-33608	99	32	to	to	ADP
bracis-33608	99	33	eq	eq	PROPN
bracis-33608	99	34	.	.	PUNCT
bracis-33608	99	35	 	 	SPACE
bracis-33608	99	36	1	1	NUM
bracis-33608	99	37	.	.	PUNCT
bracis-33608	100	1	in	in	ADP
bracis-33608	100	2	this	this	DET
bracis-33608	100	3	equation	equation	NOUN
bracis-33608	100	4	,	,	PUNCT
bracis-33608	100	5	d	d	PROPN
bracis-33608	100	6	is	be	AUX
bracis-33608	100	7	the	the	DET
bracis-33608	100	8	set	set	NOUN
bracis-33608	100	9	of	of	ADP
bracis-33608	100	10	input	input	NOUN
bracis-33608	100	11	documents	document	NOUN
bracis-33608	100	12	,	,	PUNCT
bracis-33608	100	13	and	and	CCONJ
bracis-33608	100	14	\(s(d_i)\	\(s(d_i)\	NOUN
bracis-33608	100	15	)	)	PUNCT
bracis-33608	100	16	is	be	AUX
bracis-33608	100	17	the	the	DET
bracis-33608	100	18	output	output	NOUN
bracis-33608	100	19	of	of	ADP
bracis-33608	100	20	the	the	DET
bracis-33608	100	21	siamese	siamese	ADJ
bracis-33608	100	22	network	network	NOUN
bracis-33608	100	23	.	.	PUNCT
bracis-33608	101	1	$	$	SYM
bracis-33608	101	2	$	$	SYM
bracis-33608	101	3	\begin{aligned	\begin{aligne	VERB
bracis-33608	101	4	}	}	PUNCT
bracis-33608	101	5	score(d_x	score(d_x	PROPN
bracis-33608	101	6	)	)	PUNCT
bracis-33608	101	7	=	=	PUNCT
bracis-33608	102	1	\mid	\mid	ADP
bracis-33608	102	2	\	\	PROPN
bracis-33608	102	3	{	{	PUNCT
bracis-33608	102	4	d_y	d_y	PROPN
bracis-33608	102	5	\in	\in	PROPN
bracis-33608	102	6	d	d	PROPN
bracis-33608	102	7	\mid	\mid	PROPN
bracis-33608	102	8	d_y	d_y	PROPN
bracis-33608	102	9	\ne	\ne	PROPN
bracis-33608	102	10	d_x,\	d_x,\	NOUN
bracis-33608	102	11	;	;	PUNCT
bracis-33608	102	12	s(d_x	s(d_x	PROPN
bracis-33608	102	13	)	)	PUNCT
bracis-33608	102	14	>	>	X
bracis-33608	102	15	s(d_y	s(d_y	PROPN
bracis-33608	102	16	)	)	PUNCT
bracis-33608	102	17	\	\	ADJ
bracis-33608	102	18	}	}	PUNCT
bracis-33608	102	19	\mid	\mid	ADP
bracis-33608	102	20	\end{aligned}$$	\end{aligned}$$	ADP
bracis-33608	102	21	(	(	PUNCT
bracis-33608	102	22	1	1	NUM
bracis-33608	102	23	)	)	PUNCT
bracis-33608	102	24	equation	equation	NOUN
bracis-33608	102	25	 	 	SPACE
bracis-33608	102	26	1	1	NUM
bracis-33608	102	27	is	be	AUX
bracis-33608	102	28	repeated	repeat	VERB
bracis-33608	102	29	for	for	ADP
bracis-33608	102	30	all	all	DET
bracis-33608	102	31	documents	document	NOUN
bracis-33608	102	32	allowing	allow	VERB
bracis-33608	102	33	the	the	DET
bracis-33608	102	34	identification	identification	NOUN
bracis-33608	102	35	of	of	ADP
bracis-33608	102	36	the	the	DET
bracis-33608	102	37	best	good	ADJ
bracis-33608	102	38	ones	one	NOUN
bracis-33608	102	39	.	.	PUNCT
bracis-33608	103	1	to	to	PART
bracis-33608	103	2	simplify	simplify	VERB
bracis-33608	103	3	integration	integration	NOUN
bracis-33608	103	4	with	with	ADP
bracis-33608	103	5	the	the	DET
bracis-33608	103	6	other	other	ADJ
bracis-33608	103	7	methods	method	NOUN
bracis-33608	103	8	that	that	PRON
bracis-33608	103	9	will	will	AUX
bracis-33608	103	10	be	be	AUX
bracis-33608	103	11	presented	present	VERB
bracis-33608	103	12	in	in	ADP
bracis-33608	103	13	sect	sect	NOUN
bracis-33608	103	14	.	.	PUNCT
bracis-33608	103	15	 	 	SPACE
bracis-33608	104	1	4	4	NUM
bracis-33608	104	2	,	,	PUNCT
bracis-33608	104	3	we	we	PRON
bracis-33608	104	4	normalize	normalize	VERB
bracis-33608	104	5	the	the	DET
bracis-33608	104	6	document	document	NOUN
bracis-33608	104	7	scores	score	NOUN
bracis-33608	104	8	to	to	PART
bracis-33608	104	9	sum	sum	VERB
bracis-33608	104	10	to	to	ADP
bracis-33608	104	11	1	1	NUM
bracis-33608	104	12	.	.	NOUN
bracis-33608	104	13	4	4	NUM
bracis-33608	104	14	materials	material	NOUN
bracis-33608	104	15	and	and	CCONJ
bracis-33608	104	16	 	 	SPACE
bracis-33608	104	17	methods	method	NOUN
bracis-33608	104	18	this	this	DET
bracis-33608	104	19	section	section	NOUN
bracis-33608	104	20	presents	present	VERB
bracis-33608	104	21	the	the	DET
bracis-33608	104	22	materials	material	NOUN
bracis-33608	104	23	used	use	VERB
bracis-33608	104	24	in	in	ADP
bracis-33608	104	25	the	the	DET
bracis-33608	104	26	experiments	experiment	NOUN
bracis-33608	104	27	,	,	PUNCT
bracis-33608	104	28	including	include	VERB
bracis-33608	104	29	the	the	DET
bracis-33608	104	30	datasets	dataset	NOUN
bracis-33608	104	31	and	and	CCONJ
bracis-33608	104	32	baseline	baseline	ADJ
bracis-33608	104	33	methods	method	NOUN
bracis-33608	104	34	.	.	PUNCT
bracis-33608	105	1	it	it	PRON
bracis-33608	105	2	also	also	ADV
bracis-33608	105	3	describes	describe	VERB
bracis-33608	105	4	the	the	DET
bracis-33608	105	5	changes	change	NOUN
bracis-33608	105	6	we	we	PRON
bracis-33608	105	7	made	make	VERB
bracis-33608	105	8	to	to	PART
bracis-33608	105	9	include	include	VERB
bracis-33608	105	10	document	document	NOUN
bracis-33608	105	11	prioritization	prioritization	NOUN
bracis-33608	105	12	and	and	CCONJ
bracis-33608	105	13	some	some	DET
bracis-33608	105	14	implementation	implementation	NOUN
bracis-33608	105	15	details	detail	NOUN
bracis-33608	105	16	.	.	PUNCT
bracis-33608	106	1	4.1	4.1	NUM
bracis-33608	106	2	datasets	dataset	NOUN
bracis-33608	106	3	few	few	ADJ
bracis-33608	106	4	datasets	dataset	NOUN
bracis-33608	106	5	are	be	AUX
bracis-33608	106	6	available	available	ADJ
bracis-33608	106	7	for	for	ADP
bracis-33608	106	8	multi	multi	ADJ
bracis-33608	106	9	-	-	ADJ
bracis-33608	106	10	document	document	ADJ
bracis-33608	106	11	summarization	summarization	NOUN
bracis-33608	106	12	,	,	PUNCT
bracis-33608	106	13	mainly	mainly	ADV
bracis-33608	106	14	because	because	SCONJ
bracis-33608	106	15	producing	produce	VERB
bracis-33608	106	16	reference	reference	NOUN
bracis-33608	106	17	summaries	summary	NOUN
bracis-33608	106	18	is	be	AUX
bracis-33608	106	19	labor	labor	NOUN
bracis-33608	106	20	-	-	PUNCT
bracis-33608	106	21	intensive	intensive	ADJ
bracis-33608	106	22	.	.	PUNCT
bracis-33608	107	1	some	some	PRON
bracis-33608	107	2	of	of	ADP
bracis-33608	107	3	the	the	DET
bracis-33608	107	4	datasets	dataset	NOUN
bracis-33608	107	5	we	we	PRON
bracis-33608	107	6	use	use	VERB
bracis-33608	107	7	are	be	AUX
bracis-33608	107	8	composed	compose	VERB
bracis-33608	107	9	of	of	ADP
bracis-33608	107	10	news	news	NOUN
bracis-33608	107	11	,	,	PUNCT
bracis-33608	107	12	where	where	SCONJ
bracis-33608	107	13	it	it	PRON
bracis-33608	107	14	is	be	AUX
bracis-33608	107	15	possible	possible	ADJ
bracis-33608	107	16	to	to	PART
bracis-33608	107	17	find	find	VERB
bracis-33608	107	18	different	different	ADJ
bracis-33608	107	19	sources	source	NOUN
bracis-33608	107	20	describing	describe	VERB
bracis-33608	107	21	the	the	DET
bracis-33608	107	22	same	same	ADJ
bracis-33608	107	23	event	event	NOUN
bracis-33608	107	24	.	.	PUNCT
bracis-33608	108	1	multi	multi	ADJ
bracis-33608	108	2	-	-	VERB
bracis-33608	108	3	news	news	ADJ
bracis-33608	108	4	[	[	X
bracis-33608	108	5	9	9	NUM
bracis-33608	108	6	]	]	PUNCT
bracis-33608	108	7	:	:	PUNCT
bracis-33608	108	8	contains	contain	VERB
bracis-33608	108	9	articles	article	NOUN
bracis-33608	108	10	extracted	extract	VERB
bracis-33608	108	11	from	from	ADP
bracis-33608	108	12	the	the	DET
bracis-33608	108	13	news	news	NOUN
bracis-33608	108	14	aggregation	aggregation	NOUN
bracis-33608	108	15	newserfootnote	newserfootnote	VERB
bracis-33608	108	16	2	2	NUM
bracis-33608	108	17	.	.	PUNCT
bracis-33608	109	1	this	this	DET
bracis-33608	109	2	site	site	NOUN
bracis-33608	109	3	contains	contain	VERB
bracis-33608	109	4	human	human	NOUN
bracis-33608	109	5	-	-	PUNCT
bracis-33608	109	6	written	write	VERB
bracis-33608	109	7	news	news	NOUN
bracis-33608	109	8	summaries	summary	NOUN
bracis-33608	109	9	that	that	PRON
bracis-33608	109	10	include	include	VERB
bracis-33608	109	11	citations	citation	NOUN
bracis-33608	109	12	to	to	ADP
bracis-33608	109	13	external	external	ADJ
bracis-33608	109	14	sources	source	NOUN
bracis-33608	109	15	of	of	ADP
bracis-33608	109	16	information	information	NOUN
bracis-33608	109	17	,	,	PUNCT
bracis-33608	109	18	gathering	gather	VERB
bracis-33608	109	19	information	information	NOUN
bracis-33608	109	20	from	from	ADP
bracis-33608	109	21	over	over	ADP
bracis-33608	109	22	1,500	1,500	NUM
bracis-33608	109	23	news	news	NOUN
bracis-33608	109	24	channels	channel	NOUN
bracis-33608	109	25	.	.	PUNCT
bracis-33608	110	1	to	to	PART
bracis-33608	110	2	compose	compose	VERB
bracis-33608	110	3	this	this	DET
bracis-33608	110	4	dataset	dataset	NOUN
bracis-33608	110	5	,	,	PUNCT
bracis-33608	110	6	summaries	summary	NOUN
bracis-33608	110	7	are	be	AUX
bracis-33608	110	8	used	use	VERB
bracis-33608	110	9	as	as	ADP
bracis-33608	110	10	references	reference	NOUN
bracis-33608	110	11	and	and	CCONJ
bracis-33608	110	12	the	the	DET
bracis-33608	110	13	news	news	NOUN
bracis-33608	110	14	is	be	AUX
bracis-33608	110	15	cited	cite	VERB
bracis-33608	110	16	as	as	ADP
bracis-33608	110	17	sources	source	NOUN
bracis-33608	110	18	.	.	PUNCT
bracis-33608	111	1	there	there	PRON
bracis-33608	111	2	are	be	VERB
bracis-33608	111	3	a	a	DET
bracis-33608	111	4	few	few	ADJ
bracis-33608	111	5	versions	version	NOUN
bracis-33608	111	6	of	of	ADP
bracis-33608	111	7	this	this	DET
bracis-33608	111	8	data	datum	NOUN
bracis-33608	111	9	and	and	CCONJ
bracis-33608	111	10	we	we	PRON
bracis-33608	111	11	are	be	AUX
bracis-33608	111	12	using	use	VERB
bracis-33608	111	13	the	the	DET
bracis-33608	111	14	pre	pre	ADJ
bracis-33608	111	15	-	-	ADJ
bracis-33608	111	16	processed	process	VERB
bracis-33608	111	17	version	version	NOUN
bracis-33608	111	18	without	without	ADP
bracis-33608	111	19	truncation	truncation	NOUN
bracis-33608	111	20	.	.	PUNCT
bracis-33608	112	1	wcep	wcep	VERB
bracis-33608	113	1	[	[	X
bracis-33608	113	2	11	11	NUM
bracis-33608	113	3	]	]	PUNCT
bracis-33608	113	4	:	:	PUNCT
bracis-33608	113	5	contains	contain	VERB
bracis-33608	113	6	documents	document	NOUN
bracis-33608	113	7	extracted	extract	VERB
bracis-33608	113	8	from	from	ADP
bracis-33608	113	9	the	the	DET
bracis-33608	113	10	wikipedia	wikipedia	PROPN
bracis-33608	113	11	current	current	ADJ
bracis-33608	113	12	events	event	NOUN
bracis-33608	113	13	portalfootnote	portalfootnote	NOUN
bracis-33608	113	14	3	3	NUM
bracis-33608	113	15	.	.	PUNCT
bracis-33608	113	16	following	follow	VERB
bracis-33608	113	17	wikipedia	wikipedia	PROPN
bracis-33608	113	18	guidelines	guidelines	PROPN
bracis-33608	113	19	,	,	PUNCT
bracis-33608	113	20	summaries	summary	NOUN
bracis-33608	113	21	are	be	AUX
bracis-33608	113	22	short	short	ADJ
bracis-33608	113	23	,	,	PUNCT
bracis-33608	113	24	approximately	approximately	ADV
bracis-33608	113	25	35	35	NUM
bracis-33608	113	26	words	word	NOUN
bracis-33608	113	27	,	,	PUNCT
bracis-33608	113	28	written	write	VERB
bracis-33608	113	29	in	in	ADP
bracis-33608	113	30	the	the	DET
bracis-33608	113	31	present	present	ADJ
bracis-33608	113	32	tense	tense	NOUN
bracis-33608	113	33	and	and	CCONJ
bracis-33608	113	34	avoiding	avoid	VERB
bracis-33608	113	35	opinions	opinion	NOUN
bracis-33608	113	36	and	and	CCONJ
bracis-33608	113	37	sensationalism	sensationalism	NOUN
bracis-33608	113	38	.	.	PUNCT
bracis-33608	114	1	each	each	DET
bracis-33608	114	2	summary	summary	NOUN
bracis-33608	114	3	averages	average	VERB
bracis-33608	114	4	only	only	ADV
bracis-33608	114	5	1.2	1.2	NUM
bracis-33608	114	6	cited	cite	VERB
bracis-33608	114	7	sources	source	NOUN
bracis-33608	114	8	,	,	PUNCT
bracis-33608	114	9	but	but	CCONJ
bracis-33608	114	10	this	this	DET
bracis-33608	114	11	number	number	NOUN
bracis-33608	114	12	has	have	AUX
bracis-33608	114	13	been	be	AUX
bracis-33608	114	14	incremented	incremente	VERB
bracis-33608	114	15	through	through	ADP
bracis-33608	114	16	documents	document	NOUN
bracis-33608	114	17	extracted	extract	VERB
bracis-33608	114	18	from	from	ADP
bracis-33608	114	19	the	the	DET
bracis-33608	114	20	common	common	ADJ
bracis-33608	114	21	crawl	crawl	NOUN
bracis-33608	114	22	news	news	NOUN
bracis-33608	114	23	datasetfootnote	datasetfootnote	VERB
bracis-33608	114	24	4	4	NUM
bracis-33608	114	25	.	.	PUNCT
bracis-33608	115	1	we	we	PRON
bracis-33608	115	2	are	be	AUX
bracis-33608	115	3	using	use	VERB
bracis-33608	115	4	the	the	DET
bracis-33608	115	5	version	version	NOUN
bracis-33608	115	6	distributed	distribute	VERB
bracis-33608	115	7	by	by	ADP
bracis-33608	115	8	the	the	DET
bracis-33608	115	9	authors	author	NOUN
bracis-33608	115	10	,	,	PUNCT
bracis-33608	115	11	which	which	PRON
bracis-33608	115	12	was	be	AUX
bracis-33608	115	13	truncated	truncate	VERB
bracis-33608	115	14	at	at	ADP
bracis-33608	115	15	a	a	DET
bracis-33608	115	16	maximum	maximum	NOUN
bracis-33608	115	17	of	of	ADP
bracis-33608	115	18	100	100	NUM
bracis-33608	115	19	documents	document	NOUN
bracis-33608	115	20	per	per	ADP
bracis-33608	115	21	sample	sample	NOUN
bracis-33608	115	22	.	.	PUNCT
bracis-33608	116	1	wikisum	wikisum	NOUN
bracis-33608	117	1	[	[	X
bracis-33608	117	2	18	18	NUM
bracis-33608	117	3	]	]	X
bracis-33608	117	4	:	:	PUNCT
bracis-33608	117	5	wikipedia	wikipedia	PROPN
bracis-33608	117	6	was	be	AUX
bracis-33608	117	7	used	use	VERB
bracis-33608	117	8	to	to	PART
bracis-33608	117	9	create	create	VERB
bracis-33608	117	10	this	this	DET
bracis-33608	117	11	dataset	dataset	NOUN
bracis-33608	117	12	by	by	ADP
bracis-33608	117	13	providing	provide	VERB
bracis-33608	117	14	reference	reference	NOUN
bracis-33608	117	15	summaries	summary	NOUN
bracis-33608	117	16	.	.	PUNCT
bracis-33608	118	1	the	the	DET
bracis-33608	118	2	task	task	NOUN
bracis-33608	118	3	is	be	AUX
bracis-33608	118	4	to	to	PART
bracis-33608	118	5	create	create	VERB
bracis-33608	118	6	the	the	DET
bracis-33608	118	7	lead	lead	NOUN
bracis-33608	118	8	,	,	PUNCT
bracis-33608	118	9	or	or	CCONJ
bracis-33608	118	10	first	first	ADJ
bracis-33608	118	11	part	part	NOUN
bracis-33608	118	12	,	,	PUNCT
bracis-33608	118	13	of	of	ADP
bracis-33608	118	14	the	the	DET
bracis-33608	118	15	wikipedia	wikipedia	PROPN
bracis-33608	118	16	page	page	NOUN
bracis-33608	118	17	using	use	VERB
bracis-33608	118	18	the	the	DET
bracis-33608	118	19	references	reference	NOUN
bracis-33608	118	20	listed	list	VERB
bracis-33608	118	21	in	in	ADP
bracis-33608	118	22	the	the	DET
bracis-33608	118	23	article	article	NOUN
bracis-33608	118	24	and	and	CCONJ
bracis-33608	118	25	ten	ten	NUM
bracis-33608	118	26	google	google	PROPN
bracis-33608	118	27	search	search	NOUN
bracis-33608	118	28	engine	engine	NOUN
bracis-33608	118	29	results	result	NOUN
bracis-33608	118	30	.	.	PUNCT
bracis-33608	119	1	however	however	ADV
bracis-33608	119	2	,	,	PUNCT
bracis-33608	119	3	due	due	ADP
bracis-33608	119	4	to	to	ADP
bracis-33608	119	5	its	its	PRON
bracis-33608	119	6	enormous	enormous	ADJ
bracis-33608	119	7	size	size	NOUN
bracis-33608	119	8	,	,	PUNCT
bracis-33608	119	9	some	some	DET
bracis-33608	119	10	works	work	VERB
bracis-33608	119	11	only	only	ADV
bracis-33608	119	12	use	use	VERB
bracis-33608	119	13	a	a	DET
bracis-33608	119	14	part	part	NOUN
bracis-33608	119	15	of	of	ADP
bracis-33608	119	16	this	this	DET
bracis-33608	119	17	data	datum	NOUN
bracis-33608	119	18	.	.	PUNCT
bracis-33608	120	1	in	in	ADP
bracis-33608	120	2	this	this	DET
bracis-33608	120	3	work	work	NOUN
bracis-33608	120	4	we	we	PRON
bracis-33608	120	5	are	be	AUX
bracis-33608	120	6	using	use	VERB
bracis-33608	120	7	the	the	DET
bracis-33608	120	8	partition	partition	NOUN
bracis-33608	120	9	of	of	ADP
bracis-33608	120	10	[	[	X
bracis-33608	120	11	20	20	NUM
bracis-33608	120	12	]	]	PUNCT
bracis-33608	120	13	,	,	PUNCT
bracis-33608	120	14	which	which	PRON
bracis-33608	120	15	contains	contain	VERB
bracis-33608	120	16	the	the	DET
bracis-33608	120	17	first	first	ADJ
bracis-33608	120	18	40	40	NUM
bracis-33608	120	19	paragraphs	paragraph	NOUN
bracis-33608	120	20	selected	select	VERB
bracis-33608	120	21	with	with	ADP
bracis-33608	120	22	a	a	DET
bracis-33608	120	23	logistic	logistic	ADJ
bracis-33608	120	24	regression	regression	NOUN
bracis-33608	120	25	method	method	NOUN
bracis-33608	120	26	that	that	PRON
bracis-33608	120	27	was	be	AUX
bracis-33608	120	28	trained	train	VERB
bracis-33608	120	29	using	use	VERB
bracis-33608	120	30	rouge-2	rouge-2	NOUN
bracis-33608	120	31	-	-	PUNCT
bracis-33608	120	32	recall	recall	NOUN
bracis-33608	120	33	from	from	ADP
bracis-33608	120	34	the	the	DET
bracis-33608	120	35	comparison	comparison	NOUN
bracis-33608	120	36	of	of	ADP
bracis-33608	120	37	paragraphs	paragraph	NOUN
bracis-33608	120	38	with	with	ADP
bracis-33608	120	39	the	the	DET
bracis-33608	120	40	reference	reference	NOUN
bracis-33608	120	41	summary	summary	NOUN
bracis-33608	120	42	.	.	PUNCT
bracis-33608	121	1	since	since	SCONJ
bracis-33608	121	2	the	the	DET
bracis-33608	121	3	input	input	NOUN
bracis-33608	121	4	data	datum	NOUN
bracis-33608	121	5	is	be	AUX
bracis-33608	121	6	made	make	VERB
bracis-33608	121	7	up	up	ADP
bracis-33608	121	8	of	of	ADP
bracis-33608	121	9	separate	separate	ADJ
bracis-33608	121	10	paragraphs	paragraph	NOUN
bracis-33608	121	11	that	that	PRON
bracis-33608	121	12	are	be	AUX
bracis-33608	121	13	not	not	PART
bracis-33608	121	14	identified	identify	VERB
bracis-33608	121	15	with	with	ADP
bracis-33608	121	16	the	the	DET
bracis-33608	121	17	document	document	NOUN
bracis-33608	121	18	from	from	ADP
bracis-33608	121	19	which	which	PRON
bracis-33608	121	20	it	it	PRON
bracis-33608	121	21	was	be	AUX
bracis-33608	121	22	taken	take	VERB
bracis-33608	121	23	,	,	PUNCT
bracis-33608	121	24	we	we	PRON
bracis-33608	121	25	are	be	AUX
bracis-33608	121	26	treating	treat	VERB
bracis-33608	121	27	each	each	DET
bracis-33608	121	28	paragraph	paragraph	NOUN
bracis-33608	121	29	as	as	ADP
bracis-33608	121	30	a	a	DET
bracis-33608	121	31	separate	separate	ADJ
bracis-33608	121	32	document	document	NOUN
bracis-33608	121	33	.	.	PUNCT
bracis-33608	122	1	arxiv	arxiv	NOUN
bracis-33608	123	1	[	[	X
bracis-33608	123	2	4	4	NUM
bracis-33608	123	3	]	]	PUNCT
bracis-33608	123	4	:	:	PUNCT
bracis-33608	123	5	scientific	scientific	ADJ
bracis-33608	123	6	publications	publication	NOUN
bracis-33608	123	7	taken	take	VERB
bracis-33608	123	8	from	from	ADP
bracis-33608	123	9	arxivfootnote	arxivfootnote	NOUN
bracis-33608	123	10	5	5	NUM
bracis-33608	123	11	are	be	AUX
bracis-33608	123	12	included	include	VERB
bracis-33608	123	13	in	in	ADP
bracis-33608	123	14	this	this	DET
bracis-33608	123	15	dataset	dataset	NOUN
bracis-33608	123	16	.	.	PUNCT
bracis-33608	124	1	since	since	SCONJ
bracis-33608	124	2	many	many	ADJ
bracis-33608	124	3	of	of	ADP
bracis-33608	124	4	the	the	DET
bracis-33608	124	5	datasets	dataset	NOUN
bracis-33608	124	6	now	now	ADV
bracis-33608	124	7	in	in	ADP
bracis-33608	124	8	use	use	NOUN
bracis-33608	124	9	are	be	AUX
bracis-33608	124	10	composed	compose	VERB
bracis-33608	124	11	of	of	ADP
bracis-33608	124	12	news	news	NOUN
bracis-33608	124	13	articles	article	NOUN
bracis-33608	124	14	or	or	CCONJ
bracis-33608	124	15	other	other	ADJ
bracis-33608	124	16	shorter	short	ADJ
bracis-33608	124	17	content	content	NOUN
bracis-33608	124	18	,	,	PUNCT
bracis-33608	124	19	the	the	DET
bracis-33608	124	20	objective	objective	NOUN
bracis-33608	124	21	was	be	AUX
bracis-33608	124	22	to	to	PART
bracis-33608	124	23	develop	develop	VERB
bracis-33608	124	24	a	a	DET
bracis-33608	124	25	dataset	dataset	NOUN
bracis-33608	124	26	composed	compose	VERB
bracis-33608	124	27	of	of	ADP
bracis-33608	124	28	longer	long	ADJ
bracis-33608	124	29	documents	document	NOUN
bracis-33608	124	30	.	.	PUNCT
bracis-33608	125	1	the	the	DET
bracis-33608	125	2	extracted	extract	VERB
bracis-33608	125	3	content	content	NOUN
bracis-33608	125	4	contains	contain	VERB
bracis-33608	125	5	the	the	DET
bracis-33608	125	6	abstracts	abstract	NOUN
bracis-33608	125	7	,	,	PUNCT
bracis-33608	125	8	which	which	PRON
bracis-33608	125	9	are	be	AUX
bracis-33608	125	10	used	use	VERB
bracis-33608	125	11	as	as	ADP
bracis-33608	125	12	reference	reference	NOUN
bracis-33608	125	13	summaries	summary	NOUN
bracis-33608	125	14	,	,	PUNCT
bracis-33608	125	15	and	and	CCONJ
bracis-33608	125	16	the	the	DET
bracis-33608	125	17	article	article	NOUN
bracis-33608	125	18	sections	section	NOUN
bracis-33608	125	19	which	which	PRON
bracis-33608	125	20	are	be	AUX
bracis-33608	125	21	used	use	VERB
bracis-33608	125	22	as	as	ADP
bracis-33608	125	23	input	input	NOUN
bracis-33608	125	24	.	.	PUNCT
bracis-33608	126	1	since	since	SCONJ
bracis-33608	126	2	we	we	PRON
bracis-33608	126	3	are	be	AUX
bracis-33608	126	4	interested	interested	ADJ
bracis-33608	126	5	in	in	ADP
bracis-33608	126	6	multi	multi	ADJ
bracis-33608	126	7	-	-	ADJ
bracis-33608	126	8	document	document	ADJ
bracis-33608	126	9	datasets	dataset	NOUN
bracis-33608	126	10	,	,	PUNCT
bracis-33608	126	11	we	we	PRON
bracis-33608	126	12	are	be	AUX
bracis-33608	126	13	considering	consider	VERB
bracis-33608	126	14	each	each	DET
bracis-33608	126	15	section	section	NOUN
bracis-33608	126	16	as	as	ADP
bracis-33608	126	17	an	an	DET
bracis-33608	126	18	input	input	NOUN
bracis-33608	126	19	document	document	NOUN
bracis-33608	126	20	.	.	PUNCT
bracis-33608	127	1	multi	multi	ADJ
bracis-33608	127	2	-	-	NOUN
bracis-33608	127	3	xscience	xscience	NOUN
bracis-33608	127	4	[	[	X
bracis-33608	127	5	21	21	NUM
bracis-33608	127	6	]	]	X
bracis-33608	127	7	:	:	PUNCT
bracis-33608	127	8	it	it	PRON
bracis-33608	127	9	is	be	AUX
bracis-33608	127	10	a	a	DET
bracis-33608	127	11	dataset	dataset	NOUN
bracis-33608	127	12	of	of	ADP
bracis-33608	127	13	scientific	scientific	ADJ
bracis-33608	127	14	articles	article	NOUN
bracis-33608	127	15	,	,	PUNCT
bracis-33608	127	16	where	where	SCONJ
bracis-33608	127	17	the	the	DET
bracis-33608	127	18	objective	objective	NOUN
bracis-33608	127	19	is	be	AUX
bracis-33608	127	20	to	to	PART
bracis-33608	127	21	produce	produce	VERB
bracis-33608	127	22	the	the	DET
bracis-33608	127	23	related	relate	VERB
bracis-33608	127	24	works	work	NOUN
bracis-33608	127	25	section	section	NOUN
bracis-33608	127	26	using	use	VERB
bracis-33608	127	27	the	the	DET
bracis-33608	127	28	abstract	abstract	NOUN
bracis-33608	127	29	of	of	ADP
bracis-33608	127	30	the	the	DET
bracis-33608	127	31	article	article	NOUN
bracis-33608	127	32	itself	itself	PRON
bracis-33608	127	33	and	and	CCONJ
bracis-33608	127	34	a	a	DET
bracis-33608	127	35	collection	collection	NOUN
bracis-33608	127	36	of	of	ADP
bracis-33608	127	37	reference	reference	NOUN
bracis-33608	127	38	documents	document	NOUN
bracis-33608	127	39	.	.	PUNCT
bracis-33608	128	1	the	the	DET
bracis-33608	128	2	articles	article	NOUN
bracis-33608	128	3	were	be	AUX
bracis-33608	128	4	extracted	extract	VERB
bracis-33608	128	5	from	from	ADP
bracis-33608	128	6	arxiv	arxiv	PROPN
bracis-33608	128	7	,	,	PUNCT
bracis-33608	128	8	and	and	CCONJ
bracis-33608	128	9	related	related	ADJ
bracis-33608	128	10	documents	document	NOUN
bracis-33608	128	11	were	be	AUX
bracis-33608	128	12	identified	identify	VERB
bracis-33608	128	13	by	by	ADP
bracis-33608	128	14	applying	apply	VERB
bracis-33608	128	15	a	a	DET
bracis-33608	128	16	set	set	NOUN
bracis-33608	128	17	of	of	ADP
bracis-33608	128	18	heuristics	heuristic	NOUN
bracis-33608	128	19	in	in	ADP
bracis-33608	128	20	microsoft	microsoft	PROPN
bracis-33608	128	21	academic	academic	ADJ
bracis-33608	128	22	graph	graph	NOUN
bracis-33608	129	1	[	[	X
bracis-33608	129	2	27	27	NUM
bracis-33608	129	3	]	]	PUNCT
bracis-33608	129	4	.	.	PUNCT
bracis-33608	130	1	table	table	NOUN
bracis-33608	130	2	 	 	SPACE
bracis-33608	130	3	1	1	NUM
bracis-33608	130	4	presents	present	VERB
bracis-33608	130	5	a	a	DET
bracis-33608	130	6	summary	summary	NOUN
bracis-33608	130	7	of	of	ADP
bracis-33608	130	8	the	the	DET
bracis-33608	130	9	evaluated	evaluated	ADJ
bracis-33608	130	10	datasets	dataset	NOUN
bracis-33608	130	11	.	.	PUNCT
bracis-33608	131	1	the	the	DET
bracis-33608	131	2	“	"	PUNCT
bracis-33608	131	3	train	train	NOUN
bracis-33608	131	4	 	 	SPACE
bracis-33608	131	5	test	test	NOUN
bracis-33608	131	6	 	 	SPACE
bracis-33608	131	7	val	val	NOUN
bracis-33608	131	8	”	"	PUNCT
bracis-33608	131	9	corresponds	correspond	VERB
bracis-33608	131	10	to	to	ADP
bracis-33608	131	11	the	the	DET
bracis-33608	131	12	number	number	NOUN
bracis-33608	131	13	of	of	ADP
bracis-33608	131	14	samples	sample	NOUN
bracis-33608	131	15	in	in	ADP
bracis-33608	131	16	each	each	DET
bracis-33608	131	17	data	data	NOUN
bracis-33608	131	18	partition	partition	NOUN
bracis-33608	131	19	.	.	PUNCT
bracis-33608	132	1	“	"	PUNCT
bracis-33608	132	2	doc	doc	PROPN
bracis-33608	132	3	”	"	PUNCT
bracis-33608	132	4	is	be	AUX
bracis-33608	132	5	the	the	DET
bracis-33608	132	6	average	average	ADJ
bracis-33608	132	7	number	number	NOUN
bracis-33608	132	8	of	of	ADP
bracis-33608	132	9	input	input	NOUN
bracis-33608	132	10	documents	document	NOUN
bracis-33608	132	11	in	in	ADP
bracis-33608	132	12	each	each	DET
bracis-33608	132	13	sample	sample	NOUN
bracis-33608	132	14	.	.	PUNCT
bracis-33608	133	1	“	"	PUNCT
bracis-33608	133	2	doc	doc	PROPN
bracis-33608	133	3	/	/	SYM
bracis-33608	133	4	ref	ref	NOUN
bracis-33608	133	5	len	len	PROPN
bracis-33608	133	6	”	"	PUNCT
bracis-33608	133	7	is	be	AUX
bracis-33608	133	8	the	the	DET
bracis-33608	133	9	average	average	ADJ
bracis-33608	133	10	number	number	NOUN
bracis-33608	133	11	of	of	ADP
bracis-33608	133	12	tokens	token	NOUN
bracis-33608	133	13	per	per	ADP
bracis-33608	133	14	document	document	NOUN
bracis-33608	133	15	and	and	CCONJ
bracis-33608	133	16	reference	reference	NOUN
bracis-33608	133	17	,	,	PUNCT
bracis-33608	133	18	calculated	calculate	VERB
bracis-33608	133	19	using	use	VERB
bracis-33608	133	20	the	the	DET
bracis-33608	133	21	nltkfootnote	nltkfootnote	NOUN
bracis-33608	133	22	6	6	NUM
bracis-33608	133	23	library	library	NOUN
bracis-33608	133	24	.	.	PUNCT
bracis-33608	134	1	table	table	NOUN
bracis-33608	134	2	1	1	NUM
bracis-33608	134	3	.	.	PUNCT
bracis-33608	135	1	dataset	dataset	VERB
bracis-33608	135	2	attributesfull	attributesfull	ADJ
bracis-33608	135	3	size	size	NOUN
bracis-33608	135	4	table	table	NOUN
bracis-33608	135	5	4.2	4.2	NUM
bracis-33608	135	6	baseline	baseline	NOUN
bracis-33608	135	7	and	and	CCONJ
bracis-33608	135	8	 	 	SPACE
bracis-33608	135	9	integration	integration	NOUN
bracis-33608	135	10	methods	method	NOUN
bracis-33608	135	11	in	in	ADP
bracis-33608	135	12	this	this	DET
bracis-33608	135	13	section	section	NOUN
bracis-33608	135	14	,	,	PUNCT
bracis-33608	135	15	we	we	PRON
bracis-33608	135	16	describe	describe	VERB
bracis-33608	135	17	the	the	DET
bracis-33608	135	18	methods	method	NOUN
bracis-33608	135	19	we	we	PRON
bracis-33608	135	20	used	use	VERB
bracis-33608	135	21	to	to	PART
bracis-33608	135	22	compare	compare	VERB
bracis-33608	135	23	the	the	DET
bracis-33608	135	24	results	result	NOUN
bracis-33608	135	25	and	and	CCONJ
bracis-33608	135	26	the	the	DET
bracis-33608	135	27	procedure	procedure	NOUN
bracis-33608	135	28	we	we	PRON
bracis-33608	135	29	applied	apply	VERB
bracis-33608	135	30	to	to	PART
bracis-33608	135	31	integrate	integrate	VERB
bracis-33608	135	32	with	with	ADP
bracis-33608	135	33	document	document	NOUN
bracis-33608	135	34	prioritization	prioritization	NOUN
bracis-33608	135	35	.	.	PUNCT
bracis-33608	136	1	leadsum	leadsum	NOUN
bracis-33608	136	2	:	:	PUNCT
bracis-33608	136	3	since	since	SCONJ
bracis-33608	136	4	a	a	DET
bracis-33608	136	5	part	part	NOUN
bracis-33608	136	6	of	of	ADP
bracis-33608	136	7	the	the	DET
bracis-33608	136	8	datasets	dataset	NOUN
bracis-33608	136	9	is	be	AUX
bracis-33608	136	10	composed	compose	VERB
bracis-33608	136	11	of	of	ADP
bracis-33608	136	12	news	news	NOUN
bracis-33608	136	13	,	,	PUNCT
bracis-33608	136	14	we	we	PRON
bracis-33608	136	15	are	be	AUX
bracis-33608	136	16	considering	consider	VERB
bracis-33608	136	17	extracting	extract	VERB
bracis-33608	136	18	content	content	NOUN
bracis-33608	136	19	from	from	ADP
bracis-33608	136	20	the	the	DET
bracis-33608	136	21	beginning	beginning	NOUN
bracis-33608	136	22	of	of	ADP
bracis-33608	136	23	articles	article	NOUN
bracis-33608	136	24	.	.	PUNCT
bracis-33608	137	1	this	this	DET
bracis-33608	137	2	strategy	strategy	NOUN
bracis-33608	137	3	is	be	AUX
bracis-33608	137	4	justified	justify	VERB
bracis-33608	137	5	by	by	ADP
bracis-33608	137	6	the	the	DET
bracis-33608	137	7	fact	fact	NOUN
bracis-33608	137	8	that	that	SCONJ
bracis-33608	137	9	in	in	ADP
bracis-33608	137	10	journalistic	journalistic	ADJ
bracis-33608	137	11	content	content	NOUN
bracis-33608	137	12	the	the	DET
bracis-33608	137	13	first	first	ADJ
bracis-33608	137	14	sentences	sentence	NOUN
bracis-33608	137	15	are	be	AUX
bracis-33608	137	16	usually	usually	ADV
bracis-33608	137	17	the	the	DET
bracis-33608	137	18	most	most	ADV
bracis-33608	137	19	important	important	ADJ
bracis-33608	137	20	[	[	X
bracis-33608	137	21	12	12	NUM
bracis-33608	137	22	]	]	PUNCT
bracis-33608	137	23	.	.	PUNCT
bracis-33608	138	1	in	in	ADP
bracis-33608	138	2	this	this	DET
bracis-33608	138	3	way	way	NOUN
bracis-33608	138	4	,	,	PUNCT
bracis-33608	138	5	all	all	DET
bracis-33608	138	6	content	content	NOUN
bracis-33608	138	7	is	be	AUX
bracis-33608	138	8	merged	merge	VERB
bracis-33608	138	9	into	into	ADP
bracis-33608	138	10	a	a	DET
bracis-33608	138	11	single	single	ADJ
bracis-33608	138	12	large	large	ADJ
bracis-33608	138	13	document	document	NOUN
bracis-33608	138	14	,	,	PUNCT
bracis-33608	138	15	and	and	CCONJ
bracis-33608	138	16	the	the	DET
bracis-33608	138	17	initial	initial	ADJ
bracis-33608	138	18	content	content	NOUN
bracis-33608	138	19	is	be	AUX
bracis-33608	138	20	extracted	extract	VERB
bracis-33608	138	21	until	until	SCONJ
bracis-33608	138	22	the	the	DET
bracis-33608	138	23	length	length	NOUN
bracis-33608	138	24	defined	define	VERB
bracis-33608	138	25	for	for	ADP
bracis-33608	138	26	the	the	DET
bracis-33608	138	27	summary	summary	NOUN
bracis-33608	138	28	is	be	AUX
bracis-33608	138	29	reached	reach	VERB
bracis-33608	138	30	.	.	PUNCT
bracis-33608	139	1	docscore+leadsum	docscore+leadsum	NOUN
bracis-33608	139	2	:	:	PUNCT
bracis-33608	139	3	to	to	PART
bracis-33608	139	4	use	use	VERB
bracis-33608	139	5	document	document	NOUN
bracis-33608	139	6	prioritization	prioritization	NOUN
bracis-33608	139	7	,	,	PUNCT
bracis-33608	139	8	we	we	PRON
bracis-33608	139	9	are	be	AUX
bracis-33608	139	10	reordering	reorder	VERB
bracis-33608	139	11	the	the	DET
bracis-33608	139	12	input	input	NOUN
bracis-33608	139	13	documents	document	NOUN
bracis-33608	139	14	,	,	PUNCT
bracis-33608	139	15	moving	move	VERB
bracis-33608	139	16	the	the	DET
bracis-33608	139	17	most	most	ADV
bracis-33608	139	18	relevant	relevant	ADJ
bracis-33608	139	19	ones	one	NOUN
bracis-33608	139	20	to	to	ADP
bracis-33608	139	21	the	the	DET
bracis-33608	139	22	beginning	beginning	NOUN
bracis-33608	139	23	.	.	PUNCT
bracis-33608	140	1	this	this	DET
bracis-33608	140	2	way	way	NOUN
bracis-33608	140	3	,	,	PUNCT
bracis-33608	140	4	if	if	SCONJ
bracis-33608	140	5	the	the	DET
bracis-33608	140	6	most	most	ADV
bracis-33608	140	7	relevant	relevant	ADJ
bracis-33608	140	8	document	document	NOUN
bracis-33608	140	9	is	be	AUX
bracis-33608	140	10	larger	large	ADJ
bracis-33608	140	11	than	than	ADP
bracis-33608	140	12	the	the	DET
bracis-33608	140	13	size	size	NOUN
bracis-33608	140	14	of	of	ADP
bracis-33608	140	15	the	the	DET
bracis-33608	140	16	summary	summary	NOUN
bracis-33608	140	17	,	,	PUNCT
bracis-33608	140	18	all	all	DET
bracis-33608	140	19	content	content	NOUN
bracis-33608	140	20	will	will	AUX
bracis-33608	140	21	be	be	AUX
bracis-33608	140	22	extracted	extract	VERB
bracis-33608	140	23	from	from	ADP
bracis-33608	140	24	this	this	DET
bracis-33608	140	25	source	source	NOUN
bracis-33608	140	26	.	.	PUNCT
bracis-33608	141	1	otherwise	otherwise	ADV
bracis-33608	141	2	,	,	PUNCT
bracis-33608	141	3	content	content	NOUN
bracis-33608	141	4	from	from	ADP
bracis-33608	141	5	other	other	ADJ
bracis-33608	141	6	documents	document	NOUN
bracis-33608	141	7	will	will	AUX
bracis-33608	141	8	be	be	AUX
bracis-33608	141	9	used	use	VERB
bracis-33608	141	10	following	follow	VERB
bracis-33608	141	11	the	the	DET
bracis-33608	141	12	same	same	ADJ
bracis-33608	141	13	order	order	NOUN
bracis-33608	141	14	of	of	ADP
bracis-33608	141	15	relevance	relevance	NOUN
bracis-33608	141	16	.	.	PUNCT
bracis-33608	142	1	textrank	textrank	VERB
bracis-33608	143	1	[	[	X
bracis-33608	143	2	23	23	NUM
bracis-33608	143	3	]	]	X
bracis-33608	143	4	:	:	PUNCT
bracis-33608	143	5	is	be	AUX
bracis-33608	143	6	an	an	DET
bracis-33608	143	7	unsupervised	unsupervised	ADJ
bracis-33608	143	8	extractive	extractive	ADJ
bracis-33608	143	9	summarization	summarization	NOUN
bracis-33608	143	10	method	method	NOUN
bracis-33608	143	11	based	base	VERB
bracis-33608	143	12	on	on	ADP
bracis-33608	143	13	graphs	graph	NOUN
bracis-33608	143	14	.	.	PUNCT
bracis-33608	144	1	in	in	ADP
bracis-33608	144	2	this	this	DET
bracis-33608	144	3	method	method	NOUN
bracis-33608	144	4	,	,	PUNCT
bracis-33608	144	5	the	the	DET
bracis-33608	144	6	sentences	sentence	NOUN
bracis-33608	144	7	are	be	AUX
bracis-33608	144	8	the	the	DET
bracis-33608	144	9	vertices	vertex	NOUN
bracis-33608	144	10	and	and	CCONJ
bracis-33608	144	11	the	the	DET
bracis-33608	144	12	similarity	similarity	NOUN
bracis-33608	144	13	between	between	ADP
bracis-33608	144	14	the	the	DET
bracis-33608	144	15	sentences	sentence	NOUN
bracis-33608	144	16	is	be	AUX
bracis-33608	144	17	used	use	VERB
bracis-33608	144	18	to	to	PART
bracis-33608	144	19	define	define	VERB
bracis-33608	144	20	connection	connection	NOUN
bracis-33608	144	21	weights	weight	NOUN
bracis-33608	144	22	.	.	PUNCT
bracis-33608	145	1	using	use	VERB
bracis-33608	145	2	this	this	DET
bracis-33608	145	3	graph	graph	NOUN
bracis-33608	145	4	,	,	PUNCT
bracis-33608	145	5	pagerank	pagerank	NOUN
bracis-33608	145	6	is	be	AUX
bracis-33608	145	7	applied	apply	VERB
bracis-33608	145	8	to	to	PART
bracis-33608	145	9	assign	assign	VERB
bracis-33608	145	10	a	a	DET
bracis-33608	145	11	score	score	NOUN
bracis-33608	145	12	to	to	ADP
bracis-33608	145	13	each	each	DET
bracis-33608	145	14	sentence	sentence	NOUN
bracis-33608	145	15	,	,	PUNCT
bracis-33608	145	16	which	which	PRON
bracis-33608	145	17	is	be	AUX
bracis-33608	145	18	used	use	VERB
bracis-33608	145	19	to	to	PART
bracis-33608	145	20	rank	rank	VERB
bracis-33608	145	21	the	the	DET
bracis-33608	145	22	sentences	sentence	NOUN
bracis-33608	145	23	.	.	PUNCT
bracis-33608	146	1	summaries	summary	NOUN
bracis-33608	146	2	are	be	AUX
bracis-33608	146	3	produced	produce	VERB
bracis-33608	146	4	by	by	ADP
bracis-33608	146	5	selecting	select	VERB
bracis-33608	146	6	the	the	DET
bracis-33608	146	7	sentences	sentence	NOUN
bracis-33608	146	8	with	with	ADP
bracis-33608	146	9	the	the	DET
bracis-33608	146	10	highest	high	ADJ
bracis-33608	146	11	score	score	NOUN
bracis-33608	146	12	.	.	PUNCT
bracis-33608	147	1	in	in	ADP
bracis-33608	147	2	our	our	PRON
bracis-33608	147	3	implementation	implementation	NOUN
bracis-33608	147	4	,	,	PUNCT
bracis-33608	147	5	the	the	DET
bracis-33608	147	6	similarity	similarity	NOUN
bracis-33608	147	7	between	between	ADP
bracis-33608	147	8	sentences	sentence	NOUN
bracis-33608	147	9	was	be	AUX
bracis-33608	147	10	calculated	calculate	VERB
bracis-33608	147	11	with	with	ADP
bracis-33608	147	12	tf	tf	PROPN
bracis-33608	147	13	-	-	PUNCT
bracis-33608	147	14	idf	idf	ADJ
bracis-33608	147	15	(	(	PUNCT
bracis-33608	147	16	term	term	NOUN
bracis-33608	147	17	frequency	frequency	NOUN
bracis-33608	147	18	–	–	PUNCT
bracis-33608	147	19	inverse	inverse	ADJ
bracis-33608	147	20	document	document	NOUN
bracis-33608	147	21	frequency	frequency	NOUN
bracis-33608	147	22	)	)	PUNCT
bracis-33608	147	23	.	.	PUNCT
bracis-33608	148	1	docscore+textrank	docscore+textrank	PROPN
bracis-33608	148	2	:	:	PUNCT
bracis-33608	148	3	the	the	DET
bracis-33608	148	4	result	result	NOUN
bracis-33608	148	5	of	of	ADP
bracis-33608	148	6	processing	processing	NOUN
bracis-33608	148	7	with	with	ADP
bracis-33608	148	8	textrank	textrank	NOUN
bracis-33608	148	9	is	be	AUX
bracis-33608	148	10	a	a	DET
bracis-33608	148	11	score	score	NOUN
bracis-33608	148	12	value	value	NOUN
bracis-33608	148	13	related	relate	VERB
bracis-33608	148	14	to	to	ADP
bracis-33608	148	15	each	each	DET
bracis-33608	148	16	sentence	sentence	NOUN
bracis-33608	148	17	.	.	PUNCT
bracis-33608	149	1	to	to	PART
bracis-33608	149	2	integrate	integrate	VERB
bracis-33608	149	3	with	with	ADP
bracis-33608	149	4	document	document	NOUN
bracis-33608	149	5	prioritization	prioritization	NOUN
bracis-33608	149	6	,	,	PUNCT
bracis-33608	149	7	we	we	PRON
bracis-33608	149	8	are	be	AUX
bracis-33608	149	9	adding	add	VERB
bracis-33608	149	10	the	the	DET
bracis-33608	149	11	document	document	NOUN
bracis-33608	149	12	score	score	NOUN
bracis-33608	149	13	to	to	ADP
bracis-33608	149	14	the	the	DET
bracis-33608	149	15	paragraph	paragraph	NOUN
bracis-33608	149	16	score	score	NOUN
bracis-33608	149	17	,	,	PUNCT
bracis-33608	149	18	resulting	result	VERB
bracis-33608	149	19	in	in	ADP
bracis-33608	149	20	a	a	DET
bracis-33608	149	21	greater	great	ADJ
bracis-33608	149	22	probability	probability	NOUN
bracis-33608	149	23	of	of	ADP
bracis-33608	149	24	selecting	select	VERB
bracis-33608	149	25	the	the	DET
bracis-33608	149	26	paragraphs	paragraph	NOUN
bracis-33608	149	27	from	from	ADP
bracis-33608	149	28	the	the	DET
bracis-33608	149	29	best	good	ADJ
bracis-33608	149	30	documents	document	NOUN
bracis-33608	149	31	.	.	PUNCT
bracis-33608	150	1	in	in	ADP
bracis-33608	150	2	this	this	DET
bracis-33608	150	3	sum	sum	NOUN
bracis-33608	150	4	,	,	PUNCT
bracis-33608	150	5	we	we	PRON
bracis-33608	150	6	are	be	AUX
bracis-33608	150	7	applying	apply	VERB
bracis-33608	150	8	a	a	DET
bracis-33608	150	9	weighting	weighting	NOUN
bracis-33608	150	10	factor	factor	NOUN
bracis-33608	150	11	,	,	PUNCT
bracis-33608	150	12	according	accord	VERB
bracis-33608	150	13	to	to	ADP
bracis-33608	150	14	eq	eq	PROPN
bracis-33608	150	15	.	.	PUNCT
bracis-33608	150	16	 	 	SPACE
bracis-33608	150	17	2	2	NUM
bracis-33608	150	18	,	,	PUNCT
bracis-33608	150	19	where	where	SCONJ
bracis-33608	150	20	\(t(s_{d	\(t(s_{d	ADV
bracis-33608	150	21	,	,	PUNCT
bracis-33608	150	22	i})\	i})\	X
bracis-33608	150	23	)	)	PUNCT
bracis-33608	150	24	is	be	AUX
bracis-33608	150	25	the	the	DET
bracis-33608	150	26	score	score	NOUN
bracis-33608	150	27	obtained	obtain	VERB
bracis-33608	150	28	with	with	ADP
bracis-33608	150	29	textrank	textrank	NOUN
bracis-33608	150	30	for	for	ADP
bracis-33608	150	31	sentence	sentence	NOUN
bracis-33608	150	32	i	i	PRON
bracis-33608	150	33	of	of	ADP
bracis-33608	150	34	document	document	NOUN
bracis-33608	150	35	d	d	NOUN
bracis-33608	150	36	,	,	PUNCT
bracis-33608	150	37	s(d	s(d	PROPN
bracis-33608	150	38	)	)	PUNCT
bracis-33608	150	39	is	be	AUX
bracis-33608	150	40	the	the	DET
bracis-33608	150	41	document	document	NOUN
bracis-33608	150	42	score	score	NOUN
bracis-33608	150	43	obtained	obtain	VERB
bracis-33608	150	44	with	with	ADP
bracis-33608	150	45	our	our	PRON
bracis-33608	150	46	model	model	NOUN
bracis-33608	150	47	and	and	CCONJ
bracis-33608	150	48	\(\alpha	\(\alpha	X
bracis-33608	150	49	\	\	NOUN
bracis-33608	150	50	)	)	PUNCT
bracis-33608	150	51	is	be	AUX
bracis-33608	150	52	an	an	DET
bracis-33608	150	53	adjustable	adjustable	ADJ
bracis-33608	150	54	parameter	parameter	NOUN
bracis-33608	150	55	.	.	PUNCT
bracis-33608	151	1	$	$	SYM
bracis-33608	151	2	$	$	SYM
bracis-33608	151	3	\begin{aligned	\begin{aligne	VERB
bracis-33608	151	4	}	}	PUNCT
bracis-33608	151	5	score(s_{d	score(s_{d	PROPN
bracis-33608	151	6	,	,	PUNCT
bracis-33608	151	7	i	i	NOUN
bracis-33608	151	8	}	}	PUNCT
bracis-33608	151	9	)	)	PUNCT
bracis-33608	151	10	=	=	NOUN
bracis-33608	151	11	t(s_{d	t(s_{d	NOUN
bracis-33608	151	12	,	,	PUNCT
bracis-33608	151	13	i	i	PRON
bracis-33608	151	14	}	}	PUNCT
bracis-33608	151	15	)	)	PUNCT
bracis-33608	152	1	+	+	CCONJ
bracis-33608	152	2	\alpha	\alpha	PROPN
bracis-33608	152	3	*	*	PUNCT
bracis-33608	152	4	s(d	s(d	PROPN
bracis-33608	152	5	)	)	PUNCT
bracis-33608	152	6	\end{aligned}$$	\end{aligned}$$	X
bracis-33608	152	7	(	(	PUNCT
bracis-33608	152	8	2	2	NUM
bracis-33608	152	9	)	)	PUNCT
bracis-33608	152	10	pacsum	pacsum	NOUN
bracis-33608	152	11	[	[	X
bracis-33608	152	12	34	34	NUM
bracis-33608	152	13	]	]	X
bracis-33608	152	14	:	:	PUNCT
bracis-33608	152	15	this	this	PRON
bracis-33608	152	16	is	be	AUX
bracis-33608	152	17	a	a	DET
bracis-33608	152	18	summarization	summarization	NOUN
bracis-33608	152	19	method	method	NOUN
bracis-33608	152	20	that	that	PRON
bracis-33608	152	21	represents	represent	VERB
bracis-33608	152	22	the	the	DET
bracis-33608	152	23	input	input	NOUN
bracis-33608	152	24	contents	content	NOUN
bracis-33608	152	25	in	in	ADP
bracis-33608	152	26	the	the	DET
bracis-33608	152	27	form	form	NOUN
bracis-33608	152	28	of	of	ADP
bracis-33608	152	29	digraphs	digraph	NOUN
bracis-33608	152	30	.	.	PUNCT
bracis-33608	153	1	the	the	DET
bracis-33608	153	2	authors	author	NOUN
bracis-33608	153	3	argue	argue	VERB
bracis-33608	153	4	that	that	SCONJ
bracis-33608	153	5	when	when	SCONJ
bracis-33608	153	6	selecting	select	VERB
bracis-33608	153	7	sentences	sentence	NOUN
bracis-33608	153	8	to	to	PART
bracis-33608	153	9	construct	construct	VERB
bracis-33608	153	10	summaries	summary	NOUN
bracis-33608	153	11	,	,	PUNCT
bracis-33608	153	12	there	there	PRON
bracis-33608	153	13	are	be	VERB
bracis-33608	153	14	those	those	PRON
bracis-33608	153	15	that	that	PRON
bracis-33608	153	16	contain	contain	VERB
bracis-33608	153	17	the	the	DET
bracis-33608	153	18	most	most	ADV
bracis-33608	153	19	relevant	relevant	ADJ
bracis-33608	153	20	information	information	NOUN
bracis-33608	153	21	and	and	CCONJ
bracis-33608	153	22	those	those	PRON
bracis-33608	153	23	that	that	PRON
bracis-33608	153	24	are	be	AUX
bracis-33608	153	25	complementary	complementary	ADJ
bracis-33608	153	26	.	.	PUNCT
bracis-33608	154	1	a	a	DET
bracis-33608	154	2	simple	simple	ADJ
bracis-33608	154	3	approach	approach	NOUN
bracis-33608	154	4	is	be	AUX
bracis-33608	154	5	proposed	propose	VERB
bracis-33608	154	6	to	to	PART
bracis-33608	154	7	identify	identify	VERB
bracis-33608	154	8	the	the	DET
bracis-33608	154	9	most	most	ADV
bracis-33608	154	10	relevant	relevant	ADJ
bracis-33608	154	11	sentences	sentence	NOUN
bracis-33608	154	12	considering	consider	VERB
bracis-33608	154	13	their	their	PRON
bracis-33608	154	14	position	position	NOUN
bracis-33608	154	15	of	of	ADP
bracis-33608	154	16	occurrence	occurrence	NOUN
bracis-33608	154	17	in	in	ADP
bracis-33608	154	18	the	the	DET
bracis-33608	154	19	text	text	NOUN
bracis-33608	154	20	.	.	PUNCT
bracis-33608	155	1	in	in	ADP
bracis-33608	155	2	the	the	DET
bracis-33608	155	3	proposed	propose	VERB
bracis-33608	155	4	digraph	digraph	NOUN
bracis-33608	155	5	,	,	PUNCT
bracis-33608	155	6	the	the	DET
bracis-33608	155	7	vertices	vertex	NOUN
bracis-33608	155	8	are	be	AUX
bracis-33608	155	9	sentence	sentence	NOUN
bracis-33608	155	10	embeddings	embedding	NOUN
bracis-33608	155	11	,	,	PUNCT
bracis-33608	155	12	and	and	CCONJ
bracis-33608	155	13	the	the	DET
bracis-33608	155	14	direction	direction	NOUN
bracis-33608	155	15	of	of	ADP
bracis-33608	155	16	the	the	DET
bracis-33608	155	17	connections	connection	NOUN
bracis-33608	155	18	is	be	AUX
bracis-33608	155	19	defined	define	VERB
bracis-33608	155	20	by	by	ADP
bracis-33608	155	21	the	the	DET
bracis-33608	155	22	order	order	NOUN
bracis-33608	155	23	of	of	ADP
bracis-33608	155	24	occurrence	occurrence	NOUN
bracis-33608	155	25	of	of	ADP
bracis-33608	155	26	the	the	DET
bracis-33608	155	27	paragraphs	paragraph	NOUN
bracis-33608	155	28	in	in	ADP
bracis-33608	155	29	the	the	DET
bracis-33608	155	30	text	text	NOUN
bracis-33608	155	31	.	.	PUNCT
bracis-33608	156	1	the	the	DET
bracis-33608	156	2	most	most	ADV
bracis-33608	156	3	central	central	ADJ
bracis-33608	156	4	sentences	sentence	NOUN
bracis-33608	156	5	are	be	AUX
bracis-33608	156	6	selected	select	VERB
bracis-33608	156	7	,	,	PUNCT
bracis-33608	156	8	and	and	CCONJ
bracis-33608	156	9	centrality	centrality	NOUN
bracis-33608	156	10	is	be	AUX
bracis-33608	156	11	defined	define	VERB
bracis-33608	156	12	with	with	ADP
bracis-33608	156	13	eq	eq	PROPN
bracis-33608	156	14	.	.	PUNCT
bracis-33608	156	15	 	 	SPACE
bracis-33608	156	16	3	3	X
bracis-33608	156	17	.	.	PUNCT
bracis-33608	157	1	in	in	ADP
bracis-33608	157	2	this	this	DET
bracis-33608	157	3	equation	equation	NOUN
bracis-33608	157	4	,	,	PUNCT
bracis-33608	157	5	i	i	PRON
bracis-33608	157	6	and	and	CCONJ
bracis-33608	157	7	j	j	PROPN
bracis-33608	157	8	are	be	AUX
bracis-33608	157	9	positions	position	NOUN
bracis-33608	157	10	of	of	ADP
bracis-33608	157	11	sentences	sentence	NOUN
bracis-33608	157	12	in	in	ADP
bracis-33608	157	13	the	the	DET
bracis-33608	157	14	input	input	NOUN
bracis-33608	157	15	documents	document	NOUN
bracis-33608	157	16	,	,	PUNCT
bracis-33608	157	17	\(s_i\	\(s_i\	NOUN
bracis-33608	157	18	)	)	PUNCT
bracis-33608	157	19	is	be	AUX
bracis-33608	157	20	a	a	DET
bracis-33608	157	21	sentence	sentence	NOUN
bracis-33608	157	22	,	,	PUNCT
bracis-33608	157	23	\(e_{i	\(e_{i	NOUN
bracis-33608	157	24	,	,	PUNCT
bracis-33608	157	25	j}\	j}\	PROPN
bracis-33608	157	26	)	)	PUNCT
bracis-33608	157	27	is	be	AUX
bracis-33608	157	28	a	a	DET
bracis-33608	157	29	measure	measure	NOUN
bracis-33608	157	30	of	of	ADP
bracis-33608	157	31	similarity	similarity	NOUN
bracis-33608	157	32	between	between	ADP
bracis-33608	157	33	sentences	sentence	NOUN
bracis-33608	157	34	\(s_i\	\(s_i\	NOUN
bracis-33608	157	35	)	)	PUNCT
bracis-33608	157	36	and	and	CCONJ
bracis-33608	157	37	\(s_j	\(s_j	PROPN
bracis-33608	157	38	\	\	NOUN
bracis-33608	157	39	)	)	PUNCT
bracis-33608	157	40	and	and	CCONJ
bracis-33608	157	41	\(\lambda	\(\lambda	NOUN
bracis-33608	157	42	_	_	NOUN
bracis-33608	157	43	1\	1\	NUM
bracis-33608	157	44	)	)	PUNCT
bracis-33608	157	45	and	and	CCONJ
bracis-33608	157	46	\(\lambda	\(\lambda	PRON
bracis-33608	157	47	_	_	NOUN
bracis-33608	157	48	2\	2\	X
bracis-33608	157	49	)	)	PUNCT
bracis-33608	157	50	are	be	AUX
bracis-33608	157	51	adjustable	adjustable	ADJ
bracis-33608	157	52	parameters	parameter	NOUN
bracis-33608	157	53	that	that	PRON
bracis-33608	157	54	determine	determine	VERB
bracis-33608	157	55	the	the	DET
bracis-33608	157	56	importance	importance	NOUN
bracis-33608	157	57	of	of	ADP
bracis-33608	157	58	the	the	DET
bracis-33608	157	59	initial	initial	ADJ
bracis-33608	157	60	and	and	CCONJ
bracis-33608	157	61	final	final	ADJ
bracis-33608	157	62	sentences	sentence	NOUN
bracis-33608	157	63	,	,	PUNCT
bracis-33608	157	64	respectively	respectively	ADV
bracis-33608	157	65	.	.	PUNCT
bracis-33608	158	1	$	$	SYM
bracis-33608	158	2	$	$	SYM
bracis-33608	158	3	\begin{aligned	\begin{aligne	VERB
bracis-33608	158	4	}	}	PUNCT
bracis-33608	158	5	centrality(s_i	centrality(s_i	NOUN
bracis-33608	158	6	)	)	PUNCT
bracis-33608	158	7	=	=	PUNCT
bracis-33608	159	1	\lambda	\lambda	NOUN
bracis-33608	159	2	_	_	NOUN
bracis-33608	159	3	1	1	NUM
bracis-33608	159	4	\sum	\sum	NOUN
bracis-33608	159	5	_	_	PUNCT
bracis-33608	159	6	{	{	PUNCT
bracis-33608	159	7	j	j	X
bracis-33608	159	8	<	<	X
bracis-33608	159	9	i}e_{i	i}e_{i	PROPN
bracis-33608	159	10	,	,	PUNCT
bracis-33608	159	11	j	j	NOUN
bracis-33608	159	12	}	}	PUNCT
bracis-33608	160	1	+	+	CCONJ
bracis-33608	160	2	\lambda	\lambda	PROPN
bracis-33608	160	3	_	_	NOUN
bracis-33608	160	4	2	2	NUM
bracis-33608	160	5	\sum	\sum	NOUN
bracis-33608	160	6	_	_	PUNCT
bracis-33608	160	7	{	{	PUNCT
bracis-33608	160	8	j	j	X
bracis-33608	160	9	>	>	X
bracis-33608	160	10	i}e_{i	i}e_{i	PROPN
bracis-33608	160	11	,	,	PUNCT
bracis-33608	160	12	j	j	PROPN
bracis-33608	160	13	}	}	PUNCT
bracis-33608	160	14	\end{aligned}$$	\end{aligned}$$	X
bracis-33608	160	15	(	(	PUNCT
bracis-33608	160	16	3	3	X
bracis-33608	160	17	)	)	PUNCT
bracis-33608	160	18	docscore+pacsum	docscore+pacsum	NOUN
bracis-33608	160	19	:	:	PUNCT
bracis-33608	160	20	pacsum	pacsum	VERB
bracis-33608	160	21	’s	’s	PART
bracis-33608	160	22	adjustable	adjustable	ADJ
bracis-33608	160	23	parameters	parameter	NOUN
bracis-33608	160	24	are	be	AUX
bracis-33608	160	25	calibrated	calibrate	VERB
bracis-33608	160	26	through	through	ADP
bracis-33608	160	27	a	a	DET
bracis-33608	160	28	supervised	supervised	ADJ
bracis-33608	160	29	process	process	NOUN
bracis-33608	160	30	.	.	PUNCT
bracis-33608	161	1	in	in	ADP
bracis-33608	161	2	particular	particular	ADJ
bracis-33608	161	3	,	,	PUNCT
bracis-33608	161	4	the	the	DET
bracis-33608	161	5	parameters	parameter	NOUN
bracis-33608	161	6	\(\lambda	\(\lambda	VERB
bracis-33608	161	7	_	_	NOUN
bracis-33608	161	8	1\	1\	NUM
bracis-33608	161	9	)	)	PUNCT
bracis-33608	161	10	and	and	CCONJ
bracis-33608	161	11	\(\lambda	\(\lambda	PRON
bracis-33608	161	12	_	_	NOUN
bracis-33608	161	13	2\	2\	X
bracis-33608	161	14	)	)	PUNCT
bracis-33608	161	15	are	be	AUX
bracis-33608	161	16	configured	configure	VERB
bracis-33608	161	17	to	to	PART
bracis-33608	161	18	prioritize	prioritize	VERB
bracis-33608	161	19	the	the	DET
bracis-33608	161	20	initial	initial	ADJ
bracis-33608	161	21	and	and	CCONJ
bracis-33608	161	22	final	final	ADJ
bracis-33608	161	23	sentences	sentence	NOUN
bracis-33608	161	24	.	.	PUNCT
bracis-33608	162	1	this	this	DET
bracis-33608	162	2	way	way	NOUN
bracis-33608	162	3	,	,	PUNCT
bracis-33608	162	4	the	the	DET
bracis-33608	162	5	method	method	NOUN
bracis-33608	162	6	already	already	ADV
bracis-33608	162	7	has	have	VERB
bracis-33608	162	8	a	a	DET
bracis-33608	162	9	mechanism	mechanism	NOUN
bracis-33608	162	10	in	in	ADP
bracis-33608	162	11	addition	addition	NOUN
bracis-33608	162	12	to	to	ADP
bracis-33608	162	13	sentence	sentence	NOUN
bracis-33608	162	14	similarity	similarity	NOUN
bracis-33608	162	15	that	that	PRON
bracis-33608	162	16	we	we	PRON
bracis-33608	162	17	will	will	AUX
bracis-33608	162	18	reuse	reuse	VERB
bracis-33608	162	19	to	to	PART
bracis-33608	162	20	prioritize	prioritize	VERB
bracis-33608	162	21	the	the	DET
bracis-33608	162	22	most	most	ADV
bracis-33608	162	23	important	important	ADJ
bracis-33608	162	24	documents	document	NOUN
bracis-33608	162	25	.	.	PUNCT
bracis-33608	163	1	to	to	PART
bracis-33608	163	2	achieve	achieve	VERB
bracis-33608	163	3	this	this	PRON
bracis-33608	163	4	,	,	PUNCT
bracis-33608	163	5	our	our	PRON
bracis-33608	163	6	approach	approach	NOUN
bracis-33608	163	7	was	be	AUX
bracis-33608	163	8	to	to	PART
bracis-33608	163	9	reorder	reorder	VERB
bracis-33608	163	10	the	the	DET
bracis-33608	163	11	input	input	NOUN
bracis-33608	163	12	documents	document	NOUN
bracis-33608	163	13	,	,	PUNCT
bracis-33608	163	14	keeping	keep	VERB
bracis-33608	163	15	the	the	DET
bracis-33608	163	16	most	most	ADV
bracis-33608	163	17	relevant	relevant	ADJ
bracis-33608	163	18	ones	one	NOUN
bracis-33608	163	19	first	first	ADV
bracis-33608	163	20	,	,	PUNCT
bracis-33608	163	21	which	which	PRON
bracis-33608	163	22	allows	allow	VERB
bracis-33608	163	23	the	the	DET
bracis-33608	163	24	parameters	parameter	NOUN
bracis-33608	163	25	\(\lambda	\(\lambda	VERB
bracis-33608	163	26	_	_	NOUN
bracis-33608	163	27	1\	1\	NUM
bracis-33608	163	28	)	)	PUNCT
bracis-33608	163	29	and	and	CCONJ
bracis-33608	163	30	\(\lambda	\(\lambda	PRON
bracis-33608	163	31	_	_	NOUN
bracis-33608	163	32	2\	2\	X
bracis-33608	163	33	)	)	PUNCT
bracis-33608	163	34	to	to	PART
bracis-33608	163	35	be	be	AUX
bracis-33608	163	36	adjusted	adjust	VERB
bracis-33608	163	37	more	more	ADV
bracis-33608	163	38	effectively	effectively	ADV
bracis-33608	163	39	.	.	PUNCT
bracis-33608	164	1	bertsum	bertsum	X
bracis-33608	165	1	[	[	X
bracis-33608	165	2	19	19	NUM
bracis-33608	165	3	]	]	X
bracis-33608	165	4	:	:	PUNCT
bracis-33608	165	5	it	it	PRON
bracis-33608	165	6	is	be	AUX
bracis-33608	165	7	a	a	DET
bracis-33608	165	8	supervised	supervised	ADJ
bracis-33608	165	9	method	method	NOUN
bracis-33608	165	10	for	for	ADP
bracis-33608	165	11	producing	produce	VERB
bracis-33608	165	12	extractive	extractive	ADJ
bracis-33608	165	13	summaries	summary	NOUN
bracis-33608	165	14	using	use	VERB
bracis-33608	165	15	the	the	DET
bracis-33608	165	16	bert	bert	NOUN
bracis-33608	165	17	[	[	X
bracis-33608	165	18	6	6	NUM
bracis-33608	165	19	]	]	PUNCT
bracis-33608	165	20	network	network	NOUN
bracis-33608	165	21	.	.	PUNCT
bracis-33608	166	1	the	the	DET
bracis-33608	166	2	network	network	NOUN
bracis-33608	166	3	receives	receive	VERB
bracis-33608	166	4	the	the	DET
bracis-33608	166	5	content	content	NOUN
bracis-33608	166	6	to	to	PART
bracis-33608	166	7	be	be	AUX
bracis-33608	166	8	summarized	summarize	VERB
bracis-33608	166	9	,	,	PUNCT
bracis-33608	166	10	which	which	PRON
bracis-33608	166	11	has	have	AUX
bracis-33608	166	12	been	be	AUX
bracis-33608	166	13	changed	change	VERB
bracis-33608	166	14	to	to	PART
bracis-33608	166	15	include	include	VERB
bracis-33608	166	16	sentence	sentence	NOUN
bracis-33608	166	17	separation	separation	NOUN
bracis-33608	166	18	and	and	CCONJ
bracis-33608	166	19	produce	produce	VERB
bracis-33608	166	20	contextualized	contextualized	ADJ
bracis-33608	166	21	sentence	sentence	NOUN
bracis-33608	166	22	embeddings	embedding	NOUN
bracis-33608	166	23	.	.	PUNCT
bracis-33608	167	1	to	to	PART
bracis-33608	167	2	select	select	VERB
bracis-33608	167	3	sentences	sentence	NOUN
bracis-33608	167	4	,	,	PUNCT
bracis-33608	167	5	some	some	DET
bracis-33608	167	6	approaches	approach	NOUN
bracis-33608	167	7	are	be	AUX
bracis-33608	167	8	evaluated	evaluate	VERB
bracis-33608	167	9	,	,	PUNCT
bracis-33608	167	10	including	include	VERB
bracis-33608	167	11	a	a	DET
bracis-33608	167	12	simple	simple	ADJ
bracis-33608	167	13	classifier	classifier	NOUN
bracis-33608	167	14	,	,	PUNCT
bracis-33608	167	15	an	an	DET
bracis-33608	167	16	inter	inter	ADJ
bracis-33608	167	17	-	-	ADJ
bracis-33608	167	18	sentence	sentence	NOUN
bracis-33608	167	19	transformer	transformer	NOUN
bracis-33608	167	20	,	,	PUNCT
bracis-33608	167	21	and	and	CCONJ
bracis-33608	167	22	an	an	DET
bracis-33608	167	23	lstm	lstm	ADJ
bracis-33608	167	24	network	network	NOUN
bracis-33608	167	25	.	.	PUNCT
bracis-33608	168	1	as	as	ADP
bracis-33608	168	2	an	an	DET
bracis-33608	168	3	additional	additional	ADJ
bracis-33608	168	4	resource	resource	NOUN
bracis-33608	168	5	to	to	PART
bracis-33608	168	6	avoid	avoid	VERB
bracis-33608	168	7	redundancy	redundancy	NOUN
bracis-33608	168	8	,	,	PUNCT
bracis-33608	168	9	summaries	summary	NOUN
bracis-33608	168	10	are	be	AUX
bracis-33608	168	11	produced	produce	VERB
bracis-33608	168	12	avoiding	avoid	VERB
bracis-33608	168	13	inserting	insert	VERB
bracis-33608	168	14	sentences	sentence	NOUN
bracis-33608	168	15	with	with	ADP
bracis-33608	168	16	repeated	repeat	VERB
bracis-33608	168	17	trigrams	trigram	NOUN
bracis-33608	168	18	.	.	PUNCT
bracis-33608	169	1	docscore+bertsum	docscore+bertsum	NOUN
bracis-33608	169	2	:	:	PUNCT
bracis-33608	169	3	it	it	PRON
bracis-33608	169	4	is	be	AUX
bracis-33608	169	5	challenging	challenge	VERB
bracis-33608	169	6	to	to	PART
bracis-33608	169	7	use	use	VERB
bracis-33608	169	8	bertsum	bertsum	ADV
bracis-33608	169	9	when	when	SCONJ
bracis-33608	169	10	there	there	PRON
bracis-33608	169	11	is	be	VERB
bracis-33608	169	12	a	a	DET
bracis-33608	169	13	large	large	ADJ
bracis-33608	169	14	amount	amount	NOUN
bracis-33608	169	15	of	of	ADP
bracis-33608	169	16	input	input	NOUN
bracis-33608	169	17	data	datum	NOUN
bracis-33608	169	18	because	because	SCONJ
bracis-33608	169	19	it	it	PRON
bracis-33608	169	20	processes	process	VERB
bracis-33608	169	21	all	all	DET
bracis-33608	169	22	input	input	NOUN
bracis-33608	169	23	sentences	sentence	NOUN
bracis-33608	169	24	at	at	ADP
bracis-33608	169	25	once	once	ADV
bracis-33608	169	26	.	.	PUNCT
bracis-33608	170	1	in	in	ADP
bracis-33608	170	2	the	the	DET
bracis-33608	170	3	bert	bert	PROPN
bracis-33608	170	4	network	network	NOUN
bracis-33608	170	5	,	,	PUNCT
bracis-33608	170	6	input	input	NOUN
bracis-33608	170	7	documents	document	NOUN
bracis-33608	170	8	are	be	AUX
bracis-33608	170	9	truncated	truncate	VERB
bracis-33608	170	10	into	into	ADP
bracis-33608	170	11	512	512	NUM
bracis-33608	170	12	tokens	token	NOUN
bracis-33608	170	13	,	,	PUNCT
bracis-33608	170	14	which	which	PRON
bracis-33608	170	15	in	in	ADP
bracis-33608	170	16	our	our	PRON
bracis-33608	170	17	test	test	NOUN
bracis-33608	170	18	case	case	NOUN
bracis-33608	170	19	can	can	AUX
bracis-33608	170	20	lead	lead	VERB
bracis-33608	170	21	to	to	ADP
bracis-33608	170	22	the	the	DET
bracis-33608	170	23	deletion	deletion	NOUN
bracis-33608	170	24	of	of	ADP
bracis-33608	170	25	complete	complete	ADJ
bracis-33608	170	26	documents	document	NOUN
bracis-33608	170	27	.	.	PUNCT
bracis-33608	171	1	to	to	PART
bracis-33608	171	2	minimize	minimize	VERB
bracis-33608	171	3	this	this	DET
bracis-33608	171	4	limitation	limitation	NOUN
bracis-33608	171	5	,	,	PUNCT
bracis-33608	171	6	we	we	PRON
bracis-33608	171	7	reorganize	reorganize	VERB
bracis-33608	171	8	the	the	DET
bracis-33608	171	9	input	input	NOUN
bracis-33608	171	10	documents	document	NOUN
bracis-33608	171	11	in	in	ADP
bracis-33608	171	12	a	a	DET
bracis-33608	171	13	manner	manner	NOUN
bracis-33608	171	14	similar	similar	ADJ
bracis-33608	171	15	to	to	ADP
bracis-33608	171	16	our	our	PRON
bracis-33608	171	17	approach	approach	NOUN
bracis-33608	171	18	using	use	VERB
bracis-33608	171	19	pacsum	pacsum	NOUN
bracis-33608	171	20	,	,	PUNCT
bracis-33608	171	21	allowing	allow	VERB
bracis-33608	171	22	the	the	DET
bracis-33608	171	23	best	good	ADJ
bracis-33608	171	24	documents	document	NOUN
bracis-33608	171	25	to	to	PART
bracis-33608	171	26	participate	participate	VERB
bracis-33608	171	27	in	in	ADP
bracis-33608	171	28	the	the	DET
bracis-33608	171	29	summarization	summarization	NOUN
bracis-33608	171	30	.	.	PUNCT
bracis-33608	172	1	oracle	oracle	PROPN
bracis-33608	172	2	:	:	PUNCT
bracis-33608	172	3	inserted	insert	VERB
bracis-33608	172	4	as	as	ADP
bracis-33608	172	5	an	an	DET
bracis-33608	172	6	upper	upper	ADJ
bracis-33608	172	7	bound	bind	VERB
bracis-33608	172	8	for	for	ADP
bracis-33608	172	9	extractive	extractive	ADJ
bracis-33608	172	10	methods	method	NOUN
bracis-33608	172	11	.	.	PUNCT
bracis-33608	173	1	we	we	PRON
bracis-33608	173	2	are	be	AUX
bracis-33608	173	3	using	use	VERB
bracis-33608	173	4	a	a	DET
bracis-33608	173	5	greedy	greedy	ADJ
bracis-33608	173	6	approach	approach	NOUN
bracis-33608	173	7	similar	similar	ADJ
bracis-33608	173	8	to	to	ADP
bracis-33608	173	9	the	the	DET
bracis-33608	173	10	one	one	NOUN
bracis-33608	173	11	presented	present	VERB
bracis-33608	173	12	in	in	ADP
bracis-33608	173	13	[	[	X
bracis-33608	173	14	19	19	NUM
bracis-33608	173	15	]	]	PUNCT
bracis-33608	173	16	.	.	PUNCT
bracis-33608	174	1	starting	start	VERB
bracis-33608	174	2	with	with	ADP
bracis-33608	174	3	an	an	DET
bracis-33608	174	4	empty	empty	ADJ
bracis-33608	174	5	set	set	NOUN
bracis-33608	174	6	,	,	PUNCT
bracis-33608	174	7	in	in	ADP
bracis-33608	174	8	each	each	DET
bracis-33608	174	9	iteration	iteration	NOUN
bracis-33608	174	10	,	,	PUNCT
bracis-33608	174	11	we	we	PRON
bracis-33608	174	12	include	include	VERB
bracis-33608	174	13	a	a	DET
bracis-33608	174	14	sentence	sentence	NOUN
bracis-33608	174	15	,	,	PUNCT
bracis-33608	174	16	and	and	CCONJ
bracis-33608	174	17	this	this	DET
bracis-33608	174	18	sentence	sentence	NOUN
bracis-33608	174	19	must	must	AUX
bracis-33608	174	20	be	be	AUX
bracis-33608	174	21	the	the	DET
bracis-33608	174	22	one	one	NUM
bracis-33608	174	23	that	that	PRON
bracis-33608	174	24	increases	increase	VERB
bracis-33608	174	25	the	the	DET
bracis-33608	174	26	rouge	rouge	NOUN
bracis-33608	174	27	metric	metric	NOUN
bracis-33608	174	28	the	the	DET
bracis-33608	174	29	most	most	ADJ
bracis-33608	174	30	of	of	ADP
bracis-33608	174	31	all	all	DET
bracis-33608	174	32	sentences	sentence	NOUN
bracis-33608	174	33	in	in	ADP
bracis-33608	174	34	all	all	DET
bracis-33608	174	35	documents	document	NOUN
bracis-33608	174	36	.	.	PUNCT
bracis-33608	175	1	furthermore	furthermore	ADV
bracis-33608	175	2	,	,	PUNCT
bracis-33608	175	3	repeated	repeat	VERB
bracis-33608	175	4	sentences	sentence	NOUN
bracis-33608	175	5	should	should	AUX
bracis-33608	175	6	not	not	PART
bracis-33608	175	7	be	be	AUX
bracis-33608	175	8	included	include	VERB
bracis-33608	175	9	.	.	PUNCT
bracis-33608	176	1	the	the	DET
bracis-33608	176	2	process	process	NOUN
bracis-33608	176	3	is	be	AUX
bracis-33608	176	4	repeated	repeat	VERB
bracis-33608	176	5	until	until	SCONJ
bracis-33608	176	6	the	the	DET
bracis-33608	176	7	size	size	NOUN
bracis-33608	176	8	defined	define	VERB
bracis-33608	176	9	for	for	ADP
bracis-33608	176	10	the	the	DET
bracis-33608	176	11	summary	summary	NOUN
bracis-33608	176	12	is	be	AUX
bracis-33608	176	13	reached	reach	VERB
bracis-33608	176	14	or	or	CCONJ
bracis-33608	176	15	there	there	PRON
bracis-33608	176	16	is	be	VERB
bracis-33608	176	17	no	no	DET
bracis-33608	176	18	sentence	sentence	NOUN
bracis-33608	176	19	that	that	PRON
bracis-33608	176	20	increases	increase	VERB
bracis-33608	176	21	the	the	DET
bracis-33608	176	22	summary	summary	NOUN
bracis-33608	176	23	score	score	NOUN
bracis-33608	176	24	.	.	PUNCT
bracis-33608	177	1	oracle	oracle	PROPN
bracis-33608	177	2	lead	lead	VERB
bracis-33608	177	3	:	:	PUNCT
bracis-33608	177	4	an	an	DET
bracis-33608	177	5	additional	additional	ADJ
bracis-33608	177	6	upper	upper	ADJ
bracis-33608	177	7	bound	bind	VERB
bracis-33608	177	8	that	that	PRON
bracis-33608	177	9	exclusively	exclusively	ADV
bracis-33608	177	10	takes	take	VERB
bracis-33608	177	11	document	document	NOUN
bracis-33608	177	12	ordering	ordering	NOUN
bracis-33608	177	13	into	into	ADP
bracis-33608	177	14	account	account	NOUN
bracis-33608	177	15	.	.	PUNCT
bracis-33608	178	1	input	input	NOUN
bracis-33608	178	2	documents	document	NOUN
bracis-33608	178	3	were	be	AUX
bracis-33608	178	4	evaluated	evaluate	VERB
bracis-33608	178	5	with	with	ADP
bracis-33608	178	6	rouge	rouge	NOUN
bracis-33608	178	7	and	and	CCONJ
bracis-33608	178	8	ordered	order	VERB
bracis-33608	178	9	best	well	ADV
bracis-33608	178	10	first	first	ADV
bracis-33608	178	11	.	.	PUNCT
bracis-33608	179	1	using	use	VERB
bracis-33608	179	2	the	the	DET
bracis-33608	179	3	data	datum	NOUN
bracis-33608	179	4	in	in	ADP
bracis-33608	179	5	this	this	DET
bracis-33608	179	6	sequence	sequence	NOUN
bracis-33608	179	7	we	we	PRON
bracis-33608	179	8	apply	apply	VERB
bracis-33608	179	9	leadsum	leadsum	NOUN
bracis-33608	179	10	,	,	PUNCT
bracis-33608	179	11	which	which	PRON
bracis-33608	179	12	is	be	AUX
bracis-33608	179	13	the	the	DET
bracis-33608	179	14	simplest	simple	ADJ
bracis-33608	179	15	classifier	classifier	NOUN
bracis-33608	179	16	.	.	PUNCT
bracis-33608	180	1	4.3	4.3	NUM
bracis-33608	180	2	implementation	implementation	NOUN
bracis-33608	180	3	details	detail	NOUN
bracis-33608	180	4	our	our	PRON
bracis-33608	180	5	goal	goal	NOUN
bracis-33608	180	6	when	when	SCONJ
bracis-33608	180	7	running	run	VERB
bracis-33608	180	8	the	the	DET
bracis-33608	180	9	experiments	experiment	NOUN
bracis-33608	180	10	is	be	AUX
bracis-33608	180	11	to	to	PART
bracis-33608	180	12	find	find	VERB
bracis-33608	180	13	out	out	ADP
bracis-33608	180	14	whether	whether	SCONJ
bracis-33608	180	15	adding	add	VERB
bracis-33608	180	16	document	document	NOUN
bracis-33608	180	17	prioritization	prioritization	NOUN
bracis-33608	180	18	improved	improve	VERB
bracis-33608	180	19	the	the	DET
bracis-33608	180	20	quality	quality	NOUN
bracis-33608	180	21	of	of	ADP
bracis-33608	180	22	summaries	summary	NOUN
bracis-33608	180	23	.	.	PUNCT
bracis-33608	181	1	in	in	ADP
bracis-33608	181	2	order	order	NOUN
bracis-33608	181	3	to	to	PART
bracis-33608	181	4	achieve	achieve	VERB
bracis-33608	181	5	this	this	PRON
bracis-33608	181	6	,	,	PUNCT
bracis-33608	181	7	we	we	PRON
bracis-33608	181	8	conducted	conduct	VERB
bracis-33608	181	9	experiments	experiment	NOUN
bracis-33608	181	10	on	on	ADP
bracis-33608	181	11	the	the	DET
bracis-33608	181	12	datasets	dataset	NOUN
bracis-33608	181	13	and	and	CCONJ
bracis-33608	181	14	evaluated	evaluate	VERB
bracis-33608	181	15	how	how	SCONJ
bracis-33608	181	16	well	well	ADV
bracis-33608	181	17	the	the	DET
bracis-33608	181	18	baseline	baseline	ADJ
bracis-33608	181	19	and	and	CCONJ
bracis-33608	181	20	modified	modify	VERB
bracis-33608	181	21	versions	version	NOUN
bracis-33608	181	22	of	of	ADP
bracis-33608	181	23	the	the	DET
bracis-33608	181	24	algorithms	algorithm	NOUN
bracis-33608	181	25	performed	perform	VERB
bracis-33608	181	26	.	.	PUNCT
bracis-33608	182	1	all	all	DET
bracis-33608	182	2	training	training	NOUN
bracis-33608	182	3	of	of	ADP
bracis-33608	182	4	the	the	DET
bracis-33608	182	5	document	document	NOUN
bracis-33608	182	6	prioritization	prioritization	NOUN
bracis-33608	182	7	model	model	NOUN
bracis-33608	182	8	was	be	AUX
bracis-33608	182	9	carried	carry	VERB
bracis-33608	182	10	out	out	ADP
bracis-33608	182	11	with	with	ADP
bracis-33608	182	12	the	the	DET
bracis-33608	182	13	training	training	NOUN
bracis-33608	182	14	data	datum	NOUN
bracis-33608	182	15	and	and	CCONJ
bracis-33608	182	16	followed	follow	VERB
bracis-33608	182	17	up	up	ADP
bracis-33608	182	18	with	with	ADP
bracis-33608	182	19	the	the	DET
bracis-33608	182	20	validation	validation	NOUN
bracis-33608	182	21	data	datum	NOUN
bracis-33608	182	22	.	.	PUNCT
bracis-33608	183	1	we	we	PRON
bracis-33608	183	2	terminated	terminate	VERB
bracis-33608	183	3	training	training	NOUN
bracis-33608	183	4	when	when	SCONJ
bracis-33608	183	5	no	no	DET
bracis-33608	183	6	reductions	reduction	NOUN
bracis-33608	183	7	in	in	ADP
bracis-33608	183	8	classification	classification	NOUN
bracis-33608	183	9	error	error	NOUN
bracis-33608	183	10	were	be	AUX
bracis-33608	183	11	observed	observe	VERB
bracis-33608	183	12	in	in	ADP
bracis-33608	183	13	the	the	DET
bracis-33608	183	14	validation	validation	NOUN
bracis-33608	183	15	set	set	VERB
bracis-33608	183	16	for	for	ADP
bracis-33608	183	17	three	three	NUM
bracis-33608	183	18	consecutive	consecutive	ADJ
bracis-33608	183	19	iterations	iteration	NOUN
bracis-33608	183	20	.	.	PUNCT
bracis-33608	184	1	to	to	PART
bracis-33608	184	2	determine	determine	VERB
bracis-33608	184	3	the	the	DET
bracis-33608	184	4	model	model	NOUN
bracis-33608	184	5	settings	setting	NOUN
bracis-33608	184	6	,	,	PUNCT
bracis-33608	184	7	we	we	PRON
bracis-33608	184	8	performed	perform	VERB
bracis-33608	184	9	tests	test	NOUN
bracis-33608	184	10	on	on	ADP
bracis-33608	184	11	the	the	DET
bracis-33608	184	12	multi	multi	ADJ
bracis-33608	184	13	-	-	ADJ
bracis-33608	184	14	news	news	ADJ
bracis-33608	184	15	dataset	dataset	NOUN
bracis-33608	184	16	,	,	PUNCT
bracis-33608	184	17	applying	apply	VERB
bracis-33608	184	18	the	the	DET
bracis-33608	184	19	same	same	ADJ
bracis-33608	184	20	configuration	configuration	NOUN
bracis-33608	184	21	to	to	ADP
bracis-33608	184	22	all	all	DET
bracis-33608	184	23	datasets	dataset	NOUN
bracis-33608	184	24	.	.	PUNCT
bracis-33608	185	1	in	in	ADP
bracis-33608	185	2	our	our	PRON
bracis-33608	185	3	evaluation	evaluation	NOUN
bracis-33608	185	4	,	,	PUNCT
bracis-33608	185	5	we	we	PRON
bracis-33608	185	6	only	only	ADV
bracis-33608	185	7	considered	consider	VERB
bracis-33608	185	8	the	the	DET
bracis-33608	185	9	quality	quality	NOUN
bracis-33608	185	10	of	of	ADP
bracis-33608	185	11	the	the	DET
bracis-33608	185	12	results	result	NOUN
bracis-33608	185	13	,	,	PUNCT
bracis-33608	185	14	disregarding	disregard	VERB
bracis-33608	185	15	the	the	DET
bracis-33608	185	16	computational	computational	ADJ
bracis-33608	185	17	cost	cost	NOUN
bracis-33608	185	18	,	,	PUNCT
bracis-33608	185	19	although	although	SCONJ
bracis-33608	185	20	in	in	ADP
bracis-33608	185	21	our	our	PRON
bracis-33608	185	22	studies	study	NOUN
bracis-33608	185	23	the	the	DET
bracis-33608	185	24	larger	large	ADJ
bracis-33608	185	25	network	network	NOUN
bracis-33608	185	26	did	do	AUX
bracis-33608	185	27	not	not	PART
bracis-33608	185	28	always	always	ADV
bracis-33608	185	29	produce	produce	VERB
bracis-33608	185	30	better	well	ADJ
bracis-33608	185	31	results	result	NOUN
bracis-33608	185	32	.	.	PUNCT
bracis-33608	186	1	in	in	ADP
bracis-33608	186	2	this	this	DET
bracis-33608	186	3	way	way	NOUN
bracis-33608	186	4	,	,	PUNCT
bracis-33608	186	5	128	128	NUM
bracis-33608	186	6	convolutional	convolutional	ADJ
bracis-33608	186	7	kernels	kernel	NOUN
bracis-33608	186	8	were	be	AUX
bracis-33608	186	9	used	use	VERB
bracis-33608	186	10	,	,	PUNCT
bracis-33608	186	11	and	and	CCONJ
bracis-33608	186	12	we	we	PRON
bracis-33608	186	13	produced	produce	VERB
bracis-33608	186	14	document	document	NOUN
bracis-33608	186	15	embeddings	embedding	NOUN
bracis-33608	186	16	with	with	ADP
bracis-33608	186	17	a	a	DET
bracis-33608	186	18	length	length	NOUN
bracis-33608	186	19	of	of	ADP
bracis-33608	186	20	32	32	NUM
bracis-33608	186	21	values	value	NOUN
bracis-33608	186	22	.	.	PUNCT
bracis-33608	187	1	the	the	DET
bracis-33608	187	2	input	input	NOUN
bracis-33608	187	3	data	datum	NOUN
bracis-33608	187	4	was	be	AUX
bracis-33608	187	5	converted	convert	VERB
bracis-33608	187	6	to	to	PART
bracis-33608	187	7	lowercase	lowercase	VERB
bracis-33608	188	1	and	and	CCONJ
bracis-33608	188	2	we	we	PRON
bracis-33608	188	3	are	be	AUX
bracis-33608	188	4	using	use	VERB
bracis-33608	188	5	a	a	DET
bracis-33608	188	6	vocabulary	vocabulary	NOUN
bracis-33608	188	7	with	with	ADP
bracis-33608	188	8	the	the	DET
bracis-33608	188	9	most	most	ADV
bracis-33608	188	10	frequent	frequent	ADJ
bracis-33608	188	11	10,000	10,000	NUM
bracis-33608	188	12	lemmatized	lemmatize	VERB
bracis-33608	188	13	tokens	token	NOUN
bracis-33608	188	14	.	.	PUNCT
bracis-33608	189	1	the	the	DET
bracis-33608	189	2	word	word	NOUN
bracis-33608	189	3	embeddings	embedding	NOUN
bracis-33608	189	4	were	be	AUX
bracis-33608	189	5	generated	generate	VERB
bracis-33608	189	6	with	with	ADP
bracis-33608	189	7	fasttext	fasttext	PROPN
bracis-33608	189	8	[	[	X
bracis-33608	189	9	24	24	NUM
bracis-33608	189	10	]	]	PUNCT
bracis-33608	189	11	,	,	PUNCT
bracis-33608	189	12	which	which	PRON
bracis-33608	189	13	has	have	VERB
bracis-33608	189	14	a	a	DET
bracis-33608	189	15	sub	sub	ADJ
bracis-33608	189	16	-	-	ADJ
bracis-33608	189	17	word	word	ADJ
bracis-33608	189	18	mechanism	mechanism	NOUN
bracis-33608	189	19	capable	capable	ADJ
bracis-33608	189	20	of	of	ADP
bracis-33608	189	21	avoiding	avoid	VERB
bracis-33608	189	22	out	out	ADP
bracis-33608	189	23	-	-	PUNCT
bracis-33608	189	24	of	of	ADP
bracis-33608	189	25	-	-	PUNCT
bracis-33608	189	26	vocabulary	vocabulary	ADJ
bracis-33608	189	27	occurrences	occurrence	NOUN
bracis-33608	189	28	.	.	PUNCT
bracis-33608	190	1	we	we	PRON
bracis-33608	190	2	used	use	VERB
bracis-33608	190	3	the	the	DET
bracis-33608	190	4	distribution	distribution	NOUN
bracis-33608	190	5	trained	train	VERB
bracis-33608	190	6	with	with	ADP
bracis-33608	190	7	common	common	ADJ
bracis-33608	190	8	crawl	crawl	NOUN
bracis-33608	190	9	and	and	CCONJ
bracis-33608	190	10	allowed	allow	VERB
bracis-33608	190	11	these	these	DET
bracis-33608	190	12	representations	representation	NOUN
bracis-33608	190	13	to	to	PART
bracis-33608	190	14	be	be	AUX
bracis-33608	190	15	optimized	optimize	VERB
bracis-33608	190	16	in	in	ADP
bracis-33608	190	17	the	the	DET
bracis-33608	190	18	training	training	NOUN
bracis-33608	190	19	.	.	PUNCT
bracis-33608	191	1	as	as	SCONJ
bracis-33608	191	2	mentioned	mention	VERB
bracis-33608	191	3	in	in	ADP
bracis-33608	191	4	sect	sect	NOUN
bracis-33608	191	5	.	.	PUNCT
bracis-33608	191	6	 	 	SPACE
bracis-33608	192	1	3	3	NUM
bracis-33608	192	2	,	,	PUNCT
bracis-33608	192	3	the	the	DET
bracis-33608	192	4	input	input	NOUN
bracis-33608	192	5	documents	document	NOUN
bracis-33608	192	6	are	be	AUX
bracis-33608	192	7	truncated	truncate	VERB
bracis-33608	192	8	to	to	ADP
bracis-33608	192	9	the	the	DET
bracis-33608	192	10	same	same	ADJ
bracis-33608	192	11	size	size	NOUN
bracis-33608	192	12	as	as	SCONJ
bracis-33608	192	13	expected	expect	VERB
bracis-33608	192	14	for	for	ADP
bracis-33608	192	15	the	the	DET
bracis-33608	192	16	summary	summary	NOUN
bracis-33608	192	17	.	.	PUNCT
bracis-33608	193	1	some	some	PRON
bracis-33608	193	2	of	of	ADP
bracis-33608	193	3	the	the	DET
bracis-33608	193	4	baseline	baseline	NOUN
bracis-33608	193	5	methods	method	NOUN
bracis-33608	193	6	also	also	ADV
bracis-33608	193	7	require	require	VERB
bracis-33608	193	8	defining	define	VERB
bracis-33608	193	9	attributes	attribute	NOUN
bracis-33608	193	10	.	.	PUNCT
bracis-33608	194	1	in	in	ADP
bracis-33608	194	2	the	the	DET
bracis-33608	194	3	modified	modify	VERB
bracis-33608	194	4	version	version	NOUN
bracis-33608	194	5	of	of	ADP
bracis-33608	194	6	textrank	textrank	NOUN
bracis-33608	194	7	,	,	PUNCT
bracis-33608	194	8	we	we	PRON
bracis-33608	194	9	include	include	VERB
bracis-33608	194	10	the	the	DET
bracis-33608	194	11	\(\alpha	\(\alpha	NOUN
bracis-33608	194	12	\	\	NOUN
bracis-33608	194	13	)	)	PUNCT
bracis-33608	194	14	variable	variable	NOUN
bracis-33608	194	15	that	that	PRON
bracis-33608	194	16	needs	need	VERB
bracis-33608	194	17	to	to	PART
bracis-33608	194	18	be	be	AUX
bracis-33608	194	19	defined	define	VERB
bracis-33608	194	20	.	.	PUNCT
bracis-33608	195	1	in	in	ADP
bracis-33608	195	2	order	order	NOUN
bracis-33608	195	3	to	to	PART
bracis-33608	195	4	achieve	achieve	VERB
bracis-33608	195	5	this	this	PRON
bracis-33608	195	6	,	,	PUNCT
bracis-33608	195	7	we	we	PRON
bracis-33608	195	8	generate	generate	VERB
bracis-33608	195	9	summaries	summary	NOUN
bracis-33608	195	10	for	for	ADP
bracis-33608	195	11	various	various	ADJ
bracis-33608	195	12	values	value	NOUN
bracis-33608	195	13	of	of	ADP
bracis-33608	195	14	\(\alpha	\(\alpha	NOUN
bracis-33608	195	15	\	\	NOUN
bracis-33608	195	16	)	)	PUNCT
bracis-33608	195	17	using	use	VERB
bracis-33608	195	18	the	the	DET
bracis-33608	195	19	validation	validation	NOUN
bracis-33608	195	20	data	datum	NOUN
bracis-33608	195	21	.	.	PUNCT
bracis-33608	196	1	we	we	PRON
bracis-33608	196	2	used	use	VERB
bracis-33608	196	3	the	the	DET
bracis-33608	196	4	first	first	ADJ
bracis-33608	196	5	1,000	1,000	NUM
bracis-33608	196	6	samples	sample	NOUN
bracis-33608	196	7	from	from	ADP
bracis-33608	196	8	the	the	DET
bracis-33608	196	9	validation	validation	NOUN
bracis-33608	196	10	set	set	VERB
bracis-33608	196	11	to	to	PART
bracis-33608	196	12	evaluate	evaluate	VERB
bracis-33608	196	13	ten	ten	NUM
bracis-33608	196	14	\(\alpha	\(\alpha	NOUN
bracis-33608	196	15	\	\	NOUN
bracis-33608	196	16	)	)	PUNCT
bracis-33608	196	17	values	value	NOUN
bracis-33608	196	18	between	between	ADP
bracis-33608	196	19	0	0	NUM
bracis-33608	196	20	and	and	CCONJ
bracis-33608	196	21	1.0	1.0	NUM
bracis-33608	196	22	,	,	PUNCT
bracis-33608	196	23	using	use	VERB
bracis-33608	196	24	the	the	DET
bracis-33608	196	25	best	well	ADV
bracis-33608	196	26	-	-	PUNCT
bracis-33608	196	27	performing	perform	VERB
bracis-33608	196	28	configuration	configuration	NOUN
bracis-33608	196	29	to	to	PART
bracis-33608	196	30	produce	produce	VERB
bracis-33608	196	31	the	the	DET
bracis-33608	196	32	summaries	summary	NOUN
bracis-33608	196	33	in	in	ADP
bracis-33608	196	34	the	the	DET
bracis-33608	196	35	test	test	NOUN
bracis-33608	196	36	set	set	NOUN
bracis-33608	196	37	.	.	PUNCT
bracis-33608	197	1	for	for	ADP
bracis-33608	197	2	pacsum	pacsum	NOUN
bracis-33608	197	3	we	we	PRON
bracis-33608	197	4	use	use	VERB
bracis-33608	197	5	the	the	DET
bracis-33608	197	6	optimizer	optimizer	NOUN
bracis-33608	197	7	provided	provide	VERB
bracis-33608	197	8	by	by	ADP
bracis-33608	197	9	the	the	DET
bracis-33608	197	10	authors	author	NOUN
bracis-33608	197	11	,	,	PUNCT
bracis-33608	197	12	which	which	PRON
bracis-33608	197	13	selects	select	VERB
bracis-33608	197	14	values	value	NOUN
bracis-33608	197	15	using	use	VERB
bracis-33608	197	16	the	the	DET
bracis-33608	197	17	grid	grid	NOUN
bracis-33608	197	18	-	-	PUNCT
bracis-33608	197	19	search	search	NOUN
bracis-33608	197	20	method	method	NOUN
bracis-33608	197	21	.	.	PUNCT
bracis-33608	198	1	in	in	ADP
bracis-33608	198	2	this	this	DET
bracis-33608	198	3	process	process	NOUN
bracis-33608	198	4	,	,	PUNCT
bracis-33608	198	5	in	in	ADP
bracis-33608	198	6	the	the	DET
bracis-33608	198	7	same	same	ADJ
bracis-33608	198	8	way	way	NOUN
bracis-33608	198	9	as	as	ADP
bracis-33608	198	10	in	in	ADP
bracis-33608	198	11	the	the	DET
bracis-33608	198	12	original	original	ADJ
bracis-33608	198	13	article	article	NOUN
bracis-33608	198	14	,	,	PUNCT
bracis-33608	198	15	we	we	PRON
bracis-33608	198	16	use	use	VERB
bracis-33608	198	17	the	the	DET
bracis-33608	198	18	validation	validation	NOUN
bracis-33608	198	19	set	set	NOUN
bracis-33608	198	20	.	.	PUNCT
bracis-33608	199	1	we	we	PRON
bracis-33608	199	2	also	also	ADV
bracis-33608	199	3	use	use	VERB
bracis-33608	199	4	the	the	DET
bracis-33608	199	5	version	version	NOUN
bracis-33608	199	6	of	of	ADP
bracis-33608	199	7	bert	bert	PROPN
bracis-33608	199	8	that	that	PRON
bracis-33608	199	9	was	be	AUX
bracis-33608	199	10	fine	fine	ADV
bracis-33608	199	11	-	-	PUNCT
bracis-33608	199	12	tuned	tune	VERB
bracis-33608	199	13	by	by	ADP
bracis-33608	199	14	the	the	DET
bracis-33608	199	15	method	method	NOUN
bracis-33608	199	16	’s	’s	PART
bracis-33608	199	17	authors	author	NOUN
bracis-33608	199	18	.	.	PUNCT
bracis-33608	200	1	we	we	PRON
bracis-33608	200	2	configured	configure	VERB
bracis-33608	200	3	bertsum	bertsum	ADP
bracis-33608	200	4	to	to	PART
bracis-33608	200	5	select	select	VERB
bracis-33608	200	6	sentences	sentence	NOUN
bracis-33608	200	7	with	with	ADP
bracis-33608	200	8	a	a	DET
bracis-33608	200	9	classifier	classifier	NOUN
bracis-33608	200	10	in	in	ADP
bracis-33608	200	11	the	the	DET
bracis-33608	200	12	output	output	NOUN
bracis-33608	200	13	layer	layer	NOUN
bracis-33608	200	14	and	and	CCONJ
bracis-33608	200	15	maintained	maintain	VERB
bracis-33608	200	16	the	the	DET
bracis-33608	200	17	default	default	NOUN
bracis-33608	200	18	settings	setting	NOUN
bracis-33608	200	19	,	,	PUNCT
bracis-33608	200	20	which	which	PRON
bracis-33608	200	21	include	include	VERB
bracis-33608	200	22	the	the	DET
bracis-33608	200	23	block	block	NOUN
bracis-33608	200	24	-	-	PUNCT
bracis-33608	200	25	trigram	trigram	NOUN
bracis-33608	200	26	strategy	strategy	NOUN
bracis-33608	200	27	.	.	PUNCT
bracis-33608	201	1	we	we	PRON
bracis-33608	201	2	train	train	VERB
bracis-33608	201	3	the	the	DET
bracis-33608	201	4	model	model	NOUN
bracis-33608	201	5	with	with	ADP
bracis-33608	201	6	the	the	DET
bracis-33608	201	7	training	training	NOUN
bracis-33608	201	8	dataset	dataset	NOUN
bracis-33608	201	9	,	,	PUNCT
bracis-33608	201	10	evaluating	evaluate	VERB
bracis-33608	201	11	with	with	ADP
bracis-33608	201	12	the	the	DET
bracis-33608	201	13	validation	validation	NOUN
bracis-33608	201	14	set	set	VERB
bracis-33608	201	15	every	every	DET
bracis-33608	201	16	1,000	1,000	NUM
bracis-33608	201	17	training	training	NOUN
bracis-33608	201	18	iterations	iteration	NOUN
bracis-33608	201	19	.	.	PUNCT
bracis-33608	202	1	the	the	DET
bracis-33608	202	2	training	training	NOUN
bracis-33608	202	3	was	be	AUX
bracis-33608	202	4	stopped	stop	VERB
bracis-33608	202	5	after	after	ADP
bracis-33608	202	6	three	three	NUM
bracis-33608	202	7	consecutive	consecutive	ADJ
bracis-33608	202	8	iterations	iteration	NOUN
bracis-33608	202	9	with	with	ADP
bracis-33608	202	10	no	no	DET
bracis-33608	202	11	decrease	decrease	NOUN
bracis-33608	202	12	in	in	ADP
bracis-33608	202	13	error	error	NOUN
bracis-33608	202	14	on	on	ADP
bracis-33608	202	15	the	the	DET
bracis-33608	202	16	validation	validation	NOUN
bracis-33608	202	17	set	set	NOUN
bracis-33608	202	18	.	.	PUNCT
bracis-33608	203	1	because	because	SCONJ
bracis-33608	203	2	it	it	PRON
bracis-33608	203	3	is	be	AUX
bracis-33608	203	4	a	a	DET
bracis-33608	203	5	very	very	ADV
bracis-33608	203	6	large	large	ADJ
bracis-33608	203	7	dataset	dataset	NOUN
bracis-33608	203	8	,	,	PUNCT
bracis-33608	203	9	when	when	SCONJ
bracis-33608	203	10	training	train	VERB
bracis-33608	203	11	bertsum	bertsum	ADV
bracis-33608	203	12	with	with	ADP
bracis-33608	203	13	wikisum	wikisum	NOUN
bracis-33608	203	14	,	,	PUNCT
bracis-33608	203	15	we	we	PRON
bracis-33608	203	16	reduced	reduce	VERB
bracis-33608	203	17	the	the	DET
bracis-33608	203	18	validation	validation	NOUN
bracis-33608	203	19	set	set	VERB
bracis-33608	203	20	to	to	ADP
bracis-33608	203	21	the	the	DET
bracis-33608	203	22	initial	initial	ADJ
bracis-33608	203	23	3,200	3,200	NUM
bracis-33608	203	24	samples	sample	NOUN
bracis-33608	203	25	.	.	PUNCT
bracis-33608	204	1	we	we	PRON
bracis-33608	204	2	also	also	ADV
bracis-33608	204	3	reduced	reduce	VERB
bracis-33608	204	4	the	the	DET
bracis-33608	204	5	training	training	NOUN
bracis-33608	204	6	set	set	VERB
bracis-33608	204	7	to	to	ADP
bracis-33608	204	8	20	20	NUM
bracis-33608	204	9	%	%	NOUN
bracis-33608	204	10	of	of	ADP
bracis-33608	204	11	the	the	DET
bracis-33608	204	12	total	total	NOUN
bracis-33608	204	13	,	,	PUNCT
bracis-33608	204	14	which	which	PRON
bracis-33608	204	15	is	be	AUX
bracis-33608	204	16	enough	enough	ADJ
bracis-33608	204	17	to	to	PART
bracis-33608	204	18	complete	complete	VERB
bracis-33608	204	19	training	training	NOUN
bracis-33608	204	20	in	in	ADP
bracis-33608	204	21	the	the	DET
bracis-33608	204	22	first	first	ADJ
bracis-33608	204	23	epoch	epoch	NOUN
bracis-33608	204	24	,	,	PUNCT
bracis-33608	204	25	since	since	SCONJ
bracis-33608	204	26	in	in	ADP
bracis-33608	204	27	our	our	PRON
bracis-33608	204	28	experiments	experiment	NOUN
bracis-33608	204	29	training	training	NOUN
bracis-33608	204	30	ended	end	VERB
bracis-33608	204	31	approximately	approximately	ADV
bracis-33608	204	32	after	after	ADP
bracis-33608	204	33	using	use	VERB
bracis-33608	204	34	5	5	NUM
bracis-33608	204	35	%	%	NOUN
bracis-33608	204	36	of	of	ADP
bracis-33608	204	37	the	the	DET
bracis-33608	204	38	data	datum	NOUN
bracis-33608	204	39	.	.	PUNCT
bracis-33608	205	1	according	accord	VERB
bracis-33608	205	2	to	to	ADP
bracis-33608	205	3	[	[	X
bracis-33608	205	4	28	28	NUM
bracis-33608	205	5	]	]	PUNCT
bracis-33608	205	6	,	,	PUNCT
bracis-33608	205	7	evaluation	evaluation	NOUN
bracis-33608	205	8	using	use	VERB
bracis-33608	205	9	rouge	rouge	NOUN
bracis-33608	205	10	can	can	AUX
bracis-33608	205	11	be	be	AUX
bracis-33608	205	12	influenced	influence	VERB
bracis-33608	205	13	by	by	ADP
bracis-33608	205	14	the	the	DET
bracis-33608	205	15	length	length	NOUN
bracis-33608	205	16	of	of	ADP
bracis-33608	205	17	the	the	DET
bracis-33608	205	18	summaries	summary	NOUN
bracis-33608	205	19	.	.	PUNCT
bracis-33608	206	1	this	this	DET
bracis-33608	206	2	way	way	NOUN
bracis-33608	206	3	,	,	PUNCT
bracis-33608	206	4	when	when	SCONJ
bracis-33608	206	5	generating	generate	VERB
bracis-33608	206	6	summaries	summary	NOUN
bracis-33608	206	7	,	,	PUNCT
bracis-33608	206	8	enough	enough	ADJ
bracis-33608	206	9	sentences	sentence	NOUN
bracis-33608	206	10	are	be	AUX
bracis-33608	206	11	chosen	choose	VERB
bracis-33608	206	12	and	and	CCONJ
bracis-33608	206	13	the	the	DET
bracis-33608	206	14	final	final	ADJ
bracis-33608	206	15	sentence	sentence	NOUN
bracis-33608	206	16	is	be	AUX
bracis-33608	206	17	truncated	truncate	VERB
bracis-33608	206	18	to	to	PART
bracis-33608	206	19	reach	reach	VERB
bracis-33608	206	20	the	the	DET
bracis-33608	206	21	number	number	NOUN
bracis-33608	206	22	of	of	ADP
bracis-33608	206	23	tokens	token	NOUN
bracis-33608	206	24	specified	specify	VERB
bracis-33608	206	25	by	by	ADP
bracis-33608	206	26	the	the	DET
bracis-33608	206	27	summary	summary	NOUN
bracis-33608	206	28	,	,	PUNCT
bracis-33608	206	29	producing	produce	VERB
bracis-33608	206	30	summaries	summary	NOUN
bracis-33608	206	31	that	that	PRON
bracis-33608	206	32	are	be	AUX
bracis-33608	206	33	precisely	precisely	ADV
bracis-33608	206	34	the	the	DET
bracis-33608	206	35	same	same	ADJ
bracis-33608	206	36	length	length	NOUN
bracis-33608	206	37	across	across	ADP
bracis-33608	206	38	all	all	DET
bracis-33608	206	39	methods	method	NOUN
bracis-33608	206	40	.	.	PUNCT
bracis-33608	207	1	summary	summary	NOUN
bracis-33608	207	2	lengths	length	NOUN
bracis-33608	207	3	were	be	AUX
bracis-33608	207	4	chosen	choose	VERB
bracis-33608	207	5	through	through	ADP
bracis-33608	207	6	a	a	DET
bracis-33608	207	7	literature	literature	NOUN
bracis-33608	207	8	search	search	NOUN
bracis-33608	207	9	.	.	PUNCT
bracis-33608	208	1	this	this	DET
bracis-33608	208	2	way	way	NOUN
bracis-33608	208	3	we	we	PRON
bracis-33608	208	4	are	be	AUX
bracis-33608	208	5	using	use	VERB
bracis-33608	208	6	300	300	NUM
bracis-33608	208	7	tokens	token	NOUN
bracis-33608	208	8	for	for	ADP
bracis-33608	208	9	multi	multi	NOUN
bracis-33608	208	10	-	-	NOUN
bracis-33608	208	11	news	news	ADJ
bracis-33608	208	12	,	,	PUNCT
bracis-33608	208	13	40	40	NUM
bracis-33608	208	14	for	for	ADP
bracis-33608	208	15	wcep	wcep	NOUN
bracis-33608	208	16	,	,	PUNCT
bracis-33608	208	17	60	60	NUM
bracis-33608	208	18	for	for	ADP
bracis-33608	208	19	wikisum	wikisum	NOUN
bracis-33608	208	20	,	,	PUNCT
bracis-33608	208	21	220	220	NUM
bracis-33608	208	22	for	for	ADP
bracis-33608	208	23	arxiv	arxiv	NOUN
bracis-33608	208	24	,	,	PUNCT
bracis-33608	208	25	and	and	CCONJ
bracis-33608	208	26	120	120	NUM
bracis-33608	208	27	for	for	ADP
bracis-33608	208	28	multi	multi	ADJ
bracis-33608	208	29	-	-	NOUN
bracis-33608	208	30	xscience	xscience	NOUN
bracis-33608	208	31	.	.	PUNCT
bracis-33608	209	1	all	all	DET
bracis-33608	209	2	experiments	experiment	NOUN
bracis-33608	209	3	were	be	AUX
bracis-33608	209	4	repeated	repeat	VERB
bracis-33608	209	5	10	10	NUM
bracis-33608	209	6	times	time	NOUN
bracis-33608	209	7	,	,	PUNCT
bracis-33608	209	8	always	always	ADV
bracis-33608	209	9	with	with	ADP
bracis-33608	209	10	different	different	ADJ
bracis-33608	209	11	seeds	seed	NOUN
bracis-33608	209	12	of	of	ADP
bracis-33608	209	13	random	random	ADJ
bracis-33608	209	14	numbers	number	NOUN
bracis-33608	209	15	.	.	PUNCT
bracis-33608	210	1	using	use	VERB
bracis-33608	210	2	wilcoxon	wilcoxon	ADJ
bracis-33608	210	3	rank	rank	NOUN
bracis-33608	210	4	-	-	PUNCT
bracis-33608	210	5	sum	sum	NOUN
bracis-33608	210	6	statistics	statistic	NOUN
bracis-33608	210	7	,	,	PUNCT
bracis-33608	210	8	we	we	PRON
bracis-33608	210	9	compared	compare	VERB
bracis-33608	210	10	the	the	DET
bracis-33608	210	11	statistical	statistical	ADJ
bracis-33608	210	12	significance	significance	NOUN
bracis-33608	210	13	of	of	ADP
bracis-33608	210	14	the	the	DET
bracis-33608	210	15	results	result	NOUN
bracis-33608	210	16	from	from	ADP
bracis-33608	210	17	the	the	DET
bracis-33608	210	18	prioritized	prioritize	VERB
bracis-33608	210	19	version	version	NOUN
bracis-33608	210	20	with	with	ADP
bracis-33608	210	21	the	the	DET
bracis-33608	210	22	results	result	NOUN
bracis-33608	210	23	from	from	ADP
bracis-33608	210	24	the	the	DET
bracis-33608	210	25	original	original	ADJ
bracis-33608	210	26	methods	method	NOUN
bracis-33608	210	27	.	.	PUNCT
bracis-33608	211	1	for	for	ADP
bracis-33608	211	2	statistical	statistical	ADJ
bracis-33608	211	3	tests	test	NOUN
bracis-33608	211	4	,	,	PUNCT
bracis-33608	211	5	it	it	PRON
bracis-33608	211	6	is	be	AUX
bracis-33608	211	7	also	also	ADV
bracis-33608	211	8	necessary	necessary	ADJ
bracis-33608	211	9	to	to	PART
bracis-33608	211	10	repeat	repeat	VERB
bracis-33608	211	11	the	the	DET
bracis-33608	211	12	tests	test	NOUN
bracis-33608	211	13	with	with	ADP
bracis-33608	211	14	the	the	DET
bracis-33608	211	15	original	original	ADJ
bracis-33608	211	16	versions	version	NOUN
bracis-33608	211	17	of	of	ADP
bracis-33608	211	18	the	the	DET
bracis-33608	211	19	methods	method	NOUN
bracis-33608	211	20	.	.	PUNCT
bracis-33608	212	1	since	since	SCONJ
bracis-33608	212	2	in	in	ADP
bracis-33608	212	3	the	the	DET
bracis-33608	212	4	leadsum	leadsum	NOUN
bracis-33608	212	5	,	,	PUNCT
bracis-33608	212	6	pacsum	pacsum	NOUN
bracis-33608	212	7	,	,	PUNCT
bracis-33608	212	8	and	and	CCONJ
bracis-33608	212	9	bertsum	bertsum	ADJ
bracis-33608	212	10	methods	method	NOUN
bracis-33608	212	11	,	,	PUNCT
bracis-33608	212	12	the	the	DET
bracis-33608	212	13	order	order	NOUN
bracis-33608	212	14	of	of	ADP
bracis-33608	212	15	documents	document	NOUN
bracis-33608	212	16	is	be	AUX
bracis-33608	212	17	important	important	ADJ
bracis-33608	212	18	,	,	PUNCT
bracis-33608	212	19	we	we	PRON
bracis-33608	212	20	are	be	AUX
bracis-33608	212	21	randomly	randomly	ADV
bracis-33608	212	22	changing	change	VERB
bracis-33608	212	23	the	the	DET
bracis-33608	212	24	order	order	NOUN
bracis-33608	212	25	of	of	ADP
bracis-33608	212	26	the	the	DET
bracis-33608	212	27	input	input	NOUN
bracis-33608	212	28	documents	document	NOUN
bracis-33608	212	29	in	in	ADP
bracis-33608	212	30	each	each	DET
bracis-33608	212	31	experiment	experiment	NOUN
bracis-33608	212	32	.	.	PUNCT
bracis-33608	213	1	with	with	ADP
bracis-33608	213	2	this	this	DET
bracis-33608	213	3	approach	approach	NOUN
bracis-33608	213	4	,	,	PUNCT
bracis-33608	213	5	we	we	PRON
bracis-33608	213	6	are	be	AUX
bracis-33608	213	7	comparing	compare	VERB
bracis-33608	213	8	the	the	DET
bracis-33608	213	9	random	random	ADJ
bracis-33608	213	10	reordering	reordering	NOUN
bracis-33608	213	11	of	of	ADP
bracis-33608	213	12	input	input	NOUN
bracis-33608	213	13	documents	document	NOUN
bracis-33608	213	14	with	with	ADP
bracis-33608	213	15	the	the	DET
bracis-33608	213	16	reordering	reordering	NOUN
bracis-33608	213	17	using	use	VERB
bracis-33608	213	18	our	our	PRON
bracis-33608	213	19	prioritization	prioritization	NOUN
bracis-33608	213	20	method	method	NOUN
bracis-33608	213	21	.	.	PUNCT
bracis-33608	214	1	the	the	DET
bracis-33608	214	2	original	original	ADJ
bracis-33608	214	3	version	version	NOUN
bracis-33608	214	4	of	of	ADP
bracis-33608	214	5	textrank	textrank	NOUN
bracis-33608	214	6	does	do	AUX
bracis-33608	214	7	not	not	PART
bracis-33608	214	8	use	use	VERB
bracis-33608	214	9	random	random	ADJ
bracis-33608	214	10	numbers	number	NOUN
bracis-33608	214	11	and	and	CCONJ
bracis-33608	214	12	is	be	AUX
bracis-33608	214	13	not	not	PART
bracis-33608	214	14	affected	affect	VERB
bracis-33608	214	15	by	by	ADP
bracis-33608	214	16	the	the	DET
bracis-33608	214	17	order	order	NOUN
bracis-33608	214	18	of	of	ADP
bracis-33608	214	19	documents	document	NOUN
bracis-33608	214	20	,	,	PUNCT
bracis-33608	214	21	so	so	SCONJ
bracis-33608	214	22	we	we	PRON
bracis-33608	214	23	use	use	VERB
bracis-33608	214	24	another	another	DET
bracis-33608	214	25	comparison	comparison	NOUN
bracis-33608	214	26	approach	approach	NOUN
bracis-33608	214	27	.	.	PUNCT
bracis-33608	215	1	in	in	ADP
bracis-33608	215	2	its	its	PRON
bracis-33608	215	3	original	original	ADJ
bracis-33608	215	4	implementation	implementation	NOUN
bracis-33608	215	5	,	,	PUNCT
bracis-33608	215	6	the	the	DET
bracis-33608	215	7	rouge	rouge	NOUN
bracis-33608	215	8	metric	metric	NOUN
bracis-33608	215	9	is	be	AUX
bracis-33608	215	10	presented	present	VERB
bracis-33608	215	11	along	along	ADP
bracis-33608	215	12	with	with	ADP
bracis-33608	215	13	confidence	confidence	NOUN
bracis-33608	215	14	intervals	interval	NOUN
bracis-33608	215	15	,	,	PUNCT
bracis-33608	215	16	which	which	PRON
bracis-33608	215	17	are	be	AUX
bracis-33608	215	18	calculated	calculate	VERB
bracis-33608	215	19	with	with	ADP
bracis-33608	215	20	bootstrap	bootstrap	NOUN
bracis-33608	215	21	for	for	ADP
bracis-33608	215	22	a	a	DET
bracis-33608	215	23	95	95	NUM
bracis-33608	215	24	%	%	NOUN
bracis-33608	215	25	confidence	confidence	NOUN
bracis-33608	215	26	factor	factor	NOUN
bracis-33608	215	27	.	.	PUNCT
bracis-33608	216	1	in	in	ADP
bracis-33608	216	2	this	this	DET
bracis-33608	216	3	way	way	NOUN
bracis-33608	216	4	,	,	PUNCT
bracis-33608	216	5	we	we	PRON
bracis-33608	216	6	performed	perform	VERB
bracis-33608	216	7	ten	ten	NUM
bracis-33608	216	8	repetitions	repetition	NOUN
bracis-33608	216	9	of	of	ADP
bracis-33608	216	10	our	our	PRON
bracis-33608	216	11	modified	modify	VERB
bracis-33608	216	12	version	version	NOUN
bracis-33608	216	13	and	and	CCONJ
bracis-33608	216	14	compared	compare	VERB
bracis-33608	216	15	the	the	DET
bracis-33608	216	16	median	median	NOUN
bracis-33608	216	17	with	with	ADP
bracis-33608	216	18	this	this	DET
bracis-33608	216	19	confidence	confidence	NOUN
bracis-33608	216	20	interval	interval	NOUN
bracis-33608	216	21	.	.	PUNCT
bracis-33608	217	1	5	5	NUM
bracis-33608	217	2	results	result	NOUN
bracis-33608	217	3	and	and	CCONJ
bracis-33608	217	4	 	 	SPACE
bracis-33608	217	5	discussion	discussion	NOUN
bracis-33608	217	6	5.1	5.1	NUM
bracis-33608	217	7	classification	classification	NOUN
bracis-33608	217	8	scores	score	NOUN
bracis-33608	217	9	in	in	ADP
bracis-33608	217	10	this	this	DET
bracis-33608	217	11	section	section	NOUN
bracis-33608	217	12	,	,	PUNCT
bracis-33608	217	13	the	the	DET
bracis-33608	217	14	classification	classification	NOUN
bracis-33608	217	15	results	result	NOUN
bracis-33608	217	16	using	use	VERB
bracis-33608	217	17	the	the	DET
bracis-33608	217	18	siamese	siamese	ADJ
bracis-33608	217	19	network	network	NOUN
bracis-33608	217	20	are	be	AUX
bracis-33608	217	21	presented	present	VERB
bracis-33608	217	22	.	.	PUNCT
bracis-33608	218	1	the	the	DET
bracis-33608	218	2	input	input	NOUN
bracis-33608	218	3	data	datum	NOUN
bracis-33608	218	4	are	be	AUX
bracis-33608	218	5	the	the	DET
bracis-33608	218	6	document	document	NOUN
bracis-33608	218	7	pairs	pair	NOUN
bracis-33608	218	8	produced	produce	VERB
bracis-33608	218	9	as	as	SCONJ
bracis-33608	218	10	indicated	indicate	VERB
bracis-33608	218	11	in	in	ADP
bracis-33608	218	12	sect	sect	NOUN
bracis-33608	218	13	.	.	PUNCT
bracis-33608	218	14	 	 	SPACE
bracis-33608	219	1	3	3	NUM
bracis-33608	219	2	,	,	PUNCT
bracis-33608	219	3	so	so	SCONJ
bracis-33608	219	4	these	these	DET
bracis-33608	219	5	results	result	NOUN
bracis-33608	219	6	refer	refer	VERB
bracis-33608	219	7	to	to	ADP
bracis-33608	219	8	binary	binary	ADJ
bracis-33608	219	9	classification	classification	NOUN
bracis-33608	219	10	to	to	PART
bracis-33608	219	11	identify	identify	VERB
bracis-33608	219	12	the	the	DET
bracis-33608	219	13	best	good	ADJ
bracis-33608	219	14	document	document	NOUN
bracis-33608	219	15	.	.	PUNCT
bracis-33608	220	1	document	document	NOUN
bracis-33608	220	2	pairs	pair	NOUN
bracis-33608	220	3	were	be	AUX
bracis-33608	220	4	produced	produce	VERB
bracis-33608	220	5	for	for	ADP
bracis-33608	220	6	the	the	DET
bracis-33608	220	7	training	training	NOUN
bracis-33608	220	8	,	,	PUNCT
bracis-33608	220	9	testing	testing	NOUN
bracis-33608	220	10	,	,	PUNCT
bracis-33608	220	11	and	and	CCONJ
bracis-33608	220	12	validation	validation	NOUN
bracis-33608	220	13	data	datum	NOUN
bracis-33608	220	14	,	,	PUNCT
bracis-33608	220	15	and	and	CCONJ
bracis-33608	220	16	we	we	PRON
bracis-33608	220	17	are	be	AUX
bracis-33608	220	18	presenting	present	VERB
bracis-33608	220	19	the	the	DET
bracis-33608	220	20	results	result	NOUN
bracis-33608	220	21	with	with	ADP
bracis-33608	220	22	the	the	DET
bracis-33608	220	23	testing	testing	NOUN
bracis-33608	220	24	data	datum	NOUN
bracis-33608	220	25	after	after	SCONJ
bracis-33608	220	26	the	the	DET
bracis-33608	220	27	training	training	NOUN
bracis-33608	220	28	is	be	AUX
bracis-33608	220	29	complete	complete	ADJ
bracis-33608	220	30	.	.	PUNCT
bracis-33608	221	1	the	the	DET
bracis-33608	221	2	results	result	NOUN
bracis-33608	221	3	are	be	AUX
bracis-33608	221	4	presented	present	VERB
bracis-33608	221	5	in	in	ADP
bracis-33608	221	6	table	table	NOUN
bracis-33608	221	7	 	 	SPACE
bracis-33608	221	8	2	2	NUM
bracis-33608	221	9	.	.	PUNCT
bracis-33608	221	10	table	table	NOUN
bracis-33608	221	11	2	2	NUM
bracis-33608	221	12	.	.	PUNCT
bracis-33608	221	13	siamese	siamese	ADJ
bracis-33608	221	14	network	network	NOUN
bracis-33608	221	15	classification	classification	NOUN
bracis-33608	221	16	resultsfull	resultsfull	NOUN
bracis-33608	221	17	size	size	NOUN
bracis-33608	221	18	table	table	NOUN
bracis-33608	221	19	we	we	PRON
bracis-33608	221	20	conclude	conclude	VERB
bracis-33608	221	21	from	from	ADP
bracis-33608	221	22	the	the	DET
bracis-33608	221	23	results	result	NOUN
bracis-33608	221	24	that	that	PRON
bracis-33608	221	25	the	the	DET
bracis-33608	221	26	suggested	suggest	VERB
bracis-33608	221	27	network	network	NOUN
bracis-33608	221	28	helps	helps	AUX
bracis-33608	221	29	identify	identify	VERB
bracis-33608	221	30	the	the	DET
bracis-33608	221	31	best	good	ADJ
bracis-33608	221	32	documents	document	NOUN
bracis-33608	221	33	.	.	PUNCT
bracis-33608	222	1	despite	despite	SCONJ
bracis-33608	222	2	this	this	PRON
bracis-33608	222	3	,	,	PUNCT
bracis-33608	222	4	especially	especially	ADV
bracis-33608	222	5	in	in	ADP
bracis-33608	222	6	the	the	DET
bracis-33608	222	7	multi	multi	ADJ
bracis-33608	222	8	-	-	ADJ
bracis-33608	222	9	xscience	xscience	NOUN
bracis-33608	222	10	dataset	dataset	NOUN
bracis-33608	222	11	,	,	PUNCT
bracis-33608	222	12	the	the	DET
bracis-33608	222	13	accuracy	accuracy	NOUN
bracis-33608	222	14	was	be	AUX
bracis-33608	222	15	not	not	PART
bracis-33608	222	16	very	very	ADV
bracis-33608	222	17	high	high	ADJ
bracis-33608	222	18	.	.	PUNCT
bracis-33608	223	1	we	we	PRON
bracis-33608	223	2	therefore	therefore	ADV
bracis-33608	223	3	conducted	conduct	VERB
bracis-33608	223	4	experiments	experiment	NOUN
bracis-33608	223	5	to	to	PART
bracis-33608	223	6	determine	determine	VERB
bracis-33608	223	7	the	the	DET
bracis-33608	223	8	situations	situation	NOUN
bracis-33608	223	9	in	in	ADP
bracis-33608	223	10	which	which	PRON
bracis-33608	223	11	the	the	DET
bracis-33608	223	12	model	model	NOUN
bracis-33608	223	13	made	make	VERB
bracis-33608	223	14	the	the	DET
bracis-33608	223	15	most	most	ADJ
bracis-33608	223	16	mistakes	mistake	NOUN
bracis-33608	223	17	.	.	PUNCT
bracis-33608	224	1	in	in	ADP
bracis-33608	224	2	particular	particular	ADJ
bracis-33608	224	3	,	,	PUNCT
bracis-33608	224	4	we	we	PRON
bracis-33608	224	5	were	be	AUX
bracis-33608	224	6	interested	interested	ADJ
bracis-33608	224	7	in	in	ADP
bracis-33608	224	8	identifying	identify	VERB
bracis-33608	224	9	the	the	DET
bracis-33608	224	10	relationship	relationship	NOUN
bracis-33608	224	11	between	between	ADP
bracis-33608	224	12	the	the	DET
bracis-33608	224	13	difference	difference	NOUN
bracis-33608	224	14	between	between	ADP
bracis-33608	224	15	rouge	rouge	NOUN
bracis-33608	224	16	values	value	NOUN
bracis-33608	224	17	and	and	CCONJ
bracis-33608	224	18	classification	classification	NOUN
bracis-33608	224	19	performance	performance	NOUN
bracis-33608	224	20	.	.	PUNCT
bracis-33608	225	1	since	since	SCONJ
bracis-33608	225	2	each	each	DET
bracis-33608	225	3	training	training	NOUN
bracis-33608	225	4	sample	sample	NOUN
bracis-33608	225	5	is	be	AUX
bracis-33608	225	6	composed	compose	VERB
bracis-33608	225	7	of	of	ADP
bracis-33608	225	8	a	a	DET
bracis-33608	225	9	pair	pair	NOUN
bracis-33608	225	10	of	of	ADP
bracis-33608	225	11	documents	document	NOUN
bracis-33608	225	12	,	,	PUNCT
bracis-33608	225	13	we	we	PRON
bracis-33608	225	14	consider	consider	VERB
bracis-33608	225	15	the	the	DET
bracis-33608	225	16	difference	difference	NOUN
bracis-33608	225	17	in	in	ADP
bracis-33608	225	18	rouge	rouge	NOUN
bracis-33608	225	19	evaluations	evaluation	NOUN
bracis-33608	225	20	between	between	ADP
bracis-33608	225	21	documents	document	NOUN
bracis-33608	225	22	,	,	PUNCT
bracis-33608	225	23	reusing	reuse	VERB
bracis-33608	225	24	the	the	DET
bracis-33608	225	25	evaluation	evaluation	NOUN
bracis-33608	225	26	applied	apply	VERB
bracis-33608	225	27	to	to	PART
bracis-33608	225	28	construct	construct	VERB
bracis-33608	225	29	the	the	DET
bracis-33608	225	30	training	training	NOUN
bracis-33608	225	31	data	datum	NOUN
bracis-33608	225	32	.	.	PUNCT
bracis-33608	226	1	ordering	order	VERB
bracis-33608	226	2	the	the	DET
bracis-33608	226	3	documents	document	NOUN
bracis-33608	226	4	by	by	ADP
bracis-33608	226	5	this	this	DET
bracis-33608	226	6	difference	difference	NOUN
bracis-33608	226	7	,	,	PUNCT
bracis-33608	226	8	we	we	PRON
bracis-33608	226	9	divide	divide	VERB
bracis-33608	226	10	the	the	DET
bracis-33608	226	11	test	test	NOUN
bracis-33608	226	12	data	datum	NOUN
bracis-33608	226	13	into	into	ADP
bracis-33608	226	14	sets	set	NOUN
bracis-33608	226	15	of	of	ADP
bracis-33608	226	16	500	500	NUM
bracis-33608	226	17	samples	sample	NOUN
bracis-33608	226	18	.	.	PUNCT
bracis-33608	227	1	thus	thus	ADV
bracis-33608	227	2	,	,	PUNCT
bracis-33608	227	3	the	the	DET
bracis-33608	227	4	first	first	ADJ
bracis-33608	227	5	group	group	NOUN
bracis-33608	227	6	corresponds	correspond	VERB
bracis-33608	227	7	to	to	ADP
bracis-33608	227	8	documents	document	NOUN
bracis-33608	227	9	with	with	ADP
bracis-33608	227	10	similar	similar	ADJ
bracis-33608	227	11	evaluations	evaluation	NOUN
bracis-33608	227	12	and	and	CCONJ
bracis-33608	227	13	the	the	DET
bracis-33608	227	14	last	last	ADJ
bracis-33608	227	15	group	group	NOUN
bracis-33608	227	16	contains	contain	VERB
bracis-33608	227	17	documents	document	NOUN
bracis-33608	227	18	with	with	ADP
bracis-33608	227	19	greater	great	ADJ
bracis-33608	227	20	differences	difference	NOUN
bracis-33608	227	21	in	in	ADP
bracis-33608	227	22	quality	quality	NOUN
bracis-33608	227	23	.	.	PUNCT
bracis-33608	228	1	for	for	SCONJ
bracis-33608	228	2	each	each	DET
bracis-33608	228	3	group	group	NOUN
bracis-33608	228	4	produced	produce	VERB
bracis-33608	228	5	,	,	PUNCT
bracis-33608	228	6	we	we	PRON
bracis-33608	228	7	calculate	calculate	VERB
bracis-33608	228	8	the	the	DET
bracis-33608	228	9	f1	f1	NOUN
bracis-33608	228	10	-	-	PUNCT
bracis-33608	228	11	score	score	NOUN
bracis-33608	228	12	metric	metric	NOUN
bracis-33608	228	13	and	and	CCONJ
bracis-33608	228	14	the	the	DET
bracis-33608	228	15	mean	mean	ADJ
bracis-33608	228	16	difference	difference	NOUN
bracis-33608	228	17	of	of	ADP
bracis-33608	228	18	rouge	rouge	NOUN
bracis-33608	228	19	.	.	PUNCT
bracis-33608	229	1	we	we	PRON
bracis-33608	229	2	calculated	calculate	VERB
bracis-33608	229	3	the	the	DET
bracis-33608	229	4	spearman	spearman	NOUN
bracis-33608	229	5	correlation	correlation	NOUN
bracis-33608	229	6	between	between	ADP
bracis-33608	229	7	these	these	DET
bracis-33608	229	8	values	value	NOUN
bracis-33608	229	9	and	and	CCONJ
bracis-33608	229	10	the	the	DET
bracis-33608	229	11	results	result	NOUN
bracis-33608	229	12	are	be	AUX
bracis-33608	229	13	in	in	ADP
bracis-33608	229	14	the	the	DET
bracis-33608	229	15	last	last	ADJ
bracis-33608	229	16	column	column	NOUN
bracis-33608	229	17	of	of	ADP
bracis-33608	229	18	table	table	NOUN
bracis-33608	229	19	 	 	SPACE
bracis-33608	229	20	2	2	NUM
bracis-33608	229	21	,	,	PUNCT
bracis-33608	229	22	where	where	SCONJ
bracis-33608	229	23	it	it	PRON
bracis-33608	229	24	is	be	AUX
bracis-33608	229	25	possible	possible	ADJ
bracis-33608	229	26	to	to	PART
bracis-33608	229	27	verify	verify	VERB
bracis-33608	229	28	a	a	DET
bracis-33608	229	29	very	very	ADV
bracis-33608	229	30	strong	strong	ADJ
bracis-33608	229	31	correlation	correlation	NOUN
bracis-33608	229	32	.	.	PUNCT
bracis-33608	230	1	this	this	PRON
bracis-33608	230	2	indicates	indicate	VERB
bracis-33608	230	3	that	that	SCONJ
bracis-33608	230	4	the	the	DET
bracis-33608	230	5	proposed	propose	VERB
bracis-33608	230	6	siamese	siamese	ADJ
bracis-33608	230	7	network	network	NOUN
bracis-33608	230	8	works	work	VERB
bracis-33608	230	9	better	well	ADV
bracis-33608	230	10	when	when	SCONJ
bracis-33608	230	11	the	the	DET
bracis-33608	230	12	input	input	NOUN
bracis-33608	230	13	documents	document	NOUN
bracis-33608	230	14	have	have	VERB
bracis-33608	230	15	a	a	DET
bracis-33608	230	16	large	large	ADJ
bracis-33608	230	17	difference	difference	NOUN
bracis-33608	230	18	in	in	ADP
bracis-33608	230	19	the	the	DET
bracis-33608	230	20	evaluation	evaluation	NOUN
bracis-33608	230	21	and	and	CCONJ
bracis-33608	230	22	not	not	PART
bracis-33608	230	23	so	so	ADV
bracis-33608	230	24	well	well	INTJ
bracis-33608	230	25	when	when	SCONJ
bracis-33608	230	26	the	the	DET
bracis-33608	230	27	evaluations	evaluation	NOUN
bracis-33608	230	28	are	be	AUX
bracis-33608	230	29	very	very	ADV
bracis-33608	230	30	similar	similar	ADJ
bracis-33608	230	31	.	.	PUNCT
bracis-33608	231	1	these	these	DET
bracis-33608	231	2	results	result	NOUN
bracis-33608	231	3	are	be	AUX
bracis-33608	231	4	also	also	ADV
bracis-33608	231	5	represented	represent	VERB
bracis-33608	231	6	in	in	ADP
bracis-33608	231	7	fig	fig	NOUN
bracis-33608	231	8	.	.	PUNCT
bracis-33608	231	9	 	 	SPACE
bracis-33608	232	1	3	3	X
bracis-33608	232	2	.	.	PUNCT
bracis-33608	232	3	to	to	PART
bracis-33608	232	4	simplify	simplify	VERB
bracis-33608	232	5	visualization	visualization	NOUN
bracis-33608	232	6	,	,	PUNCT
bracis-33608	232	7	this	this	DET
bracis-33608	232	8	figure	figure	NOUN
bracis-33608	232	9	represents	represent	VERB
bracis-33608	232	10	a	a	DET
bracis-33608	232	11	simplified	simplified	ADJ
bracis-33608	232	12	version	version	NOUN
bracis-33608	232	13	of	of	ADP
bracis-33608	232	14	the	the	DET
bracis-33608	232	15	correlation	correlation	NOUN
bracis-33608	232	16	experiment	experiment	NOUN
bracis-33608	232	17	.	.	PUNCT
bracis-33608	233	1	in	in	ADP
bracis-33608	233	2	this	this	DET
bracis-33608	233	3	experiment	experiment	NOUN
bracis-33608	233	4	,	,	PUNCT
bracis-33608	233	5	we	we	PRON
bracis-33608	233	6	applied	apply	VERB
bracis-33608	233	7	the	the	DET
bracis-33608	233	8	same	same	ADJ
bracis-33608	233	9	ordering	ordering	NOUN
bracis-33608	233	10	procedure	procedure	NOUN
bracis-33608	233	11	by	by	ADP
bracis-33608	233	12	rouge	rouge	NOUN
bracis-33608	233	13	difference	difference	NOUN
bracis-33608	233	14	,	,	PUNCT
bracis-33608	233	15	with	with	ADP
bracis-33608	233	16	the	the	DET
bracis-33608	233	17	change	change	NOUN
bracis-33608	233	18	that	that	PRON
bracis-33608	233	19	the	the	DET
bracis-33608	233	20	results	result	NOUN
bracis-33608	233	21	were	be	AUX
bracis-33608	233	22	separated	separate	VERB
bracis-33608	233	23	into	into	ADP
bracis-33608	233	24	just	just	ADV
bracis-33608	233	25	10	10	NUM
bracis-33608	233	26	groups	group	NOUN
bracis-33608	233	27	.	.	PUNCT
bracis-33608	234	1	this	this	DET
bracis-33608	234	2	figure	figure	NOUN
bracis-33608	234	3	shows	show	VERB
bracis-33608	234	4	that	that	SCONJ
bracis-33608	234	5	classifier	classifier	NOUN
bracis-33608	234	6	performance	performance	NOUN
bracis-33608	234	7	is	be	AUX
bracis-33608	234	8	not	not	PART
bracis-33608	234	9	particularly	particularly	ADV
bracis-33608	234	10	significant	significant	ADJ
bracis-33608	234	11	while	while	SCONJ
bracis-33608	234	12	the	the	DET
bracis-33608	234	13	difference	difference	NOUN
bracis-33608	234	14	in	in	ADP
bracis-33608	234	15	evaluations	evaluation	NOUN
bracis-33608	234	16	with	with	ADP
bracis-33608	234	17	rouge	rouge	NOUN
bracis-33608	234	18	is	be	AUX
bracis-33608	234	19	close	close	ADJ
bracis-33608	234	20	to	to	ADP
bracis-33608	234	21	zero	zero	NUM
bracis-33608	234	22	,	,	PUNCT
bracis-33608	234	23	but	but	CCONJ
bracis-33608	234	24	it	it	PRON
bracis-33608	234	25	advances	advance	VERB
bracis-33608	234	26	to	to	ADP
bracis-33608	234	27	substantially	substantially	ADV
bracis-33608	234	28	greater	great	ADJ
bracis-33608	234	29	performance	performance	NOUN
bracis-33608	234	30	when	when	SCONJ
bracis-33608	234	31	the	the	DET
bracis-33608	234	32	difference	difference	NOUN
bracis-33608	234	33	with	with	ADP
bracis-33608	234	34	rouge	rouge	NOUN
bracis-33608	234	35	increases	increase	NOUN
bracis-33608	234	36	.	.	PUNCT
bracis-33608	235	1	fig	fig	NOUN
bracis-33608	235	2	.	.	PUNCT
bracis-33608	236	1	3	3	X
bracis-33608	236	2	.	.	X
bracis-33608	236	3	f1	f1	NOUN
bracis-33608	236	4	-	-	PUNCT
bracis-33608	236	5	score	score	NOUN
bracis-33608	236	6	as	as	ADP
bracis-33608	236	7	a	a	DET
bracis-33608	236	8	function	function	NOUN
bracis-33608	236	9	of	of	ADP
bracis-33608	236	10	the	the	DET
bracis-33608	236	11	difference	difference	NOUN
bracis-33608	236	12	in	in	ADP
bracis-33608	236	13	quality	quality	NOUN
bracis-33608	236	14	of	of	ADP
bracis-33608	236	15	documents	document	NOUN
bracis-33608	236	16	evaluated	evaluate	VERB
bracis-33608	236	17	with	with	ADP
bracis-33608	236	18	rouge	rouge	NOUN
bracis-33608	236	19	.	.	PUNCT
bracis-33608	237	1	full	full	ADJ
bracis-33608	237	2	size	size	NOUN
bracis-33608	237	3	image	image	NOUN
bracis-33608	237	4	5.2	5.2	NUM
bracis-33608	237	5	summarization	summarization	NOUN
bracis-33608	237	6	scores	score	NOUN
bracis-33608	237	7	we	we	PRON
bracis-33608	237	8	evaluate	evaluate	VERB
bracis-33608	237	9	the	the	DET
bracis-33608	237	10	results	result	NOUN
bracis-33608	237	11	with	with	ADP
bracis-33608	237	12	the	the	DET
bracis-33608	237	13	rouge	rouge	NOUN
bracis-33608	237	14	1	1	NUM
bracis-33608	237	15	,	,	PUNCT
bracis-33608	237	16	2	2	NUM
bracis-33608	237	17	,	,	PUNCT
bracis-33608	237	18	and	and	CCONJ
bracis-33608	237	19	l	l	NOUN
bracis-33608	237	20	metrics	metric	NOUN
bracis-33608	237	21	.	.	PUNCT
bracis-33608	238	1	in	in	ADP
bracis-33608	238	2	table	table	NOUN
bracis-33608	238	3	 	 	SPACE
bracis-33608	238	4	3	3	NUM
bracis-33608	238	5	are	be	AUX
bracis-33608	238	6	the	the	DET
bracis-33608	238	7	results	result	NOUN
bracis-33608	238	8	with	with	ADP
bracis-33608	238	9	rouge-1	rouge-1	PROPN
bracis-33608	238	10	,	,	PUNCT
bracis-33608	238	11	and	and	CCONJ
bracis-33608	238	12	correspond	correspond	VERB
bracis-33608	238	13	to	to	ADP
bracis-33608	238	14	the	the	DET
bracis-33608	238	15	medians	median	NOUN
bracis-33608	238	16	after	after	ADP
bracis-33608	238	17	10	10	NUM
bracis-33608	238	18	repetitions	repetition	NOUN
bracis-33608	238	19	of	of	ADP
bracis-33608	238	20	the	the	DET
bracis-33608	238	21	experiments	experiment	NOUN
bracis-33608	238	22	.	.	PUNCT
bracis-33608	239	1	the	the	DET
bracis-33608	239	2	results	result	NOUN
bracis-33608	239	3	with	with	ADP
bracis-33608	239	4	the	the	DET
bracis-33608	239	5	other	other	ADJ
bracis-33608	239	6	metrics	metric	NOUN
bracis-33608	239	7	were	be	AUX
bracis-33608	239	8	equivalent	equivalent	ADJ
bracis-33608	239	9	and	and	CCONJ
bracis-33608	239	10	are	be	AUX
bracis-33608	239	11	available	available	ADJ
bracis-33608	239	12	with	with	ADP
bracis-33608	239	13	our	our	PRON
bracis-33608	239	14	code	code	NOUN
bracis-33608	239	15	.	.	PUNCT
bracis-33608	240	1	we	we	PRON
bracis-33608	240	2	are	be	AUX
bracis-33608	240	3	highlighting	highlight	VERB
bracis-33608	240	4	in	in	ADP
bracis-33608	240	5	bold	bold	ADJ
bracis-33608	240	6	the	the	DET
bracis-33608	240	7	best	good	ADJ
bracis-33608	240	8	results	result	NOUN
bracis-33608	240	9	that	that	PRON
bracis-33608	240	10	have	have	VERB
bracis-33608	240	11	statistical	statistical	ADJ
bracis-33608	240	12	significance	significance	NOUN
bracis-33608	240	13	in	in	ADP
bracis-33608	240	14	the	the	DET
bracis-33608	240	15	evaluation	evaluation	NOUN
bracis-33608	240	16	with	with	ADP
bracis-33608	240	17	wilcoxon	wilcoxon	ADJ
bracis-33608	240	18	rank	rank	NOUN
bracis-33608	240	19	-	-	PUNCT
bracis-33608	240	20	sum	sum	NOUN
bracis-33608	240	21	for	for	ADP
bracis-33608	240	22	a	a	DET
bracis-33608	240	23	confidence	confidence	NOUN
bracis-33608	240	24	factor	factor	NOUN
bracis-33608	240	25	of	of	ADP
bracis-33608	240	26	95	95	NUM
bracis-33608	240	27	%	%	NOUN
bracis-33608	240	28	.	.	PUNCT
bracis-33608	241	1	at	at	ADP
bracis-33608	241	2	textrank	textrank	NOUN
bracis-33608	241	3	we	we	PRON
bracis-33608	241	4	highlight	highlight	VERB
bracis-33608	241	5	the	the	DET
bracis-33608	241	6	best	good	ADJ
bracis-33608	241	7	results	result	NOUN
bracis-33608	241	8	that	that	PRON
bracis-33608	241	9	exceed	exceed	VERB
bracis-33608	241	10	confidence	confidence	NOUN
bracis-33608	241	11	margins	margin	NOUN
bracis-33608	241	12	calculated	calculate	VERB
bracis-33608	241	13	with	with	ADP
bracis-33608	241	14	bootstrap	bootstrap	NOUN
bracis-33608	241	15	and	and	CCONJ
bracis-33608	241	16	a	a	DET
bracis-33608	241	17	confidence	confidence	NOUN
bracis-33608	241	18	factor	factor	NOUN
bracis-33608	241	19	of	of	ADP
bracis-33608	241	20	95	95	NUM
bracis-33608	241	21	%	%	NOUN
bracis-33608	241	22	.	.	PUNCT
bracis-33608	242	1	when	when	SCONJ
bracis-33608	242	2	the	the	DET
bracis-33608	242	3	results	result	NOUN
bracis-33608	242	4	are	be	AUX
bracis-33608	242	5	not	not	PART
bracis-33608	242	6	different	different	ADJ
bracis-33608	242	7	enough	enough	ADV
bracis-33608	242	8	to	to	PART
bracis-33608	242	9	achieve	achieve	VERB
bracis-33608	242	10	statistical	statistical	ADJ
bracis-33608	242	11	significance	significance	NOUN
bracis-33608	242	12	,	,	PUNCT
bracis-33608	242	13	we	we	PRON
bracis-33608	242	14	highlight	highlight	VERB
bracis-33608	242	15	both	both	DET
bracis-33608	242	16	values	value	NOUN
bracis-33608	242	17	in	in	ADP
bracis-33608	242	18	bold	bold	ADJ
bracis-33608	242	19	.	.	PUNCT
bracis-33608	243	1	evaluating	evaluate	VERB
bracis-33608	243	2	these	these	DET
bracis-33608	243	3	results	result	NOUN
bracis-33608	243	4	,	,	PUNCT
bracis-33608	243	5	we	we	PRON
bracis-33608	243	6	can	can	AUX
bracis-33608	243	7	see	see	VERB
bracis-33608	243	8	that	that	DET
bracis-33608	243	9	document	document	NOUN
bracis-33608	243	10	prioritization	prioritization	NOUN
bracis-33608	243	11	had	have	VERB
bracis-33608	243	12	a	a	DET
bracis-33608	243	13	significant	significant	ADJ
bracis-33608	243	14	impact	impact	NOUN
bracis-33608	243	15	on	on	ADP
bracis-33608	243	16	the	the	DET
bracis-33608	243	17	results	result	NOUN
bracis-33608	243	18	,	,	PUNCT
bracis-33608	243	19	which	which	PRON
bracis-33608	243	20	is	be	AUX
bracis-33608	243	21	evident	evident	ADJ
bracis-33608	243	22	in	in	ADP
bracis-33608	243	23	oracle	oracle	NOUN
bracis-33608	243	24	-	-	PUNCT
bracis-33608	243	25	lead	lead	NOUN
bracis-33608	243	26	.	.	PUNCT
bracis-33608	244	1	even	even	ADV
bracis-33608	244	2	applying	apply	VERB
bracis-33608	244	3	the	the	DET
bracis-33608	244	4	simplest	simple	ADJ
bracis-33608	244	5	summarizer	summarizer	NOUN
bracis-33608	244	6	,	,	PUNCT
bracis-33608	244	7	the	the	DET
bracis-33608	244	8	perfect	perfect	ADJ
bracis-33608	244	9	prioritization	prioritization	NOUN
bracis-33608	244	10	of	of	ADP
bracis-33608	244	11	input	input	NOUN
bracis-33608	244	12	documents	document	NOUN
bracis-33608	244	13	brought	bring	VERB
bracis-33608	244	14	the	the	DET
bracis-33608	244	15	best	good	ADJ
bracis-33608	244	16	results	result	NOUN
bracis-33608	244	17	.	.	PUNCT
bracis-33608	245	1	although	although	SCONJ
bracis-33608	245	2	without	without	ADP
bracis-33608	245	3	achieving	achieve	VERB
bracis-33608	245	4	perfect	perfect	ADJ
bracis-33608	245	5	ordering	ordering	NOUN
bracis-33608	245	6	,	,	PUNCT
bracis-33608	245	7	the	the	DET
bracis-33608	245	8	proposed	propose	VERB
bracis-33608	245	9	model	model	NOUN
bracis-33608	245	10	for	for	ADP
bracis-33608	245	11	prioritizing	prioritize	VERB
bracis-33608	245	12	documents	document	NOUN
bracis-33608	245	13	allowed	allow	VERB
bracis-33608	245	14	important	important	ADJ
bracis-33608	245	15	improvements	improvement	NOUN
bracis-33608	245	16	.	.	PUNCT
bracis-33608	246	1	in	in	ADP
bracis-33608	246	2	these	these	DET
bracis-33608	246	3	results	result	NOUN
bracis-33608	246	4	presented	present	VERB
bracis-33608	246	5	,	,	PUNCT
bracis-33608	246	6	the	the	DET
bracis-33608	246	7	median	median	NOUN
bracis-33608	246	8	of	of	ADP
bracis-33608	246	9	rouge-1	rouge-1	PROPN
bracis-33608	246	10	increments	increment	NOUN
bracis-33608	246	11	was	be	AUX
bracis-33608	246	12	2.7	2.7	NUM
bracis-33608	246	13	.	.	PUNCT
bracis-33608	247	1	the	the	DET
bracis-33608	247	2	prioritization	prioritization	NOUN
bracis-33608	247	3	of	of	ADP
bracis-33608	247	4	documents	document	NOUN
bracis-33608	247	5	brought	bring	VERB
bracis-33608	247	6	benefits	benefit	NOUN
bracis-33608	247	7	in	in	ADP
bracis-33608	247	8	most	most	ADJ
bracis-33608	247	9	results	result	NOUN
bracis-33608	247	10	,	,	PUNCT
bracis-33608	247	11	and	and	CCONJ
bracis-33608	247	12	in	in	ADP
bracis-33608	247	13	the	the	DET
bracis-33608	247	14	worst	bad	ADJ
bracis-33608	247	15	case	case	NOUN
bracis-33608	247	16	,	,	PUNCT
bracis-33608	247	17	it	it	PRON
bracis-33608	247	18	obtained	obtain	VERB
bracis-33608	247	19	results	result	NOUN
bracis-33608	247	20	equivalent	equivalent	ADJ
bracis-33608	247	21	to	to	ADP
bracis-33608	247	22	the	the	DET
bracis-33608	247	23	non	non	ADJ
bracis-33608	247	24	-	-	ADJ
bracis-33608	247	25	prioritized	prioritized	ADJ
bracis-33608	247	26	version	version	NOUN
bracis-33608	247	27	.	.	PUNCT
bracis-33608	248	1	equivalent	equivalent	ADJ
bracis-33608	248	2	results	result	NOUN
bracis-33608	248	3	were	be	AUX
bracis-33608	248	4	obtained	obtain	VERB
bracis-33608	248	5	with	with	ADP
bracis-33608	248	6	textrank	textrank	NOUN
bracis-33608	248	7	on	on	ADP
bracis-33608	248	8	the	the	DET
bracis-33608	248	9	wcep	wcep	NOUN
bracis-33608	248	10	and	and	CCONJ
bracis-33608	248	11	multi	multi	ADJ
bracis-33608	248	12	-	-	ADJ
bracis-33608	248	13	xscience	xscience	ADJ
bracis-33608	248	14	datasets	dataset	NOUN
bracis-33608	248	15	.	.	PUNCT
bracis-33608	249	1	the	the	DET
bracis-33608	249	2	original	original	ADJ
bracis-33608	249	3	version	version	NOUN
bracis-33608	249	4	of	of	ADP
bracis-33608	249	5	textrank	textrank	NOUN
bracis-33608	249	6	is	be	AUX
bracis-33608	249	7	not	not	PART
bracis-33608	249	8	influenced	influence	VERB
bracis-33608	249	9	by	by	ADP
bracis-33608	249	10	document	document	NOUN
bracis-33608	249	11	order	order	NOUN
bracis-33608	249	12	and	and	CCONJ
bracis-33608	249	13	prioritization	prioritization	NOUN
bracis-33608	249	14	gives	give	VERB
bracis-33608	249	15	an	an	DET
bracis-33608	249	16	advantage	advantage	NOUN
bracis-33608	249	17	to	to	ADP
bracis-33608	249	18	the	the	DET
bracis-33608	249	19	best	good	ADJ
bracis-33608	249	20	documents	document	NOUN
bracis-33608	249	21	.	.	PUNCT
bracis-33608	250	1	in	in	ADP
bracis-33608	250	2	the	the	DET
bracis-33608	250	3	case	case	NOUN
bracis-33608	250	4	of	of	ADP
bracis-33608	250	5	wcep	wcep	NOUN
bracis-33608	250	6	,	,	PUNCT
bracis-33608	250	7	considering	consider	VERB
bracis-33608	250	8	that	that	SCONJ
bracis-33608	250	9	it	it	PRON
bracis-33608	250	10	is	be	AUX
bracis-33608	250	11	the	the	DET
bracis-33608	250	12	dataset	dataset	NOUN
bracis-33608	250	13	with	with	ADP
bracis-33608	250	14	the	the	DET
bracis-33608	250	15	largest	large	ADJ
bracis-33608	250	16	volume	volume	NOUN
bracis-33608	250	17	of	of	ADP
bracis-33608	250	18	input	input	NOUN
bracis-33608	250	19	documents	document	NOUN
bracis-33608	250	20	,	,	PUNCT
bracis-33608	250	21	it	it	PRON
bracis-33608	250	22	might	might	AUX
bracis-33608	250	23	be	be	AUX
bracis-33608	250	24	necessary	necessary	ADJ
bracis-33608	250	25	to	to	PART
bracis-33608	250	26	increase	increase	VERB
bracis-33608	250	27	the	the	DET
bracis-33608	250	28	advantage	advantage	NOUN
bracis-33608	250	29	of	of	ADP
bracis-33608	250	30	the	the	DET
bracis-33608	250	31	best	good	ADJ
bracis-33608	250	32	documents	document	NOUN
bracis-33608	250	33	,	,	PUNCT
bracis-33608	250	34	which	which	PRON
bracis-33608	250	35	could	could	AUX
bracis-33608	250	36	be	be	AUX
bracis-33608	250	37	achieved	achieve	VERB
bracis-33608	250	38	by	by	ADP
bracis-33608	250	39	applying	apply	VERB
bracis-33608	250	40	higher	high	ADJ
bracis-33608	250	41	values	value	NOUN
bracis-33608	250	42	of	of	ADP
bracis-33608	250	43	\(\alpha	\(\alpha	NOUN
bracis-33608	250	44	\	\	NOUN
bracis-33608	250	45	)	)	PUNCT
bracis-33608	250	46	in	in	ADP
bracis-33608	250	47	eq	eq	ADP
bracis-33608	250	48	.	.	PUNCT
bracis-33608	250	49	 	 	SPACE
bracis-33608	250	50	2	2	X
bracis-33608	250	51	.	.	PUNCT
bracis-33608	251	1	the	the	DET
bracis-33608	251	2	multi	multi	ADJ
bracis-33608	251	3	-	-	ADJ
bracis-33608	251	4	xscience	xscience	ADJ
bracis-33608	251	5	dataset	dataset	NOUN
bracis-33608	251	6	had	have	VERB
bracis-33608	251	7	the	the	DET
bracis-33608	251	8	smallest	small	ADJ
bracis-33608	251	9	increase	increase	NOUN
bracis-33608	251	10	in	in	ADP
bracis-33608	251	11	the	the	DET
bracis-33608	251	12	evaluation	evaluation	NOUN
bracis-33608	251	13	and	and	CCONJ
bracis-33608	251	14	was	be	AUX
bracis-33608	251	15	also	also	ADV
bracis-33608	251	16	the	the	DET
bracis-33608	251	17	dataset	dataset	NOUN
bracis-33608	251	18	with	with	ADP
bracis-33608	251	19	the	the	DET
bracis-33608	251	20	lowest	low	ADJ
bracis-33608	251	21	precision	precision	NOUN
bracis-33608	251	22	presented	present	VERB
bracis-33608	251	23	in	in	ADP
bracis-33608	251	24	sect	sect	NOUN
bracis-33608	251	25	.	.	PUNCT
bracis-33608	251	26	 	 	SPACE
bracis-33608	252	1	5.1	5.1	NUM
bracis-33608	252	2	.	.	PUNCT
bracis-33608	252	3	table	table	NOUN
bracis-33608	252	4	3	3	NUM
bracis-33608	252	5	.	.	PUNCT
bracis-33608	253	1	multi	multi	NOUN
bracis-33608	253	2	-	-	NOUN
bracis-33608	253	3	news	news	ADJ
bracis-33608	253	4	:	:	PUNCT
bracis-33608	253	5	results	result	VERB
bracis-33608	253	6	f1	f1	NOUN
bracis-33608	253	7	-	-	PUNCT
bracis-33608	253	8	score	score	NOUN
bracis-33608	253	9	(	(	PUNCT
bracis-33608	253	10	%	%	NOUN
bracis-33608	253	11	)	)	PUNCT
bracis-33608	253	12	full	full	ADJ
bracis-33608	253	13	size	size	NOUN
bracis-33608	253	14	table	table	NOUN
bracis-33608	253	15	6	6	NUM
bracis-33608	253	16	conclusions	conclusion	NOUN
bracis-33608	253	17	we	we	PRON
bracis-33608	253	18	present	present	VERB
bracis-33608	253	19	a	a	DET
bracis-33608	253	20	document	document	NOUN
bracis-33608	253	21	comparison	comparison	NOUN
bracis-33608	253	22	approach	approach	NOUN
bracis-33608	253	23	using	use	VERB
bracis-33608	253	24	a	a	DET
bracis-33608	253	25	siamese	siamese	ADJ
bracis-33608	253	26	network	network	NOUN
bracis-33608	253	27	that	that	PRON
bracis-33608	253	28	is	be	AUX
bracis-33608	253	29	useful	useful	ADJ
bracis-33608	253	30	for	for	ADP
bracis-33608	253	31	identifying	identify	VERB
bracis-33608	253	32	the	the	DET
bracis-33608	253	33	best	good	ADJ
bracis-33608	253	34	documents	document	NOUN
bracis-33608	253	35	in	in	ADP
bracis-33608	253	36	multi	multi	ADJ
bracis-33608	253	37	-	-	ADJ
bracis-33608	253	38	document	document	ADJ
bracis-33608	253	39	summarization	summarization	NOUN
bracis-33608	253	40	tasks	task	NOUN
bracis-33608	253	41	.	.	PUNCT
bracis-33608	254	1	as	as	SCONJ
bracis-33608	254	2	shown	show	VERB
bracis-33608	254	3	in	in	ADP
bracis-33608	254	4	the	the	DET
bracis-33608	254	5	results	result	NOUN
bracis-33608	254	6	,	,	PUNCT
bracis-33608	254	7	document	document	NOUN
bracis-33608	254	8	prioritization	prioritization	NOUN
bracis-33608	254	9	can	can	AUX
bracis-33608	254	10	help	help	VERB
bracis-33608	254	11	increase	increase	VERB
bracis-33608	254	12	the	the	DET
bracis-33608	254	13	accuracy	accuracy	NOUN
bracis-33608	254	14	of	of	ADP
bracis-33608	254	15	summaries	summary	NOUN
bracis-33608	254	16	produced	produce	VERB
bracis-33608	254	17	with	with	ADP
bracis-33608	254	18	different	different	ADJ
bracis-33608	254	19	summarization	summarization	NOUN
bracis-33608	254	20	techniques	technique	NOUN
bracis-33608	254	21	.	.	PUNCT
bracis-33608	255	1	the	the	DET
bracis-33608	255	2	integration	integration	NOUN
bracis-33608	255	3	process	process	NOUN
bracis-33608	255	4	with	with	ADP
bracis-33608	255	5	several	several	ADJ
bracis-33608	255	6	methods	method	NOUN
bracis-33608	255	7	from	from	ADP
bracis-33608	255	8	the	the	DET
bracis-33608	255	9	literature	literature	NOUN
bracis-33608	255	10	was	be	AUX
bracis-33608	255	11	presented	present	VERB
bracis-33608	255	12	,	,	PUNCT
bracis-33608	255	13	and	and	CCONJ
bracis-33608	255	14	a	a	DET
bracis-33608	255	15	possible	possible	ADJ
bracis-33608	255	16	future	future	ADJ
bracis-33608	255	17	work	work	NOUN
bracis-33608	255	18	is	be	AUX
bracis-33608	255	19	integration	integration	NOUN
bracis-33608	255	20	with	with	ADP
bracis-33608	255	21	other	other	ADJ
bracis-33608	255	22	methods	method	NOUN
bracis-33608	255	23	.	.	PUNCT
bracis-33608	256	1	since	since	SCONJ
bracis-33608	256	2	each	each	DET
bracis-33608	256	3	experiment	experiment	NOUN
bracis-33608	256	4	was	be	AUX
bracis-33608	256	5	conducted	conduct	VERB
bracis-33608	256	6	with	with	ADP
bracis-33608	256	7	identical	identical	ADJ
bracis-33608	256	8	tools	tool	NOUN
bracis-33608	256	9	and	and	CCONJ
bracis-33608	256	10	procedures	procedure	NOUN
bracis-33608	256	11	,	,	PUNCT
bracis-33608	256	12	in	in	ADP
bracis-33608	256	13	addition	addition	NOUN
bracis-33608	256	14	to	to	ADP
bracis-33608	256	15	evaluating	evaluate	VERB
bracis-33608	256	16	document	document	NOUN
bracis-33608	256	17	prioritization	prioritization	NOUN
bracis-33608	256	18	,	,	PUNCT
bracis-33608	256	19	it	it	PRON
bracis-33608	256	20	is	be	AUX
bracis-33608	256	21	possible	possible	ADJ
bracis-33608	256	22	to	to	PART
bracis-33608	256	23	compare	compare	VERB
bracis-33608	256	24	different	different	ADJ
bracis-33608	256	25	summarization	summarization	NOUN
bracis-33608	256	26	techniques	technique	NOUN
bracis-33608	256	27	.	.	PUNCT
bracis-33608	257	1	in	in	ADP
bracis-33608	257	2	pairs	pair	NOUN
bracis-33608	257	3	,	,	PUNCT
bracis-33608	257	4	the	the	DET
bracis-33608	257	5	original	original	ADJ
bracis-33608	257	6	and	and	CCONJ
bracis-33608	257	7	prioritized	prioritized	ADJ
bracis-33608	257	8	versions	version	NOUN
bracis-33608	257	9	were	be	AUX
bracis-33608	257	10	compared	compare	VERB
bracis-33608	257	11	with	with	ADP
bracis-33608	257	12	statistical	statistical	ADJ
bracis-33608	257	13	tests	test	NOUN
bracis-33608	257	14	,	,	PUNCT
bracis-33608	257	15	indicating	indicate	VERB
bracis-33608	257	16	a	a	DET
bracis-33608	257	17	significant	significant	ADJ
bracis-33608	257	18	difference	difference	NOUN
bracis-33608	257	19	in	in	ADP
bracis-33608	257	20	the	the	DET
bracis-33608	257	21	results	result	NOUN
bracis-33608	257	22	.	.	PUNCT
bracis-33608	258	1	notes	note	NOUN
bracis-33608	258	2	1.https://github.com/klaifer/docscore	1.https://github.com/klaifer/docscore	PRON
bracis-33608	258	3	.	.	PUNCT
bracis-33608	259	1	2.www.newser.com	2.www.newser.com	NUM
bracis-33608	259	2	.	.	PUNCT
bracis-33608	260	1	3.https://en.wikipedia.org/wiki/wikipedia:how_the_current_events_page_works	3.https://en.wikipedia.org/wiki/wikipedia:how_the_current_events_page_works	NUM
bracis-33608	260	2	.	.	PUNCT
bracis-33608	261	1	4.https://commoncrawl.org/2016/10/news-dataset-available/.	4.https://commoncrawl.org/2016/10/news-dataset-available/.	NUM
bracis-33608	262	1	5.https://arxiv.org/.	5.https://arxiv.org/.	NUM
bracis-33608	263	1	6.www.nltk.org	6.www.nltk.org	NUM
bracis-33608	263	2	.	.	PUNCT
bracis-33608	264	1	references	reference	NOUN
bracis-33608	264	2	bandara	bandara	NOUN
bracis-33608	264	3	,	,	PUNCT
bracis-33608	264	4	w.g.c	w.g.c	NOUN
bracis-33608	264	5	.	.	PUNCT
bracis-33608	264	6	,	,	PUNCT
bracis-33608	264	7	patel	patel	PROPN
bracis-33608	264	8	,	,	PUNCT
bracis-33608	264	9	v.m	v.m	PROPN
bracis-33608	264	10	.	.	PUNCT
bracis-33608	264	11	:	:	PUNCT
bracis-33608	265	1	a	a	DET
bracis-33608	265	2	transformer	transformer	NOUN
bracis-33608	265	3	-	-	PUNCT
bracis-33608	265	4	based	base	VERB
bracis-33608	265	5	siamese	siamese	ADJ
bracis-33608	265	6	network	network	NOUN
bracis-33608	265	7	for	for	ADP
bracis-33608	265	8	change	change	NOUN
bracis-33608	265	9	detection	detection	NOUN
bracis-33608	265	10	.	.	PUNCT
bracis-33608	266	1	in	in	ADP
bracis-33608	266	2	:	:	PUNCT
bracis-33608	266	3	igarss	igarss	NOUN
bracis-33608	266	4	2022	2022	NUM
bracis-33608	266	5	2022	2022	NUM
bracis-33608	266	6	ieee	ieee	PROPN
bracis-33608	266	7	international	international	PROPN
bracis-33608	266	8	geoscience	geoscience	PROPN
bracis-33608	266	9	and	and	CCONJ
bracis-33608	266	10	remote	remote	ADJ
bracis-33608	266	11	sensing	sense	VERB
bracis-33608	266	12	symposium	symposium	NOUN
bracis-33608	266	13	,	,	PUNCT
bracis-33608	266	14	pp	pp	ADJ
bracis-33608	266	15	.	.	PUNCT
bracis-33608	267	1	207–210	207–210	NUM
bracis-33608	267	2	(	(	PUNCT
bracis-33608	267	3	2022	2022	NUM
bracis-33608	267	4	)	)	PUNCT
bracis-33608	267	5	google	google	PROPN
bracis-33608	267	6	scholar	scholar	NOUN
bracis-33608	267	7	  	  	SPACE
bracis-33608	267	8	baralis	baralis	PROPN
bracis-33608	267	9	,	,	PUNCT
bracis-33608	267	10	e.	e.	PROPN
bracis-33608	267	11	,	,	PUNCT
bracis-33608	267	12	cagliero	cagliero	PROPN
bracis-33608	267	13	,	,	PUNCT
bracis-33608	267	14	l.	l.	PROPN
bracis-33608	267	15	,	,	PUNCT
bracis-33608	267	16	mahoto	mahoto	NOUN
bracis-33608	267	17	,	,	PUNCT
bracis-33608	267	18	n.	n.	NOUN
bracis-33608	267	19	,	,	PUNCT
bracis-33608	267	20	fiori	fiori	X
bracis-33608	267	21	,	,	PUNCT
bracis-33608	267	22	a.	a.	NOUN
bracis-33608	267	23	:	:	PUNCT
bracis-33608	267	24	graphsum	graphsum	NOUN
bracis-33608	267	25	:	:	PUNCT
bracis-33608	267	26	discovering	discover	VERB
bracis-33608	267	27	correlations	correlation	NOUN
bracis-33608	267	28	among	among	ADP
bracis-33608	267	29	multiple	multiple	ADJ
bracis-33608	267	30	terms	term	NOUN
bracis-33608	267	31	for	for	ADP
bracis-33608	267	32	graph	graph	NOUN
bracis-33608	267	33	-	-	PUNCT
bracis-33608	267	34	based	base	VERB
bracis-33608	267	35	summarization	summarization	NOUN
bracis-33608	267	36	.	.	PUNCT
bracis-33608	268	1	inf	inf	PROPN
bracis-33608	268	2	.	.	PUNCT
bracis-33608	269	1	sci	sci	PROPN
bracis-33608	269	2	.	.	PROPN
bracis-33608	270	1	249	249	NUM
bracis-33608	270	2	,	,	PUNCT
bracis-33608	270	3	96–109	96–109	NUM
bracis-33608	270	4	(	(	PUNCT
bracis-33608	270	5	2013	2013	NUM
bracis-33608	270	6	)	)	PUNCT
bracis-33608	270	7	article	article	NOUN
bracis-33608	270	8	  	  	SPACE
bracis-33608	270	9	mathscinet	mathscinet	NOUN
bracis-33608	270	10	  	  	SPACE
bracis-33608	270	11	google	google	PROPN
bracis-33608	270	12	scholar	scholar	NOUN
bracis-33608	270	13	  	  	SPACE
bracis-33608	270	14	carbonell	carbonell	PROPN
bracis-33608	270	15	,	,	PUNCT
bracis-33608	270	16	j.	j.	PROPN
bracis-33608	270	17	,	,	PUNCT
bracis-33608	270	18	goldstein	goldstein	PROPN
bracis-33608	270	19	,	,	PUNCT
bracis-33608	270	20	j.	j.	PROPN
bracis-33608	270	21	:	:	PUNCT
bracis-33608	270	22	the	the	DET
bracis-33608	270	23	use	use	NOUN
bracis-33608	270	24	of	of	ADP
bracis-33608	270	25	mmr	mmr	PROPN
bracis-33608	270	26	,	,	PUNCT
bracis-33608	270	27	diversity	diversity	NOUN
bracis-33608	270	28	-	-	PUNCT
bracis-33608	270	29	based	base	VERB
bracis-33608	270	30	reranking	reranking	NOUN
bracis-33608	270	31	for	for	ADP
bracis-33608	270	32	reordering	reorder	VERB
bracis-33608	270	33	documents	document	NOUN
bracis-33608	270	34	and	and	CCONJ
bracis-33608	270	35	producing	produce	VERB
bracis-33608	270	36	summaries	summary	NOUN
bracis-33608	270	37	.	.	PUNCT
bracis-33608	271	1	in	in	ADP
bracis-33608	271	2	:	:	PUNCT
bracis-33608	271	3	proceedings	proceeding	NOUN
bracis-33608	271	4	of	of	ADP
bracis-33608	271	5	the	the	DET
bracis-33608	271	6	21st	21st	ADJ
bracis-33608	271	7	annual	annual	ADJ
bracis-33608	271	8	international	international	PROPN
bracis-33608	271	9	acm	acm	PROPN
bracis-33608	271	10	sigir	sigir	PROPN
bracis-33608	271	11	conference	conference	PROPN
bracis-33608	271	12	on	on	ADP
bracis-33608	271	13	research	research	NOUN
bracis-33608	271	14	and	and	CCONJ
bracis-33608	271	15	development	development	NOUN
bracis-33608	271	16	in	in	ADP
bracis-33608	271	17	information	information	NOUN
bracis-33608	271	18	retrieval	retrieval	NOUN
bracis-33608	271	19	,	,	PUNCT
bracis-33608	271	20	sigir	sigir	NOUN
bracis-33608	271	21	1998	1998	NUM
bracis-33608	271	22	,	,	PUNCT
bracis-33608	271	23	new	new	PROPN
bracis-33608	271	24	york	york	PROPN
bracis-33608	271	25	,	,	PUNCT
bracis-33608	271	26	ny	ny	PROPN
bracis-33608	271	27	,	,	PUNCT
bracis-33608	271	28	usa	usa	PROPN
bracis-33608	271	29	,	,	PUNCT
bracis-33608	271	30	pp	pp	X
bracis-33608	271	31	.	.	PUNCT
bracis-33608	272	1	335–336	335–336	NUM
bracis-33608	272	2	.	.	PUNCT
bracis-33608	272	3	association	association	NOUN
bracis-33608	272	4	for	for	ADP
bracis-33608	272	5	computing	compute	VERB
bracis-33608	272	6	machinery	machinery	NOUN
bracis-33608	272	7	(	(	PUNCT
bracis-33608	272	8	1998	1998	NUM
bracis-33608	272	9	)	)	PUNCT
bracis-33608	272	10	google	google	PROPN
bracis-33608	272	11	scholar	scholar	NOUN
bracis-33608	272	12	  	  	SPACE
bracis-33608	272	13	cohan	cohan	PROPN
bracis-33608	272	14	,	,	PUNCT
bracis-33608	272	15	a.	a.	PROPN
bracis-33608	272	16	,	,	PUNCT
bracis-33608	272	17	et	et	PROPN
bracis-33608	272	18	al	al	PROPN
bracis-33608	272	19	.	.	PUNCT
bracis-33608	272	20	:	:	PUNCT
bracis-33608	273	1	a	a	DET
bracis-33608	273	2	discourse	discourse	NOUN
bracis-33608	273	3	-	-	PUNCT
bracis-33608	273	4	aware	aware	ADJ
bracis-33608	273	5	attention	attention	NOUN
bracis-33608	273	6	model	model	NOUN
bracis-33608	273	7	for	for	ADP
bracis-33608	273	8	abstractive	abstractive	ADJ
bracis-33608	273	9	summarization	summarization	NOUN
bracis-33608	273	10	of	of	ADP
bracis-33608	273	11	long	long	ADJ
bracis-33608	273	12	documents	document	NOUN
bracis-33608	273	13	.	.	PUNCT
bracis-33608	274	1	in	in	ADP
bracis-33608	274	2	:	:	PUNCT
bracis-33608	274	3	walker	walker	PROPN
bracis-33608	274	4	,	,	PUNCT
bracis-33608	274	5	m.	m.	NOUN
bracis-33608	274	6	,	,	PUNCT
bracis-33608	274	7	ji	ji	PROPN
bracis-33608	274	8	,	,	PUNCT
bracis-33608	274	9	h.	h.	PROPN
bracis-33608	274	10	,	,	PUNCT
bracis-33608	274	11	stent	stent	NOUN
bracis-33608	274	12	,	,	PUNCT
bracis-33608	274	13	a.	a.	NOUN
bracis-33608	274	14	(	(	PUNCT
bracis-33608	274	15	eds	eds	PROPN
bracis-33608	274	16	.	.	PUNCT
bracis-33608	274	17	)	)	PUNCT
bracis-33608	275	1	proceedings	proceeding	NOUN
bracis-33608	275	2	of	of	ADP
bracis-33608	275	3	the	the	DET
bracis-33608	275	4	2018	2018	NUM
bracis-33608	275	5	conference	conference	NOUN
bracis-33608	275	6	of	of	ADP
bracis-33608	275	7	the	the	DET
bracis-33608	275	8	north	north	ADJ
bracis-33608	275	9	american	american	ADJ
bracis-33608	275	10	chapter	chapter	NOUN
bracis-33608	275	11	of	of	ADP
bracis-33608	275	12	the	the	DET
bracis-33608	275	13	association	association	NOUN
bracis-33608	275	14	for	for	ADP
bracis-33608	275	15	computational	computational	ADJ
bracis-33608	275	16	linguistics	linguistic	NOUN
bracis-33608	275	17	:	:	PUNCT
bracis-33608	275	18	human	human	ADJ
bracis-33608	275	19	language	language	NOUN
bracis-33608	275	20	technologies	technology	NOUN
bracis-33608	275	21	,	,	PUNCT
bracis-33608	275	22	volume	volume	NOUN
bracis-33608	275	23	2	2	NUM
bracis-33608	275	24	(	(	PUNCT
bracis-33608	275	25	short	short	ADJ
bracis-33608	275	26	papers	paper	NOUN
bracis-33608	275	27	)	)	PUNCT
bracis-33608	275	28	,	,	PUNCT
bracis-33608	275	29	new	new	PROPN
bracis-33608	275	30	orleans	orleans	PROPN
bracis-33608	275	31	,	,	PUNCT
bracis-33608	275	32	louisiana	louisiana	PROPN
bracis-33608	275	33	,	,	PUNCT
bracis-33608	275	34	pp	pp	ADP
bracis-33608	275	35	.	.	PUNCT
bracis-33608	276	1	615–621	615–621	NUM
bracis-33608	276	2	.	.	PUNCT
bracis-33608	276	3	association	association	NOUN
bracis-33608	276	4	for	for	ADP
bracis-33608	276	5	computational	computational	ADJ
bracis-33608	276	6	linguistics	linguistic	NOUN
bracis-33608	276	7	,	,	PUNCT
bracis-33608	276	8	june	june	PROPN
bracis-33608	276	9	2018	2018	NUM
bracis-33608	276	10	google	google	PROPN
bracis-33608	276	11	scholar	scholar	NOUN
bracis-33608	276	12	  	  	SPACE
bracis-33608	276	13	de	de	X
bracis-33608	276	14	castro	castro	PROPN
bracis-33608	276	15	santos	santos	PROPN
bracis-33608	276	16	,	,	PUNCT
bracis-33608	276	17	m.a	m.a	PROPN
bracis-33608	276	18	.	.	PROPN
bracis-33608	276	19	,	,	PUNCT
bracis-33608	276	20	berton	berton	PROPN
bracis-33608	276	21	,	,	PUNCT
bracis-33608	276	22	l.	l.	PROPN
bracis-33608	276	23	:	:	PUNCT
bracis-33608	276	24	an	an	DET
bracis-33608	276	25	enhanced	enhance	VERB
bracis-33608	276	26	framework	framework	NOUN
bracis-33608	276	27	for	for	ADP
bracis-33608	276	28	overcoming	overcome	VERB
bracis-33608	276	29	pitfalls	pitfall	NOUN
bracis-33608	276	30	and	and	CCONJ
bracis-33608	276	31	enabling	enable	VERB
bracis-33608	276	32	model	model	NOUN
bracis-33608	276	33	interpretation	interpretation	NOUN
bracis-33608	276	34	in	in	ADP
bracis-33608	276	35	pneumonia	pneumonia	NOUN
bracis-33608	276	36	and	and	CCONJ
bracis-33608	276	37	covid-19	covid-19	PROPN
bracis-33608	276	38	classification	classification	NOUN
bracis-33608	276	39	.	.	PUNCT
bracis-33608	277	1	ieee	ieee	NOUN
bracis-33608	277	2	access	access	NOUN
bracis-33608	277	3	11	11	NUM
bracis-33608	277	4	,	,	PUNCT
bracis-33608	277	5	115330–115347	115330–115347	NUM
bracis-33608	277	6	(	(	PUNCT
bracis-33608	277	7	2023	2023	NUM
bracis-33608	277	8	)	)	PUNCT
bracis-33608	277	9	article	article	NOUN
bracis-33608	277	10	  	  	SPACE
bracis-33608	277	11	math	math	NOUN
bracis-33608	277	12	  	  	SPACE
bracis-33608	277	13	google	google	PROPN
bracis-33608	277	14	scholar	scholar	NOUN
bracis-33608	277	15	  	  	SPACE
bracis-33608	277	16	devlin	devlin	PROPN
bracis-33608	277	17	,	,	PUNCT
bracis-33608	277	18	j.	j.	PROPN
bracis-33608	277	19	,	,	PUNCT
bracis-33608	277	20	chang	chang	PROPN
bracis-33608	277	21	,	,	PUNCT
bracis-33608	277	22	m.w	m.w	PROPN
bracis-33608	277	23	.	.	PROPN
bracis-33608	277	24	,	,	PUNCT
bracis-33608	277	25	lee	lee	PROPN
bracis-33608	277	26	,	,	PUNCT
bracis-33608	277	27	k.	k.	PROPN
bracis-33608	277	28	,	,	PUNCT
bracis-33608	277	29	toutanova	toutanova	PROPN
bracis-33608	277	30	,	,	PUNCT
bracis-33608	277	31	k.	k.	PROPN
bracis-33608	277	32	:	:	PUNCT
bracis-33608	277	33	bert	bert	PROPN
bracis-33608	277	34	:	:	PUNCT
bracis-33608	277	35	pre	pre	ADJ
bracis-33608	277	36	-	-	NOUN
bracis-33608	277	37	training	training	NOUN
bracis-33608	277	38	of	of	ADP
bracis-33608	277	39	deep	deep	ADJ
bracis-33608	277	40	bidirectional	bidirectional	ADJ
bracis-33608	277	41	transformers	transformer	NOUN
bracis-33608	277	42	for	for	ADP
bracis-33608	277	43	language	language	NOUN
bracis-33608	277	44	understanding	understanding	NOUN
bracis-33608	277	45	.	.	PUNCT
bracis-33608	278	1	in	in	ADP
bracis-33608	278	2	:	:	PUNCT
bracis-33608	278	3	burstein	burstein	PROPN
bracis-33608	278	4	,	,	PUNCT
bracis-33608	278	5	j.	j.	PROPN
bracis-33608	278	6	,	,	PUNCT
bracis-33608	278	7	doran	doran	PROPN
bracis-33608	278	8	,	,	PUNCT
bracis-33608	278	9	c.	c.	PROPN
bracis-33608	278	10	,	,	PUNCT
bracis-33608	278	11	solorio	solorio	PROPN
bracis-33608	278	12	,	,	PUNCT
bracis-33608	278	13	t.	t.	PROPN
bracis-33608	278	14	(	(	PUNCT
bracis-33608	278	15	eds	eds	PROPN
bracis-33608	278	16	.	.	PUNCT
bracis-33608	278	17	)	)	PUNCT
bracis-33608	278	18	proceedings	proceeding	NOUN
bracis-33608	278	19	of	of	ADP
bracis-33608	278	20	the	the	DET
bracis-33608	278	21	2019	2019	NUM
bracis-33608	278	22	conference	conference	NOUN
bracis-33608	278	23	of	of	ADP
bracis-33608	278	24	the	the	DET
bracis-33608	278	25	north	north	ADJ
bracis-33608	278	26	american	american	ADJ
bracis-33608	278	27	chapter	chapter	NOUN
bracis-33608	278	28	of	of	ADP
bracis-33608	278	29	the	the	DET
bracis-33608	278	30	association	association	NOUN
bracis-33608	278	31	for	for	ADP
bracis-33608	278	32	computational	computational	ADJ
bracis-33608	278	33	linguistics	linguistic	NOUN
bracis-33608	278	34	:	:	PUNCT
bracis-33608	278	35	human	human	ADJ
bracis-33608	278	36	language	language	NOUN
bracis-33608	278	37	technologies	technology	NOUN
bracis-33608	278	38	,	,	PUNCT
bracis-33608	278	39	volume	volume	NOUN
bracis-33608	278	40	1	1	NUM
bracis-33608	278	41	(	(	PUNCT
bracis-33608	278	42	long	long	ADJ
bracis-33608	278	43	and	and	CCONJ
bracis-33608	278	44	short	short	ADJ
bracis-33608	278	45	papers	paper	NOUN
bracis-33608	278	46	)	)	PUNCT
bracis-33608	278	47	,	,	PUNCT
bracis-33608	278	48	minneapolis	minneapolis	PROPN
bracis-33608	278	49	,	,	PUNCT
bracis-33608	278	50	minnesota	minnesota	PROPN
bracis-33608	278	51	,	,	PUNCT
bracis-33608	278	52	pp	pp	ADJ
bracis-33608	278	53	.	.	PUNCT
bracis-33608	279	1	4171–4186	4171–4186	NUM
bracis-33608	279	2	.	.	PUNCT
bracis-33608	280	1	association	association	NOUN
bracis-33608	280	2	for	for	ADP
bracis-33608	280	3	computational	computational	ADJ
bracis-33608	280	4	linguistics	linguistic	NOUN
bracis-33608	280	5	,	,	PUNCT
bracis-33608	280	6	june	june	PROPN
bracis-33608	280	7	2019	2019	NUM
bracis-33608	280	8	google	google	PROPN
bracis-33608	280	9	scholar	scholar	NOUN
bracis-33608	280	10	  	  	SPACE
bracis-33608	280	11	el	el	PROPN
bracis-33608	280	12	-	-	PUNCT
bracis-33608	280	13	kassas	kassas	PROPN
bracis-33608	280	14	,	,	PUNCT
bracis-33608	280	15	w.s	w.s	PROPN
bracis-33608	280	16	.	.	PROPN
bracis-33608	280	17	,	,	PUNCT
bracis-33608	280	18	salama	salama	PROPN
bracis-33608	280	19	,	,	PUNCT
bracis-33608	280	20	c.r	c.r	PROPN
bracis-33608	280	21	.	.	PROPN
bracis-33608	280	22	,	,	PUNCT
bracis-33608	280	23	rafea	rafea	PROPN
bracis-33608	280	24	,	,	PUNCT
bracis-33608	280	25	a.a	a.a	PROPN
bracis-33608	280	26	.	.	PROPN
bracis-33608	280	27	,	,	PUNCT
bracis-33608	280	28	mohamed	mohamed	PROPN
bracis-33608	280	29	,	,	PUNCT
bracis-33608	280	30	h.k	h.k	PROPN
bracis-33608	280	31	.	.	PROPN
bracis-33608	280	32	:	:	PUNCT
bracis-33608	281	1	automatic	automatic	ADJ
bracis-33608	281	2	text	text	NOUN
bracis-33608	281	3	summarization	summarization	NOUN
bracis-33608	281	4	:	:	PUNCT
bracis-33608	281	5	a	a	DET
bracis-33608	281	6	comprehensive	comprehensive	ADJ
bracis-33608	281	7	survey	survey	NOUN
bracis-33608	281	8	.	.	PUNCT
bracis-33608	282	1	expert	expert	NOUN
bracis-33608	282	2	syst	syst	PROPN
bracis-33608	282	3	.	.	PUNCT
bracis-33608	283	1	appl	appl	PROPN
bracis-33608	283	2	.	.	PROPN
bracis-33608	284	1	165	165	NUM
bracis-33608	284	2	,	,	PUNCT
bracis-33608	284	3	113679	113679	NUM
bracis-33608	284	4	(	(	PUNCT
bracis-33608	284	5	2021	2021	NUM
bracis-33608	284	6	)	)	PUNCT
bracis-33608	284	7	article	article	NOUN
bracis-33608	284	8	  	  	SPACE
bracis-33608	284	9	google	google	PROPN
bracis-33608	284	10	scholar	scholar	NOUN
bracis-33608	284	11	  	  	SPACE
bracis-33608	284	12	ernst	ernst	PROPN
bracis-33608	284	13	,	,	PUNCT
bracis-33608	284	14	o.	o.	PROPN
bracis-33608	284	15	,	,	PUNCT
bracis-33608	284	16	et	et	PROPN
bracis-33608	284	17	al	al	PROPN
bracis-33608	284	18	.	.	PUNCT
bracis-33608	284	19	:	:	PUNCT
bracis-33608	285	1	proposition	proposition	NOUN
bracis-33608	285	2	-	-	PUNCT
bracis-33608	285	3	level	level	NOUN
bracis-33608	285	4	clustering	clustering	NOUN
bracis-33608	285	5	for	for	ADP
bracis-33608	285	6	multi	multi	ADJ
bracis-33608	285	7	-	-	ADJ
bracis-33608	285	8	document	document	ADJ
bracis-33608	285	9	summarization	summarization	NOUN
bracis-33608	285	10	.	.	PUNCT
bracis-33608	286	1	arxiv	arxiv	PROPN
bracis-33608	286	2	e	e	PROPN
bracis-33608	286	3	-	-	NOUN
bracis-33608	286	4	prints	print	NOUN
bracis-33608	286	5	arxiv:2112.08770	arxiv:2112.08770	NOUN
bracis-33608	286	6	,	,	PUNCT
bracis-33608	286	7	december	december	PROPN
bracis-33608	286	8	2021	2021	NUM
bracis-33608	286	9	fabbri	fabbri	NOUN
bracis-33608	286	10	,	,	PUNCT
bracis-33608	286	11	a.r	a.r	PROPN
bracis-33608	286	12	.	.	PROPN
bracis-33608	286	13	,	,	PUNCT
bracis-33608	286	14	li	li	PROPN
bracis-33608	286	15	,	,	PUNCT
bracis-33608	286	16	i.	i.	PROPN
bracis-33608	286	17	,	,	PUNCT
bracis-33608	286	18	she	she	PRON
bracis-33608	286	19	,	,	PUNCT
bracis-33608	286	20	t.	t.	PROPN
bracis-33608	286	21	,	,	PUNCT
bracis-33608	286	22	li	li	PROPN
bracis-33608	286	23	,	,	PUNCT
bracis-33608	286	24	s.	s.	PROPN
bracis-33608	286	25	,	,	PUNCT
bracis-33608	286	26	radev	radev	PROPN
bracis-33608	286	27	,	,	PUNCT
bracis-33608	286	28	d.r	d.r	PROPN
bracis-33608	286	29	.	.	PUNCT
bracis-33608	286	30	:	:	PUNCT
bracis-33608	286	31	multi	multi	ADJ
bracis-33608	286	32	-	-	NOUN
bracis-33608	286	33	news	news	ADJ
bracis-33608	286	34	:	:	PUNCT
bracis-33608	286	35	a	a	DET
bracis-33608	286	36	large	large	ADJ
bracis-33608	286	37	-	-	PUNCT
bracis-33608	286	38	scale	scale	NOUN
bracis-33608	286	39	multi	multi	ADJ
bracis-33608	286	40	-	-	ADJ
bracis-33608	286	41	document	document	ADJ
bracis-33608	286	42	summarization	summarization	NOUN
bracis-33608	286	43	dataset	dataset	VERB
bracis-33608	286	44	and	and	CCONJ
bracis-33608	286	45	abstractive	abstractive	ADJ
bracis-33608	286	46	hierarchical	hierarchical	ADJ
bracis-33608	286	47	model	model	NOUN
bracis-33608	286	48	.	.	PUNCT
bracis-33608	287	1	in	in	ADP
bracis-33608	287	2	:	:	PUNCT
bracis-33608	287	3	acl	acl	PROPN
bracis-33608	287	4	2019	2019	NUM
bracis-33608	287	5	57th	57th	ADJ
bracis-33608	287	6	annual	annual	ADJ
bracis-33608	287	7	meeting	meeting	NOUN
bracis-33608	287	8	of	of	ADP
bracis-33608	287	9	the	the	DET
bracis-33608	287	10	association	association	NOUN
bracis-33608	287	11	for	for	ADP
bracis-33608	287	12	computational	computational	ADJ
bracis-33608	287	13	linguistics	linguistic	NOUN
bracis-33608	287	14	,	,	PUNCT
bracis-33608	287	15	proceedings	proceeding	NOUN
bracis-33608	287	16	of	of	ADP
bracis-33608	287	17	the	the	DET
bracis-33608	287	18	conference	conference	NOUN
bracis-33608	287	19	,	,	PUNCT
bracis-33608	287	20	pp	pp	X
bracis-33608	287	21	.	.	PUNCT
bracis-33608	288	1	1074–1084	1074–1084	NUM
bracis-33608	288	2	(	(	PUNCT
bracis-33608	288	3	2020	2020	NUM
bracis-33608	288	4	)	)	PUNCT
bracis-33608	288	5	google	google	PROPN
bracis-33608	288	6	scholar	scholar	NOUN
bracis-33608	288	7	  	  	SPACE
bracis-33608	288	8	garcia	garcia	PROPN
bracis-33608	288	9	,	,	PUNCT
bracis-33608	288	10	k.	k.	PROPN
bracis-33608	288	11	,	,	PUNCT
bracis-33608	288	12	shiguihara	shiguihara	NOUN
bracis-33608	288	13	,	,	PUNCT
bracis-33608	288	14	p.	p.	NOUN
bracis-33608	288	15	,	,	PUNCT
bracis-33608	288	16	berton	berton	PROPN
bracis-33608	288	17	,	,	PUNCT
bracis-33608	288	18	l.	l.	PROPN
bracis-33608	288	19	:	:	PUNCT
bracis-33608	288	20	breaking	break	VERB
bracis-33608	288	21	news	news	NOUN
bracis-33608	288	22	:	:	PUNCT
bracis-33608	288	23	unveiling	unveil	VERB
bracis-33608	288	24	a	a	DET
bracis-33608	288	25	new	new	ADJ
bracis-33608	288	26	dataset	dataset	NOUN
bracis-33608	288	27	for	for	ADP
bracis-33608	288	28	portuguese	portuguese	ADJ
bracis-33608	288	29	news	news	NOUN
bracis-33608	288	30	classification	classification	NOUN
bracis-33608	288	31	and	and	CCONJ
bracis-33608	288	32	comparative	comparative	ADJ
bracis-33608	288	33	analysis	analysis	NOUN
bracis-33608	288	34	of	of	ADP
bracis-33608	288	35	approaches	approach	NOUN
bracis-33608	288	36	.	.	PUNCT
bracis-33608	289	1	plos	plos	PROPN
bracis-33608	289	2	one	one	NUM
bracis-33608	289	3	19(1	19(1	NUM
bracis-33608	289	4	)	)	PUNCT
bracis-33608	289	5	,	,	PUNCT
bracis-33608	289	6	1–15	1–15	PROPN
bracis-33608	289	7	(	(	PUNCT
bracis-33608	289	8	2024	2024	NUM
bracis-33608	289	9	)	)	PUNCT
bracis-33608	289	10	article	article	NOUN
bracis-33608	289	11	  	  	SPACE
bracis-33608	289	12	math	math	NOUN
bracis-33608	289	13	  	  	SPACE
bracis-33608	289	14	google	google	PROPN
bracis-33608	289	15	scholar	scholar	NOUN
bracis-33608	289	16	  	  	SPACE
bracis-33608	289	17	ghalandari	ghalandari	NOUN
bracis-33608	289	18	,	,	PUNCT
bracis-33608	289	19	d.g	d.g	PROPN
bracis-33608	289	20	.	.	PROPN
bracis-33608	289	21	,	,	PUNCT
bracis-33608	289	22	hokamp	hokamp	PROPN
bracis-33608	289	23	,	,	PUNCT
bracis-33608	289	24	c.	c.	PROPN
bracis-33608	289	25	,	,	PUNCT
bracis-33608	289	26	pham	pham	PROPN
bracis-33608	289	27	,	,	PUNCT
bracis-33608	289	28	n.t	n.t	PROPN
bracis-33608	289	29	.	.	PROPN
bracis-33608	289	30	,	,	PUNCT
bracis-33608	289	31	glover	glover	PROPN
bracis-33608	289	32	,	,	PUNCT
bracis-33608	289	33	j.	j.	PROPN
bracis-33608	289	34	,	,	PUNCT
bracis-33608	289	35	ifrim	ifrim	ADJ
bracis-33608	289	36	,	,	PUNCT
bracis-33608	289	37	g.	g.	PROPN
bracis-33608	289	38	:	:	PUNCT
bracis-33608	289	39	a	a	DET
bracis-33608	289	40	large	large	ADJ
bracis-33608	289	41	-	-	PUNCT
bracis-33608	289	42	scale	scale	NOUN
bracis-33608	289	43	multi	multi	ADJ
bracis-33608	289	44	-	-	ADJ
bracis-33608	289	45	document	document	ADJ
bracis-33608	289	46	summarization	summarization	NOUN
bracis-33608	289	47	dataset	dataset	VERB
bracis-33608	289	48	from	from	ADP
bracis-33608	289	49	the	the	DET
bracis-33608	289	50	wikipedia	wikipedia	PROPN
bracis-33608	289	51	current	current	ADJ
bracis-33608	289	52	events	event	NOUN
bracis-33608	289	53	portal	portal	ADJ
bracis-33608	289	54	.	.	PUNCT
bracis-33608	290	1	arxiv	arxiv	PROPN
bracis-33608	290	2	preprint	preprint	NOUN
bracis-33608	290	3	arxiv:2005.10070	arxiv:2005.10070	NOUN
bracis-33608	290	4	(	(	PUNCT
bracis-33608	290	5	2020	2020	NUM
bracis-33608	290	6	)	)	PUNCT
bracis-33608	290	7	grenander	grenander	NOUN
bracis-33608	290	8	,	,	PUNCT
bracis-33608	290	9	m.	m.	NOUN
bracis-33608	290	10	,	,	PUNCT
bracis-33608	290	11	dong	dong	PROPN
bracis-33608	290	12	,	,	PUNCT
bracis-33608	290	13	y.	y.	PROPN
bracis-33608	290	14	,	,	PUNCT
bracis-33608	290	15	cheung	cheung	PROPN
bracis-33608	290	16	,	,	PUNCT
bracis-33608	290	17	j.c.k	j.c.k	PROPN
bracis-33608	290	18	.	.	PROPN
bracis-33608	290	19	,	,	PUNCT
bracis-33608	290	20	louis	louis	PROPN
bracis-33608	290	21	,	,	PUNCT
bracis-33608	290	22	a.	a.	NOUN
bracis-33608	290	23	:	:	PUNCT
bracis-33608	290	24	countering	counter	VERB
bracis-33608	290	25	the	the	DET
bracis-33608	290	26	effects	effect	NOUN
bracis-33608	290	27	of	of	ADP
bracis-33608	290	28	lead	lead	ADJ
bracis-33608	290	29	bias	bias	NOUN
bracis-33608	290	30	in	in	ADP
bracis-33608	290	31	news	news	NOUN
bracis-33608	290	32	summarization	summarization	NOUN
bracis-33608	290	33	via	via	ADP
bracis-33608	290	34	multi	multi	ADJ
bracis-33608	290	35	-	-	ADJ
bracis-33608	290	36	stage	stage	NOUN
bracis-33608	290	37	training	training	NOUN
bracis-33608	290	38	and	and	CCONJ
bracis-33608	290	39	auxiliary	auxiliary	ADJ
bracis-33608	290	40	losses	loss	NOUN
bracis-33608	290	41	.	.	PUNCT
bracis-33608	291	1	in	in	ADP
bracis-33608	291	2	:	:	PUNCT
bracis-33608	291	3	inui	inui	PROPN
bracis-33608	291	4	,	,	PUNCT
bracis-33608	291	5	k.	k.	PROPN
bracis-33608	291	6	,	,	PUNCT
bracis-33608	291	7	jiang	jiang	PROPN
bracis-33608	291	8	,	,	PUNCT
bracis-33608	291	9	j.	j.	PROPN
bracis-33608	291	10	,	,	PUNCT
bracis-33608	291	11	ng	ng	PROPN
bracis-33608	291	12	,	,	PUNCT
bracis-33608	291	13	v.	v.	PROPN
bracis-33608	291	14	,	,	PUNCT
bracis-33608	291	15	wan	wan	PROPN
bracis-33608	291	16	,	,	PUNCT
bracis-33608	291	17	x.	x.	NOUN
bracis-33608	291	18	(	(	PUNCT
bracis-33608	291	19	eds	ed	NOUN
bracis-33608	291	20	.	.	PUNCT
bracis-33608	291	21	)	)	PUNCT
bracis-33608	291	22	proceedings	proceeding	NOUN
bracis-33608	291	23	of	of	ADP
bracis-33608	291	24	the	the	DET
bracis-33608	291	25	2019	2019	NUM
bracis-33608	291	26	conference	conference	NOUN
bracis-33608	291	27	on	on	ADP
bracis-33608	291	28	empirical	empirical	ADJ
bracis-33608	291	29	methods	method	NOUN
bracis-33608	291	30	in	in	ADP
bracis-33608	291	31	natural	natural	ADJ
bracis-33608	291	32	language	language	NOUN
bracis-33608	291	33	processing	processing	NOUN
bracis-33608	291	34	and	and	CCONJ
bracis-33608	291	35	the	the	DET
bracis-33608	291	36	9th	9th	ADJ
bracis-33608	291	37	international	international	ADJ
bracis-33608	291	38	joint	joint	ADJ
bracis-33608	291	39	conference	conference	NOUN
bracis-33608	291	40	on	on	ADP
bracis-33608	291	41	natural	natural	ADJ
bracis-33608	291	42	language	language	NOUN
bracis-33608	291	43	processing	processing	NOUN
bracis-33608	291	44	(	(	PUNCT
bracis-33608	291	45	emnlp	emnlp	NOUN
bracis-33608	291	46	-	-	PUNCT
bracis-33608	291	47	ijcnlp	ijcnlp	NOUN
bracis-33608	291	48	)	)	PUNCT
bracis-33608	291	49	,	,	PUNCT
bracis-33608	291	50	hong	hong	PROPN
bracis-33608	291	51	kong	kong	PROPN
bracis-33608	291	52	,	,	PUNCT
bracis-33608	291	53	china	china	PROPN
bracis-33608	291	54	,	,	PUNCT
bracis-33608	291	55	pp	pp	X
bracis-33608	291	56	.	.	PUNCT
bracis-33608	291	57	6019–6024	6019–6024	NUM
bracis-33608	291	58	.	.	PUNCT
bracis-33608	291	59	association	association	NOUN
bracis-33608	291	60	for	for	ADP
bracis-33608	291	61	computational	computational	ADJ
bracis-33608	291	62	linguistics	linguistic	NOUN
bracis-33608	291	63	,	,	PUNCT
bracis-33608	291	64	november	november	PROPN
bracis-33608	291	65	2019	2019	NUM
bracis-33608	291	66	google	google	PROPN
bracis-33608	291	67	scholar	scholar	NOUN
bracis-33608	291	68	  	  	SPACE
bracis-33608	291	69	koch	koch	PROPN
bracis-33608	291	70	,	,	PUNCT
bracis-33608	291	71	g.	g.	PROPN
bracis-33608	291	72	,	,	PUNCT
bracis-33608	291	73	zemel	zemel	PROPN
bracis-33608	291	74	,	,	PUNCT
bracis-33608	291	75	r.	r.	PROPN
bracis-33608	291	76	,	,	PUNCT
bracis-33608	291	77	salakhutdinov	salakhutdinov	PROPN
bracis-33608	291	78	,	,	PUNCT
bracis-33608	291	79	r.	r.	PROPN
bracis-33608	291	80	,	,	PUNCT
bracis-33608	291	81	et	et	PROPN
bracis-33608	291	82	 	 	SPACE
bracis-33608	291	83	al	al	PROPN
bracis-33608	291	84	.	.	PROPN
bracis-33608	291	85	:	:	PUNCT
bracis-33608	292	1	siamese	siamese	ADJ
bracis-33608	292	2	neural	neural	ADJ
bracis-33608	292	3	networks	network	NOUN
bracis-33608	292	4	for	for	ADP
bracis-33608	292	5	one	one	NUM
bracis-33608	292	6	-	-	PUNCT
bracis-33608	292	7	shot	shot	NOUN
bracis-33608	292	8	image	image	NOUN
bracis-33608	292	9	recognition	recognition	NOUN
bracis-33608	292	10	.	.	PUNCT
bracis-33608	293	1	in	in	ADP
bracis-33608	293	2	:	:	PUNCT
bracis-33608	293	3	icml	icml	NOUN
bracis-33608	293	4	deep	deep	ADJ
bracis-33608	293	5	learning	learning	NOUN
bracis-33608	293	6	workshop	workshop	NOUN
bracis-33608	293	7	,	,	PUNCT
bracis-33608	293	8	lille	lille	PROPN
bracis-33608	293	9	,	,	PUNCT
bracis-33608	293	10	vol	vol	NOUN
bracis-33608	293	11	.	.	PUNCT
bracis-33608	293	12	 	 	SPACE
bracis-33608	293	13	2	2	NUM
bracis-33608	293	14	(	(	PUNCT
bracis-33608	293	15	2015	2015	NUM
bracis-33608	293	16	)	)	PUNCT
bracis-33608	293	17	google	google	PROPN
bracis-33608	293	18	scholar	scholar	NOUN
bracis-33608	293	19	  	  	SPACE
bracis-33608	293	20	lan	lan	PROPN
bracis-33608	293	21	,	,	PUNCT
bracis-33608	293	22	m.	m.	NOUN
bracis-33608	293	23	,	,	PUNCT
bracis-33608	293	24	zhang	zhang	PROPN
bracis-33608	293	25	,	,	PUNCT
bracis-33608	293	26	j.	j.	PROPN
bracis-33608	293	27	,	,	PUNCT
bracis-33608	293	28	he	he	PRON
bracis-33608	293	29	,	,	PUNCT
bracis-33608	293	30	f.	f.	PROPN
bracis-33608	293	31	,	,	PUNCT
bracis-33608	293	32	zhang	zhang	PROPN
bracis-33608	293	33	,	,	PUNCT
bracis-33608	293	34	l.	l.	PROPN
bracis-33608	293	35	:	:	PUNCT
bracis-33608	293	36	siamese	siamese	ADJ
bracis-33608	293	37	network	network	NOUN
bracis-33608	293	38	with	with	ADP
bracis-33608	293	39	interactive	interactive	ADJ
bracis-33608	293	40	transformer	transformer	NOUN
bracis-33608	293	41	for	for	ADP
bracis-33608	293	42	video	video	NOUN
bracis-33608	293	43	object	object	NOUN
bracis-33608	293	44	segmentation	segmentation	NOUN
bracis-33608	293	45	.	.	PUNCT
bracis-33608	294	1	in	in	ADP
bracis-33608	294	2	:	:	PUNCT
bracis-33608	294	3	proceedings	proceeding	NOUN
bracis-33608	294	4	of	of	ADP
bracis-33608	294	5	the	the	DET
bracis-33608	294	6	aaai	aaai	PROPN
bracis-33608	294	7	conference	conference	NOUN
bracis-33608	294	8	on	on	ADP
bracis-33608	294	9	artificial	artificial	ADJ
bracis-33608	294	10	intelligence	intelligence	NOUN
bracis-33608	294	11	,	,	PUNCT
bracis-33608	294	12	vol	vol	NOUN
bracis-33608	294	13	.	.	PROPN
bracis-33608	295	1	36	36	NUM
bracis-33608	295	2	,	,	PUNCT
bracis-33608	295	3	no	no	INTJ
bracis-33608	295	4	.	.	NOUN
bracis-33608	295	5	2	2	NUM
bracis-33608	295	6	,	,	PUNCT
bracis-33608	295	7	pp	pp	ADJ
bracis-33608	295	8	.	.	PUNCT
bracis-33608	296	1	1228–1236	1228–1236	NUM
bracis-33608	296	2	(	(	PUNCT
bracis-33608	296	3	2022	2022	NUM
bracis-33608	296	4	)	)	PUNCT
bracis-33608	296	5	google	google	PROPN
bracis-33608	296	6	scholar	scholar	NOUN
bracis-33608	296	7	  	  	SPACE
bracis-33608	296	8	li	li	PROPN
bracis-33608	296	9	,	,	PUNCT
bracis-33608	296	10	w.	w.	PROPN
bracis-33608	296	11	,	,	PUNCT
bracis-33608	296	12	xiao	xiao	PROPN
bracis-33608	296	13	,	,	PUNCT
bracis-33608	296	14	x.	x.	PROPN
bracis-33608	296	15	,	,	PUNCT
bracis-33608	296	16	liu	liu	PROPN
bracis-33608	296	17	,	,	PUNCT
bracis-33608	296	18	j.	j.	PROPN
bracis-33608	296	19	,	,	PUNCT
bracis-33608	296	20	wu	wu	PROPN
bracis-33608	296	21	,	,	PUNCT
bracis-33608	296	22	h.	h.	PROPN
bracis-33608	296	23	,	,	PUNCT
bracis-33608	296	24	wang	wang	PROPN
bracis-33608	296	25	,	,	PUNCT
bracis-33608	296	26	h.	h.	PROPN
bracis-33608	296	27	,	,	PUNCT
bracis-33608	296	28	du	du	PROPN
bracis-33608	296	29	,	,	PUNCT
bracis-33608	296	30	j.	j.	PROPN
bracis-33608	296	31	:	:	PUNCT
bracis-33608	296	32	leveraging	leverage	VERB
bracis-33608	296	33	graph	graph	NOUN
bracis-33608	296	34	to	to	PART
bracis-33608	296	35	improve	improve	VERB
bracis-33608	296	36	abstractive	abstractive	ADJ
bracis-33608	296	37	multi	multi	ADJ
bracis-33608	296	38	-	-	ADJ
bracis-33608	296	39	document	document	ADJ
bracis-33608	296	40	summarization	summarization	NOUN
bracis-33608	296	41	.	.	PUNCT
bracis-33608	297	1	in	in	ADP
bracis-33608	297	2	:	:	PUNCT
bracis-33608	297	3	jurafsky	jurafsky	PROPN
bracis-33608	297	4	,	,	PUNCT
bracis-33608	297	5	d.	d.	PROPN
bracis-33608	297	6	,	,	PUNCT
bracis-33608	297	7	chai	chai	NOUN
bracis-33608	297	8	,	,	PUNCT
bracis-33608	297	9	j.	j.	PROPN
bracis-33608	297	10	,	,	PUNCT
bracis-33608	297	11	schluter	schluter	PROPN
bracis-33608	297	12	,	,	PUNCT
bracis-33608	297	13	n.	n.	NOUN
bracis-33608	297	14	,	,	PUNCT
bracis-33608	297	15	tetreault	tetreault	NOUN
bracis-33608	297	16	,	,	PUNCT
bracis-33608	297	17	j.	j.	PROPN
bracis-33608	297	18	(	(	PUNCT
bracis-33608	297	19	eds	eds	PROPN
bracis-33608	297	20	.	.	PUNCT
bracis-33608	297	21	)	)	PUNCT
bracis-33608	297	22	proceedings	proceeding	NOUN
bracis-33608	297	23	of	of	ADP
bracis-33608	297	24	the	the	DET
bracis-33608	297	25	58th	58th	ADJ
bracis-33608	297	26	annual	annual	ADJ
bracis-33608	297	27	meeting	meeting	NOUN
bracis-33608	297	28	of	of	ADP
bracis-33608	297	29	the	the	DET
bracis-33608	297	30	association	association	NOUN
bracis-33608	297	31	for	for	ADP
bracis-33608	297	32	computational	computational	ADJ
bracis-33608	297	33	linguistics	linguistic	NOUN
bracis-33608	297	34	,	,	PUNCT
bracis-33608	297	35	pp	pp	X
bracis-33608	297	36	.	.	PUNCT
bracis-33608	298	1	6232–6243	6232–6243	NUM
bracis-33608	298	2	.	.	PUNCT
bracis-33608	299	1	association	association	NOUN
bracis-33608	299	2	for	for	ADP
bracis-33608	299	3	computational	computational	ADJ
bracis-33608	299	4	linguistics	linguistic	NOUN
bracis-33608	299	5	,	,	PUNCT
bracis-33608	299	6	online	online	ADJ
bracis-33608	299	7	,	,	PUNCT
bracis-33608	299	8	july	july	PROPN
bracis-33608	299	9	2020	2020	NUM
bracis-33608	299	10	google	google	PROPN
bracis-33608	299	11	scholar	scholar	NOUN
bracis-33608	299	12	  	  	SPACE
bracis-33608	299	13	li	li	PROPN
bracis-33608	299	14	,	,	PUNCT
bracis-33608	299	15	y.	y.	PROPN
bracis-33608	299	16	,	,	PUNCT
bracis-33608	299	17	chen	chen	PROPN
bracis-33608	299	18	,	,	PUNCT
bracis-33608	299	19	c.l.p	c.l.p	NOUN
bracis-33608	299	20	.	.	PROPN
bracis-33608	299	21	,	,	PUNCT
bracis-33608	299	22	zhang	zhang	PROPN
bracis-33608	299	23	,	,	PUNCT
bracis-33608	299	24	t.	t.	PROPN
bracis-33608	299	25	:	:	PUNCT
bracis-33608	299	26	a	a	DET
bracis-33608	299	27	survey	survey	NOUN
bracis-33608	299	28	on	on	ADP
bracis-33608	299	29	siamese	siamese	ADJ
bracis-33608	299	30	network	network	NOUN
bracis-33608	299	31	:	:	PUNCT
bracis-33608	299	32	methodologies	methodology	NOUN
bracis-33608	299	33	,	,	PUNCT
bracis-33608	299	34	applications	application	NOUN
bracis-33608	299	35	,	,	PUNCT
bracis-33608	299	36	and	and	CCONJ
bracis-33608	299	37	opportunities	opportunity	NOUN
bracis-33608	299	38	.	.	PUNCT
bracis-33608	300	1	ieee	ieee	PROPN
bracis-33608	300	2	trans	trans	PROPN
bracis-33608	300	3	.	.	PUNCT
bracis-33608	301	1	artif	artif	PROPN
bracis-33608	301	2	.	.	PUNCT
bracis-33608	302	1	intell	intell	PROPN
bracis-33608	302	2	.	.	PUNCT
bracis-33608	303	1	3(6	3(6	PROPN
bracis-33608	303	2	)	)	PUNCT
bracis-33608	303	3	,	,	PUNCT
bracis-33608	303	4	994–1014	994–1014	NUM
bracis-33608	303	5	(	(	PUNCT
bracis-33608	303	6	2022	2022	NUM
bracis-33608	303	7	)	)	PUNCT
bracis-33608	303	8	article	article	NOUN
bracis-33608	303	9	  	  	SPACE
bracis-33608	303	10	math	math	NOUN
bracis-33608	303	11	  	  	SPACE
bracis-33608	303	12	google	google	PROPN
bracis-33608	303	13	scholar	scholar	NOUN
bracis-33608	303	14	  	  	SPACE
bracis-33608	303	15	li	li	PROPN
bracis-33608	303	16	,	,	PUNCT
bracis-33608	303	17	z.	z.	PROPN
bracis-33608	303	18	,	,	PUNCT
bracis-33608	303	19	liu	liu	PROPN
bracis-33608	303	20	,	,	PUNCT
bracis-33608	303	21	f.	f.	PROPN
bracis-33608	303	22	,	,	PUNCT
bracis-33608	303	23	yang	yang	PROPN
bracis-33608	303	24	,	,	PUNCT
bracis-33608	303	25	w.	w.	PROPN
bracis-33608	303	26	,	,	PUNCT
bracis-33608	303	27	peng	peng	PROPN
bracis-33608	303	28	,	,	PUNCT
bracis-33608	303	29	s.	s.	PROPN
bracis-33608	303	30	,	,	PUNCT
bracis-33608	303	31	zhou	zhou	PROPN
bracis-33608	303	32	,	,	PUNCT
bracis-33608	303	33	j.	j.	PROPN
bracis-33608	303	34	:	:	PUNCT
bracis-33608	303	35	a	a	DET
bracis-33608	303	36	survey	survey	NOUN
bracis-33608	303	37	of	of	ADP
bracis-33608	303	38	convolutional	convolutional	ADJ
bracis-33608	303	39	neural	neural	ADJ
bracis-33608	303	40	networks	network	NOUN
bracis-33608	303	41	:	:	PUNCT
bracis-33608	303	42	analysis	analysis	NOUN
bracis-33608	303	43	,	,	PUNCT
bracis-33608	303	44	applications	application	NOUN
bracis-33608	303	45	,	,	PUNCT
bracis-33608	303	46	and	and	CCONJ
bracis-33608	303	47	prospects	prospect	NOUN
bracis-33608	303	48	.	.	PUNCT
bracis-33608	304	1	ieee	ieee	PROPN
bracis-33608	304	2	trans	trans	PROPN
bracis-33608	304	3	.	.	PUNCT
bracis-33608	304	4	neural	neural	ADJ
bracis-33608	304	5	netw	netw	NOUN
bracis-33608	304	6	.	.	PUNCT
bracis-33608	305	1	learn	learn	VERB
bracis-33608	305	2	.	.	PUNCT
bracis-33608	306	1	syst	syst	NOUN
bracis-33608	306	2	.	.	PUNCT
bracis-33608	307	1	33(12	33(12	NUM
bracis-33608	307	2	)	)	PUNCT
bracis-33608	307	3	,	,	PUNCT
bracis-33608	307	4	6999–7019	6999–7019	NUM
bracis-33608	307	5	(	(	PUNCT
bracis-33608	307	6	2022	2022	NUM
bracis-33608	307	7	)	)	PUNCT
bracis-33608	307	8	article	article	NOUN
bracis-33608	307	9	  	  	SPACE
bracis-33608	307	10	mathscinet	mathscinet	NOUN
bracis-33608	307	11	  	  	SPACE
bracis-33608	307	12	math	math	NOUN
bracis-33608	307	13	  	  	SPACE
bracis-33608	307	14	google	google	PROPN
bracis-33608	307	15	scholar	scholar	NOUN
bracis-33608	307	16	  	  	SPACE
bracis-33608	307	17	liu	liu	PROPN
bracis-33608	307	18	,	,	PUNCT
bracis-33608	307	19	p.j	p.j	PROPN
bracis-33608	307	20	.	.	PROPN
bracis-33608	307	21	,	,	PUNCT
bracis-33608	307	22	et	et	PROPN
bracis-33608	307	23	al	al	PROPN
bracis-33608	307	24	.	.	PROPN
bracis-33608	307	25	:	:	PUNCT
bracis-33608	308	1	generating	generate	VERB
bracis-33608	308	2	wikipedia	wikipedia	PROPN
bracis-33608	308	3	by	by	ADP
bracis-33608	308	4	summarizing	summarize	VERB
bracis-33608	308	5	long	long	ADJ
bracis-33608	308	6	sequences	sequence	NOUN
bracis-33608	308	7	.	.	PUNCT
bracis-33608	309	1	arxiv	arxiv	PROPN
bracis-33608	309	2	e	e	PROPN
bracis-33608	309	3	-	-	NOUN
bracis-33608	309	4	prints	print	NOUN
bracis-33608	309	5	arxiv:1801.10198	arxiv:1801.10198	NOUN
bracis-33608	309	6	,	,	PUNCT
bracis-33608	309	7	january	january	PROPN
bracis-33608	309	8	2018	2018	NUM
bracis-33608	309	9	liu	liu	PROPN
bracis-33608	309	10	,	,	PUNCT
bracis-33608	309	11	y.	y.	NOUN
bracis-33608	309	12	:	:	PUNCT
bracis-33608	309	13	fine	fine	ADJ
bracis-33608	309	14	-	-	PUNCT
bracis-33608	309	15	tune	tune	NOUN
bracis-33608	309	16	bert	bert	NOUN
bracis-33608	309	17	for	for	ADP
bracis-33608	309	18	extractive	extractive	ADJ
bracis-33608	309	19	summarization	summarization	NOUN
bracis-33608	309	20	.	.	PUNCT
bracis-33608	310	1	arxiv	arxiv	PROPN
bracis-33608	310	2	e	e	PROPN
bracis-33608	310	3	-	-	PROPN
bracis-33608	310	4	prints	print	NOUN
bracis-33608	310	5	arxiv:1903.10318	arxiv:1903.10318	NOUN
bracis-33608	310	6	,	,	PUNCT
bracis-33608	310	7	march	march	PROPN
bracis-33608	310	8	2019	2019	NUM
bracis-33608	310	9	liu	liu	PROPN
bracis-33608	310	10	,	,	PUNCT
bracis-33608	310	11	y.	y.	PROPN
bracis-33608	310	12	,	,	PUNCT
bracis-33608	310	13	lapata	lapata	ADJ
bracis-33608	310	14	,	,	PUNCT
bracis-33608	310	15	m.	m.	NOUN
bracis-33608	310	16	:	:	PUNCT
bracis-33608	310	17	hierarchical	hierarchical	ADJ
bracis-33608	310	18	transformers	transformer	NOUN
bracis-33608	310	19	for	for	ADP
bracis-33608	310	20	multi	multi	ADJ
bracis-33608	310	21	-	-	ADJ
bracis-33608	310	22	document	document	ADJ
bracis-33608	310	23	summarization	summarization	NOUN
bracis-33608	310	24	.	.	PUNCT
bracis-33608	311	1	in	in	ADP
bracis-33608	311	2	:	:	PUNCT
bracis-33608	311	3	korhonen	korhonen	PROPN
bracis-33608	311	4	,	,	PUNCT
bracis-33608	311	5	a.	a.	PROPN
bracis-33608	311	6	,	,	PUNCT
bracis-33608	311	7	traum	traum	PROPN
bracis-33608	311	8	,	,	PUNCT
bracis-33608	311	9	d.	d.	PROPN
bracis-33608	311	10	,	,	PUNCT
bracis-33608	311	11	màrquez	màrquez	PROPN
bracis-33608	311	12	,	,	PUNCT
bracis-33608	311	13	l.	l.	PROPN
bracis-33608	311	14	(	(	PUNCT
bracis-33608	311	15	eds	eds	PROPN
bracis-33608	311	16	.	.	PUNCT
bracis-33608	311	17	)	)	PUNCT
bracis-33608	311	18	proceedings	proceeding	NOUN
bracis-33608	311	19	of	of	ADP
bracis-33608	311	20	the	the	DET
bracis-33608	311	21	57th	57th	ADJ
bracis-33608	311	22	annual	annual	ADJ
bracis-33608	311	23	meeting	meeting	NOUN
bracis-33608	311	24	of	of	ADP
bracis-33608	311	25	the	the	DET
bracis-33608	311	26	association	association	NOUN
bracis-33608	311	27	for	for	ADP
bracis-33608	311	28	computational	computational	ADJ
bracis-33608	311	29	linguistics	linguistic	NOUN
bracis-33608	311	30	,	,	PUNCT
bracis-33608	311	31	florence	florence	NOUN
bracis-33608	311	32	,	,	PUNCT
bracis-33608	311	33	italy	italy	PROPN
bracis-33608	311	34	,	,	PUNCT
bracis-33608	311	35	pp	pp	X
bracis-33608	311	36	.	.	PUNCT
bracis-33608	312	1	5070–5081	5070–5081	NUM
bracis-33608	312	2	.	.	PUNCT
bracis-33608	313	1	association	association	NOUN
bracis-33608	313	2	for	for	ADP
bracis-33608	313	3	computational	computational	ADJ
bracis-33608	313	4	linguistics	linguistic	NOUN
bracis-33608	313	5	,	,	PUNCT
bracis-33608	313	6	july	july	PROPN
bracis-33608	313	7	2019	2019	NUM
bracis-33608	313	8	google	google	PROPN
bracis-33608	313	9	scholar	scholar	NOUN
bracis-33608	313	10	  	  	SPACE
bracis-33608	313	11	lu	lu	PROPN
bracis-33608	313	12	,	,	PUNCT
bracis-33608	313	13	y.	y.	PROPN
bracis-33608	313	14	,	,	PUNCT
bracis-33608	313	15	dong	dong	PROPN
bracis-33608	313	16	,	,	PUNCT
bracis-33608	313	17	y.	y.	PROPN
bracis-33608	313	18	,	,	PUNCT
bracis-33608	313	19	charlin	charlin	PROPN
bracis-33608	313	20	,	,	PUNCT
bracis-33608	313	21	l.	l.	PROPN
bracis-33608	313	22	:	:	PUNCT
bracis-33608	313	23	multi	multi	ADJ
bracis-33608	313	24	-	-	NOUN
bracis-33608	313	25	xscience	xscience	ADJ
bracis-33608	313	26	:	:	PUNCT
bracis-33608	313	27	a	a	DET
bracis-33608	313	28	large	large	ADJ
bracis-33608	313	29	-	-	PUNCT
bracis-33608	313	30	scale	scale	NOUN
bracis-33608	313	31	dataset	dataset	NOUN
bracis-33608	313	32	for	for	ADP
bracis-33608	313	33	extreme	extreme	ADJ
bracis-33608	313	34	multi	multi	ADJ
bracis-33608	313	35	-	-	ADJ
bracis-33608	313	36	document	document	ADJ
bracis-33608	313	37	summarization	summarization	NOUN
bracis-33608	313	38	of	of	ADP
bracis-33608	313	39	scientific	scientific	ADJ
bracis-33608	313	40	articles	article	NOUN
bracis-33608	313	41	.	.	PUNCT
bracis-33608	314	1	in	in	ADP
bracis-33608	314	2	:	:	PUNCT
bracis-33608	314	3	webber	webber	PROPN
bracis-33608	314	4	,	,	PUNCT
bracis-33608	314	5	b.	b.	PROPN
bracis-33608	314	6	,	,	PUNCT
bracis-33608	314	7	cohn	cohn	PROPN
bracis-33608	314	8	,	,	PUNCT
bracis-33608	314	9	t.	t.	PROPN
bracis-33608	314	10	,	,	PUNCT
bracis-33608	314	11	he	he	PRON
bracis-33608	314	12	,	,	PUNCT
bracis-33608	314	13	y.	y.	PROPN
bracis-33608	314	14	,	,	PUNCT
bracis-33608	314	15	liu	liu	PROPN
bracis-33608	314	16	,	,	PUNCT
bracis-33608	314	17	y.	y.	PROPN
bracis-33608	314	18	(	(	PUNCT
bracis-33608	314	19	eds	eds	PROPN
bracis-33608	314	20	.	.	PUNCT
bracis-33608	314	21	)	)	PUNCT
bracis-33608	314	22	proceedings	proceeding	NOUN
bracis-33608	314	23	of	of	ADP
bracis-33608	314	24	the	the	DET
bracis-33608	314	25	2020	2020	NUM
bracis-33608	314	26	conference	conference	NOUN
bracis-33608	314	27	on	on	ADP
bracis-33608	314	28	empirical	empirical	ADJ
bracis-33608	314	29	methods	method	NOUN
bracis-33608	314	30	in	in	ADP
bracis-33608	314	31	natural	natural	ADJ
bracis-33608	314	32	language	language	NOUN
bracis-33608	314	33	processing	processing	NOUN
bracis-33608	314	34	(	(	PUNCT
bracis-33608	314	35	emnlp	emnlp	ADJ
bracis-33608	314	36	)	)	PUNCT
bracis-33608	314	37	,	,	PUNCT
bracis-33608	314	38	pp	pp	PROPN
bracis-33608	314	39	.	.	PUNCT
bracis-33608	314	40	8068–8074	8068–8074	NUM
bracis-33608	314	41	.	.	PUNCT
bracis-33608	315	1	association	association	NOUN
bracis-33608	315	2	for	for	ADP
bracis-33608	315	3	computational	computational	ADJ
bracis-33608	315	4	linguistics	linguistic	NOUN
bracis-33608	315	5	,	,	PUNCT
bracis-33608	315	6	online	online	INTJ
bracis-33608	315	7	,	,	PUNCT
bracis-33608	315	8	november	november	PROPN
bracis-33608	315	9	2020	2020	NUM
bracis-33608	315	10	google	google	PROPN
bracis-33608	315	11	scholar	scholar	NOUN
bracis-33608	315	12	  	  	SPACE
bracis-33608	315	13	ma	ma	PROPN
bracis-33608	315	14	,	,	PUNCT
bracis-33608	315	15	c.	c.	PROPN
bracis-33608	315	16	,	,	PUNCT
bracis-33608	315	17	zhang	zhang	PROPN
bracis-33608	315	18	,	,	PUNCT
bracis-33608	315	19	w.e	w.e	PROPN
bracis-33608	315	20	.	.	PROPN
bracis-33608	315	21	,	,	PUNCT
bracis-33608	315	22	guo	guo	PROPN
bracis-33608	315	23	,	,	PUNCT
bracis-33608	315	24	m.	m.	NOUN
bracis-33608	315	25	,	,	PUNCT
bracis-33608	315	26	wang	wang	PROPN
bracis-33608	315	27	,	,	PUNCT
bracis-33608	315	28	h.	h.	PROPN
bracis-33608	315	29	,	,	PUNCT
bracis-33608	315	30	sheng	sheng	PROPN
bracis-33608	315	31	,	,	PUNCT
bracis-33608	315	32	q.z	q.z	PROPN
bracis-33608	315	33	.	.	NOUN
bracis-33608	315	34	:	:	PUNCT
bracis-33608	315	35	multi	multi	ADJ
bracis-33608	315	36	-	-	ADJ
bracis-33608	315	37	document	document	ADJ
bracis-33608	315	38	summarization	summarization	NOUN
bracis-33608	315	39	via	via	ADP
bracis-33608	315	40	deep	deep	ADJ
bracis-33608	315	41	learning	learning	NOUN
bracis-33608	315	42	techniques	technique	NOUN
bracis-33608	315	43	:	:	PUNCT
bracis-33608	315	44	a	a	DET
bracis-33608	315	45	survey	survey	NOUN
bracis-33608	315	46	.	.	PUNCT
bracis-33608	316	1	acm	acm	PROPN
bracis-33608	316	2	comput	comput	NOUN
bracis-33608	316	3	.	.	PUNCT
bracis-33608	317	1	surv	surv	NOUN
bracis-33608	317	2	.	.	PUNCT
bracis-33608	318	1	55(5	55(5	NUM
bracis-33608	318	2	)	)	PUNCT
bracis-33608	318	3	(	(	PUNCT
bracis-33608	318	4	2022	2022	NUM
bracis-33608	318	5	)	)	PUNCT
bracis-33608	318	6	google	google	PROPN
bracis-33608	318	7	scholar	scholar	NOUN
bracis-33608	318	8	  	  	SPACE
bracis-33608	318	9	mihalcea	mihalcea	PROPN
bracis-33608	318	10	,	,	PUNCT
bracis-33608	318	11	r.	r.	PROPN
bracis-33608	318	12	:	:	PUNCT
bracis-33608	318	13	graph	graph	NOUN
bracis-33608	318	14	-	-	PUNCT
bracis-33608	318	15	based	base	VERB
bracis-33608	318	16	ranking	ranking	ADJ
bracis-33608	318	17	algorithms	algorithm	NOUN
bracis-33608	318	18	for	for	ADP
bracis-33608	318	19	sentence	sentence	NOUN
bracis-33608	318	20	extraction	extraction	NOUN
bracis-33608	318	21	,	,	PUNCT
bracis-33608	318	22	applied	apply	VERB
bracis-33608	318	23	to	to	ADP
bracis-33608	318	24	text	text	NOUN
bracis-33608	318	25	summarization	summarization	NOUN
bracis-33608	318	26	.	.	PUNCT
bracis-33608	319	1	in	in	ADP
bracis-33608	319	2	:	:	PUNCT
bracis-33608	319	3	proceedings	proceeding	NOUN
bracis-33608	319	4	of	of	ADP
bracis-33608	319	5	the	the	DET
bracis-33608	319	6	acl	acl	PROPN
bracis-33608	319	7	2004	2004	NUM
bracis-33608	319	8	on	on	ADP
bracis-33608	319	9	interactive	interactive	ADJ
bracis-33608	319	10	poster	poster	NOUN
bracis-33608	319	11	and	and	CCONJ
bracis-33608	319	12	demonstration	demonstration	NOUN
bracis-33608	319	13	sessions	session	NOUN
bracis-33608	319	14	.	.	PUNCT
bracis-33608	320	1	acldemo	acldemo	VERB
bracis-33608	320	2	2004	2004	NUM
bracis-33608	320	3	,	,	PUNCT
bracis-33608	320	4	usa	usa	PROPN
bracis-33608	320	5	,	,	PUNCT
bracis-33608	320	6	p.	p.	NOUN
bracis-33608	320	7	20	20	NUM
bracis-33608	320	8	–	–	PUNCT
bracis-33608	320	9	es	es	NOUN
bracis-33608	320	10	.	.	NOUN
bracis-33608	320	11	association	association	NOUN
bracis-33608	320	12	for	for	ADP
bracis-33608	320	13	computational	computational	ADJ
bracis-33608	320	14	linguistics	linguistic	NOUN
bracis-33608	320	15	(	(	PUNCT
bracis-33608	320	16	2004	2004	NUM
bracis-33608	320	17	)	)	PUNCT
bracis-33608	320	18	google	google	PROPN
bracis-33608	320	19	scholar	scholar	NOUN
bracis-33608	320	20	  	  	SPACE
bracis-33608	320	21	mikolov	mikolov	NOUN
bracis-33608	320	22	,	,	PUNCT
bracis-33608	320	23	t.	t.	PROPN
bracis-33608	320	24	,	,	PUNCT
bracis-33608	320	25	grave	grave	NOUN
bracis-33608	320	26	,	,	PUNCT
bracis-33608	320	27	e.	e.	PROPN
bracis-33608	320	28	,	,	PUNCT
bracis-33608	320	29	bojanowski	bojanowski	VERB
bracis-33608	320	30	,	,	PUNCT
bracis-33608	320	31	p.	p.	PROPN
bracis-33608	320	32	,	,	PUNCT
bracis-33608	320	33	puhrsch	puhrsch	INTJ
bracis-33608	320	34	,	,	PUNCT
bracis-33608	320	35	c.	c.	PROPN
bracis-33608	320	36	,	,	PUNCT
bracis-33608	320	37	joulin	joulin	PROPN
bracis-33608	320	38	,	,	PUNCT
bracis-33608	320	39	a.	a.	NOUN
bracis-33608	320	40	:	:	PUNCT
bracis-33608	320	41	advances	advance	NOUN
bracis-33608	320	42	in	in	ADP
bracis-33608	320	43	pre	pre	ADJ
bracis-33608	320	44	-	-	ADJ
bracis-33608	320	45	training	training	ADJ
bracis-33608	320	46	distributed	distribute	VERB
bracis-33608	320	47	word	word	NOUN
bracis-33608	320	48	representations	representation	NOUN
bracis-33608	320	49	.	.	PUNCT
bracis-33608	321	1	in	in	ADP
bracis-33608	321	2	:	:	PUNCT
bracis-33608	321	3	proceedings	proceeding	NOUN
bracis-33608	321	4	of	of	ADP
bracis-33608	321	5	the	the	DET
bracis-33608	321	6	international	international	ADJ
bracis-33608	321	7	conference	conference	NOUN
bracis-33608	321	8	on	on	ADP
bracis-33608	321	9	language	language	NOUN
bracis-33608	321	10	resources	resource	NOUN
bracis-33608	321	11	and	and	CCONJ
bracis-33608	321	12	evaluation	evaluation	NOUN
bracis-33608	321	13	(	(	PUNCT
bracis-33608	321	14	lrec	lrec	PROPN
bracis-33608	321	15	2018	2018	NUM
bracis-33608	321	16	)	)	PUNCT
bracis-33608	321	17	(	(	PUNCT
bracis-33608	321	18	2018	2018	NUM
bracis-33608	321	19	)	)	PUNCT
bracis-33608	321	20	google	google	PROPN
bracis-33608	321	21	scholar	scholar	NOUN
bracis-33608	321	22	  	  	SPACE
bracis-33608	321	23	rick	rick	PROPN
bracis-33608	321	24	,	,	PUNCT
bracis-33608	321	25	r.	r.	PROPN
bracis-33608	321	26	,	,	PUNCT
bracis-33608	321	27	berton	berton	PROPN
bracis-33608	321	28	,	,	PUNCT
bracis-33608	321	29	l.	l.	PROPN
bracis-33608	321	30	:	:	PUNCT
bracis-33608	321	31	energy	energy	NOUN
bracis-33608	321	32	forecasting	forecasting	NOUN
bracis-33608	321	33	model	model	NOUN
bracis-33608	321	34	based	base	VERB
bracis-33608	321	35	on	on	ADP
bracis-33608	321	36	cnn	cnn	PROPN
bracis-33608	321	37	-	-	PUNCT
bracis-33608	321	38	lstm	lstm	PROPN
bracis-33608	321	39	-	-	PUNCT
bracis-33608	321	40	ae	ae	PROPN
bracis-33608	321	41	for	for	ADP
bracis-33608	321	42	many	many	ADJ
bracis-33608	321	43	time	time	NOUN
bracis-33608	321	44	series	series	NOUN
bracis-33608	321	45	with	with	ADP
bracis-33608	321	46	unequal	unequal	ADJ
bracis-33608	321	47	lengths	length	NOUN
bracis-33608	321	48	.	.	PUNCT
bracis-33608	322	1	eng	eng	PROPN
bracis-33608	322	2	.	.	PROPN
bracis-33608	322	3	appl	appl	PROPN
bracis-33608	322	4	.	.	PUNCT
bracis-33608	323	1	artif	artif	PROPN
bracis-33608	323	2	.	.	PUNCT
bracis-33608	324	1	intell	intell	PROPN
bracis-33608	324	2	.	.	PUNCT
bracis-33608	325	1	113	113	NUM
bracis-33608	325	2	,	,	PUNCT
bracis-33608	325	3	104998	104998	NUM
bracis-33608	325	4	(	(	PUNCT
bracis-33608	325	5	2022	2022	NUM
bracis-33608	325	6	)	)	PUNCT
bracis-33608	325	7	article	article	NOUN
bracis-33608	325	8	  	  	SPACE
bracis-33608	325	9	math	math	NOUN
bracis-33608	325	10	  	  	SPACE
bracis-33608	325	11	google	google	PROPN
bracis-33608	325	12	scholar	scholar	NOUN
bracis-33608	325	13	  	  	SPACE
bracis-33608	325	14	see	see	NOUN
bracis-33608	325	15	,	,	PUNCT
bracis-33608	325	16	a.	a.	PROPN
bracis-33608	325	17	,	,	PUNCT
bracis-33608	325	18	liu	liu	PROPN
bracis-33608	325	19	,	,	PUNCT
bracis-33608	325	20	p.j	p.j	PROPN
bracis-33608	325	21	.	.	PROPN
bracis-33608	325	22	,	,	PUNCT
bracis-33608	325	23	manning	manning	NOUN
bracis-33608	325	24	,	,	PUNCT
bracis-33608	325	25	c.d	c.d	PROPN
bracis-33608	325	26	.	.	PUNCT
bracis-33608	325	27	:	:	PUNCT
bracis-33608	326	1	get	get	VERB
bracis-33608	326	2	to	to	ADP
bracis-33608	326	3	the	the	DET
bracis-33608	326	4	point	point	NOUN
bracis-33608	326	5	:	:	PUNCT
bracis-33608	326	6	summarization	summarization	NOUN
bracis-33608	326	7	with	with	ADP
bracis-33608	326	8	pointer	pointer	NOUN
bracis-33608	326	9	-	-	PUNCT
bracis-33608	326	10	generator	generator	NOUN
bracis-33608	326	11	networks	network	NOUN
bracis-33608	326	12	.	.	PUNCT
bracis-33608	327	1	in	in	ADP
bracis-33608	327	2	:	:	PUNCT
bracis-33608	327	3	barzilay	barzilay	PROPN
bracis-33608	327	4	,	,	PUNCT
bracis-33608	327	5	r.	r.	PROPN
bracis-33608	327	6	,	,	PUNCT
bracis-33608	327	7	kan	kan	PROPN
bracis-33608	327	8	,	,	PUNCT
bracis-33608	327	9	m.y	m.y	PROPN
bracis-33608	327	10	.	.	PROPN
bracis-33608	327	11	(	(	PUNCT
bracis-33608	327	12	eds	ed	NOUN
bracis-33608	327	13	.	.	PUNCT
bracis-33608	327	14	)	)	PUNCT
bracis-33608	327	15	proceedings	proceeding	NOUN
bracis-33608	327	16	of	of	ADP
bracis-33608	327	17	the	the	DET
bracis-33608	327	18	55th	55th	ADJ
bracis-33608	327	19	annual	annual	ADJ
bracis-33608	327	20	meeting	meeting	NOUN
bracis-33608	327	21	of	of	ADP
bracis-33608	327	22	the	the	DET
bracis-33608	327	23	association	association	NOUN
bracis-33608	327	24	for	for	ADP
bracis-33608	327	25	computational	computational	ADJ
bracis-33608	327	26	linguistics	linguistic	NOUN
bracis-33608	327	27	(	(	PUNCT
bracis-33608	327	28	volume	volume	NOUN
bracis-33608	327	29	1	1	NUM
bracis-33608	327	30	:	:	PUNCT
bracis-33608	327	31	long	long	ADJ
bracis-33608	327	32	papers	paper	NOUN
bracis-33608	327	33	)	)	PUNCT
bracis-33608	327	34	,	,	PUNCT
bracis-33608	327	35	vancouver	vancouver	PROPN
bracis-33608	327	36	,	,	PUNCT
bracis-33608	327	37	canada	canada	PROPN
bracis-33608	327	38	,	,	PUNCT
bracis-33608	327	39	pp	pp	X
bracis-33608	327	40	.	.	PUNCT
bracis-33608	327	41	1073–1083	1073–1083	NUM
bracis-33608	327	42	.	.	PUNCT
bracis-33608	327	43	association	association	NOUN
bracis-33608	327	44	for	for	ADP
bracis-33608	327	45	computational	computational	ADJ
bracis-33608	327	46	linguistics	linguistic	NOUN
bracis-33608	327	47	,	,	PUNCT
bracis-33608	327	48	july	july	PROPN
bracis-33608	327	49	2017	2017	NUM
bracis-33608	327	50	google	google	PROPN
bracis-33608	327	51	scholar	scholar	NOUN
bracis-33608	327	52	  	  	SPACE
bracis-33608	327	53	sinha	sinha	NOUN
bracis-33608	327	54	,	,	PUNCT
bracis-33608	327	55	a.	a.	PROPN
bracis-33608	327	56	,	,	PUNCT
bracis-33608	327	57	et	et	PROPN
bracis-33608	327	58	al	al	PROPN
bracis-33608	327	59	.	.	PUNCT
bracis-33608	327	60	:	:	PUNCT
bracis-33608	328	1	an	an	DET
bracis-33608	328	2	overview	overview	NOUN
bracis-33608	328	3	of	of	ADP
bracis-33608	328	4	microsoft	microsoft	PROPN
bracis-33608	328	5	academic	academic	PROPN
bracis-33608	328	6	service	service	PROPN
bracis-33608	328	7	(	(	PUNCT
bracis-33608	328	8	mas	mas	PROPN
bracis-33608	328	9	)	)	PUNCT
bracis-33608	328	10	and	and	CCONJ
bracis-33608	328	11	applications	application	NOUN
bracis-33608	328	12	.	.	PUNCT
bracis-33608	329	1	in	in	ADP
bracis-33608	329	2	:	:	PUNCT
bracis-33608	329	3	proceedings	proceeding	NOUN
bracis-33608	329	4	of	of	ADP
bracis-33608	329	5	the	the	DET
bracis-33608	329	6	24th	24th	ADJ
bracis-33608	329	7	international	international	ADJ
bracis-33608	329	8	conference	conference	NOUN
bracis-33608	329	9	on	on	ADP
bracis-33608	329	10	world	world	NOUN
bracis-33608	329	11	wide	wide	ADJ
bracis-33608	329	12	web	web	NOUN
bracis-33608	329	13	,	,	PUNCT
bracis-33608	329	14	www	www	PROPN
bracis-33608	329	15	2015	2015	NUM
bracis-33608	329	16	companion	companion	NOUN
bracis-33608	329	17	,	,	PUNCT
bracis-33608	329	18	new	new	PROPN
bracis-33608	329	19	york	york	PROPN
bracis-33608	329	20	,	,	PUNCT
bracis-33608	329	21	ny	ny	PROPN
bracis-33608	329	22	,	,	PUNCT
bracis-33608	329	23	usa	usa	PROPN
bracis-33608	329	24	,	,	PUNCT
bracis-33608	329	25	pp	pp	NOUN
bracis-33608	329	26	.	.	PUNCT
bracis-33608	330	1	243–246	243–246	NUM
bracis-33608	330	2	.	.	PUNCT
bracis-33608	330	3	association	association	NOUN
bracis-33608	330	4	for	for	ADP
bracis-33608	330	5	computing	compute	VERB
bracis-33608	330	6	machinery	machinery	NOUN
bracis-33608	330	7	(	(	PUNCT
bracis-33608	330	8	2015	2015	NUM
bracis-33608	330	9	)	)	PUNCT
bracis-33608	330	10	google	google	PROPN
bracis-33608	330	11	scholar	scholar	NOUN
bracis-33608	330	12	  	  	SPACE
bracis-33608	330	13	sun	sun	NOUN
bracis-33608	330	14	,	,	PUNCT
bracis-33608	330	15	s.	s.	PROPN
bracis-33608	330	16	,	,	PUNCT
bracis-33608	330	17	shapira	shapira	PROPN
bracis-33608	330	18	,	,	PUNCT
bracis-33608	330	19	o.	o.	PROPN
bracis-33608	330	20	,	,	PUNCT
bracis-33608	330	21	dagan	dagan	PROPN
bracis-33608	330	22	,	,	PUNCT
bracis-33608	330	23	i.	i.	PROPN
bracis-33608	330	24	,	,	PUNCT
bracis-33608	330	25	nenkova	nenkova	PROPN
bracis-33608	330	26	,	,	PUNCT
bracis-33608	330	27	a.	a.	NOUN
bracis-33608	330	28	:	:	PUNCT
bracis-33608	330	29	how	how	SCONJ
bracis-33608	330	30	to	to	PART
bracis-33608	330	31	compare	compare	VERB
bracis-33608	330	32	summarizers	summarizer	NOUN
bracis-33608	330	33	without	without	ADP
bracis-33608	330	34	target	target	NOUN
bracis-33608	330	35	length	length	NOUN
bracis-33608	330	36	?	?	PUNCT
bracis-33608	331	1	pitfalls	pitfall	NOUN
bracis-33608	331	2	,	,	PUNCT
bracis-33608	331	3	solutions	solution	NOUN
bracis-33608	331	4	and	and	CCONJ
bracis-33608	331	5	re	re	NOUN
bracis-33608	331	6	-	-	NOUN
bracis-33608	331	7	examination	examination	NOUN
bracis-33608	331	8	of	of	ADP
bracis-33608	331	9	the	the	DET
bracis-33608	331	10	neural	neural	ADJ
bracis-33608	331	11	summarization	summarization	NOUN
bracis-33608	331	12	literature	literature	NOUN
bracis-33608	331	13	.	.	PUNCT
bracis-33608	332	1	in	in	ADP
bracis-33608	332	2	:	:	PUNCT
bracis-33608	332	3	bosselut	bosselut	NOUN
bracis-33608	332	4	,	,	PUNCT
bracis-33608	332	5	a.	a.	NOUN
bracis-33608	332	6	,	,	PUNCT
bracis-33608	332	7	et	et	PROPN
bracis-33608	332	8	al	al	PROPN
bracis-33608	332	9	.	.	PUNCT
bracis-33608	332	10	(	(	PUNCT
bracis-33608	332	11	eds	ed	NOUN
bracis-33608	332	12	.	.	PUNCT
bracis-33608	332	13	)	)	PUNCT
bracis-33608	332	14	proceedings	proceeding	NOUN
bracis-33608	332	15	of	of	ADP
bracis-33608	332	16	the	the	DET
bracis-33608	332	17	workshop	workshop	NOUN
bracis-33608	332	18	on	on	ADP
bracis-33608	332	19	methods	method	NOUN
bracis-33608	332	20	for	for	ADP
bracis-33608	332	21	optimizing	optimize	VERB
bracis-33608	332	22	and	and	CCONJ
bracis-33608	332	23	evaluating	evaluate	VERB
bracis-33608	332	24	neural	neural	ADJ
bracis-33608	332	25	language	language	NOUN
bracis-33608	332	26	generation	generation	NOUN
bracis-33608	332	27	,	,	PUNCT
bracis-33608	332	28	minneapolis	minneapolis	PROPN
bracis-33608	332	29	,	,	PUNCT
bracis-33608	332	30	minnesota	minnesota	PROPN
bracis-33608	332	31	,	,	PUNCT
bracis-33608	332	32	pp	pp	PROPN
bracis-33608	332	33	.	.	PUNCT
bracis-33608	332	34	21–29	21–29	NUM
bracis-33608	332	35	.	.	PUNCT
bracis-33608	332	36	association	association	NOUN
bracis-33608	332	37	for	for	ADP
bracis-33608	332	38	computational	computational	ADJ
bracis-33608	332	39	linguistics	linguistic	NOUN
bracis-33608	332	40	,	,	PUNCT
bracis-33608	332	41	june	june	PROPN
bracis-33608	332	42	2019	2019	NUM
bracis-33608	332	43	google	google	PROPN
bracis-33608	332	44	scholar	scholar	NOUN
bracis-33608	332	45	  	  	SPACE
bracis-33608	332	46	veličković	veličković	NOUN
bracis-33608	332	47	,	,	PUNCT
bracis-33608	332	48	p.	p.	NOUN
bracis-33608	332	49	,	,	PUNCT
bracis-33608	332	50	cucurull	cucurull	NOUN
bracis-33608	332	51	,	,	PUNCT
bracis-33608	332	52	g.	g.	PROPN
bracis-33608	332	53	,	,	PUNCT
bracis-33608	332	54	casanova	casanova	PROPN
bracis-33608	332	55	,	,	PUNCT
bracis-33608	332	56	a.	a.	PROPN
bracis-33608	332	57	,	,	PUNCT
bracis-33608	332	58	romero	romero	PROPN
bracis-33608	332	59	,	,	PUNCT
bracis-33608	332	60	a.	a.	PROPN
bracis-33608	332	61	,	,	PUNCT
bracis-33608	332	62	liò	liò	PROPN
bracis-33608	332	63	,	,	PUNCT
bracis-33608	332	64	p.	p.	PROPN
bracis-33608	332	65	,	,	PUNCT
bracis-33608	332	66	bengio	bengio	PROPN
bracis-33608	332	67	,	,	PUNCT
bracis-33608	332	68	y.	y.	NOUN
bracis-33608	332	69	:	:	PUNCT
bracis-33608	332	70	graph	graph	VERB
bracis-33608	332	71	attention	attention	NOUN
bracis-33608	332	72	networks	network	NOUN
bracis-33608	332	73	.	.	PUNCT
bracis-33608	333	1	arxiv	arxiv	PROPN
bracis-33608	333	2	e	e	PROPN
bracis-33608	333	3	-	-	NOUN
bracis-33608	333	4	prints	print	NOUN
bracis-33608	333	5	arxiv:1710.10903	arxiv:1710.10903	NOUN
bracis-33608	333	6	,	,	PUNCT
bracis-33608	333	7	october	october	PROPN
bracis-33608	333	8	2017	2017	NUM
bracis-33608	333	9	viji	viji	PROPN
bracis-33608	333	10	,	,	PUNCT
bracis-33608	333	11	d.	d.	PROPN
bracis-33608	333	12	,	,	PUNCT
bracis-33608	333	13	revathy	revathy	PROPN
bracis-33608	333	14	,	,	PUNCT
bracis-33608	333	15	s.	s.	PROPN
bracis-33608	333	16	:	:	PUNCT
bracis-33608	333	17	a	a	DET
bracis-33608	333	18	hybrid	hybrid	ADJ
bracis-33608	333	19	approach	approach	NOUN
bracis-33608	333	20	of	of	ADP
bracis-33608	333	21	weighted	weight	VERB
bracis-33608	333	22	fine	fine	ADV
bracis-33608	333	23	-	-	PUNCT
bracis-33608	333	24	tuned	tune	VERB
bracis-33608	333	25	bert	bert	NOUN
bracis-33608	333	26	extraction	extraction	NOUN
bracis-33608	333	27	with	with	ADP
bracis-33608	333	28	deep	deep	ADJ
bracis-33608	333	29	siamese	siamese	ADJ
bracis-33608	333	30	bi	bi	ADJ
bracis-33608	333	31	lstm	lstm	PROPN
bracis-33608	333	32	model	model	NOUN
bracis-33608	333	33	for	for	ADP
bracis-33608	333	34	semantic	semantic	ADJ
bracis-33608	333	35	text	text	NOUN
bracis-33608	333	36	similarity	similarity	NOUN
bracis-33608	333	37	identification	identification	NOUN
bracis-33608	333	38	.	.	PUNCT
bracis-33608	334	1	multimedia	multimedia	NOUN
bracis-33608	334	2	tools	tool	NOUN
bracis-33608	334	3	appl	appl	NOUN
bracis-33608	334	4	.	.	PUNCT
bracis-33608	335	1	81(5	81(5	NOUN
bracis-33608	335	2	)	)	PUNCT
bracis-33608	335	3	,	,	PUNCT
bracis-33608	335	4	6131–6157	6131–6157	NUM
bracis-33608	335	5	(	(	PUNCT
bracis-33608	335	6	2022	2022	NUM
bracis-33608	335	7	)	)	PUNCT
bracis-33608	335	8	article	article	NOUN
bracis-33608	335	9	  	  	SPACE
bracis-33608	335	10	math	math	NOUN
bracis-33608	335	11	  	  	SPACE
bracis-33608	335	12	google	google	PROPN
bracis-33608	335	13	scholar	scholar	NOUN
bracis-33608	335	14	  	  	SPACE
bracis-33608	335	15	wang	wang	PROPN
bracis-33608	335	16	,	,	PUNCT
bracis-33608	335	17	d.	d.	PROPN
bracis-33608	335	18	,	,	PUNCT
bracis-33608	335	19	liu	liu	PROPN
bracis-33608	335	20	,	,	PUNCT
bracis-33608	335	21	p.	p.	PROPN
bracis-33608	335	22	,	,	PUNCT
bracis-33608	335	23	zheng	zheng	PROPN
bracis-33608	335	24	,	,	PUNCT
bracis-33608	335	25	y.	y.	PROPN
bracis-33608	335	26	,	,	PUNCT
bracis-33608	335	27	qiu	qiu	PROPN
bracis-33608	335	28	,	,	PUNCT
bracis-33608	335	29	x.	x.	PROPN
bracis-33608	335	30	,	,	PUNCT
bracis-33608	335	31	huang	huang	PROPN
bracis-33608	335	32	,	,	PUNCT
bracis-33608	335	33	x.	x.	NOUN
bracis-33608	335	34	:	:	PUNCT
bracis-33608	335	35	heterogeneous	heterogeneous	ADJ
bracis-33608	335	36	graph	graph	NOUN
bracis-33608	335	37	neural	neural	ADJ
bracis-33608	335	38	networks	network	NOUN
bracis-33608	335	39	for	for	ADP
bracis-33608	335	40	extractive	extractive	ADJ
bracis-33608	335	41	document	document	NOUN
bracis-33608	335	42	summarization	summarization	NOUN
bracis-33608	335	43	.	.	PUNCT
bracis-33608	336	1	in	in	ADP
bracis-33608	336	2	:	:	PUNCT
bracis-33608	336	3	jurafsky	jurafsky	PROPN
bracis-33608	336	4	,	,	PUNCT
bracis-33608	336	5	d.	d.	PROPN
bracis-33608	336	6	,	,	PUNCT
bracis-33608	336	7	chai	chai	NOUN
bracis-33608	336	8	,	,	PUNCT
bracis-33608	336	9	j.	j.	PROPN
bracis-33608	336	10	,	,	PUNCT
bracis-33608	336	11	schluter	schluter	PROPN
bracis-33608	336	12	,	,	PUNCT
bracis-33608	336	13	n.	n.	NOUN
bracis-33608	336	14	,	,	PUNCT
bracis-33608	336	15	tetreault	tetreault	NOUN
bracis-33608	336	16	,	,	PUNCT
bracis-33608	336	17	j.	j.	PROPN
bracis-33608	336	18	(	(	PUNCT
bracis-33608	336	19	eds	eds	PROPN
bracis-33608	336	20	.	.	PUNCT
bracis-33608	336	21	)	)	PUNCT
bracis-33608	336	22	proceedings	proceeding	NOUN
bracis-33608	336	23	of	of	ADP
bracis-33608	336	24	the	the	DET
bracis-33608	336	25	58th	58th	ADJ
bracis-33608	336	26	annual	annual	ADJ
bracis-33608	336	27	meeting	meeting	NOUN
bracis-33608	336	28	of	of	ADP
bracis-33608	336	29	the	the	DET
bracis-33608	336	30	association	association	NOUN
bracis-33608	336	31	for	for	ADP
bracis-33608	336	32	computational	computational	ADJ
bracis-33608	336	33	linguistics	linguistic	NOUN
bracis-33608	336	34	,	,	PUNCT
bracis-33608	336	35	pp	pp	NUM
bracis-33608	336	36	.	.	PUNCT
bracis-33608	336	37	6209–6219	6209–6219	NUM
bracis-33608	336	38	.	.	PUNCT
bracis-33608	336	39	association	association	NOUN
bracis-33608	336	40	for	for	ADP
bracis-33608	336	41	computational	computational	ADJ
bracis-33608	336	42	linguistics	linguistic	NOUN
bracis-33608	336	43	,	,	PUNCT
bracis-33608	336	44	online	online	ADJ
bracis-33608	336	45	,	,	PUNCT
bracis-33608	336	46	july	july	PROPN
bracis-33608	336	47	2020	2020	NUM
bracis-33608	336	48	google	google	PROPN
bracis-33608	336	49	scholar	scholar	NOUN
bracis-33608	336	50	  	  	SPACE
bracis-33608	336	51	xu	xu	PROPN
bracis-33608	336	52	,	,	PUNCT
bracis-33608	336	53	s.	s.	PROPN
bracis-33608	336	54	,	,	PUNCT
bracis-33608	336	55	zhang	zhang	PROPN
bracis-33608	336	56	,	,	PUNCT
bracis-33608	336	57	x.	x.	PROPN
bracis-33608	336	58	,	,	PUNCT
bracis-33608	336	59	wu	wu	PROPN
bracis-33608	336	60	,	,	PUNCT
bracis-33608	336	61	y.	y.	PROPN
bracis-33608	336	62	,	,	PUNCT
bracis-33608	336	63	wei	wei	PROPN
bracis-33608	336	64	,	,	PUNCT
bracis-33608	336	65	f.	f.	PROPN
bracis-33608	336	66	,	,	PUNCT
bracis-33608	336	67	zhou	zhou	PROPN
bracis-33608	336	68	,	,	PUNCT
bracis-33608	336	69	m.	m.	NOUN
bracis-33608	336	70	:	:	PUNCT
bracis-33608	336	71	unsupervised	unsupervised	ADJ
bracis-33608	336	72	extractive	extractive	ADJ
bracis-33608	336	73	summarization	summarization	NOUN
bracis-33608	336	74	by	by	ADP
bracis-33608	336	75	pre	pre	ADJ
bracis-33608	336	76	-	-	ADJ
bracis-33608	336	77	training	training	ADJ
bracis-33608	336	78	hierarchical	hierarchical	ADJ
bracis-33608	336	79	transformers	transformer	NOUN
bracis-33608	336	80	.	.	PUNCT
bracis-33608	337	1	in	in	ADP
bracis-33608	337	2	:	:	PUNCT
bracis-33608	337	3	proceedings	proceeding	NOUN
bracis-33608	337	4	of	of	ADP
bracis-33608	337	5	the	the	DET
bracis-33608	337	6	2020	2020	NUM
bracis-33608	337	7	conference	conference	NOUN
bracis-33608	337	8	on	on	ADP
bracis-33608	337	9	empirical	empirical	ADJ
bracis-33608	337	10	methods	method	NOUN
bracis-33608	337	11	in	in	ADP
bracis-33608	337	12	natural	natural	ADJ
bracis-33608	337	13	language	language	NOUN
bracis-33608	337	14	processing	processing	NOUN
bracis-33608	337	15	:	:	PUNCT
bracis-33608	337	16	findings	finding	NOUN
bracis-33608	337	17	,	,	PUNCT
bracis-33608	337	18	pp	pp	X
bracis-33608	337	19	.	.	PUNCT
bracis-33608	337	20	1784–1795	1784–1795	NUM
bracis-33608	337	21	.	.	PUNCT
bracis-33608	337	22	association	association	NOUN
bracis-33608	337	23	for	for	ADP
bracis-33608	337	24	computational	computational	ADJ
bracis-33608	337	25	linguistics	linguistic	NOUN
bracis-33608	337	26	,	,	PUNCT
bracis-33608	337	27	online	online	INTJ
bracis-33608	337	28	,	,	PUNCT
bracis-33608	337	29	november	november	PROPN
bracis-33608	337	30	2020	2020	NUM
bracis-33608	337	31	google	google	PROPN
bracis-33608	337	32	scholar	scholar	NOUN
bracis-33608	337	33	  	  	SPACE
bracis-33608	337	34	zhao	zhao	PROPN
bracis-33608	337	35	,	,	PUNCT
bracis-33608	337	36	j.	j.	PROPN
bracis-33608	337	37	,	,	PUNCT
bracis-33608	337	38	et	et	PROPN
bracis-33608	337	39	al	al	PROPN
bracis-33608	337	40	.	.	PROPN
bracis-33608	337	41	:	:	PUNCT
bracis-33608	337	42	summpip	summpip	PROPN
bracis-33608	337	43	:	:	PUNCT
bracis-33608	337	44	unsupervised	unsupervised	ADJ
bracis-33608	337	45	multi	multi	ADJ
bracis-33608	337	46	-	-	ADJ
bracis-33608	337	47	document	document	ADJ
bracis-33608	337	48	summarization	summarization	NOUN
bracis-33608	337	49	with	with	ADP
bracis-33608	337	50	sentence	sentence	NOUN
bracis-33608	337	51	graph	graph	NOUN
bracis-33608	337	52	compression	compression	NOUN
bracis-33608	337	53	.	.	PUNCT
bracis-33608	338	1	in	in	ADP
bracis-33608	338	2	:	:	PUNCT
bracis-33608	338	3	proceedings	proceeding	NOUN
bracis-33608	338	4	of	of	ADP
bracis-33608	338	5	the	the	DET
bracis-33608	338	6	43rd	43rd	PROPN
bracis-33608	338	7	international	international	PROPN
bracis-33608	338	8	acm	acm	PROPN
bracis-33608	338	9	sigir	sigir	PROPN
bracis-33608	338	10	conference	conference	PROPN
bracis-33608	338	11	on	on	ADP
bracis-33608	338	12	research	research	NOUN
bracis-33608	338	13	and	and	CCONJ
bracis-33608	338	14	development	development	NOUN
bracis-33608	338	15	in	in	ADP
bracis-33608	338	16	information	information	NOUN
bracis-33608	338	17	retrieval	retrieval	NOUN
bracis-33608	338	18	,	,	PUNCT
bracis-33608	338	19	sigir	sigir	NOUN
bracis-33608	338	20	2020	2020	NUM
bracis-33608	338	21	,	,	PUNCT
bracis-33608	338	22	new	new	PROPN
bracis-33608	338	23	york	york	PROPN
bracis-33608	338	24	,	,	PUNCT
bracis-33608	338	25	ny	ny	PROPN
bracis-33608	338	26	,	,	PUNCT
bracis-33608	338	27	usa	usa	PROPN
bracis-33608	338	28	,	,	PUNCT
bracis-33608	338	29	pp	pp	PROPN
bracis-33608	338	30	.	.	PUNCT
bracis-33608	338	31	1949–1952	1949–1952	NOUN
bracis-33608	338	32	.	.	PUNCT
bracis-33608	339	1	association	association	NOUN
bracis-33608	339	2	for	for	ADP
bracis-33608	339	3	computing	compute	VERB
bracis-33608	339	4	machinery	machinery	NOUN
bracis-33608	339	5	(	(	PUNCT
bracis-33608	339	6	2020	2020	NUM
bracis-33608	339	7	)	)	PUNCT
bracis-33608	339	8	google	google	PROPN
bracis-33608	339	9	scholar	scholar	NOUN
bracis-33608	339	10	  	  	SPACE
bracis-33608	339	11	zheng	zheng	PROPN
bracis-33608	339	12	,	,	PUNCT
bracis-33608	339	13	h.	h.	PROPN
bracis-33608	339	14	,	,	PUNCT
bracis-33608	339	15	lapata	lapata	ADJ
bracis-33608	339	16	,	,	PUNCT
bracis-33608	339	17	m.	m.	NOUN
bracis-33608	339	18	:	:	PUNCT
bracis-33608	339	19	sentence	sentence	NOUN
bracis-33608	339	20	centrality	centrality	NOUN
bracis-33608	339	21	revisited	revisit	VERB
bracis-33608	339	22	for	for	ADP
bracis-33608	339	23	unsupervised	unsupervised	ADJ
bracis-33608	339	24	summarization	summarization	NOUN
bracis-33608	339	25	.	.	PUNCT
bracis-33608	340	1	in	in	ADP
bracis-33608	340	2	:	:	PUNCT
bracis-33608	340	3	proceedings	proceeding	NOUN
bracis-33608	340	4	of	of	ADP
bracis-33608	340	5	the	the	DET
bracis-33608	340	6	57th	57th	ADJ
bracis-33608	340	7	annual	annual	ADJ
bracis-33608	340	8	meeting	meeting	NOUN
bracis-33608	340	9	of	of	ADP
bracis-33608	340	10	the	the	DET
bracis-33608	340	11	association	association	NOUN
bracis-33608	340	12	for	for	ADP
bracis-33608	340	13	computational	computational	ADJ
bracis-33608	340	14	linguistics	linguistic	NOUN
bracis-33608	340	15	,	,	PUNCT
bracis-33608	340	16	florence	florence	NOUN
bracis-33608	340	17	,	,	PUNCT
bracis-33608	340	18	italy	italy	PROPN
bracis-33608	340	19	,	,	PUNCT
bracis-33608	340	20	pp	pp	X
bracis-33608	340	21	.	.	PUNCT
bracis-33608	340	22	6236–6247	6236–6247	NUM
bracis-33608	340	23	.	.	PUNCT
bracis-33608	341	1	association	association	NOUN
bracis-33608	341	2	for	for	ADP
bracis-33608	341	3	computational	computational	ADJ
bracis-33608	341	4	linguistics	linguistic	NOUN
bracis-33608	341	5	,	,	PUNCT
bracis-33608	341	6	july	july	PROPN
bracis-33608	341	7	2019	2019	NUM
bracis-33608	341	8	google	google	PROPN
bracis-33608	341	9	scholar	scholar	NOUN
bracis-33608	341	10	  	  	SPACE
bracis-33608	341	11	download	download	NOUN
bracis-33608	341	12	references	reference	NOUN
bracis-33608	341	13	acknowledgments	acknowledgment	NOUN
bracis-33608	341	14	this	this	DET
bracis-33608	341	15	work	work	NOUN
bracis-33608	341	16	has	have	AUX
bracis-33608	341	17	been	be	AUX
bracis-33608	341	18	supported	support	VERB
bracis-33608	341	19	by	by	ADP
bracis-33608	341	20	the	the	DET
bracis-33608	341	21	brazilian	brazilian	ADJ
bracis-33608	341	22	research	research	NOUN
bracis-33608	341	23	agencies	agency	NOUN
bracis-33608	341	24	coordenação	coordenação	PROPN
bracis-33608	341	25	de	de	PROPN
bracis-33608	341	26	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33608	341	27	de	de	X
bracis-33608	341	28	pessoal	pessoal	PROPN
bracis-33608	341	29	de	de	PROPN
bracis-33608	341	30	nível	nível	PROPN
bracis-33608	341	31	superior	superior	ADJ
bracis-33608	341	32	(	(	PUNCT
bracis-33608	341	33	capes	cape	NOUN
bracis-33608	341	34	)	)	PUNCT
bracis-33608	341	35	and	and	CCONJ
bracis-33608	341	36	conselho	conselho	VERB
bracis-33608	341	37	nacional	nacional	PROPN
bracis-33608	341	38	de	de	X
bracis-33608	341	39	desenvolvimento	desenvolvimento	PROPN
bracis-33608	341	40	científico	científico	PROPN
bracis-33608	341	41	e	e	NOUN
bracis-33608	341	42	tecnológico	tecnológico	PROPN
bracis-33608	341	43	(	(	PUNCT
bracis-33608	341	44	cnpq	cnpq	NOUN
bracis-33608	341	45	)	)	PUNCT
bracis-33608	341	46	.	.	PUNCT
bracis-33608	342	1	author	author	NOUN
bracis-33608	342	2	information	information	NOUN
bracis-33608	342	3	authors	author	NOUN
bracis-33608	342	4	and	and	CCONJ
bracis-33608	342	5	affiliations	affiliation	NOUN
bracis-33608	342	6	universidade	universidade	PROPN
bracis-33608	342	7	federal	federal	PROPN
bracis-33608	342	8	de	de	PROPN
bracis-33608	342	9	sao	sao	PROPN
bracis-33608	342	10	paulo	paulo	PROPN
bracis-33608	342	11	,	,	PUNCT
bracis-33608	342	12	avenida	avenida	PROPN
bracis-33608	342	13	cesare	cesare	PROPN
bracis-33608	342	14	mansueto	mansueto	PROPN
bracis-33608	342	15	giulio	giulio	PROPN
bracis-33608	342	16	lattes	lattes	PROPN
bracis-33608	342	17	,	,	PUNCT
bracis-33608	342	18	nř	nř	DET
bracis-33608	342	19	1201	1201	NUM
bracis-33608	342	20	,	,	PUNCT
bracis-33608	342	21	eugênio	eugênio	PROPN
bracis-33608	342	22	de	de	PROPN
bracis-33608	342	23	mello	mello	PROPN
bracis-33608	342	24	,	,	PUNCT
bracis-33608	342	25	sp	sp	PROPN
bracis-33608	342	26	,	,	PUNCT
bracis-33608	342	27	brazil	brazil	PROPN
bracis-33608	342	28	klaifer	klaifer	PROPN
bracis-33608	342	29	garcia	garcia	PROPN
bracis-33608	342	30	 	 	SPACE
bracis-33608	342	31	&	&	CCONJ
bracis-33608	342	32	 	 	SPACE
bracis-33608	342	33	lilian	lilian	ADJ
bracis-33608	342	34	berton	berton	PROPN
bracis-33608	342	35	authors	author	NOUN
bracis-33608	342	36	klaifer	klaifer	VERB
bracis-33608	342	37	garciaview	garciaview	NOUN
bracis-33608	342	38	author	author	NOUN
bracis-33608	342	39	publications	publication	NOUN
bracis-33608	342	40	search	search	NOUN
bracis-33608	342	41	author	author	NOUN
bracis-33608	342	42	on	on	ADP
bracis-33608	342	43	:	:	PUNCT
bracis-33608	342	44	pubmed	pubmed	PROPN
bracis-33608	342	45	 	 	SPACE
bracis-33608	342	46	google	google	PROPN
bracis-33608	342	47	scholar	scholar	NOUN
bracis-33608	342	48	lilian	lilian	ADJ
bracis-33608	342	49	bertonview	bertonview	NOUN
bracis-33608	342	50	author	author	NOUN
bracis-33608	342	51	publications	publication	VERB
bracis-33608	342	52	search	search	NOUN
bracis-33608	342	53	author	author	NOUN
bracis-33608	342	54	on	on	ADP
bracis-33608	342	55	:	:	PUNCT
bracis-33608	342	56	pubmed	pubmed	PROPN
bracis-33608	342	57	 	 	SPACE
bracis-33608	342	58	google	google	PROPN
bracis-33608	342	59	scholar	scholar	NOUN
bracis-33608	342	60	corresponding	correspond	VERB
bracis-33608	342	61	author	author	NOUN
bracis-33608	342	62	correspondence	correspondence	NOUN
bracis-33608	342	63	to	to	ADP
bracis-33608	342	64	lilian	lilian	PROPN
bracis-33608	342	65	berton	berton	PROPN
bracis-33608	342	66	.	.	PUNCT
bracis-33608	343	1	editor	editor	NOUN
bracis-33608	343	2	information	information	NOUN
bracis-33608	343	3	editors	editor	NOUN
bracis-33608	343	4	and	and	CCONJ
bracis-33608	343	5	affiliations	affiliation	NOUN
bracis-33608	343	6	universidade	universidade	VERB
bracis-33608	343	7	federal	federal	PROPN
bracis-33608	343	8	fluminense	fluminense	PROPN
bracis-33608	343	9	,	,	PUNCT
bracis-33608	343	10	niterói	niterói	PROPN
bracis-33608	343	11	,	,	PUNCT
bracis-33608	343	12	brazil	brazil	PROPN
bracis-33608	343	13	aline	aline	PROPN
bracis-33608	343	14	paes	paes	PROPN
bracis-33608	343	15	instituto	instituto	PROPN
bracis-33608	343	16	tecnológico	tecnológico	PROPN
bracis-33608	343	17	de	de	PROPN
bracis-33608	343	18	aeronáutica	aeronáutica	PROPN
bracis-33608	343	19	,	,	PUNCT
bracis-33608	343	20	são	são	PROPN
bracis-33608	343	21	josé	josé	PROPN
bracis-33608	343	22	dos	dos	PROPN
bracis-33608	343	23	campos	campos	PROPN
bracis-33608	343	24	,	,	PUNCT
bracis-33608	343	25	brazil	brazil	PROPN
bracis-33608	343	26	filipe	filipe	PROPN
bracis-33608	343	27	a.	a.	PROPN
bracis-33608	343	28	n.	n.	PROPN
bracis-33608	343	29	verri	verri	PROPN
bracis-33608	343	30	rights	right	NOUN
bracis-33608	343	31	and	and	CCONJ
bracis-33608	343	32	permissions	permission	NOUN
bracis-33608	343	33	reprints	reprint	NOUN
bracis-33608	343	34	and	and	CCONJ
bracis-33608	343	35	permissions	permission	VERB
bracis-33608	343	36	copyright	copyright	NOUN
bracis-33608	343	37	information	information	NOUN
bracis-33608	343	38	©	©	ADP
bracis-33608	343	39	2025	2025	NUM
bracis-33608	343	40	the	the	DET
bracis-33608	343	41	author(s	author(s	NOUN
bracis-33608	343	42	)	)	PUNCT
bracis-33608	343	43	,	,	PUNCT
bracis-33608	343	44	under	under	ADP
bracis-33608	343	45	exclusive	exclusive	ADJ
bracis-33608	343	46	license	license	NOUN
bracis-33608	343	47	to	to	ADP
bracis-33608	343	48	springer	springer	NOUN
bracis-33608	343	49	nature	nature	PROPN
bracis-33608	343	50	switzerland	switzerland	PROPN
bracis-33608	343	51	ag	ag	PROPN
bracis-33608	343	52	about	about	ADP
bracis-33608	343	53	this	this	DET
bracis-33608	343	54	paper	paper	NOUN
bracis-33608	343	55	cite	cite	VERB
bracis-33608	343	56	this	this	DET
bracis-33608	343	57	paper	paper	NOUN
bracis-33608	343	58	garcia	garcia	PROPN
bracis-33608	343	59	,	,	PUNCT
bracis-33608	343	60	k.	k.	PROPN
bracis-33608	343	61	,	,	PUNCT
bracis-33608	343	62	berton	berton	PROPN
bracis-33608	343	63	,	,	PUNCT
bracis-33608	343	64	l.	l.	PROPN
bracis-33608	343	65	(	(	PUNCT
bracis-33608	343	66	2025	2025	NUM
bracis-33608	343	67	)	)	PUNCT
bracis-33608	343	68	.	.	PUNCT
bracis-33608	344	1	siamese	siamese	ADJ
bracis-33608	344	2	network	network	NOUN
bracis-33608	344	3	-	-	PUNCT
bracis-33608	344	4	based	base	VERB
bracis-33608	344	5	prioritization	prioritization	NOUN
bracis-33608	344	6	for	for	ADP
bracis-33608	344	7	 	 	SPACE
bracis-33608	344	8	enhanced	enhance	VERB
bracis-33608	344	9	multi	multi	ADJ
bracis-33608	344	10	-	-	ADJ
bracis-33608	344	11	document	document	ADJ
bracis-33608	344	12	summarization	summarization	NOUN
bracis-33608	344	13	.	.	PUNCT
bracis-33608	345	1	in	in	ADP
bracis-33608	345	2	:	:	PUNCT
bracis-33608	345	3	paes	paes	PROPN
bracis-33608	345	4	,	,	PUNCT
bracis-33608	345	5	a.	a.	PROPN
bracis-33608	345	6	,	,	PUNCT
bracis-33608	345	7	verri	verri	NOUN
bracis-33608	345	8	,	,	PUNCT
bracis-33608	345	9	f.a.n	f.a.n	ADJ
bracis-33608	345	10	.	.	PUNCT
bracis-33608	345	11	(	(	PUNCT
bracis-33608	345	12	eds	ed	NOUN
bracis-33608	345	13	)	)	PUNCT
bracis-33608	345	14	intelligent	intelligent	ADJ
bracis-33608	345	15	systems	system	NOUN
bracis-33608	345	16	.	.	PUNCT
bracis-33608	345	17	bracis	bracis	PROPN
bracis-33608	345	18	2024	2024	NUM
bracis-33608	345	19	.	.	PUNCT
bracis-33608	346	1	lecture	lecture	NOUN
bracis-33608	346	2	notes	note	NOUN
bracis-33608	346	3	in	in	ADP
bracis-33608	346	4	computer	computer	NOUN
bracis-33608	346	5	science	science	NOUN
bracis-33608	346	6	(	(	PUNCT
bracis-33608	346	7	)	)	PUNCT
bracis-33608	346	8	,	,	PUNCT
bracis-33608	346	9	vol	vol	NOUN
bracis-33608	346	10	15413	15413	NUM
bracis-33608	346	11	.	.	PUNCT
bracis-33608	347	1	springer	springer	NOUN
bracis-33608	347	2	,	,	PUNCT
bracis-33608	347	3	cham	cham	PROPN
bracis-33608	347	4	.	.	PUNCT
bracis-33608	348	1	https://doi.org/10.1007/978-3-031-79032-4_28	https://doi.org/10.1007/978-3-031-79032-4_28	PROPN
bracis-33608	348	2	download	download	NOUN
bracis-33608	348	3	citation	citation	NOUN
bracis-33608	348	4	.ris	.ris	PUNCT
bracis-33608	349	1	.enw	.enw	PROPN
bracis-33608	349	2	.bib	.bib	PUNCT
bracis-33608	350	1	doi	doi	PROPN
bracis-33608	350	2	:	:	PUNCT
bracis-33608	351	1	https://doi.org/10.1007/978-3-031-79032-4_28	https://doi.org/10.1007/978-3-031-79032-4_28	NOUN
bracis-33608	351	2	published	publish	VERB
bracis-33608	351	3	:	:	PUNCT
bracis-33608	351	4	30	30	NUM
bracis-33608	351	5	january	january	PROPN
bracis-33608	351	6	2025	2025	NUM
bracis-33608	351	7	publisher	publisher	NOUN
bracis-33608	351	8	name	name	NOUN
bracis-33608	351	9	:	:	PUNCT
bracis-33608	351	10	springer	springer	NOUN
bracis-33608	351	11	,	,	PUNCT
bracis-33608	351	12	cham	cham	PROPN
bracis-33608	351	13	print	print	PROPN
bracis-33608	351	14	isbn	isbn	PROPN
bracis-33608	351	15	:	:	PUNCT
bracis-33608	351	16	978	978	NUM
bracis-33608	351	17	-	-	SYM
bracis-33608	351	18	3	3	NUM
bracis-33608	351	19	-	-	PUNCT
bracis-33608	351	20	031	031	NUM
bracis-33608	351	21	-	-	PUNCT
bracis-33608	351	22	79031	79031	NUM
bracis-33608	351	23	-	-	SYM
bracis-33608	351	24	7	7	NUM
bracis-33608	351	25	online	online	ADJ
bracis-33608	351	26	isbn	isbn	NOUN
bracis-33608	351	27	:	:	PUNCT
bracis-33608	351	28	978	978	NUM
bracis-33608	351	29	-	-	SYM
bracis-33608	351	30	3	3	NUM
bracis-33608	351	31	-	-	PUNCT
bracis-33608	351	32	031	031	NUM
bracis-33608	351	33	-	-	PUNCT
bracis-33608	351	34	79032	79032	NUM
bracis-33608	351	35	-	-	SYM
bracis-33608	351	36	4	4	NUM
bracis-33608	351	37	ebook	ebook	NOUN
bracis-33608	351	38	packages	package	NOUN
bracis-33608	351	39	:	:	PUNCT
bracis-33608	351	40	computer	computer	NOUN
bracis-33608	351	41	sciencecomputer	sciencecomputer	NOUN
bracis-33608	351	42	science	science	NOUN
bracis-33608	351	43	(	(	PUNCT
bracis-33608	351	44	r0	r0	NOUN
bracis-33608	351	45	)	)	PUNCT
bracis-33608	351	46	share	share	VERB
bracis-33608	351	47	this	this	DET
bracis-33608	351	48	paper	paper	NOUN
bracis-33608	351	49	anyone	anyone	PRON
bracis-33608	351	50	you	you	PRON
bracis-33608	351	51	share	share	VERB
bracis-33608	351	52	the	the	DET
bracis-33608	351	53	following	follow	VERB
bracis-33608	351	54	link	link	NOUN
bracis-33608	351	55	with	with	ADP
bracis-33608	351	56	will	will	AUX
bracis-33608	351	57	be	be	AUX
bracis-33608	351	58	able	able	ADJ
bracis-33608	351	59	to	to	PART
bracis-33608	351	60	read	read	VERB
bracis-33608	351	61	this	this	DET
bracis-33608	351	62	content	content	NOUN
bracis-33608	351	63	:	:	PUNCT
bracis-33608	351	64	get	get	VERB
bracis-33608	351	65	shareable	shareable	ADJ
bracis-33608	351	66	linksorry	linksorry	NOUN
bracis-33608	351	67	,	,	PUNCT
bracis-33608	351	68	a	a	DET
bracis-33608	351	69	shareable	shareable	ADJ
bracis-33608	351	70	link	link	NOUN
bracis-33608	351	71	is	be	AUX
bracis-33608	351	72	not	not	PART
bracis-33608	351	73	currently	currently	ADV
bracis-33608	351	74	available	available	ADJ
bracis-33608	351	75	for	for	ADP
bracis-33608	351	76	this	this	DET
bracis-33608	351	77	article	article	NOUN
bracis-33608	351	78	.	.	PUNCT
bracis-33608	352	1	copy	copy	VERB
bracis-33608	352	2	shareable	shareable	ADJ
bracis-33608	352	3	link	link	NOUN
bracis-33608	352	4	to	to	PART
bracis-33608	352	5	clipboard	clipboard	NOUN
bracis-33608	352	6	provided	provide	VERB
bracis-33608	352	7	by	by	ADP
bracis-33608	352	8	the	the	DET
bracis-33608	352	9	springer	springer	NOUN
bracis-33608	352	10	nature	nature	PROPN
bracis-33608	352	11	sharedit	sharedit	PROPN
bracis-33608	352	12	content	content	NOUN
bracis-33608	352	13	-	-	PUNCT
bracis-33608	352	14	sharing	share	VERB
bracis-33608	352	15	initiative	initiative	NOUN
bracis-33608	352	16	keywords	keyword	VERB
bracis-33608	352	17	multi	multi	ADJ
bracis-33608	352	18	-	-	ADJ
bracis-33608	352	19	document	document	ADJ
bracis-33608	352	20	summarization	summarization	NOUN
bracis-33608	352	21	siamese	siamese	ADJ
bracis-33608	352	22	network	network	NOUN
bracis-33608	352	23	nlp	nlp	NOUN
bracis-33608	352	24	publish	publish	VERB
bracis-33608	352	25	with	with	ADP
bracis-33608	352	26	us	us	PROPN
bracis-33608	352	27	policies	policy	NOUN
bracis-33608	352	28	and	and	CCONJ
bracis-33608	352	29	ethics	ethic	NOUN
bracis-33608	352	30	search	search	NOUN
bracis-33608	352	31	search	search	NOUN
bracis-33608	352	32	by	by	ADP
bracis-33608	352	33	keyword	keyword	NOUN
bracis-33608	352	34	or	or	CCONJ
bracis-33608	352	35	author	author	NOUN
bracis-33608	352	36	search	search	NOUN
bracis-33608	352	37	navigation	navigation	NOUN
bracis-33608	352	38	find	find	VERB
bracis-33608	352	39	a	a	DET
bracis-33608	352	40	journal	journal	NOUN
bracis-33608	352	41	publish	publish	VERB
bracis-33608	352	42	with	with	ADP
bracis-33608	352	43	us	we	PRON
bracis-33608	352	44	track	track	VERB
bracis-33608	352	45	your	your	PRON
bracis-33608	352	46	research	research	NOUN
bracis-33608	352	47	discover	discover	VERB
bracis-33608	352	48	content	content	NOUN
bracis-33608	352	49	journals	journal	NOUN
bracis-33608	352	50	a	a	DET
bracis-33608	352	51	-	-	PUNCT
bracis-33608	352	52	z	z	NOUN
bracis-33608	352	53	books	book	NOUN
bracis-33608	352	54	a	a	DET
bracis-33608	352	55	-	-	PUNCT
bracis-33608	352	56	z	z	NOUN
bracis-33608	352	57	publish	publish	NOUN
bracis-33608	352	58	with	with	ADP
bracis-33608	352	59	us	us	PROPN
bracis-33608	352	60	journal	journal	PROPN
bracis-33608	352	61	finder	finder	PROPN
bracis-33608	352	62	publish	publish	VERB
bracis-33608	352	63	your	your	PRON
bracis-33608	352	64	research	research	NOUN
bracis-33608	352	65	language	language	NOUN
bracis-33608	352	66	editing	edit	VERB
bracis-33608	352	67	open	open	ADJ
bracis-33608	352	68	access	access	NOUN
bracis-33608	352	69	publishing	publishing	NOUN
bracis-33608	352	70	products	product	NOUN
bracis-33608	352	71	and	and	CCONJ
bracis-33608	352	72	services	service	NOUN
bracis-33608	352	73	our	our	PRON
bracis-33608	352	74	products	product	NOUN
bracis-33608	352	75	librarians	librarian	VERB
bracis-33608	352	76	societies	society	NOUN
bracis-33608	352	77	partners	partner	NOUN
bracis-33608	352	78	and	and	CCONJ
bracis-33608	352	79	advertisers	advertiser	NOUN
bracis-33608	352	80	our	our	PRON
bracis-33608	352	81	brands	brand	NOUN
bracis-33608	352	82	springer	springer	NOUN
bracis-33608	352	83	nature	nature	PROPN
bracis-33608	352	84	portfolio	portfolio	PROPN
bracis-33608	352	85	bmc	bmc	PROPN
bracis-33608	352	86	palgrave	palgrave	PROPN
bracis-33608	352	87	macmillan	macmillan	PROPN
bracis-33608	352	88	apress	apress	PROPN
bracis-33608	352	89	discover	discover	VERB
bracis-33608	352	90	your	your	PRON
bracis-33608	352	91	privacy	privacy	NOUN
bracis-33608	352	92	choices	choice	NOUN
bracis-33608	352	93	/	/	SYM
bracis-33608	352	94	manage	manage	NOUN
bracis-33608	352	95	cookies	cookie	NOUN
bracis-33608	352	96	your	your	PRON
bracis-33608	352	97	us	us	PROPN
bracis-33608	353	1	state	state	NOUN
bracis-33608	353	2	privacy	privacy	NOUN
bracis-33608	353	3	rights	right	NOUN
bracis-33608	353	4	accessibility	accessibility	NOUN
bracis-33608	353	5	statement	statement	NOUN
bracis-33608	353	6	terms	term	NOUN
bracis-33608	353	7	and	and	CCONJ
bracis-33608	353	8	conditions	condition	NOUN
bracis-33608	353	9	privacy	privacy	NOUN
bracis-33608	353	10	policy	policy	NOUN
bracis-33608	353	11	help	help	NOUN
bracis-33608	353	12	and	and	CCONJ
bracis-33608	353	13	support	support	VERB
bracis-33608	353	14	legal	legal	ADJ
bracis-33608	353	15	notice	notice	NOUN
bracis-33608	353	16	cancel	cancel	VERB
bracis-33608	353	17	contracts	contract	NOUN
bracis-33608	353	18	here	here	ADV
bracis-33608	353	19	129.74.145.123	129.74.145.123	NUM
bracis-33608	353	20	hesburgh	hesburgh	PROPN
bracis-33608	353	21	library	library	PROPN
bracis-33608	353	22	er	er	INTJ
bracis-33608	353	23	unit	unit	NOUN
bracis-33608	353	24	(	(	PUNCT
bracis-33608	353	25	3005732405	3005732405	NUM
bracis-33608	353	26	)	)	PUNCT
bracis-33608	353	27	northeast	northeast	ADJ
bracis-33608	353	28	research	research	NOUN
bracis-33608	353	29	libraries	library	NOUN
bracis-33608	353	30	(	(	PUNCT
bracis-33608	353	31	nerl	nerl	PROPN
bracis-33608	353	32	)	)	PUNCT
bracis-33608	353	33	(	(	PUNCT
bracis-33608	353	34	8200828607	8200828607	NUM
bracis-33608	353	35	)	)	PUNCT
bracis-33608	353	36	nerl	nerl	VERB
bracis-33608	353	37	ta	ta	X
bracis-33608	353	38	account	account	NOUN
bracis-33608	353	39	(	(	PUNCT
bracis-33608	353	40	3006206169	3006206169	NUM
bracis-33608	353	41	)	)	PUNCT
bracis-33608	353	42	university	university	NOUN
bracis-33608	353	43	of	of	ADP
bracis-33608	353	44	notre	notre	PROPN
bracis-33608	353	45	dame	dame	PROPN
bracis-33608	353	46	hesburgh	hesburgh	PROPN
bracis-33608	353	47	library	library	NOUN
bracis-33608	353	48	(	(	PUNCT
bracis-33608	353	49	3000184373	3000184373	NUM
bracis-33608	353	50	)	)	PUNCT
bracis-33608	354	1	©	©	ADP
bracis-33608	354	2	2025	2025	NUM
bracis-33608	354	3	springer	springer	NOUN
bracis-33608	354	4	nature	nature	NOUN