id	sid	tid	token	lemma	pos
bracis-33643	1	1	scaling	scale	VERB
bracis-33643	1	2	and	and	CCONJ
bracis-33643	1	3	 	 	SPACE
bracis-33643	1	4	adapting	adapt	VERB
bracis-33643	1	5	large	large	ADJ
bracis-33643	1	6	language	language	NOUN
bracis-33643	1	7	models	model	NOUN
bracis-33643	1	8	for	for	ADP
bracis-33643	1	9	 	 	SPACE
bracis-33643	1	10	portuguese	portuguese	ADJ
bracis-33643	1	11	open	open	ADJ
bracis-33643	1	12	information	information	NOUN
bracis-33643	1	13	extraction	extraction	NOUN
bracis-33643	1	14	:	:	PUNCT
bracis-33643	1	15	a	a	DET
bracis-33643	1	16	comparative	comparative	ADJ
bracis-33643	1	17	study	study	NOUN
bracis-33643	1	18	of	of	ADP
bracis-33643	1	19	 	 	SPACE
bracis-33643	1	20	fine	fine	ADV
bracis-33643	1	21	-	-	PUNCT
bracis-33643	1	22	tuning	tuning	NOUN
bracis-33643	1	23	and	and	CCONJ
bracis-33643	1	24	 	 	SPACE
bracis-33643	1	25	lora	lora	PROPN
bracis-33643	1	26	|	|	NOUN
bracis-33643	1	27	springer	springer	NOUN
bracis-33643	1	28	nature	nature	PROPN
bracis-33643	1	29	link	link	PROPN
bracis-33643	1	30	(	(	PUNCT
bracis-33643	1	31	formerly	formerly	ADV
bracis-33643	1	32	springerlink	springerlink	NOUN
bracis-33643	1	33	)	)	PUNCT
bracis-33643	1	34	skip	skip	VERB
bracis-33643	1	35	to	to	ADP
bracis-33643	1	36	main	main	ADJ
bracis-33643	1	37	content	content	NOUN
bracis-33643	1	38	advertisement	advertisement	NOUN
bracis-33643	1	39	log	log	NOUN
bracis-33643	1	40	in	in	ADP
bracis-33643	1	41	menu	menu	NOUN
bracis-33643	1	42	find	find	VERB
bracis-33643	1	43	a	a	DET
bracis-33643	1	44	journal	journal	NOUN
bracis-33643	1	45	publish	publish	VERB
bracis-33643	1	46	with	with	ADP
bracis-33643	1	47	us	we	PRON
bracis-33643	1	48	track	track	VERB
bracis-33643	1	49	your	your	PRON
bracis-33643	1	50	research	research	NOUN
bracis-33643	1	51	search	search	NOUN
bracis-33643	1	52	cart	cart	NOUN
bracis-33643	1	53	home	home	NOUN
bracis-33643	1	54	intelligent	intelligent	ADJ
bracis-33643	1	55	systems	system	NOUN
bracis-33643	1	56	conference	conference	NOUN
bracis-33643	1	57	paper	paper	NOUN
bracis-33643	1	58	scaling	scaling	NOUN
bracis-33643	1	59	and	and	CCONJ
bracis-33643	1	60	 	 	SPACE
bracis-33643	1	61	adapting	adapt	VERB
bracis-33643	1	62	large	large	ADJ
bracis-33643	1	63	language	language	NOUN
bracis-33643	1	64	models	model	NOUN
bracis-33643	1	65	for	for	ADP
bracis-33643	1	66	 	 	SPACE
bracis-33643	1	67	portuguese	portuguese	ADJ
bracis-33643	1	68	open	open	ADJ
bracis-33643	1	69	information	information	NOUN
bracis-33643	1	70	extraction	extraction	NOUN
bracis-33643	1	71	:	:	PUNCT
bracis-33643	1	72	a	a	DET
bracis-33643	1	73	comparative	comparative	ADJ
bracis-33643	1	74	study	study	NOUN
bracis-33643	1	75	of	of	ADP
bracis-33643	1	76	 	 	SPACE
bracis-33643	1	77	fine	fine	ADV
bracis-33643	1	78	-	-	PUNCT
bracis-33643	1	79	tuning	tuning	NOUN
bracis-33643	1	80	and	and	CCONJ
bracis-33643	1	81	 	 	SPACE
bracis-33643	1	82	lora	lora	PROPN
bracis-33643	1	83	conference	conference	NOUN
bracis-33643	1	84	paper	paper	PROPN
bracis-33643	1	85	first	first	ADV
bracis-33643	1	86	online	online	ADV
bracis-33643	1	87	:	:	PUNCT
bracis-33643	1	88	30	30	NUM
bracis-33643	1	89	january	january	NOUN
bracis-33643	1	90	2025	2025	NUM
bracis-33643	1	91	pp	pp	NUM
bracis-33643	2	1	427–441	427–441	NUM
bracis-33643	2	2	cite	cite	VERB
bracis-33643	2	3	this	this	DET
bracis-33643	2	4	conference	conference	NOUN
bracis-33643	2	5	paper	paper	NOUN
bracis-33643	2	6	access	access	NOUN
bracis-33643	2	7	provided	provide	VERB
bracis-33643	2	8	by	by	ADP
bracis-33643	2	9	university	university	PROPN
bracis-33643	2	10	of	of	ADP
bracis-33643	2	11	notre	notre	PROPN
bracis-33643	2	12	dame	dame	PROPN
bracis-33643	2	13	hesburgh	hesburgh	PROPN
bracis-33643	2	14	library	library	PROPN
bracis-33643	2	15	download	download	PROPN
bracis-33643	2	16	book	book	NOUN
bracis-33643	2	17	pdf	pdf	PROPN
bracis-33643	2	18	download	download	NOUN
bracis-33643	2	19	book	book	NOUN
bracis-33643	2	20	epub	epub	PROPN
bracis-33643	2	21	intelligent	intelligent	ADJ
bracis-33643	2	22	systems	system	NOUN
bracis-33643	2	23	(	(	PUNCT
bracis-33643	2	24	bracis	bracis	NOUN
bracis-33643	2	25	2024	2024	NUM
bracis-33643	2	26	)	)	PUNCT
bracis-33643	2	27	scaling	scaling	NOUN
bracis-33643	2	28	and	and	CCONJ
bracis-33643	2	29	 	 	SPACE
bracis-33643	2	30	adapting	adapt	VERB
bracis-33643	2	31	large	large	ADJ
bracis-33643	2	32	language	language	NOUN
bracis-33643	2	33	models	model	NOUN
bracis-33643	2	34	for	for	ADP
bracis-33643	2	35	 	 	SPACE
bracis-33643	2	36	portuguese	portuguese	ADJ
bracis-33643	2	37	open	open	ADJ
bracis-33643	2	38	information	information	NOUN
bracis-33643	2	39	extraction	extraction	NOUN
bracis-33643	2	40	:	:	PUNCT
bracis-33643	2	41	a	a	DET
bracis-33643	2	42	comparative	comparative	ADJ
bracis-33643	2	43	study	study	NOUN
bracis-33643	2	44	of	of	ADP
bracis-33643	2	45	 	 	SPACE
bracis-33643	2	46	fine	fine	ADV
bracis-33643	2	47	-	-	PUNCT
bracis-33643	2	48	tuning	tuning	NOUN
bracis-33643	2	49	and	and	CCONJ
bracis-33643	2	50	 	 	SPACE
bracis-33643	2	51	lora	lora	PROPN
bracis-33643	2	52	download	download	PROPN
bracis-33643	2	53	book	book	PROPN
bracis-33643	2	54	pdf	pdf	PROPN
bracis-33643	2	55	download	download	NOUN
bracis-33643	2	56	book	book	PROPN
bracis-33643	2	57	epub	epub	PROPN
bracis-33643	2	58	alan	alan	PROPN
bracis-33643	2	59	melo9	melo9	PROPN
bracis-33643	2	60	,	,	PUNCT
bracis-33643	2	61	bruno	bruno	PROPN
bracis-33643	2	62	cabral	cabral	PROPN
bracis-33643	2	63	  	  	SPACE
bracis-33643	2	64	orcid	orcid	NOUN
bracis-33643	2	65	:	:	PUNCT
bracis-33643	2	66	orcid.org/0000-0002-5221-28609	orcid.org/0000-0002-5221-28609	NOUN
bracis-33643	2	67	&	&	CCONJ
bracis-33643	2	68	daniela	daniela	PROPN
bracis-33643	2	69	barreiro	barreiro	PROPN
bracis-33643	2	70	claro	claro	VERB
bracis-33643	2	71	  	  	SPACE
bracis-33643	2	72	orcid	orcid	NOUN
bracis-33643	2	73	:	:	PUNCT
bracis-33643	2	74	orcid.org/0000-0001-8586-10429	orcid.org/0000-0001-8586-10429	ADJ
bracis-33643	2	75	  	  	SPACE
bracis-33643	2	76	part	part	NOUN
bracis-33643	2	77	of	of	ADP
bracis-33643	2	78	the	the	DET
bracis-33643	2	79	book	book	NOUN
bracis-33643	2	80	series	series	NOUN
bracis-33643	2	81	:	:	PUNCT
bracis-33643	2	82	lecture	lecture	NOUN
bracis-33643	2	83	notes	note	NOUN
bracis-33643	2	84	in	in	ADP
bracis-33643	2	85	computer	computer	NOUN
bracis-33643	2	86	science	science	NOUN
bracis-33643	2	87	(	(	PUNCT
bracis-33643	2	88	(	(	PUNCT
bracis-33643	2	89	lnai	lnai	ADJ
bracis-33643	2	90	,	,	PUNCT
bracis-33643	2	91	volume	volume	NOUN
bracis-33643	2	92	15414	15414	NUM
bracis-33643	2	93	)	)	PUNCT
bracis-33643	2	94	)	)	PUNCT
bracis-33643	2	95	included	include	VERB
bracis-33643	2	96	in	in	ADP
bracis-33643	2	97	the	the	DET
bracis-33643	2	98	following	follow	VERB
bracis-33643	2	99	conference	conference	NOUN
bracis-33643	2	100	series	series	NOUN
bracis-33643	2	101	:	:	PUNCT
bracis-33643	2	102	brazilian	brazilian	ADJ
bracis-33643	2	103	conference	conference	NOUN
bracis-33643	2	104	on	on	ADP
bracis-33643	2	105	intelligent	intelligent	ADJ
bracis-33643	2	106	systems	system	NOUN
bracis-33643	2	107	395	395	NUM
bracis-33643	2	108	accesses	access	NOUN
bracis-33643	2	109	1	1	NUM
bracis-33643	2	110	citation	citation	NOUN
bracis-33643	2	111	abstract	abstract	NOUN
bracis-33643	2	112	this	this	DET
bracis-33643	2	113	paper	paper	NOUN
bracis-33643	2	114	comprehensively	comprehensively	ADV
bracis-33643	2	115	investigates	investigate	VERB
bracis-33643	2	116	the	the	DET
bracis-33643	2	117	efficacy	efficacy	NOUN
bracis-33643	2	118	of	of	ADP
bracis-33643	2	119	different	different	ADJ
bracis-33643	2	120	adaptation	adaptation	NOUN
bracis-33643	2	121	techniques	technique	NOUN
bracis-33643	2	122	for	for	ADP
bracis-33643	2	123	large	large	ADJ
bracis-33643	2	124	language	language	NOUN
bracis-33643	2	125	models	model	NOUN
bracis-33643	2	126	(	(	PUNCT
bracis-33643	2	127	llms	llm	NOUN
bracis-33643	2	128	)	)	PUNCT
bracis-33643	2	129	in	in	ADP
bracis-33643	2	130	the	the	DET
bracis-33643	2	131	context	context	NOUN
bracis-33643	2	132	of	of	ADP
bracis-33643	2	133	open	open	ADJ
bracis-33643	2	134	information	information	NOUN
bracis-33643	2	135	extraction	extraction	NOUN
bracis-33643	2	136	(	(	PUNCT
bracis-33643	2	137	openie	openie	PROPN
bracis-33643	2	138	)	)	PUNCT
bracis-33643	2	139	for	for	ADP
bracis-33643	2	140	portuguese	portuguese	ADJ
bracis-33643	2	141	.	.	PUNCT
bracis-33643	3	1	we	we	PRON
bracis-33643	3	2	compare	compare	VERB
bracis-33643	3	3	full	full	ADJ
bracis-33643	3	4	fine	fine	ADV
bracis-33643	3	5	-	-	PUNCT
bracis-33643	3	6	tuning	tuning	NOUN
bracis-33643	3	7	(	(	PUNCT
bracis-33643	3	8	fft	fft	PROPN
bracis-33643	3	9	)	)	PUNCT
bracis-33643	3	10	and	and	CCONJ
bracis-33643	3	11	low	low	ADJ
bracis-33643	3	12	-	-	PUNCT
bracis-33643	3	13	rank	rank	NOUN
bracis-33643	3	14	adaptation	adaptation	NOUN
bracis-33643	3	15	(	(	PUNCT
bracis-33643	3	16	lora	lora	PROPN
bracis-33643	3	17	)	)	PUNCT
bracis-33643	3	18	across	across	ADP
bracis-33643	3	19	a	a	DET
bracis-33643	3	20	model	model	NOUN
bracis-33643	3	21	with	with	ADP
bracis-33643	3	22	0.5b	0.5b	PROPN
bracis-33643	3	23	parameters	parameter	NOUN
bracis-33643	3	24	.	.	PUNCT
bracis-33643	4	1	our	our	PRON
bracis-33643	4	2	study	study	NOUN
bracis-33643	4	3	evaluates	evaluate	VERB
bracis-33643	4	4	the	the	DET
bracis-33643	4	5	impact	impact	NOUN
bracis-33643	4	6	of	of	ADP
bracis-33643	4	7	model	model	NOUN
bracis-33643	4	8	size	size	NOUN
bracis-33643	4	9	and	and	CCONJ
bracis-33643	4	10	adaptation	adaptation	NOUN
bracis-33643	4	11	method	method	NOUN
bracis-33643	4	12	on	on	ADP
bracis-33643	4	13	openie	openie	NOUN
bracis-33643	4	14	performance	performance	NOUN
bracis-33643	4	15	,	,	PUNCT
bracis-33643	4	16	considering	consider	VERB
bracis-33643	4	17	precision	precision	NOUN
bracis-33643	4	18	,	,	PUNCT
bracis-33643	4	19	recall	recall	NOUN
bracis-33643	4	20	,	,	PUNCT
bracis-33643	4	21	and	and	CCONJ
bracis-33643	4	22	f1	f1	PROPN
bracis-33643	4	23	scores	score	NOUN
bracis-33643	4	24	,	,	PUNCT
bracis-33643	4	25	as	as	ADV
bracis-33643	4	26	well	well	ADV
bracis-33643	4	27	as	as	ADP
bracis-33643	4	28	computational	computational	ADJ
bracis-33643	4	29	efficiency	efficiency	NOUN
bracis-33643	4	30	during	during	ADP
bracis-33643	4	31	training	training	NOUN
bracis-33643	4	32	and	and	CCONJ
bracis-33643	4	33	inference	inference	NOUN
bracis-33643	4	34	phases	phase	NOUN
bracis-33643	4	35	.	.	PUNCT
bracis-33643	5	1	we	we	PRON
bracis-33643	5	2	contribute	contribute	VERB
bracis-33643	5	3	to	to	ADP
bracis-33643	5	4	a	a	DET
bracis-33643	5	5	high	high	ADV
bracis-33643	5	6	-	-	PUNCT
bracis-33643	5	7	performing	perform	VERB
bracis-33643	5	8	llm	llm	NOUN
bracis-33643	5	9	and	and	CCONJ
bracis-33643	5	10	novel	novel	ADJ
bracis-33643	5	11	insights	insight	NOUN
bracis-33643	5	12	into	into	ADP
bracis-33643	5	13	the	the	DET
bracis-33643	5	14	trade	trade	NOUN
bracis-33643	5	15	-	-	PUNCT
bracis-33643	5	16	offs	off	NOUN
bracis-33643	5	17	between	between	ADP
bracis-33643	5	18	model	model	NOUN
bracis-33643	5	19	scale	scale	NOUN
bracis-33643	5	20	,	,	PUNCT
bracis-33643	5	21	adaptation	adaptation	NOUN
bracis-33643	5	22	technique	technique	NOUN
bracis-33643	5	23	,	,	PUNCT
bracis-33643	5	24	and	and	CCONJ
bracis-33643	5	25	cross	cross	ADJ
bracis-33643	5	26	-	-	ADJ
bracis-33643	5	27	lingual	lingual	ADJ
bracis-33643	5	28	transferability	transferability	NOUN
bracis-33643	5	29	in	in	ADP
bracis-33643	5	30	the	the	DET
bracis-33643	5	31	openie	openie	PROPN
bracis-33643	5	32	task	task	PROPN
bracis-33643	5	33	.	.	PUNCT
bracis-33643	6	1	our	our	PRON
bracis-33643	6	2	findings	finding	NOUN
bracis-33643	6	3	reveal	reveal	VERB
bracis-33643	6	4	significant	significant	ADJ
bracis-33643	6	5	performance	performance	NOUN
bracis-33643	6	6	variations	variation	NOUN
bracis-33643	6	7	across	across	ADP
bracis-33643	6	8	different	different	ADJ
bracis-33643	6	9	configurations	configuration	NOUN
bracis-33643	6	10	,	,	PUNCT
bracis-33643	6	11	with	with	ADP
bracis-33643	6	12	lora	lora	PROPN
bracis-33643	6	13	demonstrating	demonstrate	VERB
bracis-33643	6	14	competitive	competitive	ADJ
bracis-33643	6	15	results	result	NOUN
bracis-33643	6	16	.	.	PUNCT
bracis-33643	7	1	we	we	PRON
bracis-33643	7	2	also	also	ADV
bracis-33643	7	3	analyze	analyze	VERB
bracis-33643	7	4	the	the	DET
bracis-33643	7	5	linguistic	linguistic	ADJ
bracis-33643	7	6	nuances	nuance	NOUN
bracis-33643	7	7	in	in	ADP
bracis-33643	7	8	the	the	DET
bracis-33643	7	9	portuguese	portuguese	ADJ
bracis-33643	7	10	openie	openie	PROPN
bracis-33643	7	11	that	that	PRON
bracis-33643	7	12	pose	pose	VERB
bracis-33643	7	13	challenges	challenge	NOUN
bracis-33643	7	14	for	for	ADP
bracis-33643	7	15	models	model	NOUN
bracis-33643	7	16	primarily	primarily	ADV
bracis-33643	7	17	trained	train	VERB
bracis-33643	7	18	on	on	ADP
bracis-33643	7	19	english	english	PROPN
bracis-33643	7	20	data	datum	NOUN
bracis-33643	7	21	.	.	PUNCT
bracis-33643	8	1	this	this	DET
bracis-33643	8	2	research	research	NOUN
bracis-33643	8	3	advances	advance	VERB
bracis-33643	8	4	our	our	PRON
bracis-33643	8	5	understanding	understanding	NOUN
bracis-33643	8	6	of	of	ADP
bracis-33643	8	7	llm	llm	PROPN
bracis-33643	8	8	adaptation	adaptation	NOUN
bracis-33643	8	9	for	for	ADP
bracis-33643	8	10	specialized	specialized	ADJ
bracis-33643	8	11	nlp	nlp	NOUN
bracis-33643	8	12	tasks	task	NOUN
bracis-33643	8	13	and	and	CCONJ
bracis-33643	8	14	provides	provide	VERB
bracis-33643	8	15	practical	practical	ADJ
bracis-33643	8	16	guidelines	guideline	NOUN
bracis-33643	8	17	for	for	ADP
bracis-33643	8	18	deploying	deploy	VERB
bracis-33643	8	19	these	these	DET
bracis-33643	8	20	models	model	NOUN
bracis-33643	8	21	in	in	ADP
bracis-33643	8	22	resource	resource	NOUN
bracis-33643	8	23	-	-	PUNCT
bracis-33643	8	24	constrained	constrain	VERB
bracis-33643	8	25	and	and	CCONJ
bracis-33643	8	26	multilingual	multilingual	ADJ
bracis-33643	8	27	scenarios	scenario	NOUN
bracis-33643	8	28	.	.	PUNCT
bracis-33643	9	1	our	our	PRON
bracis-33643	9	2	work	work	NOUN
bracis-33643	9	3	has	have	VERB
bracis-33643	9	4	implications	implication	NOUN
bracis-33643	9	5	for	for	ADP
bracis-33643	9	6	the	the	DET
bracis-33643	9	7	broader	broad	ADJ
bracis-33643	9	8	cross	cross	ADJ
bracis-33643	9	9	-	-	ADJ
bracis-33643	9	10	lingual	lingual	ADJ
bracis-33643	9	11	open	open	ADJ
bracis-33643	9	12	information	information	NOUN
bracis-33643	9	13	extraction	extraction	NOUN
bracis-33643	9	14	field	field	NOUN
bracis-33643	9	15	and	and	CCONJ
bracis-33643	9	16	contributes	contribute	VERB
bracis-33643	9	17	to	to	ADP
bracis-33643	9	18	the	the	DET
bracis-33643	9	19	ongoing	ongoing	ADJ
bracis-33643	9	20	discourse	discourse	NOUN
bracis-33643	9	21	on	on	ADP
bracis-33643	9	22	efficient	efficient	ADJ
bracis-33643	9	23	fine	fine	ADJ
bracis-33643	9	24	-	-	PUNCT
bracis-33643	9	25	tuning	tune	VERB
bracis-33643	9	26	strategies	strategy	NOUN
bracis-33643	9	27	for	for	ADP
bracis-33643	9	28	large	large	ADJ
bracis-33643	9	29	pre	pre	ADJ
bracis-33643	9	30	-	-	ADJ
bracis-33643	9	31	trained	train	VERB
bracis-33643	9	32	models	model	NOUN
bracis-33643	9	33	.	.	PUNCT
bracis-33643	10	1	access	access	NOUN
bracis-33643	10	2	provided	provide	VERB
bracis-33643	10	3	by	by	ADP
bracis-33643	10	4	university	university	PROPN
bracis-33643	10	5	of	of	ADP
bracis-33643	10	6	notre	notre	PROPN
bracis-33643	10	7	dame	dame	PROPN
bracis-33643	10	8	hesburgh	hesburgh	PROPN
bracis-33643	10	9	library	library	PROPN
bracis-33643	10	10	.	.	PUNCT
bracis-33643	11	1	download	download	PROPN
bracis-33643	11	2	conference	conference	NOUN
bracis-33643	11	3	paper	paper	NOUN
bracis-33643	11	4	pdf	pdf	NOUN
bracis-33643	11	5	similar	similar	ADJ
bracis-33643	11	6	content	content	NOUN
bracis-33643	11	7	being	be	AUX
bracis-33643	11	8	viewed	view	VERB
bracis-33643	11	9	by	by	ADP
bracis-33643	11	10	others	other	NOUN
bracis-33643	11	11	an	an	DET
bracis-33643	11	12	ensemble	ensemble	ADJ
bracis-33643	11	13	of	of	ADP
bracis-33643	11	14	 	 	SPACE
bracis-33643	11	15	llms	llm	NOUN
bracis-33643	11	16	finetuned	finetune	VERB
bracis-33643	11	17	with	with	ADP
bracis-33643	11	18	 	 	SPACE
bracis-33643	11	19	lora	lora	PROPN
bracis-33643	11	20	for	for	ADP
bracis-33643	11	21	 	 	SPACE
bracis-33643	11	22	ner	ner	NOUN
bracis-33643	11	23	in	in	ADP
bracis-33643	11	24	 	 	SPACE
bracis-33643	11	25	portuguese	portuguese	ADJ
bracis-33643	11	26	legal	legal	ADJ
bracis-33643	11	27	documents	document	NOUN
bracis-33643	11	28	chapter	chapter	NOUN
bracis-33643	11	29	©	©	PROPN
bracis-33643	11	30	2025	2025	NUM
bracis-33643	11	31	adapting	adapt	VERB
bracis-33643	11	32	llms	llm	NOUN
bracis-33643	11	33	for	for	ADP
bracis-33643	11	34	 	 	SPACE
bracis-33643	11	35	efficient	efficient	ADJ
bracis-33643	11	36	,	,	PUNCT
bracis-33643	11	37	personalized	personalized	ADJ
bracis-33643	11	38	information	information	NOUN
bracis-33643	11	39	retrieval	retrieval	NOUN
bracis-33643	11	40	:	:	PUNCT
bracis-33643	11	41	methods	method	NOUN
bracis-33643	11	42	and	and	CCONJ
bracis-33643	11	43	 	 	SPACE
bracis-33643	11	44	implications	implication	NOUN
bracis-33643	11	45	chapter	chapter	NOUN
bracis-33643	11	46	©	©	ADP
bracis-33643	11	47	2024	2024	NUM
bracis-33643	11	48	comprehensive	comprehensive	ADJ
bracis-33643	11	49	evaluation	evaluation	NOUN
bracis-33643	11	50	of	of	ADP
bracis-33643	11	51	large	large	ADJ
bracis-33643	11	52	language	language	NOUN
bracis-33643	11	53	model	model	NOUN
bracis-33643	11	54	responses	response	NOUN
bracis-33643	11	55	:	:	PUNCT
bracis-33643	11	56	a	a	DET
bracis-33643	11	57	multi	multi	ADJ
bracis-33643	11	58	-	-	ADJ
bracis-33643	11	59	factor	factor	NOUN
bracis-33643	11	60	scoring	scoring	NOUN
bracis-33643	11	61	system	system	NOUN
bracis-33643	11	62	chapter	chapter	NOUN
bracis-33643	11	63	©	©	PROPN
bracis-33643	11	64	2026	2026	NUM
bracis-33643	11	65	1	1	NUM
bracis-33643	11	66	introduction	introduction	NOUN
bracis-33643	11	67	open	open	ADJ
bracis-33643	11	68	information	information	NOUN
bracis-33643	11	69	extraction	extraction	NOUN
bracis-33643	11	70	(	(	PUNCT
bracis-33643	11	71	openie	openie	PROPN
bracis-33643	11	72	)	)	PUNCT
bracis-33643	11	73	is	be	AUX
bracis-33643	11	74	an	an	DET
bracis-33643	11	75	nlp	nlp	ADJ
bracis-33643	11	76	task	task	NOUN
bracis-33643	11	77	that	that	PRON
bracis-33643	11	78	extracts	extract	VERB
bracis-33643	11	79	structured	structure	VERB
bracis-33643	11	80	data	datum	NOUN
bracis-33643	11	81	from	from	ADP
bracis-33643	11	82	documents	document	NOUN
bracis-33643	11	83	[	[	X
bracis-33643	11	84	2	2	NUM
bracis-33643	11	85	]	]	PUNCT
bracis-33643	11	86	.	.	PUNCT
bracis-33643	12	1	recently	recently	ADV
bracis-33643	12	2	,	,	PUNCT
bracis-33643	12	3	such	such	ADJ
bracis-33643	12	4	tasks	task	NOUN
bracis-33643	12	5	have	have	AUX
bracis-33643	12	6	been	be	AUX
bracis-33643	12	7	inputted	inputte	VERB
bracis-33643	12	8	into	into	ADP
bracis-33643	12	9	different	different	ADJ
bracis-33643	12	10	pipelines	pipeline	NOUN
bracis-33643	12	11	to	to	PART
bracis-33643	12	12	facilitate	facilitate	VERB
bracis-33643	12	13	the	the	DET
bracis-33643	12	14	complexity	complexity	NOUN
bracis-33643	12	15	of	of	ADP
bracis-33643	12	16	a	a	DET
bracis-33643	12	17	set	set	NOUN
bracis-33643	12	18	of	of	ADP
bracis-33643	12	19	nlp	nlp	NOUN
bracis-33643	12	20	applications	application	NOUN
bracis-33643	12	21	such	such	ADJ
bracis-33643	12	22	as	as	ADP
bracis-33643	12	23	qa	qa	PROPN
bracis-33643	12	24	systems	system	NOUN
bracis-33643	12	25	,	,	PUNCT
bracis-33643	12	26	mental	mental	ADJ
bracis-33643	12	27	maps	map	NOUN
bracis-33643	12	28	,	,	PUNCT
bracis-33643	12	29	fake	fake	ADJ
bracis-33643	12	30	news	news	NOUN
bracis-33643	12	31	approaches	approach	NOUN
bracis-33643	12	32	,	,	PUNCT
bracis-33643	12	33	etc	etc	X
bracis-33643	12	34	.	.	X
bracis-33643	12	35	following	follow	VERB
bracis-33643	12	36	the	the	DET
bracis-33643	12	37	evolution	evolution	NOUN
bracis-33643	12	38	of	of	ADP
bracis-33643	12	39	the	the	DET
bracis-33643	12	40	large	large	ADJ
bracis-33643	12	41	language	language	NOUN
bracis-33643	12	42	model	model	NOUN
bracis-33643	12	43	(	(	PUNCT
bracis-33643	12	44	llm	llm	NOUN
bracis-33643	12	45	)	)	PUNCT
bracis-33643	12	46	domain	domain	NOUN
bracis-33643	12	47	,	,	PUNCT
bracis-33643	12	48	the	the	DET
bracis-33643	12	49	openie	openie	PROPN
bracis-33643	12	50	task	task	PROPN
bracis-33643	12	51	has	have	AUX
bracis-33643	12	52	enlarged	enlarge	VERB
bracis-33643	12	53	its	its	PRON
bracis-33643	12	54	approaches	approach	NOUN
bracis-33643	12	55	to	to	PART
bracis-33643	12	56	employ	employ	VERB
bracis-33643	12	57	llm	llm	PROPN
bracis-33643	12	58	architectures	architecture	NOUN
bracis-33643	12	59	.	.	PUNCT
bracis-33643	13	1	as	as	SCONJ
bracis-33643	13	2	openie	openie	PROPN
bracis-33643	13	3	has	have	AUX
bracis-33643	13	4	seen	see	VERB
bracis-33643	13	5	significant	significant	ADJ
bracis-33643	13	6	advancements	advancement	NOUN
bracis-33643	13	7	in	in	ADP
bracis-33643	13	8	the	the	DET
bracis-33643	13	9	portuguese	portuguese	ADJ
bracis-33643	13	10	language	language	NOUN
bracis-33643	13	11	in	in	ADP
bracis-33643	13	12	the	the	DET
bracis-33643	13	13	last	last	ADJ
bracis-33643	13	14	few	few	ADJ
bracis-33643	13	15	years	year	NOUN
bracis-33643	13	16	,	,	PUNCT
bracis-33643	13	17	the	the	DET
bracis-33643	13	18	application	application	NOUN
bracis-33643	13	19	of	of	ADP
bracis-33643	13	20	large	large	ADJ
bracis-33643	13	21	language	language	NOUN
bracis-33643	13	22	models	model	NOUN
bracis-33643	13	23	(	(	PUNCT
bracis-33643	13	24	llms	llm	NOUN
bracis-33643	13	25	)	)	PUNCT
bracis-33643	13	26	still	still	ADV
bracis-33643	13	27	needs	need	VERB
bracis-33643	13	28	to	to	PART
bracis-33643	13	29	be	be	AUX
bracis-33643	13	30	explored	explore	VERB
bracis-33643	13	31	.	.	PUNCT
bracis-33643	14	1	as	as	SCONJ
bracis-33643	14	2	the	the	DET
bracis-33643	14	3	evolution	evolution	NOUN
bracis-33643	14	4	of	of	ADP
bracis-33643	14	5	llms	llm	NOUN
bracis-33643	14	6	increases	increase	VERB
bracis-33643	14	7	the	the	DET
bracis-33643	14	8	computational	computational	ADJ
bracis-33643	14	9	cost	cost	NOUN
bracis-33643	14	10	 	 	SPACE
bracis-33643	15	1	[	[	X
bracis-33643	15	2	10	10	NUM
bracis-33643	15	3	]	]	PUNCT
bracis-33643	15	4	,	,	PUNCT
bracis-33643	15	5	advanced	advanced	ADJ
bracis-33643	15	6	language	language	NOUN
bracis-33643	15	7	model	model	NOUN
bracis-33643	15	8	adaptation	adaptation	NOUN
bracis-33643	15	9	methods	method	NOUN
bracis-33643	15	10	such	such	ADJ
bracis-33643	15	11	as	as	ADP
bracis-33643	15	12	full	full	ADJ
bracis-33643	15	13	fine	fine	ADV
bracis-33643	15	14	-	-	PUNCT
bracis-33643	15	15	tuning	tuning	NOUN
bracis-33643	15	16	(	(	PUNCT
bracis-33643	15	17	fft	fft	PROPN
bracis-33643	15	18	)	)	PUNCT
bracis-33643	15	19	and	and	CCONJ
bracis-33643	15	20	low	low	ADJ
bracis-33643	15	21	-	-	PUNCT
bracis-33643	15	22	rank	rank	NOUN
bracis-33643	15	23	adaptation	adaptation	NOUN
bracis-33643	15	24	(	(	PUNCT
bracis-33643	15	25	lora	lora	PROPN
bracis-33643	15	26	)	)	PUNCT
bracis-33643	15	27	are	be	AUX
bracis-33643	15	28	essential	essential	ADJ
bracis-33643	15	29	to	to	PART
bracis-33643	15	30	improve	improve	VERB
bracis-33643	15	31	performance	performance	NOUN
bracis-33643	15	32	and	and	CCONJ
bracis-33643	15	33	efficiency	efficiency	NOUN
bracis-33643	15	34	.	.	PUNCT
bracis-33643	16	1	thus	thus	ADV
bracis-33643	16	2	,	,	PUNCT
bracis-33643	16	3	the	the	DET
bracis-33643	16	4	portuguese	portuguese	ADJ
bracis-33643	16	5	language	language	NOUN
bracis-33643	16	6	benefits	benefit	NOUN
bracis-33643	16	7	from	from	ADP
bracis-33643	16	8	such	such	ADJ
bracis-33643	16	9	adaptation	adaptation	NOUN
bracis-33643	16	10	methods	method	NOUN
bracis-33643	16	11	to	to	PART
bracis-33643	16	12	evolve	evolve	VERB
bracis-33643	16	13	its	its	PRON
bracis-33643	16	14	nlp	nlp	NOUN
bracis-33643	16	15	applications	application	NOUN
bracis-33643	16	16	.	.	PUNCT
bracis-33643	17	1	this	this	DET
bracis-33643	17	2	study	study	NOUN
bracis-33643	17	3	aims	aim	VERB
bracis-33643	17	4	to	to	PART
bracis-33643	17	5	examine	examine	VERB
bracis-33643	17	6	the	the	DET
bracis-33643	17	7	potential	potential	NOUN
bracis-33643	17	8	of	of	ADP
bracis-33643	17	9	llms	llm	NOUN
bracis-33643	17	10	when	when	SCONJ
bracis-33643	17	11	applied	apply	VERB
bracis-33643	17	12	to	to	ADP
bracis-33643	17	13	portuguese	portuguese	PROPN
bracis-33643	17	14	openie	openie	PROPN
bracis-33643	17	15	,	,	PUNCT
bracis-33643	17	16	evaluate	evaluate	VERB
bracis-33643	17	17	the	the	DET
bracis-33643	17	18	impact	impact	NOUN
bracis-33643	17	19	of	of	ADP
bracis-33643	17	20	model	model	NOUN
bracis-33643	17	21	size	size	NOUN
bracis-33643	17	22	and	and	CCONJ
bracis-33643	17	23	adaptation	adaptation	NOUN
bracis-33643	17	24	method	method	NOUN
bracis-33643	17	25	,	,	PUNCT
bracis-33643	17	26	consider	consider	VERB
bracis-33643	17	27	precision	precision	NOUN
bracis-33643	17	28	,	,	PUNCT
bracis-33643	17	29	recall	recall	NOUN
bracis-33643	17	30	,	,	PUNCT
bracis-33643	17	31	and	and	CCONJ
bracis-33643	17	32	f1	f1	PROPN
bracis-33643	17	33	scores	score	NOUN
bracis-33643	17	34	,	,	PUNCT
bracis-33643	17	35	and	and	CCONJ
bracis-33643	17	36	examine	examine	VERB
bracis-33643	17	37	computational	computational	ADJ
bracis-33643	17	38	efficiency	efficiency	NOUN
bracis-33643	17	39	during	during	ADP
bracis-33643	17	40	training	training	NOUN
bracis-33643	17	41	and	and	CCONJ
bracis-33643	17	42	inference	inference	NOUN
bracis-33643	17	43	phases	phase	NOUN
bracis-33643	17	44	.	.	PUNCT
bracis-33643	18	1	we	we	PRON
bracis-33643	18	2	contribute	contribute	VERB
bracis-33643	18	3	to	to	ADP
bracis-33643	18	4	a	a	DET
bracis-33643	18	5	high	high	ADV
bracis-33643	18	6	-	-	PUNCT
bracis-33643	18	7	performing	perform	VERB
bracis-33643	18	8	llm	llm	NOUN
bracis-33643	18	9	and	and	CCONJ
bracis-33643	18	10	novel	novel	ADJ
bracis-33643	18	11	insights	insight	NOUN
bracis-33643	18	12	into	into	ADP
bracis-33643	18	13	the	the	DET
bracis-33643	18	14	trade	trade	NOUN
bracis-33643	18	15	-	-	PUNCT
bracis-33643	18	16	offs	off	NOUN
bracis-33643	18	17	between	between	ADP
bracis-33643	18	18	model	model	NOUN
bracis-33643	18	19	scale	scale	NOUN
bracis-33643	18	20	,	,	PUNCT
bracis-33643	18	21	adaptation	adaptation	NOUN
bracis-33643	18	22	technique	technique	NOUN
bracis-33643	18	23	,	,	PUNCT
bracis-33643	18	24	and	and	CCONJ
bracis-33643	18	25	cross	cross	ADJ
bracis-33643	18	26	-	-	ADJ
bracis-33643	18	27	lingual	lingual	ADJ
bracis-33643	18	28	transferability	transferability	NOUN
bracis-33643	18	29	in	in	ADP
bracis-33643	18	30	the	the	DET
bracis-33643	18	31	openie	openie	PROPN
bracis-33643	18	32	task	task	NOUN
bracis-33643	18	33	for	for	ADP
bracis-33643	18	34	the	the	DET
bracis-33643	18	35	portuguese	portuguese	ADJ
bracis-33643	18	36	language	language	NOUN
bracis-33643	18	37	.	.	PUNCT
bracis-33643	19	1	our	our	PRON
bracis-33643	19	2	results	result	NOUN
bracis-33643	19	3	suggest	suggest	VERB
bracis-33643	19	4	a	a	DET
bracis-33643	19	5	significance	significance	NOUN
bracis-33643	19	6	performance	performance	NOUN
bracis-33643	19	7	between	between	ADP
bracis-33643	19	8	the	the	DET
bracis-33643	19	9	techniques	technique	NOUN
bracis-33643	19	10	and	and	CCONJ
bracis-33643	19	11	provide	provide	VERB
bracis-33643	19	12	insights	insight	NOUN
bracis-33643	19	13	into	into	ADP
bracis-33643	19	14	the	the	DET
bracis-33643	19	15	practical	practical	ADJ
bracis-33643	19	16	implications	implication	NOUN
bracis-33643	19	17	of	of	ADP
bracis-33643	19	18	their	their	PRON
bracis-33643	19	19	application	application	NOUN
bracis-33643	19	20	in	in	ADP
bracis-33643	19	21	the	the	DET
bracis-33643	19	22	open	open	ADJ
bracis-33643	19	23	information	information	NOUN
bracis-33643	19	24	extraction	extraction	NOUN
bracis-33643	19	25	task	task	NOUN
bracis-33643	19	26	for	for	ADP
bracis-33643	19	27	the	the	DET
bracis-33643	19	28	portuguese	portuguese	ADJ
bracis-33643	19	29	language	language	NOUN
bracis-33643	19	30	.	.	PUNCT
bracis-33643	20	1	this	this	DET
bracis-33643	20	2	work	work	NOUN
bracis-33643	20	3	is	be	AUX
bracis-33643	20	4	organized	organize	VERB
bracis-33643	20	5	as	as	SCONJ
bracis-33643	20	6	follows	follow	VERB
bracis-33643	20	7	:	:	PUNCT
bracis-33643	20	8	sect	sect	NOUN
bracis-33643	20	9	.	.	PUNCT
bracis-33643	20	10	 	 	SPACE
bracis-33643	21	1	2	2	NUM
bracis-33643	21	2	describes	describe	VERB
bracis-33643	21	3	the	the	DET
bracis-33643	21	4	openie	openie	PROPN
bracis-33643	21	5	task	task	PROPN
bracis-33643	21	6	,	,	PUNCT
bracis-33643	21	7	sect	sect	NOUN
bracis-33643	21	8	.	.	PUNCT
bracis-33643	21	9	 	 	SPACE
bracis-33643	22	1	3	3	NUM
bracis-33643	22	2	outlines	outline	VERB
bracis-33643	22	3	the	the	DET
bracis-33643	22	4	related	related	ADJ
bracis-33643	22	5	work	work	NOUN
bracis-33643	22	6	,	,	PUNCT
bracis-33643	22	7	and	and	CCONJ
bracis-33643	22	8	positions	position	VERB
bracis-33643	22	9	our	our	PRON
bracis-33643	22	10	approach	approach	NOUN
bracis-33643	22	11	in	in	ADP
bracis-33643	22	12	the	the	DET
bracis-33643	22	13	state	state	NOUN
bracis-33643	22	14	of	of	ADP
bracis-33643	22	15	the	the	DET
bracis-33643	22	16	art	art	NOUN
bracis-33643	22	17	.	.	PUNCT
bracis-33643	23	1	section	section	NOUN
bracis-33643	23	2	 	 	SPACE
bracis-33643	23	3	4	4	NUM
bracis-33643	23	4	presents	present	VERB
bracis-33643	23	5	the	the	DET
bracis-33643	23	6	foundations	foundation	NOUN
bracis-33643	23	7	and	and	CCONJ
bracis-33643	23	8	adaptation	adaptation	NOUN
bracis-33643	23	9	techniques	technique	NOUN
bracis-33643	23	10	,	,	PUNCT
bracis-33643	23	11	sect	sect	NOUN
bracis-33643	23	12	.	.	PUNCT
bracis-33643	23	13	 	 	SPACE
bracis-33643	24	1	5	5	NUM
bracis-33643	24	2	describes	describe	VERB
bracis-33643	24	3	our	our	PRON
bracis-33643	24	4	methodology	methodology	NOUN
bracis-33643	24	5	,	,	PUNCT
bracis-33643	24	6	and	and	CCONJ
bracis-33643	24	7	sect	sect	NOUN
bracis-33643	24	8	.	.	PUNCT
bracis-33643	24	9	 	 	SPACE
bracis-33643	25	1	6	6	NUM
bracis-33643	25	2	presents	present	VERB
bracis-33643	25	3	our	our	PRON
bracis-33643	25	4	evaluations	evaluation	NOUN
bracis-33643	25	5	and	and	CCONJ
bracis-33643	25	6	the	the	DET
bracis-33643	25	7	conclusion	conclusion	NOUN
bracis-33643	25	8	and	and	CCONJ
bracis-33643	25	9	future	future	ADJ
bracis-33643	25	10	research	research	NOUN
bracis-33643	25	11	directions	direction	NOUN
bracis-33643	25	12	following	follow	VERB
bracis-33643	25	13	it	it	PRON
bracis-33643	25	14	.	.	PUNCT
bracis-33643	26	1	2	2	NUM
bracis-33643	26	2	open	open	ADJ
bracis-33643	26	3	information	information	NOUN
bracis-33643	26	4	extraction	extraction	NOUN
bracis-33643	26	5	(	(	PUNCT
bracis-33643	26	6	openie	openie	PROPN
bracis-33643	26	7	)	)	PUNCT
bracis-33643	26	8	we	we	PRON
bracis-33643	26	9	introduce	introduce	VERB
bracis-33643	26	10	the	the	DET
bracis-33643	26	11	definition	definition	NOUN
bracis-33643	26	12	of	of	ADP
bracis-33643	26	13	open	open	ADJ
bracis-33643	26	14	information	information	NOUN
bracis-33643	26	15	extraction	extraction	NOUN
bracis-33643	26	16	(	(	PUNCT
bracis-33643	26	17	openie	openie	PROPN
bracis-33643	26	18	)	)	PUNCT
bracis-33643	26	19	and	and	CCONJ
bracis-33643	26	20	the	the	DET
bracis-33643	26	21	model	model	NOUN
bracis-33643	26	22	to	to	PART
bracis-33643	26	23	assess	assess	VERB
bracis-33643	26	24	the	the	DET
bracis-33643	26	25	performance	performance	NOUN
bracis-33643	26	26	of	of	ADP
bracis-33643	26	27	large	large	ADJ
bracis-33643	26	28	language	language	NOUN
bracis-33643	26	29	models	model	NOUN
bracis-33643	26	30	(	(	PUNCT
bracis-33643	26	31	llms	llm	NOUN
bracis-33643	26	32	)	)	PUNCT
bracis-33643	26	33	as	as	ADP
bracis-33643	26	34	triple	triple	ADJ
bracis-33643	26	35	extractors	extractor	NOUN
bracis-33643	26	36	for	for	ADP
bracis-33643	26	37	the	the	DET
bracis-33643	26	38	portuguese	portuguese	ADJ
bracis-33643	26	39	language	language	NOUN
bracis-33643	26	40	.	.	PUNCT
bracis-33643	27	1	this	this	DET
bracis-33643	27	2	section	section	NOUN
bracis-33643	27	3	explores	explore	VERB
bracis-33643	27	4	the	the	DET
bracis-33643	27	5	definition	definition	NOUN
bracis-33643	27	6	and	and	CCONJ
bracis-33643	27	7	potential	potential	ADJ
bracis-33643	27	8	applications	application	NOUN
bracis-33643	27	9	of	of	ADP
bracis-33643	27	10	openie	openie	PROPN
bracis-33643	27	11	,	,	PUNCT
bracis-33643	27	12	highlighting	highlight	VERB
bracis-33643	27	13	key	key	ADJ
bracis-33643	27	14	contributions	contribution	NOUN
bracis-33643	27	15	and	and	CCONJ
bracis-33643	27	16	ongoing	ongoing	ADJ
bracis-33643	27	17	challenges	challenge	NOUN
bracis-33643	27	18	.	.	PUNCT
bracis-33643	28	1	2.1	2.1	NUM
bracis-33643	28	2	openie	openie	NOUN
bracis-33643	28	3	definition	definition	NOUN
bracis-33643	28	4	let	let	VERB
bracis-33643	28	5	\	\	PROPN
bracis-33643	28	6	(	(	PUNCT
bracis-33643	28	7	x	x	SYM
bracis-33643	28	8	=	=	SYM
bracis-33643	28	9	\	\	PROPN
bracis-33643	28	10	{	{	PUNCT
bracis-33643	28	11	x_{1	x_{1	NOUN
bracis-33643	28	12	}	}	PUNCT
bracis-33643	28	13	,	,	PUNCT
bracis-33643	28	14	x_{2	x_{2	PROPN
bracis-33643	28	15	}	}	PUNCT
bracis-33643	28	16	,	,	PUNCT
bracis-33643	28	17	\cdots	\cdot	NOUN
bracis-33643	28	18	,	,	PUNCT
bracis-33643	28	19	x_{n	x_{n	PROPN
bracis-33643	28	20	}	}	PUNCT
bracis-33643	28	21	\	\	ADJ
bracis-33643	28	22	}	}	PUNCT
bracis-33643	28	23	\	\	NOUN
bracis-33643	28	24	)	)	PUNCT
bracis-33643	28	25	be	be	AUX
bracis-33643	28	26	a	a	DET
bracis-33643	28	27	sentence	sentence	NOUN
bracis-33643	28	28	composed	compose	VERB
bracis-33643	28	29	of	of	ADP
bracis-33643	28	30	tokens	token	NOUN
bracis-33643	28	31	\(x_i\	\(x_i\	NOUN
bracis-33643	28	32	)	)	PUNCT
bracis-33643	28	33	.	.	PUNCT
bracis-33643	29	1	an	an	DET
bracis-33643	29	2	openie	openie	NOUN
bracis-33643	29	3	triple	triple	ADJ
bracis-33643	29	4	extractor	extractor	NOUN
bracis-33643	29	5	is	be	AUX
bracis-33643	29	6	a	a	DET
bracis-33643	29	7	function	function	NOUN
bracis-33643	29	8	mapping	mapping	NOUN
bracis-33643	29	9	x	x	PUNCT
bracis-33643	29	10	to	to	ADP
bracis-33643	29	11	a	a	DET
bracis-33643	29	12	set	set	ADJ
bracis-33643	29	13	\	\	PROPN
bracis-33643	29	14	(	(	PUNCT
bracis-33643	29	15	y	y	NOUN
bracis-33643	29	16	=	=	SYM
bracis-33643	29	17	\	\	PROPN
bracis-33643	29	18	{	{	PUNCT
bracis-33643	29	19	y_{1	y_{1	NOUN
bracis-33643	29	20	}	}	PUNCT
bracis-33643	29	21	,	,	PUNCT
bracis-33643	29	22	y_{2	y_{2	PROPN
bracis-33643	29	23	}	}	PUNCT
bracis-33643	29	24	,	,	PUNCT
bracis-33643	29	25	\cdots	\cdot	NOUN
bracis-33643	29	26	,	,	PUNCT
bracis-33643	29	27	y_{j	y_{j	NOUN
bracis-33643	29	28	}	}	PUNCT
bracis-33643	29	29	\	\	ADJ
bracis-33643	29	30	}	}	PUNCT
bracis-33643	29	31	\	\	NOUN
bracis-33643	29	32	)	)	PUNCT
bracis-33643	29	33	,	,	PUNCT
bracis-33643	29	34	where	where	SCONJ
bracis-33643	29	35	each	each	DET
bracis-33643	29	36	element	element	NOUN
bracis-33643	29	37	is	be	AUX
bracis-33643	29	38	a	a	DET
bracis-33643	29	39	tuple	tuple	NOUN
bracis-33643	29	40	\(y_i	\(y_i	NOUN
bracis-33643	29	41	=	=	SYM
bracis-33643	29	42	\	\	ADJ
bracis-33643	29	43	{	{	PUNCT
bracis-33643	29	44	rel_i	rel_i	NOUN
bracis-33643	29	45	,	,	PUNCT
bracis-33643	29	46	arg1_i	arg1_i	NOUN
bracis-33643	29	47	,	,	PUNCT
bracis-33643	29	48	arg2_i\}\	arg2_i\}\	NOUN
bracis-33643	29	49	)	)	PUNCT
bracis-33643	29	50	that	that	PRON
bracis-33643	29	51	encapsulates	encapsulate	VERB
bracis-33643	29	52	the	the	DET
bracis-33643	29	53	information	information	NOUN
bracis-33643	29	54	conveyed	convey	VERB
bracis-33643	29	55	in	in	ADP
bracis-33643	29	56	sentence	sentence	NOUN
bracis-33643	29	57	x.	x.	NOUN
bracis-33643	30	1	we	we	PRON
bracis-33643	30	2	assume	assume	VERB
bracis-33643	30	3	that	that	SCONJ
bracis-33643	30	4	tuples	tuple	NOUN
bracis-33643	30	5	are	be	AUX
bracis-33643	30	6	always	always	ADV
bracis-33643	30	7	in	in	ADP
bracis-33643	30	8	the	the	DET
bracis-33643	30	9	format	format	NOUN
bracis-33643	30	10	\(y	\(y	X
bracis-33643	30	11	=	=	SYM
bracis-33643	30	12	(	(	PUNCT
bracis-33643	30	13	arg_{1	arg_{1	PROPN
bracis-33643	30	14	}	}	PUNCT
bracis-33643	30	15	,	,	PUNCT
bracis-33643	30	16	rel	rel	NOUN
bracis-33643	30	17	,	,	PUNCT
bracis-33643	30	18	arg_{2})\	arg_{2})\	PROPN
bracis-33643	30	19	)	)	PUNCT
bracis-33643	30	20	,	,	PUNCT
bracis-33643	30	21	with	with	ADP
bracis-33643	30	22	arg1	arg1	PROPN
bracis-33643	30	23	and	and	CCONJ
bracis-33643	30	24	arg2	arg2	PROPN
bracis-33643	30	25	being	be	AUX
bracis-33643	30	26	noun	noun	NOUN
bracis-33643	30	27	phrases	phrase	NOUN
bracis-33643	30	28	created	create	VERB
bracis-33643	30	29	from	from	ADP
bracis-33643	30	30	tokens	token	NOUN
bracis-33643	30	31	in	in	ADP
bracis-33643	30	32	x	x	NOUN
bracis-33643	30	33	,	,	PUNCT
bracis-33643	30	34	and	and	CCONJ
bracis-33643	30	35	rel	rel	NOUN
bracis-33643	30	36	representing	represent	VERB
bracis-33643	30	37	a	a	DET
bracis-33643	30	38	relation	relation	NOUN
bracis-33643	30	39	between	between	ADP
bracis-33643	30	40	\	\	PROPN
bracis-33643	30	41	(	(	PUNCT
bracis-33643	30	42	arg_{1	arg_{1	ADJ
bracis-33643	30	43	}	}	PUNCT
bracis-33643	30	44	\	\	NOUN
bracis-33643	30	45	)	)	PUNCT
bracis-33643	30	46	and	and	CCONJ
bracis-33643	30	47	\	\	PROPN
bracis-33643	30	48	(	(	PUNCT
bracis-33643	30	49	arg_{2	arg_{2	ADJ
bracis-33643	30	50	}	}	PUNCT
bracis-33643	30	51	\	\	NOUN
bracis-33643	30	52	)	)	PUNCT
bracis-33643	30	53	.	.	PUNCT
bracis-33643	31	1	as	as	SCONJ
bracis-33643	31	2	it	it	PRON
bracis-33643	31	3	is	be	AUX
bracis-33643	31	4	common	common	ADJ
bracis-33643	31	5	in	in	ADP
bracis-33643	31	6	the	the	DET
bracis-33643	31	7	area	area	NOUN
bracis-33643	31	8	,	,	PUNCT
bracis-33643	31	9	we	we	PRON
bracis-33643	31	10	do	do	AUX
bracis-33643	31	11	not	not	PART
bracis-33643	31	12	consider	consider	VERB
bracis-33643	31	13	extractions	extraction	NOUN
bracis-33643	31	14	consisting	consist	VERB
bracis-33643	31	15	of	of	ADP
bracis-33643	31	16	n	n	CCONJ
bracis-33643	31	17	-	-	PUNCT
bracis-33643	31	18	ary	ary	PROPN
bracis-33643	31	19	relations	relation	NOUN
bracis-33643	31	20	.	.	PUNCT
bracis-33643	32	1	2.2	2.2	NUM
bracis-33643	32	2	openie	openie	NOUN
bracis-33643	32	3	applications	application	NOUN
bracis-33643	32	4	openie	openie	PROPN
bracis-33643	32	5	has	have	AUX
bracis-33643	32	6	been	be	AUX
bracis-33643	32	7	used	use	VERB
bracis-33643	32	8	in	in	ADP
bracis-33643	32	9	a	a	DET
bracis-33643	32	10	pipeline	pipeline	NOUN
bracis-33643	32	11	to	to	PART
bracis-33643	32	12	serve	serve	VERB
bracis-33643	32	13	diverse	diverse	ADJ
bracis-33643	32	14	applications	application	NOUN
bracis-33643	32	15	but	but	CCONJ
bracis-33643	32	16	is	be	AUX
bracis-33643	32	17	not	not	PART
bracis-33643	32	18	limited	limit	VERB
bracis-33643	32	19	to	to	ADP
bracis-33643	32	20	them	they	PRON
bracis-33643	32	21	.	.	PUNCT
bracis-33643	33	1	knowledge	knowledge	NOUN
bracis-33643	33	2	graph	graph	NOUN
bracis-33643	33	3	:	:	PUNCT
bracis-33643	33	4	extracting	extract	VERB
bracis-33643	33	5	structured	structured	ADJ
bracis-33643	33	6	information	information	NOUN
bracis-33643	33	7	from	from	ADP
bracis-33643	33	8	text	text	NOUN
bracis-33643	33	9	,	,	PUNCT
bracis-33643	33	10	openie	openie	PROPN
bracis-33643	33	11	facilitates	facilitate	VERB
bracis-33643	33	12	the	the	DET
bracis-33643	33	13	automatic	automatic	ADJ
bracis-33643	33	14	creation	creation	NOUN
bracis-33643	33	15	of	of	ADP
bracis-33643	33	16	knowledge	knowledge	NOUN
bracis-33643	33	17	graphs	graph	NOUN
bracis-33643	33	18	,	,	PUNCT
bracis-33643	33	19	which	which	PRON
bracis-33643	33	20	are	be	AUX
bracis-33643	33	21	crucial	crucial	ADJ
bracis-33643	33	22	for	for	ADP
bracis-33643	33	23	semantic	semantic	ADJ
bracis-33643	33	24	search	search	NOUN
bracis-33643	33	25	,	,	PUNCT
bracis-33643	33	26	question	question	NOUN
bracis-33643	33	27	-	-	PUNCT
bracis-33643	33	28	answering	answer	VERB
bracis-33643	33	29	systems	system	NOUN
bracis-33643	33	30	,	,	PUNCT
bracis-33643	33	31	and	and	CCONJ
bracis-33643	33	32	decision	decision	NOUN
bracis-33643	33	33	support	support	NOUN
bracis-33643	33	34	systems	system	NOUN
bracis-33643	33	35	.	.	PUNCT
bracis-33643	34	1	text	text	NOUN
bracis-33643	34	2	summatization	summatization	NOUN
bracis-33643	34	3	:	:	PUNCT
bracis-33643	34	4	openie	openie	PROPN
bracis-33643	34	5	can	can	AUX
bracis-33643	34	6	help	help	AUX
bracis-33643	34	7	identify	identify	VERB
bracis-33643	34	8	key	key	ADJ
bracis-33643	34	9	facts	fact	NOUN
bracis-33643	34	10	and	and	CCONJ
bracis-33643	34	11	relationships	relationship	NOUN
bracis-33643	34	12	in	in	ADP
bracis-33643	34	13	a	a	DET
bracis-33643	34	14	text	text	NOUN
bracis-33643	34	15	,	,	PUNCT
bracis-33643	34	16	helping	help	VERB
bracis-33643	34	17	to	to	PART
bracis-33643	34	18	generate	generate	VERB
bracis-33643	34	19	concise	concise	ADJ
bracis-33643	34	20	summaries	summary	NOUN
bracis-33643	34	21	.	.	PUNCT
bracis-33643	35	1	querying	query	VERB
bracis-33643	35	2	answering	answering	NOUN
bracis-33643	35	3	:	:	PUNCT
bracis-33643	35	4	triples	triple	NOUN
bracis-33643	35	5	extracted	extract	VERB
bracis-33643	35	6	directly	directly	ADV
bracis-33643	35	7	from	from	ADP
bracis-33643	35	8	questions	question	NOUN
bracis-33643	35	9	in	in	ADP
bracis-33643	35	10	a	a	DET
bracis-33643	35	11	qa	qa	NOUN
bracis-33643	35	12	system	system	NOUN
bracis-33643	35	13	can	can	AUX
bracis-33643	35	14	provide	provide	VERB
bracis-33643	35	15	factual	factual	ADJ
bracis-33643	35	16	answers	answer	NOUN
bracis-33643	35	17	or	or	CCONJ
bracis-33643	35	18	help	help	VERB
bracis-33643	35	19	increase	increase	VERB
bracis-33643	35	20	implicit	implicit	ADJ
bracis-33643	35	21	knowledge	knowledge	NOUN
bracis-33643	35	22	inference	inference	NOUN
bracis-33643	35	23	extraction	extraction	NOUN
bracis-33643	35	24	.	.	PUNCT
bracis-33643	36	1	2.3	2.3	NUM
bracis-33643	36	2	openie	openie	NOUN
bracis-33643	36	3	challenges	challenge	NOUN
bracis-33643	36	4	despite	despite	SCONJ
bracis-33643	36	5	significant	significant	ADJ
bracis-33643	36	6	advances	advance	NOUN
bracis-33643	36	7	in	in	ADP
bracis-33643	36	8	open	open	ADJ
bracis-33643	36	9	information	information	NOUN
bracis-33643	36	10	extraction	extraction	NOUN
bracis-33643	36	11	(	(	PUNCT
bracis-33643	36	12	openie	openie	PROPN
bracis-33643	36	13	)	)	PUNCT
bracis-33643	36	14	,	,	PUNCT
bracis-33643	36	15	several	several	ADJ
bracis-33643	36	16	challenges	challenge	NOUN
bracis-33643	36	17	persist	persist	VERB
bracis-33643	36	18	that	that	PRON
bracis-33643	36	19	hinder	hinder	VERB
bracis-33643	36	20	its	its	PRON
bracis-33643	36	21	broader	broad	ADJ
bracis-33643	36	22	applicability	applicability	NOUN
bracis-33643	36	23	.	.	PUNCT
bracis-33643	37	1	extracting	extract	VERB
bracis-33643	37	2	relationships	relationship	NOUN
bracis-33643	37	3	involving	involve	VERB
bracis-33643	37	4	complex	complex	ADJ
bracis-33643	37	5	entities	entity	NOUN
bracis-33643	37	6	or	or	CCONJ
bracis-33643	37	7	those	those	PRON
bracis-33643	37	8	expressed	express	VERB
bracis-33643	37	9	through	through	ADP
bracis-33643	37	10	intricate	intricate	ADJ
bracis-33643	37	11	linguistic	linguistic	ADJ
bracis-33643	37	12	constructions	construction	NOUN
bracis-33643	37	13	remains	remain	VERB
bracis-33643	37	14	challenging	challenge	VERB
bracis-33643	37	15	.	.	PUNCT
bracis-33643	38	1	furthermore	furthermore	ADV
bracis-33643	38	2	,	,	PUNCT
bracis-33643	38	3	while	while	SCONJ
bracis-33643	38	4	openie	openie	NOUN
bracis-33643	38	5	strives	strive	VERB
bracis-33643	38	6	to	to	PART
bracis-33643	38	7	be	be	AUX
bracis-33643	38	8	domain	domain	NOUN
bracis-33643	38	9	-	-	PUNCT
bracis-33643	38	10	agnostic	agnostic	ADJ
bracis-33643	38	11	,	,	PUNCT
bracis-33643	38	12	its	its	PRON
bracis-33643	38	13	performance	performance	NOUN
bracis-33643	38	14	can	can	AUX
bracis-33643	38	15	still	still	ADV
bracis-33643	38	16	vary	vary	VERB
bracis-33643	38	17	greatly	greatly	ADV
bracis-33643	38	18	across	across	ADP
bracis-33643	38	19	different	different	ADJ
bracis-33643	38	20	text	text	NOUN
bracis-33643	38	21	genres	genre	NOUN
bracis-33643	38	22	and	and	CCONJ
bracis-33643	38	23	domains	domain	NOUN
bracis-33643	38	24	such	such	ADJ
bracis-33643	38	25	as	as	ADP
bracis-33643	38	26	legal	legal	ADJ
bracis-33643	38	27	and	and	CCONJ
bracis-33643	38	28	health	health	NOUN
bracis-33643	38	29	,	,	PUNCT
bracis-33643	38	30	necessitating	necessitate	VERB
bracis-33643	38	31	ongoing	ongoing	ADJ
bracis-33643	38	32	efforts	effort	NOUN
bracis-33643	38	33	in	in	ADP
bracis-33643	38	34	domain	domain	NOUN
bracis-33643	38	35	adaptation	adaptation	NOUN
bracis-33643	38	36	.	.	PUNCT
bracis-33643	39	1	as	as	SCONJ
bracis-33643	39	2	real	real	ADJ
bracis-33643	39	3	-	-	PUNCT
bracis-33643	39	4	time	time	NOUN
bracis-33643	39	5	information	information	NOUN
bracis-33643	39	6	extraction	extraction	NOUN
bracis-33643	39	7	becomes	become	VERB
bracis-33643	39	8	more	more	ADV
bracis-33643	39	9	prevalent	prevalent	ADJ
bracis-33643	39	10	,	,	PUNCT
bracis-33643	39	11	enhancing	enhance	VERB
bracis-33643	39	12	the	the	DET
bracis-33643	39	13	scalability	scalability	NOUN
bracis-33643	39	14	and	and	CCONJ
bracis-33643	39	15	computational	computational	ADJ
bracis-33643	39	16	efficiency	efficiency	NOUN
bracis-33643	39	17	of	of	ADP
bracis-33643	39	18	openie	openie	NOUN
bracis-33643	39	19	systems	system	NOUN
bracis-33643	39	20	is	be	AUX
bracis-33643	39	21	critical	critical	ADJ
bracis-33643	39	22	.	.	PUNCT
bracis-33643	40	1	additionally	additionally	ADV
bracis-33643	40	2	,	,	PUNCT
bracis-33643	40	3	the	the	DET
bracis-33643	40	4	presence	presence	NOUN
bracis-33643	40	5	of	of	ADP
bracis-33643	40	6	semantic	semantic	ADJ
bracis-33643	40	7	ambiguities	ambiguity	NOUN
bracis-33643	40	8	and	and	CCONJ
bracis-33643	40	9	contextual	contextual	ADJ
bracis-33643	40	10	dependencies	dependency	NOUN
bracis-33643	40	11	in	in	ADP
bracis-33643	40	12	texts	text	NOUN
bracis-33643	40	13	poses	pose	VERB
bracis-33643	40	14	substantial	substantial	ADJ
bracis-33643	40	15	challenges	challenge	NOUN
bracis-33643	40	16	to	to	ADP
bracis-33643	40	17	extraction	extraction	NOUN
bracis-33643	40	18	accuracy	accuracy	NOUN
bracis-33643	40	19	,	,	PUNCT
bracis-33643	40	20	emphasizing	emphasize	VERB
bracis-33643	40	21	the	the	DET
bracis-33643	40	22	need	need	NOUN
bracis-33643	40	23	for	for	ADP
bracis-33643	40	24	continued	continued	ADJ
bracis-33643	40	25	research	research	NOUN
bracis-33643	40	26	in	in	ADP
bracis-33643	40	27	this	this	DET
bracis-33643	40	28	area	area	NOUN
bracis-33643	40	29	.	.	PUNCT
bracis-33643	41	1	openie	openie	PROPN
bracis-33643	41	2	continues	continue	VERB
bracis-33643	41	3	to	to	PART
bracis-33643	41	4	be	be	AUX
bracis-33643	41	5	a	a	DET
bracis-33643	41	6	vibrant	vibrant	ADJ
bracis-33643	41	7	field	field	NOUN
bracis-33643	41	8	of	of	ADP
bracis-33643	41	9	research	research	NOUN
bracis-33643	41	10	with	with	ADP
bracis-33643	41	11	considerable	considerable	ADJ
bracis-33643	41	12	potential	potential	NOUN
bracis-33643	41	13	to	to	PART
bracis-33643	41	14	impact	impact	VERB
bracis-33643	41	15	a	a	DET
bracis-33643	41	16	wide	wide	ADJ
bracis-33643	41	17	range	range	NOUN
bracis-33643	41	18	of	of	ADP
bracis-33643	41	19	applications	application	NOUN
bracis-33643	41	20	,	,	PUNCT
bracis-33643	41	21	and	and	CCONJ
bracis-33643	41	22	advancements	advancement	NOUN
bracis-33643	41	23	in	in	ADP
bracis-33643	41	24	machine	machine	NOUN
bracis-33643	41	25	learning	learning	NOUN
bracis-33643	41	26	—	—	PUNCT
bracis-33643	41	27	especially	especially	ADV
bracis-33643	41	28	in	in	ADP
bracis-33643	41	29	deep	deep	ADJ
bracis-33643	41	30	and	and	CCONJ
bracis-33643	41	31	unsupervised	unsupervised	ADJ
bracis-33643	41	32	learning	learning	NOUN
bracis-33643	41	33	—	—	PUNCT
bracis-33643	41	34	are	be	AUX
bracis-33643	41	35	expected	expect	VERB
bracis-33643	41	36	to	to	PART
bracis-33643	41	37	drive	drive	VERB
bracis-33643	41	38	further	further	ADJ
bracis-33643	41	39	improvements	improvement	NOUN
bracis-33643	41	40	.	.	PUNCT
bracis-33643	42	1	3	3	NUM
bracis-33643	42	2	related	relate	VERB
bracis-33643	42	3	work	work	NOUN
bracis-33643	42	4	open	open	ADJ
bracis-33643	42	5	information	information	NOUN
bracis-33643	42	6	extraction	extraction	NOUN
bracis-33643	42	7	(	(	PUNCT
bracis-33643	42	8	openie	openie	PROPN
bracis-33643	42	9	)	)	PUNCT
bracis-33643	42	10	has	have	AUX
bracis-33643	42	11	evolved	evolve	VERB
bracis-33643	42	12	significantly	significantly	ADV
bracis-33643	42	13	since	since	SCONJ
bracis-33643	42	14	its	its	PRON
bracis-33643	42	15	inception	inception	NOUN
bracis-33643	42	16	,	,	PUNCT
bracis-33643	42	17	transitioning	transition	VERB
bracis-33643	42	18	from	from	ADP
bracis-33643	42	19	rule	rule	NOUN
bracis-33643	42	20	-	-	PUNCT
bracis-33643	42	21	based	base	VERB
bracis-33643	42	22	approaches	approach	NOUN
bracis-33643	42	23	to	to	ADP
bracis-33643	42	24	sophisticated	sophisticated	ADJ
bracis-33643	42	25	machine	machine	NOUN
bracis-33643	42	26	learning	learn	VERB
bracis-33643	42	27	techniques	technique	NOUN
bracis-33643	42	28	.	.	PUNCT
bracis-33643	43	1	this	this	DET
bracis-33643	43	2	section	section	NOUN
bracis-33643	43	3	explores	explore	VERB
bracis-33643	43	4	the	the	DET
bracis-33643	43	5	progression	progression	NOUN
bracis-33643	43	6	of	of	ADP
bracis-33643	43	7	openie	openie	PROPN
bracis-33643	43	8	systems	system	NOUN
bracis-33643	43	9	,	,	PUNCT
bracis-33643	43	10	with	with	ADP
bracis-33643	43	11	a	a	DET
bracis-33643	43	12	particular	particular	ADJ
bracis-33643	43	13	focus	focus	NOUN
bracis-33643	43	14	on	on	ADP
bracis-33643	43	15	recent	recent	ADJ
bracis-33643	43	16	advancements	advancement	NOUN
bracis-33643	43	17	in	in	ADP
bracis-33643	43	18	large	large	ADJ
bracis-33643	43	19	language	language	NOUN
bracis-33643	43	20	models	model	NOUN
bracis-33643	43	21	(	(	PUNCT
bracis-33643	43	22	llms	llm	NOUN
bracis-33643	43	23	)	)	PUNCT
bracis-33643	43	24	and	and	CCONJ
bracis-33643	43	25	their	their	PRON
bracis-33643	43	26	application	application	NOUN
bracis-33643	43	27	to	to	ADP
bracis-33643	43	28	multilingual	multilingual	ADJ
bracis-33643	43	29	scenarios	scenario	NOUN
bracis-33643	43	30	,	,	PUNCT
bracis-33643	43	31	especially	especially	ADV
bracis-33643	43	32	portuguese	portuguese	ADJ
bracis-33643	43	33	.	.	PUNCT
bracis-33643	44	1	early	early	ADJ
bracis-33643	44	2	openie	openie	PROPN
bracis-33643	44	3	systems	system	NOUN
bracis-33643	44	4	relied	rely	VERB
bracis-33643	44	5	heavily	heavily	ADV
bracis-33643	44	6	on	on	ADP
bracis-33643	44	7	syntactic	syntactic	ADJ
bracis-33643	44	8	parsing	parsing	NOUN
bracis-33643	44	9	and	and	CCONJ
bracis-33643	44	10	hand	hand	NOUN
bracis-33643	44	11	-	-	PUNCT
bracis-33643	44	12	crafted	craft	VERB
bracis-33643	44	13	rules	rule	NOUN
bracis-33643	44	14	.	.	PUNCT
bracis-33643	45	1	openie	openie	PROPN
bracis-33643	45	2	was	be	AUX
bracis-33643	45	3	introduced	introduce	VERB
bracis-33643	45	4	by	by	ADP
bracis-33643	45	5	banko	banko	PROPN
bracis-33643	45	6	et	et	PROPN
bracis-33643	45	7	al	al	PROPN
bracis-33643	45	8	.	.	PUNCT
bracis-33643	46	1	[	[	X
bracis-33643	46	2	2	2	NUM
bracis-33643	46	3	]	]	PUNCT
bracis-33643	46	4	,	,	PUNCT
bracis-33643	46	5	which	which	PRON
bracis-33643	46	6	focused	focus	VERB
bracis-33643	46	7	on	on	ADP
bracis-33643	46	8	symbolic	symbolic	ADJ
bracis-33643	46	9	approaches	approach	NOUN
bracis-33643	46	10	based	base	VERB
bracis-33643	46	11	on	on	ADP
bracis-33643	46	12	predefined	predefine	VERB
bracis-33643	46	13	rules	rule	NOUN
bracis-33643	46	14	to	to	PART
bracis-33643	46	15	describe	describe	VERB
bracis-33643	46	16	each	each	DET
bracis-33643	46	17	noun	noun	NOUN
bracis-33643	46	18	and	and	CCONJ
bracis-33643	46	19	verbal	verbal	ADJ
bracis-33643	46	20	phrase	phrase	NOUN
bracis-33643	46	21	presented	present	VERB
bracis-33643	46	22	in	in	ADP
bracis-33643	46	23	the	the	DET
bracis-33643	46	24	sentence	sentence	NOUN
bracis-33643	46	25	.	.	PUNCT
bracis-33643	46	26	motivated	motivate	VERB
bracis-33643	46	27	by	by	ADP
bracis-33643	46	28	the	the	DET
bracis-33643	46	29	distant	distant	ADJ
bracis-33643	46	30	relation	relation	NOUN
bracis-33643	46	31	between	between	ADP
bracis-33643	46	32	the	the	DET
bracis-33643	46	33	noun	noun	NOUN
bracis-33643	46	34	phrase	phrase	NOUN
bracis-33643	46	35	and	and	CCONJ
bracis-33643	46	36	its	its	PRON
bracis-33643	46	37	core	core	NOUN
bracis-33643	46	38	,	,	PUNCT
bracis-33643	46	39	the	the	DET
bracis-33643	46	40	dependency	dependency	NOUN
bracis-33643	46	41	tree	tree	NOUN
bracis-33643	46	42	approach	approach	NOUN
bracis-33643	46	43	has	have	AUX
bracis-33643	46	44	emerged	emerge	VERB
bracis-33643	46	45	as	as	ADP
bracis-33643	46	46	a	a	DET
bracis-33643	46	47	promising	promising	ADJ
bracis-33643	46	48	developed	develop	VERB
bracis-33643	46	49	system	system	NOUN
bracis-33643	46	50	as	as	SCONJ
bracis-33643	46	51	presented	present	VERB
bracis-33643	46	52	by	by	ADP
bracis-33643	46	53	del	del	PROPN
bracis-33643	46	54	corro	corro	PROPN
bracis-33643	46	55	et	et	PROPN
bracis-33643	46	56	al	al	PROPN
bracis-33643	46	57	.	.	PUNCT
bracis-33643	47	1	[	[	X
bracis-33643	47	2	8	8	NUM
bracis-33643	47	3	]	]	PUNCT
bracis-33643	47	4	.	.	PUNCT
bracis-33643	48	1	these	these	DET
bracis-33643	48	2	systems	system	NOUN
bracis-33643	48	3	use	use	VERB
bracis-33643	48	4	predefined	predefine	VERB
bracis-33643	48	5	linguistic	linguistic	ADJ
bracis-33643	48	6	patterns	pattern	NOUN
bracis-33643	48	7	to	to	PART
bracis-33643	48	8	extract	extract	VERB
bracis-33643	48	9	information	information	NOUN
bracis-33643	48	10	.	.	PUNCT
bracis-33643	49	1	although	although	SCONJ
bracis-33643	49	2	they	they	PRON
bracis-33643	49	3	are	be	AUX
bracis-33643	49	4	transparent	transparent	ADJ
bracis-33643	49	5	and	and	CCONJ
bracis-33643	49	6	easy	easy	ADJ
bracis-33643	49	7	to	to	PART
bracis-33643	49	8	debug	debug	VERB
bracis-33643	49	9	,	,	PUNCT
bracis-33643	49	10	their	their	PRON
bracis-33643	49	11	effectiveness	effectiveness	NOUN
bracis-33643	49	12	is	be	AUX
bracis-33643	49	13	limited	limit	VERB
bracis-33643	49	14	by	by	ADP
bracis-33643	49	15	the	the	DET
bracis-33643	49	16	coverage	coverage	NOUN
bracis-33643	49	17	and	and	CCONJ
bracis-33643	49	18	complexity	complexity	NOUN
bracis-33643	49	19	of	of	ADP
bracis-33643	49	20	the	the	DET
bracis-33643	49	21	rules	rule	NOUN
bracis-33643	49	22	.	.	PUNCT
bracis-33643	50	1	however	however	ADV
bracis-33643	50	2	,	,	PUNCT
bracis-33643	50	3	the	the	DET
bracis-33643	50	4	field	field	NOUN
bracis-33643	50	5	has	have	AUX
bracis-33643	50	6	since	since	SCONJ
bracis-33643	50	7	shifted	shift	VERB
bracis-33643	50	8	towards	towards	ADP
bracis-33643	50	9	machine	machine	NOUN
bracis-33643	50	10	learning	learning	NOUN
bracis-33643	50	11	approaches	approach	NOUN
bracis-33643	50	12	,	,	PUNCT
bracis-33643	50	13	which	which	PRON
bracis-33643	50	14	have	have	AUX
bracis-33643	50	15	demonstrated	demonstrate	VERB
bracis-33643	50	16	superior	superior	ADJ
bracis-33643	50	17	performance	performance	NOUN
bracis-33643	50	18	and	and	CCONJ
bracis-33643	50	19	adaptability	adaptability	NOUN
bracis-33643	50	20	[	[	X
bracis-33643	50	21	7	7	NUM
bracis-33643	50	22	,	,	PUNCT
bracis-33643	50	23	30	30	NUM
bracis-33643	50	24	,	,	PUNCT
bracis-33643	50	25	32	32	NUM
bracis-33643	50	26	,	,	PUNCT
bracis-33643	50	27	38	38	NUM
bracis-33643	50	28	]	]	PUNCT
bracis-33643	50	29	.	.	PUNCT
bracis-33643	51	1	zhou	zhou	PROPN
bracis-33643	51	2	and	and	CCONJ
bracis-33643	51	3	colleagues	colleague	NOUN
bracis-33643	52	1	[	[	X
bracis-33643	52	2	39	39	NUM
bracis-33643	52	3	]	]	PUNCT
bracis-33643	52	4	categorized	categorize	VERB
bracis-33643	52	5	modern	modern	ADJ
bracis-33643	52	6	openie	openie	NOUN
bracis-33643	52	7	systems	system	NOUN
bracis-33643	52	8	into	into	ADP
bracis-33643	52	9	two	two	NUM
bracis-33643	52	10	main	main	ADJ
bracis-33643	52	11	types	type	NOUN
bracis-33643	52	12	:	:	PUNCT
bracis-33643	52	13	sequence	sequence	NOUN
bracis-33643	52	14	tagging	tagging	NOUN
bracis-33643	52	15	models	model	NOUN
bracis-33643	52	16	and	and	CCONJ
bracis-33643	52	17	generative	generative	ADJ
bracis-33643	52	18	models	model	NOUN
bracis-33643	52	19	.	.	PUNCT
bracis-33643	53	1	sequence	sequence	NOUN
bracis-33643	53	2	tagging	tagging	NOUN
bracis-33643	53	3	models	model	NOUN
bracis-33643	53	4	frame	frame	VERB
bracis-33643	53	5	openie	openie	NOUN
bracis-33643	53	6	as	as	ADP
bracis-33643	53	7	a	a	DET
bracis-33643	53	8	token	token	ADJ
bracis-33643	53	9	labeling	labeling	NOUN
bracis-33643	53	10	task	task	NOUN
bracis-33643	53	11	,	,	PUNCT
bracis-33643	53	12	assigning	assign	VERB
bracis-33643	53	13	tags	tag	NOUN
bracis-33643	53	14	to	to	PART
bracis-33643	53	15	indicate	indicate	VERB
bracis-33643	53	16	the	the	DET
bracis-33643	53	17	role	role	NOUN
bracis-33643	53	18	of	of	ADP
bracis-33643	53	19	each	each	DET
bracis-33643	53	20	word	word	NOUN
bracis-33643	53	21	in	in	ADP
bracis-33643	53	22	a	a	DET
bracis-33643	53	23	sentence	sentence	NOUN
bracis-33643	53	24	(	(	PUNCT
bracis-33643	53	25	e.g.	e.g.	ADV
bracis-33643	53	26	,	,	PUNCT
bracis-33643	53	27	argument	argument	NOUN
bracis-33643	53	28	,	,	PUNCT
bracis-33643	53	29	predicate	predicate	NOUN
bracis-33643	53	30	)	)	PUNCT
bracis-33643	54	1	[	[	X
bracis-33643	54	2	39	39	NUM
bracis-33643	54	3	]	]	PUNCT
bracis-33643	54	4	.	.	PUNCT
bracis-33643	55	1	these	these	DET
bracis-33643	55	2	models	model	NOUN
bracis-33643	55	3	typically	typically	ADV
bracis-33643	55	4	incorporate	incorporate	VERB
bracis-33643	55	5	token	token	ADJ
bracis-33643	55	6	embedding	embed	VERB
bracis-33643	55	7	,	,	PUNCT
bracis-33643	55	8	contextual	contextual	ADJ
bracis-33643	55	9	encoders	encoder	NOUN
bracis-33643	55	10	(	(	PUNCT
bracis-33643	55	11	such	such	ADJ
bracis-33643	55	12	as	as	ADP
bracis-33643	55	13	bert	bert	NOUN
bracis-33643	55	14	[	[	X
bracis-33643	55	15	9	9	NUM
bracis-33643	55	16	]	]	NUM
bracis-33643	55	17	)	)	PUNCT
bracis-33643	55	18	,	,	PUNCT
bracis-33643	55	19	and	and	CCONJ
bracis-33643	55	20	label	label	NOUN
bracis-33643	55	21	decoders	decoder	NOUN
bracis-33643	55	22	(	(	PUNCT
bracis-33643	55	23	often	often	ADV
bracis-33643	55	24	using	use	VERB
bracis-33643	55	25	conditional	conditional	ADJ
bracis-33643	55	26	random	random	ADJ
bracis-33643	55	27	fields	field	NOUN
bracis-33643	55	28	[	[	X
bracis-33643	55	29	20	20	NUM
bracis-33643	55	30	]	]	NUM
bracis-33643	55	31	)	)	PUNCT
bracis-33643	55	32	.	.	PUNCT
bracis-33643	56	1	notable	notable	ADJ
bracis-33643	56	2	works	work	NOUN
bracis-33643	56	3	in	in	ADP
bracis-33643	56	4	this	this	DET
bracis-33643	56	5	category	category	NOUN
bracis-33643	56	6	include	include	VERB
bracis-33643	56	7	stanovsky	stanovsky	PROPN
bracis-33643	56	8	et	et	PROPN
bracis-33643	56	9	al	al	PROPN
bracis-33643	56	10	.	.	PUNCT
bracis-33643	57	1	[	[	X
bracis-33643	57	2	30	30	NUM
bracis-33643	57	3	]	]	PUNCT
bracis-33643	57	4	,	,	PUNCT
bracis-33643	57	5	who	who	PRON
bracis-33643	57	6	introduced	introduce	VERB
bracis-33643	57	7	a	a	DET
bracis-33643	57	8	recurrent	recurrent	ADJ
bracis-33643	57	9	neural	neural	ADJ
bracis-33643	57	10	network	network	NOUN
bracis-33643	57	11	(	(	PUNCT
bracis-33643	57	12	rnn	rnn	PROPN
bracis-33643	57	13	)	)	PUNCT
bracis-33643	57	14	architecture	architecture	NOUN
bracis-33643	57	15	for	for	ADP
bracis-33643	57	16	english	english	PROPN
bracis-33643	57	17	openie	openie	PROPN
bracis-33643	57	18	.	.	PUNCT
bracis-33643	58	1	the	the	DET
bracis-33643	58	2	lack	lack	NOUN
bracis-33643	58	3	of	of	ADP
bracis-33643	58	4	corpora	corpora	PROPN
bracis-33643	58	5	has	have	AUX
bracis-33643	58	6	created	create	VERB
bracis-33643	58	7	a	a	DET
bracis-33643	58	8	new	new	ADJ
bracis-33643	58	9	wave	wave	NOUN
bracis-33643	58	10	to	to	PART
bracis-33643	58	11	evolve	evolve	VERB
bracis-33643	58	12	resources	resource	NOUN
bracis-33643	58	13	,	,	PUNCT
bracis-33643	58	14	particularly	particularly	ADV
bracis-33643	58	15	those	those	PRON
bracis-33643	58	16	with	with	ADP
bracis-33643	58	17	the	the	DET
bracis-33643	58	18	corpora	corpora	NOUN
bracis-33643	58	19	for	for	ADP
bracis-33643	58	20	languages	language	NOUN
bracis-33643	58	21	other	other	ADJ
bracis-33643	58	22	than	than	ADP
bracis-33643	58	23	english	english	PROPN
bracis-33643	58	24	[	[	X
bracis-33643	58	25	30	30	NUM
bracis-33643	58	26	]	]	PUNCT
bracis-33643	58	27	.	.	PUNCT
bracis-33643	59	1	as	as	SCONJ
bracis-33643	59	2	language	language	NOUN
bracis-33643	59	3	models	model	NOUN
bracis-33643	59	4	have	have	AUX
bracis-33643	59	5	seen	see	VERB
bracis-33643	59	6	significant	significant	ADJ
bracis-33643	59	7	usage	usage	NOUN
bracis-33643	59	8	employing	employ	VERB
bracis-33643	59	9	neural	neural	ADJ
bracis-33643	59	10	networks	network	NOUN
bracis-33643	59	11	,	,	PUNCT
bracis-33643	59	12	openie	openie	NOUN
bracis-33643	59	13	evolved	evolve	VERB
bracis-33643	59	14	in	in	ADP
bracis-33643	59	15	describing	describe	VERB
bracis-33643	59	16	the	the	DET
bracis-33643	59	17	task	task	NOUN
bracis-33643	59	18	and	and	CCONJ
bracis-33643	59	19	generating	generating	NOUN
bracis-33643	59	20	triples	triple	NOUN
bracis-33643	59	21	as	as	ADP
bracis-33643	59	22	prompting	prompt	VERB
bracis-33643	59	23	,	,	PUNCT
bracis-33643	59	24	particularly	particularly	ADV
bracis-33643	59	25	with	with	ADP
bracis-33643	59	26	english	english	ADJ
bracis-33643	59	27	languages	language	NOUN
bracis-33643	59	28	.	.	PUNCT
bracis-33643	60	1	such	such	ADJ
bracis-33643	60	2	systems	system	NOUN
bracis-33643	60	3	can	can	AUX
bracis-33643	60	4	generalize	generalize	VERB
bracis-33643	60	5	from	from	ADP
bracis-33643	60	6	training	train	VERB
bracis-33643	60	7	data	datum	NOUN
bracis-33643	60	8	to	to	PART
bracis-33643	60	9	extract	extract	VERB
bracis-33643	60	10	triples	triple	NOUN
bracis-33643	60	11	from	from	ADP
bracis-33643	60	12	new	new	ADJ
bracis-33643	60	13	texts	text	NOUN
bracis-33643	60	14	.	.	PUNCT
bracis-33643	61	1	recent	recent	ADJ
bracis-33643	61	2	approaches	approach	NOUN
bracis-33643	61	3	have	have	AUX
bracis-33643	61	4	increasingly	increasingly	ADV
bracis-33643	61	5	employed	employ	VERB
bracis-33643	61	6	neural	neural	ADJ
bracis-33643	61	7	networks	network	NOUN
bracis-33643	61	8	,	,	PUNCT
bracis-33643	61	9	particularly	particularly	ADV
bracis-33643	61	10	transformer	transformer	NOUN
bracis-33643	61	11	models	model	NOUN
bracis-33643	61	12	,	,	PUNCT
bracis-33643	61	13	which	which	PRON
bracis-33643	61	14	have	have	AUX
bracis-33643	61	15	significantly	significantly	ADV
bracis-33643	61	16	improved	improve	VERB
bracis-33643	61	17	the	the	DET
bracis-33643	61	18	performance	performance	NOUN
bracis-33643	61	19	of	of	ADP
bracis-33643	61	20	openie	openie	NOUN
bracis-33643	61	21	systems	system	NOUN
bracis-33643	61	22	by	by	ADP
bracis-33643	61	23	capturing	capture	VERB
bracis-33643	61	24	contextual	contextual	ADJ
bracis-33643	61	25	and	and	CCONJ
bracis-33643	61	26	semantic	semantic	ADJ
bracis-33643	61	27	nuances	nuance	NOUN
bracis-33643	61	28	more	more	ADV
bracis-33643	61	29	effectively	effectively	ADV
bracis-33643	61	30	.	.	PUNCT
bracis-33643	62	1	generative	generative	ADJ
bracis-33643	62	2	approaches	approach	NOUN
bracis-33643	62	3	,	,	PUNCT
bracis-33643	62	4	on	on	ADP
bracis-33643	62	5	the	the	DET
bracis-33643	62	6	other	other	ADJ
bracis-33643	62	7	hand	hand	NOUN
bracis-33643	62	8	,	,	PUNCT
bracis-33643	62	9	model	model	NOUN
bracis-33643	62	10	openie	openie	PROPN
bracis-33643	62	11	as	as	ADP
bracis-33643	62	12	a	a	DET
bracis-33643	62	13	sequence	sequence	NOUN
bracis-33643	62	14	generation	generation	NOUN
bracis-33643	62	15	problem	problem	NOUN
bracis-33643	63	1	[	[	X
bracis-33643	63	2	7	7	NUM
bracis-33643	63	3	]	]	PUNCT
bracis-33643	63	4	.	.	PUNCT
bracis-33643	64	1	these	these	DET
bracis-33643	64	2	models	model	NOUN
bracis-33643	64	3	often	often	ADV
bracis-33643	64	4	employ	employ	VERB
bracis-33643	64	5	encoder	encoder	NOUN
bracis-33643	64	6	-	-	PUNCT
bracis-33643	64	7	decoder	decoder	NOUN
bracis-33643	64	8	architectures	architecture	NOUN
bracis-33643	64	9	to	to	PART
bracis-33643	64	10	produce	produce	VERB
bracis-33643	64	11	a	a	DET
bracis-33643	64	12	sequence	sequence	NOUN
bracis-33643	64	13	of	of	ADP
bracis-33643	64	14	extractions	extraction	NOUN
bracis-33643	64	15	.	.	PUNCT
bracis-33643	65	1	recent	recent	ADJ
bracis-33643	65	2	studies	study	NOUN
bracis-33643	65	3	have	have	AUX
bracis-33643	65	4	integrated	integrate	VERB
bracis-33643	65	5	bert	bert	NOUN
bracis-33643	65	6	embeddings	embedding	NOUN
bracis-33643	65	7	into	into	ADP
bracis-33643	65	8	generative	generative	ADJ
bracis-33643	65	9	models	model	NOUN
bracis-33643	65	10	,	,	PUNCT
bracis-33643	65	11	as	as	SCONJ
bracis-33643	65	12	seen	see	VERB
bracis-33643	65	13	in	in	ADP
bracis-33643	65	14	openie6	openie6	NOUN
bracis-33643	65	15	and	and	CCONJ
bracis-33643	65	16	imojie	imojie	VERB
bracis-33643	65	17	[	[	X
bracis-33643	65	18	17	17	NUM
bracis-33643	65	19	,	,	PUNCT
bracis-33643	65	20	18	18	NUM
bracis-33643	65	21	]	]	PUNCT
bracis-33643	65	22	,	,	PUNCT
bracis-33643	65	23	which	which	PRON
bracis-33643	65	24	address	address	VERB
bracis-33643	65	25	the	the	DET
bracis-33643	65	26	issue	issue	NOUN
bracis-33643	65	27	of	of	ADP
bracis-33643	65	28	redundant	redundant	ADJ
bracis-33643	65	29	extractions	extraction	NOUN
bracis-33643	65	30	in	in	ADP
bracis-33643	65	31	generative	generative	ADJ
bracis-33643	65	32	openie	openie	PROPN
bracis-33643	65	33	models	model	NOUN
bracis-33643	65	34	.	.	PUNCT
bracis-33643	66	1	while	while	SCONJ
bracis-33643	66	2	most	most	ADJ
bracis-33643	66	3	openie	openie	PROPN
bracis-33643	66	4	research	research	PROPN
bracis-33643	66	5	has	have	AUX
bracis-33643	66	6	focused	focus	VERB
bracis-33643	66	7	on	on	ADP
bracis-33643	66	8	english	english	PROPN
bracis-33643	66	9	,	,	PUNCT
bracis-33643	66	10	there	there	PRON
bracis-33643	66	11	has	have	AUX
bracis-33643	66	12	been	be	AUX
bracis-33643	66	13	growing	grow	VERB
bracis-33643	66	14	interest	interest	NOUN
bracis-33643	66	15	in	in	ADP
bracis-33643	66	16	developing	develop	VERB
bracis-33643	66	17	multilingual	multilingual	ADJ
bracis-33643	66	18	and	and	CCONJ
bracis-33643	66	19	cross	cross	ADJ
bracis-33643	66	20	-	-	ADJ
bracis-33643	66	21	lingual	lingual	ADJ
bracis-33643	66	22	systems	system	NOUN
bracis-33643	66	23	.	.	PUNCT
bracis-33643	67	1	zhang	zhang	PROPN
bracis-33643	67	2	and	and	CCONJ
bracis-33643	67	3	colleagues	colleague	NOUN
bracis-33643	67	4	[	[	X
bracis-33643	67	5	38	38	NUM
bracis-33643	67	6	]	]	PUNCT
bracis-33643	67	7	proposed	propose	VERB
bracis-33643	67	8	a	a	DET
bracis-33643	67	9	semi	semi	ADJ
bracis-33643	67	10	-	-	ADJ
bracis-33643	67	11	supervised	supervised	ADJ
bracis-33643	67	12	cross	cross	ADJ
bracis-33643	67	13	-	-	ADJ
bracis-33643	67	14	lingual	lingual	ADJ
bracis-33643	67	15	approach	approach	NOUN
bracis-33643	67	16	,	,	PUNCT
bracis-33643	67	17	while	while	SCONJ
bracis-33643	67	18	multi2oie	multi2oie	NUM
bracis-33643	67	19	[	[	X
bracis-33643	67	20	27	27	NUM
bracis-33643	67	21	]	]	PUNCT
bracis-33643	67	22	utilized	utilize	VERB
bracis-33643	67	23	m	m	NOUN
bracis-33643	67	24	-	-	NOUN
bracis-33643	67	25	bert	bert	ADJ
bracis-33643	67	26	for	for	ADP
bracis-33643	67	27	embedding	embed	VERB
bracis-33643	67	28	and	and	CCONJ
bracis-33643	67	29	predicate	predicate	NOUN
bracis-33643	67	30	extraction	extraction	NOUN
bracis-33643	67	31	across	across	ADP
bracis-33643	67	32	multiple	multiple	ADJ
bracis-33643	67	33	languages	language	NOUN
bracis-33643	67	34	,	,	PUNCT
bracis-33643	67	35	including	include	VERB
bracis-33643	67	36	portuguese	portuguese	NOUN
bracis-33643	67	37	and	and	CCONJ
bracis-33643	67	38	spanish	spanish	ADJ
bracis-33643	67	39	.	.	PUNCT
bracis-33643	68	1	for	for	ADP
bracis-33643	68	2	portuguese	portuguese	PROPN
bracis-33643	68	3	specifically	specifically	ADV
bracis-33643	68	4	,	,	PUNCT
bracis-33643	68	5	openie	openie	PROPN
bracis-33643	68	6	systems	system	NOUN
bracis-33643	68	7	have	have	AUX
bracis-33643	68	8	progressed	progress	VERB
bracis-33643	68	9	from	from	ADP
bracis-33643	68	10	rule	rule	NOUN
bracis-33643	68	11	-	-	PUNCT
bracis-33643	68	12	based	base	VERB
bracis-33643	68	13	dependency	dependency	NOUN
bracis-33643	68	14	analysis	analysis	NOUN
bracis-33643	68	15	[	[	X
bracis-33643	68	16	23	23	NUM
bracis-33643	68	17	]	]	PUNCT
bracis-33643	68	18	and	and	CCONJ
bracis-33643	68	19	linguistically	linguistically	ADV
bracis-33643	68	20	-	-	PUNCT
bracis-33643	68	21	oriented	orient	VERB
bracis-33643	68	22	patterns	pattern	NOUN
bracis-33643	68	23	[	[	X
bracis-33643	68	24	28	28	NUM
bracis-33643	68	25	,	,	PUNCT
bracis-33643	68	26	29	29	NUM
bracis-33643	68	27	]	]	PUNCT
bracis-33643	68	28	to	to	PART
bracis-33643	68	29	supervised	supervised	ADJ
bracis-33643	68	30	learning	learn	VERB
bracis-33643	68	31	with	with	ADP
bracis-33643	68	32	deep	deep	ADJ
bracis-33643	68	33	neural	neural	ADJ
bracis-33643	68	34	networks	network	NOUN
bracis-33643	68	35	.	.	PUNCT
bracis-33643	69	1	recent	recent	ADJ
bracis-33643	69	2	works	work	NOUN
bracis-33643	69	3	like	like	ADP
bracis-33643	69	4	multi2oie	multi2oie	NUM
bracis-33643	69	5	[	[	X
bracis-33643	69	6	27	27	NUM
bracis-33643	69	7	]	]	PUNCT
bracis-33643	69	8	and	and	CCONJ
bracis-33643	69	9	portnoie	portnoie	ADJ
bracis-33643	69	10	[	[	X
bracis-33643	69	11	5	5	X
bracis-33643	69	12	]	]	PUNCT
bracis-33643	69	13	have	have	AUX
bracis-33643	69	14	shown	show	VERB
bracis-33643	69	15	significant	significant	ADJ
bracis-33643	69	16	improvements	improvement	NOUN
bracis-33643	69	17	in	in	ADP
bracis-33643	69	18	f1	f1	NOUN
bracis-33643	69	19	scores	score	NOUN
bracis-33643	69	20	compared	compare	VERB
bracis-33643	69	21	to	to	ADP
bracis-33643	69	22	earlier	early	ADJ
bracis-33643	69	23	methods	method	NOUN
bracis-33643	69	24	,	,	PUNCT
bracis-33643	69	25	highlighting	highlight	VERB
bracis-33643	69	26	the	the	DET
bracis-33643	69	27	potential	potential	NOUN
bracis-33643	69	28	of	of	ADP
bracis-33643	69	29	neural	neural	ADJ
bracis-33643	69	30	network	network	NOUN
bracis-33643	69	31	-	-	PUNCT
bracis-33643	69	32	based	base	VERB
bracis-33643	69	33	approaches	approach	NOUN
bracis-33643	69	34	for	for	ADP
bracis-33643	69	35	portuguese	portuguese	ADJ
bracis-33643	69	36	openie	openie	PROPN
bracis-33643	69	37	.	.	PUNCT
bracis-33643	70	1	this	this	DET
bracis-33643	70	2	portuguese	portuguese	ADJ
bracis-33643	70	3	method	method	NOUN
bracis-33643	70	4	empowers	empower	VERB
bracis-33643	70	5	openie	openie	NOUN
bracis-33643	70	6	-	-	PUNCT
bracis-33643	70	7	pt	pt	PROPN
bracis-33643	70	8	for	for	ADP
bracis-33643	70	9	generative	generative	ADJ
bracis-33643	70	10	approaches	approach	NOUN
bracis-33643	70	11	layers	layer	NOUN
bracis-33643	70	12	[	[	X
bracis-33643	70	13	4	4	NUM
bracis-33643	70	14	]	]	PUNCT
bracis-33643	70	15	.	.	PUNCT
bracis-33643	71	1	the	the	DET
bracis-33643	71	2	application	application	NOUN
bracis-33643	71	3	of	of	ADP
bracis-33643	71	4	llms	llm	NOUN
bracis-33643	71	5	to	to	ADP
bracis-33643	71	6	openie	openie	PROPN
bracis-33643	71	7	is	be	AUX
bracis-33643	71	8	an	an	DET
bracis-33643	71	9	emerging	emerge	VERB
bracis-33643	71	10	trend	trend	NOUN
bracis-33643	71	11	,	,	PUNCT
bracis-33643	71	12	although	although	SCONJ
bracis-33643	71	13	not	not	PART
bracis-33643	71	14	yet	yet	ADV
bracis-33643	71	15	widely	widely	ADV
bracis-33643	71	16	adopted	adopt	VERB
bracis-33643	71	17	.	.	PUNCT
bracis-33643	72	1	there	there	PRON
bracis-33643	72	2	are	be	VERB
bracis-33643	72	3	instances	instance	NOUN
bracis-33643	72	4	of	of	ADP
bracis-33643	72	5	llm	llm	PROPN
bracis-33643	72	6	use	use	NOUN
bracis-33643	72	7	in	in	ADP
bracis-33643	72	8	related	related	ADJ
bracis-33643	72	9	fields	field	NOUN
bracis-33643	72	10	such	such	ADJ
bracis-33643	72	11	as	as	ADP
bracis-33643	72	12	question	question	NOUN
bracis-33643	72	13	answering	answering	NOUN
bracis-33643	72	14	,	,	PUNCT
bracis-33643	72	15	relation	relation	NOUN
bracis-33643	72	16	extraction	extraction	NOUN
bracis-33643	72	17	,	,	PUNCT
bracis-33643	72	18	and	and	CCONJ
bracis-33643	72	19	information	information	NOUN
bracis-33643	72	20	extraction	extraction	NOUN
bracis-33643	72	21	.	.	PUNCT
bracis-33643	73	1	xu	xu	PROPN
bracis-33643	74	1	and	and	CCONJ
bracis-33643	74	2	others	other	NOUN
bracis-33643	75	1	[	[	X
bracis-33643	75	2	36	36	NUM
bracis-33643	75	3	]	]	PUNCT
bracis-33643	75	4	explored	explore	VERB
bracis-33643	75	5	the	the	DET
bracis-33643	75	6	application	application	NOUN
bracis-33643	75	7	of	of	ADP
bracis-33643	75	8	an	an	DET
bracis-33643	75	9	llm	llm	NOUN
bracis-33643	75	10	for	for	ADP
bracis-33643	75	11	few	few	ADJ
bracis-33643	75	12	-	-	PUNCT
bracis-33643	75	13	shot	shot	NOUN
bracis-33643	75	14	relation	relation	NOUN
bracis-33643	75	15	extraction	extraction	NOUN
bracis-33643	75	16	,	,	PUNCT
bracis-33643	75	17	while	while	SCONJ
bracis-33643	75	18	oppenlaender	oppenlaender	PROPN
bracis-33643	75	19	et	et	PROPN
bracis-33643	75	20	al	al	PROPN
bracis-33643	75	21	.	.	PUNCT
bracis-33643	76	1	[	[	X
bracis-33643	76	2	24	24	NUM
bracis-33643	76	3	]	]	PUNCT
bracis-33643	76	4	investigated	investigate	VERB
bracis-33643	76	5	llm	llm	PROPN
bracis-33643	76	6	use	use	NOUN
bracis-33643	76	7	for	for	ADP
bracis-33643	76	8	question	question	NOUN
bracis-33643	76	9	answering	answer	VERB
bracis-33643	76	10	over	over	ADP
bracis-33643	76	11	large	large	ADJ
bracis-33643	76	12	-	-	PUNCT
bracis-33643	76	13	scale	scale	NOUN
bracis-33643	76	14	text	text	NOUN
bracis-33643	76	15	corpora	corpora	NOUN
bracis-33643	76	16	with	with	ADP
bracis-33643	76	17	promising	promising	ADJ
bracis-33643	76	18	results	result	NOUN
bracis-33643	76	19	.	.	PUNCT
bracis-33643	77	1	wei	wei	PROPN
bracis-33643	77	2	and	and	CCONJ
bracis-33643	77	3	colleagues	colleague	NOUN
bracis-33643	77	4	[	[	X
bracis-33643	77	5	35	35	NUM
bracis-33643	77	6	]	]	PUNCT
bracis-33643	77	7	examined	examine	VERB
bracis-33643	77	8	the	the	DET
bracis-33643	77	9	use	use	NOUN
bracis-33643	77	10	of	of	ADP
bracis-33643	77	11	llm	llm	PROPN
bracis-33643	77	12	systems	system	NOUN
bracis-33643	77	13	for	for	ADP
bracis-33643	77	14	zero	zero	NUM
bracis-33643	77	15	-	-	PUNCT
bracis-33643	77	16	shot	shot	NOUN
bracis-33643	77	17	information	information	NOUN
bracis-33643	77	18	extraction	extraction	NOUN
bracis-33643	77	19	,	,	PUNCT
bracis-33643	77	20	proposing	propose	VERB
bracis-33643	77	21	to	to	PART
bracis-33643	77	22	frame	frame	VERB
bracis-33643	77	23	it	it	PRON
bracis-33643	77	24	as	as	ADP
bracis-33643	77	25	a	a	DET
bracis-33643	77	26	multi	multi	ADJ
bracis-33643	77	27	-	-	ADJ
bracis-33643	77	28	step	step	ADJ
bracis-33643	77	29	question	question	NOUN
bracis-33643	77	30	answering	answering	NOUN
bracis-33643	77	31	problem	problem	NOUN
bracis-33643	77	32	.	.	PUNCT
bracis-33643	78	1	kolluru	kolluru	PROPN
bracis-33643	78	2	et	et	PROPN
bracis-33643	78	3	al	al	PROPN
bracis-33643	78	4	.	.	PUNCT
bracis-33643	79	1	[	[	X
bracis-33643	79	2	19	19	NUM
bracis-33643	79	3	]	]	PUNCT
bracis-33643	79	4	investigated	investigate	VERB
bracis-33643	79	5	the	the	DET
bracis-33643	79	6	use	use	NOUN
bracis-33643	79	7	of	of	ADP
bracis-33643	79	8	language	language	NOUN
bracis-33643	79	9	models	model	NOUN
bracis-33643	79	10	,	,	PUNCT
bracis-33643	79	11	namely	namely	ADV
bracis-33643	79	12	bert	bert	NOUN
bracis-33643	79	13	and	and	CCONJ
bracis-33643	79	14	mt5	mt5	ADJ
bracis-33643	79	15	[	[	X
bracis-33643	79	16	37	37	NUM
bracis-33643	79	17	]	]	PUNCT
bracis-33643	79	18	,	,	PUNCT
bracis-33643	79	19	for	for	ADP
bracis-33643	79	20	a	a	DET
bracis-33643	79	21	two	two	NUM
bracis-33643	79	22	-	-	PUNCT
bracis-33643	79	23	stage	stage	NOUN
bracis-33643	79	24	generative	generative	ADJ
bracis-33643	79	25	openie	openie	PROPN
bracis-33643	79	26	model	model	PROPN
bracis-33643	79	27	that	that	PRON
bracis-33643	79	28	first	first	ADV
bracis-33643	79	29	identifies	identify	VERB
bracis-33643	79	30	relations	relation	NOUN
bracis-33643	79	31	and	and	CCONJ
bracis-33643	79	32	then	then	ADV
bracis-33643	79	33	assembles	assemble	VERB
bracis-33643	79	34	extractions	extraction	NOUN
bracis-33643	79	35	for	for	ADP
bracis-33643	79	36	each	each	DET
bracis-33643	79	37	relation	relation	NOUN
bracis-33643	79	38	.	.	PUNCT
bracis-33643	80	1	recent	recent	ADJ
bracis-33643	80	2	research	research	NOUN
bracis-33643	80	3	has	have	AUX
bracis-33643	80	4	explored	explore	VERB
bracis-33643	80	5	various	various	ADJ
bracis-33643	80	6	fine	fine	ADJ
bracis-33643	80	7	-	-	PUNCT
bracis-33643	80	8	tuning	tune	VERB
bracis-33643	80	9	strategies	strategy	NOUN
bracis-33643	80	10	for	for	ADP
bracis-33643	80	11	llms	llm	NOUN
bracis-33643	80	12	to	to	PART
bracis-33643	80	13	adapt	adapt	VERB
bracis-33643	80	14	them	they	PRON
bracis-33643	80	15	to	to	ADP
bracis-33643	80	16	specific	specific	ADJ
bracis-33643	80	17	tasks	task	NOUN
bracis-33643	80	18	efficiently	efficiently	ADV
bracis-33643	80	19	.	.	PUNCT
bracis-33643	81	1	full	full	ADJ
bracis-33643	81	2	fine	fine	ADV
bracis-33643	81	3	-	-	PUNCT
bracis-33643	81	4	tuning	tuning	NOUN
bracis-33643	81	5	(	(	PUNCT
bracis-33643	81	6	fft	fft	NOUN
bracis-33643	81	7	)	)	PUNCT
bracis-33643	81	8	involves	involve	VERB
bracis-33643	81	9	updating	update	VERB
bracis-33643	81	10	all	all	DET
bracis-33643	81	11	model	model	NOUN
bracis-33643	81	12	parameters	parameter	NOUN
bracis-33643	81	13	,	,	PUNCT
bracis-33643	81	14	which	which	PRON
bracis-33643	81	15	can	can	AUX
bracis-33643	81	16	be	be	AUX
bracis-33643	81	17	computationally	computationally	ADV
bracis-33643	81	18	expensive	expensive	ADJ
bracis-33643	81	19	for	for	ADP
bracis-33643	81	20	large	large	ADJ
bracis-33643	81	21	models	model	NOUN
bracis-33643	81	22	[	[	X
bracis-33643	81	23	13	13	NUM
bracis-33643	81	24	]	]	PUNCT
bracis-33643	81	25	.	.	PUNCT
bracis-33643	82	1	in	in	ADP
bracis-33643	82	2	contrast	contrast	NOUN
bracis-33643	82	3	,	,	PUNCT
bracis-33643	82	4	parameter	parameter	NOUN
bracis-33643	82	5	-	-	PUNCT
bracis-33643	82	6	efficient	efficient	ADJ
bracis-33643	82	7	fine	fine	NOUN
bracis-33643	82	8	-	-	PUNCT
bracis-33643	82	9	tuning	tuning	NOUN
bracis-33643	82	10	(	(	PUNCT
bracis-33643	82	11	peft	peft	ADJ
bracis-33643	82	12	)	)	PUNCT
bracis-33643	82	13	methods	method	NOUN
bracis-33643	82	14	aim	aim	VERB
bracis-33643	82	15	to	to	PART
bracis-33643	82	16	reduce	reduce	VERB
bracis-33643	82	17	the	the	DET
bracis-33643	82	18	number	number	NOUN
bracis-33643	82	19	of	of	ADP
bracis-33643	82	20	trainable	trainable	ADJ
bracis-33643	82	21	parameters	parameter	NOUN
bracis-33643	82	22	while	while	SCONJ
bracis-33643	82	23	maintaining	maintain	VERB
bracis-33643	82	24	performance	performance	NOUN
bracis-33643	82	25	[	[	X
bracis-33643	82	26	12	12	NUM
bracis-33643	82	27	]	]	PUNCT
bracis-33643	82	28	.	.	PUNCT
bracis-33643	83	1	low	low	ADJ
bracis-33643	83	2	-	-	PUNCT
bracis-33643	83	3	rank	rank	NOUN
bracis-33643	83	4	adaptation	adaptation	NOUN
bracis-33643	83	5	(	(	PUNCT
bracis-33643	83	6	lora	lora	PROPN
bracis-33643	83	7	)	)	PUNCT
bracis-33643	83	8	,	,	PUNCT
bracis-33643	83	9	introduced	introduce	VERB
bracis-33643	83	10	by	by	ADP
bracis-33643	83	11	hu	hu	PROPN
bracis-33643	83	12	and	and	CCONJ
bracis-33643	83	13	colleagues	colleague	NOUN
bracis-33643	84	1	[	[	X
bracis-33643	84	2	14	14	NUM
bracis-33643	84	3	]	]	PUNCT
bracis-33643	84	4	,	,	PUNCT
bracis-33643	84	5	is	be	AUX
bracis-33643	84	6	a	a	DET
bracis-33643	84	7	peft	peft	ADJ
bracis-33643	84	8	method	method	NOUN
bracis-33643	84	9	that	that	PRON
bracis-33643	84	10	has	have	AUX
bracis-33643	84	11	gained	gain	VERB
bracis-33643	84	12	popularity	popularity	NOUN
bracis-33643	84	13	due	due	ADP
bracis-33643	84	14	to	to	ADP
bracis-33643	84	15	its	its	PRON
bracis-33643	84	16	efficiency	efficiency	NOUN
bracis-33643	84	17	and	and	CCONJ
bracis-33643	84	18	effectiveness	effectiveness	NOUN
bracis-33643	84	19	.	.	PUNCT
bracis-33643	85	1	lora	lora	PROPN
bracis-33643	85	2	adds	add	VERB
bracis-33643	85	3	trainable	trainable	ADJ
bracis-33643	85	4	low	low	ADJ
bracis-33643	85	5	-	-	PUNCT
bracis-33643	85	6	rank	rank	NOUN
bracis-33643	85	7	matrices	matrix	NOUN
bracis-33643	85	8	to	to	ADP
bracis-33643	85	9	the	the	DET
bracis-33643	85	10	attention	attention	NOUN
bracis-33643	85	11	layers	layer	NOUN
bracis-33643	85	12	of	of	ADP
bracis-33643	85	13	pre	pre	ADJ
bracis-33643	85	14	-	-	ADJ
bracis-33643	85	15	trained	train	VERB
bracis-33643	85	16	models	model	NOUN
bracis-33643	85	17	,	,	PUNCT
bracis-33643	85	18	significantly	significantly	ADV
bracis-33643	85	19	reducing	reduce	VERB
bracis-33643	85	20	the	the	DET
bracis-33643	85	21	number	number	NOUN
bracis-33643	85	22	of	of	ADP
bracis-33643	85	23	trainable	trainable	ADJ
bracis-33643	85	24	parameters	parameter	NOUN
bracis-33643	85	25	while	while	SCONJ
bracis-33643	85	26	achieving	achieve	VERB
bracis-33643	85	27	comparable	comparable	ADJ
bracis-33643	85	28	performance	performance	NOUN
bracis-33643	85	29	to	to	ADP
bracis-33643	85	30	full	full	ADJ
bracis-33643	85	31	fine	fine	ADV
bracis-33643	85	32	-	-	PUNCT
bracis-33643	85	33	tuning	tuning	NOUN
bracis-33643	85	34	in	in	ADP
bracis-33643	85	35	many	many	ADJ
bracis-33643	85	36	tasks	task	NOUN
bracis-33643	85	37	[	[	X
bracis-33643	85	38	14	14	NUM
bracis-33643	85	39	]	]	PUNCT
bracis-33643	85	40	.	.	PUNCT
bracis-33643	86	1	cross	cross	ADJ
bracis-33643	86	2	-	-	ADJ
bracis-33643	86	3	lingual	lingual	ADJ
bracis-33643	86	4	transfer	transfer	NOUN
bracis-33643	86	5	learning	learning	NOUN
bracis-33643	86	6	has	have	AUX
bracis-33643	86	7	shown	show	VERB
bracis-33643	86	8	promise	promise	NOUN
bracis-33643	86	9	in	in	ADP
bracis-33643	86	10	adapting	adapt	VERB
bracis-33643	86	11	models	model	NOUN
bracis-33643	86	12	trained	train	VERB
bracis-33643	86	13	on	on	ADP
bracis-33643	86	14	high	high	ADJ
bracis-33643	86	15	-	-	PUNCT
bracis-33643	86	16	resource	resource	NOUN
bracis-33643	86	17	languages	language	NOUN
bracis-33643	86	18	to	to	ADP
bracis-33643	86	19	low	low	ADJ
bracis-33643	86	20	-	-	PUNCT
bracis-33643	86	21	resource	resource	NOUN
bracis-33643	86	22	languages	language	NOUN
bracis-33643	86	23	[	[	X
bracis-33643	86	24	6	6	NUM
bracis-33643	86	25	]	]	PUNCT
bracis-33643	86	26	.	.	PUNCT
bracis-33643	87	1	recent	recent	ADJ
bracis-33643	87	2	studies	study	NOUN
bracis-33643	87	3	have	have	AUX
bracis-33643	87	4	investigated	investigate	VERB
bracis-33643	87	5	the	the	DET
bracis-33643	87	6	cross	cross	ADJ
bracis-33643	87	7	-	-	ADJ
bracis-33643	87	8	lingual	lingual	ADJ
bracis-33643	87	9	capabilities	capability	NOUN
bracis-33643	87	10	of	of	ADP
bracis-33643	87	11	llms	llm	NOUN
bracis-33643	87	12	and	and	CCONJ
bracis-33643	87	13	their	their	PRON
bracis-33643	87	14	potential	potential	NOUN
bracis-33643	87	15	for	for	ADP
bracis-33643	87	16	zero	zero	NUM
bracis-33643	87	17	-	-	PUNCT
bracis-33643	87	18	shot	shot	NOUN
bracis-33643	87	19	and	and	CCONJ
bracis-33643	87	20	few	few	ADJ
bracis-33643	87	21	-	-	PUNCT
bracis-33643	87	22	shot	shot	NOUN
bracis-33643	87	23	learning	learning	NOUN
bracis-33643	87	24	in	in	ADP
bracis-33643	87	25	multilingual	multilingual	ADJ
bracis-33643	87	26	settings	setting	NOUN
bracis-33643	87	27	[	[	X
bracis-33643	87	28	15	15	NUM
bracis-33643	87	29	,	,	PUNCT
bracis-33643	87	30	21	21	NUM
bracis-33643	87	31	]	]	PUNCT
bracis-33643	87	32	.	.	PUNCT
bracis-33643	88	1	cabral	cabral	PROPN
bracis-33643	88	2	et	et	PROPN
bracis-33643	88	3	al	al	PROPN
bracis-33643	88	4	.	.	PUNCT
bracis-33643	89	1	[	[	X
bracis-33643	89	2	4	4	X
bracis-33643	89	3	]	]	PUNCT
bracis-33643	89	4	introduced	introduce	VERB
bracis-33643	89	5	a	a	DET
bracis-33643	89	6	lora	lora	NOUN
bracis-33643	89	7	finetuned	finetune	VERB
bracis-33643	89	8	llm	llm	PROPN
bracis-33643	89	9	for	for	ADP
bracis-33643	89	10	portuguese	portuguese	NOUN
bracis-33643	89	11	based	base	VERB
bracis-33643	89	12	on	on	ADP
bracis-33643	89	13	llama-2	llama-2	PROPN
bracis-33643	89	14	,	,	PUNCT
bracis-33643	89	15	achieving	achieve	VERB
bracis-33643	89	16	good	good	ADJ
bracis-33643	89	17	results	result	NOUN
bracis-33643	89	18	.	.	PUNCT
bracis-33643	90	1	in	in	ADP
bracis-33643	90	2	the	the	DET
bracis-33643	90	3	context	context	NOUN
bracis-33643	90	4	of	of	ADP
bracis-33643	90	5	openie	openie	PROPN
bracis-33643	90	6	,	,	PUNCT
bracis-33643	90	7	cross	cross	ADJ
bracis-33643	90	8	-	-	ADJ
bracis-33643	90	9	lingual	lingual	ADJ
bracis-33643	90	10	transfer	transfer	NOUN
bracis-33643	90	11	could	could	AUX
bracis-33643	90	12	potentially	potentially	ADV
bracis-33643	90	13	leverage	leverage	VERB
bracis-33643	90	14	the	the	DET
bracis-33643	90	15	abundance	abundance	NOUN
bracis-33643	90	16	of	of	ADP
bracis-33643	90	17	english	english	PROPN
bracis-33643	90	18	training	training	NOUN
bracis-33643	90	19	data	datum	NOUN
bracis-33643	90	20	to	to	PART
bracis-33643	90	21	improve	improve	VERB
bracis-33643	90	22	performance	performance	NOUN
bracis-33643	90	23	on	on	ADP
bracis-33643	90	24	languages	language	NOUN
bracis-33643	90	25	with	with	ADP
bracis-33643	90	26	fewer	few	ADJ
bracis-33643	90	27	resources	resource	NOUN
bracis-33643	90	28	,	,	PUNCT
bracis-33643	90	29	such	such	ADJ
bracis-33643	90	30	as	as	ADP
bracis-33643	90	31	portuguese	portuguese	ADJ
bracis-33643	90	32	.	.	PUNCT
bracis-33643	91	1	however	however	ADV
bracis-33643	91	2	,	,	PUNCT
bracis-33643	91	3	the	the	DET
bracis-33643	91	4	effectiveness	effectiveness	NOUN
bracis-33643	91	5	of	of	ADP
bracis-33643	91	6	such	such	ADJ
bracis-33643	91	7	transfer	transfer	NOUN
bracis-33643	91	8	learning	learning	NOUN
bracis-33643	91	9	approaches	approach	NOUN
bracis-33643	91	10	in	in	ADP
bracis-33643	91	11	openie	openie	NOUN
bracis-33643	91	12	tasks	task	NOUN
bracis-33643	91	13	,	,	PUNCT
bracis-33643	91	14	particularly	particularly	ADV
bracis-33643	91	15	when	when	SCONJ
bracis-33643	91	16	using	use	VERB
bracis-33643	91	17	llms	llm	NOUN
bracis-33643	91	18	,	,	PUNCT
bracis-33643	91	19	remains	remain	VERB
bracis-33643	91	20	an	an	DET
bracis-33643	91	21	open	open	ADJ
bracis-33643	91	22	challenge	challenge	NOUN
bracis-33643	91	23	.	.	PUNCT
bracis-33643	92	1	our	our	PRON
bracis-33643	92	2	work	work	NOUN
bracis-33643	92	3	builds	build	VERB
bracis-33643	92	4	upon	upon	SCONJ
bracis-33643	92	5	these	these	DET
bracis-33643	92	6	foundations	foundation	NOUN
bracis-33643	92	7	,	,	PUNCT
bracis-33643	92	8	exploring	explore	VERB
bracis-33643	92	9	the	the	DET
bracis-33643	92	10	application	application	NOUN
bracis-33643	92	11	of	of	ADP
bracis-33643	92	12	llms	llm	NOUN
bracis-33643	92	13	to	to	ADP
bracis-33643	92	14	portuguese	portuguese	PROPN
bracis-33643	92	15	openie	openie	PROPN
bracis-33643	92	16	through	through	ADP
bracis-33643	92	17	fine	fine	ADV
bracis-33643	92	18	-	-	PUNCT
bracis-33643	92	19	tuning	tuning	NOUN
bracis-33643	92	20	and	and	CCONJ
bracis-33643	92	21	lora	lora	PROPN
bracis-33643	92	22	perspectives	perspective	NOUN
bracis-33643	92	23	.	.	PUNCT
bracis-33643	93	1	we	we	PRON
bracis-33643	93	2	investigate	investigate	VERB
bracis-33643	93	3	the	the	DET
bracis-33643	93	4	trade	trade	NOUN
bracis-33643	93	5	-	-	PUNCT
bracis-33643	93	6	offs	off	NOUN
bracis-33643	93	7	between	between	ADP
bracis-33643	93	8	model	model	NOUN
bracis-33643	93	9	size	size	NOUN
bracis-33643	93	10	,	,	PUNCT
bracis-33643	93	11	adaptation	adaptation	NOUN
bracis-33643	93	12	technique	technique	NOUN
bracis-33643	93	13	,	,	PUNCT
bracis-33643	93	14	and	and	CCONJ
bracis-33643	93	15	cross	cross	ADJ
bracis-33643	93	16	-	-	ADJ
bracis-33643	93	17	lingual	lingual	ADJ
bracis-33643	93	18	transferability	transferability	NOUN
bracis-33643	93	19	,	,	PUNCT
bracis-33643	93	20	contributing	contribute	VERB
bracis-33643	93	21	to	to	ADP
bracis-33643	93	22	the	the	DET
bracis-33643	93	23	ongoing	ongoing	ADJ
bracis-33643	93	24	discourse	discourse	NOUN
bracis-33643	93	25	on	on	ADP
bracis-33643	93	26	efficient	efficient	ADJ
bracis-33643	93	27	fine	fine	ADJ
bracis-33643	93	28	-	-	PUNCT
bracis-33643	93	29	tuning	tune	VERB
bracis-33643	93	30	strategies	strategy	NOUN
bracis-33643	93	31	for	for	ADP
bracis-33643	93	32	large	large	ADJ
bracis-33643	93	33	pre	pre	ADJ
bracis-33643	93	34	-	-	ADJ
bracis-33643	93	35	trained	train	VERB
bracis-33643	93	36	models	model	NOUN
bracis-33643	93	37	in	in	ADP
bracis-33643	93	38	multilingual	multilingual	ADJ
bracis-33643	93	39	scenarios	scenario	NOUN
bracis-33643	93	40	.	.	PUNCT
bracis-33643	94	1	4	4	NUM
bracis-33643	94	2	foundations	foundation	NOUN
bracis-33643	94	3	of	of	ADP
bracis-33643	94	4	 	 	SPACE
bracis-33643	94	5	large	large	ADJ
bracis-33643	94	6	language	language	NOUN
bracis-33643	94	7	models	model	NOUN
bracis-33643	94	8	and	and	CCONJ
bracis-33643	94	9	 	 	SPACE
bracis-33643	94	10	adaptation	adaptation	NOUN
bracis-33643	94	11	techniques	technique	NOUN
bracis-33643	94	12	this	this	DET
bracis-33643	94	13	section	section	NOUN
bracis-33643	94	14	explores	explore	VERB
bracis-33643	94	15	the	the	DET
bracis-33643	94	16	fundamentals	fundamental	NOUN
bracis-33643	94	17	and	and	CCONJ
bracis-33643	94	18	emerging	emerge	VERB
bracis-33643	94	19	technologies	technology	NOUN
bracis-33643	94	20	that	that	PRON
bracis-33643	94	21	form	form	VERB
bracis-33643	94	22	the	the	DET
bracis-33643	94	23	backbone	backbone	NOUN
bracis-33643	94	24	of	of	ADP
bracis-33643	94	25	modern	modern	ADJ
bracis-33643	94	26	natural	natural	ADJ
bracis-33643	94	27	language	language	NOUN
bracis-33643	94	28	processing	processing	NOUN
bracis-33643	94	29	(	(	PUNCT
bracis-33643	94	30	nlp	nlp	NOUN
bracis-33643	94	31	)	)	PUNCT
bracis-33643	94	32	systems	system	NOUN
bracis-33643	94	33	.	.	PUNCT
bracis-33643	95	1	with	with	ADP
bracis-33643	95	2	a	a	DET
bracis-33643	95	3	special	special	ADJ
bracis-33643	95	4	focus	focus	NOUN
bracis-33643	95	5	on	on	ADP
bracis-33643	95	6	large	large	ADJ
bracis-33643	95	7	language	language	NOUN
bracis-33643	95	8	models	model	NOUN
bracis-33643	95	9	(	(	PUNCT
bracis-33643	95	10	llms	llm	NOUN
bracis-33643	95	11	)	)	PUNCT
bracis-33643	95	12	,	,	PUNCT
bracis-33643	95	13	this	this	DET
bracis-33643	95	14	part	part	NOUN
bracis-33643	95	15	of	of	ADP
bracis-33643	95	16	the	the	DET
bracis-33643	95	17	paper	paper	NOUN
bracis-33643	95	18	details	detail	NOUN
bracis-33643	95	19	the	the	DET
bracis-33643	95	20	technical	technical	ADJ
bracis-33643	95	21	and	and	CCONJ
bracis-33643	95	22	theoretical	theoretical	ADJ
bracis-33643	95	23	innovations	innovation	NOUN
bracis-33643	95	24	that	that	PRON
bracis-33643	95	25	have	have	AUX
bracis-33643	95	26	driven	drive	VERB
bracis-33643	95	27	advancements	advancement	NOUN
bracis-33643	95	28	in	in	ADP
bracis-33643	95	29	the	the	DET
bracis-33643	95	30	field	field	NOUN
bracis-33643	95	31	,	,	PUNCT
bracis-33643	95	32	as	as	ADV
bracis-33643	95	33	well	well	ADV
bracis-33643	95	34	as	as	ADP
bracis-33643	95	35	strategic	strategic	ADJ
bracis-33643	95	36	adaptations	adaptation	NOUN
bracis-33643	95	37	such	such	ADJ
bracis-33643	95	38	as	as	ADP
bracis-33643	95	39	low	low	ADJ
bracis-33643	95	40	-	-	PUNCT
bracis-33643	95	41	rank	rank	NOUN
bracis-33643	95	42	adaptation	adaptation	NOUN
bracis-33643	95	43	(	(	PUNCT
bracis-33643	95	44	lora	lora	PROPN
bracis-33643	95	45	)	)	PUNCT
bracis-33643	95	46	and	and	CCONJ
bracis-33643	95	47	fine	fine	ADV
bracis-33643	95	48	-	-	PUNCT
bracis-33643	95	49	tuning	tuning	NOUN
bracis-33643	95	50	,	,	PUNCT
bracis-33643	95	51	which	which	PRON
bracis-33643	95	52	enhance	enhance	VERB
bracis-33643	95	53	the	the	DET
bracis-33643	95	54	functionality	functionality	NOUN
bracis-33643	95	55	of	of	ADP
bracis-33643	95	56	these	these	DET
bracis-33643	95	57	models	model	NOUN
bracis-33643	95	58	in	in	ADP
bracis-33643	95	59	specific	specific	ADJ
bracis-33643	95	60	applications	application	NOUN
bracis-33643	95	61	.	.	PUNCT
bracis-33643	96	1	the	the	DET
bracis-33643	96	2	evolution	evolution	NOUN
bracis-33643	96	3	of	of	ADP
bracis-33643	96	4	llms	llm	NOUN
bracis-33643	96	5	,	,	PUNCT
bracis-33643	96	6	from	from	ADP
bracis-33643	96	7	early	early	ADJ
bracis-33643	96	8	n	n	CCONJ
bracis-33643	96	9	-	-	PUNCT
bracis-33643	96	10	gram	gram	NOUN
bracis-33643	96	11	based	base	VERB
bracis-33643	96	12	models	model	NOUN
bracis-33643	96	13	to	to	ADP
bracis-33643	96	14	current	current	ADJ
bracis-33643	96	15	transformer	transformer	NOUN
bracis-33643	96	16	architectures	architecture	NOUN
bracis-33643	96	17	,	,	PUNCT
bracis-33643	96	18	reflects	reflect	VERB
bracis-33643	96	19	significant	significant	ADJ
bracis-33643	96	20	progress	progress	NOUN
bracis-33643	96	21	in	in	ADP
bracis-33643	96	22	the	the	DET
bracis-33643	96	23	ability	ability	NOUN
bracis-33643	96	24	to	to	PART
bracis-33643	96	25	simulate	simulate	VERB
bracis-33643	96	26	human	human	ADJ
bracis-33643	96	27	language	language	NOUN
bracis-33643	96	28	comprehension	comprehension	NOUN
bracis-33643	96	29	and	and	CCONJ
bracis-33643	96	30	production	production	NOUN
bracis-33643	96	31	,	,	PUNCT
bracis-33643	96	32	leading	lead	VERB
bracis-33643	96	33	to	to	ADP
bracis-33643	96	34	notable	notable	ADJ
bracis-33643	96	35	improvements	improvement	NOUN
bracis-33643	96	36	in	in	ADP
bracis-33643	96	37	efficiency	efficiency	NOUN
bracis-33643	96	38	and	and	CCONJ
bracis-33643	96	39	effectiveness	effectiveness	NOUN
bracis-33643	96	40	across	across	ADP
bracis-33643	96	41	a	a	DET
bracis-33643	96	42	variety	variety	NOUN
bracis-33643	96	43	of	of	ADP
bracis-33643	96	44	nlp	nlp	ADJ
bracis-33643	96	45	tasks	task	NOUN
bracis-33643	96	46	[	[	X
bracis-33643	96	47	3	3	NUM
bracis-33643	96	48	]	]	PUNCT
bracis-33643	96	49	.	.	PUNCT
bracis-33643	97	1	4.1	4.1	NUM
bracis-33643	97	2	large	large	ADJ
bracis-33643	97	3	language	language	NOUN
bracis-33643	97	4	models	model	NOUN
bracis-33643	97	5	large	large	ADJ
bracis-33643	97	6	language	language	NOUN
bracis-33643	97	7	models	model	NOUN
bracis-33643	97	8	are	be	AUX
bracis-33643	97	9	advanced	advanced	ADJ
bracis-33643	97	10	machine	machine	NOUN
bracis-33643	97	11	learning	learn	VERB
bracis-33643	97	12	algorithms	algorithm	NOUN
bracis-33643	97	13	designed	design	VERB
bracis-33643	97	14	to	to	PART
bracis-33643	97	15	simulate	simulate	VERB
bracis-33643	97	16	the	the	DET
bracis-33643	97	17	human	human	ADJ
bracis-33643	97	18	capacity	capacity	NOUN
bracis-33643	97	19	for	for	ADP
bracis-33643	97	20	understanding	understanding	NOUN
bracis-33643	97	21	and	and	CCONJ
bracis-33643	97	22	producing	produce	VERB
bracis-33643	97	23	natural	natural	ADJ
bracis-33643	97	24	language	language	NOUN
bracis-33643	97	25	.	.	PUNCT
bracis-33643	98	1	these	these	DET
bracis-33643	98	2	models	model	NOUN
bracis-33643	98	3	are	be	AUX
bracis-33643	98	4	predominantly	predominantly	ADV
bracis-33643	98	5	built	build	VERB
bracis-33643	98	6	using	use	VERB
bracis-33643	98	7	deep	deep	ADJ
bracis-33643	98	8	learning	learning	NOUN
bracis-33643	98	9	techniques	technique	NOUN
bracis-33643	98	10	and	and	CCONJ
bracis-33643	98	11	are	be	AUX
bracis-33643	98	12	trained	train	VERB
bracis-33643	98	13	on	on	ADP
bracis-33643	98	14	extensive	extensive	ADJ
bracis-33643	98	15	textual	textual	ADJ
bracis-33643	98	16	corpora	corpora	NOUN
bracis-33643	98	17	to	to	PART
bracis-33643	98	18	capture	capture	VERB
bracis-33643	98	19	the	the	DET
bracis-33643	98	20	grammatical	grammatical	ADJ
bracis-33643	98	21	,	,	PUNCT
bracis-33643	98	22	lexical	lexical	ADJ
bracis-33643	98	23	,	,	PUNCT
bracis-33643	98	24	and	and	CCONJ
bracis-33643	98	25	semantic	semantic	ADJ
bracis-33643	98	26	complexities	complexity	NOUN
bracis-33643	98	27	of	of	ADP
bracis-33643	98	28	language	language	NOUN
bracis-33643	98	29	.	.	PUNCT
bracis-33643	99	1	historically	historically	ADV
bracis-33643	99	2	,	,	PUNCT
bracis-33643	99	3	they	they	PRON
bracis-33643	99	4	have	have	AUX
bracis-33643	99	5	evolved	evolve	VERB
bracis-33643	99	6	from	from	ADP
bracis-33643	99	7	simple	simple	ADJ
bracis-33643	99	8	n	n	CCONJ
bracis-33643	99	9	-	-	PUNCT
bracis-33643	99	10	gram	gram	NOUN
bracis-33643	99	11	based	base	VERB
bracis-33643	99	12	models	model	NOUN
bracis-33643	99	13	to	to	ADP
bracis-33643	99	14	sophisticated	sophisticated	ADJ
bracis-33643	99	15	neural	neural	ADJ
bracis-33643	99	16	network	network	NOUN
bracis-33643	99	17	architectures	architecture	NOUN
bracis-33643	99	18	,	,	PUNCT
bracis-33643	99	19	such	such	ADJ
bracis-33643	99	20	as	as	ADP
bracis-33643	99	21	recurrent	recurrent	ADJ
bracis-33643	99	22	neural	neural	ADJ
bracis-33643	99	23	networks	network	NOUN
bracis-33643	99	24	(	(	PUNCT
bracis-33643	99	25	rnns	rnns	PROPN
bracis-33643	99	26	)	)	PUNCT
bracis-33643	99	27	and	and	CCONJ
bracis-33643	99	28	more	more	ADV
bracis-33643	99	29	recently	recently	ADV
bracis-33643	99	30	,	,	PUNCT
bracis-33643	99	31	transformers	transformer	NOUN
bracis-33643	99	32	,	,	PUNCT
bracis-33643	99	33	which	which	PRON
bracis-33643	99	34	utilize	utilize	VERB
bracis-33643	99	35	attention	attention	NOUN
bracis-33643	99	36	mechanisms	mechanism	NOUN
bracis-33643	99	37	to	to	PART
bracis-33643	99	38	enhance	enhance	VERB
bracis-33643	99	39	contextual	contextual	ADJ
bracis-33643	99	40	understanding	understanding	NOUN
bracis-33643	99	41	and	and	CCONJ
bracis-33643	99	42	text	text	NOUN
bracis-33643	99	43	generation	generation	NOUN
bracis-33643	99	44	[	[	X
bracis-33643	99	45	34	34	NUM
bracis-33643	99	46	]	]	PUNCT
bracis-33643	99	47	.	.	PUNCT
bracis-33643	100	1	transformers	transformer	NOUN
bracis-33643	100	2	,	,	PUNCT
bracis-33643	100	3	in	in	ADP
bracis-33643	100	4	particular	particular	ADJ
bracis-33643	100	5	,	,	PUNCT
bracis-33643	100	6	have	have	AUX
bracis-33643	100	7	revolutionized	revolutionize	VERB
bracis-33643	100	8	language	language	NOUN
bracis-33643	100	9	modeling	modeling	NOUN
bracis-33643	100	10	with	with	ADP
bracis-33643	100	11	their	their	PRON
bracis-33643	100	12	ability	ability	NOUN
bracis-33643	100	13	to	to	PART
bracis-33643	100	14	process	process	VERB
bracis-33643	100	15	text	text	NOUN
bracis-33643	100	16	sequences	sequence	NOUN
bracis-33643	100	17	in	in	ADP
bracis-33643	100	18	parallel	parallel	NOUN
bracis-33643	100	19	,	,	PUNCT
bracis-33643	100	20	resulting	result	VERB
bracis-33643	100	21	in	in	ADP
bracis-33643	100	22	significant	significant	ADJ
bracis-33643	100	23	gains	gain	NOUN
bracis-33643	100	24	in	in	ADP
bracis-33643	100	25	efficiency	efficiency	NOUN
bracis-33643	100	26	and	and	CCONJ
bracis-33643	100	27	effectiveness	effectiveness	NOUN
bracis-33643	100	28	in	in	ADP
bracis-33643	100	29	nlp	nlp	NOUN
bracis-33643	100	30	tasks	task	NOUN
bracis-33643	100	31	.	.	PUNCT
bracis-33643	101	1	these	these	DET
bracis-33643	101	2	models	model	NOUN
bracis-33643	101	3	form	form	VERB
bracis-33643	101	4	the	the	DET
bracis-33643	101	5	foundation	foundation	NOUN
bracis-33643	101	6	for	for	ADP
bracis-33643	101	7	applications	application	NOUN
bracis-33643	101	8	such	such	ADJ
bracis-33643	101	9	as	as	ADP
bracis-33643	101	10	automated	automate	VERB
bracis-33643	101	11	dialogue	dialogue	NOUN
bracis-33643	101	12	systems	system	NOUN
bracis-33643	101	13	,	,	PUNCT
bracis-33643	101	14	open	open	ADJ
bracis-33643	101	15	information	information	NOUN
bracis-33643	101	16	extraction	extraction	NOUN
bracis-33643	101	17	,	,	PUNCT
bracis-33643	101	18	machine	machine	NOUN
bracis-33643	101	19	translation	translation	NOUN
bracis-33643	101	20	,	,	PUNCT
bracis-33643	101	21	and	and	CCONJ
bracis-33643	101	22	others	other	NOUN
bracis-33643	101	23	that	that	PRON
bracis-33643	101	24	require	require	VERB
bracis-33643	101	25	deep	deep	ADJ
bracis-33643	101	26	understanding	understanding	NOUN
bracis-33643	101	27	and	and	CCONJ
bracis-33643	101	28	manipulation	manipulation	NOUN
bracis-33643	101	29	of	of	ADP
bracis-33643	101	30	human	human	ADJ
bracis-33643	101	31	language	language	NOUN
bracis-33643	101	32	[	[	X
bracis-33643	101	33	9	9	NUM
bracis-33643	101	34	]	]	PUNCT
bracis-33643	101	35	.	.	PUNCT
bracis-33643	102	1	ongoing	ongoing	ADJ
bracis-33643	102	2	research	research	NOUN
bracis-33643	102	3	and	and	CCONJ
bracis-33643	102	4	development	development	NOUN
bracis-33643	102	5	in	in	ADP
bracis-33643	102	6	this	this	DET
bracis-33643	102	7	area	area	NOUN
bracis-33643	102	8	aim	aim	VERB
bracis-33643	102	9	not	not	PART
bracis-33643	102	10	only	only	ADV
bracis-33643	102	11	to	to	PART
bracis-33643	102	12	improve	improve	VERB
bracis-33643	102	13	the	the	DET
bracis-33643	102	14	accuracy	accuracy	NOUN
bracis-33643	102	15	of	of	ADP
bracis-33643	102	16	these	these	DET
bracis-33643	102	17	models	model	NOUN
bracis-33643	102	18	but	but	CCONJ
bracis-33643	102	19	also	also	ADV
bracis-33643	102	20	to	to	PART
bracis-33643	102	21	make	make	VERB
bracis-33643	102	22	them	they	PRON
bracis-33643	102	23	more	more	ADV
bracis-33643	102	24	accessible	accessible	ADJ
bracis-33643	102	25	and	and	CCONJ
bracis-33643	102	26	ethical	ethical	ADJ
bracis-33643	102	27	in	in	ADP
bracis-33643	102	28	their	their	PRON
bracis-33643	102	29	use	use	NOUN
bracis-33643	102	30	.	.	PUNCT
bracis-33643	103	1	recent	recent	ADJ
bracis-33643	103	2	advancements	advancement	NOUN
bracis-33643	103	3	include	include	VERB
bracis-33643	103	4	the	the	DET
bracis-33643	103	5	development	development	NOUN
bracis-33643	103	6	of	of	ADP
bracis-33643	103	7	multilingual	multilingual	ADJ
bracis-33643	103	8	models	model	NOUN
bracis-33643	103	9	capable	capable	ADJ
bracis-33643	103	10	of	of	ADP
bracis-33643	103	11	processing	processing	NOUN
bracis-33643	103	12	and	and	CCONJ
bracis-33643	103	13	generating	generating	NOUN
bracis-33643	103	14	text	text	NOUN
bracis-33643	103	15	in	in	ADP
bracis-33643	103	16	multiple	multiple	ADJ
bracis-33643	103	17	languages	language	NOUN
bracis-33643	103	18	,	,	PUNCT
bracis-33643	103	19	which	which	PRON
bracis-33643	103	20	is	be	AUX
bracis-33643	103	21	particularly	particularly	ADV
bracis-33643	103	22	relevant	relevant	ADJ
bracis-33643	103	23	for	for	ADP
bracis-33643	103	24	our	our	PRON
bracis-33643	103	25	study	study	NOUN
bracis-33643	103	26	on	on	ADP
bracis-33643	103	27	portuguese	portuguese	ADJ
bracis-33643	103	28	open	open	ADJ
bracis-33643	103	29	information	information	NOUN
bracis-33643	103	30	extraction	extraction	NOUN
bracis-33643	103	31	[	[	X
bracis-33643	103	32	6	6	NUM
bracis-33643	103	33	]	]	PUNCT
bracis-33643	103	34	.	.	PUNCT
bracis-33643	104	1	4.2	4.2	NUM
bracis-33643	104	2	low	low	ADJ
bracis-33643	104	3	-	-	PUNCT
bracis-33643	104	4	rank	rank	NOUN
bracis-33643	104	5	adaptation	adaptation	NOUN
bracis-33643	104	6	(	(	PUNCT
bracis-33643	104	7	lora	lora	PROPN
bracis-33643	104	8	)	)	PUNCT
bracis-33643	104	9	lora	lora	PROPN
bracis-33643	104	10	is	be	AUX
bracis-33643	104	11	a	a	DET
bracis-33643	104	12	model	model	NOUN
bracis-33643	104	13	adaptation	adaptation	NOUN
bracis-33643	104	14	technique	technique	NOUN
bracis-33643	104	15	that	that	PRON
bracis-33643	104	16	leverages	leverage	VERB
bracis-33643	104	17	the	the	DET
bracis-33643	104	18	principle	principle	NOUN
bracis-33643	104	19	of	of	ADP
bracis-33643	104	20	matrix	matrix	NOUN
bracis-33643	104	21	decomposition	decomposition	NOUN
bracis-33643	104	22	to	to	PART
bracis-33643	104	23	efficiently	efficiently	ADV
bracis-33643	104	24	modify	modify	VERB
bracis-33643	104	25	the	the	DET
bracis-33643	104	26	weights	weight	NOUN
bracis-33643	104	27	of	of	ADP
bracis-33643	104	28	a	a	DET
bracis-33643	104	29	pre	pre	ADJ
bracis-33643	104	30	-	-	ADJ
bracis-33643	104	31	trained	train	VERB
bracis-33643	104	32	model	model	NOUN
bracis-33643	104	33	,	,	PUNCT
bracis-33643	104	34	allowing	allow	VERB
bracis-33643	104	35	for	for	ADP
bracis-33643	104	36	adaptation	adaptation	NOUN
bracis-33643	104	37	with	with	ADP
bracis-33643	104	38	significantly	significantly	ADV
bracis-33643	104	39	reduced	reduce	VERB
bracis-33643	104	40	computational	computational	ADJ
bracis-33643	104	41	cost	cost	NOUN
bracis-33643	104	42	.	.	PUNCT
bracis-33643	105	1	unlike	unlike	ADP
bracis-33643	105	2	traditional	traditional	ADJ
bracis-33643	105	3	fine	fine	ADV
bracis-33643	105	4	-	-	PUNCT
bracis-33643	105	5	tuning	tuning	NOUN
bracis-33643	105	6	,	,	PUNCT
bracis-33643	105	7	which	which	PRON
bracis-33643	105	8	adjusts	adjust	VERB
bracis-33643	105	9	all	all	DET
bracis-33643	105	10	model	model	NOUN
bracis-33643	105	11	parameters	parameter	NOUN
bracis-33643	105	12	,	,	PUNCT
bracis-33643	105	13	lora	lora	PROPN
bracis-33643	105	14	focuses	focus	VERB
bracis-33643	105	15	on	on	ADP
bracis-33643	105	16	adapting	adapt	VERB
bracis-33643	105	17	a	a	DET
bracis-33643	105	18	fraction	fraction	NOUN
bracis-33643	105	19	of	of	ADP
bracis-33643	105	20	these	these	DET
bracis-33643	105	21	parameters	parameter	NOUN
bracis-33643	105	22	through	through	ADP
bracis-33643	105	23	the	the	DET
bracis-33643	105	24	addition	addition	NOUN
bracis-33643	105	25	of	of	ADP
bracis-33643	105	26	low	low	ADJ
bracis-33643	105	27	-	-	PUNCT
bracis-33643	105	28	rank	rank	NOUN
bracis-33643	105	29	projections	projection	NOUN
bracis-33643	105	30	[	[	X
bracis-33643	105	31	14	14	NUM
bracis-33643	105	32	]	]	PUNCT
bracis-33643	105	33	.	.	PUNCT
bracis-33643	106	1	at	at	ADP
bracis-33643	106	2	the	the	DET
bracis-33643	106	3	core	core	NOUN
bracis-33643	106	4	of	of	ADP
bracis-33643	106	5	lora	lora	PROPN
bracis-33643	106	6	is	be	AUX
bracis-33643	106	7	the	the	DET
bracis-33643	106	8	idea	idea	NOUN
bracis-33643	106	9	that	that	SCONJ
bracis-33643	106	10	transformation	transformation	NOUN
bracis-33643	106	11	matrices	matrix	NOUN
bracis-33643	106	12	in	in	ADP
bracis-33643	106	13	language	language	NOUN
bracis-33643	106	14	models	model	NOUN
bracis-33643	106	15	,	,	PUNCT
bracis-33643	106	16	such	such	ADJ
bracis-33643	106	17	as	as	ADP
bracis-33643	106	18	those	those	PRON
bracis-33643	106	19	found	find	VERB
bracis-33643	106	20	in	in	ADP
bracis-33643	106	21	the	the	DET
bracis-33643	106	22	attention	attention	NOUN
bracis-33643	106	23	and	and	CCONJ
bracis-33643	106	24	feed	feed	NOUN
bracis-33643	106	25	-	-	PUNCT
bracis-33643	106	26	forward	forward	NOUN
bracis-33643	106	27	layers	layer	NOUN
bracis-33643	106	28	of	of	ADP
bracis-33643	106	29	transformers	transformer	NOUN
bracis-33643	106	30	,	,	PUNCT
bracis-33643	106	31	can	can	AUX
bracis-33643	106	32	be	be	AUX
bracis-33643	106	33	approximated	approximate	VERB
bracis-33643	106	34	by	by	ADP
bracis-33643	106	35	products	product	NOUN
bracis-33643	106	36	of	of	ADP
bracis-33643	106	37	lower	lower	ADV
bracis-33643	106	38	-	-	PUNCT
bracis-33643	106	39	dimensional	dimensional	ADJ
bracis-33643	106	40	matrices	matrix	NOUN
bracis-33643	106	41	.	.	PUNCT
bracis-33643	107	1	mathematically	mathematically	ADV
bracis-33643	107	2	,	,	PUNCT
bracis-33643	107	3	this	this	DET
bracis-33643	107	4	approach	approach	NOUN
bracis-33643	107	5	involves	involve	VERB
bracis-33643	107	6	introducing	introduce	VERB
bracis-33643	107	7	two	two	NUM
bracis-33643	107	8	smaller	small	ADJ
bracis-33643	107	9	matrices	matrix	NOUN
bracis-33643	107	10	,	,	PUNCT
bracis-33643	107	11	a	a	PRON
bracis-33643	107	12	and	and	CCONJ
bracis-33643	107	13	b	b	NOUN
bracis-33643	107	14	,	,	PUNCT
bracis-33643	107	15	where	where	SCONJ
bracis-33643	107	16	the	the	DET
bracis-33643	107	17	product	product	NOUN
bracis-33643	107	18	ab	ab	PROPN
bracis-33643	107	19	serves	serve	VERB
bracis-33643	107	20	as	as	ADP
bracis-33643	107	21	a	a	DET
bracis-33643	107	22	low	low	ADJ
bracis-33643	107	23	-	-	PUNCT
bracis-33643	107	24	rank	rank	NOUN
bracis-33643	107	25	approximation	approximation	NOUN
bracis-33643	107	26	for	for	ADP
bracis-33643	107	27	updating	update	VERB
bracis-33643	107	28	the	the	DET
bracis-33643	107	29	original	original	ADJ
bracis-33643	107	30	weight	weight	NOUN
bracis-33643	107	31	matrix	matrix	NOUN
bracis-33643	107	32	,	,	PUNCT
bracis-33643	107	33	w.	w.	NOUN
bracis-33643	107	34	this	this	DET
bracis-33643	107	35	product	product	NOUN
bracis-33643	107	36	does	do	AUX
bracis-33643	107	37	not	not	PART
bracis-33643	107	38	replace	replace	VERB
bracis-33643	107	39	w	w	NOUN
bracis-33643	107	40	but	but	CCONJ
bracis-33643	107	41	is	be	AUX
bracis-33643	107	42	added	add	VERB
bracis-33643	107	43	to	to	ADP
bracis-33643	107	44	it	it	PRON
bracis-33643	107	45	,	,	PUNCT
bracis-33643	107	46	allowing	allow	VERB
bracis-33643	107	47	the	the	DET
bracis-33643	107	48	original	original	ADJ
bracis-33643	107	49	model	model	NOUN
bracis-33643	107	50	to	to	PART
bracis-33643	107	51	be	be	AUX
bracis-33643	107	52	extended	extend	VERB
bracis-33643	107	53	with	with	ADP
bracis-33643	107	54	new	new	ADJ
bracis-33643	107	55	learning	learning	NOUN
bracis-33643	107	56	capabilities	capability	NOUN
bracis-33643	107	57	without	without	ADP
bracis-33643	107	58	directly	directly	ADV
bracis-33643	107	59	altering	alter	VERB
bracis-33643	107	60	its	its	PRON
bracis-33643	107	61	pre	pre	ADJ
bracis-33643	107	62	-	-	ADJ
bracis-33643	107	63	existing	exist	VERB
bracis-33643	107	64	structure	structure	NOUN
bracis-33643	107	65	[	[	X
bracis-33643	107	66	14	14	NUM
bracis-33643	107	67	]	]	PUNCT
bracis-33643	107	68	.	.	PUNCT
bracis-33643	108	1	the	the	DET
bracis-33643	108	2	primary	primary	ADJ
bracis-33643	108	3	advantage	advantage	NOUN
bracis-33643	108	4	of	of	ADP
bracis-33643	108	5	using	use	VERB
bracis-33643	108	6	lora	lora	PROPN
bracis-33643	108	7	in	in	ADP
bracis-33643	108	8	language	language	NOUN
bracis-33643	108	9	models	model	NOUN
bracis-33643	108	10	is	be	AUX
bracis-33643	108	11	twofold	twofold	ADV
bracis-33643	108	12	:	:	PUNCT
bracis-33643	108	13	first	first	ADV
bracis-33643	108	14	,	,	PUNCT
bracis-33643	108	15	it	it	PRON
bracis-33643	108	16	reduces	reduce	VERB
bracis-33643	108	17	the	the	DET
bracis-33643	108	18	number	number	NOUN
bracis-33643	108	19	of	of	ADP
bracis-33643	108	20	parameters	parameter	NOUN
bracis-33643	108	21	that	that	PRON
bracis-33643	108	22	need	need	VERB
bracis-33643	108	23	to	to	PART
bracis-33643	108	24	be	be	AUX
bracis-33643	108	25	adjusted	adjust	VERB
bracis-33643	108	26	during	during	ADP
bracis-33643	108	27	adaptation	adaptation	NOUN
bracis-33643	108	28	,	,	PUNCT
bracis-33643	108	29	decreasing	decrease	VERB
bracis-33643	108	30	the	the	DET
bracis-33643	108	31	demand	demand	NOUN
bracis-33643	108	32	for	for	ADP
bracis-33643	108	33	computational	computational	ADJ
bracis-33643	108	34	resources	resource	NOUN
bracis-33643	108	35	and	and	CCONJ
bracis-33643	108	36	training	training	NOUN
bracis-33643	108	37	data	datum	NOUN
bracis-33643	108	38	.	.	PUNCT
bracis-33643	109	1	second	second	ADJ
bracis-33643	109	2	,	,	PUNCT
bracis-33643	109	3	by	by	ADP
bracis-33643	109	4	keeping	keep	VERB
bracis-33643	109	5	most	most	ADJ
bracis-33643	109	6	of	of	ADP
bracis-33643	109	7	the	the	DET
bracis-33643	109	8	original	original	ADJ
bracis-33643	109	9	model	model	NOUN
bracis-33643	109	10	structure	structure	NOUN
bracis-33643	109	11	unchanged	unchanged	ADJ
bracis-33643	109	12	,	,	PUNCT
bracis-33643	109	13	lora	lora	PROPN
bracis-33643	109	14	preserves	preserve	VERB
bracis-33643	109	15	the	the	DET
bracis-33643	109	16	prior	prior	ADJ
bracis-33643	109	17	knowledge	knowledge	NOUN
bracis-33643	109	18	embedded	embed	VERB
bracis-33643	109	19	in	in	ADP
bracis-33643	109	20	the	the	DET
bracis-33643	109	21	model	model	NOUN
bracis-33643	109	22	,	,	PUNCT
bracis-33643	109	23	minimizing	minimize	VERB
bracis-33643	109	24	the	the	DET
bracis-33643	109	25	risk	risk	NOUN
bracis-33643	109	26	of	of	ADP
bracis-33643	109	27	catastrophic	catastrophic	ADJ
bracis-33643	109	28	forgetting	forgetting	NOUN
bracis-33643	109	29	,	,	PUNCT
bracis-33643	109	30	a	a	DET
bracis-33643	109	31	common	common	ADJ
bracis-33643	109	32	problem	problem	NOUN
bracis-33643	109	33	in	in	ADP
bracis-33643	109	34	more	more	ADV
bracis-33643	109	35	invasive	invasive	ADJ
bracis-33643	109	36	adaptations	adaptation	NOUN
bracis-33643	109	37	[	[	X
bracis-33643	109	38	16	16	NUM
bracis-33643	109	39	]	]	PUNCT
bracis-33643	109	40	.	.	PUNCT
bracis-33643	110	1	lora	lora	PROPN
bracis-33643	110	2	proves	prove	VERB
bracis-33643	110	3	particularly	particularly	ADV
bracis-33643	110	4	useful	useful	ADJ
bracis-33643	110	5	in	in	ADP
bracis-33643	110	6	scenarios	scenario	NOUN
bracis-33643	110	7	where	where	SCONJ
bracis-33643	110	8	computational	computational	ADJ
bracis-33643	110	9	resources	resource	NOUN
bracis-33643	110	10	are	be	AUX
bracis-33643	110	11	limited	limited	ADJ
bracis-33643	110	12	or	or	CCONJ
bracis-33643	110	13	when	when	SCONJ
bracis-33643	110	14	it	it	PRON
bracis-33643	110	15	is	be	AUX
bracis-33643	110	16	necessary	necessary	ADJ
bracis-33643	110	17	to	to	PART
bracis-33643	110	18	adapt	adapt	VERB
bracis-33643	110	19	models	model	NOUN
bracis-33643	110	20	on	on	ADP
bracis-33643	110	21	devices	device	NOUN
bracis-33643	110	22	with	with	ADP
bracis-33643	110	23	restricted	restricted	ADJ
bracis-33643	110	24	processing	processing	NOUN
bracis-33643	110	25	capacity	capacity	NOUN
bracis-33643	110	26	.	.	PUNCT
bracis-33643	111	1	for	for	ADP
bracis-33643	111	2	these	these	DET
bracis-33643	111	3	reasons	reason	NOUN
bracis-33643	111	4	,	,	PUNCT
bracis-33643	111	5	lora	lora	PROPN
bracis-33643	111	6	is	be	AUX
bracis-33643	111	7	a	a	DET
bracis-33643	111	8	strategic	strategic	ADJ
bracis-33643	111	9	choice	choice	NOUN
bracis-33643	111	10	for	for	ADP
bracis-33643	111	11	adapting	adapt	VERB
bracis-33643	111	12	language	language	NOUN
bracis-33643	111	13	models	model	NOUN
bracis-33643	111	14	to	to	ADP
bracis-33643	111	15	specific	specific	ADJ
bracis-33643	111	16	tasks	task	NOUN
bracis-33643	111	17	,	,	PUNCT
bracis-33643	111	18	maintaining	maintain	VERB
bracis-33643	111	19	a	a	DET
bracis-33643	111	20	balance	balance	NOUN
bracis-33643	111	21	between	between	ADP
bracis-33643	111	22	effectiveness	effectiveness	NOUN
bracis-33643	111	23	and	and	CCONJ
bracis-33643	111	24	efficiency	efficiency	NOUN
bracis-33643	111	25	[	[	X
bracis-33643	111	26	14	14	NUM
bracis-33643	111	27	]	]	PUNCT
bracis-33643	111	28	.	.	PUNCT
bracis-33643	112	1	4.3	4.3	NUM
bracis-33643	112	2	fine	fine	ADV
bracis-33643	112	3	-	-	PUNCT
bracis-33643	112	4	tuning	tune	VERB
bracis-33643	112	5	fine	fine	ADV
bracis-33643	112	6	-	-	PUNCT
bracis-33643	112	7	tuning	tuning	NOUN
bracis-33643	112	8	,	,	PUNCT
bracis-33643	112	9	in	in	ADP
bracis-33643	112	10	the	the	DET
bracis-33643	112	11	context	context	NOUN
bracis-33643	112	12	of	of	ADP
bracis-33643	112	13	large	large	ADJ
bracis-33643	112	14	language	language	NOUN
bracis-33643	112	15	models	model	NOUN
bracis-33643	112	16	(	(	PUNCT
bracis-33643	112	17	llms	llm	NOUN
bracis-33643	112	18	)	)	PUNCT
bracis-33643	112	19	,	,	PUNCT
bracis-33643	112	20	refers	refer	VERB
bracis-33643	112	21	to	to	ADP
bracis-33643	112	22	the	the	DET
bracis-33643	112	23	process	process	NOUN
bracis-33643	112	24	of	of	ADP
bracis-33643	112	25	adjusting	adjust	VERB
bracis-33643	112	26	the	the	DET
bracis-33643	112	27	pre	pre	ADJ
bracis-33643	112	28	-	-	ADJ
bracis-33643	112	29	trained	train	VERB
bracis-33643	112	30	weights	weight	NOUN
bracis-33643	112	31	of	of	ADP
bracis-33643	112	32	a	a	DET
bracis-33643	112	33	model	model	NOUN
bracis-33643	112	34	on	on	ADP
bracis-33643	112	35	a	a	DET
bracis-33643	112	36	specific	specific	ADJ
bracis-33643	112	37	dataset	dataset	NOUN
bracis-33643	112	38	or	or	CCONJ
bracis-33643	112	39	task	task	NOUN
bracis-33643	112	40	,	,	PUNCT
bracis-33643	112	41	with	with	ADP
bracis-33643	112	42	the	the	DET
bracis-33643	112	43	aim	aim	NOUN
bracis-33643	112	44	of	of	ADP
bracis-33643	112	45	adapting	adapt	VERB
bracis-33643	112	46	the	the	DET
bracis-33643	112	47	model	model	NOUN
bracis-33643	112	48	to	to	PART
bracis-33643	112	49	perform	perform	VERB
bracis-33643	112	50	better	well	ADV
bracis-33643	112	51	in	in	ADP
bracis-33643	112	52	particular	particular	ADJ
bracis-33643	112	53	scenarios	scenario	NOUN
bracis-33643	112	54	.	.	PUNCT
bracis-33643	113	1	this	this	DET
bracis-33643	113	2	method	method	NOUN
bracis-33643	113	3	involves	involve	VERB
bracis-33643	113	4	continuing	continue	VERB
bracis-33643	113	5	the	the	DET
bracis-33643	113	6	training	training	NOUN
bracis-33643	113	7	of	of	ADP
bracis-33643	113	8	the	the	DET
bracis-33643	113	9	model	model	NOUN
bracis-33643	113	10	from	from	ADP
bracis-33643	113	11	its	its	PRON
bracis-33643	113	12	initial	initial	ADJ
bracis-33643	113	13	pre	pre	ADJ
bracis-33643	113	14	-	-	ADJ
bracis-33643	113	15	trained	train	VERB
bracis-33643	113	16	configuration	configuration	NOUN
bracis-33643	113	17	,	,	PUNCT
bracis-33643	113	18	typically	typically	ADV
bracis-33643	113	19	using	use	VERB
bracis-33643	113	20	a	a	DET
bracis-33643	113	21	lower	low	ADJ
bracis-33643	113	22	learning	learning	NOUN
bracis-33643	113	23	rate	rate	NOUN
bracis-33643	113	24	,	,	PUNCT
bracis-33643	113	25	to	to	PART
bracis-33643	113	26	refine	refine	VERB
bracis-33643	113	27	its	its	PRON
bracis-33643	113	28	parameters	parameter	NOUN
bracis-33643	113	29	without	without	ADP
bracis-33643	113	30	losing	lose	VERB
bracis-33643	113	31	the	the	DET
bracis-33643	113	32	generalizations	generalization	NOUN
bracis-33643	113	33	learned	learn	VERB
bracis-33643	113	34	during	during	ADP
bracis-33643	113	35	extensive	extensive	ADJ
bracis-33643	113	36	pre	pre	NOUN
bracis-33643	113	37	-	-	NOUN
bracis-33643	113	38	training	training	ADJ
bracis-33643	113	39	[	[	X
bracis-33643	113	40	13	13	NUM
bracis-33643	113	41	]	]	PUNCT
bracis-33643	113	42	.	.	PUNCT
bracis-33643	114	1	the	the	DET
bracis-33643	114	2	fine	fine	ADV
bracis-33643	114	3	-	-	PUNCT
bracis-33643	114	4	tuning	tune	VERB
bracis-33643	114	5	process	process	NOUN
bracis-33643	114	6	involves	involve	VERB
bracis-33643	114	7	several	several	ADJ
bracis-33643	114	8	critical	critical	ADJ
bracis-33643	114	9	steps	step	NOUN
bracis-33643	114	10	:	:	PUNCT
bracis-33643	114	11	selection	selection	NOUN
bracis-33643	114	12	of	of	ADP
bracis-33643	114	13	a	a	DET
bracis-33643	114	14	training	training	NOUN
bracis-33643	114	15	dataset	dataset	NOUN
bracis-33643	114	16	that	that	PRON
bracis-33643	114	17	is	be	AUX
bracis-33643	114	18	representative	representative	NOUN
bracis-33643	114	19	of	of	ADP
bracis-33643	114	20	the	the	DET
bracis-33643	114	21	final	final	ADJ
bracis-33643	114	22	task	task	NOUN
bracis-33643	114	23	,	,	PUNCT
bracis-33643	114	24	choice	choice	NOUN
bracis-33643	114	25	of	of	ADP
bracis-33643	114	26	a	a	DET
bracis-33643	114	27	learning	learning	NOUN
bracis-33643	114	28	rate	rate	NOUN
bracis-33643	114	29	that	that	PRON
bracis-33643	114	30	is	be	AUX
bracis-33643	114	31	sufficiently	sufficiently	ADV
bracis-33643	114	32	small	small	ADJ
bracis-33643	114	33	to	to	PART
bracis-33643	114	34	avoid	avoid	VERB
bracis-33643	114	35	losing	lose	VERB
bracis-33643	114	36	useful	useful	ADJ
bracis-33643	114	37	information	information	NOUN
bracis-33643	114	38	already	already	ADV
bracis-33643	114	39	acquired	acquire	VERB
bracis-33643	114	40	,	,	PUNCT
bracis-33643	114	41	and	and	CCONJ
bracis-33643	114	42	careful	careful	ADJ
bracis-33643	114	43	adjustment	adjustment	NOUN
bracis-33643	114	44	of	of	ADP
bracis-33643	114	45	the	the	DET
bracis-33643	114	46	number	number	NOUN
bracis-33643	114	47	of	of	ADP
bracis-33643	114	48	training	training	NOUN
bracis-33643	114	49	epochs	epoch	NOUN
bracis-33643	114	50	to	to	PART
bracis-33643	114	51	prevent	prevent	VERB
bracis-33643	114	52	overfitting	overfitting	NOUN
bracis-33643	114	53	.	.	PUNCT
bracis-33643	115	1	the	the	DET
bracis-33643	115	2	success	success	NOUN
bracis-33643	115	3	of	of	ADP
bracis-33643	115	4	fine	fine	ADV
bracis-33643	115	5	-	-	PUNCT
bracis-33643	115	6	tuning	tuning	NOUN
bracis-33643	115	7	depends	depend	VERB
bracis-33643	115	8	not	not	PART
bracis-33643	115	9	only	only	ADV
bracis-33643	115	10	on	on	ADP
bracis-33643	115	11	the	the	DET
bracis-33643	115	12	quality	quality	NOUN
bracis-33643	115	13	and	and	CCONJ
bracis-33643	115	14	size	size	NOUN
bracis-33643	115	15	of	of	ADP
bracis-33643	115	16	the	the	DET
bracis-33643	115	17	dataset	dataset	NOUN
bracis-33643	115	18	but	but	CCONJ
bracis-33643	115	19	also	also	ADV
bracis-33643	115	20	on	on	ADP
bracis-33643	115	21	a	a	DET
bracis-33643	115	22	good	good	ADJ
bracis-33643	115	23	regularization	regularization	NOUN
bracis-33643	115	24	strategy	strategy	NOUN
bracis-33643	115	25	and	and	CCONJ
bracis-33643	115	26	monitoring	monitoring	NOUN
bracis-33643	115	27	of	of	ADP
bracis-33643	115	28	the	the	DET
bracis-33643	115	29	model	model	NOUN
bracis-33643	115	30	’s	’s	PART
bracis-33643	115	31	generalization	generalization	NOUN
bracis-33643	115	32	[	[	X
bracis-33643	115	33	25	25	NUM
bracis-33643	115	34	]	]	PUNCT
bracis-33643	115	35	.	.	PUNCT
bracis-33643	116	1	the	the	DET
bracis-33643	116	2	main	main	ADJ
bracis-33643	116	3	advantage	advantage	NOUN
bracis-33643	116	4	of	of	ADP
bracis-33643	116	5	fine	fine	ADV
bracis-33643	116	6	-	-	PUNCT
bracis-33643	116	7	tuning	tuning	NOUN
bracis-33643	116	8	is	be	AUX
bracis-33643	116	9	its	its	PRON
bracis-33643	116	10	ability	ability	NOUN
bracis-33643	116	11	to	to	PART
bracis-33643	116	12	produce	produce	VERB
bracis-33643	116	13	highly	highly	ADV
bracis-33643	116	14	specialized	specialized	ADJ
bracis-33643	116	15	models	model	NOUN
bracis-33643	116	16	for	for	ADP
bracis-33643	116	17	specific	specific	ADJ
bracis-33643	116	18	tasks	task	NOUN
bracis-33643	116	19	,	,	PUNCT
bracis-33643	116	20	which	which	PRON
bracis-33643	116	21	can	can	AUX
bracis-33643	116	22	result	result	VERB
bracis-33643	116	23	in	in	ADP
bracis-33643	116	24	a	a	DET
bracis-33643	116	25	significant	significant	ADJ
bracis-33643	116	26	increase	increase	NOUN
bracis-33643	116	27	in	in	ADP
bracis-33643	116	28	performance	performance	NOUN
bracis-33643	116	29	compared	compare	VERB
bracis-33643	116	30	to	to	ADP
bracis-33643	116	31	generic	generic	ADJ
bracis-33643	116	32	pre	pre	ADJ
bracis-33643	116	33	-	-	ADJ
bracis-33643	116	34	trained	train	VERB
bracis-33643	116	35	models	model	NOUN
bracis-33643	116	36	.	.	PUNCT
bracis-33643	117	1	however	however	ADV
bracis-33643	117	2	,	,	PUNCT
bracis-33643	117	3	this	this	DET
bracis-33643	117	4	method	method	NOUN
bracis-33643	117	5	also	also	ADV
bracis-33643	117	6	presents	present	VERB
bracis-33643	117	7	challenges	challenge	NOUN
bracis-33643	117	8	,	,	PUNCT
bracis-33643	117	9	such	such	ADJ
bracis-33643	117	10	as	as	ADP
bracis-33643	117	11	the	the	DET
bracis-33643	117	12	need	need	NOUN
bracis-33643	117	13	for	for	ADP
bracis-33643	117	14	large	large	ADJ
bracis-33643	117	15	volumes	volume	NOUN
bracis-33643	117	16	of	of	ADP
bracis-33643	117	17	task	task	NOUN
bracis-33643	117	18	-	-	PUNCT
bracis-33643	117	19	specific	specific	ADJ
bracis-33643	117	20	data	datum	NOUN
bracis-33643	117	21	and	and	CCONJ
bracis-33643	117	22	the	the	DET
bracis-33643	117	23	risk	risk	NOUN
bracis-33643	117	24	of	of	ADP
bracis-33643	117	25	overfitting	overfitte	VERB
bracis-33643	117	26	,	,	PUNCT
bracis-33643	117	27	especially	especially	ADV
bracis-33643	117	28	in	in	ADP
bracis-33643	117	29	tasks	task	NOUN
bracis-33643	117	30	with	with	ADP
bracis-33643	117	31	limited	limited	ADJ
bracis-33643	117	32	datasets	dataset	NOUN
bracis-33643	117	33	[	[	X
bracis-33643	117	34	11	11	NUM
bracis-33643	117	35	]	]	PUNCT
bracis-33643	117	36	.	.	PUNCT
bracis-33643	118	1	for	for	ADP
bracis-33643	118	2	these	these	DET
bracis-33643	118	3	reasons	reason	NOUN
bracis-33643	118	4	,	,	PUNCT
bracis-33643	118	5	fine	fine	ADV
bracis-33643	118	6	-	-	PUNCT
bracis-33643	118	7	tuning	tuning	NOUN
bracis-33643	118	8	is	be	AUX
bracis-33643	118	9	a	a	DET
bracis-33643	118	10	powerful	powerful	ADJ
bracis-33643	118	11	and	and	CCONJ
bracis-33643	118	12	widely	widely	ADV
bracis-33643	118	13	used	use	VERB
bracis-33643	118	14	technique	technique	NOUN
bracis-33643	118	15	in	in	ADP
bracis-33643	118	16	adapting	adapt	VERB
bracis-33643	118	17	language	language	NOUN
bracis-33643	118	18	models	model	NOUN
bracis-33643	118	19	for	for	ADP
bracis-33643	118	20	natural	natural	ADJ
bracis-33643	118	21	language	language	NOUN
bracis-33643	118	22	processing	processing	NOUN
bracis-33643	118	23	(	(	PUNCT
bracis-33643	118	24	nlp	nlp	ADJ
bracis-33643	118	25	)	)	PUNCT
bracis-33643	118	26	applications	application	NOUN
bracis-33643	118	27	,	,	PUNCT
bracis-33643	118	28	offering	offer	VERB
bracis-33643	118	29	a	a	DET
bracis-33643	118	30	flexible	flexible	ADJ
bracis-33643	118	31	approach	approach	NOUN
bracis-33643	118	32	to	to	ADP
bracis-33643	118	33	personalizing	personalize	VERB
bracis-33643	118	34	artificial	artificial	ADJ
bracis-33643	118	35	intelligence	intelligence	NOUN
bracis-33643	118	36	models	model	NOUN
bracis-33643	118	37	across	across	ADP
bracis-33643	118	38	a	a	DET
bracis-33643	118	39	variety	variety	NOUN
bracis-33643	118	40	of	of	ADP
bracis-33643	118	41	domains	domain	NOUN
bracis-33643	118	42	and	and	CCONJ
bracis-33643	118	43	tasks	task	NOUN
bracis-33643	118	44	[	[	X
bracis-33643	118	45	31	31	NUM
bracis-33643	118	46	]	]	PUNCT
bracis-33643	118	47	.	.	PUNCT
bracis-33643	119	1	in	in	ADP
bracis-33643	119	2	the	the	DET
bracis-33643	119	3	context	context	NOUN
bracis-33643	119	4	of	of	ADP
bracis-33643	119	5	our	our	PRON
bracis-33643	119	6	study	study	NOUN
bracis-33643	119	7	on	on	ADP
bracis-33643	119	8	portuguese	portuguese	ADJ
bracis-33643	119	9	open	open	ADJ
bracis-33643	119	10	information	information	NOUN
bracis-33643	119	11	extraction	extraction	NOUN
bracis-33643	119	12	,	,	PUNCT
bracis-33643	119	13	we	we	PRON
bracis-33643	119	14	explore	explore	VERB
bracis-33643	119	15	both	both	DET
bracis-33643	119	16	lora	lora	PROPN
bracis-33643	119	17	and	and	CCONJ
bracis-33643	119	18	fine	fine	ADV
bracis-33643	119	19	-	-	PUNCT
bracis-33643	119	20	tuning	tune	VERB
bracis-33643	119	21	techniques	technique	NOUN
bracis-33643	119	22	to	to	PART
bracis-33643	119	23	adapt	adapt	VERB
bracis-33643	119	24	large	large	ADJ
bracis-33643	119	25	language	language	NOUN
bracis-33643	119	26	models	model	NOUN
bracis-33643	119	27	,	,	PUNCT
bracis-33643	119	28	comparing	compare	VERB
bracis-33643	119	29	their	their	PRON
bracis-33643	119	30	effectiveness	effectiveness	NOUN
bracis-33643	119	31	and	and	CCONJ
bracis-33643	119	32	efficiency	efficiency	NOUN
bracis-33643	119	33	in	in	ADP
bracis-33643	119	34	this	this	DET
bracis-33643	119	35	specific	specific	ADJ
bracis-33643	119	36	cross	cross	ADJ
bracis-33643	119	37	-	-	ADJ
bracis-33643	119	38	lingual	lingual	ADJ
bracis-33643	119	39	task	task	NOUN
bracis-33643	119	40	.	.	PUNCT
bracis-33643	120	1	this	this	DET
bracis-33643	120	2	comparative	comparative	ADJ
bracis-33643	120	3	analysis	analysis	NOUN
bracis-33643	120	4	contributes	contribute	VERB
bracis-33643	120	5	to	to	ADP
bracis-33643	120	6	the	the	DET
bracis-33643	120	7	ongoing	ongoing	ADJ
bracis-33643	120	8	discourse	discourse	NOUN
bracis-33643	120	9	on	on	ADP
bracis-33643	120	10	efficient	efficient	ADJ
bracis-33643	120	11	adaptation	adaptation	NOUN
bracis-33643	120	12	strategies	strategy	NOUN
bracis-33643	120	13	for	for	ADP
bracis-33643	120	14	large	large	ADJ
bracis-33643	120	15	pre	pre	ADJ
bracis-33643	120	16	-	-	ADJ
bracis-33643	120	17	trained	train	VERB
bracis-33643	120	18	models	model	NOUN
bracis-33643	120	19	in	in	ADP
bracis-33643	120	20	multilingual	multilingual	ADJ
bracis-33643	120	21	scenarios	scenario	NOUN
bracis-33643	120	22	[	[	X
bracis-33643	120	23	1	1	NUM
bracis-33643	120	24	]	]	PUNCT
bracis-33643	120	25	.	.	PUNCT
bracis-33643	121	1	5	5	NUM
bracis-33643	121	2	methodology	methodology	NOUN
bracis-33643	121	3	5.1	5.1	NUM
bracis-33643	121	4	corpus	corpus	NOUN
bracis-33643	121	5	in	in	ADP
bracis-33643	121	6	our	our	PRON
bracis-33643	121	7	study	study	NOUN
bracis-33643	121	8	,	,	PUNCT
bracis-33643	121	9	we	we	PRON
bracis-33643	121	10	employed	employ	VERB
bracis-33643	121	11	the	the	DET
bracis-33643	121	12	transalign	transalign	NOUN
bracis-33643	121	13	corpus	corpus	NOUN
bracis-33643	121	14	[	[	X
bracis-33643	121	15	26	26	NUM
bracis-33643	121	16	]	]	X
bracis-33643	121	17	,	,	PUNCT
bracis-33643	121	18	specifically	specifically	ADV
bracis-33643	121	19	designed	design	VERB
bracis-33643	121	20	to	to	PART
bracis-33643	121	21	enhance	enhance	VERB
bracis-33643	121	22	the	the	DET
bracis-33643	121	23	availability	availability	NOUN
bracis-33643	121	24	of	of	ADP
bracis-33643	121	25	high	high	ADJ
bracis-33643	121	26	-	-	PUNCT
bracis-33643	121	27	quality	quality	NOUN
bracis-33643	121	28	training	training	NOUN
bracis-33643	121	29	data	datum	NOUN
bracis-33643	121	30	for	for	ADP
bracis-33643	121	31	open	open	ADJ
bracis-33643	121	32	information	information	NOUN
bracis-33643	121	33	extraction	extraction	NOUN
bracis-33643	121	34	(	(	PUNCT
bracis-33643	121	35	openie	openie	PROPN
bracis-33643	121	36	)	)	PUNCT
bracis-33643	121	37	in	in	ADP
bracis-33643	121	38	under	under	ADV
bracis-33643	121	39	-	-	PUNCT
bracis-33643	121	40	resourced	resource	VERB
bracis-33643	121	41	languages	language	NOUN
bracis-33643	121	42	.	.	PUNCT
bracis-33643	122	1	the	the	DET
bracis-33643	122	2	corpus	corpus	NOUN
bracis-33643	122	3	,	,	PUNCT
bracis-33643	122	4	developed	develop	VERB
bracis-33643	122	5	through	through	ADP
bracis-33643	122	6	a	a	DET
bracis-33643	122	7	cross	cross	ADJ
bracis-33643	122	8	-	-	ADJ
bracis-33643	122	9	lingual	lingual	ADJ
bracis-33643	122	10	alignment	alignment	NOUN
bracis-33643	122	11	of	of	ADP
bracis-33643	122	12	data	datum	NOUN
bracis-33643	122	13	from	from	ADP
bracis-33643	122	14	resource	resource	NOUN
bracis-33643	122	15	-	-	PUNCT
bracis-33643	122	16	rich	rich	ADJ
bracis-33643	122	17	languages	language	NOUN
bracis-33643	122	18	like	like	ADP
bracis-33643	122	19	english	english	PROPN
bracis-33643	122	20	to	to	ADP
bracis-33643	122	21	portuguese	portuguese	PROPN
bracis-33643	122	22	,	,	PUNCT
bracis-33643	122	23	comprises	comprise	VERB
bracis-33643	122	24	96,067	96,067	NUM
bracis-33643	122	25	high	high	ADJ
bracis-33643	122	26	-	-	PUNCT
bracis-33643	122	27	quality	quality	NOUN
bracis-33643	122	28	triples	triple	NOUN
bracis-33643	122	29	.	.	PUNCT
bracis-33643	123	1	these	these	DET
bracis-33643	123	2	triples	triple	NOUN
bracis-33643	123	3	are	be	AUX
bracis-33643	123	4	aligned	align	VERB
bracis-33643	123	5	to	to	PART
bracis-33643	123	6	reflect	reflect	VERB
bracis-33643	123	7	brazilian	brazilian	ADJ
bracis-33643	123	8	portuguese	portuguese	ADJ
bracis-33643	123	9	grammatical	grammatical	ADJ
bracis-33643	123	10	structures	structure	NOUN
bracis-33643	123	11	,	,	PUNCT
bracis-33643	123	12	using	use	VERB
bracis-33643	123	13	advanced	advanced	ADJ
bracis-33643	123	14	translation	translation	NOUN
bracis-33643	123	15	models	model	NOUN
bracis-33643	123	16	and	and	CCONJ
bracis-33643	123	17	handcrafted	handcrafted	ADJ
bracis-33643	123	18	rules	rule	NOUN
bracis-33643	123	19	.	.	PUNCT
bracis-33643	124	1	5.2	5.2	NUM
bracis-33643	124	2	pre	pre	ADJ
bracis-33643	124	3	-	-	ADJ
bracis-33643	124	4	processing	processing	NOUN
bracis-33643	124	5	in	in	ADP
bracis-33643	124	6	the	the	DET
bracis-33643	124	7	initial	initial	ADJ
bracis-33643	124	8	processing	processing	NOUN
bracis-33643	124	9	of	of	ADP
bracis-33643	124	10	the	the	DET
bracis-33643	124	11	transalign	transalign	NOUN
bracis-33643	124	12	corpus	corpus	NOUN
bracis-33643	124	13	data	datum	NOUN
bracis-33643	124	14	,	,	PUNCT
bracis-33643	124	15	each	each	PRON
bracis-33643	124	16	triple	triple	ADJ
bracis-33643	124	17	and	and	CCONJ
bracis-33643	124	18	sentence	sentence	NOUN
bracis-33643	124	19	was	be	AUX
bracis-33643	124	20	transformed	transform	VERB
bracis-33643	124	21	into	into	ADP
bracis-33643	124	22	a	a	DET
bracis-33643	124	23	format	format	NOUN
bracis-33643	124	24	close	close	ADJ
bracis-33643	124	25	to	to	ADP
bracis-33643	124	26	natural	natural	ADJ
bracis-33643	124	27	language	language	NOUN
bracis-33643	124	28	,	,	PUNCT
bracis-33643	124	29	using	use	VERB
bracis-33643	124	30	a	a	DET
bracis-33643	124	31	specific	specific	ADJ
bracis-33643	124	32	command	command	NOUN
bracis-33643	124	33	system	system	NOUN
bracis-33643	124	34	.	.	PUNCT
bracis-33643	125	1	this	this	DET
bracis-33643	125	2	transformation	transformation	NOUN
bracis-33643	125	3	aimed	aim	VERB
bracis-33643	125	4	to	to	PART
bracis-33643	125	5	prepare	prepare	VERB
bracis-33643	125	6	the	the	DET
bracis-33643	125	7	data	datum	NOUN
bracis-33643	125	8	for	for	ADP
bracis-33643	125	9	more	more	ADV
bracis-33643	125	10	efficient	efficient	ADJ
bracis-33643	125	11	manipulation	manipulation	NOUN
bracis-33643	125	12	in	in	ADP
bracis-33643	125	13	language	language	NOUN
bracis-33643	125	14	models	model	NOUN
bracis-33643	125	15	.	.	PUNCT
bracis-33643	126	1	chatml	chatml	PROPN
bracis-33643	126	2	,	,	PUNCT
bracis-33643	126	3	a	a	DET
bracis-33643	126	4	template	template	NOUN
bracis-33643	126	5	format	format	NOUN
bracis-33643	126	6	utilizing	utilize	VERB
bracis-33643	126	7	jinjafootnote	jinjafootnote	ADJ
bracis-33643	126	8	1	1	NUM
bracis-33643	126	9	syntax	syntax	NOUN
bracis-33643	126	10	,	,	PUNCT
bracis-33643	126	11	was	be	AUX
bracis-33643	126	12	employed	employ	VERB
bracis-33643	126	13	to	to	PART
bracis-33643	126	14	transform	transform	VERB
bracis-33643	126	15	a	a	DET
bracis-33643	126	16	list	list	NOUN
bracis-33643	126	17	of	of	ADP
bracis-33643	126	18	chat	chat	VERB
bracis-33643	126	19	messages	message	NOUN
bracis-33643	126	20	into	into	ADP
bracis-33643	126	21	a	a	DET
bracis-33643	126	22	formatted	format	VERB
bracis-33643	126	23	string	string	NOUN
bracis-33643	126	24	that	that	PRON
bracis-33643	126	25	can	can	AUX
bracis-33643	126	26	be	be	AUX
bracis-33643	126	27	directly	directly	ADV
bracis-33643	126	28	used	use	VERB
bracis-33643	126	29	by	by	ADP
bracis-33643	126	30	language	language	NOUN
bracis-33643	126	31	models	model	NOUN
bracis-33643	126	32	for	for	ADP
bracis-33643	126	33	training	training	NOUN
bracis-33643	126	34	or	or	CCONJ
bracis-33643	126	35	inference	inference	NOUN
bracis-33643	126	36	.	.	PUNCT
bracis-33643	127	1	in	in	ADP
bracis-33643	127	2	the	the	DET
bracis-33643	127	3	context	context	NOUN
bracis-33643	127	4	of	of	ADP
bracis-33643	127	5	transalign	transalign	NOUN
bracis-33643	127	6	,	,	PUNCT
bracis-33643	127	7	this	this	DET
bracis-33643	127	8	template	template	NOUN
bracis-33643	127	9	was	be	AUX
bracis-33643	127	10	adapted	adapt	VERB
bracis-33643	127	11	to	to	PART
bracis-33643	127	12	organize	organize	VERB
bracis-33643	127	13	the	the	DET
bracis-33643	127	14	information	information	NOUN
bracis-33643	127	15	from	from	ADP
bracis-33643	127	16	the	the	DET
bracis-33643	127	17	triples	triple	NOUN
bracis-33643	127	18	(	(	PUNCT
bracis-33643	127	19	arg0	arg0	PROPN
bracis-33643	127	20	,	,	PUNCT
bracis-33643	127	21	v	v	NOUN
bracis-33643	127	22	,	,	PUNCT
bracis-33643	127	23	arg1	arg1	PROPN
bracis-33643	127	24	)	)	PUNCT
bracis-33643	127	25	into	into	ADP
bracis-33643	127	26	a	a	DET
bracis-33643	127	27	format	format	NOUN
bracis-33643	127	28	simulating	simulate	VERB
bracis-33643	127	29	conversations	conversation	NOUN
bracis-33643	127	30	,	,	PUNCT
bracis-33643	127	31	facilitating	facilitate	VERB
bracis-33643	127	32	the	the	DET
bracis-33643	127	33	training	training	NOUN
bracis-33643	127	34	of	of	ADP
bracis-33643	127	35	models	model	NOUN
bracis-33643	127	36	in	in	ADP
bracis-33643	127	37	openie	openie	NOUN
bracis-33643	127	38	tasks	task	NOUN
bracis-33643	128	1	[	[	X
bracis-33643	128	2	33	33	NUM
bracis-33643	128	3	]	]	PUNCT
bracis-33643	128	4	.	.	PUNCT
bracis-33643	129	1	axolotlfootnote	axolotlfootnote	VERB
bracis-33643	129	2	2	2	NUM
bracis-33643	129	3	,	,	PUNCT
bracis-33643	129	4	a	a	DET
bracis-33643	129	5	language	language	NOUN
bracis-33643	129	6	model	model	NOUN
bracis-33643	129	7	training	training	NOUN
bracis-33643	129	8	platform	platform	NOUN
bracis-33643	129	9	,	,	PUNCT
bracis-33643	129	10	was	be	AUX
bracis-33643	129	11	used	use	VERB
bracis-33643	129	12	to	to	PART
bracis-33643	129	13	train	train	VERB
bracis-33643	129	14	the	the	DET
bracis-33643	129	15	models	model	NOUN
bracis-33643	129	16	using	use	VERB
bracis-33643	129	17	the	the	DET
bracis-33643	129	18	processed	process	VERB
bracis-33643	129	19	data	datum	NOUN
bracis-33643	129	20	.	.	PUNCT
bracis-33643	130	1	the	the	DET
bracis-33643	130	2	choice	choice	NOUN
bracis-33643	130	3	of	of	ADP
bracis-33643	130	4	axolotl	axolotl	NOUN
bracis-33643	130	5	was	be	AUX
bracis-33643	130	6	due	due	ADJ
bracis-33643	130	7	to	to	ADP
bracis-33643	130	8	its	its	PRON
bracis-33643	130	9	efficiency	efficiency	NOUN
bracis-33643	130	10	in	in	ADP
bracis-33643	130	11	managing	manage	VERB
bracis-33643	130	12	and	and	CCONJ
bracis-33643	130	13	optimizing	optimize	VERB
bracis-33643	130	14	the	the	DET
bracis-33643	130	15	training	training	NOUN
bracis-33643	130	16	of	of	ADP
bracis-33643	130	17	large	large	ADJ
bracis-33643	130	18	-	-	PUNCT
bracis-33643	130	19	scale	scale	NOUN
bracis-33643	130	20	language	language	NOUN
bracis-33643	130	21	models	model	NOUN
bracis-33643	130	22	,	,	PUNCT
bracis-33643	130	23	especially	especially	ADV
bracis-33643	130	24	in	in	ADP
bracis-33643	130	25	configurations	configuration	NOUN
bracis-33643	130	26	involving	involve	VERB
bracis-33643	130	27	complex	complex	ADJ
bracis-33643	130	28	data	datum	NOUN
bracis-33643	130	29	adaptations	adaptation	NOUN
bracis-33643	130	30	,	,	PUNCT
bracis-33643	130	31	as	as	SCONJ
bracis-33643	130	32	is	be	AUX
bracis-33643	130	33	the	the	DET
bracis-33643	130	34	case	case	NOUN
bracis-33643	130	35	with	with	ADP
bracis-33643	130	36	multilingual	multilingual	ADJ
bracis-33643	130	37	openie	openie	NOUN
bracis-33643	130	38	[	[	X
bracis-33643	130	39	14	14	NUM
bracis-33643	130	40	]	]	PUNCT
bracis-33643	130	41	.	.	PUNCT
bracis-33643	131	1	after	after	ADP
bracis-33643	131	2	applying	apply	VERB
bracis-33643	131	3	the	the	DET
bracis-33643	131	4	chatml	chatml	PROPN
bracis-33643	131	5	template	template	NOUN
bracis-33643	131	6	,	,	PUNCT
bracis-33643	131	7	the	the	DET
bracis-33643	131	8	data	datum	NOUN
bracis-33643	131	9	were	be	AUX
bracis-33643	131	10	converted	convert	VERB
bracis-33643	131	11	to	to	ADP
bracis-33643	131	12	the	the	DET
bracis-33643	131	13	jsonl	jsonl	NOUN
bracis-33643	131	14	format	format	NOUN
bracis-33643	131	15	.	.	PUNCT
bracis-33643	132	1	this	this	DET
bracis-33643	132	2	format	format	NOUN
bracis-33643	132	3	is	be	AUX
bracis-33643	132	4	particularly	particularly	ADV
bracis-33643	132	5	useful	useful	ADJ
bracis-33643	132	6	for	for	ADP
bracis-33643	132	7	ai	ai	PROPN
bracis-33643	132	8	model	model	NOUN
bracis-33643	132	9	training	training	NOUN
bracis-33643	132	10	,	,	PUNCT
bracis-33643	132	11	as	as	SCONJ
bracis-33643	132	12	it	it	PRON
bracis-33643	132	13	allows	allow	VERB
bracis-33643	132	14	each	each	DET
bracis-33643	132	15	line	line	NOUN
bracis-33643	132	16	of	of	ADP
bracis-33643	132	17	the	the	DET
bracis-33643	132	18	file	file	NOUN
bracis-33643	132	19	to	to	PART
bracis-33643	132	20	contain	contain	VERB
bracis-33643	132	21	a	a	DET
bracis-33643	132	22	complete	complete	ADJ
bracis-33643	132	23	json	json	NOUN
bracis-33643	132	24	object	object	NOUN
bracis-33643	132	25	,	,	PUNCT
bracis-33643	132	26	representing	represent	VERB
bracis-33643	132	27	a	a	DET
bracis-33643	132	28	single	single	ADJ
bracis-33643	132	29	data	datum	NOUN
bracis-33643	132	30	entry	entry	NOUN
bracis-33643	132	31	.	.	PUNCT
bracis-33643	133	1	this	this	DET
bracis-33643	133	2	simplifies	simplifie	NOUN
bracis-33643	133	3	data	datum	NOUN
bracis-33643	133	4	loading	loading	NOUN
bracis-33643	133	5	and	and	CCONJ
bracis-33643	133	6	batch	batch	NOUN
bracis-33643	133	7	processing	processing	NOUN
bracis-33643	133	8	during	during	ADP
bracis-33643	133	9	training	training	NOUN
bracis-33643	133	10	,	,	PUNCT
bracis-33643	133	11	contributing	contribute	VERB
bracis-33643	133	12	to	to	ADP
bracis-33643	133	13	the	the	DET
bracis-33643	133	14	overall	overall	ADJ
bracis-33643	133	15	efficiency	efficiency	NOUN
bracis-33643	133	16	of	of	ADP
bracis-33643	133	17	the	the	DET
bracis-33643	133	18	process	process	NOUN
bracis-33643	133	19	.	.	PUNCT
bracis-33643	134	1	5.3	5.3	NUM
bracis-33643	134	2	hyperparameters	hyperparameter	NOUN
bracis-33643	134	3	we	we	PRON
bracis-33643	134	4	explored	explore	VERB
bracis-33643	134	5	the	the	DET
bracis-33643	134	6	training	training	NOUN
bracis-33643	134	7	configurations	configuration	NOUN
bracis-33643	134	8	of	of	ADP
bracis-33643	134	9	decoder	decoder	NOUN
bracis-33643	134	10	-	-	PUNCT
bracis-33643	134	11	only	only	ADJ
bracis-33643	134	12	language	language	NOUN
bracis-33643	134	13	models	model	NOUN
bracis-33643	134	14	,	,	PUNCT
bracis-33643	134	15	specifically	specifically	ADV
bracis-33643	134	16	focusing	focus	VERB
bracis-33643	134	17	on	on	ADP
bracis-33643	134	18	full	full	ADJ
bracis-33643	134	19	fine	fine	ADV
bracis-33643	134	20	-	-	PUNCT
bracis-33643	134	21	tuning	tuning	NOUN
bracis-33643	134	22	for	for	ADP
bracis-33643	134	23	the	the	DET
bracis-33643	134	24	qwen2	qwen2	NOUN
bracis-33643	134	25	0.5	0.5	NUM
bracis-33643	134	26	model	model	NOUN
bracis-33643	134	27	(	(	PUNCT
bracis-33643	134	28	0.5b	0.5b	NOUN
bracis-33643	134	29	parameters	parameter	NOUN
bracis-33643	134	30	)	)	PUNCT
bracis-33643	134	31	and	and	CCONJ
bracis-33643	134	32	lora	lora	PROPN
bracis-33643	134	33	on	on	ADP
bracis-33643	134	34	the	the	DET
bracis-33643	134	35	same	same	ADJ
bracis-33643	134	36	model	model	NOUN
bracis-33643	134	37	.	.	PUNCT
bracis-33643	135	1	the	the	DET
bracis-33643	135	2	qwen2	qwen2	PROPN
bracis-33643	135	3	0.5b	0.5b	PROPN
bracis-33643	135	4	model	model	NOUN
bracis-33643	135	5	was	be	AUX
bracis-33643	135	6	selected	select	VERB
bracis-33643	135	7	due	due	ADP
bracis-33643	135	8	to	to	ADP
bracis-33643	135	9	its	its	PRON
bracis-33643	135	10	compatibility	compatibility	NOUN
bracis-33643	135	11	with	with	ADP
bracis-33643	135	12	the	the	DET
bracis-33643	135	13	training	training	NOUN
bracis-33643	135	14	dataset	dataset	NOUN
bracis-33643	135	15	,	,	PUNCT
bracis-33643	135	16	which	which	PRON
bracis-33643	135	17	includes	include	VERB
bracis-33643	135	18	data	datum	NOUN
bracis-33643	135	19	in	in	ADP
bracis-33643	135	20	portuguese	portuguese	PROPN
bracis-33643	135	21	,	,	PUNCT
bracis-33643	135	22	and	and	CCONJ
bracis-33643	135	23	its	its	PRON
bracis-33643	135	24	smaller	small	ADJ
bracis-33643	135	25	size	size	NOUN
bracis-33643	135	26	allows	allow	VERB
bracis-33643	135	27	for	for	ADP
bracis-33643	135	28	stable	stable	ADJ
bracis-33643	135	29	training	training	NOUN
bracis-33643	135	30	with	with	ADP
bracis-33643	135	31	limited	limited	ADJ
bracis-33643	135	32	computational	computational	ADJ
bracis-33643	135	33	resources	resource	NOUN
bracis-33643	135	34	.	.	PUNCT
bracis-33643	136	1	the	the	DET
bracis-33643	136	2	training	training	NOUN
bracis-33643	136	3	process	process	NOUN
bracis-33643	136	4	was	be	AUX
bracis-33643	136	5	standardized	standardize	VERB
bracis-33643	136	6	to	to	PART
bracis-33643	136	7	ensure	ensure	VERB
bracis-33643	136	8	comparability	comparability	NOUN
bracis-33643	136	9	across	across	ADP
bracis-33643	136	10	different	different	ADJ
bracis-33643	136	11	model	model	NOUN
bracis-33643	136	12	scales	scale	NOUN
bracis-33643	136	13	and	and	CCONJ
bracis-33643	136	14	techniques	technique	NOUN
bracis-33643	136	15	.	.	PUNCT
bracis-33643	137	1	in	in	ADP
bracis-33643	137	2	our	our	PRON
bracis-33643	137	3	experiments	experiment	NOUN
bracis-33643	137	4	,	,	PUNCT
bracis-33643	137	5	we	we	PRON
bracis-33643	137	6	standardized	standardize	VERB
bracis-33643	137	7	the	the	DET
bracis-33643	137	8	configurations	configuration	NOUN
bracis-33643	137	9	for	for	ADP
bracis-33643	137	10	each	each	DET
bracis-33643	137	11	model	model	NOUN
bracis-33643	137	12	,	,	PUNCT
bracis-33643	137	13	setting	set	VERB
bracis-33643	137	14	the	the	DET
bracis-33643	137	15	batch	batch	NOUN
bracis-33643	137	16	size	size	NOUN
bracis-33643	137	17	to	to	ADP
bracis-33643	137	18	64	64	NUM
bracis-33643	137	19	.	.	PUNCT
bracis-33643	138	1	we	we	PRON
bracis-33643	138	2	adjusted	adjust	VERB
bracis-33643	138	3	the	the	DET
bracis-33643	138	4	gradient	gradient	NOUN
bracis-33643	138	5	accumulation	accumulation	NOUN
bracis-33643	138	6	settings	setting	NOUN
bracis-33643	138	7	accordingly	accordingly	ADV
bracis-33643	138	8	to	to	PART
bracis-33643	138	9	maintain	maintain	VERB
bracis-33643	138	10	equivalent	equivalent	ADJ
bracis-33643	138	11	batch	batch	NOUN
bracis-33643	138	12	size	size	NOUN
bracis-33643	138	13	efficiency	efficiency	NOUN
bracis-33643	138	14	between	between	ADP
bracis-33643	138	15	the	the	DET
bracis-33643	138	16	two	two	NUM
bracis-33643	138	17	models	model	NOUN
bracis-33643	138	18	.	.	PUNCT
bracis-33643	139	1	specifically	specifically	ADV
bracis-33643	139	2	,	,	PUNCT
bracis-33643	139	3	we	we	PRON
bracis-33643	139	4	used	use	VERB
bracis-33643	139	5	four	four	NUM
bracis-33643	139	6	accumulations	accumulation	NOUN
bracis-33643	139	7	for	for	ADP
bracis-33643	139	8	the	the	DET
bracis-33643	139	9	lora	lora	PROPN
bracis-33643	139	10	model	model	NOUN
bracis-33643	139	11	and	and	CCONJ
bracis-33643	139	12	eight	eight	NUM
bracis-33643	139	13	accumulations	accumulation	NOUN
bracis-33643	139	14	for	for	ADP
bracis-33643	139	15	the	the	DET
bracis-33643	139	16	full	full	ADJ
bracis-33643	139	17	fine	fine	ADV
bracis-33643	139	18	-	-	PUNCT
bracis-33643	139	19	tuning	tune	VERB
bracis-33643	139	20	model	model	NOUN
bracis-33643	139	21	.	.	PUNCT
bracis-33643	140	1	this	this	DET
bracis-33643	140	2	difference	difference	NOUN
bracis-33643	140	3	in	in	ADP
bracis-33643	140	4	the	the	DET
bracis-33643	140	5	number	number	NOUN
bracis-33643	140	6	of	of	ADP
bracis-33643	140	7	micro	micro	NOUN
bracis-33643	140	8	-	-	NOUN
bracis-33643	140	9	batches	batch	NOUN
bracis-33643	140	10	,	,	PUNCT
bracis-33643	140	11	with	with	ADP
bracis-33643	140	12	more	more	ADV
bracis-33643	140	13	frequent	frequent	ADJ
bracis-33643	140	14	accumulations	accumulation	NOUN
bracis-33643	140	15	in	in	ADP
bracis-33643	140	16	the	the	DET
bracis-33643	140	17	full	full	ADJ
bracis-33643	140	18	fine	fine	ADV
bracis-33643	140	19	-	-	PUNCT
bracis-33643	140	20	tuning	tune	VERB
bracis-33643	140	21	model	model	NOUN
bracis-33643	140	22	,	,	PUNCT
bracis-33643	140	23	was	be	AUX
bracis-33643	140	24	necessary	necessary	ADJ
bracis-33643	140	25	for	for	ADP
bracis-33643	140	26	the	the	DET
bracis-33643	140	27	lower	low	ADJ
bracis-33643	140	28	gradient	gradient	NOUN
bracis-33643	140	29	variability	variability	NOUN
bracis-33643	140	30	observed	observe	VERB
bracis-33643	140	31	during	during	ADP
bracis-33643	140	32	training	training	NOUN
bracis-33643	140	33	with	with	ADP
bracis-33643	140	34	lora	lora	PROPN
bracis-33643	140	35	.	.	PUNCT
bracis-33643	141	1	the	the	DET
bracis-33643	141	2	learning	learning	NOUN
bracis-33643	141	3	rate	rate	NOUN
bracis-33643	141	4	was	be	AUX
bracis-33643	141	5	initialized	initialize	VERB
bracis-33643	141	6	at	at	ADP
bracis-33643	141	7	\(5	\(5	NUM
bracis-33643	141	8	\times	\time	VERB
bracis-33643	141	9	10^{-5}\	10^{-5}\	NUM
bracis-33643	141	10	)	)	PUNCT
bracis-33643	141	11	and	and	CCONJ
bracis-33643	141	12	adjusted	adjust	VERB
bracis-33643	141	13	according	accord	VERB
bracis-33643	141	14	to	to	ADP
bracis-33643	141	15	a	a	DET
bracis-33643	141	16	cosine	cosine	NOUN
bracis-33643	141	17	learning	learning	NOUN
bracis-33643	141	18	rate	rate	NOUN
bracis-33643	141	19	scheduler	scheduler	NOUN
bracis-33643	141	20	.	.	PUNCT
bracis-33643	142	1	our	our	PRON
bracis-33643	142	2	models	model	NOUN
bracis-33643	142	3	underwent	undergo	VERB
bracis-33643	142	4	training	training	NOUN
bracis-33643	142	5	over	over	ADP
bracis-33643	142	6	three	three	NUM
bracis-33643	142	7	epochs	epoch	NOUN
bracis-33643	142	8	with	with	ADP
bracis-33643	142	9	a	a	DET
bracis-33643	142	10	brief	brief	ADJ
bracis-33643	142	11	warm	warm	ADJ
bracis-33643	142	12	-	-	PUNCT
bracis-33643	142	13	up	up	ADP
bracis-33643	142	14	phase	phase	NOUN
bracis-33643	142	15	of	of	ADP
bracis-33643	142	16	10	10	NUM
bracis-33643	142	17	steps	step	NOUN
bracis-33643	142	18	to	to	PART
bracis-33643	142	19	stabilize	stabilize	VERB
bracis-33643	142	20	the	the	DET
bracis-33643	142	21	learning	learning	NOUN
bracis-33643	142	22	rate	rate	NOUN
bracis-33643	142	23	at	at	ADP
bracis-33643	142	24	the	the	DET
bracis-33643	142	25	beginning	beginning	NOUN
bracis-33643	142	26	of	of	ADP
bracis-33643	142	27	training	training	NOUN
bracis-33643	142	28	.	.	PUNCT
bracis-33643	143	1	the	the	DET
bracis-33643	143	2	loss	loss	NOUN
bracis-33643	143	3	function	function	NOUN
bracis-33643	143	4	utilized	utilize	VERB
bracis-33643	143	5	was	be	AUX
bracis-33643	143	6	the	the	DET
bracis-33643	143	7	unsloth	unsloth	PROPN
bracis-33643	143	8	cross	cross	PROPN
bracis-33643	143	9	entropy	entropy	PROPN
bracis-33643	143	10	loss	loss	PROPN
bracis-33643	143	11	,	,	PUNCT
bracis-33643	143	12	which	which	PRON
bracis-33643	143	13	enhances	enhance	VERB
bracis-33643	143	14	the	the	DET
bracis-33643	143	15	traditional	traditional	ADJ
bracis-33643	143	16	cross	cross	ADJ
bracis-33643	143	17	-	-	ADJ
bracis-33643	143	18	entropy	entropy	ADJ
bracis-33643	143	19	calculation	calculation	NOUN
bracis-33643	143	20	,	,	PUNCT
bracis-33643	143	21	offering	offer	VERB
bracis-33643	143	22	refined	refined	ADJ
bracis-33643	143	23	loss	loss	NOUN
bracis-33643	143	24	management	management	NOUN
bracis-33643	143	25	crucial	crucial	ADJ
bracis-33643	143	26	for	for	ADP
bracis-33643	143	27	the	the	DET
bracis-33643	143	28	stability	stability	NOUN
bracis-33643	143	29	and	and	CCONJ
bracis-33643	143	30	performance	performance	NOUN
bracis-33643	143	31	of	of	ADP
bracis-33643	143	32	model	model	NOUN
bracis-33643	143	33	training	training	NOUN
bracis-33643	143	34	.	.	PUNCT
bracis-33643	144	1	the	the	DET
bracis-33643	144	2	optimizer	optimizer	NOUN
bracis-33643	144	3	of	of	ADP
bracis-33643	144	4	choice	choice	NOUN
bracis-33643	144	5	was	be	AUX
bracis-33643	144	6	the	the	DET
bracis-33643	144	7	paged	page	VERB
bracis-33643	144	8	adamw	adamw	NOUN
bracis-33643	144	9	8bitfootnote	8bitfootnote	NUM
bracis-33643	144	10	3	3	NUM
bracis-33643	144	11	,	,	PUNCT
bracis-33643	144	12	incorporating	incorporate	VERB
bracis-33643	144	13	8	8	NUM
bracis-33643	144	14	-	-	PUNCT
bracis-33643	144	15	bit	bit	NOUN
bracis-33643	144	16	quantization	quantization	NOUN
bracis-33643	144	17	for	for	ADP
bracis-33643	144	18	optimizer	optimizer	NOUN
bracis-33643	144	19	states	state	NOUN
bracis-33643	144	20	to	to	PART
bracis-33643	144	21	reduce	reduce	VERB
bracis-33643	144	22	memory	memory	NOUN
bracis-33643	144	23	requirements	requirement	NOUN
bracis-33643	144	24	significantly	significantly	ADV
bracis-33643	144	25	while	while	SCONJ
bracis-33643	144	26	preserving	preserve	VERB
bracis-33643	144	27	training	training	NOUN
bracis-33643	144	28	efficacy	efficacy	NOUN
bracis-33643	144	29	.	.	PUNCT
bracis-33643	145	1	additional	additional	ADJ
bracis-33643	145	2	configurations	configuration	NOUN
bracis-33643	145	3	included	include	VERB
bracis-33643	145	4	gradient	gradient	ADJ
bracis-33643	145	5	checkpointing	checkpointing	NOUN
bracis-33643	145	6	,	,	PUNCT
bracis-33643	145	7	a	a	DET
bracis-33643	145	8	critical	critical	ADJ
bracis-33643	145	9	memory	memory	NOUN
bracis-33643	145	10	optimization	optimization	NOUN
bracis-33643	145	11	technique	technique	NOUN
bracis-33643	145	12	that	that	PRON
bracis-33643	145	13	saves	save	VERB
bracis-33643	145	14	only	only	ADV
bracis-33643	145	15	selected	select	VERB
bracis-33643	145	16	intermediate	intermediate	ADJ
bracis-33643	145	17	states	state	NOUN
bracis-33643	145	18	during	during	ADP
bracis-33643	145	19	the	the	DET
bracis-33643	145	20	forward	forward	ADJ
bracis-33643	145	21	pass	pass	NOUN
bracis-33643	145	22	,	,	PUNCT
bracis-33643	145	23	thus	thus	ADV
bracis-33643	145	24	reducing	reduce	VERB
bracis-33643	145	25	overall	overall	ADJ
bracis-33643	145	26	memory	memory	NOUN
bracis-33643	145	27	consumption	consumption	NOUN
bracis-33643	145	28	.	.	PUNCT
bracis-33643	146	1	the	the	DET
bracis-33643	146	2	models	model	NOUN
bracis-33643	146	3	were	be	AUX
bracis-33643	146	4	trained	train	VERB
bracis-33643	146	5	using	use	VERB
bracis-33643	146	6	weights	weight	NOUN
bracis-33643	146	7	with	with	ADP
bracis-33643	146	8	bf16	bf16	PROPN
bracis-33643	146	9	precision	precision	NOUN
bracis-33643	146	10	,	,	PUNCT
bracis-33643	146	11	which	which	PRON
bracis-33643	146	12	strikes	strike	VERB
bracis-33643	146	13	an	an	DET
bracis-33643	146	14	optimal	optimal	ADJ
bracis-33643	146	15	balance	balance	NOUN
bracis-33643	146	16	between	between	ADP
bracis-33643	146	17	computational	computational	ADJ
bracis-33643	146	18	performance	performance	NOUN
bracis-33643	146	19	and	and	CCONJ
bracis-33643	146	20	numerical	numerical	ADJ
bracis-33643	146	21	precision	precision	NOUN
bracis-33643	146	22	.	.	PUNCT
bracis-33643	147	1	for	for	ADP
bracis-33643	147	2	the	the	DET
bracis-33643	147	3	lora	lora	PROPN
bracis-33643	147	4	configuration	configuration	NOUN
bracis-33643	147	5	,	,	PUNCT
bracis-33643	147	6	a	a	DET
bracis-33643	147	7	rank	rank	NOUN
bracis-33643	147	8	of	of	ADP
bracis-33643	147	9	64	64	NUM
bracis-33643	147	10	was	be	AUX
bracis-33643	147	11	introduced	introduce	VERB
bracis-33643	147	12	,	,	PUNCT
bracis-33643	147	13	resulting	result	VERB
bracis-33643	147	14	in	in	ADP
bracis-33643	147	15	35,192,832	35,192,832	NUM
bracis-33643	147	16	trainable	trainable	ADJ
bracis-33643	147	17	parameters	parameter	NOUN
bracis-33643	147	18	.	.	PUNCT
bracis-33643	148	1	furthermore	furthermore	ADV
bracis-33643	148	2	,	,	PUNCT
bracis-33643	148	3	the	the	DET
bracis-33643	148	4	following	follow	VERB
bracis-33643	148	5	target	target	NOUN
bracis-33643	148	6	modules	module	NOUN
bracis-33643	148	7	were	be	AUX
bracis-33643	148	8	selected	select	VERB
bracis-33643	148	9	:	:	PUNCT
bracis-33643	148	10	q_proj	q_proj	NOUN
bracis-33643	148	11	,	,	PUNCT
bracis-33643	148	12	k_proj	k_proj	VERB
bracis-33643	148	13	,	,	PUNCT
bracis-33643	148	14	v_proj	v_proj	NOUN
bracis-33643	148	15	,	,	PUNCT
bracis-33643	148	16	o_proj	o_proj	NOUN
bracis-33643	148	17	,	,	PUNCT
bracis-33643	148	18	gate_proj	gate_proj	PROPN
bracis-33643	148	19	,	,	PUNCT
bracis-33643	148	20	down_proj	down_proj	PROPN
bracis-33643	148	21	,	,	PUNCT
bracis-33643	148	22	up_proj	up_proj	NOUN
bracis-33643	148	23	.	.	PUNCT
bracis-33643	148	24	5.4	5.4	NUM
bracis-33643	148	25	experimental	experimental	ADJ
bracis-33643	148	26	setup	setup	NOUN
bracis-33643	148	27	our	our	PRON
bracis-33643	148	28	experiments	experiment	NOUN
bracis-33643	148	29	were	be	AUX
bracis-33643	148	30	conducted	conduct	VERB
bracis-33643	148	31	on	on	ADP
bracis-33643	148	32	a	a	DET
bracis-33643	148	33	customer	customer	NOUN
bracis-33643	148	34	hardware	hardware	NOUN
bracis-33643	148	35	platform	platform	NOUN
bracis-33643	148	36	consisting	consist	VERB
bracis-33643	148	37	of	of	ADP
bracis-33643	148	38	an	an	DET
bracis-33643	148	39	nvidia	nvidia	PROPN
bracis-33643	148	40	rtx	rtx	PROPN
bracis-33643	148	41	3060	3060	NUM
bracis-33643	148	42	gpu	gpu	NOUN
bracis-33643	148	43	with	with	ADP
bracis-33643	148	44	12	12	NUM
bracis-33643	148	45	gb	gb	NOUN
bracis-33643	148	46	vram	vram	NOUN
bracis-33643	148	47	,	,	PUNCT
bracis-33643	148	48	supported	support	VERB
bracis-33643	148	49	by	by	ADP
bracis-33643	148	50	32	32	NUM
bracis-33643	148	51	gb	gb	NOUN
bracis-33643	148	52	of	of	ADP
bracis-33643	148	53	system	system	NOUN
bracis-33643	148	54	ram	ram	NOUN
bracis-33643	148	55	.	.	PUNCT
bracis-33643	149	1	the	the	DET
bracis-33643	149	2	software	software	NOUN
bracis-33643	149	3	environment	environment	NOUN
bracis-33643	149	4	was	be	AUX
bracis-33643	149	5	based	base	VERB
bracis-33643	149	6	on	on	ADP
bracis-33643	149	7	ubuntu	ubuntu	NOUN
bracis-33643	149	8	,	,	PUNCT
bracis-33643	149	9	using	use	VERB
bracis-33643	149	10	the	the	DET
bracis-33643	149	11	axolotl	axolotl	NOUN
bracis-33643	149	12	training	training	NOUN
bracis-33643	149	13	tool	tool	NOUN
bracis-33643	149	14	.	.	PUNCT
bracis-33643	150	1	the	the	DET
bracis-33643	150	2	models	model	NOUN
bracis-33643	150	3	were	be	AUX
bracis-33643	150	4	handled	handle	VERB
bracis-33643	150	5	in	in	ADP
bracis-33643	150	6	the	the	DET
bracis-33643	150	7	gguf	gguf	ADJ
bracis-33643	150	8	f16	f16	PROPN
bracis-33643	150	9	format	format	NOUN
bracis-33643	150	10	,	,	PUNCT
bracis-33643	150	11	optimized	optimize	VERB
bracis-33643	150	12	for	for	ADP
bracis-33643	150	13	high	high	ADJ
bracis-33643	150	14	-	-	PUNCT
bracis-33643	150	15	performance	performance	NOUN
bracis-33643	150	16	computing	computing	NOUN
bracis-33643	150	17	tasks	task	NOUN
bracis-33643	150	18	,	,	PUNCT
bracis-33643	150	19	which	which	PRON
bracis-33643	150	20	facilitated	facilitate	VERB
bracis-33643	150	21	efficient	efficient	ADJ
bracis-33643	150	22	model	model	NOUN
bracis-33643	150	23	loading	loading	NOUN
bracis-33643	150	24	and	and	CCONJ
bracis-33643	150	25	inference	inference	NOUN
bracis-33643	150	26	operations	operation	NOUN
bracis-33643	150	27	.	.	PUNCT
bracis-33643	151	1	for	for	ADP
bracis-33643	151	2	model	model	NOUN
bracis-33643	151	3	interaction	interaction	NOUN
bracis-33643	151	4	and	and	CCONJ
bracis-33643	151	5	manipulation	manipulation	NOUN
bracis-33643	151	6	,	,	PUNCT
bracis-33643	151	7	we	we	PRON
bracis-33643	151	8	employed	employ	VERB
bracis-33643	151	9	the	the	DET
bracis-33643	151	10	llama	llama	NOUN
bracis-33643	151	11	-	-	PUNCT
bracis-33643	151	12	cpp	cpp	NOUN
bracis-33643	151	13	-	-	PUNCT
bracis-33643	151	14	pythonfootnote	pythonfootnote	ADJ
bracis-33643	151	15	4	4	NUM
bracis-33643	151	16	library	library	NOUN
bracis-33643	151	17	,	,	PUNCT
bracis-33643	151	18	which	which	PRON
bracis-33643	151	19	integrates	integrate	VERB
bracis-33643	151	20	seamlessly	seamlessly	ADV
bracis-33643	151	21	with	with	ADP
bracis-33643	151	22	python	python	PROPN
bracis-33643	151	23	,	,	PUNCT
bracis-33643	151	24	enabling	enable	VERB
bracis-33643	151	25	sophisticated	sophisticated	ADJ
bracis-33643	151	26	data	datum	NOUN
bracis-33643	151	27	processing	processing	NOUN
bracis-33643	151	28	and	and	CCONJ
bracis-33643	151	29	model	model	NOUN
bracis-33643	151	30	tuning	tune	VERB
bracis-33643	151	31	capabilities	capability	NOUN
bracis-33643	151	32	.	.	PUNCT
bracis-33643	152	1	additionally	additionally	ADV
bracis-33643	152	2	,	,	PUNCT
bracis-33643	152	3	weights	weight	NOUN
bracis-33643	152	4	&	&	CCONJ
bracis-33643	152	5	biases	bias	NOUN
bracis-33643	152	6	(	(	PUNCT
bracis-33643	152	7	wandb	wandb	NOUN
bracis-33643	152	8	)	)	PUNCT
bracis-33643	152	9	was	be	AUX
bracis-33643	152	10	used	use	VERB
bracis-33643	152	11	to	to	PART
bracis-33643	152	12	collect	collect	VERB
bracis-33643	152	13	system	system	NOUN
bracis-33643	152	14	metrics	metric	NOUN
bracis-33643	152	15	,	,	PUNCT
bracis-33643	152	16	such	such	ADJ
bracis-33643	152	17	as	as	ADP
bracis-33643	152	18	gpu	gpu	NOUN
bracis-33643	152	19	power	power	NOUN
bracis-33643	152	20	usage	usage	NOUN
bracis-33643	152	21	,	,	PUNCT
bracis-33643	152	22	and	and	CCONJ
bracis-33643	152	23	track	track	VERB
bracis-33643	152	24	training	training	NOUN
bracis-33643	152	25	parameters	parameter	NOUN
bracis-33643	152	26	,	,	PUNCT
bracis-33643	152	27	including	include	VERB
bracis-33643	152	28	loss	loss	NOUN
bracis-33643	152	29	,	,	PUNCT
bracis-33643	152	30	during	during	ADP
bracis-33643	152	31	the	the	DET
bracis-33643	152	32	training	training	NOUN
bracis-33643	152	33	process	process	NOUN
bracis-33643	152	34	,	,	PUNCT
bracis-33643	152	35	allowing	allow	VERB
bracis-33643	152	36	for	for	ADP
bracis-33643	152	37	the	the	DET
bracis-33643	152	38	generation	generation	NOUN
bracis-33643	152	39	of	of	ADP
bracis-33643	152	40	insightful	insightful	ADJ
bracis-33643	152	41	graphs	graph	NOUN
bracis-33643	152	42	and	and	CCONJ
bracis-33643	152	43	data	datum	NOUN
bracis-33643	152	44	collection	collection	NOUN
bracis-33643	152	45	.	.	PUNCT
bracis-33643	153	1	this	this	DET
bracis-33643	153	2	comprehensive	comprehensive	ADJ
bracis-33643	153	3	setup	setup	NOUN
bracis-33643	153	4	ensured	ensure	VERB
bracis-33643	153	5	that	that	SCONJ
bracis-33643	153	6	our	our	PRON
bracis-33643	153	7	experimental	experimental	ADJ
bracis-33643	153	8	procedures	procedure	NOUN
bracis-33643	153	9	were	be	AUX
bracis-33643	153	10	not	not	PART
bracis-33643	153	11	only	only	ADV
bracis-33643	153	12	efficient	efficient	ADJ
bracis-33643	153	13	but	but	CCONJ
bracis-33643	153	14	also	also	ADV
bracis-33643	153	15	reproducible	reproducible	ADJ
bracis-33643	153	16	.	.	PUNCT
bracis-33643	154	1	5.5	5.5	NUM
bracis-33643	154	2	experiments	experiment	NOUN
bracis-33643	154	3	models	model	NOUN
bracis-33643	154	4	were	be	AUX
bracis-33643	154	5	trained	train	VERB
bracis-33643	154	6	using	use	VERB
bracis-33643	154	7	the	the	DET
bracis-33643	154	8	complete	complete	ADJ
bracis-33643	154	9	transalign	transalign	NOUN
bracis-33643	154	10	corpus	corpus	NOUN
bracis-33643	154	11	,	,	PUNCT
bracis-33643	154	12	with	with	ADP
bracis-33643	154	13	1	1	NUM
bracis-33643	154	14	%	%	NOUN
bracis-33643	154	15	reserved	reserve	VERB
bracis-33643	154	16	for	for	ADP
bracis-33643	154	17	validation	validation	NOUN
bracis-33643	154	18	.	.	PUNCT
bracis-33643	155	1	performance	performance	NOUN
bracis-33643	155	2	was	be	AUX
bracis-33643	155	3	evaluated	evaluate	VERB
bracis-33643	155	4	using	use	VERB
bracis-33643	155	5	precision	precision	NOUN
bracis-33643	155	6	,	,	PUNCT
bracis-33643	155	7	recall	recall	NOUN
bracis-33643	155	8	,	,	PUNCT
bracis-33643	155	9	and	and	CCONJ
bracis-33643	155	10	f1	f1	ADJ
bracis-33643	155	11	-	-	PUNCT
bracis-33643	155	12	score	score	NOUN
bracis-33643	155	13	metrics	metric	NOUN
bracis-33643	155	14	on	on	ADP
bracis-33643	155	15	the	the	DET
bracis-33643	155	16	pud	pud	NOUN
bracis-33643	155	17	100	100	NUM
bracis-33643	155	18	dataset	dataset	NOUN
bracis-33643	155	19	,	,	PUNCT
bracis-33643	155	20	which	which	PRON
bracis-33643	155	21	is	be	AUX
bracis-33643	155	22	highly	highly	ADV
bracis-33643	155	23	annotated	annotate	VERB
bracis-33643	155	24	and	and	CCONJ
bracis-33643	155	25	reliable	reliable	ADJ
bracis-33643	155	26	[	[	X
bracis-33643	155	27	22	22	NUM
bracis-33643	155	28	]	]	PUNCT
bracis-33643	155	29	.	.	PUNCT
bracis-33643	156	1	the	the	DET
bracis-33643	156	2	evaluation	evaluation	NOUN
bracis-33643	156	3	code	code	NOUN
bracis-33643	156	4	developed	develop	VERB
bracis-33643	156	5	by	by	ADP
bracis-33643	156	6	stanovsky	stanovsky	PROPN
bracis-33643	156	7	et	et	PROPN
bracis-33643	156	8	al	al	PROPN
bracis-33643	156	9	.	.	PROPN
bracis-33643	157	1	(	(	PUNCT
bracis-33643	157	2	2018	2018	NUM
bracis-33643	157	3	)	)	PUNCT
bracis-33643	157	4	was	be	AUX
bracis-33643	157	5	employed	employ	VERB
bracis-33643	157	6	,	,	PUNCT
bracis-33643	157	7	based	base	VERB
bracis-33643	157	8	on	on	ADP
bracis-33643	157	9	a	a	DET
bracis-33643	157	10	lexical	lexical	ADJ
bracis-33643	157	11	matching	matching	NOUN
bracis-33643	157	12	metric	metric	ADJ
bracis-33643	157	13	to	to	PART
bracis-33643	157	14	assess	assess	VERB
bracis-33643	157	15	the	the	DET
bracis-33643	157	16	accuracy	accuracy	NOUN
bracis-33643	157	17	of	of	ADP
bracis-33643	157	18	extracted	extract	VERB
bracis-33643	157	19	triples	triple	NOUN
bracis-33643	157	20	[	[	X
bracis-33643	157	21	30	30	NUM
bracis-33643	157	22	]	]	PUNCT
bracis-33643	157	23	.	.	PUNCT
bracis-33643	158	1	results	result	NOUN
bracis-33643	158	2	will	will	AUX
bracis-33643	158	3	be	be	AUX
bracis-33643	158	4	presented	present	VERB
bracis-33643	158	5	in	in	ADP
bracis-33643	158	6	table	table	NOUN
bracis-33643	158	7	 	 	SPACE
bracis-33643	158	8	1	1	NUM
bracis-33643	158	9	,	,	PUNCT
bracis-33643	158	10	including	include	VERB
bracis-33643	158	11	precision	precision	NOUN
bracis-33643	158	12	,	,	PUNCT
bracis-33643	158	13	recall	recall	NOUN
bracis-33643	158	14	,	,	PUNCT
bracis-33643	158	15	and	and	CCONJ
bracis-33643	158	16	f1	f1	NOUN
bracis-33643	158	17	metrics	metric	NOUN
bracis-33643	158	18	for	for	ADP
bracis-33643	158	19	each	each	DET
bracis-33643	158	20	evaluated	evaluate	VERB
bracis-33643	158	21	model	model	NOUN
bracis-33643	158	22	,	,	PUNCT
bracis-33643	158	23	allowing	allow	VERB
bracis-33643	158	24	for	for	ADP
bracis-33643	158	25	a	a	DET
bracis-33643	158	26	clear	clear	ADJ
bracis-33643	158	27	comparison	comparison	NOUN
bracis-33643	158	28	of	of	ADP
bracis-33643	158	29	model	model	NOUN
bracis-33643	158	30	performance	performance	NOUN
bracis-33643	158	31	under	under	ADP
bracis-33643	158	32	different	different	ADJ
bracis-33643	158	33	configurations	configuration	NOUN
bracis-33643	158	34	and	and	CCONJ
bracis-33643	158	35	adaptations	adaptation	NOUN
bracis-33643	158	36	.	.	PUNCT
bracis-33643	159	1	6	6	NUM
bracis-33643	159	2	evaluation	evaluation	NOUN
bracis-33643	159	3	this	this	DET
bracis-33643	159	4	section	section	NOUN
bracis-33643	159	5	outlines	outline	VERB
bracis-33643	159	6	the	the	DET
bracis-33643	159	7	methodology	methodology	NOUN
bracis-33643	159	8	used	use	VERB
bracis-33643	159	9	to	to	PART
bracis-33643	159	10	compare	compare	VERB
bracis-33643	159	11	the	the	DET
bracis-33643	159	12	two	two	NUM
bracis-33643	159	13	models	model	NOUN
bracis-33643	159	14	.	.	PUNCT
bracis-33643	160	1	we	we	PRON
bracis-33643	160	2	assess	assess	VERB
bracis-33643	160	3	quantitative	quantitative	ADJ
bracis-33643	160	4	differences	difference	NOUN
bracis-33643	160	5	employing	employ	VERB
bracis-33643	160	6	metrics	metric	NOUN
bracis-33643	160	7	such	such	ADJ
bracis-33643	160	8	as	as	ADP
bracis-33643	160	9	f1	f1	NOUN
bracis-33643	160	10	-	-	PUNCT
bracis-33643	160	11	score	score	NOUN
bracis-33643	160	12	,	,	PUNCT
bracis-33643	160	13	precision	precision	NOUN
bracis-33643	160	14	,	,	PUNCT
bracis-33643	160	15	and	and	CCONJ
bracis-33643	160	16	recall	recall	NOUN
bracis-33643	160	17	.	.	PUNCT
bracis-33643	161	1	for	for	ADP
bracis-33643	161	2	qualitative	qualitative	ADJ
bracis-33643	161	3	analysis	analysis	NOUN
bracis-33643	161	4	,	,	PUNCT
bracis-33643	161	5	we	we	PRON
bracis-33643	161	6	investigate	investigate	VERB
bracis-33643	161	7	the	the	DET
bracis-33643	161	8	triples	triple	NOUN
bracis-33643	161	9	generated	generate	VERB
bracis-33643	161	10	by	by	ADP
bracis-33643	161	11	both	both	DET
bracis-33643	161	12	models	model	NOUN
bracis-33643	161	13	to	to	PART
bracis-33643	161	14	gauge	gauge	VERB
bracis-33643	161	15	their	their	PRON
bracis-33643	161	16	effectiveness	effectiveness	NOUN
bracis-33643	161	17	in	in	ADP
bracis-33643	161	18	capturing	capture	VERB
bracis-33643	161	19	pertinent	pertinent	ADJ
bracis-33643	161	20	information	information	NOUN
bracis-33643	161	21	.	.	PUNCT
bracis-33643	162	1	all	all	DET
bracis-33643	162	2	model	model	NOUN
bracis-33643	162	3	outputs	output	NOUN
bracis-33643	162	4	were	be	AUX
bracis-33643	162	5	produced	produce	VERB
bracis-33643	162	6	under	under	ADP
bracis-33643	162	7	consistent	consistent	ADJ
bracis-33643	162	8	generation	generation	NOUN
bracis-33643	162	9	settings	setting	NOUN
bracis-33643	162	10	:	:	PUNCT
bracis-33643	162	11	a	a	DET
bracis-33643	162	12	temperature	temperature	NOUN
bracis-33643	162	13	of	of	ADP
bracis-33643	162	14	0.2	0.2	NUM
bracis-33643	162	15	,	,	PUNCT
bracis-33643	162	16	a	a	DET
bracis-33643	162	17	top	top	NOUN
bracis-33643	162	18	-	-	PUNCT
bracis-33643	162	19	p	p	NOUN
bracis-33643	162	20	of	of	ADP
bracis-33643	162	21	0.95	0.95	NUM
bracis-33643	162	22	,	,	PUNCT
bracis-33643	162	23	a	a	DET
bracis-33643	162	24	min	min	NOUN
bracis-33643	162	25	-	-	NOUN
bracis-33643	162	26	p	p	NOUN
bracis-33643	162	27	of	of	ADP
bracis-33643	162	28	0.05	0.05	NUM
bracis-33643	162	29	,	,	PUNCT
bracis-33643	162	30	and	and	CCONJ
bracis-33643	162	31	a	a	DET
bracis-33643	162	32	top	top	ADJ
bracis-33643	162	33	-	-	PUNCT
bracis-33643	162	34	k	k	NOUN
bracis-33643	162	35	of	of	ADP
bracis-33643	162	36	40	40	NUM
bracis-33643	162	37	.	.	PUNCT
bracis-33643	163	1	these	these	DET
bracis-33643	163	2	parameters	parameter	NOUN
bracis-33643	163	3	were	be	AUX
bracis-33643	163	4	chosen	choose	VERB
bracis-33643	163	5	to	to	PART
bracis-33643	163	6	ensure	ensure	VERB
bracis-33643	163	7	the	the	DET
bracis-33643	163	8	stability	stability	NOUN
bracis-33643	163	9	and	and	CCONJ
bracis-33643	163	10	relevance	relevance	NOUN
bracis-33643	163	11	of	of	ADP
bracis-33643	163	12	the	the	DET
bracis-33643	163	13	generated	generate	VERB
bracis-33643	163	14	content	content	NOUN
bracis-33643	163	15	.	.	PUNCT
bracis-33643	164	1	6.1	6.1	NUM
bracis-33643	164	2	quantitative	quantitative	ADJ
bracis-33643	164	3	analysis	analysis	NOUN
bracis-33643	164	4	during	during	ADP
bracis-33643	164	5	the	the	DET
bracis-33643	164	6	inference	inference	NOUN
bracis-33643	164	7	phase	phase	NOUN
bracis-33643	164	8	,	,	PUNCT
bracis-33643	164	9	the	the	DET
bracis-33643	164	10	video	video	NOUN
bracis-33643	164	11	memory	memory	NOUN
bracis-33643	164	12	consumption	consumption	NOUN
bracis-33643	164	13	was	be	AUX
bracis-33643	164	14	1.2	1.2	NUM
bracis-33643	164	15	gb	gb	NOUN
bracis-33643	164	16	for	for	ADP
bracis-33643	164	17	both	both	DET
bracis-33643	164	18	models	model	NOUN
bracis-33643	164	19	,	,	PUNCT
bracis-33643	164	20	and	and	CCONJ
bracis-33643	164	21	the	the	DET
bracis-33643	164	22	token	token	ADJ
bracis-33643	164	23	generation	generation	NOUN
bracis-33643	164	24	rates	rate	NOUN
bracis-33643	164	25	were	be	AUX
bracis-33643	164	26	similar	similar	ADJ
bracis-33643	164	27	,	,	PUNCT
bracis-33643	164	28	at	at	ADP
bracis-33643	164	29	2500	2500	NUM
bracis-33643	164	30	tokens	token	NOUN
bracis-33643	164	31	per	per	ADP
bracis-33643	164	32	second	second	ADJ
bracis-33643	164	33	.	.	PUNCT
bracis-33643	165	1	table	table	NOUN
bracis-33643	165	2	1	1	NUM
bracis-33643	165	3	.	.	PUNCT
bracis-33643	165	4	evaluation	evaluation	NOUN
bracis-33643	165	5	scoresfull	scoresfull	NOUN
bracis-33643	165	6	size	size	NOUN
bracis-33643	165	7	table	table	NOUN
bracis-33643	165	8	during	during	ADP
bracis-33643	165	9	the	the	DET
bracis-33643	165	10	training	training	NOUN
bracis-33643	165	11	phase	phase	NOUN
bracis-33643	166	1	,	,	PUNCT
bracis-33643	166	2	the	the	DET
bracis-33643	166	3	lora	lora	PROPN
bracis-33643	166	4	model	model	NOUN
bracis-33643	166	5	consumed	consume	VERB
bracis-33643	166	6	less	less	ADJ
bracis-33643	166	7	energy	energy	NOUN
bracis-33643	166	8	than	than	ADP
bracis-33643	166	9	the	the	DET
bracis-33643	166	10	full	full	ADJ
bracis-33643	166	11	fine	fine	ADV
bracis-33643	166	12	-	-	PUNCT
bracis-33643	166	13	tuning	tuning	NOUN
bracis-33643	166	14	(	(	PUNCT
bracis-33643	166	15	fft	fft	PROPN
bracis-33643	166	16	)	)	PUNCT
bracis-33643	166	17	model	model	NOUN
bracis-33643	166	18	.	.	PUNCT
bracis-33643	167	1	this	this	PRON
bracis-33643	167	2	is	be	AUX
bracis-33643	167	3	because	because	SCONJ
bracis-33643	167	4	lora	lora	PROPN
bracis-33643	167	5	reduces	reduce	VERB
bracis-33643	167	6	the	the	DET
bracis-33643	167	7	number	number	NOUN
bracis-33643	167	8	of	of	ADP
bracis-33643	167	9	trainable	trainable	ADJ
bracis-33643	167	10	parameters	parameter	NOUN
bracis-33643	167	11	by	by	ADP
bracis-33643	167	12	focusing	focus	VERB
bracis-33643	167	13	only	only	ADV
bracis-33643	167	14	on	on	ADP
bracis-33643	167	15	smaller	small	ADJ
bracis-33643	167	16	,	,	PUNCT
bracis-33643	167	17	low	low	ADJ
bracis-33643	167	18	-	-	PUNCT
bracis-33643	167	19	rank	rank	NOUN
bracis-33643	167	20	matrices	matrix	NOUN
bracis-33643	167	21	,	,	PUNCT
bracis-33643	167	22	leaving	leave	VERB
bracis-33643	167	23	the	the	DET
bracis-33643	167	24	majority	majority	NOUN
bracis-33643	167	25	of	of	ADP
bracis-33643	167	26	the	the	DET
bracis-33643	167	27	pre	pre	ADJ
bracis-33643	167	28	-	-	ADJ
bracis-33643	167	29	trained	train	VERB
bracis-33643	167	30	weights	weight	NOUN
bracis-33643	167	31	untouched	untouched	ADJ
bracis-33643	167	32	.	.	PUNCT
bracis-33643	168	1	this	this	DET
bracis-33643	168	2	approach	approach	NOUN
bracis-33643	168	3	significantly	significantly	ADV
bracis-33643	168	4	lowers	lower	VERB
bracis-33643	168	5	the	the	DET
bracis-33643	168	6	computational	computational	ADJ
bracis-33643	168	7	load	load	NOUN
bracis-33643	168	8	,	,	PUNCT
bracis-33643	168	9	resulting	result	VERB
bracis-33643	168	10	in	in	ADP
bracis-33643	168	11	less	less	ADJ
bracis-33643	168	12	memory	memory	NOUN
bracis-33643	168	13	usage	usage	NOUN
bracis-33643	168	14	and	and	CCONJ
bracis-33643	168	15	reduced	reduce	VERB
bracis-33643	168	16	energy	energy	NOUN
bracis-33643	168	17	consumption	consumption	NOUN
bracis-33643	168	18	,	,	PUNCT
bracis-33643	168	19	compared	compare	VERB
bracis-33643	168	20	to	to	ADP
bracis-33643	168	21	fft	fft	PROPN
bracis-33643	168	22	,	,	PUNCT
bracis-33643	168	23	which	which	PRON
bracis-33643	168	24	updates	update	VERB
bracis-33643	168	25	all	all	DET
bracis-33643	168	26	model	model	NOUN
bracis-33643	168	27	parameters	parameter	NOUN
bracis-33643	168	28	,	,	PUNCT
bracis-33643	168	29	as	as	SCONJ
bracis-33643	168	30	illustrated	illustrate	VERB
bracis-33643	168	31	in	in	ADP
bracis-33643	168	32	fig	fig	NOUN
bracis-33643	168	33	.	.	PUNCT
bracis-33643	168	34	 	 	SPACE
bracis-33643	169	1	1	1	NUM
bracis-33643	169	2	.	.	PUNCT
bracis-33643	169	3	fig	fig	NOUN
bracis-33643	169	4	.	.	PUNCT
bracis-33643	170	1	1	1	X
bracis-33643	170	2	.	.	X
bracis-33643	170	3	graph	graph	NOUN
bracis-33643	170	4	illustrating	illustrate	VERB
bracis-33643	170	5	the	the	DET
bracis-33643	170	6	comparative	comparative	ADJ
bracis-33643	170	7	energy	energy	NOUN
bracis-33643	170	8	consumption	consumption	NOUN
bracis-33643	170	9	of	of	ADP
bracis-33643	170	10	the	the	DET
bracis-33643	170	11	lora	lora	PROPN
bracis-33643	170	12	and	and	CCONJ
bracis-33643	170	13	fft	fft	NOUN
bracis-33643	170	14	models	model	NOUN
bracis-33643	170	15	during	during	ADP
bracis-33643	170	16	the	the	DET
bracis-33643	170	17	training	training	NOUN
bracis-33643	170	18	phase	phase	NOUN
bracis-33643	170	19	.	.	PUNCT
bracis-33643	171	1	full	full	ADJ
bracis-33643	171	2	size	size	NOUN
bracis-33643	171	3	image	image	NOUN
bracis-33643	171	4	it	it	PRON
bracis-33643	171	5	was	be	AUX
bracis-33643	171	6	observed	observe	VERB
bracis-33643	171	7	that	that	SCONJ
bracis-33643	171	8	the	the	DET
bracis-33643	171	9	model	model	NOUN
bracis-33643	171	10	trained	train	VERB
bracis-33643	171	11	with	with	ADP
bracis-33643	171	12	lora	lora	PROPN
bracis-33643	171	13	achieved	achieve	VERB
bracis-33643	171	14	better	well	ADJ
bracis-33643	171	15	results	result	NOUN
bracis-33643	171	16	across	across	ADP
bracis-33643	171	17	all	all	DET
bracis-33643	171	18	metrics	metric	NOUN
bracis-33643	171	19	compared	compare	VERB
bracis-33643	171	20	to	to	ADP
bracis-33643	171	21	the	the	DET
bracis-33643	171	22	model	model	NOUN
bracis-33643	171	23	that	that	PRON
bracis-33643	171	24	underwent	undergo	VERB
bracis-33643	171	25	full	full	ADJ
bracis-33643	171	26	fine	fine	ADV
bracis-33643	171	27	-	-	PUNCT
bracis-33643	171	28	tuning	tuning	NOUN
bracis-33643	171	29	for	for	ADP
bracis-33643	171	30	openie	openie	NOUN
bracis-33643	171	31	task	task	PROPN
bracis-33643	171	32	as	as	SCONJ
bracis-33643	171	33	it	it	PRON
bracis-33643	171	34	can	can	AUX
bracis-33643	171	35	be	be	AUX
bracis-33643	171	36	observed	observe	VERB
bracis-33643	171	37	in	in	ADP
bracis-33643	171	38	fig	fig	NOUN
bracis-33643	171	39	.	.	PUNCT
bracis-33643	171	40	 	 	SPACE
bracis-33643	172	1	2	2	X
bracis-33643	172	2	.	.	PUNCT
bracis-33643	173	1	the	the	DET
bracis-33643	173	2	timing	timing	NOUN
bracis-33643	173	3	metrics	metric	NOUN
bracis-33643	173	4	from	from	ADP
bracis-33643	173	5	inference	inference	NOUN
bracis-33643	173	6	on	on	ADP
bracis-33643	173	7	the	the	DET
bracis-33643	173	8	sentence	sentence	NOUN
bracis-33643	173	9	“	"	PUNCT
bracis-33643	173	10	alan	alan	PROPN
bracis-33643	173	11	,	,	PUNCT
bracis-33643	173	12	who	who	PRON
bracis-33643	173	13	studies	study	VERB
bracis-33643	173	14	at	at	ADP
bracis-33643	173	15	ufba	ufba	ADJ
bracis-33643	173	16	,	,	PUNCT
bracis-33643	173	17	is	be	AUX
bracis-33643	173	18	a	a	DET
bracis-33643	173	19	member	member	NOUN
bracis-33643	173	20	of	of	ADP
bracis-33643	173	21	formas	forma	NOUN
bracis-33643	173	22	,	,	PUNCT
bracis-33643	173	23	”	"	PUNCT
bracis-33643	173	24	reveal	reveal	VERB
bracis-33643	173	25	minimal	minimal	ADJ
bracis-33643	173	26	differences	difference	NOUN
bracis-33643	173	27	between	between	ADP
bracis-33643	173	28	full	full	ADJ
bracis-33643	173	29	fine	fine	ADJ
bracis-33643	173	30	-	-	PUNCT
bracis-33643	173	31	tuning	tuning	NOUN
bracis-33643	173	32	(	(	PUNCT
bracis-33643	173	33	fft	fft	PROPN
bracis-33643	173	34	)	)	PUNCT
bracis-33643	173	35	and	and	CCONJ
bracis-33643	173	36	lora	lora	PROPN
bracis-33643	173	37	.	.	PUNCT
bracis-33643	174	1	fft	fft	PROPN
bracis-33643	174	2	took	take	VERB
bracis-33643	174	3	228.14	228.14	NUM
bracis-33643	174	4	ms	ms	NOUN
bracis-33643	174	5	,	,	PUNCT
bracis-33643	174	6	while	while	SCONJ
bracis-33643	174	7	lora	lora	PROPN
bracis-33643	174	8	slightly	slightly	ADV
bracis-33643	174	9	improved	improve	VERB
bracis-33643	174	10	this	this	PRON
bracis-33643	174	11	to	to	ADP
bracis-33643	174	12	226.55	226.55	NUM
bracis-33643	174	13	ms	ms	PROPN
bracis-33643	174	14	.	.	PROPN
bracis-33643	174	15	eval	eval	PROPN
bracis-33643	174	16	times	times	PROPN
bracis-33643	174	17	were	be	AUX
bracis-33643	174	18	4.89	4.89	NUM
bracis-33643	174	19	ms	ms	NOUN
bracis-33643	174	20	per	per	ADP
bracis-33643	174	21	token	token	NOUN
bracis-33643	174	22	for	for	ADP
bracis-33643	174	23	fft	fft	PROPN
bracis-33643	174	24	and	and	CCONJ
bracis-33643	174	25	4.67	4.67	NUM
bracis-33643	174	26	ms	ms	NOUN
bracis-33643	174	27	for	for	ADP
bracis-33643	174	28	lora	lora	PROPN
bracis-33643	174	29	.	.	PUNCT
bracis-33643	175	1	prompt	prompt	ADJ
bracis-33643	175	2	eval	eval	NOUN
bracis-33643	175	3	and	and	CCONJ
bracis-33643	175	4	sample	sample	NOUN
bracis-33643	175	5	times	time	NOUN
bracis-33643	175	6	were	be	AUX
bracis-33643	175	7	nearly	nearly	ADV
bracis-33643	175	8	identical	identical	ADJ
bracis-33643	175	9	for	for	ADP
bracis-33643	175	10	both	both	DET
bracis-33643	175	11	methods	method	NOUN
bracis-33643	175	12	.	.	PUNCT
bracis-33643	176	1	these	these	DET
bracis-33643	176	2	minor	minor	ADJ
bracis-33643	176	3	differences	difference	NOUN
bracis-33643	176	4	,	,	PUNCT
bracis-33643	176	5	ranging	range	VERB
bracis-33643	176	6	from	from	ADP
bracis-33643	176	7	0.17	0.17	NUM
bracis-33643	176	8	ms	ms	NOUN
bracis-33643	176	9	to	to	ADP
bracis-33643	176	10	5.36	5.36	NUM
bracis-33643	176	11	ms	ms	NOUN
bracis-33643	176	12	,	,	PUNCT
bracis-33643	176	13	suggest	suggest	VERB
bracis-33643	176	14	that	that	SCONJ
bracis-33643	176	15	while	while	SCONJ
bracis-33643	176	16	lora	lora	PROPN
bracis-33643	176	17	is	be	AUX
bracis-33643	176	18	marginally	marginally	ADV
bracis-33643	176	19	faster	fast	ADV
bracis-33643	176	20	,	,	PUNCT
bracis-33643	176	21	the	the	DET
bracis-33643	176	22	impact	impact	NOUN
bracis-33643	176	23	on	on	ADP
bracis-33643	176	24	practical	practical	ADJ
bracis-33643	176	25	performance	performance	NOUN
bracis-33643	176	26	is	be	AUX
bracis-33643	176	27	negligible	negligible	ADJ
bracis-33643	176	28	.	.	PUNCT
bracis-33643	177	1	fig	fig	NOUN
bracis-33643	177	2	.	.	PUNCT
bracis-33643	178	1	2	2	X
bracis-33643	178	2	.	.	X
bracis-33643	178	3	graph	graph	NOUN
bracis-33643	178	4	depicting	depict	VERB
bracis-33643	178	5	the	the	DET
bracis-33643	178	6	differences	difference	NOUN
bracis-33643	178	7	in	in	ADP
bracis-33643	178	8	metrics	metric	NOUN
bracis-33643	178	9	between	between	ADP
bracis-33643	178	10	the	the	DET
bracis-33643	178	11	validated	validate	VERB
bracis-33643	178	12	models	model	NOUN
bracis-33643	178	13	.	.	PUNCT
bracis-33643	179	1	full	full	ADJ
bracis-33643	179	2	size	size	NOUN
bracis-33643	179	3	image	image	NOUN
bracis-33643	179	4	6.2	6.2	NUM
bracis-33643	179	5	qualitative	qualitative	ADJ
bracis-33643	179	6	analysis	analysis	NOUN
bracis-33643	179	7	upon	upon	SCONJ
bracis-33643	179	8	analyzing	analyze	VERB
bracis-33643	179	9	some	some	PRON
bracis-33643	179	10	of	of	ADP
bracis-33643	179	11	the	the	DET
bracis-33643	179	12	triples	triple	NOUN
bracis-33643	179	13	generated	generate	VERB
bracis-33643	179	14	by	by	ADP
bracis-33643	179	15	both	both	DET
bracis-33643	179	16	models	model	NOUN
bracis-33643	179	17	,	,	PUNCT
bracis-33643	179	18	a	a	DET
bracis-33643	179	19	significant	significant	ADJ
bracis-33643	179	20	degradation	degradation	NOUN
bracis-33643	179	21	in	in	ADP
bracis-33643	179	22	generation	generation	NOUN
bracis-33643	179	23	quality	quality	NOUN
bracis-33643	179	24	was	be	AUX
bracis-33643	179	25	noticeable	noticeable	ADJ
bracis-33643	179	26	in	in	ADP
bracis-33643	179	27	the	the	DET
bracis-33643	179	28	model	model	NOUN
bracis-33643	179	29	that	that	PRON
bracis-33643	179	30	underwent	undergo	VERB
bracis-33643	179	31	full	full	ADJ
bracis-33643	179	32	fine	fine	ADV
bracis-33643	179	33	-	-	PUNCT
bracis-33643	179	34	tuning	tuning	NOUN
bracis-33643	179	35	,	,	PUNCT
bracis-33643	179	36	whereas	whereas	SCONJ
bracis-33643	179	37	the	the	DET
bracis-33643	179	38	model	model	NOUN
bracis-33643	179	39	trained	train	VERB
bracis-33643	179	40	with	with	ADP
bracis-33643	179	41	lora	lora	PROPN
bracis-33643	179	42	demonstrated	demonstrate	VERB
bracis-33643	179	43	greater	great	ADJ
bracis-33643	179	44	resistance	resistance	NOUN
bracis-33643	179	45	to	to	ADP
bracis-33643	179	46	hallucinations	hallucination	NOUN
bracis-33643	179	47	.	.	PUNCT
bracis-33643	180	1	the	the	DET
bracis-33643	180	2	following	follow	VERB
bracis-33643	180	3	extractions	extraction	NOUN
bracis-33643	180	4	exemplify	exemplify	VERB
bracis-33643	180	5	this	this	PRON
bracis-33643	180	6	:	:	PUNCT
bracis-33643	180	7	sentence	sentence	NOUN
bracis-33643	180	8	:	:	PUNCT
bracis-33643	180	9	“	"	PUNCT
bracis-33643	180	10	ela	ela	PROPN
bracis-33643	180	11	começou	começou	VERB
bracis-33643	180	12	no	no	INTJ
bracis-33643	180	13	rsc	rsc	NOUN
bracis-33643	180	14	no	no	INTJ
bracis-33643	180	15	meio	meio	PROPN
bracis-33643	180	16	dos	dos	PROPN
bracis-33643	180	17	anos	anos	PROPN
bracis-33643	180	18	sessenta	sessenta	PROPN
bracis-33643	180	19	,	,	PUNCT
bracis-33643	180	20	atuando	atuando	PROPN
bracis-33643	180	21	como	como	PROPN
bracis-33643	180	22	internada	internada	PROPN
bracis-33643	180	23	de	de	PROPN
bracis-33643	180	24	asilo	asilo	PROPN
bracis-33643	180	25	no	no	DET
bracis-33643	180	26	marat	marat	PROPN
bracis-33643	180	27	/	/	SYM
bracis-33643	180	28	sade	sade	NOUN
bracis-33643	180	29	.	.	PUNCT
bracis-33643	180	30	”	"	PUNCT
bracis-33643	181	1	fft	fft	PROPN
bracis-33643	181	2	:	:	PUNCT
bracis-33643	181	3	arg1	arg1	NOUN
bracis-33643	181	4	:	:	PUNCT
bracis-33643	181	5	ani	ani	X
bracis-33643	181	6	rel	rel	NOUN
bracis-33643	181	7	:	:	PUNCT
bracis-33643	181	8	começou	começou	PROPN
bracis-33643	181	9	em	em	PRON
bracis-33643	181	10	arg2	arg2	PROPN
bracis-33643	181	11	:	:	PUNCT
bracis-33643	181	12	o	o	X
bracis-33643	181	13	 	 	SPACE
bracis-33643	181	14	rsc	rsc	PROPN
bracis-33643	181	15	analysis	analysis	NOUN
bracis-33643	181	16	of	of	ADP
bracis-33643	181	17	fft	fft	PROPN
bracis-33643	181	18	:	:	PUNCT
bracis-33643	181	19	the	the	DET
bracis-33643	181	20	fft	fft	NOUN
bracis-33643	181	21	model	model	NOUN
bracis-33643	181	22	hallucinates	hallucinate	VERB
bracis-33643	181	23	by	by	ADP
bracis-33643	181	24	incorrectly	incorrectly	ADV
bracis-33643	181	25	identifying	identify	VERB
bracis-33643	181	26	“	"	PUNCT
bracis-33643	181	27	ani	ani	X
bracis-33643	181	28	”	"	PUNCT
bracis-33643	181	29	as	as	ADP
bracis-33643	181	30	the	the	DET
bracis-33643	181	31	subject	subject	NOUN
bracis-33643	181	32	of	of	ADP
bracis-33643	181	33	the	the	DET
bracis-33643	181	34	action	action	NOUN
bracis-33643	181	35	“	"	PUNCT
bracis-33643	181	36	começou	começou	X
bracis-33643	181	37	em	em	PRON
bracis-33643	181	38	”	"	PUNCT
bracis-33643	181	39	.	.	PUNCT
bracis-33643	182	1	“	"	PUNCT
bracis-33643	182	2	ani	ani	X
bracis-33643	182	3	”	"	PUNCT
bracis-33643	182	4	does	do	AUX
bracis-33643	182	5	not	not	PART
bracis-33643	182	6	appear	appear	VERB
bracis-33643	182	7	in	in	ADP
bracis-33643	182	8	the	the	DET
bracis-33643	182	9	sentence	sentence	NOUN
bracis-33643	182	10	,	,	PUNCT
bracis-33643	182	11	showing	show	VERB
bracis-33643	182	12	a	a	DET
bracis-33643	182	13	clear	clear	ADJ
bracis-33643	182	14	error	error	NOUN
bracis-33643	182	15	in	in	ADP
bracis-33643	182	16	entity	entity	NOUN
bracis-33643	182	17	recognition	recognition	NOUN
bracis-33643	182	18	and	and	CCONJ
bracis-33643	182	19	relation	relation	NOUN
bracis-33643	182	20	mapping	mapping	NOUN
bracis-33643	182	21	.	.	PUNCT
bracis-33643	183	1	lora	lora	PROPN
bracis-33643	183	2	:	:	PUNCT
bracis-33643	184	1	arg1	arg1	PROPN
bracis-33643	184	2	:	:	PUNCT
bracis-33643	184	3	ela	ela	PROPN
bracis-33643	184	4	rel	rel	PROPN
bracis-33643	184	5	:	:	PUNCT
bracis-33643	184	6	começou	começou	PROPN
bracis-33643	184	7	em	em	PRON
bracis-33643	184	8	arg2	arg2	PROPN
bracis-33643	184	9	:	:	PUNCT
bracis-33643	184	10	o	o	X
bracis-33643	184	11	 	 	SPACE
bracis-33643	184	12	rsc	rsc	PROPN
bracis-33643	184	13	analysis	analysis	NOUN
bracis-33643	184	14	of	of	ADP
bracis-33643	184	15	lora	lora	PROPN
bracis-33643	184	16	:	:	PUNCT
bracis-33643	184	17	the	the	DET
bracis-33643	184	18	lora	lora	PROPN
bracis-33643	184	19	model	model	NOUN
bracis-33643	184	20	accurately	accurately	ADV
bracis-33643	184	21	identifies	identify	VERB
bracis-33643	184	22	“	"	PUNCT
bracis-33643	184	23	ela	ela	PROPN
bracis-33643	184	24	”	"	PUNCT
bracis-33643	184	25	as	as	ADP
bracis-33643	184	26	the	the	DET
bracis-33643	184	27	subject	subject	NOUN
bracis-33643	184	28	who	who	PRON
bracis-33643	184	29	“	"	PUNCT
bracis-33643	184	30	começou	começou	VERB
bracis-33643	184	31	em	em	PRON
bracis-33643	184	32	o	o	NOUN
bracis-33643	184	33	rsc	rsc	PROPN
bracis-33643	184	34	”	"	PUNCT
bracis-33643	184	35	,	,	PUNCT
bracis-33643	184	36	perfectly	perfectly	ADV
bracis-33643	184	37	aligning	align	VERB
bracis-33643	184	38	with	with	ADP
bracis-33643	184	39	the	the	DET
bracis-33643	184	40	content	content	NOUN
bracis-33643	184	41	of	of	ADP
bracis-33643	184	42	the	the	DET
bracis-33643	184	43	original	original	ADJ
bracis-33643	184	44	sentence	sentence	NOUN
bracis-33643	184	45	without	without	ADP
bracis-33643	184	46	adding	add	VERB
bracis-33643	184	47	or	or	CCONJ
bracis-33643	184	48	distorting	distort	VERB
bracis-33643	184	49	information	information	NOUN
bracis-33643	184	50	.	.	PUNCT
bracis-33643	185	1	sentence	sentence	NOUN
bracis-33643	185	2	:	:	PUNCT
bracis-33643	185	3	“	"	PUNCT
bracis-33643	185	4	o	o	X
bracis-33643	185	5	ano	ano	X
bracis-33643	185	6	passado	passado	NOUN
bracis-33643	185	7	foi	foi	INTJ
bracis-33643	185	8	um	um	INTJ
bracis-33643	185	9	ano	ano	PROPN
bracis-33643	185	10	incrível	incrível	PROPN
bracis-33643	185	11	e	e	PROPN
bracis-33643	185	12	estou	estou	PROPN
bracis-33643	185	13	pronto	pronto	PROPN
bracis-33643	185	14	para	para	PROPN
bracis-33643	185	15	que	que	PROPN
bracis-33643	185	16	possamos	possamos	PROPN
bracis-33643	185	17	voltar	voltar	PROPN
bracis-33643	185	18	ainda	ainda	PROPN
bracis-33643	185	19	melhor	melhor	PROPN
bracis-33643	185	20	em	em	PRON
bracis-33643	185	21	2017	2017	NUM
bracis-33643	185	22	.	.	PUNCT
bracis-33643	185	23	”	"	PUNCT
bracis-33643	186	1	fft	fft	PROPN
bracis-33643	186	2	:	:	PUNCT
bracis-33643	186	3	arg1	arg1	NOUN
bracis-33643	186	4	:	:	PUNCT
bracis-33643	186	5	o	o	X
bracis-33643	186	6	ano	ano	PROPN
bracis-33643	186	7	passado	passado	PROPN
bracis-33643	186	8	rel	rel	PROPN
bracis-33643	186	9	:	:	PUNCT
bracis-33643	186	10	estou	estou	PROPN
bracis-33643	186	11	pronto	pronto	PROPN
bracis-33643	186	12	para	para	PROPN
bracis-33643	186	13	que	que	PROPN
bracis-33643	186	14	possamos	possamos	PROPN
bracis-33643	186	15	voltar	voltar	PROPN
bracis-33643	186	16	arg2	arg2	PROPN
bracis-33643	186	17	:	:	PUNCT
bracis-33643	186	18	ainda	ainda	PROPN
bracis-33643	186	19	melhor	melhor	PROPN
bracis-33643	186	20	em	em	PRON
bracis-33643	186	21	 	 	SPACE
bracis-33643	186	22	2017	2017	NUM
bracis-33643	186	23	analysis	analysis	NOUN
bracis-33643	186	24	of	of	ADP
bracis-33643	186	25	fft	fft	NOUN
bracis-33643	186	26	:	:	PUNCT
bracis-33643	186	27	in	in	ADP
bracis-33643	186	28	this	this	DET
bracis-33643	186	29	extraction	extraction	NOUN
bracis-33643	186	30	,	,	PUNCT
bracis-33643	186	31	the	the	DET
bracis-33643	186	32	fft	fft	NOUN
bracis-33643	186	33	model	model	NOUN
bracis-33643	186	34	creates	create	VERB
bracis-33643	186	35	a	a	DET
bracis-33643	186	36	hallucinated	hallucinated	ADJ
bracis-33643	186	37	relation	relation	NOUN
bracis-33643	186	38	by	by	ADP
bracis-33643	186	39	connecting	connect	VERB
bracis-33643	186	40	“	"	PUNCT
bracis-33643	186	41	o	o	NOUN
bracis-33643	186	42	ano	ano	PROPN
bracis-33643	186	43	passado	passado	NOUN
bracis-33643	186	44	”	"	PUNCT
bracis-33643	186	45	with	with	ADP
bracis-33643	186	46	“	"	PUNCT
bracis-33643	186	47	estou	estou	PROPN
bracis-33643	186	48	pronto	pronto	PROPN
bracis-33643	186	49	para	para	PROPN
bracis-33643	186	50	que	que	PROPN
bracis-33643	186	51	possamos	possamos	PROPN
bracis-33643	186	52	voltar	voltar	PROPN
bracis-33643	186	53	”	"	PUNCT
bracis-33643	186	54	,	,	PUNCT
bracis-33643	186	55	which	which	PRON
bracis-33643	186	56	is	be	AUX
bracis-33643	186	57	not	not	PART
bracis-33643	186	58	a	a	DET
bracis-33643	186	59	logical	logical	ADJ
bracis-33643	186	60	or	or	CCONJ
bracis-33643	186	61	supported	support	VERB
bracis-33643	186	62	relation	relation	NOUN
bracis-33643	186	63	within	within	ADP
bracis-33643	186	64	the	the	DET
bracis-33643	186	65	context	context	NOUN
bracis-33643	186	66	of	of	ADP
bracis-33643	186	67	the	the	DET
bracis-33643	186	68	sentence	sentence	NOUN
bracis-33643	186	69	.	.	PUNCT
bracis-33643	187	1	lora	lora	PROPN
bracis-33643	187	2	:	:	PUNCT
bracis-33643	188	1	arg1	arg1	PROPN
bracis-33643	188	2	:	:	PUNCT
bracis-33643	188	3	o	o	PROPN
bracis-33643	188	4	ano	ano	PROPN
bracis-33643	188	5	rel	rel	PROPN
bracis-33643	188	6	:	:	PUNCT
bracis-33643	188	7	passado	passado	PROPN
bracis-33643	188	8	foi	foi	PROPN
bracis-33643	188	9	arg2	arg2	PROPN
bracis-33643	188	10	:	:	PUNCT
bracis-33643	188	11	um	um	INTJ
bracis-33643	188	12	ano	ano	PROPN
bracis-33643	188	13	incrível	incrível	PROPN
bracis-33643	188	14	analysis	analysis	NOUN
bracis-33643	188	15	of	of	ADP
bracis-33643	188	16	lora	lora	PROPN
bracis-33643	188	17	:	:	PUNCT
bracis-33643	188	18	the	the	DET
bracis-33643	188	19	lora	lora	PROPN
bracis-33643	188	20	model	model	NOUN
bracis-33643	188	21	performs	perform	VERB
bracis-33643	188	22	a	a	DET
bracis-33643	188	23	more	more	ADV
bracis-33643	188	24	accurate	accurate	ADJ
bracis-33643	188	25	and	and	CCONJ
bracis-33643	188	26	textually	textually	ADV
bracis-33643	188	27	grounded	ground	VERB
bracis-33643	188	28	extraction	extraction	NOUN
bracis-33643	188	29	,	,	PUNCT
bracis-33643	188	30	identifying	identify	VERB
bracis-33643	188	31	that	that	SCONJ
bracis-33643	188	32	“	"	PUNCT
bracis-33643	188	33	o	o	X
bracis-33643	188	34	ano	ano	X
bracis-33643	188	35	passado	passado	NOUN
bracis-33643	188	36	foi	foi	X
bracis-33643	188	37	um	um	INTJ
bracis-33643	188	38	ano	ano	PROPN
bracis-33643	188	39	incrível	incrível	PROPN
bracis-33643	188	40	”	"	PUNCT
bracis-33643	188	41	,	,	PUNCT
bracis-33643	188	42	which	which	PRON
bracis-33643	188	43	is	be	AUX
bracis-33643	188	44	a	a	DET
bracis-33643	188	45	direct	direct	ADJ
bracis-33643	188	46	and	and	CCONJ
bracis-33643	188	47	faithful	faithful	ADJ
bracis-33643	188	48	interpretation	interpretation	NOUN
bracis-33643	188	49	of	of	ADP
bracis-33643	188	50	what	what	PRON
bracis-33643	188	51	is	be	AUX
bracis-33643	188	52	explicitly	explicitly	ADV
bracis-33643	188	53	mentioned	mention	VERB
bracis-33643	188	54	in	in	ADP
bracis-33643	188	55	the	the	DET
bracis-33643	188	56	sentence	sentence	NOUN
bracis-33643	188	57	.	.	PUNCT
bracis-33643	189	1	sentence	sentence	NOUN
bracis-33643	189	2	:	:	PUNCT
bracis-33643	189	3	“	"	PUNCT
bracis-33643	189	4	após	após	PROPN
bracis-33643	189	5	algumas	algumas	PROPN
bracis-33643	189	6	cirurgias	cirurgias	PROPN
bracis-33643	189	7	geniais	geniais	PROPN
bracis-33643	189	8	e	e	PROPN
bracis-33643	189	9	muito	muito	PROPN
bracis-33643	189	10	trabalho	trabalho	PROPN
bracis-33643	189	11	duro	duro	PROPN
bracis-33643	189	12	de	de	X
bracis-33643	189	13	reabil	reabil	PROPN
bracis-33643	189	14	-	-	PUNCT
bracis-33643	189	15	itação	itação	NOUN
bracis-33643	189	16	,	,	PUNCT
bracis-33643	189	17	eu	eu	PROPN
bracis-33643	189	18	tive	tive	PROPN
bracis-33643	189	19	uma	uma	PROPN
bracis-33643	189	20	recuperação	recuperação	PROPN
bracis-33643	189	21	completa	completa	PROPN
bracis-33643	189	22	.	.	PUNCT
bracis-33643	189	23	”	"	PUNCT
bracis-33643	190	1	fft	fft	PROPN
bracis-33643	190	2	extraction	extraction	NOUN
bracis-33643	190	3	:	:	PUNCT
bracis-33643	190	4	arg1	arg1	PROPN
bracis-33643	190	5	:	:	PUNCT
bracis-33643	190	6	eu	eu	PROPN
bracis-33643	190	7	tive	tive	PROPN
bracis-33643	190	8	uma	uma	PROPN
bracis-33643	190	9	recuperação	recuperação	PROPN
bracis-33643	190	10	completa	completa	PROPN
bracis-33643	190	11	rel	rel	PROPN
bracis-33643	190	12	:	:	PUNCT
bracis-33643	190	13	inicialmente	inicialmente	ADJ
bracis-33643	190	14	arg2	arg2	PROPN
bracis-33643	190	15	:	:	PUNCT
bracis-33643	190	16	uma	uma	PROPN
bracis-33643	190	17	recuperação	recuperação	PROPN
bracis-33643	190	18	completa	completa	PROPN
bracis-33643	190	19	analysis	analysis	NOUN
bracis-33643	190	20	of	of	ADP
bracis-33643	190	21	fft	fft	PROPN
bracis-33643	190	22	:	:	PUNCT
bracis-33643	190	23	the	the	DET
bracis-33643	190	24	fft	fft	NOUN
bracis-33643	190	25	model	model	NOUN
bracis-33643	190	26	incorrectly	incorrectly	ADV
bracis-33643	190	27	incorporates	incorporate	VERB
bracis-33643	190	28	redundancy	redundancy	NOUN
bracis-33643	190	29	and	and	CCONJ
bracis-33643	190	30	an	an	DET
bracis-33643	190	31	unsupported	unsupported	ADJ
bracis-33643	190	32	relation	relation	NOUN
bracis-33643	190	33	“	"	PUNCT
bracis-33643	190	34	inicialmente	inicialmente	ADJ
bracis-33643	190	35	,	,	PUNCT
bracis-33643	190	36	”	"	PUNCT
bracis-33643	190	37	which	which	PRON
bracis-33643	190	38	distorts	distort	VERB
bracis-33643	190	39	the	the	DET
bracis-33643	190	40	meaning	meaning	NOUN
bracis-33643	190	41	of	of	ADP
bracis-33643	190	42	the	the	DET
bracis-33643	190	43	sentence	sentence	NOUN
bracis-33643	190	44	.	.	PUNCT
bracis-33643	191	1	it	it	PRON
bracis-33643	191	2	also	also	ADV
bracis-33643	191	3	repeats	repeat	VERB
bracis-33643	191	4	“	"	PUNCT
bracis-33643	191	5	uma	uma	PROPN
bracis-33643	191	6	recuperação	recuperação	PROPN
bracis-33643	191	7	completa	completa	PROPN
bracis-33643	191	8	”	"	PUNCT
bracis-33643	191	9	for	for	ADP
bracis-33643	191	10	both	both	CCONJ
bracis-33643	191	11	subject	subject	NOUN
bracis-33643	191	12	and	and	CCONJ
bracis-33643	191	13	object	object	VERB
bracis-33643	191	14	,	,	PUNCT
bracis-33643	191	15	showing	show	VERB
bracis-33643	191	16	a	a	DET
bracis-33643	191	17	segmentation	segmentation	NOUN
bracis-33643	191	18	error	error	NOUN
bracis-33643	191	19	.	.	PUNCT
bracis-33643	192	1	lora	lora	PROPN
bracis-33643	192	2	extraction	extraction	NOUN
bracis-33643	192	3	:	:	PUNCT
bracis-33643	192	4	arg1	arg1	PROPN
bracis-33643	192	5	:	:	PUNCT
bracis-33643	192	6	eu	eu	PROPN
bracis-33643	192	7	rel	rel	PROPN
bracis-33643	192	8	:	:	PUNCT
bracis-33643	192	9	tive	tive	PROPN
bracis-33643	192	10	arg2	arg2	PROPN
bracis-33643	192	11	:	:	PUNCT
bracis-33643	192	12	uma	uma	PROPN
bracis-33643	192	13	recuperação	recuperação	PROPN
bracis-33643	192	14	completa	completa	PROPN
bracis-33643	192	15	analysis	analysis	NOUN
bracis-33643	192	16	of	of	ADP
bracis-33643	192	17	lora	lora	PROPN
bracis-33643	192	18	:	:	PUNCT
bracis-33643	192	19	the	the	DET
bracis-33643	192	20	lora	lora	PROPN
bracis-33643	192	21	model	model	PROPN
bracis-33643	192	22	’s	’s	PART
bracis-33643	192	23	extraction	extraction	NOUN
bracis-33643	192	24	is	be	AUX
bracis-33643	192	25	precise	precise	ADJ
bracis-33643	192	26	and	and	CCONJ
bracis-33643	192	27	aligned	align	VERB
bracis-33643	192	28	with	with	ADP
bracis-33643	192	29	the	the	DET
bracis-33643	192	30	sentence	sentence	NOUN
bracis-33643	192	31	content	content	NOUN
bracis-33643	192	32	,	,	PUNCT
bracis-33643	192	33	correctly	correctly	ADV
bracis-33643	192	34	identifying	identify	VERB
bracis-33643	192	35	“	"	PUNCT
bracis-33643	192	36	eu	eu	NOUN
bracis-33643	192	37	”	"	PUNCT
bracis-33643	192	38	as	as	ADP
bracis-33643	192	39	the	the	DET
bracis-33643	192	40	subject	subject	NOUN
bracis-33643	192	41	,	,	PUNCT
bracis-33643	192	42	“	"	PUNCT
bracis-33643	192	43	tive	tive	NOUN
bracis-33643	192	44	”	"	PUNCT
bracis-33643	192	45	as	as	ADP
bracis-33643	192	46	the	the	DET
bracis-33643	192	47	verb	verb	NOUN
bracis-33643	192	48	indicating	indicate	VERB
bracis-33643	192	49	action	action	NOUN
bracis-33643	192	50	,	,	PUNCT
bracis-33643	192	51	and	and	CCONJ
bracis-33643	192	52	“	"	PUNCT
bracis-33643	192	53	uma	uma	PROPN
bracis-33643	192	54	recuperação	recuperação	PROPN
bracis-33643	192	55	completa	completa	PROPN
bracis-33643	192	56	”	"	PUNCT
bracis-33643	192	57	as	as	ADP
bracis-33643	192	58	the	the	DET
bracis-33643	192	59	object	object	NOUN
bracis-33643	192	60	,	,	PUNCT
bracis-33643	192	61	efficiently	efficiently	ADV
bracis-33643	192	62	capturing	capture	VERB
bracis-33643	192	63	the	the	DET
bracis-33643	192	64	sentence	sentence	NOUN
bracis-33643	192	65	’s	’s	PART
bracis-33643	192	66	information	information	NOUN
bracis-33643	192	67	structure	structure	NOUN
bracis-33643	192	68	.	.	PUNCT
bracis-33643	193	1	these	these	DET
bracis-33643	193	2	examples	example	NOUN
bracis-33643	193	3	illustrate	illustrate	VERB
bracis-33643	193	4	how	how	SCONJ
bracis-33643	193	5	the	the	DET
bracis-33643	193	6	lora	lora	PROPN
bracis-33643	193	7	model	model	NOUN
bracis-33643	193	8	tends	tend	VERB
bracis-33643	193	9	to	to	PART
bracis-33643	193	10	produce	produce	VERB
bracis-33643	193	11	extractions	extraction	NOUN
bracis-33643	193	12	that	that	PRON
bracis-33643	193	13	are	be	AUX
bracis-33643	193	14	more	more	ADV
bracis-33643	193	15	faithful	faithful	ADJ
bracis-33643	193	16	to	to	ADP
bracis-33643	193	17	the	the	DET
bracis-33643	193	18	original	original	ADJ
bracis-33643	193	19	text	text	NOUN
bracis-33643	193	20	,	,	PUNCT
bracis-33643	193	21	avoiding	avoid	VERB
bracis-33643	193	22	adding	add	VERB
bracis-33643	193	23	non	non	ADJ
bracis-33643	193	24	-	-	ADJ
bracis-33643	193	25	existent	existent	ADJ
bracis-33643	193	26	information	information	NOUN
bracis-33643	193	27	or	or	CCONJ
bracis-33643	193	28	distorting	distort	VERB
bracis-33643	193	29	relationships	relationship	NOUN
bracis-33643	193	30	between	between	ADP
bracis-33643	193	31	sentence	sentence	NOUN
bracis-33643	193	32	elements	element	NOUN
bracis-33643	193	33	,	,	PUNCT
bracis-33643	193	34	unlike	unlike	ADP
bracis-33643	193	35	the	the	DET
bracis-33643	193	36	fft	fft	PROPN
bracis-33643	193	37	model	model	NOUN
bracis-33643	193	38	,	,	PUNCT
bracis-33643	193	39	which	which	PRON
bracis-33643	193	40	showed	show	VERB
bracis-33643	193	41	a	a	DET
bracis-33643	193	42	propensity	propensity	NOUN
bracis-33643	193	43	for	for	ADP
bracis-33643	193	44	hallucinations	hallucination	NOUN
bracis-33643	193	45	possibly	possibly	ADV
bracis-33643	193	46	due	due	ADJ
bracis-33643	193	47	to	to	ADP
bracis-33643	193	48	overfitting	overfitte	VERB
bracis-33643	193	49	or	or	CCONJ
bracis-33643	193	50	insufficient	insufficient	ADJ
bracis-33643	193	51	generalization	generalization	NOUN
bracis-33643	193	52	during	during	ADP
bracis-33643	193	53	training	training	NOUN
bracis-33643	193	54	.	.	PUNCT
bracis-33643	194	1	7	7	NUM
bracis-33643	194	2	conclusions	conclusion	NOUN
bracis-33643	194	3	and	and	CCONJ
bracis-33643	194	4	 	 	SPACE
bracis-33643	194	5	future	future	ADJ
bracis-33643	194	6	directions	direction	NOUN
bracis-33643	194	7	in	in	ADP
bracis-33643	194	8	this	this	DET
bracis-33643	194	9	work	work	NOUN
bracis-33643	194	10	,	,	PUNCT
bracis-33643	194	11	we	we	PRON
bracis-33643	194	12	evaluate	evaluate	VERB
bracis-33643	194	13	the	the	DET
bracis-33643	194	14	performance	performance	NOUN
bracis-33643	194	15	of	of	ADP
bracis-33643	194	16	large	large	ADJ
bracis-33643	194	17	language	language	NOUN
bracis-33643	194	18	models	model	NOUN
bracis-33643	194	19	(	(	PUNCT
bracis-33643	194	20	llms	llm	NOUN
bracis-33643	194	21	)	)	PUNCT
bracis-33643	194	22	using	use	VERB
bracis-33643	194	23	full	full	ADJ
bracis-33643	194	24	fine	fine	ADJ
bracis-33643	194	25	-	-	PUNCT
bracis-33643	194	26	tuning	tuning	NOUN
bracis-33643	194	27	and	and	CCONJ
bracis-33643	194	28	lora	lora	PROPN
bracis-33643	194	29	adaptations	adaptation	NOUN
bracis-33643	194	30	,	,	PUNCT
bracis-33643	194	31	analyzing	analyze	VERB
bracis-33643	194	32	both	both	CCONJ
bracis-33643	194	33	quantitative	quantitative	ADJ
bracis-33643	194	34	and	and	CCONJ
bracis-33643	194	35	qualitative	qualitative	ADJ
bracis-33643	194	36	measures	measure	NOUN
bracis-33643	194	37	.	.	PUNCT
bracis-33643	195	1	we	we	PRON
bracis-33643	195	2	use	use	VERB
bracis-33643	195	3	metrics	metric	NOUN
bracis-33643	195	4	such	such	ADJ
bracis-33643	195	5	as	as	ADP
bracis-33643	195	6	f1	f1	NOUN
bracis-33643	195	7	,	,	PUNCT
bracis-33643	195	8	precision	precision	NOUN
bracis-33643	195	9	,	,	PUNCT
bracis-33643	195	10	and	and	CCONJ
bracis-33643	195	11	recall	recall	VERB
bracis-33643	195	12	to	to	PART
bracis-33643	195	13	assess	assess	VERB
bracis-33643	195	14	quantitative	quantitative	ADJ
bracis-33643	195	15	outcomes	outcome	NOUN
bracis-33643	195	16	.	.	PUNCT
bracis-33643	196	1	qualitative	qualitative	ADJ
bracis-33643	196	2	analysis	analysis	NOUN
bracis-33643	196	3	is	be	AUX
bracis-33643	196	4	conducted	conduct	VERB
bracis-33643	196	5	through	through	ADP
bracis-33643	196	6	example	example	NOUN
bracis-33643	196	7	sets	set	NOUN
bracis-33643	196	8	.	.	PUNCT
bracis-33643	197	1	our	our	PRON
bracis-33643	197	2	findings	finding	NOUN
bracis-33643	197	3	indicate	indicate	VERB
bracis-33643	197	4	that	that	SCONJ
bracis-33643	197	5	lora	lora	PROPN
bracis-33643	197	6	adaptations	adaptation	NOUN
bracis-33643	197	7	are	be	AUX
bracis-33643	197	8	as	as	ADV
bracis-33643	197	9	effective	effective	ADJ
bracis-33643	197	10	as	as	ADP
bracis-33643	197	11	full	full	ADJ
bracis-33643	197	12	fine	fine	ADV
bracis-33643	197	13	-	-	PUNCT
bracis-33643	197	14	tuning	tuning	NOUN
bracis-33643	197	15	,	,	PUNCT
bracis-33643	197	16	with	with	ADP
bracis-33643	197	17	the	the	DET
bracis-33643	197	18	added	add	VERB
bracis-33643	197	19	benefit	benefit	NOUN
bracis-33643	197	20	of	of	ADP
bracis-33643	197	21	lower	low	ADJ
bracis-33643	197	22	energy	energy	NOUN
bracis-33643	197	23	consumption	consumption	NOUN
bracis-33643	197	24	and	and	CCONJ
bracis-33643	197	25	competitive	competitive	ADJ
bracis-33643	197	26	results	result	NOUN
bracis-33643	197	27	.	.	PUNCT
bracis-33643	198	1	we	we	PRON
bracis-33643	198	2	plan	plan	VERB
bracis-33643	198	3	to	to	PART
bracis-33643	198	4	conduct	conduct	VERB
bracis-33643	198	5	further	further	ADJ
bracis-33643	198	6	experiments	experiment	NOUN
bracis-33643	198	7	with	with	ADP
bracis-33643	198	8	a	a	DET
bracis-33643	198	9	larger	large	ADJ
bracis-33643	198	10	language	language	NOUN
bracis-33643	198	11	model	model	NOUN
bracis-33643	198	12	to	to	PART
bracis-33643	198	13	deepen	deepen	VERB
bracis-33643	198	14	our	our	PRON
bracis-33643	198	15	understanding	understanding	NOUN
bracis-33643	198	16	of	of	ADP
bracis-33643	198	17	llm	llm	PROPN
bracis-33643	198	18	behavior	behavior	NOUN
bracis-33643	198	19	under	under	ADP
bracis-33643	198	20	these	these	DET
bracis-33643	198	21	adaptations	adaptation	NOUN
bracis-33643	198	22	.	.	PUNCT
bracis-33643	199	1	notes	note	VERB
bracis-33643	199	2	1.available	1.available	NUM
bracis-33643	199	3	at	at	ADP
bracis-33643	199	4	https://jinja.palletsprojects.com	https://jinja.palletsprojects.com	PROPN
bracis-33643	199	5	.	.	PUNCT
bracis-33643	200	1	2.available	2.available	NUM
bracis-33643	200	2	at	at	ADP
bracis-33643	200	3	https://github.com/openaccess-ai-collective/axolotl	https://github.com/openaccess-ai-collective/axolotl	NOUN
bracis-33643	200	4	.	.	PUNCT
bracis-33643	200	5	3.https://github.com/timdettmers/bitsandbytes	3.https://github.com/timdettmers/bitsandbytes	NUM
bracis-33643	200	6	.	.	PUNCT
bracis-33643	201	1	4.https://github.com/abetlen/llama-cpp-python	4.https://github.com/abetlen/llama-cpp-python	NUM
bracis-33643	201	2	.	.	PUNCT
bracis-33643	202	1	references	reference	NOUN
bracis-33643	202	2	artetxe	artetxe	PROPN
bracis-33643	202	3	,	,	PUNCT
bracis-33643	202	4	m.	m.	NOUN
bracis-33643	202	5	,	,	PUNCT
bracis-33643	202	6	ruder	ruder	PROPN
bracis-33643	202	7	,	,	PUNCT
bracis-33643	202	8	s.	s.	PROPN
bracis-33643	202	9	,	,	PUNCT
bracis-33643	202	10	yogatama	yogatama	PROPN
bracis-33643	202	11	,	,	PUNCT
bracis-33643	202	12	d.	d.	PROPN
bracis-33643	202	13	:	:	PUNCT
bracis-33643	202	14	on	on	ADP
bracis-33643	202	15	the	the	DET
bracis-33643	202	16	cross	cross	ADJ
bracis-33643	202	17	-	-	ADJ
bracis-33643	202	18	lingual	lingual	ADJ
bracis-33643	202	19	transferability	transferability	NOUN
bracis-33643	202	20	of	of	ADP
bracis-33643	202	21	monolingual	monolingual	ADJ
bracis-33643	202	22	representations	representation	NOUN
bracis-33643	202	23	.	.	PUNCT
bracis-33643	203	1	in	in	ADP
bracis-33643	203	2	:	:	PUNCT
bracis-33643	203	3	jurafsky	jurafsky	PROPN
bracis-33643	203	4	,	,	PUNCT
bracis-33643	203	5	d.	d.	PROPN
bracis-33643	203	6	,	,	PUNCT
bracis-33643	203	7	chai	chai	NOUN
bracis-33643	203	8	,	,	PUNCT
bracis-33643	203	9	j.	j.	PROPN
bracis-33643	203	10	,	,	PUNCT
bracis-33643	203	11	schluter	schluter	PROPN
bracis-33643	203	12	,	,	PUNCT
bracis-33643	203	13	n.	n.	NOUN
bracis-33643	203	14	,	,	PUNCT
bracis-33643	203	15	tetreault	tetreault	NOUN
bracis-33643	203	16	,	,	PUNCT
bracis-33643	203	17	j.	j.	PROPN
bracis-33643	203	18	(	(	PUNCT
bracis-33643	203	19	eds	eds	PROPN
bracis-33643	203	20	.	.	PUNCT
bracis-33643	203	21	)	)	PUNCT
bracis-33643	203	22	proceedings	proceeding	NOUN
bracis-33643	203	23	of	of	ADP
bracis-33643	203	24	the	the	DET
bracis-33643	203	25	58th	58th	ADJ
bracis-33643	203	26	annual	annual	ADJ
bracis-33643	203	27	meeting	meeting	NOUN
bracis-33643	203	28	of	of	ADP
bracis-33643	203	29	the	the	DET
bracis-33643	203	30	association	association	NOUN
bracis-33643	203	31	for	for	ADP
bracis-33643	203	32	computational	computational	ADJ
bracis-33643	203	33	linguistics	linguistic	NOUN
bracis-33643	203	34	,	,	PUNCT
bracis-33643	203	35	pp	pp	X
bracis-33643	203	36	.	.	PUNCT
bracis-33643	204	1	4623–4637	4623–4637	NUM
bracis-33643	204	2	.	.	PUNCT
bracis-33643	205	1	association	association	NOUN
bracis-33643	205	2	for	for	ADP
bracis-33643	205	3	computational	computational	ADJ
bracis-33643	205	4	linguistics	linguistic	NOUN
bracis-33643	205	5	,	,	PUNCT
bracis-33643	205	6	online	online	ADV
bracis-33643	205	7	(	(	PUNCT
bracis-33643	205	8	2020	2020	NUM
bracis-33643	205	9	)	)	PUNCT
bracis-33643	205	10	.	.	PUNCT
bracis-33643	206	1	https://doi.org/10.18653/v1/2020.acl-main.421	https://doi.org/10.18653/v1/2020.acl-main.421	PROPN
bracis-33643	206	2	.	.	PUNCT
bracis-33643	207	1	https://aclanthology.org/2020.acl-main.421	https://aclanthology.org/2020.acl-main.421	PROPN
bracis-33643	207	2	banko	banko	PROPN
bracis-33643	207	3	,	,	PUNCT
bracis-33643	207	4	m.	m.	NOUN
bracis-33643	207	5	:	:	PUNCT
bracis-33643	207	6	open	open	ADJ
bracis-33643	207	7	information	information	NOUN
bracis-33643	207	8	extraction	extraction	NOUN
bracis-33643	207	9	for	for	ADP
bracis-33643	207	10	the	the	DET
bracis-33643	207	11	web	web	NOUN
bracis-33643	207	12	.	.	PUNCT
bracis-33643	208	1	ph.d	ph.d	PROPN
bracis-33643	208	2	.	.	PUNCT
bracis-33643	209	1	thesis	thesis	NOUN
bracis-33643	209	2	,	,	PUNCT
bracis-33643	209	3	university	university	NOUN
bracis-33643	209	4	of	of	ADP
bracis-33643	209	5	washington	washington	PROPN
bracis-33643	209	6	(	(	PUNCT
bracis-33643	209	7	2009	2009	NUM
bracis-33643	209	8	)	)	PUNCT
bracis-33643	209	9	google	google	PROPN
bracis-33643	209	10	scholar	scholar	NOUN
bracis-33643	209	11	  	  	SPACE
bracis-33643	209	12	brown	brown	NOUN
bracis-33643	209	13	,	,	PUNCT
bracis-33643	209	14	t.b	t.b	PROPN
bracis-33643	209	15	.	.	PROPN
bracis-33643	209	16	,	,	PUNCT
bracis-33643	209	17	et	et	PROPN
bracis-33643	209	18	al	al	PROPN
bracis-33643	209	19	.	.	PUNCT
bracis-33643	209	20	:	:	PUNCT
bracis-33643	210	1	language	language	NOUN
bracis-33643	210	2	models	model	NOUN
bracis-33643	210	3	are	be	AUX
bracis-33643	210	4	few	few	ADJ
bracis-33643	210	5	-	-	PUNCT
bracis-33643	210	6	shot	shot	NOUN
bracis-33643	210	7	learners	learner	NOUN
bracis-33643	210	8	(	(	PUNCT
bracis-33643	210	9	2020	2020	NUM
bracis-33643	210	10	)	)	PUNCT
bracis-33643	210	11	google	google	PROPN
bracis-33643	210	12	scholar	scholar	NOUN
bracis-33643	210	13	  	  	SPACE
bracis-33643	210	14	cabral	cabral	PROPN
bracis-33643	210	15	,	,	PUNCT
bracis-33643	210	16	b.	b.	PROPN
bracis-33643	210	17	,	,	PUNCT
bracis-33643	210	18	claro	claro	PROPN
bracis-33643	210	19	,	,	PUNCT
bracis-33643	210	20	d.	d.	PROPN
bracis-33643	210	21	,	,	PUNCT
bracis-33643	210	22	souza	souza	PROPN
bracis-33643	210	23	,	,	PUNCT
bracis-33643	210	24	m.	m.	NOUN
bracis-33643	210	25	:	:	PUNCT
bracis-33643	210	26	exploring	explore	VERB
bracis-33643	210	27	open	open	ADJ
bracis-33643	210	28	information	information	NOUN
bracis-33643	210	29	extraction	extraction	NOUN
bracis-33643	210	30	for	for	ADP
bracis-33643	210	31	portuguese	portuguese	NOUN
bracis-33643	210	32	using	use	VERB
bracis-33643	210	33	large	large	ADJ
bracis-33643	210	34	language	language	NOUN
bracis-33643	210	35	models	model	NOUN
bracis-33643	210	36	.	.	PUNCT
bracis-33643	211	1	in	in	ADP
bracis-33643	211	2	:	:	PUNCT
bracis-33643	211	3	gamallo	gamallo	ADJ
bracis-33643	211	4	,	,	PUNCT
bracis-33643	211	5	p.	p.	PROPN
bracis-33643	211	6	,	,	PUNCT
bracis-33643	211	7	et	et	PROPN
bracis-33643	211	8	al	al	PROPN
bracis-33643	211	9	.	.	PUNCT
bracis-33643	212	1	(	(	PUNCT
bracis-33643	212	2	eds	ed	NOUN
bracis-33643	212	3	.	.	PUNCT
bracis-33643	212	4	)	)	PUNCT
bracis-33643	212	5	proceedings	proceeding	NOUN
bracis-33643	212	6	of	of	ADP
bracis-33643	212	7	the	the	DET
bracis-33643	212	8	16th	16th	ADJ
bracis-33643	212	9	international	international	ADJ
bracis-33643	212	10	conference	conference	NOUN
bracis-33643	212	11	on	on	ADP
bracis-33643	212	12	computational	computational	ADJ
bracis-33643	212	13	processing	processing	NOUN
bracis-33643	212	14	of	of	ADP
bracis-33643	212	15	portuguese	portuguese	ADJ
bracis-33643	212	16	vol	vol	NOUN
bracis-33643	212	17	.	.	PROPN
bracis-33643	213	1	1	1	NUM
bracis-33643	213	2	,	,	PUNCT
bracis-33643	213	3	pp	pp	ADJ
bracis-33643	213	4	.	.	PUNCT
bracis-33643	214	1	127–136	127–136	NUM
bracis-33643	214	2	.	.	PUNCT
bracis-33643	214	3	association	association	NOUN
bracis-33643	214	4	for	for	ADP
bracis-33643	214	5	computational	computational	ADJ
bracis-33643	214	6	lingustics	lingustic	NOUN
bracis-33643	214	7	,	,	PUNCT
bracis-33643	214	8	santiago	santiago	PROPN
bracis-33643	214	9	de	de	PROPN
bracis-33643	214	10	compostela	compostela	PROPN
bracis-33643	214	11	,	,	PUNCT
bracis-33643	214	12	galicia	galicia	PROPN
bracis-33643	214	13	/	/	SYM
bracis-33643	214	14	spain	spain	PROPN
bracis-33643	214	15	(	(	PUNCT
bracis-33643	214	16	2024	2024	NUM
bracis-33643	214	17	)	)	PUNCT
bracis-33643	214	18	.	.	PUNCT
bracis-33643	215	1	https://aclanthology.org/2024.propor-1.13	https://aclanthology.org/2024.propor-1.13	PROPN
bracis-33643	215	2	cabral	cabral	PROPN
bracis-33643	215	3	,	,	PUNCT
bracis-33643	215	4	b.	b.	PROPN
bracis-33643	215	5	,	,	PUNCT
bracis-33643	215	6	souza	souza	PROPN
bracis-33643	215	7	,	,	PUNCT
bracis-33643	215	8	m.	m.	NOUN
bracis-33643	215	9	,	,	PUNCT
bracis-33643	215	10	claro	claro	NOUN
bracis-33643	215	11	,	,	PUNCT
bracis-33643	215	12	d.b	d.b	PROPN
bracis-33643	215	13	.	.	PROPN
bracis-33643	215	14	:	:	PUNCT
bracis-33643	216	1	portnoie	portnoie	ADJ
bracis-33643	216	2	:	:	PUNCT
bracis-33643	216	3	a	a	DET
bracis-33643	216	4	neural	neural	ADJ
bracis-33643	216	5	framework	framework	NOUN
bracis-33643	216	6	for	for	ADP
bracis-33643	216	7	 	 	SPACE
bracis-33643	216	8	open	open	ADJ
bracis-33643	216	9	information	information	NOUN
bracis-33643	216	10	extraction	extraction	NOUN
bracis-33643	216	11	for	for	ADP
bracis-33643	216	12	 	 	SPACE
bracis-33643	216	13	the	the	DET
bracis-33643	216	14	 	 	SPACE
bracis-33643	216	15	portuguese	portuguese	ADJ
bracis-33643	216	16	language	language	NOUN
bracis-33643	216	17	.	.	PUNCT
bracis-33643	217	1	in	in	ADP
bracis-33643	217	2	:	:	PUNCT
bracis-33643	217	3	pinheiro	pinheiro	PROPN
bracis-33643	217	4	,	,	PUNCT
bracis-33643	217	5	v.	v.	ADV
bracis-33643	217	6	,	,	PUNCT
bracis-33643	217	7	et	et	PROPN
bracis-33643	217	8	al	al	PROPN
bracis-33643	217	9	.	.	PUNCT
bracis-33643	217	10	(	(	PUNCT
bracis-33643	217	11	eds	ed	NOUN
bracis-33643	217	12	.	.	PUNCT
bracis-33643	217	13	)	)	PUNCT
bracis-33643	217	14	propor	propor	ADJ
bracis-33643	217	15	2022	2022	NUM
bracis-33643	217	16	.	.	PUNCT
bracis-33643	218	1	lncs	lncs	PROPN
bracis-33643	218	2	(	(	PUNCT
bracis-33643	218	3	lnai	lnai	ADJ
bracis-33643	218	4	)	)	PUNCT
bracis-33643	218	5	,	,	PUNCT
bracis-33643	218	6	vol	vol	NOUN
bracis-33643	218	7	.	.	PROPN
bracis-33643	218	8	13208	13208	NUM
bracis-33643	218	9	,	,	PUNCT
bracis-33643	218	10	pp	pp	ADV
bracis-33643	218	11	.	.	PUNCT
bracis-33643	219	1	243–255	243–255	NUM
bracis-33643	219	2	.	.	PUNCT
bracis-33643	219	3	springer	springer	NOUN
bracis-33643	219	4	,	,	PUNCT
bracis-33643	219	5	cham	cham	PROPN
bracis-33643	219	6	(	(	PUNCT
bracis-33643	219	7	2022	2022	NUM
bracis-33643	219	8	)	)	PUNCT
bracis-33643	219	9	.	.	PUNCT
bracis-33643	220	1	https://doi.org/10.1007/978-3-030-98305-5_23	https://doi.org/10.1007/978-3-030-98305-5_23	PROPN
bracis-33643	220	2	chapter	chapter	NOUN
bracis-33643	220	3	  	  	SPACE
bracis-33643	220	4	math	math	NOUN
bracis-33643	220	5	  	  	SPACE
bracis-33643	220	6	google	google	PROPN
bracis-33643	220	7	scholar	scholar	NOUN
bracis-33643	220	8	  	  	SPACE
bracis-33643	220	9	conneau	conneau	NOUN
bracis-33643	220	10	,	,	PUNCT
bracis-33643	220	11	a.	a.	PROPN
bracis-33643	220	12	,	,	PUNCT
bracis-33643	220	13	et	et	PROPN
bracis-33643	220	14	al	al	PROPN
bracis-33643	220	15	.	.	PROPN
bracis-33643	220	16	:	:	PUNCT
bracis-33643	221	1	unsupervised	unsupervised	ADJ
bracis-33643	221	2	cross	cross	ADJ
bracis-33643	221	3	-	-	ADJ
bracis-33643	221	4	lingual	lingual	ADJ
bracis-33643	221	5	representation	representation	NOUN
bracis-33643	221	6	learning	learn	VERB
bracis-33643	221	7	at	at	ADP
bracis-33643	221	8	scale	scale	NOUN
bracis-33643	221	9	(	(	PUNCT
bracis-33643	221	10	2020	2020	NUM
bracis-33643	221	11	)	)	PUNCT
bracis-33643	221	12	.	.	PUNCT
bracis-33643	222	1	https://arxiv.org/abs/1911.02116	https://arxiv.org/abs/1911.02116	PROPN
bracis-33643	222	2	cui	cui	PROPN
bracis-33643	222	3	,	,	PUNCT
bracis-33643	222	4	l.	l.	PROPN
bracis-33643	222	5	,	,	PUNCT
bracis-33643	222	6	wei	wei	PROPN
bracis-33643	222	7	,	,	PUNCT
bracis-33643	222	8	f.	f.	PROPN
bracis-33643	222	9	,	,	PUNCT
bracis-33643	222	10	zhou	zhou	PROPN
bracis-33643	222	11	,	,	PUNCT
bracis-33643	222	12	m.	m.	NOUN
bracis-33643	222	13	:	:	PUNCT
bracis-33643	222	14	neural	neural	ADJ
bracis-33643	222	15	open	open	ADJ
bracis-33643	222	16	information	information	NOUN
bracis-33643	222	17	extraction	extraction	NOUN
bracis-33643	222	18	.	.	PUNCT
bracis-33643	223	1	arxiv	arxiv	PROPN
bracis-33643	223	2	preprint	preprint	NOUN
bracis-33643	223	3	arxiv:1805.04270	arxiv:1805.04270	PROPN
bracis-33643	223	4	(	(	PUNCT
bracis-33643	223	5	2018	2018	NUM
bracis-33643	223	6	)	)	PUNCT
bracis-33643	223	7	del	del	PROPN
bracis-33643	223	8	 	 	SPACE
bracis-33643	223	9	corro	corro	PROPN
bracis-33643	223	10	,	,	PUNCT
bracis-33643	223	11	l.	l.	PROPN
bracis-33643	223	12	,	,	PUNCT
bracis-33643	223	13	gemulla	gemulla	PROPN
bracis-33643	223	14	,	,	PUNCT
bracis-33643	223	15	r.	r.	PROPN
bracis-33643	223	16	:	:	PUNCT
bracis-33643	223	17	clausie	clausie	PROPN
bracis-33643	223	18	:	:	PUNCT
bracis-33643	223	19	clause	clause	NOUN
bracis-33643	223	20	-	-	PUNCT
bracis-33643	223	21	based	base	VERB
bracis-33643	223	22	open	open	ADJ
bracis-33643	223	23	information	information	NOUN
bracis-33643	223	24	extraction	extraction	NOUN
bracis-33643	223	25	.	.	PUNCT
bracis-33643	224	1	in	in	ADP
bracis-33643	224	2	:	:	PUNCT
bracis-33643	224	3	proceedings	proceeding	NOUN
bracis-33643	224	4	of	of	ADP
bracis-33643	224	5	the	the	DET
bracis-33643	224	6	22nd	22nd	ADJ
bracis-33643	224	7	international	international	ADJ
bracis-33643	224	8	conference	conference	NOUN
bracis-33643	224	9	on	on	ADP
bracis-33643	224	10	world	world	NOUN
bracis-33643	224	11	wide	wide	ADJ
bracis-33643	224	12	web	web	NOUN
bracis-33643	224	13	,	,	PUNCT
bracis-33643	224	14	pp	pp	ADJ
bracis-33643	224	15	.	.	PUNCT
bracis-33643	225	1	355–366	355–366	NUM
bracis-33643	225	2	.	.	PUNCT
bracis-33643	226	1	acm	acm	PROPN
bracis-33643	226	2	(	(	PUNCT
bracis-33643	226	3	2013	2013	NUM
bracis-33643	226	4	)	)	PUNCT
bracis-33643	226	5	google	google	PROPN
bracis-33643	226	6	scholar	scholar	NOUN
bracis-33643	226	7	  	  	SPACE
bracis-33643	226	8	devlin	devlin	PROPN
bracis-33643	226	9	,	,	PUNCT
bracis-33643	226	10	j.	j.	PROPN
bracis-33643	226	11	,	,	PUNCT
bracis-33643	226	12	chang	chang	PROPN
bracis-33643	226	13	,	,	PUNCT
bracis-33643	226	14	m.w	m.w	PROPN
bracis-33643	226	15	.	.	PROPN
bracis-33643	226	16	,	,	PUNCT
bracis-33643	226	17	lee	lee	PROPN
bracis-33643	226	18	,	,	PUNCT
bracis-33643	226	19	k.	k.	PROPN
bracis-33643	226	20	,	,	PUNCT
bracis-33643	226	21	toutanova	toutanova	PROPN
bracis-33643	226	22	,	,	PUNCT
bracis-33643	226	23	k.	k.	PROPN
bracis-33643	226	24	:	:	PUNCT
bracis-33643	226	25	bert	bert	PROPN
bracis-33643	226	26	:	:	PUNCT
bracis-33643	226	27	pre	pre	ADJ
bracis-33643	226	28	-	-	NOUN
bracis-33643	226	29	training	training	NOUN
bracis-33643	226	30	of	of	ADP
bracis-33643	226	31	deep	deep	ADJ
bracis-33643	226	32	bidirectional	bidirectional	ADJ
bracis-33643	226	33	transformers	transformer	NOUN
bracis-33643	226	34	for	for	ADP
bracis-33643	226	35	language	language	NOUN
bracis-33643	226	36	understanding	understanding	NOUN
bracis-33643	226	37	.	.	PUNCT
bracis-33643	227	1	arxiv	arxiv	PROPN
bracis-33643	227	2	preprint	preprint	PROPN
bracis-33643	227	3	arxiv:1810.04805	arxiv:1810.04805	PROPN
bracis-33643	227	4	(	(	PUNCT
bracis-33643	227	5	2018	2018	NUM
bracis-33643	227	6	)	)	PUNCT
bracis-33643	227	7	gozalo	gozalo	NOUN
bracis-33643	227	8	-	-	PUNCT
bracis-33643	227	9	brizuela	brizuela	PROPN
bracis-33643	227	10	,	,	PUNCT
bracis-33643	227	11	r.	r.	PROPN
bracis-33643	227	12	,	,	PUNCT
bracis-33643	227	13	garrido	garrido	PROPN
bracis-33643	227	14	-	-	PUNCT
bracis-33643	227	15	merchan	merchan	PROPN
bracis-33643	227	16	,	,	PUNCT
bracis-33643	227	17	e.c	e.c	PROPN
bracis-33643	227	18	.	.	PROPN
bracis-33643	227	19	:	:	PUNCT
bracis-33643	228	1	chatgpt	chatgpt	NOUN
bracis-33643	228	2	is	be	AUX
bracis-33643	228	3	not	not	PART
bracis-33643	228	4	all	all	PRON
bracis-33643	228	5	you	you	PRON
bracis-33643	228	6	need	need	VERB
bracis-33643	228	7	.	.	PUNCT
bracis-33643	229	1	a	a	DET
bracis-33643	229	2	state	state	NOUN
bracis-33643	229	3	of	of	ADP
bracis-33643	229	4	the	the	DET
bracis-33643	229	5	art	art	NOUN
bracis-33643	229	6	review	review	NOUN
bracis-33643	229	7	of	of	ADP
bracis-33643	229	8	large	large	ADJ
bracis-33643	229	9	generative	generative	ADJ
bracis-33643	229	10	ai	ai	NOUN
bracis-33643	229	11	models	model	NOUN
bracis-33643	229	12	(	(	PUNCT
bracis-33643	229	13	2023	2023	NUM
bracis-33643	229	14	)	)	PUNCT
bracis-33643	229	15	google	google	NOUN
bracis-33643	229	16	scholar	scholar	NOUN
bracis-33643	229	17	  	  	SPACE
bracis-33643	229	18	gururangan	gururangan	NOUN
bracis-33643	229	19	,	,	PUNCT
bracis-33643	229	20	s.	s.	PROPN
bracis-33643	229	21	,	,	PUNCT
bracis-33643	229	22	et	et	PROPN
bracis-33643	229	23	al	al	PROPN
bracis-33643	229	24	.	.	PROPN
bracis-33643	229	25	:	:	PUNCT
bracis-33643	229	26	do	do	AUX
bracis-33643	229	27	n’t	not	PART
bracis-33643	229	28	stop	stop	VERB
bracis-33643	229	29	pretraining	pretraine	VERB
bracis-33643	229	30	:	:	PUNCT
bracis-33643	229	31	adapt	adapt	VERB
bracis-33643	229	32	language	language	NOUN
bracis-33643	229	33	models	model	NOUN
bracis-33643	229	34	to	to	ADP
bracis-33643	229	35	domains	domain	NOUN
bracis-33643	229	36	and	and	CCONJ
bracis-33643	229	37	tasks	task	NOUN
bracis-33643	229	38	.	.	PUNCT
bracis-33643	230	1	arxiv	arxiv	PROPN
bracis-33643	230	2	abs/2004.10964	abs/2004.10964	NOUN
bracis-33643	230	3	(	(	PUNCT
bracis-33643	230	4	2020	2020	NUM
bracis-33643	230	5	)	)	PUNCT
bracis-33643	230	6	.	.	PUNCT
bracis-33643	231	1	https://api.semanticscholar.org/corpusid:216080466	https://api.semanticscholar.org/corpusid:216080466	PROPN
bracis-33643	231	2	houlsby	houlsby	ADJ
bracis-33643	231	3	,	,	PUNCT
bracis-33643	231	4	n.	n.	NOUN
bracis-33643	231	5	,	,	PUNCT
bracis-33643	231	6	et	et	PROPN
bracis-33643	231	7	al	al	PROPN
bracis-33643	231	8	.	.	PUNCT
bracis-33643	231	9	:	:	PUNCT
bracis-33643	232	1	parameter	parameter	NOUN
bracis-33643	232	2	-	-	PUNCT
bracis-33643	232	3	efficient	efficient	ADJ
bracis-33643	232	4	transfer	transfer	NOUN
bracis-33643	232	5	learning	learning	NOUN
bracis-33643	232	6	for	for	ADP
bracis-33643	232	7	nlp	nlp	NOUN
bracis-33643	232	8	(	(	PUNCT
bracis-33643	232	9	2019	2019	NUM
bracis-33643	232	10	)	)	PUNCT
bracis-33643	232	11	.	.	PUNCT
bracis-33643	233	1	https://arxiv.org/abs/1902.00751	https://arxiv.org/abs/1902.00751	PROPN
bracis-33643	233	2	howard	howard	PROPN
bracis-33643	233	3	,	,	PUNCT
bracis-33643	233	4	j.	j.	PROPN
bracis-33643	233	5	,	,	PUNCT
bracis-33643	233	6	ruder	ruder	PROPN
bracis-33643	233	7	,	,	PUNCT
bracis-33643	233	8	s.	s.	PROPN
bracis-33643	233	9	:	:	PUNCT
bracis-33643	233	10	universal	universal	ADJ
bracis-33643	233	11	language	language	NOUN
bracis-33643	233	12	model	model	NOUN
bracis-33643	233	13	fine	fine	ADV
bracis-33643	233	14	-	-	PUNCT
bracis-33643	233	15	tuning	tuning	NOUN
bracis-33643	233	16	for	for	ADP
bracis-33643	233	17	text	text	NOUN
bracis-33643	233	18	classification	classification	NOUN
bracis-33643	233	19	(	(	PUNCT
bracis-33643	233	20	2018	2018	NUM
bracis-33643	233	21	)	)	PUNCT
bracis-33643	233	22	.	.	PUNCT
bracis-33643	234	1	https://arxiv.org/abs/1801.06146	https://arxiv.org/abs/1801.06146	PROPN
bracis-33643	234	2	hu	hu	PROPN
bracis-33643	234	3	,	,	PUNCT
bracis-33643	234	4	e.j	e.j	PROPN
bracis-33643	234	5	.	.	PROPN
bracis-33643	234	6	,	,	PUNCT
bracis-33643	234	7	et	et	PROPN
bracis-33643	234	8	al	al	PROPN
bracis-33643	234	9	.	.	PUNCT
bracis-33643	234	10	:	:	PUNCT
bracis-33643	235	1	lora	lora	NOUN
bracis-33643	235	2	:	:	PUNCT
bracis-33643	235	3	low	low	ADJ
bracis-33643	235	4	-	-	PUNCT
bracis-33643	235	5	rank	rank	NOUN
bracis-33643	235	6	adaptation	adaptation	NOUN
bracis-33643	235	7	of	of	ADP
bracis-33643	235	8	large	large	ADJ
bracis-33643	235	9	language	language	NOUN
bracis-33643	235	10	models	model	NOUN
bracis-33643	235	11	(	(	PUNCT
bracis-33643	235	12	2021	2021	NUM
bracis-33643	235	13	)	)	PUNCT
bracis-33643	235	14	.	.	PUNCT
bracis-33643	236	1	https://arxiv.org/abs/2106.09685	https://arxiv.org/abs/2106.09685	PROPN
bracis-33643	236	2	hu	hu	PROPN
bracis-33643	236	3	,	,	PUNCT
bracis-33643	236	4	j.	j.	PROPN
bracis-33643	236	5	,	,	PUNCT
bracis-33643	236	6	ruder	ruder	PROPN
bracis-33643	236	7	,	,	PUNCT
bracis-33643	236	8	s.	s.	PROPN
bracis-33643	236	9	,	,	PUNCT
bracis-33643	236	10	siddhant	siddhant	NOUN
bracis-33643	236	11	,	,	PUNCT
bracis-33643	236	12	a.	a.	NOUN
bracis-33643	236	13	,	,	PUNCT
bracis-33643	236	14	neubig	neubig	ADJ
bracis-33643	236	15	,	,	PUNCT
bracis-33643	236	16	g.	g.	PROPN
bracis-33643	236	17	,	,	PUNCT
bracis-33643	236	18	firat	firat	PROPN
bracis-33643	236	19	,	,	PUNCT
bracis-33643	236	20	o.	o.	PROPN
bracis-33643	236	21	,	,	PUNCT
bracis-33643	236	22	johnson	johnson	PROPN
bracis-33643	236	23	,	,	PUNCT
bracis-33643	236	24	m.	m.	NOUN
bracis-33643	236	25	:	:	PUNCT
bracis-33643	236	26	xtreme	xtreme	PROPN
bracis-33643	236	27	:	:	PUNCT
bracis-33643	236	28	a	a	DET
bracis-33643	236	29	massively	massively	ADV
bracis-33643	236	30	multilingual	multilingual	ADJ
bracis-33643	236	31	multi	multi	ADJ
bracis-33643	236	32	-	-	ADJ
bracis-33643	236	33	task	task	ADJ
bracis-33643	236	34	benchmark	benchmark	NOUN
bracis-33643	236	35	for	for	ADP
bracis-33643	236	36	evaluating	evaluate	VERB
bracis-33643	236	37	cross	cross	ADJ
bracis-33643	236	38	-	-	ADJ
bracis-33643	236	39	lingual	lingual	ADJ
bracis-33643	236	40	generalization	generalization	NOUN
bracis-33643	236	41	(	(	PUNCT
bracis-33643	236	42	2020	2020	NUM
bracis-33643	236	43	)	)	PUNCT
bracis-33643	236	44	.	.	PUNCT
bracis-33643	237	1	https://arxiv.org/abs/2003.11080	https://arxiv.org/abs/2003.11080	NOUN
bracis-33643	237	2	kirkpatrick	kirkpatrick	PROPN
bracis-33643	237	3	,	,	PUNCT
bracis-33643	237	4	j.	j.	PROPN
bracis-33643	237	5	,	,	PUNCT
bracis-33643	237	6	et	et	PROPN
bracis-33643	237	7	al	al	PROPN
bracis-33643	237	8	.	.	PROPN
bracis-33643	237	9	:	:	PUNCT
bracis-33643	237	10	overcoming	overcome	VERB
bracis-33643	237	11	catastrophic	catastrophic	ADJ
bracis-33643	237	12	forgetting	forgetting	NOUN
bracis-33643	237	13	in	in	ADP
bracis-33643	237	14	neural	neural	ADJ
bracis-33643	237	15	networks	network	NOUN
bracis-33643	237	16	.	.	PUNCT
bracis-33643	238	1	proc	proc	PROPN
bracis-33643	238	2	.	.	PUNCT
bracis-33643	239	1	natl	natl	PROPN
bracis-33643	239	2	.	.	PUNCT
bracis-33643	240	1	acad	acad	PROPN
bracis-33643	240	2	.	.	PUNCT
bracis-33643	241	1	sci	sci	PROPN
bracis-33643	241	2	.	.	PUNCT
bracis-33643	242	1	114(13	114(13	NUM
bracis-33643	242	2	)	)	PUNCT
bracis-33643	242	3	,	,	PUNCT
bracis-33643	242	4	3521–3526	3521–3526	NUM
bracis-33643	242	5	(	(	PUNCT
bracis-33643	242	6	2017	2017	NUM
bracis-33643	242	7	)	)	PUNCT
bracis-33643	242	8	.	.	PUNCT
bracis-33643	243	1	https://doi.org/10.1073/pnas.1611835114	https://doi.org/10.1073/pnas.1611835114	NOUN
bracis-33643	243	2	article	article	NOUN
bracis-33643	243	3	  	  	SPACE
bracis-33643	243	4	mathscinet	mathscinet	NOUN
bracis-33643	243	5	  	  	SPACE
bracis-33643	243	6	math	math	NOUN
bracis-33643	243	7	  	  	SPACE
bracis-33643	243	8	google	google	PROPN
bracis-33643	243	9	scholar	scholar	NOUN
bracis-33643	243	10	  	  	SPACE
bracis-33643	243	11	kolluru	kolluru	NOUN
bracis-33643	243	12	,	,	PUNCT
bracis-33643	243	13	k.	k.	PROPN
bracis-33643	243	14	,	,	PUNCT
bracis-33643	243	15	adlakha	adlakha	PROPN
bracis-33643	243	16	,	,	PUNCT
bracis-33643	243	17	v.	v.	PROPN
bracis-33643	243	18	,	,	PUNCT
bracis-33643	243	19	aggarwal	aggarwal	NOUN
bracis-33643	243	20	,	,	PUNCT
bracis-33643	243	21	s.	s.	PROPN
bracis-33643	243	22	,	,	PUNCT
bracis-33643	243	23	chakrabarti	chakrabarti	PROPN
bracis-33643	243	24	,	,	PUNCT
bracis-33643	243	25	s.	s.	PROPN
bracis-33643	243	26	,	,	PUNCT
bracis-33643	243	27	et	et	PROPN
bracis-33643	243	28	 	 	SPACE
bracis-33643	243	29	al	al	PROPN
bracis-33643	243	30	.	.	PROPN
bracis-33643	243	31	:	:	PUNCT
bracis-33643	244	1	openie6	openie6	NOUN
bracis-33643	244	2	:	:	PUNCT
bracis-33643	244	3	iterative	iterative	ADJ
bracis-33643	244	4	grid	grid	NOUN
bracis-33643	244	5	labeling	labeling	NOUN
bracis-33643	244	6	and	and	CCONJ
bracis-33643	244	7	coordination	coordination	NOUN
bracis-33643	244	8	analysis	analysis	NOUN
bracis-33643	244	9	for	for	ADP
bracis-33643	244	10	open	open	ADJ
bracis-33643	244	11	information	information	NOUN
bracis-33643	244	12	extraction	extraction	NOUN
bracis-33643	244	13	.	.	PUNCT
bracis-33643	245	1	arxiv	arxiv	PROPN
bracis-33643	245	2	preprint	preprint	VERB
bracis-33643	245	3	arxiv:2010.03147	arxiv:2010.03147	NOUN
bracis-33643	245	4	(	(	PUNCT
bracis-33643	245	5	2020	2020	NUM
bracis-33643	245	6	)	)	PUNCT
bracis-33643	245	7	kolluru	kolluru	NOUN
bracis-33643	245	8	,	,	PUNCT
bracis-33643	245	9	k.	k.	PROPN
bracis-33643	245	10	,	,	PUNCT
bracis-33643	245	11	aggarwal	aggarwal	PROPN
bracis-33643	245	12	,	,	PUNCT
bracis-33643	245	13	s.	s.	PROPN
bracis-33643	245	14	,	,	PUNCT
bracis-33643	245	15	rathore	rathore	PROPN
bracis-33643	245	16	,	,	PUNCT
bracis-33643	245	17	v.	v.	ADP
bracis-33643	245	18	,	,	PUNCT
bracis-33643	245	19	mausam	mausam	PROPN
bracis-33643	245	20	,	,	PUNCT
bracis-33643	245	21	chakrabarti	chakrabarti	PROPN
bracis-33643	245	22	,	,	PUNCT
bracis-33643	245	23	s.	s.	PROPN
bracis-33643	245	24	:	:	PUNCT
bracis-33643	245	25	imojie	imojie	ADJ
bracis-33643	245	26	:	:	PUNCT
bracis-33643	245	27	iterative	iterative	NOUN
bracis-33643	245	28	memory	memory	NOUN
bracis-33643	245	29	-	-	PUNCT
bracis-33643	245	30	based	base	VERB
bracis-33643	245	31	joint	joint	ADJ
bracis-33643	245	32	open	open	ADJ
bracis-33643	245	33	information	information	NOUN
bracis-33643	245	34	extraction	extraction	NOUN
bracis-33643	245	35	.	.	PUNCT
bracis-33643	246	1	in	in	ADP
bracis-33643	246	2	:	:	PUNCT
bracis-33643	246	3	proceedings	proceeding	NOUN
bracis-33643	246	4	of	of	ADP
bracis-33643	246	5	the	the	DET
bracis-33643	246	6	58th	58th	ADJ
bracis-33643	246	7	annual	annual	ADJ
bracis-33643	246	8	meeting	meeting	NOUN
bracis-33643	246	9	of	of	ADP
bracis-33643	246	10	the	the	DET
bracis-33643	246	11	association	association	NOUN
bracis-33643	246	12	for	for	ADP
bracis-33643	246	13	computational	computational	ADJ
bracis-33643	246	14	linguistics	linguistic	NOUN
bracis-33643	246	15	,	,	PUNCT
bracis-33643	246	16	pp	pp	PROPN
bracis-33643	246	17	.	.	PUNCT
bracis-33643	246	18	5871–5886	5871–5886	NUM
bracis-33643	246	19	.	.	PUNCT
bracis-33643	246	20	association	association	NOUN
bracis-33643	246	21	for	for	ADP
bracis-33643	246	22	computational	computational	ADJ
bracis-33643	246	23	linguistics	linguistic	NOUN
bracis-33643	246	24	,	,	PUNCT
bracis-33643	246	25	online	online	ADV
bracis-33643	246	26	(	(	PUNCT
bracis-33643	246	27	2020	2020	NUM
bracis-33643	246	28	)	)	PUNCT
bracis-33643	246	29	.	.	PUNCT
bracis-33643	247	1	https://doi.org/10.18653/v1/2020.acl-main.521	https://doi.org/10.18653/v1/2020.acl-main.521	NOUN
bracis-33643	247	2	.	.	PUNCT
bracis-33643	248	1	https://aclanthology.org/2020.acl-main.521	https://aclanthology.org/2020.acl-main.521	NOUN
bracis-33643	248	2	kolluru	kolluru	PROPN
bracis-33643	248	3	,	,	PUNCT
bracis-33643	248	4	k.	k.	PROPN
bracis-33643	248	5	,	,	PUNCT
bracis-33643	248	6	mohammed	mohammed	PROPN
bracis-33643	248	7	,	,	PUNCT
bracis-33643	248	8	m.	m.	NOUN
bracis-33643	248	9	,	,	PUNCT
bracis-33643	248	10	mittal	mittal	PROPN
bracis-33643	248	11	,	,	PUNCT
bracis-33643	248	12	s.	s.	PROPN
bracis-33643	248	13	,	,	PUNCT
bracis-33643	248	14	chakrabarti	chakrabarti	PROPN
bracis-33643	248	15	,	,	PUNCT
bracis-33643	248	16	s.	s.	PROPN
bracis-33643	248	17	:	:	PUNCT
bracis-33643	248	18	alignment	alignment	NOUN
bracis-33643	248	19	-	-	PUNCT
bracis-33643	248	20	augmented	augment	VERB
bracis-33643	248	21	consistent	consistent	ADJ
bracis-33643	248	22	translation	translation	NOUN
bracis-33643	248	23	for	for	ADP
bracis-33643	248	24	multilingual	multilingual	ADJ
bracis-33643	248	25	open	open	ADJ
bracis-33643	248	26	information	information	NOUN
bracis-33643	248	27	extraction	extraction	NOUN
bracis-33643	248	28	.	.	PUNCT
bracis-33643	249	1	in	in	ADP
bracis-33643	249	2	:	:	PUNCT
bracis-33643	249	3	proceedings	proceeding	NOUN
bracis-33643	249	4	of	of	ADP
bracis-33643	249	5	the	the	DET
bracis-33643	249	6	60th	60th	ADJ
bracis-33643	249	7	annual	annual	ADJ
bracis-33643	249	8	meeting	meeting	NOUN
bracis-33643	249	9	of	of	ADP
bracis-33643	249	10	the	the	DET
bracis-33643	249	11	association	association	NOUN
bracis-33643	249	12	for	for	ADP
bracis-33643	249	13	computational	computational	ADJ
bracis-33643	249	14	linguistics	linguistic	NOUN
bracis-33643	249	15	(	(	PUNCT
bracis-33643	249	16	volume	volume	NOUN
bracis-33643	249	17	1	1	NUM
bracis-33643	249	18	:	:	PUNCT
bracis-33643	249	19	long	long	ADJ
bracis-33643	249	20	papers	paper	NOUN
bracis-33643	249	21	)	)	PUNCT
bracis-33643	249	22	,	,	PUNCT
bracis-33643	249	23	pp	pp	PROPN
bracis-33643	249	24	.	.	PUNCT
bracis-33643	250	1	2502–2517	2502–2517	NUM
bracis-33643	250	2	.	.	PUNCT
bracis-33643	251	1	association	association	PROPN
bracis-33643	251	2	for	for	ADP
bracis-33643	251	3	computational	computational	ADJ
bracis-33643	251	4	linguistics	linguistic	NOUN
bracis-33643	251	5	,	,	PUNCT
bracis-33643	251	6	dublin	dublin	PROPN
bracis-33643	251	7	,	,	PUNCT
bracis-33643	251	8	ireland	ireland	PROPN
bracis-33643	251	9	(	(	PUNCT
bracis-33643	251	10	2022	2022	NUM
bracis-33643	251	11	)	)	PUNCT
bracis-33643	251	12	.	.	PUNCT
bracis-33643	252	1	https://doi.org/10.18653/v1/2022.acl-long.179	https://doi.org/10.18653/v1/2022.acl-long.179	PROPN
bracis-33643	252	2	.	.	PUNCT
bracis-33643	253	1	https://aclanthology.org/2022.acl-long.179	https://aclanthology.org/2022.acl-long.179	PROPN
bracis-33643	253	2	lafferty	lafferty	PROPN
bracis-33643	253	3	,	,	PUNCT
bracis-33643	253	4	j.d	j.d	PROPN
bracis-33643	253	5	.	.	PROPN
bracis-33643	253	6	,	,	PUNCT
bracis-33643	253	7	mccallum	mccallum	PROPN
bracis-33643	253	8	,	,	PUNCT
bracis-33643	253	9	a.	a.	PROPN
bracis-33643	253	10	,	,	PUNCT
bracis-33643	253	11	pereira	pereira	PROPN
bracis-33643	253	12	,	,	PUNCT
bracis-33643	253	13	f.	f.	PROPN
bracis-33643	253	14	:	:	PUNCT
bracis-33643	253	15	conditional	conditional	ADJ
bracis-33643	253	16	random	random	ADJ
bracis-33643	253	17	fields	field	NOUN
bracis-33643	253	18	:	:	PUNCT
bracis-33643	253	19	probabilistic	probabilistic	ADJ
bracis-33643	253	20	models	model	NOUN
bracis-33643	253	21	for	for	ADP
bracis-33643	253	22	segmenting	segment	VERB
bracis-33643	253	23	and	and	CCONJ
bracis-33643	253	24	labeling	labeling	NOUN
bracis-33643	253	25	sequence	sequence	NOUN
bracis-33643	253	26	data	datum	NOUN
bracis-33643	253	27	.	.	PUNCT
bracis-33643	254	1	in	in	ADP
bracis-33643	254	2	:	:	PUNCT
bracis-33643	254	3	international	international	ADJ
bracis-33643	254	4	conference	conference	NOUN
bracis-33643	254	5	on	on	ADP
bracis-33643	254	6	machine	machine	NOUN
bracis-33643	254	7	learning	learning	NOUN
bracis-33643	254	8	(	(	PUNCT
bracis-33643	254	9	2001	2001	NUM
bracis-33643	254	10	)	)	PUNCT
bracis-33643	254	11	.	.	PUNCT
bracis-33643	255	1	https://api.semanticscholar.org/corpusid:219683473	https://api.semanticscholar.org/corpusid:219683473	PROPN
bracis-33643	255	2	lin	lin	PROPN
bracis-33643	255	3	,	,	PUNCT
bracis-33643	255	4	x.v	x.v	PROPN
bracis-33643	255	5	.	.	PROPN
bracis-33643	255	6	,	,	PUNCT
bracis-33643	255	7	et	et	PROPN
bracis-33643	255	8	al	al	PROPN
bracis-33643	255	9	.	.	PUNCT
bracis-33643	255	10	:	:	PUNCT
bracis-33643	256	1	few	few	ADJ
bracis-33643	256	2	-	-	PUNCT
bracis-33643	256	3	shot	shot	NOUN
bracis-33643	256	4	learning	learning	NOUN
bracis-33643	256	5	with	with	ADP
bracis-33643	256	6	multilingual	multilingual	ADJ
bracis-33643	256	7	language	language	NOUN
bracis-33643	256	8	models	model	NOUN
bracis-33643	256	9	(	(	PUNCT
bracis-33643	256	10	2022	2022	NUM
bracis-33643	256	11	)	)	PUNCT
bracis-33643	256	12	.	.	PUNCT
bracis-33643	257	1	https://arxiv.org/abs/2112.10668	https://arxiv.org/abs/2112.10668	PROPN
bracis-33643	257	2	nivre	nivre	PROPN
bracis-33643	257	3	,	,	PUNCT
bracis-33643	257	4	j.	j.	PROPN
bracis-33643	257	5	,	,	PUNCT
bracis-33643	257	6	et	et	PROPN
bracis-33643	257	7	al	al	PROPN
bracis-33643	257	8	.	.	PUNCT
bracis-33643	257	9	:	:	PUNCT
bracis-33643	258	1	universal	universal	ADJ
bracis-33643	258	2	dependencies	dependencie	VERB
bracis-33643	258	3	v2	v2	VERB
bracis-33643	258	4	:	:	PUNCT
bracis-33643	258	5	an	an	DET
bracis-33643	258	6	evergrowing	evergrowe	VERB
bracis-33643	258	7	multilingual	multilingual	ADJ
bracis-33643	258	8	treebank	treebank	NOUN
bracis-33643	258	9	collection	collection	NOUN
bracis-33643	258	10	.	.	PUNCT
bracis-33643	259	1	in	in	ADP
bracis-33643	259	2	:	:	PUNCT
bracis-33643	259	3	proceedings	proceeding	NOUN
bracis-33643	259	4	of	of	ADP
bracis-33643	259	5	the	the	DET
bracis-33643	259	6	12th	12th	ADJ
bracis-33643	259	7	language	language	NOUN
bracis-33643	259	8	resources	resource	NOUN
bracis-33643	259	9	and	and	CCONJ
bracis-33643	259	10	evaluation	evaluation	NOUN
bracis-33643	259	11	conference	conference	NOUN
bracis-33643	259	12	,	,	PUNCT
bracis-33643	259	13	pp	pp	X
bracis-33643	259	14	.	.	PUNCT
bracis-33643	259	15	4034–4043	4034–4043	NUM
bracis-33643	259	16	.	.	PUNCT
bracis-33643	260	1	european	european	ADJ
bracis-33643	260	2	language	language	PROPN
bracis-33643	260	3	resources	resource	NOUN
bracis-33643	260	4	association	association	PROPN
bracis-33643	260	5	,	,	PUNCT
bracis-33643	260	6	marseille	marseille	PROPN
bracis-33643	260	7	,	,	PUNCT
bracis-33643	260	8	france	france	PROPN
bracis-33643	260	9	(	(	PUNCT
bracis-33643	260	10	2020	2020	NUM
bracis-33643	260	11	)	)	PUNCT
bracis-33643	260	12	.	.	PUNCT
bracis-33643	261	1	https://www.aclweb.org/anthology/2020.lrec-1.497	https://www.aclweb.org/anthology/2020.lrec-1.497	ADJ
bracis-33643	261	2	oliveira	oliveira	PROPN
bracis-33643	261	3	,	,	PUNCT
bracis-33643	261	4	l.	l.	PROPN
bracis-33643	261	5	,	,	PUNCT
bracis-33643	261	6	claro	claro	PROPN
bracis-33643	261	7	,	,	PUNCT
bracis-33643	261	8	d.b	d.b	PROPN
bracis-33643	261	9	.	.	PROPN
bracis-33643	261	10	,	,	PUNCT
bracis-33643	261	11	souza	souza	PROPN
bracis-33643	261	12	,	,	PUNCT
bracis-33643	261	13	m.	m.	NOUN
bracis-33643	261	14	:	:	PUNCT
bracis-33643	261	15	dptoie	dptoie	PROPN
bracis-33643	261	16	:	:	PUNCT
bracis-33643	261	17	a	a	DET
bracis-33643	261	18	portuguese	portuguese	ADJ
bracis-33643	261	19	open	open	ADJ
bracis-33643	261	20	information	information	NOUN
bracis-33643	261	21	extraction	extraction	NOUN
bracis-33643	261	22	based	base	VERB
bracis-33643	261	23	on	on	ADP
bracis-33643	261	24	dependency	dependency	NOUN
bracis-33643	261	25	analysis	analysis	NOUN
bracis-33643	261	26	.	.	PUNCT
bracis-33643	262	1	artif	artif	INTJ
bracis-33643	262	2	.	.	PUNCT
bracis-33643	263	1	intell	intell	PROPN
bracis-33643	263	2	.	.	PUNCT
bracis-33643	264	1	rev	rev	PROPN
bracis-33643	264	2	.	.	PROPN
bracis-33643	265	1	56(7	56(7	NUM
bracis-33643	265	2	)	)	PUNCT
bracis-33643	266	1	,	,	PUNCT
bracis-33643	266	2	7015–7046	7015–7046	NUM
bracis-33643	266	3	(	(	PUNCT
bracis-33643	266	4	2022	2022	NUM
bracis-33643	266	5	)	)	PUNCT
bracis-33643	266	6	.	.	PUNCT
bracis-33643	267	1	https://doi.org/10.1007/s10462-022-10349-4	https://doi.org/10.1007/s10462-022-10349-4	PROPN
bracis-33643	267	2	oppenlaender	oppenlaender	PROPN
bracis-33643	267	3	,	,	PUNCT
bracis-33643	267	4	j.	j.	PROPN
bracis-33643	267	5	,	,	PUNCT
bracis-33643	267	6	hämäläinen	hämäläinen	NOUN
bracis-33643	267	7	,	,	PUNCT
bracis-33643	267	8	j.	j.	PROPN
bracis-33643	267	9	:	:	PUNCT
bracis-33643	267	10	mapping	map	VERB
bracis-33643	267	11	the	the	DET
bracis-33643	267	12	challenges	challenge	NOUN
bracis-33643	267	13	of	of	ADP
bracis-33643	267	14	hci	hci	NOUN
bracis-33643	267	15	:	:	PUNCT
bracis-33643	267	16	an	an	DET
bracis-33643	267	17	application	application	NOUN
bracis-33643	267	18	and	and	CCONJ
bracis-33643	267	19	evaluation	evaluation	NOUN
bracis-33643	267	20	of	of	ADP
bracis-33643	267	21	chatgpt	chatgpt	NOUN
bracis-33643	267	22	and	and	CCONJ
bracis-33643	267	23	gpt-4	gpt-4	VERB
bracis-33643	267	24	for	for	ADP
bracis-33643	267	25	cost	cost	NOUN
bracis-33643	267	26	-	-	PUNCT
bracis-33643	267	27	efficient	efficient	ADJ
bracis-33643	267	28	question	question	NOUN
bracis-33643	267	29	answering	answer	VERB
bracis-33643	267	30	(	(	PUNCT
bracis-33643	267	31	2023	2023	NUM
bracis-33643	267	32	)	)	PUNCT
bracis-33643	267	33	google	google	NOUN
bracis-33643	267	34	scholar	scholar	NOUN
bracis-33643	267	35	  	  	SPACE
bracis-33643	267	36	peters	peters	PROPN
bracis-33643	267	37	,	,	PUNCT
bracis-33643	267	38	m.e	m.e	PROPN
bracis-33643	267	39	.	.	PROPN
bracis-33643	267	40	,	,	PUNCT
bracis-33643	267	41	ruder	ruder	PROPN
bracis-33643	267	42	,	,	PUNCT
bracis-33643	267	43	s.	s.	PROPN
bracis-33643	267	44	,	,	PUNCT
bracis-33643	267	45	smith	smith	PROPN
bracis-33643	267	46	,	,	PUNCT
bracis-33643	267	47	n.a	n.a	PROPN
bracis-33643	267	48	.	.	PROPN
bracis-33643	267	49	:	:	PUNCT
bracis-33643	267	50	to	to	PART
bracis-33643	267	51	tune	tune	NOUN
bracis-33643	267	52	or	or	CCONJ
bracis-33643	267	53	not	not	PART
bracis-33643	267	54	to	to	PART
bracis-33643	267	55	tune	tune	VERB
bracis-33643	267	56	?	?	PUNCT
bracis-33643	268	1	adapting	adapt	VERB
bracis-33643	268	2	pretrained	pretraine	VERB
bracis-33643	268	3	representations	representation	NOUN
bracis-33643	268	4	to	to	ADP
bracis-33643	268	5	diverse	diverse	ADJ
bracis-33643	268	6	tasks	task	NOUN
bracis-33643	268	7	(	(	PUNCT
bracis-33643	268	8	2019	2019	NUM
bracis-33643	268	9	)	)	PUNCT
bracis-33643	268	10	.	.	PUNCT
bracis-33643	269	1	https://arxiv.org/abs/1903.05987	https://arxiv.org/abs/1903.05987	PROPN
bracis-33643	269	2	rios	rios	PROPN
bracis-33643	269	3	,	,	PUNCT
bracis-33643	269	4	a.	a.	NOUN
bracis-33643	269	5	,	,	PUNCT
bracis-33643	269	6	cabral	cabral	PROPN
bracis-33643	269	7	,	,	PUNCT
bracis-33643	269	8	b.	b.	PROPN
bracis-33643	269	9	,	,	PUNCT
bracis-33643	269	10	claro	claro	PROPN
bracis-33643	269	11	,	,	PUNCT
bracis-33643	269	12	d.	d.	PROPN
bracis-33643	269	13	,	,	PUNCT
bracis-33643	269	14	cavalcante	cavalcante	PROPN
bracis-33643	269	15	,	,	PUNCT
bracis-33643	269	16	r.	r.	PROPN
bracis-33643	269	17	,	,	PUNCT
bracis-33643	269	18	souza	souza	PROPN
bracis-33643	269	19	,	,	PUNCT
bracis-33643	269	20	m.	m.	NOUN
bracis-33643	269	21	:	:	PUNCT
bracis-33643	269	22	transalign	transalign	NOUN
bracis-33643	269	23	:	:	PUNCT
bracis-33643	269	24	an	an	DET
bracis-33643	269	25	automated	automate	VERB
bracis-33643	269	26	corpus	corpus	NOUN
bracis-33643	269	27	generation	generation	NOUN
bracis-33643	269	28	through	through	ADP
bracis-33643	269	29	cross	cross	ADJ
bracis-33643	269	30	-	-	ADJ
bracis-33643	269	31	linguistic	linguistic	ADJ
bracis-33643	269	32	data	datum	NOUN
bracis-33643	269	33	alignment	alignment	NOUN
bracis-33643	269	34	for	for	ADP
bracis-33643	269	35	open	open	ADJ
bracis-33643	269	36	information	information	NOUN
bracis-33643	269	37	extraction	extraction	NOUN
bracis-33643	269	38	.	.	PUNCT
bracis-33643	270	1	in	in	ADP
bracis-33643	270	2	:	:	PUNCT
bracis-33643	270	3	gamallo	gamallo	ADJ
bracis-33643	270	4	,	,	PUNCT
bracis-33643	270	5	p.	p.	PROPN
bracis-33643	270	6	,	,	PUNCT
bracis-33643	270	7	et	et	PROPN
bracis-33643	270	8	al	al	PROPN
bracis-33643	270	9	.	.	PUNCT
bracis-33643	271	1	(	(	PUNCT
bracis-33643	271	2	eds	ed	NOUN
bracis-33643	271	3	.	.	PUNCT
bracis-33643	271	4	)	)	PUNCT
bracis-33643	271	5	proceedings	proceeding	NOUN
bracis-33643	271	6	of	of	ADP
bracis-33643	271	7	the	the	DET
bracis-33643	271	8	16th	16th	ADJ
bracis-33643	271	9	international	international	ADJ
bracis-33643	271	10	conference	conference	NOUN
bracis-33643	271	11	on	on	ADP
bracis-33643	271	12	computational	computational	ADJ
bracis-33643	271	13	processing	processing	NOUN
bracis-33643	271	14	of	of	ADP
bracis-33643	271	15	portuguese	portuguese	ADJ
bracis-33643	271	16	vol	vol	NOUN
bracis-33643	271	17	.	.	PROPN
bracis-33643	272	1	1	1	NUM
bracis-33643	272	2	,	,	PUNCT
bracis-33643	272	3	pp	pp	ADJ
bracis-33643	272	4	.	.	PUNCT
bracis-33643	273	1	196–206	196–206	NUM
bracis-33643	273	2	.	.	PUNCT
bracis-33643	274	1	association	association	NOUN
bracis-33643	274	2	for	for	ADP
bracis-33643	274	3	computational	computational	ADJ
bracis-33643	274	4	lingustics	lingustic	NOUN
bracis-33643	274	5	,	,	PUNCT
bracis-33643	274	6	santiago	santiago	PROPN
bracis-33643	274	7	de	de	PROPN
bracis-33643	274	8	compostela	compostela	PROPN
bracis-33643	274	9	,	,	PUNCT
bracis-33643	274	10	galicia	galicia	PROPN
bracis-33643	274	11	/	/	SYM
bracis-33643	274	12	spain	spain	PROPN
bracis-33643	274	13	(	(	PUNCT
bracis-33643	274	14	2024	2024	NUM
bracis-33643	274	15	)	)	PUNCT
bracis-33643	274	16	.	.	PUNCT
bracis-33643	275	1	https://aclanthology.org/2024.propor-1.20	https://aclanthology.org/2024.propor-1.20	X
bracis-33643	275	2	ro	ro	X
bracis-33643	275	3	,	,	PUNCT
bracis-33643	275	4	y.	y.	PROPN
bracis-33643	275	5	,	,	PUNCT
bracis-33643	275	6	lee	lee	PROPN
bracis-33643	275	7	,	,	PUNCT
bracis-33643	275	8	y.	y.	PROPN
bracis-33643	275	9	,	,	PUNCT
bracis-33643	275	10	kang	kang	PROPN
bracis-33643	275	11	,	,	PUNCT
bracis-33643	275	12	p.	p.	NOUN
bracis-33643	275	13	:	:	PUNCT
bracis-33643	276	1	multi	multi	ADJ
bracis-33643	277	1	2oie	2oie	NUM
bracis-33643	277	2	:	:	PUNCT
bracis-33643	277	3	multilingual	multilingual	ADJ
bracis-33643	277	4	open	open	ADJ
bracis-33643	277	5	information	information	NOUN
bracis-33643	277	6	extraction	extraction	NOUN
bracis-33643	277	7	based	base	VERB
bracis-33643	277	8	on	on	ADP
bracis-33643	277	9	multi	multi	ADJ
bracis-33643	277	10	-	-	ADJ
bracis-33643	277	11	head	head	ADJ
bracis-33643	277	12	attention	attention	NOUN
bracis-33643	277	13	with	with	ADP
bracis-33643	277	14	bert	bert	PROPN
bracis-33643	277	15	.	.	PUNCT
bracis-33643	278	1	arxiv	arxiv	PROPN
bracis-33643	278	2	preprint	preprint	VERB
bracis-33643	278	3	arxiv:2009.08128	arxiv:2009.08128	NUM
bracis-33643	278	4	(	(	PUNCT
bracis-33643	278	5	2020	2020	NUM
bracis-33643	278	6	)	)	PUNCT
bracis-33643	278	7	sena	sena	NOUN
bracis-33643	278	8	,	,	PUNCT
bracis-33643	278	9	c.f.l	c.f.l	NOUN
bracis-33643	278	10	.	.	PUNCT
bracis-33643	278	11	,	,	PUNCT
bracis-33643	278	12	claro	claro	PROPN
bracis-33643	278	13	,	,	PUNCT
bracis-33643	278	14	d.b	d.b	PROPN
bracis-33643	278	15	.	.	PUNCT
bracis-33643	278	16	:	:	PUNCT
bracis-33643	279	1	inferportoie	inferportoie	NOUN
bracis-33643	279	2	:	:	PUNCT
bracis-33643	279	3	a	a	DET
bracis-33643	279	4	portuguese	portuguese	ADJ
bracis-33643	279	5	open	open	ADJ
bracis-33643	279	6	information	information	NOUN
bracis-33643	279	7	extraction	extraction	NOUN
bracis-33643	279	8	system	system	NOUN
bracis-33643	279	9	with	with	ADP
bracis-33643	279	10	inferences	inference	NOUN
bracis-33643	279	11	.	.	PUNCT
bracis-33643	280	1	nat	nat	PROPN
bracis-33643	280	2	.	.	PUNCT
bracis-33643	281	1	lang	lang	PROPN
bracis-33643	281	2	.	.	PUNCT
bracis-33643	282	1	eng	eng	PROPN
bracis-33643	282	2	.	.	PROPN
bracis-33643	282	3	25(2	25(2	NUM
bracis-33643	282	4	)	)	PUNCT
bracis-33643	282	5	,	,	PUNCT
bracis-33643	282	6	287–306	287–306	NUM
bracis-33643	282	7	(	(	PUNCT
bracis-33643	282	8	2019	2019	NUM
bracis-33643	282	9	)	)	PUNCT
bracis-33643	282	10	.	.	PUNCT
bracis-33643	283	1	https://doi.org/10.1017/s135132491800044x	https://doi.org/10.1017/s135132491800044x	PROPN
bracis-33643	283	2	article	article	NOUN
bracis-33643	283	3	  	  	SPACE
bracis-33643	283	4	math	math	NOUN
bracis-33643	283	5	  	  	SPACE
bracis-33643	283	6	google	google	PROPN
bracis-33643	283	7	scholar	scholar	NOUN
bracis-33643	283	8	  	  	SPACE
bracis-33643	283	9	sena	sena	NOUN
bracis-33643	283	10	,	,	PUNCT
bracis-33643	283	11	c.f.l	c.f.l	NOUN
bracis-33643	283	12	.	.	PUNCT
bracis-33643	283	13	,	,	PUNCT
bracis-33643	283	14	claro	claro	PROPN
bracis-33643	283	15	,	,	PUNCT
bracis-33643	283	16	d.b	d.b	PROPN
bracis-33643	283	17	.	.	PROPN
bracis-33643	283	18	:	:	PUNCT
bracis-33643	284	1	pragmaticoie	pragmaticoie	NOUN
bracis-33643	284	2	:	:	PUNCT
bracis-33643	284	3	a	a	DET
bracis-33643	284	4	pragmatic	pragmatic	ADJ
bracis-33643	284	5	open	open	ADJ
bracis-33643	284	6	information	information	NOUN
bracis-33643	284	7	extraction	extraction	NOUN
bracis-33643	284	8	for	for	ADP
bracis-33643	284	9	portuguese	portuguese	ADJ
bracis-33643	284	10	language	language	NOUN
bracis-33643	284	11	.	.	PUNCT
bracis-33643	285	1	knowl	knowl	PROPN
bracis-33643	285	2	.	.	PUNCT
bracis-33643	286	1	inf	inf	PROPN
bracis-33643	286	2	.	.	PUNCT
bracis-33643	286	3	syst	syst	PROPN
bracis-33643	286	4	.	.	PUNCT
bracis-33643	287	1	62(9	62(9	NUM
bracis-33643	287	2	)	)	PUNCT
bracis-33643	287	3	,	,	PUNCT
bracis-33643	288	1	3811–3836	3811–3836	NUM
bracis-33643	288	2	(	(	PUNCT
bracis-33643	288	3	2020	2020	NUM
bracis-33643	288	4	)	)	PUNCT
bracis-33643	288	5	.	.	PUNCT
bracis-33643	289	1	https://doi.org/10.1007/s10115-020-01442-7	https://doi.org/10.1007/s10115-020-01442-7	PROPN
bracis-33643	289	2	stanovsky	stanovsky	NOUN
bracis-33643	289	3	,	,	PUNCT
bracis-33643	289	4	g.	g.	PROPN
bracis-33643	289	5	,	,	PUNCT
bracis-33643	289	6	michael	michael	PROPN
bracis-33643	289	7	,	,	PUNCT
bracis-33643	289	8	j.	j.	PROPN
bracis-33643	289	9	,	,	PUNCT
bracis-33643	289	10	zettlemoyer	zettlemoyer	NOUN
bracis-33643	289	11	,	,	PUNCT
bracis-33643	289	12	l.	l.	PROPN
bracis-33643	289	13	,	,	PUNCT
bracis-33643	289	14	dagan	dagan	PROPN
bracis-33643	289	15	,	,	PUNCT
bracis-33643	289	16	i.	i.	PROPN
bracis-33643	289	17	:	:	PUNCT
bracis-33643	289	18	supervised	supervise	VERB
bracis-33643	289	19	open	open	ADJ
bracis-33643	289	20	information	information	NOUN
bracis-33643	289	21	extraction	extraction	NOUN
bracis-33643	289	22	.	.	PUNCT
bracis-33643	290	1	in	in	ADP
bracis-33643	290	2	:	:	PUNCT
bracis-33643	290	3	proceedings	proceeding	NOUN
bracis-33643	290	4	of	of	ADP
bracis-33643	290	5	the	the	DET
bracis-33643	290	6	2018	2018	NUM
bracis-33643	290	7	conference	conference	NOUN
bracis-33643	290	8	of	of	ADP
bracis-33643	290	9	the	the	DET
bracis-33643	290	10	north	north	ADJ
bracis-33643	290	11	american	american	ADJ
bracis-33643	290	12	chapter	chapter	NOUN
bracis-33643	290	13	of	of	ADP
bracis-33643	290	14	the	the	DET
bracis-33643	290	15	association	association	NOUN
bracis-33643	290	16	for	for	ADP
bracis-33643	290	17	computational	computational	ADJ
bracis-33643	290	18	linguistics	linguistic	NOUN
bracis-33643	290	19	:	:	PUNCT
bracis-33643	290	20	human	human	ADJ
bracis-33643	290	21	language	language	NOUN
bracis-33643	290	22	technologies	technology	NOUN
bracis-33643	290	23	,	,	PUNCT
bracis-33643	290	24	volume	volume	NOUN
bracis-33643	290	25	1	1	NUM
bracis-33643	290	26	(	(	PUNCT
bracis-33643	290	27	long	long	ADJ
bracis-33643	290	28	papers	paper	NOUN
bracis-33643	290	29	)	)	PUNCT
bracis-33643	290	30	,	,	PUNCT
bracis-33643	290	31	pp	pp	ADP
bracis-33643	290	32	.	.	PUNCT
bracis-33643	291	1	885–895	885–895	NUM
bracis-33643	291	2	(	(	PUNCT
bracis-33643	291	3	2018	2018	NUM
bracis-33643	291	4	)	)	PUNCT
bracis-33643	291	5	google	google	PROPN
bracis-33643	291	6	scholar	scholar	NOUN
bracis-33643	291	7	  	  	SPACE
bracis-33643	291	8	sun	sun	NOUN
bracis-33643	291	9	,	,	PUNCT
bracis-33643	291	10	c.	c.	PROPN
bracis-33643	291	11	,	,	PUNCT
bracis-33643	291	12	qiu	qiu	PROPN
bracis-33643	291	13	,	,	PUNCT
bracis-33643	291	14	x.	x.	PROPN
bracis-33643	291	15	,	,	PUNCT
bracis-33643	291	16	xu	xu	PROPN
bracis-33643	291	17	,	,	PUNCT
bracis-33643	291	18	y.	y.	PROPN
bracis-33643	291	19	,	,	PUNCT
bracis-33643	291	20	huang	huang	PROPN
bracis-33643	291	21	,	,	PUNCT
bracis-33643	291	22	x.	x.	NOUN
bracis-33643	291	23	:	:	PUNCT
bracis-33643	291	24	how	how	SCONJ
bracis-33643	291	25	to	to	ADP
bracis-33643	291	26	fine	fine	ADJ
bracis-33643	291	27	-	-	PUNCT
bracis-33643	291	28	tune	tune	NOUN
bracis-33643	291	29	bert	bert	NOUN
bracis-33643	291	30	for	for	ADP
bracis-33643	291	31	text	text	NOUN
bracis-33643	291	32	classification	classification	NOUN
bracis-33643	291	33	?	?	PUNCT
bracis-33643	292	1	(	(	PUNCT
bracis-33643	292	2	2020	2020	NUM
bracis-33643	292	3	)	)	PUNCT
bracis-33643	292	4	.	.	PUNCT
bracis-33643	293	1	https://arxiv.org/abs/1905.05583	https://arxiv.org/abs/1905.05583	PROPN
bracis-33643	293	2	sun	sun	PROPN
bracis-33643	293	3	,	,	PUNCT
bracis-33643	293	4	m.	m.	NOUN
bracis-33643	293	5	,	,	PUNCT
bracis-33643	293	6	li	li	PROPN
bracis-33643	293	7	,	,	PUNCT
bracis-33643	293	8	x.	x.	PROPN
bracis-33643	293	9	,	,	PUNCT
bracis-33643	293	10	wang	wang	PROPN
bracis-33643	293	11	,	,	PUNCT
bracis-33643	293	12	x.	x.	PROPN
bracis-33643	293	13	,	,	PUNCT
bracis-33643	293	14	fan	fan	PROPN
bracis-33643	293	15	,	,	PUNCT
bracis-33643	293	16	m.	m.	NOUN
bracis-33643	293	17	,	,	PUNCT
bracis-33643	293	18	feng	feng	PROPN
bracis-33643	293	19	,	,	PUNCT
bracis-33643	293	20	y.	y.	PROPN
bracis-33643	293	21	,	,	PUNCT
bracis-33643	293	22	li	li	PROPN
bracis-33643	293	23	,	,	PUNCT
bracis-33643	293	24	p.	p.	NOUN
bracis-33643	293	25	:	:	PUNCT
bracis-33643	293	26	logician	logician	ADJ
bracis-33643	293	27	:	:	PUNCT
bracis-33643	293	28	a	a	DET
bracis-33643	293	29	unified	unified	ADJ
bracis-33643	293	30	end	end	NOUN
bracis-33643	293	31	-	-	PUNCT
bracis-33643	293	32	to	to	ADP
bracis-33643	293	33	-	-	PUNCT
bracis-33643	293	34	end	end	NOUN
bracis-33643	293	35	neural	neural	ADJ
bracis-33643	293	36	approach	approach	NOUN
bracis-33643	293	37	for	for	ADP
bracis-33643	293	38	open	open	ADJ
bracis-33643	293	39	-	-	PUNCT
bracis-33643	293	40	domain	domain	NOUN
bracis-33643	293	41	information	information	NOUN
bracis-33643	293	42	extraction	extraction	NOUN
bracis-33643	293	43	.	.	PUNCT
bracis-33643	294	1	in	in	ADP
bracis-33643	294	2	:	:	PUNCT
bracis-33643	294	3	proceedings	proceeding	NOUN
bracis-33643	294	4	of	of	ADP
bracis-33643	294	5	the	the	DET
bracis-33643	294	6	eleventh	eleventh	ADJ
bracis-33643	294	7	acm	acm	PROPN
bracis-33643	294	8	international	international	ADJ
bracis-33643	294	9	conference	conference	NOUN
bracis-33643	294	10	on	on	ADP
bracis-33643	294	11	web	web	NOUN
bracis-33643	294	12	search	search	NOUN
bracis-33643	294	13	and	and	CCONJ
bracis-33643	294	14	data	datum	NOUN
bracis-33643	294	15	mining	mining	NOUN
bracis-33643	294	16	,	,	PUNCT
bracis-33643	294	17	pp	pp	ADJ
bracis-33643	294	18	.	.	PUNCT
bracis-33643	295	1	556–564	556–564	NUM
bracis-33643	295	2	.	.	PUNCT
bracis-33643	295	3	acm	acm	PROPN
bracis-33643	295	4	(	(	PUNCT
bracis-33643	295	5	2018	2018	NUM
bracis-33643	295	6	)	)	PUNCT
bracis-33643	295	7	google	google	NOUN
bracis-33643	295	8	scholar	scholar	NOUN
bracis-33643	295	9	  	  	SPACE
bracis-33643	295	10	touvron	touvron	ADJ
bracis-33643	295	11	,	,	PUNCT
bracis-33643	295	12	h.	h.	PROPN
bracis-33643	295	13	,	,	PUNCT
bracis-33643	295	14	et	et	PROPN
bracis-33643	295	15	al	al	PROPN
bracis-33643	295	16	.	.	PUNCT
bracis-33643	295	17	:	:	PUNCT
bracis-33643	295	18	llama	llama	PROPN
bracis-33643	295	19	2	2	NUM
bracis-33643	295	20	:	:	PUNCT
bracis-33643	295	21	open	open	ADJ
bracis-33643	295	22	foundation	foundation	NOUN
bracis-33643	295	23	and	and	CCONJ
bracis-33643	295	24	fine	fine	ADV
bracis-33643	295	25	-	-	PUNCT
bracis-33643	295	26	tuned	tune	VERB
bracis-33643	295	27	chat	chat	NOUN
bracis-33643	295	28	models	model	NOUN
bracis-33643	295	29	(	(	PUNCT
bracis-33643	295	30	2023	2023	NUM
bracis-33643	295	31	)	)	PUNCT
bracis-33643	295	32	google	google	NOUN
bracis-33643	295	33	scholar	scholar	NOUN
bracis-33643	295	34	  	  	SPACE
bracis-33643	295	35	vaswani	vaswani	NOUN
bracis-33643	295	36	,	,	PUNCT
bracis-33643	295	37	a.	a.	NOUN
bracis-33643	295	38	,	,	PUNCT
bracis-33643	295	39	et	et	PROPN
bracis-33643	295	40	al	al	PROPN
bracis-33643	295	41	.	.	PUNCT
bracis-33643	295	42	:	:	PUNCT
bracis-33643	296	1	attention	attention	NOUN
bracis-33643	296	2	is	be	AUX
bracis-33643	296	3	all	all	PRON
bracis-33643	296	4	you	you	PRON
bracis-33643	296	5	need	need	VERB
bracis-33643	296	6	(	(	PUNCT
bracis-33643	296	7	2023	2023	NUM
bracis-33643	296	8	)	)	PUNCT
bracis-33643	296	9	.	.	PUNCT
bracis-33643	297	1	https://arxiv.org/abs/1706.03762	https://arxiv.org/abs/1706.03762	VERB
bracis-33643	297	2	wei	wei	PROPN
bracis-33643	297	3	,	,	PUNCT
bracis-33643	297	4	x.	x.	PROPN
bracis-33643	297	5	,	,	PUNCT
bracis-33643	297	6	et	et	PROPN
bracis-33643	297	7	al	al	PROPN
bracis-33643	297	8	.	.	PROPN
bracis-33643	297	9	:	:	PUNCT
bracis-33643	297	10	zero	zero	NUM
bracis-33643	297	11	-	-	PUNCT
bracis-33643	297	12	shot	shoot	VERB
bracis-33643	297	13	information	information	NOUN
bracis-33643	297	14	extraction	extraction	NOUN
bracis-33643	297	15	via	via	ADP
bracis-33643	297	16	chatting	chat	VERB
bracis-33643	297	17	with	with	ADP
bracis-33643	297	18	chatgpt	chatgpt	NOUN
bracis-33643	297	19	(	(	PUNCT
bracis-33643	297	20	2023	2023	NUM
bracis-33643	297	21	)	)	PUNCT
bracis-33643	297	22	google	google	NOUN
bracis-33643	297	23	scholar	scholar	NOUN
bracis-33643	297	24	  	  	SPACE
bracis-33643	297	25	xu	xu	PROPN
bracis-33643	297	26	,	,	PUNCT
bracis-33643	297	27	x.	x.	PROPN
bracis-33643	297	28	,	,	PUNCT
bracis-33643	297	29	zhu	zhu	PROPN
bracis-33643	297	30	,	,	PUNCT
bracis-33643	297	31	y.	y.	PROPN
bracis-33643	297	32	,	,	PUNCT
bracis-33643	297	33	wang	wang	PROPN
bracis-33643	297	34	,	,	PUNCT
bracis-33643	297	35	x.	x.	PROPN
bracis-33643	297	36	,	,	PUNCT
bracis-33643	297	37	zhang	zhang	PROPN
bracis-33643	297	38	,	,	PUNCT
bracis-33643	297	39	n.	n.	NOUN
bracis-33643	297	40	:	:	PUNCT
bracis-33643	297	41	how	how	SCONJ
bracis-33643	297	42	to	to	PART
bracis-33643	297	43	unleash	unleash	VERB
bracis-33643	297	44	the	the	DET
bracis-33643	297	45	power	power	NOUN
bracis-33643	297	46	of	of	ADP
bracis-33643	297	47	large	large	ADJ
bracis-33643	297	48	language	language	NOUN
bracis-33643	297	49	models	model	NOUN
bracis-33643	297	50	for	for	ADP
bracis-33643	297	51	few	few	ADJ
bracis-33643	297	52	-	-	PUNCT
bracis-33643	297	53	shot	shot	NOUN
bracis-33643	297	54	relation	relation	NOUN
bracis-33643	297	55	extraction	extraction	NOUN
bracis-33643	297	56	?	?	PUNCT
bracis-33643	298	1	(	(	PUNCT
bracis-33643	298	2	2023	2023	NUM
bracis-33643	298	3	)	)	PUNCT
bracis-33643	298	4	google	google	NOUN
bracis-33643	298	5	scholar	scholar	NOUN
bracis-33643	298	6	  	  	SPACE
bracis-33643	298	7	xue	xue	PROPN
bracis-33643	298	8	,	,	PUNCT
bracis-33643	298	9	l.	l.	PROPN
bracis-33643	298	10	,	,	PUNCT
bracis-33643	298	11	et	et	PROPN
bracis-33643	298	12	al	al	PROPN
bracis-33643	298	13	.	.	PUNCT
bracis-33643	298	14	:	:	PUNCT
bracis-33643	299	1	mt5	mt5	ADJ
bracis-33643	299	2	:	:	PUNCT
bracis-33643	299	3	a	a	DET
bracis-33643	299	4	massively	massively	ADV
bracis-33643	299	5	multilingual	multilingual	ADJ
bracis-33643	299	6	pre	pre	ADJ
bracis-33643	299	7	-	-	ADJ
bracis-33643	299	8	trained	train	VERB
bracis-33643	299	9	text	text	NOUN
bracis-33643	299	10	-	-	PUNCT
bracis-33643	299	11	to	to	ADP
bracis-33643	299	12	-	-	PUNCT
bracis-33643	299	13	text	text	NOUN
bracis-33643	299	14	transformer	transformer	NOUN
bracis-33643	299	15	(	(	PUNCT
bracis-33643	299	16	2021	2021	NUM
bracis-33643	299	17	)	)	PUNCT
bracis-33643	299	18	google	google	PROPN
bracis-33643	299	19	scholar	scholar	NOUN
bracis-33643	299	20	  	  	SPACE
bracis-33643	299	21	zhang	zhang	PROPN
bracis-33643	299	22	,	,	PUNCT
bracis-33643	299	23	s.	s.	PROPN
bracis-33643	299	24	,	,	PUNCT
bracis-33643	299	25	duh	duh	PROPN
bracis-33643	299	26	,	,	PUNCT
bracis-33643	299	27	k.	k.	PROPN
bracis-33643	299	28	,	,	PUNCT
bracis-33643	299	29	van	van	PROPN
bracis-33643	299	30	 	 	SPACE
bracis-33643	299	31	durme	durme	PROPN
bracis-33643	299	32	,	,	PUNCT
bracis-33643	299	33	b.	b.	PROPN
bracis-33643	299	34	:	:	PUNCT
bracis-33643	299	35	mt	mt	PROPN
bracis-33643	299	36	/	/	SYM
bracis-33643	299	37	ie	ie	PROPN
bracis-33643	299	38	:	:	PUNCT
bracis-33643	299	39	cross	cross	ADJ
bracis-33643	299	40	-	-	ADJ
bracis-33643	299	41	lingual	lingual	ADJ
bracis-33643	299	42	open	open	ADJ
bracis-33643	299	43	information	information	NOUN
bracis-33643	299	44	extraction	extraction	NOUN
bracis-33643	299	45	with	with	ADP
bracis-33643	299	46	neural	neural	ADJ
bracis-33643	299	47	sequence	sequence	NOUN
bracis-33643	299	48	-	-	PUNCT
bracis-33643	299	49	to	to	ADP
bracis-33643	299	50	-	-	PUNCT
bracis-33643	299	51	sequence	sequence	NOUN
bracis-33643	299	52	models	model	NOUN
bracis-33643	299	53	.	.	PUNCT
bracis-33643	300	1	in	in	ADP
bracis-33643	300	2	:	:	PUNCT
bracis-33643	300	3	proceedings	proceeding	NOUN
bracis-33643	300	4	of	of	ADP
bracis-33643	300	5	the	the	DET
bracis-33643	300	6	15th	15th	ADJ
bracis-33643	300	7	conference	conference	NOUN
bracis-33643	300	8	of	of	ADP
bracis-33643	300	9	the	the	DET
bracis-33643	300	10	european	european	ADJ
bracis-33643	300	11	chapter	chapter	NOUN
bracis-33643	300	12	of	of	ADP
bracis-33643	300	13	the	the	DET
bracis-33643	300	14	association	association	NOUN
bracis-33643	300	15	for	for	ADP
bracis-33643	300	16	computational	computational	ADJ
bracis-33643	300	17	linguistics	linguistic	NOUN
bracis-33643	300	18	:	:	PUNCT
bracis-33643	300	19	volume	volume	NOUN
bracis-33643	300	20	2	2	NUM
bracis-33643	300	21	,	,	PUNCT
bracis-33643	300	22	short	short	ADJ
bracis-33643	300	23	papers	paper	NOUN
bracis-33643	300	24	,	,	PUNCT
bracis-33643	300	25	pp	pp	PROPN
bracis-33643	300	26	.	.	PUNCT
bracis-33643	301	1	64–70	64–70	NUM
bracis-33643	301	2	(	(	PUNCT
bracis-33643	301	3	2017	2017	NUM
bracis-33643	301	4	)	)	PUNCT
bracis-33643	301	5	google	google	PROPN
bracis-33643	301	6	scholar	scholar	NOUN
bracis-33643	301	7	  	  	SPACE
bracis-33643	301	8	zhou	zhou	PROPN
bracis-33643	301	9	,	,	PUNCT
bracis-33643	301	10	s.	s.	PROPN
bracis-33643	301	11	,	,	PUNCT
bracis-33643	301	12	et	et	PROPN
bracis-33643	301	13	al	al	PROPN
bracis-33643	301	14	.	.	PUNCT
bracis-33643	301	15	:	:	PUNCT
bracis-33643	302	1	a	a	DET
bracis-33643	302	2	survey	survey	NOUN
bracis-33643	302	3	on	on	ADP
bracis-33643	302	4	neural	neural	ADJ
bracis-33643	302	5	open	open	ADJ
bracis-33643	302	6	information	information	NOUN
bracis-33643	302	7	extraction	extraction	NOUN
bracis-33643	302	8	:	:	PUNCT
bracis-33643	302	9	current	current	ADJ
bracis-33643	302	10	status	status	NOUN
bracis-33643	302	11	and	and	CCONJ
bracis-33643	302	12	future	future	ADJ
bracis-33643	302	13	directions	direction	NOUN
bracis-33643	302	14	(	(	PUNCT
bracis-33643	302	15	2022	2022	NUM
bracis-33643	302	16	)	)	PUNCT
bracis-33643	302	17	google	google	NOUN
bracis-33643	302	18	scholar	scholar	NOUN
bracis-33643	302	19	  	  	SPACE
bracis-33643	302	20	download	download	NOUN
bracis-33643	302	21	references	reference	NOUN
bracis-33643	302	22	acknowledgments	acknowledgment	NOUN
bracis-33643	302	23	this	this	DET
bracis-33643	302	24	material	material	NOUN
bracis-33643	302	25	is	be	AUX
bracis-33643	302	26	partially	partially	ADV
bracis-33643	302	27	based	base	VERB
bracis-33643	302	28	work	work	NOUN
bracis-33643	302	29	supported	support	VERB
bracis-33643	302	30	by	by	ADP
bracis-33643	302	31	the	the	DET
bracis-33643	302	32	fapesb	fapesb	NOUN
bracis-33643	302	33	under	under	ADP
bracis-33643	302	34	grant	grant	NOUN
bracis-33643	302	35	tic002/2015	tic002/2015	PROPN
bracis-33643	302	36	and	and	CCONJ
bracis-33643	302	37	to	to	ADP
bracis-33643	302	38	cce	cce	PROPN
bracis-33643	302	39	0022/2023	0022/2023	NUM
bracis-33643	302	40	.	.	PUNCT
bracis-33643	303	1	author	author	NOUN
bracis-33643	303	2	information	information	NOUN
bracis-33643	303	3	authors	author	NOUN
bracis-33643	303	4	and	and	CCONJ
bracis-33643	303	5	affiliations	affiliation	NOUN
bracis-33643	303	6	formas	formas	PROPN
bracis-33643	303	7	research	research	NOUN
bracis-33643	303	8	center	center	NOUN
bracis-33643	303	9	on	on	ADP
bracis-33643	303	10	data	datum	NOUN
bracis-33643	303	11	and	and	CCONJ
bracis-33643	303	12	natural	natural	ADJ
bracis-33643	303	13	language	language	NOUN
bracis-33643	303	14	,	,	PUNCT
bracis-33643	303	15	institute	institute	NOUN
bracis-33643	303	16	of	of	ADP
bracis-33643	303	17	computing	compute	VERB
bracis-33643	303	18	federal	federal	PROPN
bracis-33643	303	19	university	university	PROPN
bracis-33643	303	20	of	of	ADP
bracis-33643	303	21	bahia	bahia	PROPN
bracis-33643	303	22	,	,	PUNCT
bracis-33643	303	23	salvador	salvador	NOUN
bracis-33643	303	24	,	,	PUNCT
bracis-33643	303	25	bahia	bahia	PROPN
bracis-33643	303	26	,	,	PUNCT
bracis-33643	303	27	brazil	brazil	PROPN
bracis-33643	303	28	alan	alan	PROPN
bracis-33643	303	29	melo	melo	PROPN
bracis-33643	303	30	,	,	PUNCT
bracis-33643	303	31	 	 	SPACE
bracis-33643	303	32	bruno	bruno	PROPN
bracis-33643	303	33	cabral	cabral	PROPN
bracis-33643	303	34	 	 	SPACE
bracis-33643	303	35	&	&	CCONJ
bracis-33643	303	36	 	 	SPACE
bracis-33643	303	37	daniela	daniela	PROPN
bracis-33643	303	38	barreiro	barreiro	PROPN
bracis-33643	303	39	claro	claro	VERB
bracis-33643	303	40	authors	author	NOUN
bracis-33643	303	41	alan	alan	PROPN
bracis-33643	303	42	meloview	meloview	PROPN
bracis-33643	303	43	author	author	NOUN
bracis-33643	303	44	publications	publication	NOUN
bracis-33643	303	45	search	search	NOUN
bracis-33643	303	46	author	author	NOUN
bracis-33643	303	47	on	on	ADP
bracis-33643	303	48	:	:	PUNCT
bracis-33643	303	49	pubmed	pubmed	PROPN
bracis-33643	303	50	 	 	SPACE
bracis-33643	303	51	google	google	PROPN
bracis-33643	303	52	scholar	scholar	PROPN
bracis-33643	303	53	bruno	bruno	PROPN
bracis-33643	303	54	cabralview	cabralview	NOUN
bracis-33643	303	55	author	author	NOUN
bracis-33643	303	56	publications	publication	VERB
bracis-33643	303	57	search	search	NOUN
bracis-33643	303	58	author	author	NOUN
bracis-33643	303	59	on	on	ADP
bracis-33643	303	60	:	:	PUNCT
bracis-33643	303	61	pubmed	pubmed	PROPN
bracis-33643	303	62	 	 	SPACE
bracis-33643	303	63	google	google	PROPN
bracis-33643	303	64	scholar	scholar	NOUN
bracis-33643	303	65	daniela	daniela	PROPN
bracis-33643	303	66	barreiro	barreiro	PROPN
bracis-33643	303	67	claroview	claroview	NOUN
bracis-33643	303	68	author	author	NOUN
bracis-33643	303	69	publications	publication	NOUN
bracis-33643	303	70	search	search	NOUN
bracis-33643	303	71	author	author	NOUN
bracis-33643	303	72	on	on	ADP
bracis-33643	303	73	:	:	PUNCT
bracis-33643	303	74	pubmed	pubmed	PROPN
bracis-33643	303	75	 	 	SPACE
bracis-33643	303	76	google	google	PROPN
bracis-33643	303	77	scholar	scholar	NOUN
bracis-33643	303	78	corresponding	correspond	VERB
bracis-33643	303	79	author	author	NOUN
bracis-33643	303	80	correspondence	correspondence	NOUN
bracis-33643	303	81	to	to	ADP
bracis-33643	303	82	alan	alan	PROPN
bracis-33643	303	83	melo	melo	PROPN
bracis-33643	303	84	.	.	PUNCT
bracis-33643	304	1	editor	editor	NOUN
bracis-33643	304	2	information	information	NOUN
bracis-33643	304	3	editors	editor	NOUN
bracis-33643	304	4	and	and	CCONJ
bracis-33643	304	5	affiliations	affiliation	NOUN
bracis-33643	304	6	universidade	universidade	VERB
bracis-33643	304	7	federal	federal	PROPN
bracis-33643	304	8	fluminense	fluminense	PROPN
bracis-33643	304	9	,	,	PUNCT
bracis-33643	304	10	niterói	niterói	PROPN
bracis-33643	304	11	,	,	PUNCT
bracis-33643	304	12	brazil	brazil	PROPN
bracis-33643	304	13	aline	aline	PROPN
bracis-33643	304	14	paes	paes	PROPN
bracis-33643	304	15	instituto	instituto	PROPN
bracis-33643	304	16	tecnológico	tecnológico	PROPN
bracis-33643	304	17	de	de	PROPN
bracis-33643	304	18	aeronáutica	aeronáutica	PROPN
bracis-33643	304	19	,	,	PUNCT
bracis-33643	304	20	são	são	PROPN
bracis-33643	304	21	josé	josé	PROPN
bracis-33643	304	22	dos	dos	PROPN
bracis-33643	304	23	campos	campos	PROPN
bracis-33643	304	24	,	,	PUNCT
bracis-33643	304	25	brazil	brazil	PROPN
bracis-33643	304	26	filipe	filipe	PROPN
bracis-33643	304	27	a.	a.	PROPN
bracis-33643	304	28	n.	n.	PROPN
bracis-33643	304	29	verri	verri	PROPN
bracis-33643	304	30	rights	right	NOUN
bracis-33643	304	31	and	and	CCONJ
bracis-33643	304	32	permissions	permission	NOUN
bracis-33643	304	33	reprints	reprint	NOUN
bracis-33643	304	34	and	and	CCONJ
bracis-33643	304	35	permissions	permission	VERB
bracis-33643	304	36	copyright	copyright	NOUN
bracis-33643	304	37	information	information	NOUN
bracis-33643	304	38	©	©	ADP
bracis-33643	304	39	2025	2025	NUM
bracis-33643	304	40	the	the	DET
bracis-33643	304	41	author(s	author(s	NOUN
bracis-33643	304	42	)	)	PUNCT
bracis-33643	304	43	,	,	PUNCT
bracis-33643	304	44	under	under	ADP
bracis-33643	304	45	exclusive	exclusive	ADJ
bracis-33643	304	46	license	license	NOUN
bracis-33643	304	47	to	to	ADP
bracis-33643	304	48	springer	springer	NOUN
bracis-33643	304	49	nature	nature	PROPN
bracis-33643	304	50	switzerland	switzerland	PROPN
bracis-33643	304	51	ag	ag	PROPN
bracis-33643	304	52	about	about	ADP
bracis-33643	304	53	this	this	DET
bracis-33643	304	54	paper	paper	NOUN
bracis-33643	304	55	cite	cite	VERB
bracis-33643	304	56	this	this	DET
bracis-33643	304	57	paper	paper	NOUN
bracis-33643	304	58	melo	melo	PROPN
bracis-33643	304	59	,	,	PUNCT
bracis-33643	304	60	a.	a.	PROPN
bracis-33643	304	61	,	,	PUNCT
bracis-33643	304	62	cabral	cabral	PROPN
bracis-33643	304	63	,	,	PUNCT
bracis-33643	304	64	b.	b.	PROPN
bracis-33643	304	65	,	,	PUNCT
bracis-33643	304	66	claro	claro	PROPN
bracis-33643	304	67	,	,	PUNCT
bracis-33643	304	68	d.b	d.b	PROPN
bracis-33643	304	69	.	.	PROPN
bracis-33643	304	70	(	(	PUNCT
bracis-33643	304	71	2025	2025	NUM
bracis-33643	304	72	)	)	PUNCT
bracis-33643	304	73	.	.	PUNCT
bracis-33643	305	1	scaling	scale	VERB
bracis-33643	305	2	and	and	CCONJ
bracis-33643	305	3	 	 	SPACE
bracis-33643	305	4	adapting	adapt	VERB
bracis-33643	305	5	large	large	ADJ
bracis-33643	305	6	language	language	NOUN
bracis-33643	305	7	models	model	NOUN
bracis-33643	305	8	for	for	ADP
bracis-33643	305	9	 	 	SPACE
bracis-33643	305	10	portuguese	portuguese	ADJ
bracis-33643	305	11	open	open	ADJ
bracis-33643	305	12	information	information	NOUN
bracis-33643	305	13	extraction	extraction	NOUN
bracis-33643	305	14	:	:	PUNCT
bracis-33643	305	15	a	a	DET
bracis-33643	305	16	comparative	comparative	ADJ
bracis-33643	305	17	study	study	NOUN
bracis-33643	305	18	of	of	ADP
bracis-33643	305	19	 	 	SPACE
bracis-33643	305	20	fine	fine	ADV
bracis-33643	305	21	-	-	PUNCT
bracis-33643	305	22	tuning	tuning	NOUN
bracis-33643	305	23	and	and	CCONJ
bracis-33643	305	24	 	 	SPACE
bracis-33643	305	25	lora	lora	NOUN
bracis-33643	305	26	.	.	PUNCT
bracis-33643	306	1	in	in	ADP
bracis-33643	306	2	:	:	PUNCT
bracis-33643	306	3	paes	paes	PROPN
bracis-33643	306	4	,	,	PUNCT
bracis-33643	306	5	a.	a.	PROPN
bracis-33643	306	6	,	,	PUNCT
bracis-33643	306	7	verri	verri	NOUN
bracis-33643	306	8	,	,	PUNCT
bracis-33643	306	9	f.a.n	f.a.n	ADJ
bracis-33643	306	10	.	.	PUNCT
bracis-33643	306	11	(	(	PUNCT
bracis-33643	306	12	eds	ed	NOUN
bracis-33643	306	13	)	)	PUNCT
bracis-33643	306	14	intelligent	intelligent	ADJ
bracis-33643	306	15	systems	system	NOUN
bracis-33643	306	16	.	.	PUNCT
bracis-33643	306	17	bracis	bracis	PROPN
bracis-33643	306	18	2024	2024	NUM
bracis-33643	306	19	.	.	PUNCT
bracis-33643	307	1	lecture	lecture	NOUN
bracis-33643	307	2	notes	note	NOUN
bracis-33643	307	3	in	in	ADP
bracis-33643	307	4	computer	computer	NOUN
bracis-33643	307	5	science	science	NOUN
bracis-33643	307	6	(	(	PUNCT
bracis-33643	307	7	)	)	PUNCT
bracis-33643	307	8	,	,	PUNCT
bracis-33643	307	9	vol	vol	NOUN
bracis-33643	307	10	15414	15414	NUM
bracis-33643	307	11	.	.	PUNCT
bracis-33643	308	1	springer	springer	NOUN
bracis-33643	308	2	,	,	PUNCT
bracis-33643	308	3	cham	cham	PROPN
bracis-33643	308	4	.	.	PUNCT
bracis-33643	309	1	https://doi.org/10.1007/978-3-031-79035-5_30	https://doi.org/10.1007/978-3-031-79035-5_30	PROPN
bracis-33643	309	2	download	download	NOUN
bracis-33643	309	3	citation	citation	NOUN
bracis-33643	309	4	.ris	.ris	PUNCT
bracis-33643	310	1	.enw	.enw	PROPN
bracis-33643	310	2	.bib	.bib	PUNCT
bracis-33643	311	1	doi	doi	PROPN
bracis-33643	311	2	:	:	PUNCT
bracis-33643	311	3	https://doi.org/10.1007/978-3-031-79035-5_30	https://doi.org/10.1007/978-3-031-79035-5_30	PROPN
bracis-33643	311	4	published	publish	VERB
bracis-33643	311	5	:	:	PUNCT
bracis-33643	311	6	30	30	NUM
bracis-33643	311	7	january	january	PROPN
bracis-33643	311	8	2025	2025	NUM
bracis-33643	311	9	publisher	publisher	NOUN
bracis-33643	311	10	name	name	NOUN
bracis-33643	311	11	:	:	PUNCT
bracis-33643	311	12	springer	springer	NOUN
bracis-33643	311	13	,	,	PUNCT
bracis-33643	311	14	cham	cham	PROPN
bracis-33643	311	15	print	print	PROPN
bracis-33643	311	16	isbn	isbn	PROPN
bracis-33643	311	17	:	:	PUNCT
bracis-33643	311	18	978	978	NUM
bracis-33643	311	19	-	-	SYM
bracis-33643	311	20	3	3	NUM
bracis-33643	311	21	-	-	PUNCT
bracis-33643	311	22	031	031	NUM
bracis-33643	311	23	-	-	PUNCT
bracis-33643	311	24	79034	79034	NUM
bracis-33643	311	25	-	-	SYM
bracis-33643	311	26	8	8	NUM
bracis-33643	311	27	online	online	ADJ
bracis-33643	311	28	isbn	isbn	NOUN
bracis-33643	311	29	:	:	PUNCT
bracis-33643	311	30	978	978	NUM
bracis-33643	311	31	-	-	SYM
bracis-33643	311	32	3	3	NUM
bracis-33643	311	33	-	-	PUNCT
bracis-33643	311	34	031	031	NUM
bracis-33643	311	35	-	-	PUNCT
bracis-33643	311	36	79035	79035	NUM
bracis-33643	311	37	-	-	PUNCT
bracis-33643	311	38	5	5	NUM
bracis-33643	311	39	ebook	ebook	NOUN
bracis-33643	311	40	packages	package	NOUN
bracis-33643	311	41	:	:	PUNCT
bracis-33643	311	42	computer	computer	NOUN
bracis-33643	311	43	sciencecomputer	sciencecomputer	NOUN
bracis-33643	311	44	science	science	NOUN
bracis-33643	311	45	(	(	PUNCT
bracis-33643	311	46	r0	r0	NOUN
bracis-33643	311	47	)	)	PUNCT
bracis-33643	311	48	share	share	VERB
bracis-33643	311	49	this	this	DET
bracis-33643	311	50	paper	paper	NOUN
bracis-33643	311	51	anyone	anyone	PRON
bracis-33643	311	52	you	you	PRON
bracis-33643	311	53	share	share	VERB
bracis-33643	311	54	the	the	DET
bracis-33643	311	55	following	follow	VERB
bracis-33643	311	56	link	link	NOUN
bracis-33643	311	57	with	with	ADP
bracis-33643	311	58	will	will	AUX
bracis-33643	311	59	be	be	AUX
bracis-33643	311	60	able	able	ADJ
bracis-33643	311	61	to	to	PART
bracis-33643	311	62	read	read	VERB
bracis-33643	311	63	this	this	DET
bracis-33643	311	64	content	content	NOUN
bracis-33643	311	65	:	:	PUNCT
bracis-33643	311	66	get	get	VERB
bracis-33643	311	67	shareable	shareable	ADJ
bracis-33643	311	68	linksorry	linksorry	NOUN
bracis-33643	311	69	,	,	PUNCT
bracis-33643	311	70	a	a	DET
bracis-33643	311	71	shareable	shareable	ADJ
bracis-33643	311	72	link	link	NOUN
bracis-33643	311	73	is	be	AUX
bracis-33643	311	74	not	not	PART
bracis-33643	311	75	currently	currently	ADV
bracis-33643	311	76	available	available	ADJ
bracis-33643	311	77	for	for	ADP
bracis-33643	311	78	this	this	DET
bracis-33643	311	79	article	article	NOUN
bracis-33643	311	80	.	.	PUNCT
bracis-33643	312	1	copy	copy	VERB
bracis-33643	312	2	shareable	shareable	ADJ
bracis-33643	312	3	link	link	NOUN
bracis-33643	312	4	to	to	PART
bracis-33643	312	5	clipboard	clipboard	NOUN
bracis-33643	312	6	provided	provide	VERB
bracis-33643	312	7	by	by	ADP
bracis-33643	312	8	the	the	DET
bracis-33643	312	9	springer	springer	NOUN
bracis-33643	312	10	nature	nature	PROPN
bracis-33643	312	11	sharedit	sharedit	PROPN
bracis-33643	312	12	content	content	NOUN
bracis-33643	312	13	-	-	PUNCT
bracis-33643	312	14	sharing	share	VERB
bracis-33643	312	15	initiative	initiative	NOUN
bracis-33643	312	16	keywords	keyword	NOUN
bracis-33643	312	17	openie	openie	PROPN
bracis-33643	312	18	language	language	PROPN
bracis-33643	312	19	model	model	NOUN
bracis-33643	312	20	information	information	NOUN
bracis-33643	312	21	extraction	extraction	NOUN
bracis-33643	312	22	publish	publish	VERB
bracis-33643	312	23	with	with	ADP
bracis-33643	312	24	us	us	PROPN
bracis-33643	312	25	policies	policy	NOUN
bracis-33643	312	26	and	and	CCONJ
bracis-33643	312	27	ethics	ethic	NOUN
bracis-33643	312	28	profiles	profile	NOUN
bracis-33643	312	29	daniela	daniela	VERB
bracis-33643	312	30	barreiro	barreiro	PROPN
bracis-33643	312	31	claro	claro	VERB
bracis-33643	312	32	view	view	NOUN
bracis-33643	312	33	author	author	NOUN
bracis-33643	312	34	profile	profile	NOUN
bracis-33643	312	35	search	search	NOUN
bracis-33643	312	36	search	search	NOUN
bracis-33643	312	37	by	by	ADP
bracis-33643	312	38	keyword	keyword	NOUN
bracis-33643	312	39	or	or	CCONJ
bracis-33643	312	40	author	author	NOUN
bracis-33643	312	41	search	search	NOUN
bracis-33643	312	42	navigation	navigation	NOUN
bracis-33643	312	43	find	find	VERB
bracis-33643	312	44	a	a	DET
bracis-33643	312	45	journal	journal	NOUN
bracis-33643	312	46	publish	publish	VERB
bracis-33643	312	47	with	with	ADP
bracis-33643	312	48	us	we	PRON
bracis-33643	312	49	track	track	VERB
bracis-33643	312	50	your	your	PRON
bracis-33643	312	51	research	research	NOUN
bracis-33643	312	52	discover	discover	VERB
bracis-33643	312	53	content	content	NOUN
bracis-33643	312	54	journals	journal	NOUN
bracis-33643	312	55	a	a	DET
bracis-33643	312	56	-	-	PUNCT
bracis-33643	312	57	z	z	NOUN
bracis-33643	312	58	books	book	NOUN
bracis-33643	312	59	a	a	DET
bracis-33643	312	60	-	-	PUNCT
bracis-33643	312	61	z	z	NOUN
bracis-33643	312	62	publish	publish	NOUN
bracis-33643	312	63	with	with	ADP
bracis-33643	312	64	us	us	PROPN
bracis-33643	312	65	journal	journal	PROPN
bracis-33643	312	66	finder	finder	PROPN
bracis-33643	312	67	publish	publish	VERB
bracis-33643	312	68	your	your	PRON
bracis-33643	312	69	research	research	NOUN
bracis-33643	312	70	language	language	NOUN
bracis-33643	312	71	editing	edit	VERB
bracis-33643	312	72	open	open	ADJ
bracis-33643	312	73	access	access	NOUN
bracis-33643	312	74	publishing	publishing	NOUN
bracis-33643	312	75	products	product	NOUN
bracis-33643	312	76	and	and	CCONJ
bracis-33643	312	77	services	service	NOUN
bracis-33643	312	78	our	our	PRON
bracis-33643	312	79	products	product	NOUN
bracis-33643	312	80	librarians	librarian	VERB
bracis-33643	312	81	societies	society	NOUN
bracis-33643	312	82	partners	partner	NOUN
bracis-33643	312	83	and	and	CCONJ
bracis-33643	312	84	advertisers	advertiser	NOUN
bracis-33643	312	85	our	our	PRON
bracis-33643	312	86	brands	brand	NOUN
bracis-33643	312	87	springer	springer	NOUN
bracis-33643	312	88	nature	nature	PROPN
bracis-33643	312	89	portfolio	portfolio	PROPN
bracis-33643	312	90	bmc	bmc	PROPN
bracis-33643	312	91	palgrave	palgrave	PROPN
bracis-33643	312	92	macmillan	macmillan	PROPN
bracis-33643	312	93	apress	apress	PROPN
bracis-33643	312	94	discover	discover	VERB
bracis-33643	312	95	your	your	PRON
bracis-33643	312	96	privacy	privacy	NOUN
bracis-33643	312	97	choices	choice	NOUN
bracis-33643	312	98	/	/	SYM
bracis-33643	312	99	manage	manage	NOUN
bracis-33643	312	100	cookies	cookie	NOUN
bracis-33643	312	101	your	your	PRON
bracis-33643	312	102	us	us	PROPN
bracis-33643	313	1	state	state	NOUN
bracis-33643	313	2	privacy	privacy	NOUN
bracis-33643	313	3	rights	right	NOUN
bracis-33643	313	4	accessibility	accessibility	NOUN
bracis-33643	313	5	statement	statement	NOUN
bracis-33643	313	6	terms	term	NOUN
bracis-33643	313	7	and	and	CCONJ
bracis-33643	313	8	conditions	condition	NOUN
bracis-33643	313	9	privacy	privacy	NOUN
bracis-33643	313	10	policy	policy	NOUN
bracis-33643	313	11	help	help	NOUN
bracis-33643	313	12	and	and	CCONJ
bracis-33643	313	13	support	support	VERB
bracis-33643	313	14	legal	legal	ADJ
bracis-33643	313	15	notice	notice	NOUN
bracis-33643	313	16	cancel	cancel	VERB
bracis-33643	313	17	contracts	contract	NOUN
bracis-33643	313	18	here	here	ADV
bracis-33643	313	19	129.74.145.123	129.74.145.123	NUM
bracis-33643	313	20	hesburgh	hesburgh	PROPN
bracis-33643	313	21	library	library	PROPN
bracis-33643	313	22	er	er	INTJ
bracis-33643	313	23	unit	unit	NOUN
bracis-33643	313	24	(	(	PUNCT
bracis-33643	313	25	3005732405	3005732405	NUM
bracis-33643	313	26	)	)	PUNCT
bracis-33643	313	27	northeast	northeast	ADJ
bracis-33643	313	28	research	research	NOUN
bracis-33643	313	29	libraries	library	NOUN
bracis-33643	313	30	(	(	PUNCT
bracis-33643	313	31	nerl	nerl	PROPN
bracis-33643	313	32	)	)	PUNCT
bracis-33643	313	33	(	(	PUNCT
bracis-33643	313	34	8200828607	8200828607	NUM
bracis-33643	313	35	)	)	PUNCT
bracis-33643	313	36	nerl	nerl	VERB
bracis-33643	313	37	ta	ta	X
bracis-33643	313	38	account	account	NOUN
bracis-33643	313	39	(	(	PUNCT
bracis-33643	313	40	3006206169	3006206169	NUM
bracis-33643	313	41	)	)	PUNCT
bracis-33643	313	42	university	university	NOUN
bracis-33643	313	43	of	of	ADP
bracis-33643	313	44	notre	notre	PROPN
bracis-33643	313	45	dame	dame	PROPN
bracis-33643	313	46	hesburgh	hesburgh	PROPN
bracis-33643	313	47	library	library	NOUN
bracis-33643	313	48	(	(	PUNCT
bracis-33643	313	49	3000184373	3000184373	NUM
bracis-33643	313	50	)	)	PUNCT
bracis-33643	314	1	©	©	ADP
bracis-33643	314	2	2025	2025	NUM
bracis-33643	314	3	springer	springer	NOUN
bracis-33643	314	4	nature	nature	NOUN