id	sid	tid	token	lemma	pos
bracis-33658	1	1	gender	gender	NOUN
bracis-33658	1	2	-	-	PUNCT
bracis-33658	1	3	neutral	neutral	ADJ
bracis-33658	1	4	english	english	PROPN
bracis-33658	1	5	to	to	ADP
bracis-33658	1	6	portuguese	portuguese	ADJ
bracis-33658	1	7	machine	machine	NOUN
bracis-33658	1	8	translator	translator	NOUN
bracis-33658	1	9	:	:	PUNCT
bracis-33658	2	1	promoting	promote	VERB
bracis-33658	2	2	inclusive	inclusive	ADJ
bracis-33658	2	3	language	language	NOUN
bracis-33658	2	4	|	|	NOUN
bracis-33658	2	5	springer	springer	NOUN
bracis-33658	2	6	nature	nature	PROPN
bracis-33658	2	7	link	link	PROPN
bracis-33658	2	8	(	(	PUNCT
bracis-33658	2	9	formerly	formerly	ADV
bracis-33658	2	10	springerlink	springerlink	NOUN
bracis-33658	2	11	)	)	PUNCT
bracis-33658	2	12	skip	skip	VERB
bracis-33658	2	13	to	to	ADP
bracis-33658	2	14	main	main	ADJ
bracis-33658	2	15	content	content	NOUN
bracis-33658	2	16	advertisement	advertisement	NOUN
bracis-33658	2	17	log	log	NOUN
bracis-33658	2	18	in	in	ADP
bracis-33658	2	19	menu	menu	NOUN
bracis-33658	2	20	find	find	VERB
bracis-33658	2	21	a	a	DET
bracis-33658	2	22	journal	journal	NOUN
bracis-33658	2	23	publish	publish	VERB
bracis-33658	2	24	with	with	ADP
bracis-33658	2	25	us	we	PRON
bracis-33658	2	26	track	track	VERB
bracis-33658	2	27	your	your	PRON
bracis-33658	2	28	research	research	NOUN
bracis-33658	2	29	search	search	NOUN
bracis-33658	2	30	cart	cart	NOUN
bracis-33658	2	31	home	home	NOUN
bracis-33658	2	32	intelligent	intelligent	ADJ
bracis-33658	2	33	systems	system	NOUN
bracis-33658	2	34	conference	conference	NOUN
bracis-33658	2	35	paper	paper	NOUN
bracis-33658	2	36	gender	gender	NOUN
bracis-33658	2	37	-	-	PUNCT
bracis-33658	2	38	neutral	neutral	ADJ
bracis-33658	2	39	english	english	PROPN
bracis-33658	2	40	to	to	ADP
bracis-33658	2	41	portuguese	portuguese	ADJ
bracis-33658	2	42	machine	machine	NOUN
bracis-33658	2	43	translator	translator	NOUN
bracis-33658	2	44	:	:	PUNCT
bracis-33658	2	45	promoting	promote	VERB
bracis-33658	2	46	inclusive	inclusive	ADJ
bracis-33658	2	47	language	language	NOUN
bracis-33658	2	48	conference	conference	NOUN
bracis-33658	2	49	paper	paper	NOUN
bracis-33658	2	50	first	first	ADV
bracis-33658	2	51	online	online	ADV
bracis-33658	2	52	:	:	PUNCT
bracis-33658	2	53	31	31	NUM
bracis-33658	2	54	january	january	NOUN
bracis-33658	2	55	2025	2025	NUM
bracis-33658	2	56	pp	pp	CCONJ
bracis-33658	2	57	180–195	180–195	NUM
bracis-33658	2	58	cite	cite	VERB
bracis-33658	2	59	this	this	DET
bracis-33658	2	60	conference	conference	NOUN
bracis-33658	2	61	paper	paper	NOUN
bracis-33658	2	62	access	access	NOUN
bracis-33658	2	63	provided	provide	VERB
bracis-33658	2	64	by	by	ADP
bracis-33658	2	65	university	university	PROPN
bracis-33658	2	66	of	of	ADP
bracis-33658	2	67	notre	notre	PROPN
bracis-33658	2	68	dame	dame	PROPN
bracis-33658	2	69	hesburgh	hesburgh	PROPN
bracis-33658	2	70	library	library	PROPN
bracis-33658	2	71	download	download	PROPN
bracis-33658	2	72	book	book	NOUN
bracis-33658	2	73	pdf	pdf	PROPN
bracis-33658	2	74	download	download	NOUN
bracis-33658	2	75	book	book	NOUN
bracis-33658	2	76	epub	epub	PROPN
bracis-33658	2	77	intelligent	intelligent	ADJ
bracis-33658	2	78	systems	system	NOUN
bracis-33658	2	79	(	(	PUNCT
bracis-33658	2	80	bracis	bracis	NOUN
bracis-33658	2	81	2024	2024	NUM
bracis-33658	2	82	)	)	PUNCT
bracis-33658	2	83	gender	gender	NOUN
bracis-33658	2	84	-	-	PUNCT
bracis-33658	2	85	neutral	neutral	ADJ
bracis-33658	2	86	english	english	PROPN
bracis-33658	2	87	to	to	ADP
bracis-33658	2	88	portuguese	portuguese	ADJ
bracis-33658	2	89	machine	machine	NOUN
bracis-33658	2	90	translator	translator	NOUN
bracis-33658	2	91	:	:	PUNCT
bracis-33658	2	92	promoting	promote	VERB
bracis-33658	2	93	inclusive	inclusive	ADJ
bracis-33658	2	94	language	language	NOUN
bracis-33658	2	95	download	download	NOUN
bracis-33658	2	96	book	book	NOUN
bracis-33658	2	97	pdf	pdf	PROPN
bracis-33658	2	98	download	download	NOUN
bracis-33658	2	99	book	book	PROPN
bracis-33658	2	100	epub	epub	PROPN
bracis-33658	2	101	ricardo	ricardo	PROPN
bracis-33658	2	102	trainotti	trainotti	PROPN
bracis-33658	2	103	rabonato9	rabonato9	ADV
bracis-33658	2	104	,	,	PUNCT
bracis-33658	2	105	evangelos	evangelos	PROPN
bracis-33658	2	106	milios10	milios10	PROPN
bracis-33658	2	107	&	&	CCONJ
bracis-33658	2	108	lilian	lilian	PROPN
bracis-33658	2	109	berton9	berton9	PROPN
bracis-33658	2	110	  	  	SPACE
bracis-33658	2	111	part	part	NOUN
bracis-33658	2	112	of	of	ADP
bracis-33658	2	113	the	the	DET
bracis-33658	2	114	book	book	NOUN
bracis-33658	2	115	series	series	NOUN
bracis-33658	2	116	:	:	PUNCT
bracis-33658	2	117	lecture	lecture	NOUN
bracis-33658	2	118	notes	note	NOUN
bracis-33658	2	119	in	in	ADP
bracis-33658	2	120	computer	computer	NOUN
bracis-33658	2	121	science	science	NOUN
bracis-33658	2	122	(	(	PUNCT
bracis-33658	2	123	(	(	PUNCT
bracis-33658	2	124	lnai	lnai	ADJ
bracis-33658	2	125	,	,	PUNCT
bracis-33658	2	126	volume	volume	NOUN
bracis-33658	2	127	15415	15415	NUM
bracis-33658	2	128	)	)	PUNCT
bracis-33658	2	129	)	)	PUNCT
bracis-33658	2	130	included	include	VERB
bracis-33658	2	131	in	in	ADP
bracis-33658	2	132	the	the	DET
bracis-33658	2	133	following	follow	VERB
bracis-33658	2	134	conference	conference	NOUN
bracis-33658	2	135	series	series	NOUN
bracis-33658	2	136	:	:	PUNCT
bracis-33658	2	137	brazilian	brazilian	ADJ
bracis-33658	2	138	conference	conference	NOUN
bracis-33658	2	139	on	on	ADP
bracis-33658	2	140	intelligent	intelligent	ADJ
bracis-33658	2	141	systems	system	NOUN
bracis-33658	2	142	227	227	NUM
bracis-33658	2	143	accesses	access	NOUN
bracis-33658	2	144	1	1	NUM
bracis-33658	2	145	citation	citation	NOUN
bracis-33658	2	146	abstract	abstract	ADJ
bracis-33658	2	147	machine	machine	NOUN
bracis-33658	2	148	translation	translation	NOUN
bracis-33658	2	149	(	(	PUNCT
bracis-33658	2	150	mt	mt	PROPN
bracis-33658	2	151	)	)	PUNCT
bracis-33658	2	152	plays	play	VERB
bracis-33658	2	153	a	a	DET
bracis-33658	2	154	crucial	crucial	ADJ
bracis-33658	2	155	role	role	NOUN
bracis-33658	2	156	in	in	ADP
bracis-33658	2	157	globalization	globalization	NOUN
bracis-33658	2	158	,	,	PUNCT
bracis-33658	2	159	making	make	VERB
bracis-33658	2	160	access	access	NOUN
bracis-33658	2	161	to	to	ADP
bracis-33658	2	162	information	information	NOUN
bracis-33658	2	163	more	more	ADV
bracis-33658	2	164	inclusive	inclusive	ADJ
bracis-33658	2	165	,	,	PUNCT
bracis-33658	2	166	although	although	SCONJ
bracis-33658	2	167	challenges	challenge	NOUN
bracis-33658	2	168	persist	persist	VERB
bracis-33658	2	169	for	for	ADP
bracis-33658	2	170	less	less	ADV
bracis-33658	2	171	popular	popular	ADJ
bracis-33658	2	172	languages	language	NOUN
bracis-33658	2	173	,	,	PUNCT
bracis-33658	2	174	like	like	ADP
bracis-33658	2	175	portuguese	portuguese	NOUN
bracis-33658	2	176	.	.	PUNCT
bracis-33658	3	1	one	one	NUM
bracis-33658	3	2	of	of	ADP
bracis-33658	3	3	the	the	DET
bracis-33658	3	4	most	most	ADV
bracis-33658	3	5	complex	complex	ADJ
bracis-33658	3	6	challenges	challenge	NOUN
bracis-33658	3	7	in	in	ADP
bracis-33658	3	8	the	the	DET
bracis-33658	3	9	automatic	automatic	ADJ
bracis-33658	3	10	translation	translation	NOUN
bracis-33658	3	11	into	into	ADP
bracis-33658	3	12	languages	language	NOUN
bracis-33658	3	13	such	such	ADJ
bracis-33658	3	14	as	as	ADP
bracis-33658	3	15	portuguese	portuguese	ADJ
bracis-33658	3	16	is	be	AUX
bracis-33658	3	17	the	the	DET
bracis-33658	3	18	precise	precise	ADJ
bracis-33658	3	19	preservation	preservation	NOUN
bracis-33658	3	20	of	of	ADP
bracis-33658	3	21	masculine	masculine	ADJ
bracis-33658	3	22	and	and	CCONJ
bracis-33658	3	23	feminine	feminine	ADJ
bracis-33658	3	24	grammatical	grammatical	ADJ
bracis-33658	3	25	gender	gender	NOUN
bracis-33658	3	26	.	.	PUNCT
bracis-33658	4	1	there	there	PRON
bracis-33658	4	2	are	be	VERB
bracis-33658	4	3	still	still	ADV
bracis-33658	4	4	situations	situation	NOUN
bracis-33658	4	5	where	where	SCONJ
bracis-33658	4	6	translation	translation	NOUN
bracis-33658	4	7	does	do	AUX
bracis-33658	4	8	not	not	PART
bracis-33658	4	9	adequately	adequately	ADV
bracis-33658	4	10	reflect	reflect	VERB
bracis-33658	4	11	gender	gender	NOUN
bracis-33658	4	12	equality	equality	NOUN
bracis-33658	4	13	,	,	PUNCT
bracis-33658	4	14	often	often	ADV
bracis-33658	4	15	reinforcing	reinforce	VERB
bracis-33658	4	16	societal	societal	ADJ
bracis-33658	4	17	stereotypes	stereotype	NOUN
bracis-33658	4	18	.	.	PUNCT
bracis-33658	5	1	we	we	PRON
bracis-33658	5	2	aim	aim	VERB
bracis-33658	5	3	to	to	PART
bracis-33658	5	4	explore	explore	VERB
bracis-33658	5	5	approaches	approach	NOUN
bracis-33658	5	6	to	to	PART
bracis-33658	5	7	ensure	ensure	VERB
bracis-33658	5	8	fairness	fairness	NOUN
bracis-33658	5	9	in	in	ADP
bracis-33658	5	10	english	english	PROPN
bracis-33658	5	11	to	to	ADP
bracis-33658	5	12	portuguese	portuguese	PROPN
bracis-33658	5	13	mt	mt	PROPN
bracis-33658	5	14	through	through	ADP
bracis-33658	5	15	post	post	ADJ
bracis-33658	5	16	-	-	ADJ
bracis-33658	5	17	processing	processing	ADJ
bracis-33658	5	18	techniques	technique	NOUN
bracis-33658	5	19	,	,	PUNCT
bracis-33658	5	20	which	which	PRON
bracis-33658	5	21	aim	aim	VERB
bracis-33658	5	22	to	to	PART
bracis-33658	5	23	apply	apply	VERB
bracis-33658	5	24	some	some	DET
bracis-33658	5	25	transformation	transformation	NOUN
bracis-33658	5	26	to	to	ADP
bracis-33658	5	27	the	the	DET
bracis-33658	5	28	model	model	NOUN
bracis-33658	5	29	’s	’s	PART
bracis-33658	5	30	output	output	NOUN
bracis-33658	5	31	.	.	PUNCT
bracis-33658	6	1	to	to	ADP
bracis-33658	6	2	this	this	DET
bracis-33658	6	3	end	end	NOUN
bracis-33658	6	4	,	,	PUNCT
bracis-33658	6	5	we	we	PRON
bracis-33658	6	6	used	use	VERB
bracis-33658	6	7	the	the	DET
bracis-33658	6	8	marianmt	marianmt	NOUN
bracis-33658	6	9	model	model	NOUN
bracis-33658	6	10	as	as	ADP
bracis-33658	6	11	our	our	PRON
bracis-33658	6	12	foundation	foundation	NOUN
bracis-33658	6	13	,	,	PUNCT
bracis-33658	6	14	then	then	ADV
bracis-33658	6	15	we	we	PRON
bracis-33658	6	16	fine	fine	ADV
bracis-33658	6	17	-	-	PUNCT
bracis-33658	6	18	tuned	tune	VERB
bracis-33658	6	19	it	it	PRON
bracis-33658	6	20	using	use	VERB
bracis-33658	6	21	a	a	DET
bracis-33658	6	22	dataset	dataset	NOUN
bracis-33658	6	23	of	of	ADP
bracis-33658	6	24	english	english	ADJ
bracis-33658	6	25	-	-	PUNCT
bracis-33658	6	26	portuguese	portuguese	ADJ
bracis-33658	6	27	sentences	sentence	NOUN
bracis-33658	6	28	that	that	PRON
bracis-33658	6	29	was	be	AUX
bracis-33658	6	30	generated	generate	VERB
bracis-33658	6	31	and	and	CCONJ
bracis-33658	6	32	carefully	carefully	ADV
bracis-33658	6	33	crafted	craft	VERB
bracis-33658	6	34	to	to	PART
bracis-33658	6	35	mitigate	mitigate	VERB
bracis-33658	6	36	gender	gender	NOUN
bracis-33658	6	37	bias	bias	NOUN
bracis-33658	6	38	within	within	ADP
bracis-33658	6	39	the	the	DET
bracis-33658	6	40	sentences	sentence	NOUN
bracis-33658	6	41	.	.	PUNCT
bracis-33658	7	1	the	the	DET
bracis-33658	7	2	results	result	NOUN
bracis-33658	7	3	on	on	ADP
bracis-33658	7	4	gender	gender	NOUN
bracis-33658	7	5	disparities	disparity	NOUN
bracis-33658	7	6	metrics	metric	NOUN
bracis-33658	7	7	,	,	PUNCT
bracis-33658	7	8	based	base	VERB
bracis-33658	7	9	on	on	ADP
bracis-33658	7	10	the	the	DET
bracis-33658	7	11	winomt	winomt	NOUN
bracis-33658	7	12	test	test	NOUN
bracis-33658	7	13	set	set	VERB
bracis-33658	7	14	for	for	ADP
bracis-33658	7	15	mt	mt	PROPN
bracis-33658	7	16	such	such	ADJ
bracis-33658	7	17	as	as	ADP
bracis-33658	7	18	\(\vardelta	\(\vardelta	X
bracis-33658	7	19	g\	g\	NOUN
bracis-33658	7	20	)	)	PUNCT
bracis-33658	7	21	,	,	PUNCT
bracis-33658	7	22	\(\vardelta	\(\vardelta	X
bracis-33658	7	23	s\	s\	NOUN
bracis-33658	7	24	)	)	PUNCT
bracis-33658	7	25	,	,	PUNCT
bracis-33658	7	26	and	and	CCONJ
bracis-33658	7	27	the	the	DET
bracis-33658	7	28	overall	overall	ADJ
bracis-33658	7	29	accuracy	accuracy	NOUN
bracis-33658	7	30	(	(	PUNCT
bracis-33658	7	31	preserving	preserve	VERB
bracis-33658	7	32	the	the	DET
bracis-33658	7	33	gender	gender	NOUN
bracis-33658	7	34	of	of	ADP
bracis-33658	7	35	the	the	DET
bracis-33658	7	36	entity	entity	NOUN
bracis-33658	7	37	from	from	ADP
bracis-33658	7	38	the	the	DET
bracis-33658	7	39	original	original	NOUN
bracis-33658	7	40	)	)	PUNCT
bracis-33658	7	41	significantly	significantly	ADV
bracis-33658	7	42	improved	improve	VERB
bracis-33658	7	43	with	with	ADP
bracis-33658	7	44	some	some	DET
bracis-33658	7	45	drop	drop	NOUN
bracis-33658	7	46	in	in	ADP
bracis-33658	7	47	bleu	bleu	NOUN
bracis-33658	7	48	(	(	PUNCT
bracis-33658	7	49	bilingual	bilingual	ADJ
bracis-33658	7	50	evaluation	evaluation	NOUN
bracis-33658	7	51	understudy	understudy	NOUN
bracis-33658	7	52	)	)	PUNCT
bracis-33658	7	53	score	score	NOUN
bracis-33658	7	54	.	.	PUNCT
bracis-33658	8	1	our	our	PRON
bracis-33658	8	2	study	study	NOUN
bracis-33658	8	3	focuses	focus	VERB
bracis-33658	8	4	on	on	ADP
bracis-33658	8	5	addressing	address	VERB
bracis-33658	8	6	gender	gender	NOUN
bracis-33658	8	7	bias	bias	NOUN
bracis-33658	8	8	in	in	ADP
bracis-33658	8	9	the	the	DET
bracis-33658	8	10	portuguese	portuguese	ADJ
bracis-33658	8	11	language	language	NOUN
bracis-33658	8	12	.	.	PUNCT
bracis-33658	9	1	however	however	ADV
bracis-33658	9	2	,	,	PUNCT
bracis-33658	9	3	it	it	PRON
bracis-33658	9	4	can	can	AUX
bracis-33658	9	5	also	also	ADV
bracis-33658	9	6	be	be	AUX
bracis-33658	9	7	adapted	adapt	VERB
bracis-33658	9	8	to	to	ADP
bracis-33658	9	9	other	other	ADJ
bracis-33658	9	10	languages	language	NOUN
bracis-33658	9	11	,	,	PUNCT
bracis-33658	9	12	since	since	SCONJ
bracis-33658	9	13	it	it	PRON
bracis-33658	9	14	is	be	AUX
bracis-33658	9	15	crucial	crucial	ADJ
bracis-33658	9	16	to	to	PART
bracis-33658	9	17	ensure	ensure	VERB
bracis-33658	9	18	truly	truly	ADV
bracis-33658	9	19	fair	fair	ADJ
bracis-33658	9	20	and	and	CCONJ
bracis-33658	9	21	inclusive	inclusive	ADJ
bracis-33658	9	22	global	global	ADJ
bracis-33658	9	23	communication	communication	NOUN
bracis-33658	9	24	.	.	PUNCT
bracis-33658	10	1	access	access	NOUN
bracis-33658	10	2	provided	provide	VERB
bracis-33658	10	3	by	by	ADP
bracis-33658	10	4	university	university	PROPN
bracis-33658	10	5	of	of	ADP
bracis-33658	10	6	notre	notre	PROPN
bracis-33658	10	7	dame	dame	PROPN
bracis-33658	10	8	hesburgh	hesburgh	PROPN
bracis-33658	10	9	library	library	PROPN
bracis-33658	10	10	.	.	PUNCT
bracis-33658	11	1	download	download	PROPN
bracis-33658	11	2	conference	conference	NOUN
bracis-33658	11	3	paper	paper	NOUN
bracis-33658	11	4	pdf	pdf	NOUN
bracis-33658	11	5	similar	similar	ADJ
bracis-33658	11	6	content	content	NOUN
bracis-33658	11	7	being	be	AUX
bracis-33658	11	8	viewed	view	VERB
bracis-33658	11	9	by	by	ADP
bracis-33658	11	10	others	other	NOUN
bracis-33658	11	11	mitigating	mitigate	VERB
bracis-33658	11	12	gender	gender	NOUN
bracis-33658	11	13	bias	bias	NOUN
bracis-33658	11	14	in	in	ADP
bracis-33658	11	15	 	 	SPACE
bracis-33658	11	16	hindi	hindi	PROPN
bracis-33658	11	17	to	to	ADP
bracis-33658	11	18	 	 	SPACE
bracis-33658	11	19	english	english	ADJ
bracis-33658	11	20	neural	neural	ADJ
bracis-33658	11	21	machine	machine	NOUN
bracis-33658	11	22	translation	translation	NOUN
bracis-33658	11	23	chapter	chapter	NOUN
bracis-33658	11	24	©	©	PROPN
bracis-33658	11	25	2025	2025	NUM
bracis-33658	11	26	biased	bias	VERB
bracis-33658	11	27	language	language	NOUN
bracis-33658	11	28	detection	detection	NOUN
bracis-33658	11	29	in	in	ADP
bracis-33658	11	30	court	court	NOUN
bracis-33658	11	31	decisions	decision	NOUN
bracis-33658	11	32	chapter	chapter	NOUN
bracis-33658	11	33	©	©	PROPN
bracis-33658	11	34	2020	2020	NUM
bracis-33658	11	35	genderly	genderly	ADV
bracis-33658	11	36	:	:	PUNCT
bracis-33658	11	37	a	a	DET
bracis-33658	11	38	data	data	NOUN
bracis-33658	11	39	-	-	PUNCT
bracis-33658	11	40	centric	centric	ADJ
bracis-33658	11	41	gender	gender	NOUN
bracis-33658	11	42	bias	bias	NOUN
bracis-33658	11	43	detection	detection	NOUN
bracis-33658	11	44	system	system	NOUN
bracis-33658	11	45	article	article	NOUN
bracis-33658	11	46	open	open	ADJ
bracis-33658	11	47	access	access	NOUN
bracis-33658	11	48	29	29	NUM
bracis-33658	11	49	may	may	AUX
bracis-33658	11	50	2025	2025	NUM
bracis-33658	11	51	1	1	NUM
bracis-33658	11	52	introduction	introduction	NOUN
bracis-33658	11	53	natural	natural	ADJ
bracis-33658	11	54	language	language	NOUN
bracis-33658	11	55	processing	processing	NOUN
bracis-33658	11	56	(	(	PUNCT
bracis-33658	11	57	nlp	nlp	NOUN
bracis-33658	11	58	)	)	PUNCT
bracis-33658	11	59	plays	play	VERB
bracis-33658	11	60	a	a	DET
bracis-33658	11	61	fundamental	fundamental	ADJ
bracis-33658	11	62	role	role	NOUN
bracis-33658	11	63	in	in	ADP
bracis-33658	11	64	our	our	PRON
bracis-33658	11	65	current	current	ADJ
bracis-33658	11	66	society	society	NOUN
bracis-33658	11	67	,	,	PUNCT
bracis-33658	11	68	being	be	AUX
bracis-33658	11	69	an	an	DET
bracis-33658	11	70	essential	essential	ADJ
bracis-33658	11	71	technology	technology	NOUN
bracis-33658	11	72	in	in	ADP
bracis-33658	11	73	several	several	ADJ
bracis-33658	11	74	areas	area	NOUN
bracis-33658	11	75	.	.	PUNCT
bracis-33658	12	1	it	it	PRON
bracis-33658	12	2	enables	enable	VERB
bracis-33658	12	3	machines	machine	NOUN
bracis-33658	12	4	to	to	PART
bracis-33658	12	5	understand	understand	VERB
bracis-33658	12	6	,	,	PUNCT
bracis-33658	12	7	interpret	interpret	VERB
bracis-33658	12	8	,	,	PUNCT
bracis-33658	12	9	and	and	CCONJ
bracis-33658	12	10	generate	generate	VERB
bracis-33658	12	11	human	human	ADJ
bracis-33658	12	12	text	text	NOUN
bracis-33658	12	13	in	in	ADP
bracis-33658	12	14	a	a	DET
bracis-33658	12	15	similar	similar	ADJ
bracis-33658	12	16	way	way	NOUN
bracis-33658	12	17	to	to	ADP
bracis-33658	12	18	humans	human	NOUN
bracis-33658	12	19	[	[	X
bracis-33658	12	20	21	21	NUM
bracis-33658	12	21	]	]	PUNCT
bracis-33658	12	22	.	.	PUNCT
bracis-33658	13	1	this	this	DET
bracis-33658	13	2	capability	capability	NOUN
bracis-33658	13	3	is	be	AUX
bracis-33658	13	4	critically	critically	ADV
bracis-33658	13	5	important	important	ADJ
bracis-33658	13	6	in	in	ADP
bracis-33658	13	7	an	an	DET
bracis-33658	13	8	era	era	NOUN
bracis-33658	13	9	of	of	ADP
bracis-33658	13	10	massive	massive	ADJ
bracis-33658	13	11	data	datum	NOUN
bracis-33658	13	12	,	,	PUNCT
bracis-33658	13	13	where	where	SCONJ
bracis-33658	13	14	most	most	ADJ
bracis-33658	13	15	information	information	NOUN
bracis-33658	13	16	is	be	AUX
bracis-33658	13	17	unstructured	unstructure	VERB
bracis-33658	13	18	and	and	CCONJ
bracis-33658	13	19	textual	textual	ADJ
bracis-33658	13	20	.	.	PUNCT
bracis-33658	14	1	nlp	nlp	NOUN
bracis-33658	14	2	is	be	AUX
bracis-33658	14	3	essential	essential	ADJ
bracis-33658	14	4	for	for	ADP
bracis-33658	14	5	improving	improve	VERB
bracis-33658	14	6	the	the	DET
bracis-33658	14	7	efficiency	efficiency	NOUN
bracis-33658	14	8	and	and	CCONJ
bracis-33658	14	9	accuracy	accuracy	NOUN
bracis-33658	14	10	of	of	ADP
bracis-33658	14	11	search	search	NOUN
bracis-33658	14	12	engines	engine	NOUN
bracis-33658	14	13	,	,	PUNCT
bracis-33658	14	14	enabling	enable	VERB
bracis-33658	14	15	function	function	NOUN
bracis-33658	14	16	as	as	ADP
bracis-33658	14	17	smarter	smart	ADJ
bracis-33658	14	18	chatbots	chatbot	NOUN
bracis-33658	14	19	and	and	CCONJ
bracis-33658	14	20	virtual	virtual	ADJ
bracis-33658	14	21	assistants	assistant	NOUN
bracis-33658	14	22	[	[	X
bracis-33658	14	23	1	1	NUM
bracis-33658	14	24	,	,	PUNCT
bracis-33658	14	25	23	23	NUM
bracis-33658	14	26	]	]	PUNCT
bracis-33658	14	27	,	,	PUNCT
bracis-33658	14	28	advanced	advanced	ADJ
bracis-33658	14	29	sentiment	sentiment	NOUN
bracis-33658	14	30	analysis	analysis	NOUN
bracis-33658	14	31	on	on	ADP
bracis-33658	14	32	social	social	ADJ
bracis-33658	14	33	media	medium	NOUN
bracis-33658	14	34	[	[	X
bracis-33658	14	35	17	17	NUM
bracis-33658	14	36	,	,	PUNCT
bracis-33658	14	37	26	26	NUM
bracis-33658	14	38	]	]	PUNCT
bracis-33658	14	39	,	,	PUNCT
bracis-33658	14	40	automatic	automatic	ADJ
bracis-33658	14	41	translation	translation	NOUN
bracis-33658	15	1	[	[	X
bracis-33658	15	2	20	20	NUM
bracis-33658	15	3	]	]	PUNCT
bracis-33658	15	4	and	and	CCONJ
bracis-33658	15	5	text	text	NOUN
bracis-33658	15	6	classification	classification	NOUN
bracis-33658	15	7	[	[	X
bracis-33658	15	8	12	12	NUM
bracis-33658	15	9	,	,	PUNCT
bracis-33658	15	10	13	13	NUM
bracis-33658	15	11	,	,	PUNCT
bracis-33658	15	12	18	18	NUM
bracis-33658	15	13	]	]	PUNCT
bracis-33658	15	14	.	.	PUNCT
bracis-33658	16	1	additionally	additionally	ADV
bracis-33658	16	2	,	,	PUNCT
bracis-33658	16	3	it	it	PRON
bracis-33658	16	4	plays	play	VERB
bracis-33658	16	5	a	a	DET
bracis-33658	16	6	crucial	crucial	ADJ
bracis-33658	16	7	role	role	NOUN
bracis-33658	16	8	in	in	ADP
bracis-33658	16	9	accessibility	accessibility	NOUN
bracis-33658	16	10	,	,	PUNCT
bracis-33658	16	11	making	make	VERB
bracis-33658	16	12	technology	technology	NOUN
bracis-33658	16	13	more	more	ADV
bracis-33658	16	14	inclusive	inclusive	ADJ
bracis-33658	16	15	for	for	ADP
bracis-33658	16	16	people	people	NOUN
bracis-33658	16	17	with	with	ADP
bracis-33658	16	18	communication	communication	NOUN
bracis-33658	16	19	disabilities	disability	NOUN
bracis-33658	16	20	.	.	PUNCT
bracis-33658	17	1	in	in	ADP
bracis-33658	17	2	short	short	ADJ
bracis-33658	17	3	,	,	PUNCT
bracis-33658	17	4	nlp	nlp	NOUN
bracis-33658	17	5	is	be	AUX
bracis-33658	17	6	a	a	DET
bracis-33658	17	7	technology	technology	NOUN
bracis-33658	17	8	that	that	PRON
bracis-33658	17	9	drives	drive	VERB
bracis-33658	17	10	innovation	innovation	NOUN
bracis-33658	17	11	in	in	ADP
bracis-33658	17	12	many	many	ADJ
bracis-33658	17	13	sectors	sector	NOUN
bracis-33658	17	14	,	,	PUNCT
bracis-33658	17	15	facilitating	facilitate	VERB
bracis-33658	17	16	interaction	interaction	NOUN
bracis-33658	17	17	between	between	ADP
bracis-33658	17	18	humans	human	NOUN
bracis-33658	17	19	and	and	CCONJ
bracis-33658	17	20	machines	machine	NOUN
bracis-33658	17	21	more	more	ADV
bracis-33658	17	22	naturally	naturally	ADV
bracis-33658	17	23	and	and	CCONJ
bracis-33658	17	24	effectively	effectively	ADV
bracis-33658	17	25	.	.	PUNCT
bracis-33658	18	1	based	base	VERB
bracis-33658	18	2	on	on	ADP
bracis-33658	18	3	advances	advance	NOUN
bracis-33658	18	4	in	in	ADP
bracis-33658	18	5	machine	machine	NOUN
bracis-33658	18	6	learning	learning	NOUN
bracis-33658	18	7	(	(	PUNCT
bracis-33658	18	8	ml	ml	NOUN
bracis-33658	18	9	)	)	PUNCT
bracis-33658	18	10	and	and	CCONJ
bracis-33658	18	11	nlp	nlp	NOUN
bracis-33658	18	12	,	,	PUNCT
bracis-33658	18	13	machine	machine	NOUN
bracis-33658	18	14	translation	translation	NOUN
bracis-33658	18	15	(	(	PUNCT
bracis-33658	18	16	mt	mt	PROPN
bracis-33658	18	17	)	)	PUNCT
bracis-33658	18	18	systems	system	NOUN
bracis-33658	18	19	have	have	AUX
bracis-33658	18	20	constantly	constantly	ADV
bracis-33658	18	21	evolved	evolve	VERB
bracis-33658	18	22	,	,	PUNCT
bracis-33658	18	23	providing	provide	VERB
bracis-33658	18	24	increasingly	increasingly	ADV
bracis-33658	18	25	accurate	accurate	ADJ
bracis-33658	18	26	and	and	CCONJ
bracis-33658	18	27	contextual	contextual	ADJ
bracis-33658	18	28	translations	translation	NOUN
bracis-33658	18	29	[	[	X
bracis-33658	18	30	8	8	NUM
bracis-33658	18	31	,	,	PUNCT
bracis-33658	18	32	20	20	NUM
bracis-33658	18	33	]	]	PUNCT
bracis-33658	18	34	.	.	PUNCT
bracis-33658	19	1	they	they	PRON
bracis-33658	19	2	are	be	AUX
bracis-33658	19	3	widely	widely	ADV
bracis-33658	19	4	used	use	VERB
bracis-33658	19	5	in	in	ADP
bracis-33658	19	6	various	various	ADJ
bracis-33658	19	7	areas	area	NOUN
bracis-33658	19	8	,	,	PUNCT
bracis-33658	19	9	from	from	ADP
bracis-33658	19	10	business	business	NOUN
bracis-33658	19	11	document	document	NOUN
bracis-33658	19	12	translations	translation	NOUN
bracis-33658	19	13	to	to	ADP
bracis-33658	19	14	online	online	ADJ
bracis-33658	19	15	international	international	ADJ
bracis-33658	19	16	communication	communication	NOUN
bracis-33658	19	17	,	,	PUNCT
bracis-33658	19	18	helping	help	VERB
bracis-33658	19	19	to	to	PART
bracis-33658	19	20	overcome	overcome	VERB
bracis-33658	19	21	language	language	NOUN
bracis-33658	19	22	barriers	barrier	NOUN
bracis-33658	19	23	and	and	CCONJ
bracis-33658	19	24	promoting	promote	VERB
bracis-33658	19	25	global	global	ADJ
bracis-33658	19	26	understanding	understanding	NOUN
bracis-33658	19	27	.	.	PUNCT
bracis-33658	20	1	as	as	ADP
bracis-33658	20	2	the	the	DET
bracis-33658	20	3	demand	demand	NOUN
bracis-33658	20	4	for	for	ADP
bracis-33658	20	5	global	global	ADJ
bracis-33658	20	6	communication	communication	NOUN
bracis-33658	20	7	increases	increase	NOUN
bracis-33658	20	8	,	,	PUNCT
bracis-33658	20	9	the	the	DET
bracis-33658	20	10	ability	ability	NOUN
bracis-33658	20	11	to	to	PART
bracis-33658	20	12	translate	translate	VERB
bracis-33658	20	13	efficiently	efficiently	ADV
bracis-33658	20	14	between	between	ADP
bracis-33658	20	15	less	less	ADV
bracis-33658	20	16	widely	widely	ADV
bracis-33658	20	17	used	use	VERB
bracis-33658	20	18	languages	language	NOUN
bracis-33658	20	19	becomes	become	VERB
bracis-33658	20	20	increasingly	increasingly	ADV
bracis-33658	20	21	important	important	ADJ
bracis-33658	20	22	.	.	PUNCT
bracis-33658	21	1	although	although	SCONJ
bracis-33658	21	2	machine	machine	NOUN
bracis-33658	21	3	translation	translation	NOUN
bracis-33658	21	4	technologies	technology	NOUN
bracis-33658	21	5	have	have	AUX
bracis-33658	21	6	made	make	VERB
bracis-33658	21	7	notable	notable	ADJ
bracis-33658	21	8	advances	advance	NOUN
bracis-33658	21	9	in	in	ADP
bracis-33658	21	10	widely	widely	ADV
bracis-33658	21	11	spoken	speak	VERB
bracis-33658	21	12	languages	language	NOUN
bracis-33658	21	13	,	,	PUNCT
bracis-33658	21	14	translating	translate	VERB
bracis-33658	21	15	into	into	ADP
bracis-33658	21	16	less	less	ADV
bracis-33658	21	17	common	common	ADJ
bracis-33658	21	18	languages	language	NOUN
bracis-33658	21	19	involves	involve	VERB
bracis-33658	21	20	several	several	ADJ
bracis-33658	21	21	obstacles	obstacle	NOUN
bracis-33658	21	22	,	,	PUNCT
bracis-33658	21	23	such	such	ADJ
bracis-33658	21	24	as	as	ADP
bracis-33658	21	25	a	a	DET
bracis-33658	21	26	lack	lack	NOUN
bracis-33658	21	27	of	of	ADP
bracis-33658	21	28	sufficient	sufficient	ADJ
bracis-33658	21	29	training	training	NOUN
bracis-33658	21	30	data	datum	NOUN
bracis-33658	21	31	and	and	CCONJ
bracis-33658	21	32	linguistic	linguistic	ADJ
bracis-33658	21	33	diversity	diversity	NOUN
bracis-33658	21	34	.	.	PUNCT
bracis-33658	22	1	in	in	ADP
bracis-33658	22	2	this	this	DET
bracis-33658	22	3	work	work	NOUN
bracis-33658	22	4	,	,	PUNCT
bracis-33658	22	5	we	we	PRON
bracis-33658	22	6	aim	aim	VERB
bracis-33658	22	7	to	to	PART
bracis-33658	22	8	explore	explore	VERB
bracis-33658	22	9	automatic	automatic	ADJ
bracis-33658	22	10	translation	translation	NOUN
bracis-33658	22	11	into	into	ADP
bracis-33658	22	12	portuguese	portuguese	PROPN
bracis-33658	22	13	,	,	PUNCT
bracis-33658	22	14	which	which	PRON
bracis-33658	22	15	is	be	AUX
bracis-33658	22	16	the	the	DET
bracis-33658	22	17	mother	mother	NOUN
bracis-33658	22	18	tongue	tongue	NOUN
bracis-33658	22	19	of	of	ADP
bracis-33658	22	20	more	more	ADJ
bracis-33658	22	21	than	than	ADP
bracis-33658	22	22	230	230	NUM
bracis-33658	22	23	million	million	NUM
bracis-33658	22	24	people	people	NOUN
bracis-33658	22	25	around	around	ADP
bracis-33658	22	26	the	the	DET
bracis-33658	22	27	worldfootnote	worldfootnote	NOUN
bracis-33658	22	28	1	1	X
bracis-33658	22	29	.	.	PUNCT
bracis-33658	23	1	its	its	PRON
bracis-33658	23	2	importance	importance	NOUN
bracis-33658	23	3	goes	go	VERB
bracis-33658	23	4	far	far	ADV
bracis-33658	23	5	beyond	beyond	ADP
bracis-33658	23	6	the	the	DET
bracis-33658	23	7	borders	border	NOUN
bracis-33658	23	8	of	of	ADP
bracis-33658	23	9	portugal	portugal	PROPN
bracis-33658	23	10	and	and	CCONJ
bracis-33658	23	11	brazil	brazil	PROPN
bracis-33658	23	12	and	and	CCONJ
bracis-33658	23	13	is	be	AUX
bracis-33658	23	14	also	also	ADV
bracis-33658	23	15	spoken	speak	VERB
bracis-33658	23	16	in	in	ADP
bracis-33658	23	17	several	several	ADJ
bracis-33658	23	18	other	other	ADJ
bracis-33658	23	19	countries	country	NOUN
bracis-33658	23	20	such	such	ADJ
bracis-33658	23	21	as	as	ADP
bracis-33658	23	22	mozambique	mozambique	PROPN
bracis-33658	23	23	,	,	PUNCT
bracis-33658	23	24	angola	angola	PROPN
bracis-33658	23	25	,	,	PUNCT
bracis-33658	23	26	cape	cape	NOUN
bracis-33658	23	27	verde	verde	NOUN
bracis-33658	23	28	and	and	CCONJ
bracis-33658	23	29	timor	timor	PROPN
bracis-33658	23	30	-	-	PUNCT
bracis-33658	23	31	leste	leste	PROPN
bracis-33658	23	32	.	.	PUNCT
bracis-33658	24	1	furthermore	furthermore	ADV
bracis-33658	24	2	,	,	PUNCT
bracis-33658	24	3	it	it	PRON
bracis-33658	24	4	is	be	AUX
bracis-33658	24	5	one	one	NUM
bracis-33658	24	6	of	of	ADP
bracis-33658	24	7	the	the	DET
bracis-33658	24	8	official	official	ADJ
bracis-33658	24	9	languages	language	NOUN
bracis-33658	24	10	of	of	ADP
bracis-33658	24	11	international	international	ADJ
bracis-33658	24	12	organizations	organization	NOUN
bracis-33658	24	13	,	,	PUNCT
bracis-33658	24	14	such	such	ADJ
bracis-33658	24	15	as	as	ADP
bracis-33658	24	16	the	the	DET
bracis-33658	24	17	community	community	NOUN
bracis-33658	24	18	of	of	ADP
bracis-33658	24	19	portuguese	portuguese	PROPN
bracis-33658	24	20	-	-	PUNCT
bracis-33658	24	21	speaking	speak	VERB
bracis-33658	24	22	countries	country	NOUN
bracis-33658	24	23	(	(	PUNCT
bracis-33658	24	24	cplp)footnote	cplp)footnote	NOUN
bracis-33658	24	25	2	2	NUM
bracis-33658	24	26	and	and	CCONJ
bracis-33658	24	27	the	the	DET
bracis-33658	24	28	european	european	ADJ
bracis-33658	24	29	unionfootnote	unionfootnote	NOUN
bracis-33658	24	30	3	3	NUM
bracis-33658	24	31	,	,	PUNCT
bracis-33658	24	32	which	which	PRON
bracis-33658	24	33	makes	make	VERB
bracis-33658	24	34	it	it	PRON
bracis-33658	24	35	a	a	DET
bracis-33658	24	36	crucial	crucial	ADJ
bracis-33658	24	37	vehicle	vehicle	NOUN
bracis-33658	24	38	for	for	ADP
bracis-33658	24	39	diplomacy	diplomacy	NOUN
bracis-33658	24	40	and	and	CCONJ
bracis-33658	24	41	global	global	ADJ
bracis-33658	24	42	trade	trade	NOUN
bracis-33658	24	43	.	.	PUNCT
bracis-33658	25	1	grammatical	grammatical	ADJ
bracis-33658	25	2	gender	gender	NOUN
bracis-33658	25	3	rules	rule	NOUN
bracis-33658	25	4	present	present	ADJ
bracis-33658	25	5	in	in	ADP
bracis-33658	25	6	some	some	DET
bracis-33658	25	7	languages	language	NOUN
bracis-33658	25	8	are	be	AUX
bracis-33658	25	9	a	a	DET
bracis-33658	25	10	significant	significant	ADJ
bracis-33658	25	11	challenge	challenge	NOUN
bracis-33658	25	12	for	for	ADP
bracis-33658	25	13	machine	machine	NOUN
bracis-33658	25	14	translation	translation	NOUN
bracis-33658	25	15	.	.	PUNCT
bracis-33658	26	1	it	it	PRON
bracis-33658	26	2	is	be	AUX
bracis-33658	26	3	possible	possible	ADJ
bracis-33658	26	4	to	to	PART
bracis-33658	26	5	identify	identify	VERB
bracis-33658	26	6	three	three	NUM
bracis-33658	26	7	language	language	NOUN
bracis-33658	26	8	grouping	group	VERB
bracis-33658	26	9	[	[	X
bracis-33658	26	10	27	27	NUM
bracis-33658	26	11	]	]	PUNCT
bracis-33658	26	12	.	.	PUNCT
bracis-33658	27	1	the	the	DET
bracis-33658	27	2	first	first	ADJ
bracis-33658	27	3	are	be	AUX
bracis-33658	27	4	genderless	genderless	ADJ
bracis-33658	27	5	languages	language	NOUN
bracis-33658	27	6	(	(	PUNCT
bracis-33658	27	7	for	for	ADP
bracis-33658	27	8	example	example	NOUN
bracis-33658	27	9	,	,	PUNCT
bracis-33658	27	10	finnish	finnish	ADJ
bracis-33658	27	11	and	and	CCONJ
bracis-33658	27	12	turkish	turkish	ADJ
bracis-33658	27	13	)	)	PUNCT
bracis-33658	27	14	,	,	PUNCT
bracis-33658	27	15	in	in	ADP
bracis-33658	27	16	which	which	PRON
bracis-33658	27	17	gender	gender	NOUN
bracis-33658	27	18	distinctions	distinction	NOUN
bracis-33658	27	19	are	be	AUX
bracis-33658	27	20	minimal	minimal	ADJ
bracis-33658	27	21	and	and	CCONJ
bracis-33658	27	22	often	often	ADV
bracis-33658	27	23	limited	limit	VERB
bracis-33658	27	24	to	to	ADP
bracis-33658	27	25	essential	essential	ADJ
bracis-33658	27	26	lexical	lexical	ADJ
bracis-33658	27	27	pairings	pairing	NOUN
bracis-33658	27	28	such	such	ADJ
bracis-33658	27	29	as	as	ADP
bracis-33658	27	30	kinship	kinship	NOUN
bracis-33658	27	31	or	or	CCONJ
bracis-33658	27	32	address	address	NOUN
bracis-33658	27	33	terms	term	NOUN
bracis-33658	27	34	.	.	PUNCT
bracis-33658	28	1	notional	notional	ADJ
bracis-33658	28	2	gender	gender	NOUN
bracis-33658	28	3	languages	language	NOUN
bracis-33658	28	4	(	(	PUNCT
bracis-33658	28	5	e.g.	e.g.	ADV
bracis-33658	28	6	,	,	PUNCT
bracis-33658	28	7	danish	danish	ADJ
bracis-33658	28	8	,	,	PUNCT
bracis-33658	28	9	english	english	PROPN
bracis-33658	28	10	)	)	PUNCT
bracis-33658	28	11	include	include	VERB
bracis-33658	28	12	languages	language	NOUN
bracis-33658	28	13	that	that	PRON
bracis-33658	28	14	distinguish	distinguish	VERB
bracis-33658	28	15	between	between	ADP
bracis-33658	28	16	lexical	lexical	ADJ
bracis-33658	28	17	gender	gender	NOUN
bracis-33658	28	18	(	(	PUNCT
bracis-33658	28	19	e.g.	e.g.	ADV
bracis-33658	28	20	,	,	PUNCT
bracis-33658	28	21	mom	mom	NOUN
bracis-33658	28	22	/	/	SYM
bracis-33658	28	23	dad	dad	NOUN
bracis-33658	28	24	)	)	PUNCT
bracis-33658	28	25	and	and	CCONJ
bracis-33658	28	26	pronominal	pronominal	ADJ
bracis-33658	28	27	gender	gender	NOUN
bracis-33658	28	28	(	(	PUNCT
bracis-33658	28	29	e.g.	e.g.	ADV
bracis-33658	28	30	,	,	PUNCT
bracis-33658	28	31	she	she	PRON
bracis-33658	28	32	/	/	SYM
bracis-33658	28	33	he	he	PRON
bracis-33658	28	34	,	,	PUNCT
bracis-33658	28	35	her	she	PRON
bracis-33658	28	36	/	/	SYM
bracis-33658	28	37	him	he	PRON
bracis-33658	28	38	)	)	PUNCT
bracis-33658	28	39	.	.	PUNCT
bracis-33658	29	1	finally	finally	ADV
bracis-33658	29	2	,	,	PUNCT
bracis-33658	29	3	grammatical	grammatical	ADJ
bracis-33658	29	4	gender	gender	NOUN
bracis-33658	29	5	languages	language	NOUN
bracis-33658	29	6	(	(	PUNCT
bracis-33658	29	7	for	for	ADP
bracis-33658	29	8	example	example	NOUN
bracis-33658	29	9	,	,	PUNCT
bracis-33658	29	10	french	french	ADJ
bracis-33658	29	11	,	,	PUNCT
bracis-33658	29	12	greek	greek	NOUN
bracis-33658	29	13	,	,	PUNCT
bracis-33658	29	14	german	german	ADJ
bracis-33658	29	15	and	and	CCONJ
bracis-33658	29	16	spanish	spanish	ADJ
bracis-33658	29	17	)	)	PUNCT
bracis-33658	29	18	have	have	VERB
bracis-33658	29	19	a	a	DET
bracis-33658	29	20	classification	classification	NOUN
bracis-33658	29	21	system	system	NOUN
bracis-33658	29	22	that	that	PRON
bracis-33658	29	23	assigns	assign	VERB
bracis-33658	29	24	masculine	masculine	ADJ
bracis-33658	29	25	,	,	PUNCT
bracis-33658	29	26	feminine	feminine	ADJ
bracis-33658	29	27	,	,	PUNCT
bracis-33658	29	28	and	and	CCONJ
bracis-33658	29	29	sometimes	sometimes	ADV
bracis-33658	29	30	neuter	neuter	VERB
bracis-33658	29	31	gender	gender	NOUN
bracis-33658	29	32	to	to	ADP
bracis-33658	29	33	nouns	noun	NOUN
bracis-33658	29	34	,	,	PUNCT
bracis-33658	29	35	frequently	frequently	ADV
bracis-33658	29	36	with	with	ADP
bracis-33658	29	37	meaning	mean	VERB
bracis-33658	29	38	ties	tie	NOUN
bracis-33658	29	39	to	to	ADP
bracis-33658	29	40	human	human	ADJ
bracis-33658	29	41	referents	referent	NOUN
bracis-33658	29	42	.	.	PUNCT
bracis-33658	30	1	gender	gender	NOUN
bracis-33658	30	2	assignment	assignment	NOUN
bracis-33658	30	3	may	may	AUX
bracis-33658	30	4	be	be	AUX
bracis-33658	30	5	formal	formal	ADJ
bracis-33658	30	6	for	for	ADP
bracis-33658	30	7	inanimate	inanimate	ADJ
bracis-33658	30	8	objects	object	NOUN
bracis-33658	30	9	,	,	PUNCT
bracis-33658	30	10	but	but	CCONJ
bracis-33658	30	11	it	it	PRON
bracis-33658	30	12	is	be	AUX
bracis-33658	30	13	frequently	frequently	ADV
bracis-33658	30	14	dependent	dependent	ADJ
bracis-33658	30	15	on	on	ADP
bracis-33658	30	16	meaning	meaning	NOUN
bracis-33658	30	17	for	for	ADP
bracis-33658	30	18	human	human	ADJ
bracis-33658	30	19	referents	referent	NOUN
bracis-33658	30	20	.	.	PUNCT
bracis-33658	31	1	these	these	DET
bracis-33658	31	2	languages	language	NOUN
bracis-33658	31	3	use	use	VERB
bracis-33658	31	4	a	a	DET
bracis-33658	31	5	morphosyntactic	morphosyntactic	ADJ
bracis-33658	31	6	agreement	agreement	NOUN
bracis-33658	31	7	system	system	NOUN
bracis-33658	31	8	,	,	PUNCT
bracis-33658	31	9	with	with	ADP
bracis-33658	31	10	gender	gender	NOUN
bracis-33658	31	11	inflections	inflection	NOUN
bracis-33658	31	12	extending	extend	VERB
bracis-33658	31	13	to	to	ADP
bracis-33658	31	14	different	different	ADJ
bracis-33658	31	15	components	component	NOUN
bracis-33658	31	16	of	of	ADP
bracis-33658	31	17	speech	speech	NOUN
bracis-33658	31	18	such	such	ADJ
bracis-33658	31	19	as	as	ADP
bracis-33658	31	20	verbs	verb	NOUN
bracis-33658	31	21	,	,	PUNCT
bracis-33658	31	22	determiners	determiner	NOUN
bracis-33658	31	23	,	,	PUNCT
bracis-33658	31	24	and	and	CCONJ
bracis-33658	31	25	adjectives	adjective	NOUN
bracis-33658	31	26	[	[	X
bracis-33658	31	27	27	27	NUM
bracis-33658	31	28	]	]	PUNCT
bracis-33658	31	29	.	.	PUNCT
bracis-33658	32	1	this	this	PRON
bracis-33658	32	2	represents	represent	VERB
bracis-33658	32	3	an	an	DET
bracis-33658	32	4	additional	additional	ADJ
bracis-33658	32	5	challenge	challenge	NOUN
bracis-33658	32	6	for	for	ADP
bracis-33658	32	7	the	the	DET
bracis-33658	32	8	task	task	NOUN
bracis-33658	32	9	of	of	ADP
bracis-33658	32	10	automatic	automatic	ADJ
bracis-33658	32	11	translation	translation	NOUN
bracis-33658	32	12	,	,	PUNCT
bracis-33658	32	13	especially	especially	ADV
bracis-33658	32	14	when	when	SCONJ
bracis-33658	32	15	translating	translate	VERB
bracis-33658	32	16	from	from	ADP
bracis-33658	32	17	languages	language	NOUN
bracis-33658	32	18	lacking	lack	VERB
bracis-33658	32	19	grammatical	grammatical	ADJ
bracis-33658	32	20	gender	gender	NOUN
bracis-33658	32	21	and	and	CCONJ
bracis-33658	32	22	grammatical	grammatical	ADJ
bracis-33658	32	23	gender	gender	NOUN
bracis-33658	32	24	languages	language	NOUN
bracis-33658	32	25	.	.	PUNCT
bracis-33658	33	1	thus	thus	ADV
bracis-33658	33	2	,	,	PUNCT
bracis-33658	33	3	translating	translate	VERB
bracis-33658	33	4	professions	profession	NOUN
bracis-33658	33	5	and	and	CCONJ
bracis-33658	33	6	gender	gender	NOUN
bracis-33658	33	7	-	-	PUNCT
bracis-33658	33	8	related	relate	VERB
bracis-33658	33	9	terms	term	NOUN
bracis-33658	33	10	can	can	AUX
bracis-33658	33	11	be	be	AUX
bracis-33658	33	12	challenging	challenge	VERB
bracis-33658	33	13	in	in	ADP
bracis-33658	33	14	many	many	ADJ
bracis-33658	33	15	languages	language	NOUN
bracis-33658	33	16	,	,	PUNCT
bracis-33658	33	17	including	include	VERB
bracis-33658	33	18	translating	translate	VERB
bracis-33658	33	19	from	from	ADP
bracis-33658	33	20	english	english	PROPN
bracis-33658	33	21	to	to	ADP
bracis-33658	33	22	portuguese	portuguese	PROPN
bracis-33658	33	23	[	[	X
bracis-33658	33	24	10	10	NUM
bracis-33658	33	25	]	]	PUNCT
bracis-33658	33	26	.	.	PUNCT
bracis-33658	34	1	many	many	ADJ
bracis-33658	34	2	gender	gender	NOUN
bracis-33658	34	3	issues	issue	NOUN
bracis-33658	34	4	can	can	AUX
bracis-33658	34	5	arise	arise	VERB
bracis-33658	34	6	in	in	ADP
bracis-33658	34	7	this	this	DET
bracis-33658	34	8	context	context	NOUN
bracis-33658	34	9	:	:	PUNCT
bracis-33658	34	10	generic	generic	ADJ
bracis-33658	34	11	masculine	masculine	NOUN
bracis-33658	34	12	:	:	PUNCT
bracis-33658	34	13	often	often	ADV
bracis-33658	34	14	,	,	PUNCT
bracis-33658	34	15	in	in	ADP
bracis-33658	34	16	english	english	PROPN
bracis-33658	34	17	,	,	PUNCT
bracis-33658	34	18	terms	term	NOUN
bracis-33658	34	19	such	such	ADJ
bracis-33658	34	20	as	as	ADP
bracis-33658	34	21	“	"	PUNCT
bracis-33658	34	22	engineer	engineer	NOUN
bracis-33658	34	23	”	"	PUNCT
bracis-33658	34	24	or	or	CCONJ
bracis-33658	34	25	“	"	PUNCT
bracis-33658	34	26	doctor	doctor	NOUN
bracis-33658	34	27	”	"	PUNCT
bracis-33658	34	28	are	be	AUX
bracis-33658	34	29	used	use	VERB
bracis-33658	34	30	in	in	ADP
bracis-33658	34	31	the	the	DET
bracis-33658	34	32	generic	generic	ADJ
bracis-33658	34	33	masculine	masculine	NOUN
bracis-33658	34	34	,	,	PUNCT
bracis-33658	34	35	without	without	ADP
bracis-33658	34	36	distinguishing	distinguish	VERB
bracis-33658	34	37	gender	gender	NOUN
bracis-33658	34	38	.	.	PUNCT
bracis-33658	35	1	however	however	ADV
bracis-33658	35	2	,	,	PUNCT
bracis-33658	35	3	when	when	SCONJ
bracis-33658	35	4	translating	translate	VERB
bracis-33658	35	5	into	into	ADP
bracis-33658	35	6	portuguese	portuguese	PROPN
bracis-33658	35	7	,	,	PUNCT
bracis-33658	35	8	it	it	PRON
bracis-33658	35	9	is	be	AUX
bracis-33658	35	10	necessary	necessary	ADJ
bracis-33658	35	11	to	to	PART
bracis-33658	35	12	decide	decide	VERB
bracis-33658	35	13	whether	whether	SCONJ
bracis-33658	35	14	the	the	DET
bracis-33658	35	15	term	term	NOUN
bracis-33658	35	16	will	will	AUX
bracis-33658	35	17	be	be	AUX
bracis-33658	35	18	translated	translate	VERB
bracis-33658	35	19	into	into	ADP
bracis-33658	35	20	masculine	masculine	ADJ
bracis-33658	35	21	or	or	CCONJ
bracis-33658	35	22	feminine	feminine	NOUN
bracis-33658	35	23	,	,	PUNCT
bracis-33658	35	24	which	which	PRON
bracis-33658	35	25	can	can	AUX
bracis-33658	35	26	perpetuate	perpetuate	VERB
bracis-33658	35	27	gender	gender	NOUN
bracis-33658	35	28	stereotypes	stereotype	NOUN
bracis-33658	35	29	.	.	PUNCT
bracis-33658	36	1	gender	gender	NOUN
bracis-33658	36	2	ambiguity	ambiguity	NOUN
bracis-33658	36	3	:	:	PUNCT
bracis-33658	36	4	some	some	DET
bracis-33658	36	5	terms	term	NOUN
bracis-33658	36	6	in	in	ADP
bracis-33658	36	7	english	english	PROPN
bracis-33658	36	8	,	,	PUNCT
bracis-33658	36	9	such	such	ADJ
bracis-33658	36	10	as	as	ADP
bracis-33658	36	11	“	"	PUNCT
bracis-33658	36	12	actor	actor	NOUN
bracis-33658	36	13	”	"	PUNCT
bracis-33658	36	14	or	or	CCONJ
bracis-33658	36	15	“	"	PUNCT
bracis-33658	36	16	waitress	waitress	NOUN
bracis-33658	36	17	”	"	PUNCT
bracis-33658	36	18	,	,	PUNCT
bracis-33658	36	19	do	do	AUX
bracis-33658	36	20	not	not	PART
bracis-33658	36	21	make	make	VERB
bracis-33658	36	22	a	a	DET
bracis-33658	36	23	gender	gender	NOUN
bracis-33658	36	24	distinction	distinction	NOUN
bracis-33658	36	25	in	in	ADP
bracis-33658	36	26	the	the	DET
bracis-33658	36	27	original	original	ADJ
bracis-33658	36	28	language	language	NOUN
bracis-33658	36	29	.	.	PUNCT
bracis-33658	37	1	however	however	ADV
bracis-33658	37	2	,	,	PUNCT
bracis-33658	37	3	when	when	SCONJ
bracis-33658	37	4	translating	translate	VERB
bracis-33658	37	5	them	they	PRON
bracis-33658	37	6	into	into	ADP
bracis-33658	37	7	portuguese	portuguese	PROPN
bracis-33658	37	8	,	,	PUNCT
bracis-33658	37	9	it	it	PRON
bracis-33658	37	10	is	be	AUX
bracis-33658	37	11	necessary	necessary	ADJ
bracis-33658	37	12	to	to	PART
bracis-33658	37	13	decide	decide	VERB
bracis-33658	37	14	whether	whether	SCONJ
bracis-33658	37	15	they	they	PRON
bracis-33658	37	16	will	will	AUX
bracis-33658	37	17	be	be	AUX
bracis-33658	37	18	translated	translate	VERB
bracis-33658	37	19	neutrally	neutrally	ADV
bracis-33658	37	20	or	or	CCONJ
bracis-33658	37	21	with	with	ADP
bracis-33658	37	22	a	a	DET
bracis-33658	37	23	corresponding	corresponding	ADJ
bracis-33658	37	24	feminine	feminine	ADJ
bracis-33658	37	25	form	form	NOUN
bracis-33658	37	26	,	,	PUNCT
bracis-33658	37	27	such	such	ADJ
bracis-33658	37	28	as	as	ADP
bracis-33658	37	29	“	"	PUNCT
bracis-33658	37	30	actress	actress	NOUN
bracis-33658	37	31	”	"	PUNCT
bracis-33658	37	32	or	or	CCONJ
bracis-33658	37	33	“	"	PUNCT
bracis-33658	37	34	waiter	waiter	NOUN
bracis-33658	37	35	”	"	PUNCT
bracis-33658	37	36	.	.	PUNCT
bracis-33658	38	1	terms	term	NOUN
bracis-33658	38	2	of	of	ADP
bracis-33658	38	3	address	address	NOUN
bracis-33658	38	4	and	and	CCONJ
bracis-33658	38	5	gender	gender	NOUN
bracis-33658	38	6	:	:	PUNCT
bracis-33658	38	7	in	in	ADP
bracis-33658	38	8	some	some	DET
bracis-33658	38	9	professions	profession	NOUN
bracis-33658	38	10	,	,	PUNCT
bracis-33658	38	11	terms	term	NOUN
bracis-33658	38	12	of	of	ADP
bracis-33658	38	13	address	address	NOUN
bracis-33658	38	14	or	or	CCONJ
bracis-33658	38	15	titles	title	NOUN
bracis-33658	38	16	may	may	AUX
bracis-33658	38	17	vary	vary	VERB
bracis-33658	38	18	based	base	VERB
bracis-33658	38	19	on	on	ADP
bracis-33658	38	20	a	a	DET
bracis-33658	38	21	person	person	NOUN
bracis-33658	38	22	’s	’s	PART
bracis-33658	38	23	gender	gender	NOUN
bracis-33658	38	24	.	.	PUNCT
bracis-33658	39	1	for	for	ADP
bracis-33658	39	2	example	example	NOUN
bracis-33658	39	3	,	,	PUNCT
bracis-33658	39	4	in	in	ADP
bracis-33658	39	5	english	english	PROPN
bracis-33658	39	6	,	,	PUNCT
bracis-33658	39	7	we	we	PRON
bracis-33658	39	8	use	use	VERB
bracis-33658	39	9	“	"	PUNCT
bracis-33658	39	10	mr	mr	PROPN
bracis-33658	39	11	.	.	PROPN
bracis-33658	39	12	”	"	PUNCT
bracis-33658	40	1	and	and	CCONJ
bracis-33658	40	2	“	"	PUNCT
bracis-33658	40	3	mrs	mrs	PROPN
bracis-33658	40	4	.	.	PROPN
bracis-33658	40	5	”	"	PUNCT
bracis-33658	41	1	(	(	PUNCT
bracis-33658	41	2	sir	sir	NOUN
bracis-33658	41	3	and	and	CCONJ
bracis-33658	41	4	madam	madam	NOUN
bracis-33658	41	5	)	)	PUNCT
bracis-33658	41	6	to	to	PART
bracis-33658	41	7	make	make	VERB
bracis-33658	41	8	this	this	DET
bracis-33658	41	9	distinction	distinction	NOUN
bracis-33658	41	10	.	.	PUNCT
bracis-33658	42	1	however	however	ADV
bracis-33658	42	2	,	,	PUNCT
bracis-33658	42	3	in	in	ADP
bracis-33658	42	4	portuguese	portuguese	ADJ
bracis-33658	42	5	,	,	PUNCT
bracis-33658	42	6	this	this	DET
bracis-33658	42	7	distinction	distinction	NOUN
bracis-33658	42	8	is	be	AUX
bracis-33658	42	9	more	more	ADV
bracis-33658	42	10	complex	complex	ADJ
bracis-33658	42	11	,	,	PUNCT
bracis-33658	42	12	with	with	ADP
bracis-33658	42	13	variations	variation	NOUN
bracis-33658	42	14	such	such	ADJ
bracis-33658	42	15	as	as	ADP
bracis-33658	42	16	“	"	PUNCT
bracis-33658	42	17	sr	sr	PROPN
bracis-33658	42	18	.	.	PUNCT
bracis-33658	42	19	”	"	PUNCT
bracis-33658	43	1	and	and	CCONJ
bracis-33658	43	2	“	"	PUNCT
bracis-33658	43	3	sra	sra	PROPN
bracis-33658	43	4	.	.	PUNCT
bracis-33658	43	5	”	"	PUNCT
bracis-33658	44	1	or	or	CCONJ
bracis-33658	44	2	“	"	PUNCT
bracis-33658	44	3	dr	dr	PROPN
bracis-33658	44	4	.	.	PROPN
bracis-33658	44	5	”	"	PUNCT
bracis-33658	45	1	and	and	CCONJ
bracis-33658	45	2	“	"	PUNCT
bracis-33658	45	3	dra	dra	PROPN
bracis-33658	45	4	.	.	PUNCT
bracis-33658	45	5	”	"	PUNCT
bracis-33658	46	1	depending	depend	VERB
bracis-33658	46	2	on	on	ADP
bracis-33658	46	3	the	the	DET
bracis-33658	46	4	context	context	NOUN
bracis-33658	46	5	,	,	PUNCT
bracis-33658	46	6	the	the	DET
bracis-33658	46	7	translation	translation	NOUN
bracis-33658	46	8	needs	need	VERB
bracis-33658	46	9	to	to	PART
bracis-33658	46	10	be	be	AUX
bracis-33658	46	11	carefully	carefully	ADV
bracis-33658	46	12	chosen	choose	VERB
bracis-33658	46	13	.	.	PUNCT
bracis-33658	47	1	traditionally	traditionally	ADV
bracis-33658	47	2	single	single	ADJ
bracis-33658	47	3	-	-	PUNCT
bracis-33658	47	4	gender	gender	NOUN
bracis-33658	47	5	professions	profession	NOUN
bracis-33658	47	6	:	:	PUNCT
bracis-33658	47	7	some	some	DET
bracis-33658	47	8	professions	profession	NOUN
bracis-33658	47	9	have	have	AUX
bracis-33658	47	10	historically	historically	ADV
bracis-33658	47	11	been	be	AUX
bracis-33658	47	12	associated	associate	VERB
bracis-33658	47	13	with	with	ADP
bracis-33658	47	14	a	a	DET
bracis-33658	47	15	single	single	ADJ
bracis-33658	47	16	gender	gender	NOUN
bracis-33658	47	17	.	.	PUNCT
bracis-33658	48	1	for	for	ADP
bracis-33658	48	2	example	example	NOUN
bracis-33658	48	3	,	,	PUNCT
bracis-33658	48	4	“	"	PUNCT
bracis-33658	48	5	nurse	nurse	NOUN
bracis-33658	48	6	”	"	PUNCT
bracis-33658	48	7	used	use	VERB
bracis-33658	48	8	to	to	PART
bracis-33658	48	9	be	be	AUX
bracis-33658	48	10	predominantly	predominantly	ADV
bracis-33658	48	11	female	female	ADJ
bracis-33658	48	12	,	,	PUNCT
bracis-33658	48	13	while	while	SCONJ
bracis-33658	48	14	“	"	PUNCT
bracis-33658	48	15	pilot	pilot	NOUN
bracis-33658	48	16	”	"	PUNCT
bracis-33658	48	17	was	be	AUX
bracis-33658	48	18	considered	consider	VERB
bracis-33658	48	19	a	a	DET
bracis-33658	48	20	male	male	ADJ
bracis-33658	48	21	profession	profession	NOUN
bracis-33658	48	22	.	.	PUNCT
bracis-33658	49	1	when	when	SCONJ
bracis-33658	49	2	translating	translate	VERB
bracis-33658	49	3	these	these	DET
bracis-33658	49	4	terms	term	NOUN
bracis-33658	49	5	,	,	PUNCT
bracis-33658	49	6	it	it	PRON
bracis-33658	49	7	is	be	AUX
bracis-33658	49	8	important	important	ADJ
bracis-33658	49	9	to	to	PART
bracis-33658	49	10	consider	consider	VERB
bracis-33658	49	11	how	how	SCONJ
bracis-33658	49	12	cultural	cultural	ADJ
bracis-33658	49	13	and	and	CCONJ
bracis-33658	49	14	gender	gender	NOUN
bracis-33658	49	15	norms	norm	NOUN
bracis-33658	49	16	are	be	AUX
bracis-33658	49	17	evolving	evolve	VERB
bracis-33658	49	18	and	and	CCONJ
bracis-33658	49	19	adjust	adjust	VERB
bracis-33658	49	20	to	to	ADP
bracis-33658	49	21	these	these	DET
bracis-33658	49	22	changes	change	NOUN
bracis-33658	49	23	.	.	PUNCT
bracis-33658	50	1	table	table	NOUN
bracis-33658	50	2	 	 	SPACE
bracis-33658	50	3	1	1	NUM
bracis-33658	50	4	shows	show	VERB
bracis-33658	50	5	two	two	NUM
bracis-33658	50	6	examples	example	NOUN
bracis-33658	50	7	of	of	ADP
bracis-33658	50	8	translations	translation	NOUN
bracis-33658	50	9	containing	contain	VERB
bracis-33658	50	10	gender	gender	NOUN
bracis-33658	50	11	bias	bias	NOUN
bracis-33658	50	12	.	.	PUNCT
bracis-33658	51	1	in	in	ADP
bracis-33658	51	2	the	the	DET
bracis-33658	51	3	first	first	ADJ
bracis-33658	51	4	sentence	sentence	NOUN
bracis-33658	51	5	,	,	PUNCT
bracis-33658	51	6	the	the	DET
bracis-33658	51	7	occupation	occupation	NOUN
bracis-33658	51	8	“	"	PUNCT
bracis-33658	51	9	the	the	DET
bracis-33658	51	10	mechanic	mechanic	NOUN
bracis-33658	51	11	”	"	PUNCT
bracis-33658	51	12	should	should	AUX
bracis-33658	51	13	have	have	AUX
bracis-33658	51	14	been	be	AUX
bracis-33658	51	15	translated	translate	VERB
bracis-33658	51	16	as	as	ADP
bracis-33658	51	17	“	"	PUNCT
bracis-33658	51	18	a	a	DET
bracis-33658	51	19	mecânica	mecânica	NOUN
bracis-33658	51	20	”	"	PUNCT
bracis-33658	51	21	,	,	PUNCT
bracis-33658	51	22	which	which	PRON
bracis-33658	51	23	is	be	AUX
bracis-33658	51	24	the	the	DET
bracis-33658	51	25	feminine	feminine	ADJ
bracis-33658	51	26	form	form	NOUN
bracis-33658	51	27	in	in	ADP
bracis-33658	51	28	portuguese	portuguese	PROPN
bracis-33658	51	29	,	,	PUNCT
bracis-33658	51	30	because	because	SCONJ
bracis-33658	51	31	it	it	PRON
bracis-33658	51	32	is	be	AUX
bracis-33658	51	33	related	relate	VERB
bracis-33658	51	34	to	to	ADP
bracis-33658	51	35	the	the	DET
bracis-33658	51	36	pronoun	pronoun	NOUN
bracis-33658	51	37	“	"	PUNCT
bracis-33658	51	38	she	she	PRON
bracis-33658	51	39	”	"	PUNCT
bracis-33658	51	40	(	(	PUNCT
bracis-33658	51	41	ela	ela	PROPN
bracis-33658	51	42	)	)	PUNCT
bracis-33658	51	43	.	.	PUNCT
bracis-33658	52	1	the	the	DET
bracis-33658	52	2	same	same	ADJ
bracis-33658	52	3	occurs	occur	VERB
bracis-33658	52	4	in	in	ADP
bracis-33658	52	5	the	the	DET
bracis-33658	52	6	second	second	ADJ
bracis-33658	52	7	sentence	sentence	NOUN
bracis-33658	52	8	,	,	PUNCT
bracis-33658	52	9	where	where	SCONJ
bracis-33658	52	10	“	"	PUNCT
bracis-33658	52	11	the	the	DET
bracis-33658	52	12	nurse	nurse	NOUN
bracis-33658	52	13	”	"	PUNCT
bracis-33658	52	14	should	should	AUX
bracis-33658	52	15	be	be	AUX
bracis-33658	52	16	translated	translate	VERB
bracis-33658	52	17	in	in	ADP
bracis-33658	52	18	the	the	DET
bracis-33658	52	19	masculine	masculine	ADJ
bracis-33658	52	20	form	form	NOUN
bracis-33658	52	21	as	as	ADP
bracis-33658	52	22	“	"	PUNCT
bracis-33658	52	23	o	o	NOUN
bracis-33658	52	24	enfermeiro	enfermeiro	NOUN
bracis-33658	52	25	”	"	PUNCT
bracis-33658	52	26	,	,	PUNCT
bracis-33658	52	27	because	because	SCONJ
bracis-33658	52	28	it	it	PRON
bracis-33658	52	29	is	be	AUX
bracis-33658	52	30	related	relate	VERB
bracis-33658	52	31	to	to	ADP
bracis-33658	52	32	the	the	DET
bracis-33658	52	33	pronoun	pronoun	NOUN
bracis-33658	52	34	“	"	PUNCT
bracis-33658	52	35	he	he	PRON
bracis-33658	52	36	”	"	PUNCT
bracis-33658	52	37	(	(	PUNCT
bracis-33658	52	38	ele	ele	PROPN
bracis-33658	52	39	)	)	PUNCT
bracis-33658	52	40	.	.	PUNCT
bracis-33658	53	1	table	table	NOUN
bracis-33658	53	2	1	1	NUM
bracis-33658	53	3	.	.	PUNCT
bracis-33658	53	4	example	example	NOUN
bracis-33658	53	5	of	of	ADP
bracis-33658	53	6	gender	gender	NOUN
bracis-33658	53	7	bias	bias	NOUN
bracis-33658	53	8	in	in	ADP
bracis-33658	53	9	machine	machine	NOUN
bracis-33658	53	10	translation	translation	NOUN
bracis-33658	53	11	using	use	VERB
bracis-33658	53	12	marianmt	marianmt	NOUN
bracis-33658	53	13	pre	pre	ADJ
bracis-33658	53	14	-	-	ADJ
bracis-33658	53	15	trained	train	VERB
bracis-33658	53	16	model	model	NOUN
bracis-33658	53	17	.	.	PUNCT
bracis-33658	54	1	entities	entity	NOUN
bracis-33658	54	2	’	'	PUNCT
bracis-33658	54	3	grammatical	grammatical	ADJ
bracis-33658	54	4	genders	gender	NOUN
bracis-33658	54	5	are	be	AUX
bracis-33658	54	6	distinguished	distinguish	VERB
bracis-33658	54	7	by	by	ADP
bracis-33658	54	8	colors	color	NOUN
bracis-33658	54	9	:	:	PUNCT
bracis-33658	54	10	represents	represent	VERB
bracis-33658	54	11	male	male	ADJ
bracis-33658	54	12	entities	entity	NOUN
bracis-33658	54	13	and	and	CCONJ
bracis-33658	54	14	pronouns	pronoun	NOUN
bracis-33658	54	15	,	,	PUNCT
bracis-33658	54	16	signifies	signify	VERB
bracis-33658	54	17	female	female	ADJ
bracis-33658	54	18	ones	one	NOUN
bracis-33658	54	19	,	,	PUNCT
bracis-33658	54	20	and	and	CCONJ
bracis-33658	54	21	denotes	denote	VERB
bracis-33658	54	22	neutral	neutral	ADJ
bracis-33658	54	23	ones.full	ones.full	NUM
bracis-33658	54	24	size	size	NOUN
bracis-33658	54	25	table	table	NOUN
bracis-33658	54	26	in	in	ADP
bracis-33658	54	27	this	this	DET
bracis-33658	54	28	work	work	NOUN
bracis-33658	54	29	,	,	PUNCT
bracis-33658	54	30	we	we	PRON
bracis-33658	54	31	aim	aim	VERB
bracis-33658	54	32	to	to	PART
bracis-33658	54	33	reduce	reduce	VERB
bracis-33658	54	34	this	this	DET
bracis-33658	54	35	type	type	NOUN
bracis-33658	54	36	of	of	ADP
bracis-33658	54	37	gender	gender	NOUN
bracis-33658	54	38	bias	bias	NOUN
bracis-33658	54	39	existing	exist	VERB
bracis-33658	54	40	in	in	ADP
bracis-33658	54	41	english	english	ADJ
bracis-33658	54	42	-	-	PUNCT
bracis-33658	54	43	portuguese	portuguese	ADJ
bracis-33658	54	44	automatic	automatic	ADJ
bracis-33658	54	45	translation	translation	NOUN
bracis-33658	54	46	with	with	ADP
bracis-33658	54	47	a	a	DET
bracis-33658	54	48	focus	focus	NOUN
bracis-33658	54	49	on	on	ADP
bracis-33658	54	50	fairness	fairness	NOUN
bracis-33658	54	51	.	.	PUNCT
bracis-33658	55	1	fairness	fairness	NOUN
bracis-33658	55	2	is	be	AUX
bracis-33658	55	3	the	the	DET
bracis-33658	55	4	property	property	NOUN
bracis-33658	55	5	that	that	PRON
bracis-33658	55	6	algorithms	algorithm	NOUN
bracis-33658	55	7	and	and	CCONJ
bracis-33658	55	8	systems	system	NOUN
bracis-33658	55	9	do	do	AUX
bracis-33658	55	10	not	not	PART
bracis-33658	55	11	perpetuate	perpetuate	VERB
bracis-33658	55	12	prejudices	prejudice	NOUN
bracis-33658	55	13	or	or	CCONJ
bracis-33658	55	14	unfair	unfair	ADJ
bracis-33658	55	15	discrimination	discrimination	NOUN
bracis-33658	55	16	[	[	X
bracis-33658	55	17	3	3	NUM
bracis-33658	55	18	,	,	PUNCT
bracis-33658	55	19	5	5	NUM
bracis-33658	55	20	,	,	PUNCT
bracis-33658	55	21	14	14	NUM
bracis-33658	55	22	,	,	PUNCT
bracis-33658	55	23	25	25	NUM
bracis-33658	55	24	]	]	PUNCT
bracis-33658	55	25	.	.	PUNCT
bracis-33658	56	1	this	this	PRON
bracis-33658	56	2	involves	involve	VERB
bracis-33658	56	3	creating	create	VERB
bracis-33658	56	4	and	and	CCONJ
bracis-33658	56	5	implementing	implement	VERB
bracis-33658	56	6	metrics	metric	NOUN
bracis-33658	56	7	and	and	CCONJ
bracis-33658	56	8	strategies	strategy	NOUN
bracis-33658	56	9	to	to	PART
bracis-33658	56	10	mitigate	mitigate	VERB
bracis-33658	56	11	bias	bias	NOUN
bracis-33658	56	12	and	and	CCONJ
bracis-33658	56	13	ensure	ensure	VERB
bracis-33658	56	14	that	that	SCONJ
bracis-33658	56	15	automated	automate	VERB
bracis-33658	56	16	decisions	decision	NOUN
bracis-33658	56	17	are	be	AUX
bracis-33658	56	18	impartial	impartial	ADJ
bracis-33658	56	19	and	and	CCONJ
bracis-33658	56	20	equitable	equitable	ADJ
bracis-33658	56	21	for	for	ADP
bracis-33658	56	22	all	all	DET
bracis-33658	56	23	people	people	NOUN
bracis-33658	56	24	,	,	PUNCT
bracis-33658	56	25	regardless	regardless	ADV
bracis-33658	56	26	of	of	ADP
bracis-33658	56	27	their	their	PRON
bracis-33658	56	28	ethnic	ethnic	ADJ
bracis-33658	56	29	origin	origin	NOUN
bracis-33658	56	30	,	,	PUNCT
bracis-33658	56	31	gender	gender	NOUN
bracis-33658	56	32	,	,	PUNCT
bracis-33658	56	33	age	age	NOUN
bracis-33658	56	34	,	,	PUNCT
bracis-33658	56	35	or	or	CCONJ
bracis-33658	56	36	other	other	ADJ
bracis-33658	56	37	protected	protect	VERB
bracis-33658	56	38	characteristics	characteristic	NOUN
bracis-33658	56	39	.	.	PUNCT
bracis-33658	57	1	fairness	fairness	NOUN
bracis-33658	57	2	is	be	AUX
bracis-33658	57	3	essential	essential	ADJ
bracis-33658	57	4	for	for	ADP
bracis-33658	57	5	promoting	promote	VERB
bracis-33658	57	6	ethics	ethic	NOUN
bracis-33658	57	7	and	and	CCONJ
bracis-33658	57	8	equality	equality	NOUN
bracis-33658	57	9	in	in	ADP
bracis-33658	57	10	the	the	DET
bracis-33658	57	11	digital	digital	ADJ
bracis-33658	57	12	age	age	NOUN
bracis-33658	57	13	.	.	PUNCT
bracis-33658	58	1	previous	previous	ADJ
bracis-33658	58	2	work	work	NOUN
bracis-33658	58	3	explored	explore	VERB
bracis-33658	58	4	fairness	fairness	NOUN
bracis-33658	58	5	concerns	concern	NOUN
bracis-33658	58	6	in	in	ADP
bracis-33658	58	7	translation	translation	NOUN
bracis-33658	58	8	such	such	ADJ
bracis-33658	58	9	as	as	ADP
bracis-33658	58	10	[	[	X
bracis-33658	58	11	16	16	NUM
bracis-33658	58	12	,	,	PUNCT
bracis-33658	58	13	24	24	NUM
bracis-33658	58	14	,	,	PUNCT
bracis-33658	58	15	30	30	NUM
bracis-33658	58	16	]	]	PUNCT
bracis-33658	58	17	.	.	PUNCT
bracis-33658	59	1	however	however	ADV
bracis-33658	59	2	,	,	PUNCT
bracis-33658	59	3	none	none	NOUN
bracis-33658	59	4	delved	delve	VERB
bracis-33658	59	5	into	into	ADP
bracis-33658	59	6	post	post	ADJ
bracis-33658	59	7	-	-	ADJ
bracis-33658	59	8	processing	processing	ADJ
bracis-33658	59	9	methods	method	NOUN
bracis-33658	59	10	or	or	CCONJ
bracis-33658	59	11	explored	explore	VERB
bracis-33658	59	12	the	the	DET
bracis-33658	59	13	portuguese	portuguese	ADJ
bracis-33658	59	14	language	language	NOUN
bracis-33658	59	15	.	.	PUNCT
bracis-33658	60	1	therefore	therefore	ADV
bracis-33658	60	2	,	,	PUNCT
bracis-33658	60	3	developing	develop	VERB
bracis-33658	60	4	machine	machine	NOUN
bracis-33658	60	5	translation	translation	NOUN
bracis-33658	60	6	systems	system	NOUN
bracis-33658	60	7	capable	capable	ADJ
bracis-33658	60	8	of	of	ADP
bracis-33658	60	9	handling	handle	VERB
bracis-33658	60	10	challenging	challenging	ADJ
bracis-33658	60	11	languages	language	NOUN
bracis-33658	60	12	is	be	AUX
bracis-33658	60	13	a	a	DET
bracis-33658	60	14	promising	promising	ADJ
bracis-33658	60	15	area	area	NOUN
bracis-33658	60	16	of	of	ADP
bracis-33658	60	17	research	research	NOUN
bracis-33658	60	18	,	,	PUNCT
bracis-33658	60	19	with	with	ADP
bracis-33658	60	20	significant	significant	ADJ
bracis-33658	60	21	implications	implication	NOUN
bracis-33658	60	22	for	for	ADP
bracis-33658	60	23	promoting	promote	VERB
bracis-33658	60	24	cultural	cultural	ADJ
bracis-33658	60	25	diversity	diversity	NOUN
bracis-33658	60	26	and	and	CCONJ
bracis-33658	60	27	inclusive	inclusive	ADJ
bracis-33658	60	28	global	global	ADJ
bracis-33658	60	29	communication	communication	NOUN
bracis-33658	60	30	.	.	PUNCT
bracis-33658	61	1	the	the	DET
bracis-33658	61	2	main	main	ADJ
bracis-33658	61	3	contributions	contribution	NOUN
bracis-33658	61	4	of	of	ADP
bracis-33658	61	5	our	our	PRON
bracis-33658	61	6	work	work	NOUN
bracis-33658	61	7	are	be	AUX
bracis-33658	61	8	summarized	summarize	VERB
bracis-33658	61	9	as	as	SCONJ
bracis-33658	61	10	follows	follow	VERB
bracis-33658	61	11	:	:	PUNCT
bracis-33658	61	12	we	we	PRON
bracis-33658	61	13	proposed	propose	VERB
bracis-33658	61	14	a	a	DET
bracis-33658	61	15	post	post	ADJ
bracis-33658	61	16	-	-	ADJ
bracis-33658	61	17	processing	processing	ADJ
bracis-33658	61	18	fine	fine	ADJ
bracis-33658	61	19	-	-	PUNCT
bracis-33658	61	20	tuning	tune	VERB
bracis-33658	61	21	approach	approach	NOUN
bracis-33658	61	22	based	base	VERB
bracis-33658	61	23	on	on	ADP
bracis-33658	61	24	the	the	DET
bracis-33658	61	25	marianmt	marianmt	NOUN
bracis-33658	61	26	model	model	NOUN
bracis-33658	61	27	for	for	ADP
bracis-33658	61	28	gender	gender	NOUN
bracis-33658	61	29	-	-	PUNCT
bracis-33658	61	30	neutral	neutral	ADJ
bracis-33658	61	31	english	english	PROPN
bracis-33658	61	32	to	to	ADP
bracis-33658	61	33	portuguese	portuguese	ADJ
bracis-33658	61	34	machine	machine	NOUN
bracis-33658	61	35	translators	translator	NOUN
bracis-33658	61	36	.	.	PUNCT
bracis-33658	62	1	post	post	ADJ
bracis-33658	62	2	-	-	ADJ
bracis-33658	62	3	processing	processing	NOUN
bracis-33658	62	4	provides	provide	VERB
bracis-33658	62	5	the	the	DET
bracis-33658	62	6	opportunity	opportunity	NOUN
bracis-33658	62	7	to	to	PART
bracis-33658	62	8	rectify	rectify	VERB
bracis-33658	62	9	errors	error	NOUN
bracis-33658	62	10	or	or	CCONJ
bracis-33658	62	11	biases	bias	NOUN
bracis-33658	62	12	that	that	PRON
bracis-33658	62	13	may	may	AUX
bracis-33658	62	14	have	have	AUX
bracis-33658	62	15	arisen	arise	VERB
bracis-33658	62	16	during	during	ADP
bracis-33658	62	17	data	data	NOUN
bracis-33658	62	18	collection	collection	NOUN
bracis-33658	62	19	or	or	CCONJ
bracis-33658	62	20	modeling	modeling	NOUN
bracis-33658	62	21	.	.	PUNCT
bracis-33658	63	1	we	we	PRON
bracis-33658	63	2	achieved	achieve	VERB
bracis-33658	63	3	improvements	improvement	NOUN
bracis-33658	63	4	on	on	ADP
bracis-33658	63	5	gender	gender	NOUN
bracis-33658	63	6	disparities	disparity	NOUN
bracis-33658	63	7	metrics	metric	NOUN
bracis-33658	63	8	used	use	VERB
bracis-33658	63	9	in	in	ADP
bracis-33658	63	10	mt	mt	PROPN
bracis-33658	63	11	such	such	ADJ
bracis-33658	63	12	as	as	ADP
bracis-33658	63	13	\(\vardelta	\(\vardelta	X
bracis-33658	63	14	g\	g\	NOUN
bracis-33658	63	15	)	)	PUNCT
bracis-33658	63	16	,	,	PUNCT
bracis-33658	63	17	\(\vardelta	\(\vardelta	X
bracis-33658	63	18	s\	s\	NOUN
bracis-33658	63	19	)	)	PUNCT
bracis-33658	63	20	and	and	CCONJ
bracis-33658	63	21	the	the	DET
bracis-33658	63	22	overall	overall	ADJ
bracis-33658	63	23	accuracy	accuracy	NOUN
bracis-33658	63	24	,	,	PUNCT
bracis-33658	63	25	in	in	ADP
bracis-33658	63	26	comparison	comparison	NOUN
bracis-33658	63	27	to	to	ADP
bracis-33658	63	28	the	the	DET
bracis-33658	63	29	baseline	baseline	NOUN
bracis-33658	63	30	model	model	NOUN
bracis-33658	63	31	,	,	PUNCT
bracis-33658	63	32	although	although	SCONJ
bracis-33658	63	33	some	some	DET
bracis-33658	63	34	drop	drop	NOUN
bracis-33658	63	35	in	in	ADP
bracis-33658	63	36	bleu	bleu	NOUN
bracis-33658	63	37	(	(	PUNCT
bracis-33658	63	38	bilingual	bilingual	ADJ
bracis-33658	63	39	evaluation	evaluation	NOUN
bracis-33658	63	40	understudy	understudy	NOUN
bracis-33658	63	41	)	)	PUNCT
bracis-33658	63	42	occurred	occur	VERB
bracis-33658	63	43	,	,	PUNCT
bracis-33658	63	44	which	which	PRON
bracis-33658	63	45	is	be	AUX
bracis-33658	63	46	expected	expect	VERB
bracis-33658	63	47	given	give	VERB
bracis-33658	63	48	the	the	DET
bracis-33658	63	49	fairness	fairness	NOUN
bracis-33658	63	50	\(\times	\(\time	NOUN
bracis-33658	64	1	\	\	NOUN
bracis-33658	64	2	)	)	PUNCT
bracis-33658	64	3	accuracy	accuracy	NOUN
bracis-33658	64	4	trade	trade	NOUN
bracis-33658	64	5	-	-	PUNCT
bracis-33658	64	6	off	off	NOUN
bracis-33658	64	7	.	.	PUNCT
bracis-33658	65	1	we	we	PRON
bracis-33658	65	2	have	have	AUX
bracis-33658	65	3	created	create	VERB
bracis-33658	65	4	a	a	DET
bracis-33658	65	5	dataset	dataset	NOUN
bracis-33658	65	6	comprising	comprise	VERB
bracis-33658	65	7	10,400	10,400	NUM
bracis-33658	65	8	sentences	sentence	NOUN
bracis-33658	65	9	,	,	PUNCT
bracis-33658	65	10	inspired	inspire	VERB
bracis-33658	65	11	by	by	ADP
bracis-33658	65	12	those	those	PRON
bracis-33658	65	13	utilized	utilize	VERB
bracis-33658	65	14	in	in	ADP
bracis-33658	65	15	the	the	DET
bracis-33658	65	16	winomt	winomt	NOUN
bracis-33658	65	17	test	test	NOUN
bracis-33658	65	18	but	but	CCONJ
bracis-33658	65	19	enhanced	enhance	VERB
bracis-33658	65	20	with	with	ADP
bracis-33658	65	21	custom	custom	NOUN
bracis-33658	65	22	modifications	modification	NOUN
bracis-33658	65	23	.	.	PUNCT
bracis-33658	66	1	this	this	DET
bracis-33658	66	2	dataset	dataset	NOUN
bracis-33658	66	3	will	will	AUX
bracis-33658	66	4	be	be	AUX
bracis-33658	66	5	made	make	VERB
bracis-33658	66	6	publicly	publicly	ADV
bracis-33658	66	7	accessible	accessible	ADJ
bracis-33658	66	8	.	.	PUNCT
bracis-33658	67	1	we	we	PRON
bracis-33658	67	2	highlight	highlight	VERB
bracis-33658	67	3	the	the	DET
bracis-33658	67	4	importance	importance	NOUN
bracis-33658	67	5	of	of	ADP
bracis-33658	67	6	studying	study	VERB
bracis-33658	67	7	fairness	fairness	NOUN
bracis-33658	67	8	in	in	ADP
bracis-33658	67	9	nlp	nlp	NOUN
bracis-33658	67	10	systems	system	NOUN
bracis-33658	67	11	,	,	PUNCT
bracis-33658	67	12	especially	especially	ADV
bracis-33658	67	13	for	for	ADP
bracis-33658	67	14	languages	language	NOUN
bracis-33658	67	15	with	with	ADP
bracis-33658	67	16	fewer	few	ADJ
bracis-33658	67	17	resources	resource	NOUN
bracis-33658	67	18	such	such	ADJ
bracis-33658	67	19	as	as	ADP
bracis-33658	67	20	portuguese	portuguese	ADJ
bracis-33658	67	21	.	.	PUNCT
bracis-33658	68	1	it	it	PRON
bracis-33658	68	2	is	be	AUX
bracis-33658	68	3	crucial	crucial	ADJ
bracis-33658	68	4	to	to	PART
bracis-33658	68	5	ensure	ensure	VERB
bracis-33658	68	6	equitable	equitable	ADJ
bracis-33658	68	7	access	access	NOUN
bracis-33658	68	8	and	and	CCONJ
bracis-33658	68	9	representation	representation	NOUN
bracis-33658	68	10	in	in	ADP
bracis-33658	68	11	ai	ai	PROPN
bracis-33658	68	12	technologies	technology	NOUN
bracis-33658	68	13	for	for	ADP
bracis-33658	68	14	underrepresented	underrepresented	ADJ
bracis-33658	68	15	linguistic	linguistic	ADJ
bracis-33658	68	16	communities	community	NOUN
bracis-33658	68	17	.	.	PUNCT
bracis-33658	69	1	this	this	DET
bracis-33658	69	2	work	work	NOUN
bracis-33658	69	3	is	be	AUX
bracis-33658	69	4	organized	organize	VERB
bracis-33658	69	5	as	as	SCONJ
bracis-33658	69	6	follows	follow	VERB
bracis-33658	69	7	.	.	PUNCT
bracis-33658	70	1	section	section	NOUN
bracis-33658	70	2	 	 	SPACE
bracis-33658	70	3	2	2	NUM
bracis-33658	70	4	mentions	mention	VERB
bracis-33658	70	5	other	other	ADJ
bracis-33658	70	6	works	work	NOUN
bracis-33658	70	7	that	that	PRON
bracis-33658	70	8	previously	previously	ADV
bracis-33658	70	9	explored	explore	VERB
bracis-33658	70	10	mt	mt	PROPN
bracis-33658	70	11	.	.	PROPN
bracis-33658	70	12	section	section	PROPN
bracis-33658	70	13	3	3	NUM
bracis-33658	70	14	provides	provide	VERB
bracis-33658	70	15	important	important	ADJ
bracis-33658	70	16	concepts	concept	NOUN
bracis-33658	70	17	used	use	VERB
bracis-33658	70	18	in	in	ADP
bracis-33658	70	19	the	the	DET
bracis-33658	70	20	work	work	NOUN
bracis-33658	70	21	related	relate	VERB
bracis-33658	70	22	to	to	ADP
bracis-33658	70	23	fairness	fairness	NOUN
bracis-33658	70	24	in	in	ADP
bracis-33658	70	25	machine	machine	NOUN
bracis-33658	70	26	learning	learning	NOUN
bracis-33658	70	27	.	.	PUNCT
bracis-33658	71	1	section	section	NOUN
bracis-33658	71	2	4	4	NUM
bracis-33658	71	3	presents	present	VERB
bracis-33658	71	4	the	the	DET
bracis-33658	71	5	methodology	methodology	NOUN
bracis-33658	71	6	adopted	adopt	VERB
bracis-33658	71	7	in	in	ADP
bracis-33658	71	8	the	the	DET
bracis-33658	71	9	work	work	NOUN
bracis-33658	71	10	,	,	PUNCT
bracis-33658	71	11	the	the	DET
bracis-33658	71	12	datasets	dataset	NOUN
bracis-33658	71	13	,	,	PUNCT
bracis-33658	71	14	and	and	CCONJ
bracis-33658	71	15	the	the	DET
bracis-33658	71	16	algorithms	algorithm	NOUN
bracis-33658	71	17	used	use	VERB
bracis-33658	71	18	.	.	PUNCT
bracis-33658	72	1	section	section	NOUN
bracis-33658	72	2	 	 	SPACE
bracis-33658	72	3	5	5	NUM
bracis-33658	72	4	shows	show	VERB
bracis-33658	72	5	the	the	DET
bracis-33658	72	6	results	result	NOUN
bracis-33658	72	7	achieved	achieve	VERB
bracis-33658	72	8	in	in	ADP
bracis-33658	72	9	mt	mt	PROPN
bracis-33658	72	10	translation	translation	NOUN
bracis-33658	72	11	.	.	PUNCT
bracis-33658	73	1	section	section	NOUN
bracis-33658	73	2	 	 	SPACE
bracis-33658	73	3	6	6	NUM
bracis-33658	73	4	presents	present	VERB
bracis-33658	73	5	the	the	DET
bracis-33658	73	6	final	final	ADJ
bracis-33658	73	7	remarks	remark	NOUN
bracis-33658	73	8	.	.	PUNCT
bracis-33658	74	1	2	2	NUM
bracis-33658	74	2	related	related	ADJ
bracis-33658	74	3	work	work	NOUN
bracis-33658	74	4	some	some	DET
bracis-33658	74	5	works	work	NOUN
bracis-33658	74	6	posit	posit	VERB
bracis-33658	74	7	that	that	SCONJ
bracis-33658	74	8	mt	mt	PROPN
bracis-33658	74	9	tools	tool	NOUN
bracis-33658	74	10	can	can	AUX
bracis-33658	74	11	be	be	AUX
bracis-33658	74	12	harnessed	harness	VERB
bracis-33658	74	13	through	through	ADP
bracis-33658	74	14	the	the	DET
bracis-33658	74	15	use	use	NOUN
bracis-33658	74	16	of	of	ADP
bracis-33658	74	17	gender	gender	NOUN
bracis-33658	74	18	-	-	PUNCT
bracis-33658	74	19	neutral	neutral	ADJ
bracis-33658	74	20	languages	language	NOUN
bracis-33658	74	21	to	to	PART
bracis-33658	74	22	offer	offer	VERB
bracis-33658	74	23	insights	insight	NOUN
bracis-33658	74	24	into	into	ADP
bracis-33658	74	25	the	the	DET
bracis-33658	74	26	issue	issue	NOUN
bracis-33658	74	27	of	of	ADP
bracis-33658	74	28	gender	gender	NOUN
bracis-33658	74	29	bias	bias	NOUN
bracis-33658	74	30	in	in	ADP
bracis-33658	74	31	ai	ai	PROPN
bracis-33658	74	32	.	.	PUNCT
bracis-33658	75	1	an	an	DET
bracis-33658	75	2	exhaustive	exhaustive	ADJ
bracis-33658	75	3	list	list	NOUN
bracis-33658	75	4	of	of	ADP
bracis-33658	75	5	occupational	occupational	ADJ
bracis-33658	75	6	titles	title	NOUN
bracis-33658	75	7	sourced	source	VERB
bracis-33658	75	8	from	from	ADP
bracis-33658	75	9	the	the	DET
bracis-33658	75	10	u.s	u.s	PROPN
bracis-33658	75	11	.	.	PROPN
bracis-33658	75	12	bureau	bureau	PROPN
bracis-33658	75	13	of	of	ADP
bracis-33658	75	14	labor	labor	PROPN
bracis-33658	75	15	statistics	statistic	NOUN
bracis-33658	75	16	(	(	PUNCT
bracis-33658	75	17	bls	bls	PROPN
bracis-33658	75	18	)	)	PUNCT
bracis-33658	75	19	was	be	AUX
bracis-33658	75	20	used	use	VERB
bracis-33658	75	21	to	to	PART
bracis-33658	75	22	construct	construct	VERB
bracis-33658	75	23	sentences	sentence	NOUN
bracis-33658	75	24	such	such	ADJ
bracis-33658	75	25	as	as	ADP
bracis-33658	75	26	“	"	PUNCT
bracis-33658	75	27	they	they	PRON
bracis-33658	75	28	are	be	AUX
bracis-33658	75	29	an	an	DET
bracis-33658	75	30	engineer	engineer	NOUN
bracis-33658	75	31	”	"	PUNCT
bracis-33658	75	32	(	(	PUNCT
bracis-33658	75	33	with	with	ADP
bracis-33658	75	34	“	"	PUNCT
bracis-33658	75	35	engineer	engineer	NOUN
bracis-33658	75	36	”	"	PUNCT
bracis-33658	75	37	replaced	replace	VERB
bracis-33658	75	38	by	by	ADP
bracis-33658	75	39	the	the	DET
bracis-33658	75	40	specific	specific	ADJ
bracis-33658	75	41	job	job	NOUN
bracis-33658	75	42	title	title	NOUN
bracis-33658	75	43	of	of	ADP
bracis-33658	75	44	interest	interest	NOUN
bracis-33658	75	45	)	)	PUNCT
bracis-33658	75	46	in	in	ADP
bracis-33658	75	47	twelve	twelve	NUM
bracis-33658	75	48	distinct	distinct	ADJ
bracis-33658	75	49	gender	gender	NOUN
bracis-33658	75	50	-	-	PUNCT
bracis-33658	75	51	neutral	neutral	ADJ
bracis-33658	75	52	languages	language	NOUN
bracis-33658	75	53	,	,	PUNCT
bracis-33658	75	54	including	include	VERB
bracis-33658	75	55	hungarian	hungarian	ADJ
bracis-33658	75	56	,	,	PUNCT
bracis-33658	75	57	chinese	chinese	PROPN
bracis-33658	75	58	,	,	PUNCT
bracis-33658	75	59	yoruba	yoruba	PROPN
bracis-33658	75	60	,	,	PUNCT
bracis-33658	75	61	and	and	CCONJ
bracis-33658	75	62	others	other	NOUN
bracis-33658	76	1	[	[	X
bracis-33658	76	2	24	24	NUM
bracis-33658	76	3	]	]	PUNCT
bracis-33658	76	4	.	.	PUNCT
bracis-33658	77	1	these	these	DET
bracis-33658	77	2	sentences	sentence	NOUN
bracis-33658	77	3	are	be	AUX
bracis-33658	77	4	subsequently	subsequently	ADV
bracis-33658	77	5	translated	translate	VERB
bracis-33658	77	6	into	into	ADP
bracis-33658	77	7	english	english	PROPN
bracis-33658	77	8	utilizing	utilize	VERB
bracis-33658	77	9	the	the	DET
bracis-33658	77	10	google	google	PROPN
bracis-33658	77	11	translate	translate	PROPN
bracis-33658	77	12	api	api	NOUN
bracis-33658	77	13	,	,	PUNCT
bracis-33658	77	14	and	and	CCONJ
bracis-33658	77	15	they	they	PRON
bracis-33658	77	16	gather	gather	VERB
bracis-33658	77	17	data	datum	NOUN
bracis-33658	77	18	on	on	ADP
bracis-33658	77	19	the	the	DET
bracis-33658	77	20	prevalence	prevalence	NOUN
bracis-33658	77	21	of	of	ADP
bracis-33658	77	22	female	female	NOUN
bracis-33658	77	23	,	,	PUNCT
bracis-33658	77	24	male	male	NOUN
bracis-33658	77	25	,	,	PUNCT
bracis-33658	77	26	and	and	CCONJ
bracis-33658	77	27	gender	gender	NOUN
bracis-33658	77	28	-	-	PUNCT
bracis-33658	77	29	neutral	neutral	ADJ
bracis-33658	77	30	pronouns	pronoun	NOUN
bracis-33658	77	31	in	in	ADP
bracis-33658	77	32	the	the	DET
bracis-33658	77	33	resulting	result	VERB
bracis-33658	77	34	translations	translation	NOUN
bracis-33658	77	35	.	.	PUNCT
bracis-33658	78	1	their	their	PRON
bracis-33658	78	2	findings	finding	NOUN
bracis-33658	78	3	reveal	reveal	VERB
bracis-33658	78	4	a	a	DET
bracis-33658	78	5	pronounced	pronounce	VERB
bracis-33658	78	6	bias	bias	NOUN
bracis-33658	78	7	towards	towards	ADP
bracis-33658	78	8	male	male	ADJ
bracis-33658	78	9	defaults	default	NOUN
bracis-33658	78	10	within	within	ADP
bracis-33658	78	11	google	google	PROPN
bracis-33658	78	12	translate	translate	NOUN
bracis-33658	78	13	,	,	PUNCT
bracis-33658	78	14	particularly	particularly	ADV
bracis-33658	78	15	in	in	ADP
bracis-33658	78	16	fields	field	NOUN
bracis-33658	78	17	characterized	characterize	VERB
bracis-33658	78	18	by	by	ADP
bracis-33658	78	19	imbalanced	imbalanced	ADJ
bracis-33658	78	20	gender	gender	NOUN
bracis-33658	78	21	representation	representation	NOUN
bracis-33658	78	22	or	or	CCONJ
bracis-33658	78	23	stereotypes	stereotype	NOUN
bracis-33658	78	24	,	,	PUNCT
bracis-33658	78	25	such	such	ADJ
bracis-33658	78	26	as	as	ADP
bracis-33658	78	27	science	science	NOUN
bracis-33658	78	28	,	,	PUNCT
bracis-33658	78	29	technology	technology	NOUN
bracis-33658	78	30	,	,	PUNCT
bracis-33658	78	31	engineering	engineering	NOUN
bracis-33658	78	32	,	,	PUNCT
bracis-33658	78	33	and	and	CCONJ
bracis-33658	78	34	mathematics	mathematic	NOUN
bracis-33658	78	35	(	(	PUNCT
bracis-33658	78	36	stem	stem	NOUN
bracis-33658	78	37	)	)	PUNCT
bracis-33658	78	38	professions	profession	NOUN
bracis-33658	78	39	.	.	PUNCT
bracis-33658	79	1	we	we	PRON
bracis-33658	79	2	juxtapose	juxtapose	VERB
bracis-33658	79	3	these	these	DET
bracis-33658	79	4	findings	finding	NOUN
bracis-33658	79	5	with	with	ADP
bracis-33658	79	6	bls	bls	PROPN
bracis-33658	79	7	data	datum	NOUN
bracis-33658	79	8	on	on	ADP
bracis-33658	79	9	the	the	DET
bracis-33658	79	10	actual	actual	ADJ
bracis-33658	79	11	gender	gender	NOUN
bracis-33658	79	12	distribution	distribution	NOUN
bracis-33658	79	13	within	within	ADP
bracis-33658	79	14	each	each	DET
bracis-33658	79	15	job	job	NOUN
bracis-33658	79	16	title	title	NOUN
bracis-33658	79	17	,	,	PUNCT
bracis-33658	79	18	illustrating	illustrate	VERB
bracis-33658	79	19	that	that	SCONJ
bracis-33658	79	20	google	google	PROPN
bracis-33658	79	21	translate	translate	NOUN
bracis-33658	79	22	fails	fail	VERB
bracis-33658	79	23	to	to	PART
bracis-33658	79	24	replicate	replicate	VERB
bracis-33658	79	25	real	real	ADJ
bracis-33658	79	26	-	-	PUNCT
bracis-33658	79	27	world	world	NOUN
bracis-33658	79	28	gender	gender	NOUN
bracis-33658	79	29	demographics	demographic	NOUN
bracis-33658	79	30	.	.	PUNCT
bracis-33658	80	1	authors	author	NOUN
bracis-33658	80	2	enhance	enhance	VERB
bracis-33658	80	3	neural	neural	ADJ
bracis-33658	80	4	machine	machine	NOUN
bracis-33658	80	5	translation	translation	NOUN
bracis-33658	80	6	(	(	PUNCT
bracis-33658	80	7	nmt	nmt	NOUN
bracis-33658	80	8	)	)	PUNCT
bracis-33658	80	9	systems	system	NOUN
bracis-33658	80	10	by	by	ADP
bracis-33658	80	11	introducing	introduce	VERB
bracis-33658	80	12	gender	gender	NOUN
bracis-33658	80	13	information	information	NOUN
bracis-33658	80	14	in	in	ADP
bracis-33658	80	15	their	their	PRON
bracis-33658	80	16	work	work	NOUN
bracis-33658	80	17	[	[	X
bracis-33658	80	18	30	30	NUM
bracis-33658	80	19	]	]	PUNCT
bracis-33658	80	20	.	.	PUNCT
bracis-33658	81	1	they	they	PRON
bracis-33658	81	2	created	create	VERB
bracis-33658	81	3	extensive	extensive	ADJ
bracis-33658	81	4	datasets	dataset	NOUN
bracis-33658	81	5	containing	contain	VERB
bracis-33658	81	6	speaker	speaker	NOUN
bracis-33658	81	7	information	information	NOUN
bracis-33658	81	8	for	for	ADP
bracis-33658	81	9	20	20	NUM
bracis-33658	81	10	language	language	NOUN
bracis-33658	81	11	pairs	pair	NOUN
bracis-33658	81	12	and	and	CCONJ
bracis-33658	81	13	performed	perform	VERB
bracis-33658	81	14	experiments	experiment	NOUN
bracis-33658	81	15	that	that	SCONJ
bracis-33658	81	16	integrated	integrate	VERB
bracis-33658	81	17	gender	gender	NOUN
bracis-33658	81	18	data	datum	NOUN
bracis-33658	81	19	into	into	ADP
bracis-33658	81	20	nmt	nmt	NOUN
bracis-33658	81	21	for	for	ADP
bracis-33658	81	22	multiple	multiple	ADJ
bracis-33658	81	23	language	language	NOUN
bracis-33658	81	24	pairs	pair	NOUN
bracis-33658	81	25	.	.	PUNCT
bracis-33658	82	1	they	they	PRON
bracis-33658	82	2	employed	employ	VERB
bracis-33658	82	3	the	the	DET
bracis-33658	82	4	opennmt	opennmt	NOUN
bracis-33658	82	5	-	-	PUNCT
bracis-33658	82	6	py	py	NOUN
bracis-33658	82	7	toolkit	toolkit	NOUN
bracis-33658	82	8	which	which	PRON
bracis-33658	82	9	is	be	AUX
bracis-33658	82	10	structured	structure	VERB
bracis-33658	82	11	as	as	ADP
bracis-33658	82	12	sequence	sequence	NOUN
bracis-33658	82	13	-	-	PUNCT
bracis-33658	82	14	to	to	ADP
bracis-33658	82	15	-	-	PUNCT
bracis-33658	82	16	sequence	sequence	NOUN
bracis-33658	82	17	encoder	encoder	NOUN
bracis-33658	82	18	-	-	PUNCT
bracis-33658	82	19	decoders	decoder	NOUN
bracis-33658	82	20	utilizing	utilize	VERB
bracis-33658	82	21	lstm	lstm	ADJ
bracis-33658	82	22	recurrent	recurrent	ADJ
bracis-33658	82	23	units	unit	NOUN
bracis-33658	82	24	.	.	PUNCT
bracis-33658	83	1	they	they	PRON
bracis-33658	83	2	demonstrate	demonstrate	VERB
bracis-33658	83	3	that	that	SCONJ
bracis-33658	83	4	the	the	DET
bracis-33658	83	5	inclusion	inclusion	NOUN
bracis-33658	83	6	of	of	ADP
bracis-33658	83	7	a	a	DET
bracis-33658	83	8	gender	gender	NOUN
bracis-33658	83	9	feature	feature	NOUN
bracis-33658	83	10	in	in	ADP
bracis-33658	83	11	an	an	DET
bracis-33658	83	12	nmt	nmt	NOUN
bracis-33658	83	13	system	system	NOUN
bracis-33658	83	14	yields	yield	VERB
bracis-33658	83	15	a	a	DET
bracis-33658	83	16	significant	significant	ADJ
bracis-33658	83	17	enhancement	enhancement	NOUN
bracis-33658	83	18	in	in	ADP
bracis-33658	83	19	translation	translation	NOUN
bracis-33658	83	20	quality	quality	NOUN
bracis-33658	83	21	for	for	ADP
bracis-33658	83	22	select	select	ADJ
bracis-33658	83	23	language	language	NOUN
bracis-33658	83	24	pairs	pair	NOUN
bracis-33658	83	25	.	.	PUNCT
bracis-33658	84	1	other	other	ADJ
bracis-33658	84	2	works	work	NOUN
bracis-33658	84	3	proposed	propose	VERB
bracis-33658	84	4	a	a	DET
bracis-33658	84	5	gender	gender	NOUN
bracis-33658	84	6	-	-	PUNCT
bracis-33658	84	7	debiased	debiase	VERB
bracis-33658	84	8	approach	approach	NOUN
bracis-33658	84	9	for	for	ADP
bracis-33658	84	10	mt	mt	PROPN
bracis-33658	84	11	.	.	PUNCT
bracis-33658	85	1	an	an	DET
bracis-33658	85	2	adversarial	adversarial	ADJ
bracis-33658	85	3	learning	learning	NOUN
bracis-33658	85	4	approach	approach	NOUN
bracis-33658	85	5	was	be	AUX
bracis-33658	85	6	used	use	VERB
bracis-33658	85	7	to	to	PART
bracis-33658	85	8	reduce	reduce	VERB
bracis-33658	85	9	gender	gender	NOUN
bracis-33658	85	10	bias	bias	NOUN
bracis-33658	85	11	in	in	ADP
bracis-33658	85	12	a	a	DET
bracis-33658	85	13	seq2seq	seq2seq	NOUN
bracis-33658	85	14	machine	machine	NOUN
bracis-33658	85	15	translation	translation	NOUN
bracis-33658	85	16	model	model	NOUN
bracis-33658	85	17	in	in	ADP
bracis-33658	85	18	[	[	X
bracis-33658	85	19	15	15	NUM
bracis-33658	85	20	]	]	PUNCT
bracis-33658	85	21	.	.	PUNCT
bracis-33658	86	1	in	in	ADP
bracis-33658	86	2	this	this	DET
bracis-33658	86	3	approach	approach	NOUN
bracis-33658	86	4	,	,	PUNCT
bracis-33658	86	5	a	a	DET
bracis-33658	86	6	prediction	prediction	NOUN
bracis-33658	86	7	model	model	NOUN
bracis-33658	86	8	\(m\	\(m\	NOUN
bracis-33658	86	9	)	)	PUNCT
bracis-33658	86	10	with	with	ADP
bracis-33658	86	11	weights	weight	NOUN
bracis-33658	86	12	\(w\	\(w\	NOUN
bracis-33658	86	13	)	)	PUNCT
bracis-33658	86	14	learns	learn	VERB
bracis-33658	86	15	to	to	PART
bracis-33658	86	16	predict	predict	VERB
bracis-33658	86	17	an	an	DET
bracis-33658	86	18	output	output	NOUN
bracis-33658	86	19	\(y\	\(y\	NOUN
bracis-33658	86	20	)	)	PUNCT
bracis-33658	86	21	from	from	ADP
bracis-33658	86	22	the	the	DET
bracis-33658	86	23	input	input	NOUN
bracis-33658	86	24	\(x\	\(x\	PROPN
bracis-33658	86	25	)	)	PUNCT
bracis-33658	86	26	,	,	PUNCT
bracis-33658	86	27	while	while	SCONJ
bracis-33658	86	28	remaining	remain	VERB
bracis-33658	86	29	neutral	neutral	ADJ
bracis-33658	86	30	with	with	ADP
bracis-33658	86	31	respect	respect	NOUN
bracis-33658	86	32	to	to	ADP
bracis-33658	86	33	the	the	DET
bracis-33658	86	34	protected	protect	VERB
bracis-33658	86	35	variable	variable	ADJ
bracis-33658	86	36	\(z\	\(z\	NOUN
bracis-33658	86	37	)	)	PUNCT
bracis-33658	86	38	.	.	PUNCT
bracis-33658	87	1	the	the	DET
bracis-33658	87	2	adversary	adversary	NOUN
bracis-33658	87	3	\(a\	\(a\	PROPN
bracis-33658	87	4	)	)	PUNCT
bracis-33658	87	5	tries	try	VERB
bracis-33658	87	6	to	to	PART
bracis-33658	87	7	predict	predict	VERB
bracis-33658	87	8	\(z\	\(z\	PROPN
bracis-33658	87	9	)	)	PUNCT
bracis-33658	87	10	from	from	ADP
bracis-33658	87	11	the	the	DET
bracis-33658	87	12	model	model	NOUN
bracis-33658	87	13	’s	’s	PART
bracis-33658	87	14	output	output	NOUN
bracis-33658	87	15	predictions	prediction	NOUN
bracis-33658	87	16	\(\hat{y}\	\(\hat{y}\	PROPN
bracis-33658	87	17	)	)	PUNCT
bracis-33658	87	18	.	.	PUNCT
bracis-33658	88	1	the	the	DET
bracis-33658	88	2	study	study	NOUN
bracis-33658	88	3	’s	’s	PART
bracis-33658	88	4	approach	approach	NOUN
bracis-33658	88	5	to	to	ADP
bracis-33658	88	6	reducing	reduce	VERB
bracis-33658	88	7	gender	gender	NOUN
bracis-33658	88	8	bias	bias	NOUN
bracis-33658	88	9	hinged	hinge	VERB
bracis-33658	88	10	on	on	ADP
bracis-33658	88	11	a	a	DET
bracis-33658	88	12	nuanced	nuanced	ADJ
bracis-33658	88	13	adaptation	adaptation	NOUN
bracis-33658	88	14	of	of	ADP
bracis-33658	88	15	the	the	DET
bracis-33658	88	16	transformer	transformer	NOUN
bracis-33658	88	17	model	model	NOUN
bracis-33658	88	18	,	,	PUNCT
bracis-33658	88	19	targeting	target	VERB
bracis-33658	88	20	the	the	DET
bracis-33658	88	21	word	word	NOUN
bracis-33658	88	22	embeddings	embedding	NOUN
bracis-33658	88	23	within	within	ADP
bracis-33658	88	24	both	both	CCONJ
bracis-33658	88	25	the	the	DET
bracis-33658	88	26	encoder	encoder	NOUN
bracis-33658	88	27	and	and	CCONJ
bracis-33658	88	28	decoder	decoder	NOUN
bracis-33658	88	29	components	component	NOUN
bracis-33658	88	30	[	[	X
bracis-33658	88	31	16	16	NUM
bracis-33658	88	32	]	]	PUNCT
bracis-33658	88	33	.	.	PUNCT
bracis-33658	89	1	to	to	PART
bracis-33658	89	2	bolster	bolster	VERB
bracis-33658	89	3	gender	gender	NOUN
bracis-33658	89	4	neutrality	neutrality	NOUN
bracis-33658	89	5	,	,	PUNCT
bracis-33658	89	6	pre	pre	ADJ
bracis-33658	89	7	-	-	ADJ
bracis-33658	89	8	trained	train	VERB
bracis-33658	89	9	word	word	NOUN
bracis-33658	89	10	embeddings	embedding	NOUN
bracis-33658	89	11	were	be	AUX
bracis-33658	89	12	introduced	introduce	VERB
bracis-33658	89	13	,	,	PUNCT
bracis-33658	89	14	yielding	yield	VERB
bracis-33658	89	15	a	a	DET
bracis-33658	89	16	diverse	diverse	ADJ
bracis-33658	89	17	array	array	NOUN
bracis-33658	89	18	of	of	ADP
bracis-33658	89	19	models	model	NOUN
bracis-33658	89	20	,	,	PUNCT
bracis-33658	89	21	each	each	PRON
bracis-33658	89	22	utilizing	utilize	VERB
bracis-33658	89	23	distinct	distinct	ADJ
bracis-33658	89	24	pre	pre	ADJ
bracis-33658	89	25	-	-	ADJ
bracis-33658	89	26	trained	train	VERB
bracis-33658	89	27	word	word	NOUN
bracis-33658	89	28	embeddings	embedding	NOUN
bracis-33658	89	29	sourced	source	VERB
bracis-33658	89	30	primarily	primarily	ADV
bracis-33658	89	31	from	from	ADP
bracis-33658	89	32	glove	glove	NOUN
bracis-33658	89	33	.	.	PUNCT
bracis-33658	90	1	the	the	DET
bracis-33658	90	2	study	study	NOUN
bracis-33658	90	3	explored	explore	VERB
bracis-33658	90	4	multiple	multiple	ADJ
bracis-33658	90	5	experimental	experimental	ADJ
bracis-33658	90	6	scenarios	scenario	NOUN
bracis-33658	90	7	,	,	PUNCT
bracis-33658	90	8	including	include	VERB
bracis-33658	90	9	training	training	NOUN
bracis-33658	90	10	models	model	NOUN
bracis-33658	90	11	without	without	ADP
bracis-33658	90	12	any	any	DET
bracis-33658	90	13	pre	pre	ADJ
bracis-33658	90	14	-	-	ADJ
bracis-33658	90	15	trained	train	VERB
bracis-33658	90	16	word	word	NOUN
bracis-33658	90	17	embeddings	embedding	NOUN
bracis-33658	90	18	to	to	PART
bracis-33658	90	19	allow	allow	VERB
bracis-33658	90	20	autonomous	autonomous	ADJ
bracis-33658	90	21	learning	learning	NOUN
bracis-33658	90	22	,	,	PUNCT
bracis-33658	90	23	and	and	CCONJ
bracis-33658	90	24	incorporating	incorporate	VERB
bracis-33658	90	25	pre	pre	ADJ
bracis-33658	90	26	-	-	ADJ
bracis-33658	90	27	trained	train	VERB
bracis-33658	90	28	embeddings	embedding	NOUN
bracis-33658	90	29	,	,	PUNCT
bracis-33658	90	30	such	such	ADJ
bracis-33658	90	31	as	as	ADP
bracis-33658	90	32	standard	standard	ADJ
bracis-33658	90	33	glove	glove	NOUN
bracis-33658	90	34	,	,	PUNCT
bracis-33658	90	35	harddebiased	harddebiase	VERB
bracis-33658	90	36	glove	glove	NOUN
bracis-33658	90	37	,	,	PUNCT
bracis-33658	90	38	and	and	CCONJ
bracis-33658	90	39	gender	gender	NOUN
bracis-33658	90	40	neutral	neutral	ADJ
bracis-33658	90	41	glove	glove	NOUN
bracis-33658	90	42	(	(	PUNCT
bracis-33658	90	43	gn	gn	NOUN
bracis-33658	90	44	-	-	PUNCT
bracis-33658	90	45	glove	glove	NOUN
bracis-33658	90	46	)	)	PUNCT
bracis-33658	90	47	,	,	PUNCT
bracis-33658	90	48	derived	derive	VERB
bracis-33658	90	49	from	from	ADP
bracis-33658	90	50	the	the	DET
bracis-33658	90	51	same	same	ADJ
bracis-33658	90	52	corpus	corpus	NOUN
bracis-33658	90	53	.	.	PUNCT
bracis-33658	91	1	additionally	additionally	ADV
bracis-33658	91	2	,	,	PUNCT
bracis-33658	91	3	the	the	DET
bracis-33658	91	4	investigation	investigation	NOUN
bracis-33658	91	5	delved	delve	VERB
bracis-33658	91	6	into	into	ADP
bracis-33658	91	7	the	the	DET
bracis-33658	91	8	specific	specific	ADJ
bracis-33658	91	9	utilization	utilization	NOUN
bracis-33658	91	10	of	of	ADP
bracis-33658	91	11	pre	pre	ADJ
bracis-33658	91	12	-	-	ADJ
bracis-33658	91	13	trained	train	VERB
bracis-33658	91	14	embeddings	embedding	NOUN
bracis-33658	91	15	,	,	PUNCT
bracis-33658	91	16	examining	examine	VERB
bracis-33658	91	17	three	three	NUM
bracis-33658	91	18	cases	case	NOUN
bracis-33658	91	19	:	:	PUNCT
bracis-33658	91	20	encoder	encoder	NOUN
bracis-33658	91	21	-	-	PUNCT
bracis-33658	91	22	only	only	ADV
bracis-33658	91	23	,	,	PUNCT
bracis-33658	91	24	decoder	decoder	NOUN
bracis-33658	91	25	-	-	PUNCT
bracis-33658	91	26	only	only	ADV
bracis-33658	91	27	,	,	PUNCT
bracis-33658	91	28	and	and	CCONJ
bracis-33658	91	29	both	both	DET
bracis-33658	91	30	encoder	encoder	NOUN
bracis-33658	91	31	and	and	CCONJ
bracis-33658	91	32	decoder	decoder	NOUN
bracis-33658	91	33	,	,	PUNCT
bracis-33658	91	34	to	to	PART
bracis-33658	91	35	comprehensively	comprehensively	ADV
bracis-33658	91	36	evaluate	evaluate	VERB
bracis-33658	91	37	their	their	PRON
bracis-33658	91	38	impact	impact	NOUN
bracis-33658	91	39	on	on	ADP
bracis-33658	91	40	mitigating	mitigate	VERB
bracis-33658	91	41	gender	gender	NOUN
bracis-33658	91	42	bias	bias	NOUN
bracis-33658	91	43	during	during	ADP
bracis-33658	91	44	translation	translation	NOUN
bracis-33658	91	45	.	.	PUNCT
bracis-33658	92	1	the	the	DET
bracis-33658	92	2	authors	author	NOUN
bracis-33658	92	3	evaluate	evaluate	VERB
bracis-33658	92	4	the	the	DET
bracis-33658	92	5	proposed	propose	VERB
bracis-33658	92	6	system	system	NOUN
bracis-33658	92	7	on	on	ADP
bracis-33658	92	8	the	the	DET
bracis-33658	92	9	workshop	workshop	NOUN
bracis-33658	92	10	on	on	ADP
bracis-33658	92	11	machine	machine	NOUN
bracis-33658	92	12	translationfootnote	translationfootnote	NOUN
bracis-33658	92	13	4	4	NUM
bracis-33658	92	14	(	(	PUNCT
bracis-33658	92	15	wmt	wmt	PROPN
bracis-33658	92	16	)	)	PUNCT
bracis-33658	92	17	english	english	ADJ
bracis-33658	92	18	spanish	spanish	ADJ
bracis-33658	92	19	benchmark	benchmark	PROPN
bracis-33658	92	20	task	task	NOUN
bracis-33658	92	21	.	.	PUNCT
bracis-33658	93	1	this	this	DET
bracis-33658	93	2	holistic	holistic	ADJ
bracis-33658	93	3	framework	framework	NOUN
bracis-33658	93	4	facilitated	facilitate	VERB
bracis-33658	93	5	a	a	DET
bracis-33658	93	6	comprehensive	comprehensive	ADJ
bracis-33658	93	7	assessment	assessment	NOUN
bracis-33658	93	8	of	of	ADP
bracis-33658	93	9	embedding	embed	VERB
bracis-33658	93	10	strategies	strategy	NOUN
bracis-33658	93	11	,	,	PUNCT
bracis-33658	93	12	shedding	shed	VERB
bracis-33658	93	13	light	light	NOUN
bracis-33658	93	14	on	on	ADP
bracis-33658	93	15	effective	effective	ADJ
bracis-33658	93	16	means	mean	NOUN
bracis-33658	93	17	of	of	ADP
bracis-33658	93	18	enhancing	enhance	VERB
bracis-33658	93	19	translation	translation	NOUN
bracis-33658	93	20	fairness	fairness	NOUN
bracis-33658	93	21	.	.	PUNCT
bracis-33658	94	1	in	in	ADP
bracis-33658	94	2	their	their	PRON
bracis-33658	94	3	work	work	NOUN
bracis-33658	94	4	on	on	ADP
bracis-33658	94	5	mitigating	mitigate	VERB
bracis-33658	94	6	sensitivity	sensitivity	NOUN
bracis-33658	94	7	to	to	PART
bracis-33658	94	8	protected	protect	VERB
bracis-33658	94	9	attributes	attribute	NOUN
bracis-33658	94	10	such	such	ADJ
bracis-33658	94	11	as	as	ADP
bracis-33658	94	12	gender	gender	NOUN
bracis-33658	94	13	and	and	CCONJ
bracis-33658	94	14	age	age	NOUN
bracis-33658	94	15	in	in	ADP
bracis-33658	94	16	sentiment	sentiment	NOUN
bracis-33658	94	17	classification	classification	NOUN
bracis-33658	94	18	,	,	PUNCT
bracis-33658	94	19	authors	author	NOUN
bracis-33658	94	20	evaluated	evaluate	VERB
bracis-33658	94	21	round	round	ADJ
bracis-33658	94	22	-	-	PUNCT
bracis-33658	94	23	trip	trip	NOUN
bracis-33658	94	24	translation	translation	NOUN
bracis-33658	94	25	as	as	ADP
bracis-33658	94	26	a	a	DET
bracis-33658	94	27	technique	technique	NOUN
bracis-33658	94	28	[	[	X
bracis-33658	94	29	9	9	NUM
bracis-33658	94	30	]	]	PUNCT
bracis-33658	94	31	.	.	PUNCT
bracis-33658	95	1	they	they	PRON
bracis-33658	95	2	demonstrate	demonstrate	VERB
bracis-33658	95	3	,	,	PUNCT
bracis-33658	95	4	in	in	ADP
bracis-33658	95	5	particular	particular	ADJ
bracis-33658	95	6	,	,	PUNCT
bracis-33658	95	7	that	that	SCONJ
bracis-33658	95	8	translating	translate	VERB
bracis-33658	95	9	danish	danish	ADJ
bracis-33658	95	10	product	product	NOUN
bracis-33658	95	11	reviews	review	NOUN
bracis-33658	95	12	into	into	ADP
bracis-33658	95	13	english	english	PROPN
bracis-33658	95	14	and	and	CCONJ
bracis-33658	95	15	back	back	ADJ
bracis-33658	95	16	minimizes	minimize	VERB
bracis-33658	95	17	group	group	NOUN
bracis-33658	95	18	disparity	disparity	NOUN
bracis-33658	95	19	across	across	ADP
bracis-33658	95	20	three	three	NUM
bracis-33658	95	21	distinct	distinct	ADJ
bracis-33658	95	22	classification	classification	NOUN
bracis-33658	95	23	structures	structure	NOUN
bracis-33658	95	24	.	.	PUNCT
bracis-33658	96	1	they	they	PRON
bracis-33658	96	2	used	use	VERB
bracis-33658	96	3	two	two	NUM
bracis-33658	96	4	different	different	ADJ
bracis-33658	96	5	pre	pre	ADJ
bracis-33658	96	6	-	-	ADJ
bracis-33658	96	7	trained	train	VERB
bracis-33658	96	8	language	language	NOUN
bracis-33658	96	9	models	model	NOUN
bracis-33658	96	10	,	,	PUNCT
bracis-33658	96	11	namely	namely	ADV
bracis-33658	96	12	the	the	DET
bracis-33658	96	13	multilingual	multilingual	ADJ
bracis-33658	96	14	laser	laser	NOUN
bracis-33658	96	15	model	model	NOUN
bracis-33658	96	16	and	and	CCONJ
bracis-33658	96	17	a	a	DET
bracis-33658	96	18	monolingual	monolingual	ADJ
bracis-33658	96	19	bert	bert	NOUN
bracis-33658	96	20	trained	train	VERB
bracis-33658	96	21	for	for	ADP
bracis-33658	96	22	danish	danish	ADJ
bracis-33658	96	23	.	.	PUNCT
bracis-33658	97	1	on	on	ADP
bracis-33658	97	2	top	top	NOUN
bracis-33658	97	3	of	of	ADP
bracis-33658	97	4	these	these	PRON
bracis-33658	97	5	,	,	PUNCT
bracis-33658	97	6	some	some	DET
bracis-33658	97	7	classifiers	classifier	NOUN
bracis-33658	97	8	were	be	AUX
bracis-33658	97	9	employed	employ	VERB
bracis-33658	97	10	,	,	PUNCT
bracis-33658	97	11	including	include	VERB
bracis-33658	97	12	nearest	near	ADJ
bracis-33658	97	13	neighbor	neighbor	NOUN
bracis-33658	97	14	,	,	PUNCT
bracis-33658	97	15	logistic	logistic	ADJ
bracis-33658	97	16	regression	regression	NOUN
bracis-33658	97	17	,	,	PUNCT
bracis-33658	97	18	and	and	CCONJ
bracis-33658	97	19	(	(	PUNCT
bracis-33658	97	20	gaussian	gaussian	ADJ
bracis-33658	97	21	kernel	kernel	NOUN
bracis-33658	97	22	)	)	PUNCT
bracis-33658	97	23	support	support	NOUN
bracis-33658	97	24	vector	vector	NOUN
bracis-33658	97	25	machines	machine	NOUN
bracis-33658	97	26	(	(	PUNCT
bracis-33658	97	27	svms	svms	NOUN
bracis-33658	97	28	)	)	PUNCT
bracis-33658	97	29	.	.	PUNCT
bracis-33658	98	1	the	the	DET
bracis-33658	98	2	authors	author	NOUN
bracis-33658	98	3	discover	discover	VERB
bracis-33658	98	4	that	that	DET
bracis-33658	98	5	round	round	ADJ
bracis-33658	98	6	-	-	PUNCT
bracis-33658	98	7	trip	trip	NOUN
bracis-33658	98	8	translation	translation	NOUN
bracis-33658	98	9	at	at	ADP
bracis-33658	98	10	test	test	NOUN
bracis-33658	98	11	time	time	NOUN
bracis-33658	98	12	reduces	reduce	VERB
bracis-33658	98	13	the	the	DET
bracis-33658	98	14	fairness	fairness	NOUN
bracis-33658	98	15	gap	gap	NOUN
bracis-33658	98	16	(	(	PUNCT
bracis-33658	98	17	by	by	ADP
bracis-33658	98	18	up	up	ADV
bracis-33658	98	19	 	 	SPACE
bracis-33658	98	20	to	to	ADP
bracis-33658	98	21	47	47	NUM
bracis-33658	98	22	%	%	NOUN
bracis-33658	98	23	)	)	PUNCT
bracis-33658	98	24	,	,	PUNCT
bracis-33658	98	25	but	but	CCONJ
bracis-33658	98	26	that	that	SCONJ
bracis-33658	98	27	the	the	DET
bracis-33658	98	28	effect	effect	NOUN
bracis-33658	98	29	disappears	disappear	VERB
bracis-33658	98	30	for	for	ADP
bracis-33658	98	31	the	the	DET
bracis-33658	98	32	best	good	ADJ
bracis-33658	98	33	models	model	NOUN
bracis-33658	98	34	(	(	PUNCT
bracis-33658	98	35	svms	svms	NOUN
bracis-33658	98	36	stacked	stack	VERB
bracis-33658	98	37	on	on	ADP
bracis-33658	98	38	bert	bert	PROPN
bracis-33658	98	39	representations	representation	NOUN
bracis-33658	98	40	)	)	PUNCT
bracis-33658	98	41	when	when	SCONJ
bracis-33658	98	42	both	both	DET
bracis-33658	98	43	training	training	NOUN
bracis-33658	98	44	and	and	CCONJ
bracis-33658	98	45	test	test	NOUN
bracis-33658	98	46	data	datum	NOUN
bracis-33658	98	47	are	be	AUX
bracis-33658	98	48	translated	translate	VERB
bracis-33658	98	49	into	into	ADP
bracis-33658	98	50	a	a	DET
bracis-33658	98	51	foreign	foreign	ADJ
bracis-33658	98	52	language	language	NOUN
bracis-33658	98	53	and	and	CCONJ
bracis-33658	98	54	back	back	NOUN
bracis-33658	98	55	.	.	PUNCT
bracis-33658	99	1	3	3	NUM
bracis-33658	99	2	background	background	NOUN
bracis-33658	99	3	3.1	3.1	NUM
bracis-33658	99	4	fairness	fairness	NOUN
bracis-33658	99	5	broadly	broadly	ADV
bracis-33658	99	6	speaking	speak	VERB
bracis-33658	99	7	,	,	PUNCT
bracis-33658	99	8	in	in	ADP
bracis-33658	99	9	ml	ml	ADP
bracis-33658	99	10	and	and	CCONJ
bracis-33658	99	11	nlp	nlp	NOUN
bracis-33658	99	12	studies	study	NOUN
bracis-33658	99	13	,	,	PUNCT
bracis-33658	99	14	fairness	fairness	NOUN
bracis-33658	99	15	is	be	AUX
bracis-33658	99	16	focused	focus	VERB
bracis-33658	99	17	on	on	ADP
bracis-33658	99	18	ensuring	ensure	VERB
bracis-33658	99	19	that	that	SCONJ
bracis-33658	99	20	systems	system	NOUN
bracis-33658	99	21	and	and	CCONJ
bracis-33658	99	22	algorithms	algorithm	NOUN
bracis-33658	99	23	treat	treat	VERB
bracis-33658	99	24	individuals	individual	NOUN
bracis-33658	99	25	and	and	CCONJ
bracis-33658	99	26	groups	group	NOUN
bracis-33658	99	27	fairly	fairly	ADV
bracis-33658	99	28	without	without	ADP
bracis-33658	99	29	introducing	introduce	VERB
bracis-33658	99	30	biases	bias	NOUN
bracis-33658	99	31	or	or	CCONJ
bracis-33658	99	32	discrimination	discrimination	NOUN
bracis-33658	99	33	based	base	VERB
bracis-33658	99	34	on	on	ADP
bracis-33658	99	35	characteristics	characteristic	NOUN
bracis-33658	99	36	such	such	ADJ
bracis-33658	99	37	as	as	ADP
bracis-33658	99	38	gender	gender	NOUN
bracis-33658	99	39	,	,	PUNCT
bracis-33658	99	40	race	race	NOUN
bracis-33658	99	41	,	,	PUNCT
bracis-33658	99	42	or	or	CCONJ
bracis-33658	99	43	ethnicity	ethnicity	NOUN
bracis-33658	99	44	.	.	PUNCT
bracis-33658	100	1	two	two	NUM
bracis-33658	100	2	important	important	ADJ
bracis-33658	100	3	aspects	aspect	NOUN
bracis-33658	100	4	of	of	ADP
bracis-33658	100	5	fairness	fairness	NOUN
bracis-33658	100	6	must	must	AUX
bracis-33658	100	7	be	be	AUX
bracis-33658	100	8	considered	consider	VERB
bracis-33658	100	9	:	:	PUNCT
bracis-33658	100	10	its	its	PRON
bracis-33658	100	11	definition	definition	NOUN
bracis-33658	100	12	and	and	CCONJ
bracis-33658	100	13	its	its	PRON
bracis-33658	100	14	metrics	metric	NOUN
bracis-33658	100	15	[	[	X
bracis-33658	100	16	25	25	NUM
bracis-33658	100	17	]	]	PUNCT
bracis-33658	100	18	.	.	PUNCT
bracis-33658	101	1	fairness	fairness	NOUN
bracis-33658	101	2	definition	definition	NOUN
bracis-33658	101	3	.	.	PUNCT
bracis-33658	102	1	as	as	SCONJ
bracis-33658	102	2	pointed	point	VERB
bracis-33658	102	3	out	out	ADP
bracis-33658	102	4	by	by	ADP
bracis-33658	102	5	the	the	DET
bracis-33658	102	6	authors	author	NOUN
bracis-33658	102	7	,	,	PUNCT
bracis-33658	102	8	addressing	address	VERB
bracis-33658	102	9	the	the	DET
bracis-33658	102	10	bias	bias	NOUN
bracis-33658	102	11	subject	subject	NOUN
bracis-33658	102	12	,	,	PUNCT
bracis-33658	102	13	researchers	researcher	NOUN
bracis-33658	102	14	in	in	ADP
bracis-33658	102	15	ai	ai	PROPN
bracis-33658	102	16	,	,	PUNCT
bracis-33658	102	17	software	software	NOUN
bracis-33658	102	18	engineering	engineering	NOUN
bracis-33658	102	19	,	,	PUNCT
bracis-33658	102	20	and	and	CCONJ
bracis-33658	102	21	law	law	NOUN
bracis-33658	102	22	communities	community	NOUN
bracis-33658	102	23	have	have	AUX
bracis-33658	102	24	proposed	propose	VERB
bracis-33658	102	25	more	more	ADJ
bracis-33658	102	26	than	than	ADP
bracis-33658	102	27	twenty	twenty	NUM
bracis-33658	102	28	different	different	ADJ
bracis-33658	102	29	notions	notion	NOUN
bracis-33658	102	30	of	of	ADP
bracis-33658	102	31	fairness	fairness	NOUN
bracis-33658	102	32	in	in	ADP
bracis-33658	102	33	the	the	DET
bracis-33658	102	34	last	last	ADJ
bracis-33658	102	35	few	few	ADJ
bracis-33658	102	36	years	year	NOUN
bracis-33658	102	37	[	[	X
bracis-33658	102	38	31	31	NUM
bracis-33658	102	39	]	]	PUNCT
bracis-33658	102	40	.	.	PUNCT
bracis-33658	103	1	however	however	ADV
bracis-33658	103	2	,	,	PUNCT
bracis-33658	103	3	there	there	PRON
bracis-33658	103	4	is	be	VERB
bracis-33658	103	5	no	no	DET
bracis-33658	103	6	consensus	consensus	NOUN
bracis-33658	103	7	regarding	regard	VERB
bracis-33658	103	8	the	the	DET
bracis-33658	103	9	appropriate	appropriate	ADJ
bracis-33658	103	10	definition	definition	NOUN
bracis-33658	103	11	for	for	ADP
bracis-33658	103	12	specific	specific	ADJ
bracis-33658	103	13	situations	situation	NOUN
bracis-33658	103	14	.	.	PUNCT
bracis-33658	104	1	furthermore	furthermore	ADV
bracis-33658	104	2	,	,	PUNCT
bracis-33658	104	3	comprehending	comprehend	VERB
bracis-33658	104	4	the	the	DET
bracis-33658	104	5	intricate	intricate	ADJ
bracis-33658	104	6	distinctions	distinction	NOUN
bracis-33658	104	7	among	among	ADP
bracis-33658	104	8	numerous	numerous	ADJ
bracis-33658	104	9	definitions	definition	NOUN
bracis-33658	104	10	poses	pose	VERB
bracis-33658	104	11	a	a	DET
bracis-33658	104	12	considerable	considerable	ADJ
bracis-33658	104	13	challenge	challenge	NOUN
bracis-33658	104	14	.	.	PUNCT
bracis-33658	105	1	one	one	NUM
bracis-33658	105	2	of	of	ADP
bracis-33658	105	3	the	the	DET
bracis-33658	105	4	fundamental	fundamental	ADJ
bracis-33658	105	5	aspects	aspect	NOUN
bracis-33658	105	6	of	of	ADP
bracis-33658	105	7	fairness	fairness	NOUN
bracis-33658	105	8	definition	definition	NOUN
bracis-33658	105	9	is	be	AUX
bracis-33658	105	10	the	the	DET
bracis-33658	105	11	concepts	concept	NOUN
bracis-33658	105	12	of	of	ADP
bracis-33658	105	13	group	group	NOUN
bracis-33658	105	14	fairness	fairness	NOUN
bracis-33658	105	15	and	and	CCONJ
bracis-33658	105	16	individual	individual	ADJ
bracis-33658	105	17	fairness	fairness	NOUN
bracis-33658	105	18	.	.	PUNCT
bracis-33658	106	1	group	group	NOUN
bracis-33658	106	2	fairness	fairness	NOUN
bracis-33658	106	3	focuses	focus	VERB
bracis-33658	106	4	on	on	ADP
bracis-33658	106	5	ensuring	ensure	VERB
bracis-33658	106	6	that	that	SCONJ
bracis-33658	106	7	outcomes	outcome	NOUN
bracis-33658	106	8	are	be	AUX
bracis-33658	106	9	equitable	equitable	ADJ
bracis-33658	106	10	for	for	ADP
bracis-33658	106	11	different	different	ADJ
bracis-33658	106	12	predefined	predefine	VERB
bracis-33658	106	13	groups	group	NOUN
bracis-33658	106	14	(	(	PUNCT
bracis-33658	106	15	e.g.	e.g.	ADV
bracis-33658	106	16	,	,	PUNCT
bracis-33658	106	17	men	man	NOUN
bracis-33658	106	18	and	and	CCONJ
bracis-33658	106	19	women	woman	NOUN
bracis-33658	106	20	)	)	PUNCT
bracis-33658	106	21	.	.	PUNCT
bracis-33658	107	1	on	on	ADP
bracis-33658	107	2	the	the	DET
bracis-33658	107	3	other	other	ADJ
bracis-33658	107	4	hand	hand	NOUN
bracis-33658	107	5	,	,	PUNCT
bracis-33658	107	6	individual	individual	ADJ
bracis-33658	107	7	fairness	fairness	NOUN
bracis-33658	107	8	seeks	seek	VERB
bracis-33658	107	9	to	to	PART
bracis-33658	107	10	treat	treat	VERB
bracis-33658	107	11	similar	similar	ADJ
bracis-33658	107	12	individuals	individual	NOUN
bracis-33658	107	13	similarly	similarly	ADV
bracis-33658	107	14	,	,	PUNCT
bracis-33658	107	15	regardless	regardless	ADV
bracis-33658	107	16	of	of	ADP
bracis-33658	107	17	their	their	PRON
bracis-33658	107	18	group	group	NOUN
bracis-33658	107	19	membership	membership	NOUN
bracis-33658	107	20	.	.	PUNCT
bracis-33658	108	1	despite	despite	SCONJ
bracis-33658	108	2	appearing	appear	VERB
bracis-33658	108	3	to	to	PART
bracis-33658	108	4	be	be	AUX
bracis-33658	108	5	in	in	ADP
bracis-33658	108	6	conflict	conflict	NOUN
bracis-33658	108	7	,	,	PUNCT
bracis-33658	108	8	individual	individual	ADJ
bracis-33658	108	9	and	and	CCONJ
bracis-33658	108	10	group	group	NOUN
bracis-33658	108	11	fairness	fairness	NOUN
bracis-33658	108	12	measures	measure	NOUN
bracis-33658	108	13	do	do	AUX
bracis-33658	108	14	not	not	PART
bracis-33658	108	15	inherently	inherently	ADV
bracis-33658	108	16	represent	represent	VERB
bracis-33658	108	17	distinct	distinct	ADJ
bracis-33658	108	18	normative	normative	ADJ
bracis-33658	108	19	principles	principle	NOUN
bracis-33658	108	20	[	[	X
bracis-33658	108	21	2	2	NUM
bracis-33658	108	22	]	]	PUNCT
bracis-33658	108	23	.	.	PUNCT
bracis-33658	109	1	also	also	ADV
bracis-33658	109	2	,	,	PUNCT
bracis-33658	109	3	fairness	fairness	NOUN
bracis-33658	109	4	definitions	definition	NOUN
bracis-33658	109	5	often	often	ADV
bracis-33658	109	6	revolve	revolve	VERB
bracis-33658	109	7	around	around	ADP
bracis-33658	109	8	the	the	DET
bracis-33658	109	9	concepts	concept	NOUN
bracis-33658	109	10	of	of	ADP
bracis-33658	109	11	anti	anti	ADJ
bracis-33658	109	12	-	-	NOUN
bracis-33658	109	13	discrimination	discrimination	ADJ
bracis-33658	109	14	and	and	CCONJ
bracis-33658	109	15	equal	equal	ADJ
bracis-33658	109	16	opportunity	opportunity	NOUN
bracis-33658	109	17	.	.	PUNCT
bracis-33658	110	1	anti	anti	ADJ
bracis-33658	110	2	-	-	ADJ
bracis-33658	110	3	discrimination	discrimination	ADJ
bracis-33658	110	4	aims	aim	NOUN
bracis-33658	110	5	to	to	PART
bracis-33658	110	6	prevent	prevent	VERB
bracis-33658	110	7	biased	biased	ADJ
bracis-33658	110	8	treatment	treatment	NOUN
bracis-33658	110	9	against	against	ADP
bracis-33658	110	10	any	any	DET
bracis-33658	110	11	specific	specific	ADJ
bracis-33658	110	12	group	group	NOUN
bracis-33658	110	13	.	.	PUNCT
bracis-33658	111	1	equal	equal	ADJ
bracis-33658	111	2	opportunity	opportunity	NOUN
bracis-33658	111	3	,	,	PUNCT
bracis-33658	111	4	on	on	ADP
bracis-33658	111	5	the	the	DET
bracis-33658	111	6	other	other	ADJ
bracis-33658	111	7	hand	hand	NOUN
bracis-33658	111	8	,	,	PUNCT
bracis-33658	111	9	aims	aim	VERB
bracis-33658	111	10	to	to	PART
bracis-33658	111	11	provide	provide	VERB
bracis-33658	111	12	individuals	individual	NOUN
bracis-33658	111	13	from	from	ADP
bracis-33658	111	14	different	different	ADJ
bracis-33658	111	15	groups	group	NOUN
bracis-33658	111	16	with	with	ADP
bracis-33658	111	17	an	an	DET
bracis-33658	111	18	equal	equal	ADJ
bracis-33658	111	19	chance	chance	NOUN
bracis-33658	111	20	of	of	ADP
bracis-33658	111	21	a	a	DET
bracis-33658	111	22	positive	positive	ADJ
bracis-33658	111	23	outcome	outcome	NOUN
bracis-33658	111	24	.	.	PUNCT
bracis-33658	112	1	disparate	disparate	ADJ
bracis-33658	112	2	impact	impact	NOUN
bracis-33658	112	3	and	and	CCONJ
bracis-33658	112	4	disparate	disparate	ADJ
bracis-33658	112	5	treatment	treatment	NOUN
bracis-33658	112	6	are	be	AUX
bracis-33658	112	7	two	two	NUM
bracis-33658	112	8	concepts	concept	NOUN
bracis-33658	112	9	in	in	ADP
bracis-33658	112	10	the	the	DET
bracis-33658	112	11	realm	realm	NOUN
bracis-33658	112	12	of	of	ADP
bracis-33658	112	13	discrimination	discrimination	NOUN
bracis-33658	112	14	and	and	CCONJ
bracis-33658	112	15	bias	bias	NOUN
bracis-33658	112	16	that	that	PRON
bracis-33658	112	17	helps	help	VERB
bracis-33658	112	18	to	to	PART
bracis-33658	112	19	address	address	VERB
bracis-33658	112	20	and	and	CCONJ
bracis-33658	112	21	identify	identify	VERB
bracis-33658	112	22	different	different	ADJ
bracis-33658	112	23	forms	form	NOUN
bracis-33658	112	24	of	of	ADP
bracis-33658	112	25	discrimination	discrimination	NOUN
bracis-33658	112	26	and	and	CCONJ
bracis-33658	112	27	play	play	VERB
bracis-33658	112	28	a	a	DET
bracis-33658	112	29	crucial	crucial	ADJ
bracis-33658	112	30	role	role	NOUN
bracis-33658	112	31	in	in	ADP
bracis-33658	112	32	ensuring	ensure	VERB
bracis-33658	112	33	fairness	fairness	NOUN
bracis-33658	112	34	and	and	CCONJ
bracis-33658	112	35	equal	equal	ADJ
bracis-33658	112	36	opportunities	opportunity	NOUN
bracis-33658	112	37	.	.	PUNCT
bracis-33658	113	1	disparate	disparate	ADJ
bracis-33658	113	2	impact	impact	NOUN
bracis-33658	113	3	deals	deal	NOUN
bracis-33658	113	4	with	with	ADP
bracis-33658	113	5	situations	situation	NOUN
bracis-33658	113	6	where	where	SCONJ
bracis-33658	113	7	a	a	DET
bracis-33658	113	8	system	system	NOUN
bracis-33658	113	9	’s	’s	PART
bracis-33658	113	10	outcomes	outcome	NOUN
bracis-33658	113	11	disproportionately	disproportionately	ADV
bracis-33658	113	12	affect	affect	VERB
bracis-33658	113	13	one	one	NUM
bracis-33658	113	14	group	group	NOUN
bracis-33658	113	15	,	,	PUNCT
bracis-33658	113	16	even	even	ADV
bracis-33658	113	17	if	if	SCONJ
bracis-33658	113	18	no	no	DET
bracis-33658	113	19	explicit	explicit	ADJ
bracis-33658	113	20	bias	bias	NOUN
bracis-33658	113	21	exists	exist	VERB
bracis-33658	113	22	.	.	PUNCT
bracis-33658	114	1	disparate	disparate	ADJ
bracis-33658	114	2	treatment	treatment	NOUN
bracis-33658	114	3	relates	relate	VERB
bracis-33658	114	4	to	to	ADP
bracis-33658	114	5	situations	situation	NOUN
bracis-33658	114	6	where	where	SCONJ
bracis-33658	114	7	individuals	individual	NOUN
bracis-33658	114	8	from	from	ADP
bracis-33658	114	9	different	different	ADJ
bracis-33658	114	10	groups	group	NOUN
bracis-33658	114	11	are	be	AUX
bracis-33658	114	12	treated	treat	VERB
bracis-33658	114	13	differently	differently	ADV
bracis-33658	114	14	due	due	ADP
bracis-33658	114	15	to	to	PART
bracis-33658	114	16	bias	bias	NOUN
bracis-33658	114	17	or	or	CCONJ
bracis-33658	114	18	discrimination	discrimination	NOUN
bracis-33658	114	19	.	.	PUNCT
bracis-33658	115	1	fairness	fairness	NOUN
bracis-33658	115	2	metrics	metric	NOUN
bracis-33658	115	3	.	.	PUNCT
bracis-33658	116	1	many	many	ADJ
bracis-33658	116	2	fairness	fairness	NOUN
bracis-33658	116	3	metrics	metric	NOUN
bracis-33658	116	4	are	be	AUX
bracis-33658	116	5	based	base	VERB
bracis-33658	116	6	on	on	ADP
bracis-33658	116	7	the	the	DET
bracis-33658	116	8	concepts	concept	NOUN
bracis-33658	116	9	from	from	ADP
bracis-33658	116	10	a	a	DET
bracis-33658	116	11	confusion	confusion	NOUN
bracis-33658	116	12	matrix	matrix	NOUN
bracis-33658	116	13	(	(	PUNCT
bracis-33658	116	14	show	show	NOUN
bracis-33658	116	15	in	in	ADP
bracis-33658	116	16	table	table	NOUN
bracis-33658	116	17	 	 	SPACE
bracis-33658	116	18	2	2	NUM
bracis-33658	116	19	)	)	PUNCT
bracis-33658	116	20	,	,	PUNCT
bracis-33658	116	21	a	a	DET
bracis-33658	116	22	tabular	tabular	NOUN
bracis-33658	116	23	representation	representation	NOUN
bracis-33658	116	24	used	use	VERB
bracis-33658	116	25	to	to	PART
bracis-33658	116	26	assess	assess	VERB
bracis-33658	116	27	the	the	DET
bracis-33658	116	28	effectiveness	effectiveness	NOUN
bracis-33658	116	29	of	of	ADP
bracis-33658	116	30	a	a	DET
bracis-33658	116	31	classification	classification	NOUN
bracis-33658	116	32	algorithm	algorithm	NOUN
bracis-33658	116	33	in	in	ADP
bracis-33658	116	34	terms	term	NOUN
bracis-33658	116	35	of	of	ADP
bracis-33658	116	36	positive	positive	ADJ
bracis-33658	116	37	and	and	CCONJ
bracis-33658	116	38	negative	negative	ADJ
bracis-33658	116	39	results	result	NOUN
bracis-33658	116	40	correctly	correctly	ADV
bracis-33658	116	41	or	or	CCONJ
bracis-33658	116	42	incorrectly	incorrectly	ADV
bracis-33658	116	43	predicted	predict	VERB
bracis-33658	116	44	by	by	ADP
bracis-33658	116	45	the	the	DET
bracis-33658	116	46	model	model	NOUN
bracis-33658	116	47	.	.	PUNCT
bracis-33658	117	1	some	some	DET
bracis-33658	117	2	common	common	ADJ
bracis-33658	117	3	fairness	fairness	NOUN
bracis-33658	117	4	metrics	metric	NOUN
bracis-33658	117	5	include	include	VERB
bracis-33658	117	6	:	:	PUNCT
bracis-33658	117	7	table	table	NOUN
bracis-33658	117	8	2	2	NUM
bracis-33658	117	9	.	.	NOUN
bracis-33658	117	10	example	example	NOUN
bracis-33658	117	11	of	of	ADP
bracis-33658	117	12	a	a	DET
bracis-33658	117	13	confusion	confusion	NOUN
bracis-33658	117	14	matrix.full	matrix.full	NOUN
bracis-33658	117	15	size	size	NOUN
bracis-33658	117	16	table	table	NOUN
bracis-33658	117	17	demographic	demographic	ADJ
bracis-33658	117	18	parity	parity	NOUN
bracis-33658	117	19	:	:	PUNCT
bracis-33658	117	20	measures	measure	NOUN
bracis-33658	117	21	whether	whether	SCONJ
bracis-33658	117	22	the	the	DET
bracis-33658	117	23	positive	positive	ADJ
bracis-33658	117	24	prediction	prediction	NOUN
bracis-33658	117	25	rates	rate	VERB
bracis-33658	117	26	\((tp+fp	\((tp+fp	PROPN
bracis-33658	117	27	/	/	SYM
bracis-33658	117	28	tp+tn+fp+fn)\	tp+tn+fp+fn)\	PROPN
bracis-33658	117	29	)	)	PUNCT
bracis-33658	117	30	are	be	AUX
bracis-33658	117	31	equal	equal	ADJ
bracis-33658	117	32	across	across	ADP
bracis-33658	117	33	different	different	ADJ
bracis-33658	117	34	groups	group	NOUN
bracis-33658	117	35	.	.	PUNCT
bracis-33658	118	1	equal	equal	ADJ
bracis-33658	118	2	opportunity	opportunity	NOUN
bracis-33658	118	3	:	:	PUNCT
bracis-33658	118	4	ensures	ensure	VERB
bracis-33658	118	5	that	that	SCONJ
bracis-33658	118	6	the	the	DET
bracis-33658	118	7	true	true	ADJ
bracis-33658	118	8	positive	positive	ADJ
bracis-33658	118	9	rate	rate	NOUN
bracis-33658	118	10	\((tp	\((tp	ADJ
bracis-33658	118	11	/	/	SYM
bracis-33658	118	12	tp+fn)\	tp+fn)\	NOUN
bracis-33658	118	13	)	)	PUNCT
bracis-33658	118	14	is	be	AUX
bracis-33658	118	15	the	the	DET
bracis-33658	118	16	same	same	ADJ
bracis-33658	118	17	across	across	ADP
bracis-33658	118	18	groups	group	NOUN
bracis-33658	118	19	.	.	PUNCT
bracis-33658	119	1	equalized	equalize	VERB
bracis-33658	119	2	odds	odd	NOUN
bracis-33658	119	3	:	:	PUNCT
bracis-33658	119	4	requires	require	VERB
bracis-33658	119	5	both	both	DET
bracis-33658	119	6	true	true	ADJ
bracis-33658	119	7	positive	positive	ADJ
bracis-33658	119	8	rate	rate	NOUN
bracis-33658	119	9	\((tp	\((tp	ADJ
bracis-33658	119	10	/	/	SYM
bracis-33658	119	11	tp+fn)\	tp+fn)\	NOUN
bracis-33658	119	12	)	)	PUNCT
bracis-33658	119	13	and	and	CCONJ
bracis-33658	119	14	false	false	ADJ
bracis-33658	119	15	positive	positive	ADJ
bracis-33658	119	16	rate	rate	NOUN
bracis-33658	119	17	\((fp	\((fp	NOUN
bracis-33658	119	18	/	/	SYM
bracis-33658	119	19	fp+tn)\	fp+tn)\	ADJ
bracis-33658	119	20	)	)	PUNCT
bracis-33658	119	21	to	to	PART
bracis-33658	119	22	be	be	AUX
bracis-33658	119	23	equal	equal	ADJ
bracis-33658	119	24	across	across	ADP
bracis-33658	119	25	groups	group	NOUN
bracis-33658	119	26	.	.	PUNCT
bracis-33658	120	1	predictive	predictive	ADJ
bracis-33658	120	2	parity	parity	NOUN
bracis-33658	120	3	:	:	PUNCT
bracis-33658	120	4	checks	check	NOUN
bracis-33658	120	5	if	if	SCONJ
bracis-33658	120	6	the	the	DET
bracis-33658	120	7	precision	precision	NOUN
bracis-33658	120	8	\((fp	\((fp	NOUN
bracis-33658	120	9	/	/	SYM
bracis-33658	120	10	fp+tn)\	fp+tn)\	ADJ
bracis-33658	120	11	)	)	PUNCT
bracis-33658	120	12	is	be	AUX
bracis-33658	120	13	the	the	DET
bracis-33658	120	14	same	same	ADJ
bracis-33658	120	15	across	across	ADP
bracis-33658	120	16	groups	group	NOUN
bracis-33658	120	17	.	.	PUNCT
bracis-33658	121	1	false	false	ADJ
bracis-33658	121	2	positive	positive	ADJ
bracis-33658	121	3	rate	rate	NOUN
bracis-33658	121	4	balance	balance	NOUN
bracis-33658	121	5	:	:	PUNCT
bracis-33658	121	6	ensures	ensure	VERB
bracis-33658	121	7	that	that	SCONJ
bracis-33658	121	8	the	the	DET
bracis-33658	121	9	false	false	ADJ
bracis-33658	121	10	positive	positive	ADJ
bracis-33658	121	11	rate	rate	NOUN
bracis-33658	121	12	\((fn	\((fn	NOUN
bracis-33658	121	13	/	/	SYM
bracis-33658	121	14	fn+tp)\	fn+tp)\	NOUN
bracis-33658	121	15	)	)	PUNCT
bracis-33658	121	16	is	be	AUX
bracis-33658	121	17	equal	equal	ADJ
bracis-33658	121	18	across	across	ADP
bracis-33658	121	19	groups	group	NOUN
bracis-33658	121	20	.	.	PUNCT
bracis-33658	122	1	false	false	ADJ
bracis-33658	122	2	negative	negative	ADJ
bracis-33658	122	3	rate	rate	NOUN
bracis-33658	122	4	balance	balance	NOUN
bracis-33658	122	5	:	:	PUNCT
bracis-33658	122	6	ensures	ensure	VERB
bracis-33658	122	7	that	that	SCONJ
bracis-33658	122	8	the	the	DET
bracis-33658	122	9	false	false	ADJ
bracis-33658	122	10	negative	negative	ADJ
bracis-33658	122	11	rate	rate	NOUN
bracis-33658	122	12	\((fn	\((fn	PRON
bracis-33658	122	13	/	/	SYM
bracis-33658	122	14	fn+tp)\	fn+tp)\	NOUN
bracis-33658	122	15	)	)	PUNCT
bracis-33658	122	16	is	be	AUX
bracis-33658	122	17	equal	equal	ADJ
bracis-33658	122	18	across	across	ADP
bracis-33658	122	19	groups	group	NOUN
bracis-33658	122	20	.	.	PUNCT
bracis-33658	123	1	these	these	DET
bracis-33658	123	2	metrics	metric	NOUN
bracis-33658	123	3	help	help	VERB
bracis-33658	123	4	assess	assess	VERB
bracis-33658	123	5	whether	whether	SCONJ
bracis-33658	123	6	a	a	DET
bracis-33658	123	7	model	model	NOUN
bracis-33658	123	8	is	be	AUX
bracis-33658	123	9	fair	fair	ADJ
bracis-33658	123	10	across	across	ADP
bracis-33658	123	11	different	different	ADJ
bracis-33658	123	12	demographic	demographic	ADJ
bracis-33658	123	13	groups	group	NOUN
bracis-33658	123	14	or	or	CCONJ
bracis-33658	123	15	categories	category	NOUN
bracis-33658	123	16	.	.	PUNCT
bracis-33658	124	1	approaches	approach	NOUN
bracis-33658	124	2	.	.	PUNCT
bracis-33658	125	1	ensuring	ensure	VERB
bracis-33658	125	2	that	that	SCONJ
bracis-33658	125	3	models	model	NOUN
bracis-33658	125	4	treat	treat	VERB
bracis-33658	125	5	all	all	DET
bracis-33658	125	6	demographic	demographic	ADJ
bracis-33658	125	7	groups	group	NOUN
bracis-33658	125	8	equitably	equitably	ADV
bracis-33658	125	9	requires	require	VERB
bracis-33658	125	10	careful	careful	ADJ
bracis-33658	125	11	consideration	consideration	NOUN
bracis-33658	125	12	across	across	ADP
bracis-33658	125	13	the	the	DET
bracis-33658	125	14	entire	entire	ADJ
bracis-33658	125	15	machine	machine	NOUN
bracis-33658	125	16	learning	learn	VERB
bracis-33658	125	17	pipeline	pipeline	NOUN
bracis-33658	125	18	.	.	PUNCT
bracis-33658	126	1	usually	usually	ADV
bracis-33658	126	2	three	three	NUM
bracis-33658	126	3	approaches	approach	NOUN
bracis-33658	126	4	have	have	AUX
bracis-33658	126	5	been	be	AUX
bracis-33658	126	6	explored	explore	VERB
bracis-33658	126	7	:	:	PUNCT
bracis-33658	126	8	pre	pre	ADJ
bracis-33658	126	9	-	-	ADJ
bracis-33658	126	10	processing	processing	ADJ
bracis-33658	126	11	,	,	PUNCT
bracis-33658	126	12	in	in	ADP
bracis-33658	126	13	-	-	PUNCT
bracis-33658	126	14	processing	processing	NOUN
bracis-33658	126	15	,	,	PUNCT
bracis-33658	126	16	and	and	CCONJ
bracis-33658	126	17	post	post	ADJ
bracis-33658	126	18	-	-	ADJ
bracis-33658	126	19	processing	processing	ADJ
bracis-33658	126	20	[	[	X
bracis-33658	126	21	6	6	NUM
bracis-33658	126	22	]	]	PUNCT
bracis-33658	126	23	.	.	PUNCT
bracis-33658	127	1	1	1	X
bracis-33658	127	2	.	.	X
bracis-33658	127	3	pre	pre	ADJ
bracis-33658	127	4	-	-	ADJ
bracis-33658	127	5	processing	processing	NOUN
bracis-33658	127	6	:	:	PUNCT
bracis-33658	127	7	in	in	ADP
bracis-33658	127	8	fairness	fairness	NOUN
bracis-33658	127	9	-	-	PUNCT
bracis-33658	127	10	aware	aware	ADJ
bracis-33658	127	11	machine	machine	NOUN
bracis-33658	127	12	learning	learning	NOUN
bracis-33658	127	13	,	,	PUNCT
bracis-33658	127	14	pre	pre	ADJ
bracis-33658	127	15	-	-	ADJ
bracis-33658	127	16	processing	processing	ADJ
bracis-33658	127	17	involves	involve	NOUN
bracis-33658	127	18	modifying	modify	VERB
bracis-33658	127	19	the	the	DET
bracis-33658	127	20	training	training	NOUN
bracis-33658	127	21	data	datum	NOUN
bracis-33658	127	22	to	to	PART
bracis-33658	127	23	mitigate	mitigate	VERB
bracis-33658	127	24	biases	bias	NOUN
bracis-33658	127	25	before	before	SCONJ
bracis-33658	127	26	the	the	DET
bracis-33658	127	27	learning	learning	NOUN
bracis-33658	127	28	process	process	NOUN
bracis-33658	127	29	begins	begin	VERB
bracis-33658	127	30	.	.	PUNCT
bracis-33658	128	1	techniques	technique	NOUN
bracis-33658	128	2	include	include	VERB
bracis-33658	128	3	re	re	VERB
bracis-33658	128	4	-	-	ADJ
bracis-33658	128	5	weighting	weight	VERB
bracis-33658	128	6	samples	sample	NOUN
bracis-33658	128	7	,	,	PUNCT
bracis-33658	128	8	altering	alter	VERB
bracis-33658	128	9	features	feature	NOUN
bracis-33658	128	10	to	to	PART
bracis-33658	128	11	remove	remove	VERB
bracis-33658	128	12	sensitive	sensitive	ADJ
bracis-33658	128	13	information	information	NOUN
bracis-33658	128	14	,	,	PUNCT
bracis-33658	128	15	and	and	CCONJ
bracis-33658	128	16	generating	generate	VERB
bracis-33658	128	17	synthetic	synthetic	ADJ
bracis-33658	128	18	data	datum	NOUN
bracis-33658	128	19	to	to	PART
bracis-33658	128	20	balance	balance	NOUN
bracis-33658	128	21	classes	class	NOUN
bracis-33658	128	22	across	across	ADP
bracis-33658	128	23	different	different	ADJ
bracis-33658	128	24	groups	group	NOUN
bracis-33658	128	25	.	.	PUNCT
bracis-33658	129	1	2	2	X
bracis-33658	129	2	.	.	X
bracis-33658	129	3	in	in	ADP
bracis-33658	129	4	-	-	PUNCT
bracis-33658	129	5	processing	processing	NOUN
bracis-33658	129	6	:	:	PUNCT
bracis-33658	129	7	this	this	DET
bracis-33658	129	8	stage	stage	NOUN
bracis-33658	129	9	incorporates	incorporate	VERB
bracis-33658	129	10	fairness	fairness	NOUN
bracis-33658	129	11	constraints	constraint	NOUN
bracis-33658	129	12	directly	directly	ADV
bracis-33658	129	13	into	into	ADP
bracis-33658	129	14	the	the	DET
bracis-33658	129	15	learning	learning	NOUN
bracis-33658	129	16	algorithm	algorithm	NOUN
bracis-33658	129	17	.	.	PUNCT
bracis-33658	130	1	modifications	modification	NOUN
bracis-33658	130	2	can	can	AUX
bracis-33658	130	3	include	include	VERB
bracis-33658	130	4	altering	alter	VERB
bracis-33658	130	5	the	the	DET
bracis-33658	130	6	objective	objective	ADJ
bracis-33658	130	7	function	function	NOUN
bracis-33658	130	8	to	to	PART
bracis-33658	130	9	penalize	penalize	VERB
bracis-33658	130	10	unfair	unfair	ADJ
bracis-33658	130	11	predictions	prediction	NOUN
bracis-33658	130	12	or	or	CCONJ
bracis-33658	130	13	adding	add	VERB
bracis-33658	130	14	constraints	constraint	NOUN
bracis-33658	130	15	that	that	PRON
bracis-33658	130	16	ensure	ensure	VERB
bracis-33658	130	17	equitable	equitable	ADJ
bracis-33658	130	18	treatment	treatment	NOUN
bracis-33658	130	19	across	across	ADP
bracis-33658	130	20	different	different	ADJ
bracis-33658	130	21	demographic	demographic	ADJ
bracis-33658	130	22	groups	group	NOUN
bracis-33658	130	23	.	.	PUNCT
bracis-33658	131	1	3	3	X
bracis-33658	131	2	.	.	X
bracis-33658	131	3	post	post	ADJ
bracis-33658	131	4	-	-	ADJ
bracis-33658	131	5	processing	processing	NOUN
bracis-33658	131	6	:	:	PUNCT
bracis-33658	131	7	after	after	SCONJ
bracis-33658	131	8	the	the	DET
bracis-33658	131	9	model	model	NOUN
bracis-33658	131	10	has	have	AUX
bracis-33658	131	11	been	be	AUX
bracis-33658	131	12	trained	train	VERB
bracis-33658	131	13	,	,	PUNCT
bracis-33658	131	14	post	post	ADJ
bracis-33658	131	15	-	-	ADJ
bracis-33658	131	16	processing	processing	ADJ
bracis-33658	131	17	techniques	technique	NOUN
bracis-33658	131	18	adjust	adjust	VERB
bracis-33658	131	19	the	the	DET
bracis-33658	131	20	model	model	NOUN
bracis-33658	131	21	’s	’s	PART
bracis-33658	131	22	predictions	prediction	NOUN
bracis-33658	131	23	to	to	PART
bracis-33658	131	24	reduce	reduce	VERB
bracis-33658	131	25	unfair	unfair	ADJ
bracis-33658	131	26	outcomes	outcome	NOUN
bracis-33658	131	27	.	.	PUNCT
bracis-33658	132	1	these	these	DET
bracis-33658	132	2	methods	method	NOUN
bracis-33658	132	3	can	can	AUX
bracis-33658	132	4	involve	involve	VERB
bracis-33658	132	5	re	re	ADJ
bracis-33658	132	6	-	-	ADJ
bracis-33658	132	7	calibrating	calibrate	VERB
bracis-33658	132	8	prediction	prediction	NOUN
bracis-33658	132	9	thresholds	threshold	NOUN
bracis-33658	132	10	or	or	CCONJ
bracis-33658	132	11	applying	apply	VERB
bracis-33658	132	12	transformations	transformation	NOUN
bracis-33658	132	13	to	to	ADP
bracis-33658	132	14	the	the	DET
bracis-33658	132	15	output	output	NOUN
bracis-33658	132	16	probabilities	probability	NOUN
bracis-33658	132	17	to	to	PART
bracis-33658	132	18	ensure	ensure	VERB
bracis-33658	132	19	fairness	fairness	NOUN
bracis-33658	132	20	across	across	ADP
bracis-33658	132	21	groups	group	NOUN
bracis-33658	132	22	.	.	PUNCT
bracis-33658	133	1	when	when	SCONJ
bracis-33658	133	2	it	it	PRON
bracis-33658	133	3	comes	come	VERB
bracis-33658	133	4	to	to	ADP
bracis-33658	133	5	combating	combat	VERB
bracis-33658	133	6	biases	bias	NOUN
bracis-33658	133	7	in	in	ADP
bracis-33658	133	8	nlp	nlp	NOUN
bracis-33658	133	9	tasks	task	NOUN
bracis-33658	133	10	,	,	PUNCT
bracis-33658	133	11	the	the	DET
bracis-33658	133	12	primary	primary	ADJ
bracis-33658	133	13	emphasis	emphasis	NOUN
bracis-33658	133	14	is	be	AUX
bracis-33658	133	15	on	on	ADP
bracis-33658	133	16	addressing	address	VERB
bracis-33658	133	17	these	these	DET
bracis-33658	133	18	issues	issue	NOUN
bracis-33658	133	19	during	during	ADP
bracis-33658	133	20	the	the	DET
bracis-33658	133	21	pre	pre	ADJ
bracis-33658	133	22	-	-	ADJ
bracis-33658	133	23	processing	processing	ADJ
bracis-33658	133	24	phase	phase	NOUN
bracis-33658	133	25	,	,	PUNCT
bracis-33658	133	26	as	as	SCONJ
bracis-33658	133	27	noted	note	VERB
bracis-33658	133	28	in	in	ADP
bracis-33658	133	29	the	the	DET
bracis-33658	133	30	work	work	NOUN
bracis-33658	133	31	by	by	ADP
bracis-33658	133	32	[	[	X
bracis-33658	133	33	6	6	NUM
bracis-33658	133	34	]	]	PUNCT
bracis-33658	133	35	.	.	PUNCT
bracis-33658	134	1	this	this	PRON
bracis-33658	134	2	entails	entail	VERB
bracis-33658	134	3	actions	action	NOUN
bracis-33658	134	4	such	such	ADJ
bracis-33658	134	5	as	as	ADP
bracis-33658	134	6	removing	remove	VERB
bracis-33658	134	7	or	or	CCONJ
bracis-33658	134	8	substituting	substitute	VERB
bracis-33658	134	9	specific	specific	ADJ
bracis-33658	134	10	words	word	NOUN
bracis-33658	134	11	,	,	PUNCT
bracis-33658	134	12	adjusting	adjust	VERB
bracis-33658	134	13	dictionaries	dictionary	NOUN
bracis-33658	134	14	,	,	PUNCT
bracis-33658	134	15	and	and	CCONJ
bracis-33658	134	16	applying	apply	VERB
bracis-33658	134	17	unsupervised	unsupervised	ADJ
bracis-33658	134	18	techniques	technique	NOUN
bracis-33658	134	19	to	to	PART
bracis-33658	134	20	balance	balance	VERB
bracis-33658	134	21	the	the	DET
bracis-33658	134	22	training	training	NOUN
bracis-33658	134	23	dataset	dataset	NOUN
bracis-33658	134	24	.	.	PUNCT
bracis-33658	135	1	bias	bias	NOUN
bracis-33658	135	2	and	and	CCONJ
bracis-33658	135	3	fairness	fairness	NOUN
bracis-33658	135	4	in	in	ADP
bracis-33658	135	5	mt	mt	PROPN
bracis-33658	135	6	.	.	PROPN
bracis-33658	135	7	bias	bias	PROPN
bracis-33658	135	8	evaluation	evaluation	NOUN
bracis-33658	135	9	in	in	ADP
bracis-33658	135	10	translations	translation	NOUN
bracis-33658	135	11	is	be	AUX
bracis-33658	135	12	frequently	frequently	ADV
bracis-33658	135	13	difficult	difficult	ADJ
bracis-33658	135	14	to	to	PART
bracis-33658	135	15	do	do	VERB
bracis-33658	135	16	because	because	SCONJ
bracis-33658	135	17	there	there	PRON
bracis-33658	135	18	is	be	VERB
bracis-33658	135	19	n’t	not	PART
bracis-33658	135	20	a	a	DET
bracis-33658	135	21	clear	clear	ADJ
bracis-33658	135	22	ground	ground	NOUN
bracis-33658	135	23	truth	truth	NOUN
bracis-33658	135	24	.	.	PUNCT
bracis-33658	136	1	however	however	ADV
bracis-33658	136	2	,	,	PUNCT
bracis-33658	136	3	studies	study	NOUN
bracis-33658	136	4	such	such	ADJ
bracis-33658	136	5	as	as	ADP
bracis-33658	136	6	that	that	PRON
bracis-33658	136	7	of	of	ADP
bracis-33658	136	8	[	[	X
bracis-33658	136	9	4	4	NUM
bracis-33658	136	10	]	]	PUNCT
bracis-33658	136	11	,	,	PUNCT
bracis-33658	136	12	entitled	entitle	VERB
bracis-33658	136	13	“	"	PUNCT
bracis-33658	136	14	man	man	NOUN
bracis-33658	136	15	is	be	AUX
bracis-33658	136	16	to	to	PART
bracis-33658	136	17	computer	computer	NOUN
bracis-33658	136	18	programmer	programmer	NOUN
bracis-33658	136	19	as	as	SCONJ
bracis-33658	136	20	woman	woman	NOUN
bracis-33658	136	21	is	be	AUX
bracis-33658	136	22	to	to	ADP
bracis-33658	136	23	homemaker	homemaker	NOUN
bracis-33658	136	24	?	?	PUNCT
bracis-33658	136	25	”	"	PUNCT
bracis-33658	136	26	show	show	VERB
bracis-33658	136	27	that	that	SCONJ
bracis-33658	136	28	word	word	NOUN
bracis-33658	136	29	embeddings	embedding	NOUN
bracis-33658	136	30	exhibit	exhibit	VERB
bracis-33658	136	31	biases	bias	NOUN
bracis-33658	136	32	that	that	PRON
bracis-33658	136	33	reproduce	reproduce	VERB
bracis-33658	136	34	the	the	DET
bracis-33658	136	35	gender	gender	NOUN
bracis-33658	136	36	stereotypes	stereotype	NOUN
bracis-33658	136	37	prevalent	prevalent	ADJ
bracis-33658	136	38	in	in	ADP
bracis-33658	136	39	society	society	NOUN
bracis-33658	136	40	.	.	PUNCT
bracis-33658	137	1	in	in	ADP
bracis-33658	137	2	their	their	PRON
bracis-33658	137	3	study	study	NOUN
bracis-33658	137	4	,	,	PUNCT
bracis-33658	137	5	the	the	DET
bracis-33658	137	6	researchers	researcher	NOUN
bracis-33658	137	7	began	begin	VERB
bracis-33658	137	8	by	by	ADP
bracis-33658	137	9	selecting	select	VERB
bracis-33658	137	10	occupations	occupation	NOUN
bracis-33658	137	11	closely	closely	ADV
bracis-33658	137	12	associated	associate	VERB
bracis-33658	137	13	with	with	ADP
bracis-33658	137	14	the	the	DET
bracis-33658	137	15	terms	term	NOUN
bracis-33658	137	16	“	"	PUNCT
bracis-33658	137	17	she	she	PRON
bracis-33658	137	18	”	"	PUNCT
bracis-33658	137	19	and	and	CCONJ
bracis-33658	137	20	“	"	PUNCT
bracis-33658	137	21	he	he	PRON
bracis-33658	137	22	”	"	PUNCT
bracis-33658	137	23	within	within	ADP
bracis-33658	137	24	the	the	DET
bracis-33658	137	25	word	word	NOUN
bracis-33658	137	26	embeddings	embedding	NOUN
bracis-33658	137	27	they	they	PRON
bracis-33658	137	28	were	be	AUX
bracis-33658	137	29	analyzing	analyze	VERB
bracis-33658	137	30	.	.	PUNCT
bracis-33658	138	1	to	to	PART
bracis-33658	138	2	assess	assess	VERB
bracis-33658	138	3	whether	whether	SCONJ
bracis-33658	138	4	these	these	DET
bracis-33658	138	5	selected	select	VERB
bracis-33658	138	6	occupations	occupation	NOUN
bracis-33658	138	7	indeed	indeed	ADV
bracis-33658	138	8	reflected	reflect	VERB
bracis-33658	138	9	gender	gender	NOUN
bracis-33658	138	10	stereotypes	stereotype	NOUN
bracis-33658	138	11	,	,	PUNCT
bracis-33658	138	12	the	the	DET
bracis-33658	138	13	researchers	researcher	NOUN
bracis-33658	138	14	engaged	engage	VERB
bracis-33658	138	15	individuals	individual	NOUN
bracis-33658	138	16	to	to	PART
bracis-33658	138	17	evaluate	evaluate	VERB
bracis-33658	138	18	each	each	DET
bracis-33658	138	19	occupation	occupation	NOUN
bracis-33658	138	20	and	and	CCONJ
bracis-33658	138	21	to	to	PART
bracis-33658	138	22	determine	determine	VERB
bracis-33658	138	23	whether	whether	SCONJ
bracis-33658	138	24	it	it	PRON
bracis-33658	138	25	conveyed	convey	VERB
bracis-33658	138	26	female	female	ADJ
bracis-33658	138	27	stereotypes	stereotype	NOUN
bracis-33658	138	28	or	or	CCONJ
bracis-33658	138	29	male	male	ADJ
bracis-33658	138	30	stereotypes	stereotype	NOUN
bracis-33658	138	31	or	or	CCONJ
bracis-33658	138	32	if	if	SCONJ
bracis-33658	138	33	it	it	PRON
bracis-33658	138	34	was	be	AUX
bracis-33658	138	35	gender	gender	NOUN
bracis-33658	138	36	-	-	PUNCT
bracis-33658	138	37	neutral	neutral	ADJ
bracis-33658	138	38	.	.	PUNCT
bracis-33658	139	1	to	to	PART
bracis-33658	139	2	quantify	quantify	VERB
bracis-33658	139	3	the	the	DET
bracis-33658	139	4	degree	degree	NOUN
bracis-33658	139	5	of	of	ADP
bracis-33658	139	6	stereotypicality	stereotypicality	NOUN
bracis-33658	139	7	,	,	PUNCT
bracis-33658	139	8	they	they	PRON
bracis-33658	139	9	employed	employ	VERB
bracis-33658	139	10	a	a	DET
bracis-33658	139	11	rating	rating	NOUN
bracis-33658	139	12	scale	scale	NOUN
bracis-33658	139	13	ranging	range	VERB
bracis-33658	139	14	from	from	ADP
bracis-33658	139	15	0	0	NUM
bracis-33658	139	16	to	to	ADP
bracis-33658	139	17	10	10	NUM
bracis-33658	139	18	,	,	PUNCT
bracis-33658	139	19	where	where	SCONJ
bracis-33658	139	20	higher	high	ADJ
bracis-33658	139	21	scores	score	NOUN
bracis-33658	139	22	indicated	indicate	VERB
bracis-33658	139	23	a	a	DET
bracis-33658	139	24	stronger	strong	ADJ
bracis-33658	139	25	association	association	NOUN
bracis-33658	139	26	with	with	ADP
bracis-33658	139	27	gender	gender	NOUN
bracis-33658	139	28	stereotypes	stereotype	NOUN
bracis-33658	139	29	.	.	PUNCT
bracis-33658	140	1	upon	upon	SCONJ
bracis-33658	140	2	analysis	analysis	NOUN
bracis-33658	140	3	,	,	PUNCT
bracis-33658	140	4	the	the	DET
bracis-33658	140	5	study	study	NOUN
bracis-33658	140	6	found	find	VERB
bracis-33658	140	7	the	the	DET
bracis-33658	140	8	positions	position	NOUN
bracis-33658	140	9	of	of	ADP
bracis-33658	140	10	these	these	DET
bracis-33658	140	11	selected	select	VERB
bracis-33658	140	12	occupation	occupation	NOUN
bracis-33658	140	13	words	word	NOUN
bracis-33658	140	14	along	along	ADP
bracis-33658	140	15	the	the	DET
bracis-33658	140	16	“	"	PUNCT
bracis-33658	140	17	she	she	PRON
bracis-33658	140	18	-	-	PUNCT
bracis-33658	140	19	he	he	PRON
bracis-33658	140	20	”	"	PUNCT
bracis-33658	140	21	axis	axis	NOUN
bracis-33658	140	22	within	within	ADP
bracis-33658	140	23	the	the	DET
bracis-33658	140	24	word	word	NOUN
bracis-33658	140	25	embeddings	embedding	NOUN
bracis-33658	140	26	exhibited	exhibit	VERB
bracis-33658	140	27	a	a	DET
bracis-33658	140	28	substantial	substantial	ADJ
bracis-33658	140	29	correlation	correlation	NOUN
bracis-33658	140	30	with	with	ADP
bracis-33658	140	31	the	the	DET
bracis-33658	140	32	ratings	rating	NOUN
bracis-33658	140	33	assigned	assign	VERB
bracis-33658	140	34	.	.	PUNCT
bracis-33658	141	1	in	in	ADP
bracis-33658	141	2	other	other	ADJ
bracis-33658	141	3	words	word	NOUN
bracis-33658	141	4	,	,	PUNCT
bracis-33658	141	5	the	the	DET
bracis-33658	141	6	geometric	geometric	ADJ
bracis-33658	141	7	properties	property	NOUN
bracis-33658	141	8	of	of	ADP
bracis-33658	141	9	the	the	DET
bracis-33658	141	10	embeddings	embedding	NOUN
bracis-33658	141	11	closely	closely	ADV
bracis-33658	141	12	reflected	reflect	VERB
bracis-33658	141	13	the	the	DET
bracis-33658	141	14	human	human	ADJ
bracis-33658	141	15	judgments	judgment	NOUN
bracis-33658	141	16	of	of	ADP
bracis-33658	141	17	gender	gender	NOUN
bracis-33658	141	18	stereotypes	stereotype	NOUN
bracis-33658	141	19	.	.	PUNCT
bracis-33658	142	1	winomt	winomt	PROPN
bracis-33658	142	2	,	,	PUNCT
bracis-33658	142	3	a	a	DET
bracis-33658	142	4	challenge	challenge	NOUN
bracis-33658	142	5	set	set	VERB
bracis-33658	142	6	for	for	ADP
bracis-33658	142	7	evaluating	evaluate	VERB
bracis-33658	142	8	gender	gender	NOUN
bracis-33658	142	9	bias	bias	NOUN
bracis-33658	142	10	in	in	ADP
bracis-33658	142	11	machine	machine	NOUN
bracis-33658	142	12	translation	translation	NOUN
bracis-33658	142	13	using	use	VERB
bracis-33658	142	14	a	a	DET
bracis-33658	142	15	concatenation	concatenation	NOUN
bracis-33658	142	16	of	of	ADP
bracis-33658	142	17	winogender	winogender	NOUN
bracis-33658	142	18	and	and	CCONJ
bracis-33658	142	19	winobias	winobia	NOUN
bracis-33658	142	20	,	,	PUNCT
bracis-33658	142	21	was	be	AUX
bracis-33658	142	22	presented	present	VERB
bracis-33658	142	23	in	in	ADP
bracis-33658	142	24	[	[	X
bracis-33658	142	25	29	29	NUM
bracis-33658	142	26	]	]	PUNCT
bracis-33658	142	27	.	.	PUNCT
bracis-33658	143	1	the	the	DET
bracis-33658	143	2	evaluation	evaluation	NOUN
bracis-33658	143	3	dataset	dataset	NOUN
bracis-33658	143	4	comprises	comprise	NOUN
bracis-33658	143	5	\(3,888\	\(3,888\	NOUN
bracis-33658	143	6	)	)	PUNCT
bracis-33658	143	7	sentences	sentence	NOUN
bracis-33658	143	8	designed	design	VERB
bracis-33658	143	9	to	to	PART
bracis-33658	143	10	probe	probe	VERB
bracis-33658	143	11	potential	potential	ADJ
bracis-33658	143	12	gender	gender	NOUN
bracis-33658	143	13	bias	bias	NOUN
bracis-33658	143	14	within	within	ADP
bracis-33658	143	15	the	the	DET
bracis-33658	143	16	translations	translation	NOUN
bracis-33658	143	17	.	.	PUNCT
bracis-33658	144	1	in	in	ADP
bracis-33658	144	2	each	each	DET
bracis-33658	144	3	sentence	sentence	NOUN
bracis-33658	144	4	,	,	PUNCT
bracis-33658	144	5	a	a	DET
bracis-33658	144	6	primary	primary	ADJ
bracis-33658	144	7	entity	entity	NOUN
bracis-33658	144	8	,	,	PUNCT
bracis-33658	144	9	coreferent	coreferent	NOUN
bracis-33658	144	10	with	with	ADP
bracis-33658	144	11	a	a	DET
bracis-33658	144	12	pronoun	pronoun	NOUN
bracis-33658	144	13	,	,	PUNCT
bracis-33658	144	14	interacts	interact	VERB
bracis-33658	144	15	with	with	ADP
bracis-33658	144	16	a	a	DET
bracis-33658	144	17	secondary	secondary	ADJ
bracis-33658	144	18	entity	entity	NOUN
bracis-33658	144	19	and	and	CCONJ
bracis-33658	144	20	it	it	PRON
bracis-33658	144	21	seeks	seek	VERB
bracis-33658	144	22	to	to	PART
bracis-33658	144	23	reveal	reveal	VERB
bracis-33658	144	24	gender	gender	NOUN
bracis-33658	144	25	bias	bias	NOUN
bracis-33658	144	26	tendencies	tendency	NOUN
bracis-33658	144	27	in	in	ADP
bracis-33658	144	28	the	the	DET
bracis-33658	144	29	translation	translation	NOUN
bracis-33658	144	30	system	system	NOUN
bracis-33658	144	31	.	.	PUNCT
bracis-33658	145	1	the	the	DET
bracis-33658	145	2	set	set	NOUN
bracis-33658	145	3	has	have	VERB
bracis-33658	145	4	an	an	DET
bracis-33658	145	5	equal	equal	ADJ
bracis-33658	145	6	balance	balance	NOUN
bracis-33658	145	7	of	of	ADP
bracis-33658	145	8	both	both	CCONJ
bracis-33658	145	9	male	male	ADJ
bracis-33658	145	10	and	and	CCONJ
bracis-33658	145	11	female	female	ADJ
bracis-33658	145	12	genders	gender	NOUN
bracis-33658	145	13	,	,	PUNCT
bracis-33658	145	14	as	as	SCONJ
bracis-33658	145	15	it	it	PRON
bracis-33658	145	16	does	do	VERB
bracis-33658	145	17	with	with	ADP
bracis-33658	145	18	stereotypical	stereotypical	ADJ
bracis-33658	145	19	(	(	PUNCT
bracis-33658	145	20	e.g.	e.g.	ADV
bracis-33658	145	21	,	,	PUNCT
bracis-33658	145	22	a	a	DET
bracis-33658	145	23	male	male	ADJ
bracis-33658	145	24	doctor	doctor	NOUN
bracis-33658	145	25	)	)	PUNCT
bracis-33658	145	26	and	and	CCONJ
bracis-33658	145	27	nonstereotypical	nonstereotypical	ADJ
bracis-33658	145	28	(	(	PUNCT
bracis-33658	145	29	e.g.	e.g.	ADV
bracis-33658	145	30	a	a	DET
bracis-33658	145	31	female	female	ADJ
bracis-33658	145	32	engineer	engineer	NOUN
bracis-33658	145	33	)	)	PUNCT
bracis-33658	145	34	gender	gender	NOUN
bracis-33658	145	35	-	-	PUNCT
bracis-33658	145	36	role	role	NOUN
bracis-33658	145	37	assignments	assignment	NOUN
bracis-33658	145	38	.	.	PUNCT
bracis-33658	146	1	their	their	PRON
bracis-33658	146	2	methodology	methodology	NOUN
bracis-33658	146	3	for	for	ADP
bracis-33658	146	4	evaluating	evaluate	VERB
bracis-33658	146	5	machine	machine	NOUN
bracis-33658	146	6	translation	translation	NOUN
bracis-33658	146	7	systems	system	NOUN
bracis-33658	146	8	begins	begin	VERB
bracis-33658	146	9	by	by	ADP
bracis-33658	146	10	calculating	calculate	VERB
bracis-33658	146	11	the	the	DET
bracis-33658	146	12	overall	overall	ADJ
bracis-33658	146	13	accuracy	accuracy	NOUN
bracis-33658	146	14	,	,	PUNCT
bracis-33658	146	15	which	which	PRON
bracis-33658	146	16	is	be	AUX
bracis-33658	146	17	determined	determine	VERB
bracis-33658	146	18	by	by	ADP
bracis-33658	146	19	assessing	assess	VERB
bracis-33658	146	20	the	the	DET
bracis-33658	146	21	percentage	percentage	NOUN
bracis-33658	146	22	of	of	ADP
bracis-33658	146	23	instances	instance	NOUN
bracis-33658	146	24	in	in	ADP
bracis-33658	146	25	which	which	PRON
bracis-33658	146	26	the	the	DET
bracis-33658	146	27	translation	translation	NOUN
bracis-33658	146	28	successfully	successfully	ADV
bracis-33658	146	29	maintains	maintain	VERB
bracis-33658	146	30	the	the	DET
bracis-33658	146	31	gender	gender	NOUN
bracis-33658	146	32	of	of	ADP
bracis-33658	146	33	the	the	DET
bracis-33658	146	34	entity	entity	NOUN
bracis-33658	146	35	from	from	ADP
bracis-33658	146	36	the	the	DET
bracis-33658	146	37	original	original	ADJ
bracis-33658	146	38	english	english	ADJ
bracis-33658	146	39	sentence	sentence	NOUN
bracis-33658	146	40	.	.	PUNCT
bracis-33658	147	1	their	their	PRON
bracis-33658	147	2	findings	finding	NOUN
bracis-33658	147	3	reveal	reveal	VERB
bracis-33658	147	4	that	that	SCONJ
bracis-33658	147	5	across	across	ADP
bracis-33658	147	6	eight	eight	NUM
bracis-33658	147	7	different	different	ADJ
bracis-33658	147	8	languages	language	NOUN
bracis-33658	147	9	,	,	PUNCT
bracis-33658	147	10	most	most	ADJ
bracis-33658	147	11	of	of	ADP
bracis-33658	147	12	the	the	DET
bracis-33658	147	13	tested	test	VERB
bracis-33658	147	14	machine	machine	NOUN
bracis-33658	147	15	translation	translation	NOUN
bracis-33658	147	16	systems	system	NOUN
bracis-33658	147	17	perform	perform	VERB
bracis-33658	147	18	poorly	poorly	ADV
bracis-33658	147	19	in	in	ADP
bracis-33658	147	20	preserving	preserve	VERB
bracis-33658	147	21	gender	gender	NOUN
bracis-33658	147	22	accuracy	accuracy	NOUN
bracis-33658	147	23	.	.	PUNCT
bracis-33658	148	1	even	even	ADV
bracis-33658	148	2	the	the	DET
bracis-33658	148	3	best	well	ADV
bracis-33658	148	4	-	-	PUNCT
bracis-33658	148	5	performing	perform	VERB
bracis-33658	148	6	model	model	NOUN
bracis-33658	148	7	for	for	ADP
bracis-33658	148	8	each	each	DET
bracis-33658	148	9	language	language	NOUN
bracis-33658	148	10	typically	typically	ADV
bracis-33658	148	11	exhibits	exhibit	VERB
bracis-33658	148	12	performance	performance	NOUN
bracis-33658	148	13	that	that	PRON
bracis-33658	148	14	is	be	AUX
bracis-33658	148	15	not	not	PART
bracis-33658	148	16	significantly	significantly	ADV
bracis-33658	148	17	better	well	ADJ
bracis-33658	148	18	than	than	ADP
bracis-33658	148	19	random	random	ADJ
bracis-33658	148	20	guessing	guessing	NOUN
bracis-33658	148	21	when	when	SCONJ
bracis-33658	148	22	correctly	correctly	ADV
bracis-33658	148	23	inflecting	inflect	VERB
bracis-33658	148	24	gender	gender	NOUN
bracis-33658	148	25	in	in	ADP
bracis-33658	148	26	the	the	DET
bracis-33658	148	27	translations	translation	NOUN
bracis-33658	148	28	.	.	PUNCT
bracis-33658	149	1	\(\vardelta	\(\vardelta	X
bracis-33658	149	2	g\	g\	X
bracis-33658	149	3	)	)	PUNCT
bracis-33658	149	4	represents	represent	VERB
bracis-33658	149	5	the	the	DET
bracis-33658	149	6	disparity	disparity	NOUN
bracis-33658	149	7	in	in	ADP
bracis-33658	149	8	f1	f1	PROPN
bracis-33658	149	9	scores	score	NOUN
bracis-33658	149	10	between	between	ADP
bracis-33658	149	11	sentences	sentence	NOUN
bracis-33658	149	12	containing	contain	VERB
bracis-33658	149	13	masculine	masculine	ADJ
bracis-33658	149	14	entities	entity	NOUN
bracis-33658	149	15	and	and	CCONJ
bracis-33658	149	16	those	those	PRON
bracis-33658	149	17	featuring	feature	VERB
bracis-33658	149	18	feminine	feminine	ADJ
bracis-33658	149	19	entities	entity	NOUN
bracis-33658	149	20	.	.	PUNCT
bracis-33658	150	1	they	they	PRON
bracis-33658	150	2	point	point	VERB
bracis-33658	150	3	out	out	ADP
bracis-33658	150	4	that	that	SCONJ
bracis-33658	150	5	all	all	DET
bracis-33658	150	6	evaluated	evaluated	ADJ
bracis-33658	150	7	systems	system	NOUN
bracis-33658	150	8	,	,	PUNCT
bracis-33658	150	9	except	except	SCONJ
bracis-33658	150	10	one	one	NUM
bracis-33658	150	11	,	,	PUNCT
bracis-33658	150	12	perform	perform	VERB
bracis-33658	150	13	better	well	ADV
bracis-33658	150	14	on	on	ADP
bracis-33658	150	15	male	male	ADJ
bracis-33658	150	16	roles	role	NOUN
bracis-33658	150	17	,	,	PUNCT
bracis-33658	150	18	which	which	PRON
bracis-33658	150	19	may	may	AUX
bracis-33658	150	20	indicate	indicate	VERB
bracis-33658	150	21	these	these	PRON
bracis-33658	150	22	are	be	AUX
bracis-33658	150	23	more	more	ADV
bracis-33658	150	24	frequent	frequent	ADJ
bracis-33658	150	25	in	in	ADP
bracis-33658	150	26	the	the	DET
bracis-33658	150	27	set	set	NOUN
bracis-33658	150	28	used	use	VERB
bracis-33658	150	29	for	for	ADP
bracis-33658	150	30	training	training	NOUN
bracis-33658	150	31	.	.	PUNCT
bracis-33658	151	1	finally	finally	ADV
bracis-33658	151	2	,	,	PUNCT
bracis-33658	151	3	\(\vardelta	\(\vardelta	ADV
bracis-33658	151	4	s\	s\	NOUN
bracis-33658	151	5	)	)	PUNCT
bracis-33658	151	6	quantifies	quantifie	NOUN
bracis-33658	151	7	the	the	DET
bracis-33658	151	8	discrepancy	discrepancy	NOUN
bracis-33658	151	9	in	in	ADP
bracis-33658	151	10	accuracy	accuracy	NOUN
bracis-33658	151	11	when	when	SCONJ
bracis-33658	151	12	translating	translate	VERB
bracis-33658	151	13	the	the	DET
bracis-33658	151	14	antecedent	antecedent	NOUN
bracis-33658	151	15	in	in	ADP
bracis-33658	151	16	sentences	sentence	NOUN
bracis-33658	151	17	with	with	ADP
bracis-33658	151	18	pro	pro	ADJ
bracis-33658	151	19	-	-	ADJ
bracis-33658	151	20	stereotypical	stereotypical	ADJ
bracis-33658	151	21	and	and	CCONJ
bracis-33658	151	22	anti	anti	ADJ
bracis-33658	151	23	-	-	ADJ
bracis-33658	151	24	stereotypical	stereotypical	ADJ
bracis-33658	151	25	role	role	NOUN
bracis-33658	151	26	assignments	assignment	NOUN
bracis-33658	151	27	.	.	PUNCT
bracis-33658	152	1	according	accord	VERB
bracis-33658	152	2	to	to	ADP
bracis-33658	152	3	the	the	DET
bracis-33658	152	4	authors	author	NOUN
bracis-33658	152	5	,	,	PUNCT
bracis-33658	152	6	the	the	DET
bracis-33658	152	7	results	result	NOUN
bracis-33658	152	8	of	of	ADP
bracis-33658	152	9	this	this	DET
bracis-33658	152	10	metric	metric	ADJ
bracis-33658	152	11	show	show	NOUN
bracis-33658	152	12	that	that	SCONJ
bracis-33658	152	13	all	all	DET
bracis-33658	152	14	tested	test	VERB
bracis-33658	152	15	systems	system	NOUN
bracis-33658	152	16	have	have	VERB
bracis-33658	152	17	a	a	DET
bracis-33658	152	18	meaningful	meaningful	ADJ
bracis-33658	152	19	better	well	ADJ
bracis-33658	152	20	performance	performance	NOUN
bracis-33658	152	21	when	when	SCONJ
bracis-33658	152	22	presented	present	VERB
bracis-33658	152	23	with	with	ADP
bracis-33658	152	24	pro	pro	ADJ
bracis-33658	152	25	-	-	ADJ
bracis-33658	152	26	stereotypical	stereotypical	ADJ
bracis-33658	152	27	assignments	assignment	NOUN
bracis-33658	152	28	(	(	PUNCT
bracis-33658	152	29	e.g.	e.g.	ADV
bracis-33658	152	30	,	,	PUNCT
bracis-33658	152	31	a	a	DET
bracis-33658	152	32	female	female	ADJ
bracis-33658	152	33	housekeeper	housekeeper	NOUN
bracis-33658	152	34	)	)	PUNCT
bracis-33658	152	35	,	,	PUNCT
bracis-33658	152	36	as	as	SCONJ
bracis-33658	152	37	their	their	PRON
bracis-33658	152	38	performance	performance	NOUN
bracis-33658	152	39	worsens	worsen	VERB
bracis-33658	152	40	when	when	SCONJ
bracis-33658	152	41	translating	translate	VERB
bracis-33658	152	42	anti	anti	ADJ
bracis-33658	152	43	-	-	ADJ
bracis-33658	152	44	stereotypical	stereotypical	ADJ
bracis-33658	152	45	roles	role	NOUN
bracis-33658	152	46	(	(	PUNCT
bracis-33658	152	47	e.g.	e.g.	ADV
bracis-33658	152	48	,	,	PUNCT
bracis-33658	152	49	a	a	DET
bracis-33658	152	50	male	male	ADJ
bracis-33658	152	51	librarian	librarian	NOUN
bracis-33658	152	52	)	)	PUNCT
bracis-33658	152	53	.	.	PUNCT
bracis-33658	153	1	despite	despite	SCONJ
bracis-33658	153	2	the	the	DET
bracis-33658	153	3	inclusion	inclusion	NOUN
bracis-33658	153	4	of	of	ADP
bracis-33658	153	5	a	a	DET
bracis-33658	153	6	diverse	diverse	ADJ
bracis-33658	153	7	set	set	NOUN
bracis-33658	153	8	of	of	ADP
bracis-33658	153	9	eight	eight	NUM
bracis-33658	153	10	languages	language	NOUN
bracis-33658	153	11	(	(	PUNCT
bracis-33658	153	12	spanish	spanish	ADJ
bracis-33658	153	13	,	,	PUNCT
bracis-33658	153	14	french	french	ADJ
bracis-33658	153	15	,	,	PUNCT
bracis-33658	153	16	italian	italian	ADJ
bracis-33658	153	17	,	,	PUNCT
bracis-33658	153	18	russian	russian	ADJ
bracis-33658	153	19	,	,	PUNCT
bracis-33658	153	20	ukrainian	ukrainian	ADJ
bracis-33658	153	21	,	,	PUNCT
bracis-33658	153	22	hebrew	hebrew	ADJ
bracis-33658	153	23	,	,	PUNCT
bracis-33658	153	24	arabic	arabic	ADJ
bracis-33658	153	25	,	,	PUNCT
bracis-33658	153	26	and	and	CCONJ
bracis-33658	153	27	german	german	ADJ
bracis-33658	153	28	)	)	PUNCT
bracis-33658	153	29	in	in	ADP
bracis-33658	153	30	the	the	DET
bracis-33658	153	31	winomt	winomt	NOUN
bracis-33658	153	32	test	test	NOUN
bracis-33658	153	33	,	,	PUNCT
bracis-33658	153	34	it	it	PRON
bracis-33658	153	35	is	be	AUX
bracis-33658	153	36	worth	worth	ADJ
bracis-33658	153	37	noting	note	VERB
bracis-33658	153	38	that	that	SCONJ
bracis-33658	153	39	portuguese	portuguese	PROPN
bracis-33658	153	40	was	be	AUX
bracis-33658	153	41	not	not	PART
bracis-33658	153	42	part	part	NOUN
bracis-33658	153	43	of	of	ADP
bracis-33658	153	44	the	the	DET
bracis-33658	153	45	selection	selection	NOUN
bracis-33658	153	46	.	.	PUNCT
bracis-33658	154	1	4	4	NUM
bracis-33658	154	2	methodology	methodology	NOUN
bracis-33658	154	3	this	this	DET
bracis-33658	154	4	section	section	NOUN
bracis-33658	154	5	will	will	AUX
bracis-33658	154	6	detail	detail	VERB
bracis-33658	154	7	the	the	DET
bracis-33658	154	8	methodology	methodology	NOUN
bracis-33658	154	9	adopted	adopt	VERB
bracis-33658	154	10	.	.	PUNCT
bracis-33658	155	1	thus	thus	ADV
bracis-33658	155	2	,	,	PUNCT
bracis-33658	155	3	sect	sect	NOUN
bracis-33658	155	4	.	.	PUNCT
bracis-33658	155	5	 	 	SPACE
bracis-33658	156	1	4.1	4.1	NUM
bracis-33658	156	2	details	detail	NOUN
bracis-33658	156	3	the	the	DET
bracis-33658	156	4	post	post	ADJ
bracis-33658	156	5	-	-	ADJ
bracis-33658	156	6	processing	processing	ADJ
bracis-33658	156	7	fairness	fairness	NOUN
bracis-33658	156	8	techniques	technique	NOUN
bracis-33658	156	9	used	use	VERB
bracis-33658	156	10	,	,	PUNCT
bracis-33658	156	11	sect	sect	NOUN
bracis-33658	156	12	.	.	PUNCT
bracis-33658	156	13	 	 	SPACE
bracis-33658	157	1	4.2	4.2	NUM
bracis-33658	157	2	details	detail	NOUN
bracis-33658	157	3	the	the	DET
bracis-33658	157	4	datasets	dataset	NOUN
bracis-33658	157	5	used	use	VERB
bracis-33658	157	6	,	,	PUNCT
bracis-33658	157	7	and	and	CCONJ
bracis-33658	157	8	sect	sect	NOUN
bracis-33658	157	9	.	.	PUNCT
bracis-33658	157	10	 	 	SPACE
bracis-33658	158	1	4.3	4.3	NUM
bracis-33658	158	2	details	detail	NOUN
bracis-33658	158	3	the	the	DET
bracis-33658	158	4	steps	step	NOUN
bracis-33658	158	5	for	for	ADP
bracis-33658	158	6	executing	execute	VERB
bracis-33658	158	7	the	the	DET
bracis-33658	158	8	experiments	experiment	NOUN
bracis-33658	158	9	.	.	PUNCT
bracis-33658	159	1	4.1	4.1	NUM
bracis-33658	159	2	post	post	ADJ
bracis-33658	159	3	-	-	ADJ
bracis-33658	159	4	processing	processing	ADJ
bracis-33658	159	5	fairness	fairness	NOUN
bracis-33658	159	6	techniques	technique	VERB
bracis-33658	159	7	post	post	ADJ
bracis-33658	159	8	-	-	ADJ
bracis-33658	159	9	processing	processing	ADJ
bracis-33658	159	10	techniques	technique	NOUN
bracis-33658	159	11	are	be	AUX
bracis-33658	159	12	a	a	DET
bracis-33658	159	13	well	well	ADV
bracis-33658	159	14	-	-	PUNCT
bracis-33658	159	15	known	know	VERB
bracis-33658	159	16	method	method	NOUN
bracis-33658	159	17	for	for	ADP
bracis-33658	159	18	addressing	address	VERB
bracis-33658	159	19	potential	potential	ADJ
bracis-33658	159	20	biases	bias	NOUN
bracis-33658	159	21	in	in	ADP
bracis-33658	159	22	model	model	NOUN
bracis-33658	159	23	outputs	output	NOUN
bracis-33658	159	24	related	relate	VERB
bracis-33658	159	25	to	to	ADP
bracis-33658	159	26	protected	protect	VERB
bracis-33658	159	27	variables	variable	NOUN
bracis-33658	159	28	or	or	CCONJ
bracis-33658	159	29	subgroups	subgroup	NOUN
bracis-33658	159	30	in	in	ADP
bracis-33658	159	31	the	the	DET
bracis-33658	159	32	field	field	NOUN
bracis-33658	159	33	of	of	ADP
bracis-33658	159	34	machine	machine	NOUN
bracis-33658	159	35	learning	learn	VERB
bracis-33658	159	36	fairness	fairness	NOUN
bracis-33658	159	37	[	[	X
bracis-33658	159	38	6	6	NUM
bracis-33658	159	39	]	]	PUNCT
bracis-33658	159	40	.	.	PUNCT
bracis-33658	160	1	these	these	DET
bracis-33658	160	2	techniques	technique	NOUN
bracis-33658	160	3	stand	stand	VERB
bracis-33658	160	4	out	out	ADP
bracis-33658	160	5	for	for	ADP
bracis-33658	160	6	their	their	PRON
bracis-33658	160	7	remarkable	remarkable	ADJ
bracis-33658	160	8	flexibility	flexibility	NOUN
bracis-33658	160	9	because	because	SCONJ
bracis-33658	160	10	they	they	PRON
bracis-33658	160	11	do	do	AUX
bracis-33658	160	12	n’t	not	PART
bracis-33658	160	13	need	need	VERB
bracis-33658	160	14	access	access	NOUN
bracis-33658	160	15	to	to	ADP
bracis-33658	160	16	the	the	DET
bracis-33658	160	17	internal	internal	ADJ
bracis-33658	160	18	models	model	NOUN
bracis-33658	160	19	or	or	CCONJ
bracis-33658	160	20	algorithms	algorithm	NOUN
bracis-33658	160	21	;	;	PUNCT
bracis-33658	160	22	instead	instead	ADV
bracis-33658	160	23	,	,	PUNCT
bracis-33658	160	24	they	they	PRON
bracis-33658	160	25	only	only	ADV
bracis-33658	160	26	depend	depend	VERB
bracis-33658	160	27	on	on	ADP
bracis-33658	160	28	the	the	DET
bracis-33658	160	29	model	model	NOUN
bracis-33658	160	30	’s	’s	PART
bracis-33658	160	31	predictions	prediction	NOUN
bracis-33658	160	32	and	and	CCONJ
bracis-33658	160	33	sensitive	sensitive	ADJ
bracis-33658	160	34	attribute	attribute	NOUN
bracis-33658	160	35	data	datum	NOUN
bracis-33658	160	36	[	[	X
bracis-33658	160	37	6	6	NUM
bracis-33658	160	38	]	]	PUNCT
bracis-33658	160	39	.	.	PUNCT
bracis-33658	161	1	these	these	DET
bracis-33658	161	2	techniques	technique	NOUN
bracis-33658	161	3	are	be	AUX
bracis-33658	161	4	especially	especially	ADV
bracis-33658	161	5	well	well	ADV
bracis-33658	161	6	suited	suited	ADJ
bracis-33658	161	7	for	for	ADP
bracis-33658	161	8	“	"	PUNCT
bracis-33658	161	9	black	black	ADJ
bracis-33658	161	10	-	-	PUNCT
bracis-33658	161	11	box	box	NOUN
bracis-33658	161	12	”	"	PUNCT
bracis-33658	161	13	scenarios	scenario	NOUN
bracis-33658	161	14	,	,	PUNCT
bracis-33658	161	15	which	which	PRON
bracis-33658	161	16	are	be	AUX
bracis-33658	161	17	those	those	PRON
bracis-33658	161	18	in	in	ADP
bracis-33658	161	19	which	which	PRON
bracis-33658	161	20	the	the	DET
bracis-33658	161	21	entire	entire	ADJ
bracis-33658	161	22	ml	ml	NOUN
bracis-33658	161	23	pipeline	pipeline	NOUN
bracis-33658	161	24	is	be	AUX
bracis-33658	161	25	not	not	PART
bracis-33658	161	26	completely	completely	ADV
bracis-33658	161	27	transparent	transparent	ADJ
bracis-33658	161	28	.	.	PUNCT
bracis-33658	162	1	as	as	ADP
bracis-33658	162	2	a	a	DET
bracis-33658	162	3	post	post	ADJ
bracis-33658	162	4	-	-	ADJ
bracis-33658	162	5	processing	processing	ADJ
bracis-33658	162	6	approach	approach	NOUN
bracis-33658	162	7	,	,	PUNCT
bracis-33658	162	8	fine	fine	ADV
bracis-33658	162	9	-	-	PUNCT
bracis-33658	162	10	tuning	tuning	NOUN
bracis-33658	162	11	holds	hold	VERB
bracis-33658	162	12	significant	significant	ADJ
bracis-33658	162	13	promise	promise	NOUN
bracis-33658	162	14	in	in	ADP
bracis-33658	162	15	reducing	reduce	VERB
bracis-33658	162	16	gender	gender	NOUN
bracis-33658	162	17	bias	bias	NOUN
bracis-33658	162	18	in	in	ADP
bracis-33658	162	19	machine	machine	NOUN
bracis-33658	162	20	translation	translation	NOUN
bracis-33658	162	21	.	.	PUNCT
bracis-33658	163	1	in	in	ADP
bracis-33658	163	2	the	the	DET
bracis-33658	163	3	context	context	NOUN
bracis-33658	163	4	of	of	ADP
bracis-33658	163	5	this	this	DET
bracis-33658	163	6	study	study	NOUN
bracis-33658	163	7	,	,	PUNCT
bracis-33658	163	8	fine	fine	ADV
bracis-33658	163	9	-	-	PUNCT
bracis-33658	163	10	tuning	tuning	NOUN
bracis-33658	163	11	involves	involve	NOUN
bracis-33658	163	12	adapting	adapt	VERB
bracis-33658	163	13	the	the	DET
bracis-33658	163	14	marianmt	marianmt	NOUN
bracis-33658	163	15	pre	pre	ADJ
bracis-33658	163	16	-	-	ADJ
bracis-33658	163	17	trained	train	VERB
bracis-33658	163	18	machine	machine	NOUN
bracis-33658	163	19	translation	translation	NOUN
bracis-33658	163	20	model	model	NOUN
bracis-33658	163	21	using	use	VERB
bracis-33658	163	22	a	a	DET
bracis-33658	163	23	gender	gender	NOUN
bracis-33658	163	24	-	-	PUNCT
bracis-33658	163	25	balanced	balance	VERB
bracis-33658	163	26	dataset	dataset	NOUN
bracis-33658	163	27	.	.	PUNCT
bracis-33658	164	1	by	by	ADP
bracis-33658	164	2	incorporating	incorporate	VERB
bracis-33658	164	3	a	a	DET
bracis-33658	164	4	diverse	diverse	ADJ
bracis-33658	164	5	set	set	NOUN
bracis-33658	164	6	of	of	ADP
bracis-33658	164	7	gender	gender	NOUN
bracis-33658	164	8	-	-	PUNCT
bracis-33658	164	9	specific	specific	ADJ
bracis-33658	164	10	examples	example	NOUN
bracis-33658	164	11	into	into	ADP
bracis-33658	164	12	the	the	DET
bracis-33658	164	13	fine	fine	ADJ
bracis-33658	164	14	-	-	PUNCT
bracis-33658	164	15	tuning	tune	VERB
bracis-33658	164	16	process	process	NOUN
bracis-33658	164	17	,	,	PUNCT
bracis-33658	164	18	the	the	DET
bracis-33658	164	19	model	model	NOUN
bracis-33658	164	20	becomes	become	VERB
bracis-33658	164	21	more	more	ADV
bracis-33658	164	22	attuned	attuned	ADJ
bracis-33658	164	23	to	to	ADP
bracis-33658	164	24	gender	gender	NOUN
bracis-33658	164	25	nuances	nuance	NOUN
bracis-33658	164	26	without	without	ADP
bracis-33658	164	27	undermining	undermine	VERB
bracis-33658	164	28	translation	translation	NOUN
bracis-33658	164	29	fluency	fluency	NOUN
bracis-33658	164	30	or	or	CCONJ
bracis-33658	164	31	accuracy	accuracy	NOUN
bracis-33658	164	32	.	.	PUNCT
bracis-33658	165	1	4.2	4.2	NUM
bracis-33658	165	2	datasets	dataset	NOUN
bracis-33658	165	3	in	in	ADP
bracis-33658	165	4	our	our	PRON
bracis-33658	165	5	endeavor	endeavor	NOUN
bracis-33658	165	6	to	to	PART
bracis-33658	165	7	reduce	reduce	VERB
bracis-33658	165	8	gender	gender	NOUN
bracis-33658	165	9	bias	bias	NOUN
bracis-33658	165	10	in	in	ADP
bracis-33658	165	11	machine	machine	NOUN
bracis-33658	165	12	translation	translation	NOUN
bracis-33658	165	13	,	,	PUNCT
bracis-33658	165	14	we	we	PRON
bracis-33658	165	15	adopted	adopt	VERB
bracis-33658	165	16	a	a	DET
bracis-33658	165	17	strategic	strategic	ADJ
bracis-33658	165	18	approach	approach	NOUN
bracis-33658	165	19	that	that	PRON
bracis-33658	165	20	involved	involve	VERB
bracis-33658	165	21	the	the	DET
bracis-33658	165	22	creation	creation	NOUN
bracis-33658	165	23	of	of	ADP
bracis-33658	165	24	a	a	DET
bracis-33658	165	25	specialized	specialized	ADJ
bracis-33658	165	26	dataset	dataset	NOUN
bracis-33658	165	27	for	for	ADP
bracis-33658	165	28	fine	fine	ADV
bracis-33658	165	29	-	-	PUNCT
bracis-33658	165	30	tuning	tune	VERB
bracis-33658	165	31	the	the	DET
bracis-33658	165	32	marianmt	marianmt	NOUN
bracis-33658	165	33	model	model	NOUN
bracis-33658	165	34	.	.	PUNCT
bracis-33658	166	1	this	this	DET
bracis-33658	166	2	dataset	dataset	NOUN
bracis-33658	166	3	,	,	PUNCT
bracis-33658	166	4	consisting	consist	VERB
bracis-33658	166	5	of	of	ADP
bracis-33658	166	6	100,400	100,400	NUM
bracis-33658	166	7	parallel	parallel	ADJ
bracis-33658	166	8	english	english	ADJ
bracis-33658	166	9	-	-	PUNCT
bracis-33658	166	10	portuguese	portuguese	ADJ
bracis-33658	166	11	sentences	sentence	NOUN
bracis-33658	166	12	,	,	PUNCT
bracis-33658	166	13	was	be	AUX
bracis-33658	166	14	crafted	craft	VERB
bracis-33658	166	15	to	to	PART
bracis-33658	166	16	balance	balance	VERB
bracis-33658	166	17	gender	gender	NOUN
bracis-33658	166	18	bias	bias	NOUN
bracis-33658	166	19	reduction	reduction	NOUN
bracis-33658	166	20	while	while	SCONJ
bracis-33658	166	21	maintaining	maintain	VERB
bracis-33658	166	22	high	high	ADJ
bracis-33658	166	23	translation	translation	NOUN
bracis-33658	166	24	quality	quality	NOUN
bracis-33658	166	25	.	.	PUNCT
bracis-33658	167	1	to	to	PART
bracis-33658	167	2	achieve	achieve	VERB
bracis-33658	167	3	this	this	PRON
bracis-33658	167	4	,	,	PUNCT
bracis-33658	167	5	we	we	PRON
bracis-33658	167	6	strategically	strategically	ADV
bracis-33658	167	7	combined	combine	VERB
bracis-33658	167	8	90,000	90,000	NUM
bracis-33658	167	9	sentences	sentence	NOUN
bracis-33658	167	10	from	from	ADP
bracis-33658	167	11	the	the	DET
bracis-33658	167	12	capes	cape	NOUN
bracis-33658	167	13	tdc	tdc	PROPN
bracis-33658	167	14	corpus	corpus	PROPN
bracis-33658	167	15	[	[	X
bracis-33658	167	16	28	28	NUM
bracis-33658	167	17	]	]	PUNCT
bracis-33658	167	18	and	and	CCONJ
bracis-33658	167	19	10,400	10,400	NUM
bracis-33658	167	20	artificial	artificial	ADJ
bracis-33658	167	21	sentences	sentence	NOUN
bracis-33658	167	22	,	,	PUNCT
bracis-33658	167	23	generated	generate	VERB
bracis-33658	167	24	specifically	specifically	ADV
bracis-33658	167	25	for	for	ADP
bracis-33658	167	26	this	this	DET
bracis-33658	167	27	task	task	NOUN
bracis-33658	167	28	.	.	PUNCT
bracis-33658	168	1	capes	cape	NOUN
bracis-33658	168	2	corpus	corpus	PROPN
bracis-33658	168	3	is	be	AUX
bracis-33658	168	4	a	a	DET
bracis-33658	168	5	trusted	trust	VERB
bracis-33658	168	6	source	source	NOUN
bracis-33658	168	7	that	that	PRON
bracis-33658	168	8	had	have	AUX
bracis-33658	168	9	initially	initially	ADV
bracis-33658	168	10	been	be	AUX
bracis-33658	168	11	employed	employ	VERB
bracis-33658	168	12	in	in	ADP
bracis-33658	168	13	the	the	DET
bracis-33658	168	14	original	original	ADJ
bracis-33658	168	15	training	training	NOUN
bracis-33658	168	16	of	of	ADP
bracis-33658	168	17	the	the	DET
bracis-33658	168	18	marianmt	marianmt	NOUN
bracis-33658	168	19	model	model	NOUN
bracis-33658	168	20	.	.	PUNCT
bracis-33658	169	1	this	this	DET
bracis-33658	169	2	corpus	corpus	NOUN
bracis-33658	169	3	was	be	AUX
bracis-33658	169	4	compiled	compile	VERB
bracis-33658	169	5	from	from	ADP
bracis-33658	169	6	the	the	DET
bracis-33658	169	7	abstracts	abstract	NOUN
bracis-33658	169	8	of	of	ADP
bracis-33658	169	9	all	all	DET
bracis-33658	169	10	theses	thesis	NOUN
bracis-33658	169	11	and	and	CCONJ
bracis-33658	169	12	dissertations	dissertation	NOUN
bracis-33658	169	13	produced	produce	VERB
bracis-33658	169	14	in	in	ADP
bracis-33658	169	15	brazil	brazil	PROPN
bracis-33658	169	16	between	between	ADP
bracis-33658	169	17	2013	2013	NUM
bracis-33658	169	18	and	and	CCONJ
bracis-33658	169	19	2016	2016	NUM
bracis-33658	169	20	.	.	PUNCT
bracis-33658	170	1	this	this	DET
bracis-33658	170	2	choice	choice	NOUN
bracis-33658	170	3	was	be	AUX
bracis-33658	170	4	driven	drive	VERB
bracis-33658	170	5	by	by	ADP
bracis-33658	170	6	the	the	DET
bracis-33658	170	7	intention	intention	NOUN
bracis-33658	170	8	to	to	PART
bracis-33658	170	9	preserve	preserve	VERB
bracis-33658	170	10	the	the	DET
bracis-33658	170	11	translation	translation	NOUN
bracis-33658	170	12	quality	quality	NOUN
bracis-33658	170	13	and	and	CCONJ
bracis-33658	170	14	prevent	prevent	VERB
bracis-33658	170	15	overfitting	overfitting	NOUN
bracis-33658	170	16	that	that	PRON
bracis-33658	170	17	might	might	AUX
bracis-33658	170	18	occur	occur	VERB
bracis-33658	170	19	when	when	SCONJ
bracis-33658	170	20	relying	rely	VERB
bracis-33658	170	21	solely	solely	ADV
bracis-33658	170	22	on	on	ADP
bracis-33658	170	23	artificial	artificial	ADJ
bracis-33658	170	24	data	datum	NOUN
bracis-33658	170	25	.	.	PUNCT
bracis-33658	171	1	these	these	DET
bracis-33658	171	2	artificial	artificial	ADJ
bracis-33658	171	3	sentences	sentence	NOUN
bracis-33658	171	4	were	be	AUX
bracis-33658	171	5	thoughtfully	thoughtfully	ADV
bracis-33658	171	6	generated	generate	VERB
bracis-33658	171	7	,	,	PUNCT
bracis-33658	171	8	drawing	draw	VERB
bracis-33658	171	9	inspiration	inspiration	NOUN
bracis-33658	171	10	from	from	ADP
bracis-33658	171	11	the	the	DET
bracis-33658	171	12	sentences	sentence	NOUN
bracis-33658	171	13	used	use	VERB
bracis-33658	171	14	in	in	ADP
bracis-33658	171	15	the	the	DET
bracis-33658	171	16	winomt	winomt	NOUN
bracis-33658	171	17	test	test	NOUN
bracis-33658	171	18	but	but	CCONJ
bracis-33658	171	19	with	with	ADP
bracis-33658	171	20	tailored	tailor	VERB
bracis-33658	171	21	modifications	modification	NOUN
bracis-33658	171	22	.	.	PUNCT
bracis-33658	172	1	by	by	ADP
bracis-33658	172	2	blending	blend	VERB
bracis-33658	172	3	authentic	authentic	ADJ
bracis-33658	172	4	sentences	sentence	NOUN
bracis-33658	172	5	from	from	ADP
bracis-33658	172	6	the	the	DET
bracis-33658	172	7	capes	cape	NOUN
bracis-33658	172	8	corpus	corpus	NOUN
bracis-33658	172	9	with	with	ADP
bracis-33658	172	10	designed	design	VERB
bracis-33658	172	11	artificial	artificial	ADJ
bracis-33658	172	12	examples	example	NOUN
bracis-33658	172	13	,	,	PUNCT
bracis-33658	172	14	we	we	PRON
bracis-33658	172	15	aimed	aim	VERB
bracis-33658	172	16	to	to	PART
bracis-33658	172	17	balance	balance	VERB
bracis-33658	172	18	maintaining	maintain	VERB
bracis-33658	172	19	translation	translation	NOUN
bracis-33658	172	20	quality	quality	NOUN
bracis-33658	172	21	and	and	CCONJ
bracis-33658	172	22	enhancing	enhance	VERB
bracis-33658	172	23	the	the	DET
bracis-33658	172	24	model	model	NOUN
bracis-33658	172	25	’s	’s	PART
bracis-33658	172	26	ability	ability	NOUN
bracis-33658	172	27	to	to	PART
bracis-33658	172	28	address	address	VERB
bracis-33658	172	29	gender	gender	NOUN
bracis-33658	172	30	bias	bias	NOUN
bracis-33658	172	31	.	.	PUNCT
bracis-33658	173	1	this	this	DET
bracis-33658	173	2	approach	approach	NOUN
bracis-33658	173	3	acknowledges	acknowledge	VERB
bracis-33658	173	4	the	the	DET
bracis-33658	173	5	importance	importance	NOUN
bracis-33658	173	6	of	of	ADP
bracis-33658	173	7	real	real	ADJ
bracis-33658	173	8	-	-	PUNCT
bracis-33658	173	9	world	world	NOUN
bracis-33658	173	10	translation	translation	NOUN
bracis-33658	173	11	dynamics	dynamic	NOUN
bracis-33658	173	12	,	,	PUNCT
bracis-33658	173	13	ensuring	ensure	VERB
bracis-33658	173	14	that	that	SCONJ
bracis-33658	173	15	our	our	PRON
bracis-33658	173	16	fine	fine	ADV
bracis-33658	173	17	-	-	PUNCT
bracis-33658	173	18	tuning	tune	VERB
bracis-33658	173	19	process	process	NOUN
bracis-33658	173	20	remains	remain	VERB
bracis-33658	173	21	effective	effective	ADJ
bracis-33658	173	22	in	in	ADP
bracis-33658	173	23	reducing	reduce	VERB
bracis-33658	173	24	gender	gender	NOUN
bracis-33658	173	25	bias	bias	NOUN
bracis-33658	173	26	while	while	SCONJ
bracis-33658	173	27	upholding	uphold	VERB
bracis-33658	173	28	the	the	DET
bracis-33658	173	29	standards	standard	NOUN
bracis-33658	173	30	of	of	ADP
bracis-33658	173	31	translation	translation	NOUN
bracis-33658	173	32	quality	quality	NOUN
bracis-33658	173	33	established	establish	VERB
bracis-33658	173	34	by	by	ADP
bracis-33658	173	35	the	the	DET
bracis-33658	173	36	original	original	ADJ
bracis-33658	173	37	model	model	NOUN
bracis-33658	173	38	.	.	PUNCT
bracis-33658	174	1	4.3	4.3	NUM
bracis-33658	174	2	experimental	experimental	ADJ
bracis-33658	174	3	setup	setup	NOUN
bracis-33658	174	4	the	the	DET
bracis-33658	174	5	experimental	experimental	ADJ
bracis-33658	174	6	setup	setup	NOUN
bracis-33658	174	7	for	for	ADP
bracis-33658	174	8	this	this	DET
bracis-33658	174	9	research	research	NOUN
bracis-33658	174	10	was	be	AUX
bracis-33658	174	11	conducted	conduct	VERB
bracis-33658	174	12	on	on	ADP
bracis-33658	174	13	the	the	DET
bracis-33658	174	14	“	"	PUNCT
bracis-33658	174	15	béluga	béluga	NOUN
bracis-33658	174	16	”	"	PUNCT
bracis-33658	174	17	cluster	cluster	NOUN
bracis-33658	174	18	,	,	PUNCT
bracis-33658	174	19	a	a	DET
bracis-33658	174	20	high	high	ADJ
bracis-33658	174	21	-	-	PUNCT
bracis-33658	174	22	performance	performance	NOUN
bracis-33658	174	23	computing	computing	NOUN
bracis-33658	174	24	resource	resource	NOUN
bracis-33658	174	25	provided	provide	VERB
bracis-33658	174	26	by	by	ADP
bracis-33658	174	27	digital	digital	ADJ
bracis-33658	174	28	research	research	NOUN
bracis-33658	174	29	alliance	alliance	NOUN
bracis-33658	174	30	of	of	ADP
bracis-33658	174	31	canada	canada	PROPN
bracis-33658	174	32	,	,	PUNCT
bracis-33658	174	33	equipped	equip	VERB
bracis-33658	174	34	with	with	ADP
bracis-33658	174	35	substantial	substantial	ADJ
bracis-33658	174	36	hardware	hardware	NOUN
bracis-33658	174	37	resources	resource	NOUN
bracis-33658	174	38	.	.	PUNCT
bracis-33658	175	1	the	the	DET
bracis-33658	175	2	hardware	hardware	NOUN
bracis-33658	175	3	configuration	configuration	NOUN
bracis-33658	175	4	included	include	VERB
bracis-33658	175	5	four	four	NUM
bracis-33658	175	6	nvidia	nvidia	PROPN
bracis-33658	175	7	v100sxm2	v100sxm2	PUNCT
bracis-33658	175	8	gpus	gpu	NOUN
bracis-33658	175	9	,	,	PUNCT
bracis-33658	175	10	each	each	PRON
bracis-33658	175	11	equipped	equip	VERB
bracis-33658	175	12	with	with	ADP
bracis-33658	175	13	16	16	NUM
bracis-33658	175	14	gb	gb	NOUN
bracis-33658	175	15	of	of	ADP
bracis-33658	175	16	ram	ram	NOUN
bracis-33658	175	17	.	.	PUNCT
bracis-33658	176	1	in	in	ADP
bracis-33658	176	2	terms	term	NOUN
bracis-33658	176	3	of	of	ADP
bracis-33658	176	4	software	software	NOUN
bracis-33658	176	5	,	,	PUNCT
bracis-33658	176	6	the	the	DET
bracis-33658	176	7	experiment	experiment	NOUN
bracis-33658	176	8	was	be	AUX
bracis-33658	176	9	conducted	conduct	VERB
bracis-33658	176	10	using	use	VERB
bracis-33658	176	11	a	a	DET
bracis-33658	176	12	well	well	ADV
bracis-33658	176	13	-	-	PUNCT
bracis-33658	176	14	established	establish	VERB
bracis-33658	176	15	stack	stack	NOUN
bracis-33658	176	16	of	of	ADP
bracis-33658	176	17	tools	tool	NOUN
bracis-33658	176	18	and	and	CCONJ
bracis-33658	176	19	libraries	library	NOUN
bracis-33658	176	20	.	.	PUNCT
bracis-33658	177	1	python	python	NOUN
bracis-33658	177	2	3.10.1	3.10.1	NUM
bracis-33658	177	3	served	serve	VERB
bracis-33658	177	4	as	as	ADP
bracis-33658	177	5	the	the	DET
bracis-33658	177	6	primary	primary	ADJ
bracis-33658	177	7	programming	programming	NOUN
bracis-33658	177	8	language	language	NOUN
bracis-33658	177	9	.	.	PUNCT
bracis-33658	178	1	pytorch	pytorch	NOUN
bracis-33658	178	2	2.0.1	2.0.1	NUM
bracis-33658	178	3	,	,	PUNCT
bracis-33658	178	4	a	a	DET
bracis-33658	178	5	widely	widely	ADV
bracis-33658	178	6	recognized	recognize	VERB
bracis-33658	178	7	deep	deep	ADJ
bracis-33658	178	8	learning	learning	NOUN
bracis-33658	178	9	framework	framework	NOUN
bracis-33658	178	10	,	,	PUNCT
bracis-33658	178	11	was	be	AUX
bracis-33658	178	12	employed	employ	VERB
bracis-33658	178	13	for	for	ADP
bracis-33658	178	14	model	model	NOUN
bracis-33658	178	15	development	development	NOUN
bracis-33658	178	16	and	and	CCONJ
bracis-33658	178	17	training	training	NOUN
bracis-33658	178	18	.	.	PUNCT
bracis-33658	179	1	natural	natural	ADJ
bracis-33658	179	2	language	language	NOUN
bracis-33658	179	3	toolkit	toolkit	NOUN
bracis-33658	179	4	(	(	PUNCT
bracis-33658	179	5	nltk	nltk	PROPN
bracis-33658	179	6	)	)	PUNCT
bracis-33658	179	7	3.8.1	3.8.1	NUM
bracis-33658	179	8	facilitated	facilitate	VERB
bracis-33658	179	9	text	text	NOUN
bracis-33658	179	10	preprocessing	preprocessing	NOUN
bracis-33658	179	11	and	and	CCONJ
bracis-33658	179	12	linguistic	linguistic	ADJ
bracis-33658	179	13	analysis	analysis	NOUN
bracis-33658	179	14	,	,	PUNCT
bracis-33658	179	15	while	while	SCONJ
bracis-33658	179	16	pandas	panda	NOUN
bracis-33658	179	17	2.0.3	2.0.3	NUM
bracis-33658	179	18	offered	offer	VERB
bracis-33658	179	19	efficient	efficient	ADJ
bracis-33658	179	20	data	datum	NOUN
bracis-33658	179	21	manipulation	manipulation	NOUN
bracis-33658	179	22	capabilities	capability	NOUN
bracis-33658	179	23	.	.	PUNCT
bracis-33658	180	1	the	the	DET
bracis-33658	180	2	transformers	transformer	NOUN
bracis-33658	180	3	’	'	PUNCT
bracis-33658	180	4	library	library	NOUN
bracis-33658	180	5	,	,	PUNCT
bracis-33658	180	6	version	version	NOUN
bracis-33658	180	7	4.31.0	4.31.0	NUM
bracis-33658	180	8	,	,	PUNCT
bracis-33658	180	9	played	play	VERB
bracis-33658	180	10	a	a	DET
bracis-33658	180	11	pivotal	pivotal	ADJ
bracis-33658	180	12	role	role	NOUN
bracis-33658	180	13	in	in	ADP
bracis-33658	180	14	facilitating	facilitate	VERB
bracis-33658	180	15	the	the	DET
bracis-33658	180	16	fine	fine	ADV
bracis-33658	180	17	-	-	PUNCT
bracis-33658	180	18	tuning	tune	VERB
bracis-33658	180	19	process	process	NOUN
bracis-33658	180	20	of	of	ADP
bracis-33658	180	21	the	the	DET
bracis-33658	180	22	marianmt	marianmt	NOUN
bracis-33658	180	23	model	model	NOUN
bracis-33658	180	24	,	,	PUNCT
bracis-33658	180	25	streamlining	streamline	VERB
bracis-33658	180	26	the	the	DET
bracis-33658	180	27	integration	integration	NOUN
bracis-33658	180	28	of	of	ADP
bracis-33658	180	29	transformer	transformer	NOUN
bracis-33658	180	30	-	-	PUNCT
bracis-33658	180	31	based	base	VERB
bracis-33658	180	32	architectures	architecture	NOUN
bracis-33658	180	33	into	into	ADP
bracis-33658	180	34	the	the	DET
bracis-33658	180	35	research	research	NOUN
bracis-33658	180	36	workflow	workflow	NOUN
bracis-33658	180	37	.	.	PUNCT
bracis-33658	181	1	the	the	DET
bracis-33658	181	2	parameters	parameter	NOUN
bracis-33658	181	3	were	be	AUX
bracis-33658	181	4	configured	configure	VERB
bracis-33658	181	5	to	to	PART
bracis-33658	181	6	tailor	tailor	VERB
bracis-33658	181	7	the	the	DET
bracis-33658	181	8	fine	fine	ADV
bracis-33658	181	9	-	-	PUNCT
bracis-33658	181	10	tuning	tune	VERB
bracis-33658	181	11	process	process	NOUN
bracis-33658	181	12	.	.	PUNCT
bracis-33658	182	1	the	the	DET
bracis-33658	182	2	model	model	NOUN
bracis-33658	182	3	’s	’s	PART
bracis-33658	182	4	decoder	decoder	NOUN
bracis-33658	182	5	layer	layer	NOUN
bracis-33658	182	6	dropout	dropout	NOUN
bracis-33658	182	7	was	be	AUX
bracis-33658	182	8	set	set	VERB
bracis-33658	182	9	to	to	ADP
bracis-33658	182	10	0.2	0.2	NUM
bracis-33658	182	11	,	,	PUNCT
bracis-33658	182	12	contributing	contribute	VERB
bracis-33658	182	13	to	to	ADP
bracis-33658	182	14	the	the	DET
bracis-33658	182	15	regularization	regularization	NOUN
bracis-33658	182	16	of	of	ADP
bracis-33658	182	17	the	the	DET
bracis-33658	182	18	model	model	NOUN
bracis-33658	182	19	during	during	ADP
bracis-33658	182	20	training	training	NOUN
bracis-33658	182	21	.	.	PUNCT
bracis-33658	183	1	the	the	DET
bracis-33658	183	2	fine	fine	ADV
bracis-33658	183	3	-	-	PUNCT
bracis-33658	183	4	tuning	tune	VERB
bracis-33658	183	5	parameters	parameter	NOUN
bracis-33658	183	6	were	be	AUX
bracis-33658	183	7	also	also	ADV
bracis-33658	183	8	defined	define	VERB
bracis-33658	183	9	,	,	PUNCT
bracis-33658	183	10	encompassing	encompass	VERB
bracis-33658	183	11	a	a	DET
bracis-33658	183	12	learning	learning	NOUN
bracis-33658	183	13	rate	rate	NOUN
bracis-33658	183	14	of	of	ADP
bracis-33658	183	15	1e-5	1e-5	NUM
bracis-33658	183	16	,	,	PUNCT
bracis-33658	183	17	a	a	DET
bracis-33658	183	18	batch	batch	NOUN
bracis-33658	183	19	size	size	NOUN
bracis-33658	183	20	of	of	ADP
bracis-33658	183	21	8	8	NUM
bracis-33658	183	22	,	,	PUNCT
bracis-33658	183	23	and	and	CCONJ
bracis-33658	183	24	a	a	DET
bracis-33658	183	25	total	total	NOUN
bracis-33658	183	26	of	of	ADP
bracis-33658	183	27	10	10	NUM
bracis-33658	183	28	training	training	NOUN
bracis-33658	183	29	epochs	epoch	NOUN
bracis-33658	183	30	.	.	PUNCT
bracis-33658	184	1	the	the	DET
bracis-33658	184	2	optimizer	optimizer	NOUN
bracis-33658	184	3	selected	select	VERB
bracis-33658	184	4	for	for	ADP
bracis-33658	184	5	this	this	DET
bracis-33658	184	6	task	task	NOUN
bracis-33658	184	7	was	be	AUX
bracis-33658	184	8	adamw	adamw	NOUN
bracis-33658	184	9	.	.	PUNCT
bracis-33658	185	1	4.4	4.4	NUM
bracis-33658	185	2	translation	translation	NOUN
bracis-33658	185	3	and	and	CCONJ
bracis-33658	185	4	gender	gender	NOUN
bracis-33658	185	5	bias	bias	NOUN
bracis-33658	185	6	evaluation	evaluation	NOUN
bracis-33658	185	7	for	for	ADP
bracis-33658	185	8	the	the	DET
bracis-33658	185	9	evaluation	evaluation	NOUN
bracis-33658	185	10	process	process	NOUN
bracis-33658	185	11	,	,	PUNCT
bracis-33658	185	12	we	we	PRON
bracis-33658	185	13	have	have	AUX
bracis-33658	185	14	developed	develop	VERB
bracis-33658	185	15	custom	custom	NOUN
bracis-33658	185	16	scripts	script	NOUN
bracis-33658	185	17	inspired	inspire	VERB
bracis-33658	185	18	by	by	ADP
bracis-33658	185	19	the	the	DET
bracis-33658	185	20	original	original	ADJ
bracis-33658	185	21	methodology	methodology	NOUN
bracis-33658	185	22	winomt	winomt	NOUN
bracis-33658	186	1	[	[	X
bracis-33658	186	2	29	29	NUM
bracis-33658	186	3	]	]	PUNCT
bracis-33658	186	4	,	,	PUNCT
bracis-33658	186	5	tailored	tailor	VERB
bracis-33658	186	6	to	to	ADP
bracis-33658	186	7	our	our	PRON
bracis-33658	186	8	specific	specific	ADJ
bracis-33658	186	9	english	english	ADJ
bracis-33658	186	10	-	-	PUNCT
bracis-33658	186	11	portuguese	portuguese	ADJ
bracis-33658	186	12	translation	translation	NOUN
bracis-33658	186	13	context	context	NOUN
bracis-33658	186	14	.	.	PUNCT
bracis-33658	187	1	these	these	DET
bracis-33658	187	2	scripts	script	NOUN
bracis-33658	187	3	automatically	automatically	ADV
bracis-33658	187	4	extract	extract	VERB
bracis-33658	187	5	the	the	DET
bracis-33658	187	6	grammatical	grammatical	ADJ
bracis-33658	187	7	gender	gender	NOUN
bracis-33658	187	8	assigned	assign	VERB
bracis-33658	187	9	to	to	ADP
bracis-33658	187	10	the	the	DET
bracis-33658	187	11	primary	primary	ADJ
bracis-33658	187	12	entity	entity	NOUN
bracis-33658	187	13	within	within	ADP
bracis-33658	187	14	each	each	DET
bracis-33658	187	15	translation	translation	NOUN
bracis-33658	187	16	.	.	PUNCT
bracis-33658	188	1	following	follow	VERB
bracis-33658	188	2	this	this	DET
bracis-33658	188	3	extraction	extraction	NOUN
bracis-33658	188	4	,	,	PUNCT
bracis-33658	188	5	a	a	DET
bracis-33658	188	6	comparison	comparison	NOUN
bracis-33658	188	7	is	be	AUX
bracis-33658	188	8	made	make	VERB
bracis-33658	188	9	between	between	ADP
bracis-33658	188	10	the	the	DET
bracis-33658	188	11	gender	gender	NOUN
bracis-33658	188	12	of	of	ADP
bracis-33658	188	13	the	the	DET
bracis-33658	188	14	translated	translate	VERB
bracis-33658	188	15	primary	primary	ADJ
bracis-33658	188	16	entity	entity	NOUN
bracis-33658	188	17	and	and	CCONJ
bracis-33658	188	18	the	the	DET
bracis-33658	188	19	gender	gender	NOUN
bracis-33658	188	20	annotated	annotate	VERB
bracis-33658	188	21	in	in	ADP
bracis-33658	188	22	the	the	DET
bracis-33658	188	23	gold	gold	ADJ
bracis-33658	188	24	standard	standard	ADJ
bracis-33658	188	25	data	datum	NOUN
bracis-33658	188	26	.	.	PUNCT
bracis-33658	189	1	our	our	PRON
bracis-33658	189	2	objective	objective	NOUN
bracis-33658	189	3	is	be	AUX
bracis-33658	189	4	to	to	PART
bracis-33658	189	5	gauge	gauge	VERB
bracis-33658	189	6	the	the	DET
bracis-33658	189	7	extent	extent	NOUN
bracis-33658	189	8	to	to	PART
bracis-33658	189	9	which	which	PRON
bracis-33658	189	10	our	our	PRON
bracis-33658	189	11	translation	translation	NOUN
bracis-33658	189	12	models	model	NOUN
bracis-33658	189	13	align	align	VERB
bracis-33658	189	14	with	with	ADP
bracis-33658	189	15	the	the	DET
bracis-33658	189	16	gender	gender	NOUN
bracis-33658	189	17	of	of	ADP
bracis-33658	189	18	the	the	DET
bracis-33658	189	19	primary	primary	ADJ
bracis-33658	189	20	entity	entity	NOUN
bracis-33658	189	21	,	,	PUNCT
bracis-33658	189	22	as	as	ADP
bracis-33658	189	23	per	per	ADP
bracis-33658	189	24	the	the	DET
bracis-33658	189	25	gold	gold	NOUN
bracis-33658	189	26	annotations	annotation	NOUN
bracis-33658	189	27	.	.	PUNCT
bracis-33658	190	1	the	the	DET
bracis-33658	190	2	key	key	ADJ
bracis-33658	190	3	performance	performance	NOUN
bracis-33658	190	4	metrics	metric	NOUN
bracis-33658	190	5	for	for	ADP
bracis-33658	190	6	evaluating	evaluate	VERB
bracis-33658	190	7	the	the	DET
bracis-33658	190	8	winomt	winomt	ADJ
bracis-33658	190	9	dataset	dataset	NOUN
bracis-33658	190	10	include	include	VERB
bracis-33658	190	11	\(\vardelta	\(\vardelta	PRON
bracis-33658	190	12	g\	g\	NOUN
bracis-33658	190	13	)	)	PUNCT
bracis-33658	190	14	,	,	PUNCT
bracis-33658	190	15	\(\vardelta	\(\vardelta	X
bracis-33658	190	16	s\	s\	NOUN
bracis-33658	190	17	)	)	PUNCT
bracis-33658	190	18	,	,	PUNCT
bracis-33658	190	19	and	and	CCONJ
bracis-33658	190	20	the	the	DET
bracis-33658	190	21	overall	overall	ADJ
bracis-33658	190	22	accuracy	accuracy	NOUN
bracis-33658	190	23	of	of	ADP
bracis-33658	190	24	preserving	preserve	VERB
bracis-33658	190	25	the	the	DET
bracis-33658	190	26	gender	gender	NOUN
bracis-33658	190	27	of	of	ADP
bracis-33658	190	28	entities	entity	NOUN
bracis-33658	190	29	during	during	ADP
bracis-33658	190	30	translation	translation	NOUN
bracis-33658	190	31	,	,	PUNCT
bracis-33658	190	32	referred	refer	VERB
bracis-33658	190	33	to	to	ADP
bracis-33658	190	34	as	as	ADP
bracis-33658	190	35	“	"	PUNCT
bracis-33658	190	36	acc	acc	PROPN
bracis-33658	190	37	.	.	PUNCT
bracis-33658	190	38	”	"	PUNCT
bracis-33658	190	39	.	.	PUNCT
bracis-33658	191	1	the	the	DET
bracis-33658	191	2	study	study	NOUN
bracis-33658	191	3	compared	compare	VERB
bracis-33658	191	4	the	the	DET
bracis-33658	191	5	quality	quality	NOUN
bracis-33658	191	6	of	of	ADP
bracis-33658	191	7	translations	translation	NOUN
bracis-33658	191	8	before	before	ADP
bracis-33658	191	9	and	and	CCONJ
bracis-33658	191	10	after	after	ADP
bracis-33658	191	11	fine	fine	ADV
bracis-33658	191	12	-	-	PUNCT
bracis-33658	191	13	tuning	tuning	NOUN
bracis-33658	191	14	using	use	VERB
bracis-33658	191	15	the	the	DET
bracis-33658	191	16	bleu	bleu	NOUN
bracis-33658	191	17	(	(	PUNCT
bracis-33658	191	18	bilingual	bilingual	ADJ
bracis-33658	191	19	evaluation	evaluation	NOUN
bracis-33658	191	20	understudy	understudy	NOUN
bracis-33658	191	21	)	)	PUNCT
bracis-33658	192	1	[	[	X
bracis-33658	192	2	22	22	NUM
bracis-33658	192	3	]	]	X
bracis-33658	192	4	metric	metric	NOUN
bracis-33658	192	5	to	to	PART
bracis-33658	192	6	determine	determine	VERB
bracis-33658	192	7	whether	whether	SCONJ
bracis-33658	192	8	it	it	PRON
bracis-33658	192	9	had	have	VERB
bracis-33658	192	10	a	a	DET
bracis-33658	192	11	negative	negative	ADJ
bracis-33658	192	12	effect	effect	NOUN
bracis-33658	192	13	on	on	ADP
bracis-33658	192	14	translation	translation	NOUN
bracis-33658	192	15	quality	quality	NOUN
bracis-33658	192	16	.	.	PUNCT
bracis-33658	193	1	bleu	bleu	NOUN
bracis-33658	193	2	is	be	AUX
bracis-33658	193	3	a	a	DET
bracis-33658	193	4	well	well	ADV
bracis-33658	193	5	-	-	PUNCT
bracis-33658	193	6	established	establish	VERB
bracis-33658	193	7	metric	metric	NOUN
bracis-33658	193	8	for	for	ADP
bracis-33658	193	9	machine	machine	NOUN
bracis-33658	193	10	translation	translation	NOUN
bracis-33658	193	11	evaluation	evaluation	NOUN
bracis-33658	193	12	that	that	PRON
bracis-33658	193	13	measures	measure	VERB
bracis-33658	193	14	the	the	DET
bracis-33658	193	15	overlap	overlap	NOUN
bracis-33658	193	16	between	between	ADP
bracis-33658	193	17	the	the	DET
bracis-33658	193	18	model	model	NOUN
bracis-33658	193	19	machine	machine	NOUN
bracis-33658	193	20	translation	translation	NOUN
bracis-33658	193	21	and	and	CCONJ
bracis-33658	193	22	reference	reference	NOUN
bracis-33658	193	23	translation	translation	NOUN
bracis-33658	193	24	.	.	PUNCT
bracis-33658	194	1	it	it	PRON
bracis-33658	194	2	is	be	AUX
bracis-33658	194	3	calculated	calculate	VERB
bracis-33658	194	4	based	base	VERB
bracis-33658	194	5	on	on	ADP
bracis-33658	194	6	accuracy	accuracy	NOUN
bracis-33658	194	7	,	,	PUNCT
bracis-33658	194	8	which	which	PRON
bracis-33658	194	9	measures	measure	VERB
bracis-33658	194	10	the	the	DET
bracis-33658	194	11	percentage	percentage	NOUN
bracis-33658	194	12	of	of	ADP
bracis-33658	194	13	n	n	NOUN
bracis-33658	194	14	-	-	PUNCT
bracis-33658	194	15	grams	gram	NOUN
bracis-33658	194	16	in	in	ADP
bracis-33658	194	17	the	the	DET
bracis-33658	194	18	machine	machine	NOUN
bracis-33658	194	19	translation	translation	NOUN
bracis-33658	194	20	that	that	PRON
bracis-33658	194	21	also	also	ADV
bracis-33658	194	22	appear	appear	VERB
bracis-33658	194	23	in	in	ADP
bracis-33658	194	24	the	the	DET
bracis-33658	194	25	reference	reference	NOUN
bracis-33658	194	26	translations	translation	NOUN
bracis-33658	194	27	.	.	PUNCT
bracis-33658	195	1	the	the	DET
bracis-33658	195	2	bleu	bleu	NOUN
bracis-33658	195	3	score	score	NOUN
bracis-33658	195	4	ranges	range	VERB
bracis-33658	195	5	from	from	ADP
bracis-33658	195	6	0	0	NUM
bracis-33658	195	7	to	to	ADP
bracis-33658	195	8	1	1	NUM
bracis-33658	195	9	,	,	PUNCT
bracis-33658	195	10	with	with	ADP
bracis-33658	195	11	1	1	NUM
bracis-33658	195	12	being	be	AUX
bracis-33658	195	13	a	a	DET
bracis-33658	195	14	perfect	perfect	ADJ
bracis-33658	195	15	match	match	NOUN
bracis-33658	195	16	with	with	ADP
bracis-33658	195	17	the	the	DET
bracis-33658	195	18	reference	reference	NOUN
bracis-33658	195	19	translations	translation	NOUN
bracis-33658	195	20	[	[	X
bracis-33658	195	21	22	22	NUM
bracis-33658	195	22	]	]	PUNCT
bracis-33658	195	23	.	.	PUNCT
bracis-33658	196	1	utilizing	utilize	VERB
bracis-33658	196	2	the	the	DET
bracis-33658	196	3	marianmt	marianmt	NOUN
bracis-33658	196	4	model	model	NOUN
bracis-33658	196	5	as	as	ADP
bracis-33658	196	6	our	our	PRON
bracis-33658	196	7	foundation	foundation	NOUN
bracis-33658	196	8	,	,	PUNCT
bracis-33658	196	9	we	we	PRON
bracis-33658	196	10	conducted	conduct	VERB
bracis-33658	196	11	fine	fine	ADV
bracis-33658	196	12	-	-	PUNCT
bracis-33658	196	13	tuning	tuning	NOUN
bracis-33658	196	14	using	use	VERB
bracis-33658	196	15	a	a	DET
bracis-33658	196	16	dataset	dataset	ADJ
bracis-33658	196	17	comprising	comprise	VERB
bracis-33658	196	18	english	english	ADJ
bracis-33658	196	19	-	-	PUNCT
bracis-33658	196	20	portuguese	portuguese	ADJ
bracis-33658	196	21	sentences	sentence	NOUN
bracis-33658	196	22	.	.	PUNCT
bracis-33658	197	1	this	this	DET
bracis-33658	197	2	dataset	dataset	NOUN
bracis-33658	197	3	was	be	AUX
bracis-33658	197	4	self	self	NOUN
bracis-33658	197	5	-	-	PUNCT
bracis-33658	197	6	generated	generate	VERB
bracis-33658	197	7	to	to	PART
bracis-33658	197	8	include	include	VERB
bracis-33658	197	9	sentences	sentence	NOUN
bracis-33658	197	10	that	that	PRON
bracis-33658	197	11	mitigate	mitigate	VERB
bracis-33658	197	12	gender	gender	NOUN
bracis-33658	197	13	bias	bias	NOUN
bracis-33658	197	14	.	.	PUNCT
bracis-33658	198	1	ultimately	ultimately	ADV
bracis-33658	198	2	,	,	PUNCT
bracis-33658	198	3	upon	upon	SCONJ
bracis-33658	198	4	evaluating	evaluate	VERB
bracis-33658	198	5	the	the	DET
bracis-33658	198	6	model	model	NOUN
bracis-33658	198	7	,	,	PUNCT
bracis-33658	198	8	we	we	PRON
bracis-33658	198	9	observed	observe	VERB
bracis-33658	198	10	a	a	DET
bracis-33658	198	11	decrease	decrease	NOUN
bracis-33658	198	12	in	in	ADP
bracis-33658	198	13	translation	translation	NOUN
bracis-33658	198	14	accuracy	accuracy	NOUN
bracis-33658	198	15	concurrent	concurrent	ADJ
bracis-33658	198	16	with	with	ADP
bracis-33658	198	17	a	a	DET
bracis-33658	198	18	reduction	reduction	NOUN
bracis-33658	198	19	in	in	ADP
bracis-33658	198	20	gender	gender	NOUN
bracis-33658	198	21	bias	bias	NOUN
bracis-33658	198	22	.	.	PUNCT
bracis-33658	199	1	5	5	NUM
bracis-33658	199	2	results	result	NOUN
bracis-33658	199	3	and	and	CCONJ
bracis-33658	199	4	discussion	discussion	VERB
bracis-33658	199	5	the	the	DET
bracis-33658	199	6	experimental	experimental	ADJ
bracis-33658	199	7	outcomes	outcome	NOUN
bracis-33658	199	8	underscore	underscore	VERB
bracis-33658	199	9	success	success	NOUN
bracis-33658	199	10	in	in	ADP
bracis-33658	199	11	achieving	achieve	VERB
bracis-33658	199	12	the	the	DET
bracis-33658	199	13	primary	primary	ADJ
bracis-33658	199	14	goal	goal	NOUN
bracis-33658	199	15	of	of	ADP
bracis-33658	199	16	gender	gender	NOUN
bracis-33658	199	17	bias	bias	NOUN
bracis-33658	199	18	reduction	reduction	NOUN
bracis-33658	199	19	in	in	ADP
bracis-33658	199	20	machine	machine	NOUN
bracis-33658	199	21	translation	translation	NOUN
bracis-33658	199	22	through	through	ADP
bracis-33658	199	23	fine	fine	ADV
bracis-33658	199	24	-	-	PUNCT
bracis-33658	199	25	tuning	tuning	NOUN
bracis-33658	199	26	.	.	PUNCT
bracis-33658	200	1	the	the	DET
bracis-33658	200	2	three	three	NUM
bracis-33658	200	3	fairness	fairness	NOUN
bracis-33658	200	4	metrics	metric	NOUN
bracis-33658	200	5	,	,	PUNCT
bracis-33658	200	6	\(\vardelta	\(\vardelta	X
bracis-33658	200	7	g\	g\	NOUN
bracis-33658	200	8	)	)	PUNCT
bracis-33658	200	9	,	,	PUNCT
bracis-33658	200	10	\(\vardelta	\(\vardelta	X
bracis-33658	200	11	s\	s\	NOUN
bracis-33658	200	12	)	)	PUNCT
bracis-33658	200	13	,	,	PUNCT
bracis-33658	200	14	and	and	CCONJ
bracis-33658	200	15	“	"	PUNCT
bracis-33658	200	16	acc	acc	PROPN
bracis-33658	200	17	.	.	PUNCT
bracis-33658	200	18	”	"	PUNCT
bracis-33658	200	19	from	from	ADP
bracis-33658	200	20	the	the	DET
bracis-33658	200	21	winomt	winomt	NOUN
bracis-33658	200	22	test	test	NOUN
bracis-33658	200	23	,	,	PUNCT
bracis-33658	200	24	exhibited	exhibit	VERB
bracis-33658	200	25	improved	improve	VERB
bracis-33658	200	26	results	result	NOUN
bracis-33658	200	27	post	post	ADJ
bracis-33658	200	28	-	-	ADJ
bracis-33658	200	29	fine	fine	ADJ
bracis-33658	200	30	-	-	PUNCT
bracis-33658	200	31	tuning	tuning	NOUN
bracis-33658	200	32	,	,	PUNCT
bracis-33658	200	33	as	as	SCONJ
bracis-33658	200	34	shown	show	VERB
bracis-33658	200	35	in	in	ADP
bracis-33658	200	36	table	table	NOUN
bracis-33658	200	37	 	 	SPACE
bracis-33658	200	38	3	3	NUM
bracis-33658	200	39	.	.	PUNCT
bracis-33658	201	1	these	these	DET
bracis-33658	201	2	metrics	metric	NOUN
bracis-33658	201	3	,	,	PUNCT
bracis-33658	201	4	designed	design	VERB
bracis-33658	201	5	to	to	PART
bracis-33658	201	6	assess	assess	VERB
bracis-33658	201	7	the	the	DET
bracis-33658	201	8	model	model	NOUN
bracis-33658	201	9	’s	’s	PART
bracis-33658	201	10	capacity	capacity	NOUN
bracis-33658	201	11	to	to	PART
bracis-33658	201	12	produce	produce	VERB
bracis-33658	201	13	fair	fair	ADJ
bracis-33658	201	14	and	and	CCONJ
bracis-33658	201	15	equitable	equitable	ADJ
bracis-33658	201	16	translations	translation	NOUN
bracis-33658	201	17	,	,	PUNCT
bracis-33658	201	18	demonstrated	demonstrate	VERB
bracis-33658	201	19	clear	clear	ADJ
bracis-33658	201	20	progress	progress	NOUN
bracis-33658	201	21	in	in	ADP
bracis-33658	201	22	mitigating	mitigate	VERB
bracis-33658	201	23	gender	gender	NOUN
bracis-33658	201	24	bias	bias	NOUN
bracis-33658	201	25	,	,	PUNCT
bracis-33658	201	26	aligning	align	VERB
bracis-33658	201	27	with	with	ADP
bracis-33658	201	28	the	the	DET
bracis-33658	201	29	objective	objective	NOUN
bracis-33658	201	30	of	of	ADP
bracis-33658	201	31	the	the	DET
bracis-33658	201	32	research	research	NOUN
bracis-33658	201	33	.	.	PUNCT
bracis-33658	202	1	these	these	DET
bracis-33658	202	2	positive	positive	ADJ
bracis-33658	202	3	results	result	NOUN
bracis-33658	202	4	indicate	indicate	VERB
bracis-33658	202	5	that	that	SCONJ
bracis-33658	202	6	the	the	DET
bracis-33658	202	7	fine	fine	ADV
bracis-33658	202	8	-	-	PUNCT
bracis-33658	202	9	tuning	tuning	NOUN
bracis-33658	202	10	process	process	NOUN
bracis-33658	202	11	significantly	significantly	ADV
bracis-33658	202	12	improved	improve	VERB
bracis-33658	202	13	the	the	DET
bracis-33658	202	14	model	model	NOUN
bracis-33658	202	15	’s	’s	PART
bracis-33658	202	16	ability	ability	NOUN
bracis-33658	202	17	to	to	PART
bracis-33658	202	18	generate	generate	VERB
bracis-33658	202	19	translations	translation	NOUN
bracis-33658	202	20	that	that	PRON
bracis-33658	202	21	respect	respect	VERB
bracis-33658	202	22	gender	gender	NOUN
bracis-33658	202	23	neutrality	neutrality	NOUN
bracis-33658	202	24	and	and	CCONJ
bracis-33658	202	25	balance	balance	NOUN
bracis-33658	202	26	,	,	PUNCT
bracis-33658	202	27	a	a	DET
bracis-33658	202	28	pivotal	pivotal	ADJ
bracis-33658	202	29	step	step	NOUN
bracis-33658	202	30	toward	toward	ADP
bracis-33658	202	31	creating	create	VERB
bracis-33658	202	32	more	more	ADJ
bracis-33658	202	33	inclusive	inclusive	ADJ
bracis-33658	202	34	and	and	CCONJ
bracis-33658	202	35	unbiased	unbiased	ADJ
bracis-33658	202	36	machine	machine	NOUN
bracis-33658	202	37	translation	translation	NOUN
bracis-33658	202	38	systems	system	NOUN
bracis-33658	202	39	.	.	PUNCT
bracis-33658	203	1	however	however	ADV
bracis-33658	203	2	,	,	PUNCT
bracis-33658	203	3	it	it	PRON
bracis-33658	203	4	’s	’	VERB
bracis-33658	203	5	worth	worth	ADJ
bracis-33658	203	6	noting	note	VERB
bracis-33658	203	7	that	that	SCONJ
bracis-33658	203	8	these	these	DET
bracis-33658	203	9	promising	promising	ADJ
bracis-33658	203	10	improvements	improvement	NOUN
bracis-33658	203	11	in	in	ADP
bracis-33658	203	12	fairness	fairness	NOUN
bracis-33658	203	13	metrics	metric	NOUN
bracis-33658	203	14	were	be	AUX
bracis-33658	203	15	accompanied	accompany	VERB
bracis-33658	203	16	by	by	ADP
bracis-33658	203	17	a	a	DET
bracis-33658	203	18	trade	trade	NOUN
bracis-33658	203	19	-	-	PUNCT
bracis-33658	203	20	off	off	NOUN
bracis-33658	203	21	,	,	PUNCT
bracis-33658	203	22	as	as	SCONJ
bracis-33658	203	23	anticipated	anticipate	VERB
bracis-33658	203	24	,	,	PUNCT
bracis-33658	203	25	in	in	ADP
bracis-33658	203	26	terms	term	NOUN
bracis-33658	203	27	of	of	ADP
bracis-33658	203	28	the	the	DET
bracis-33658	203	29	bleu	bleu	NOUN
bracis-33658	203	30	score	score	NOUN
bracis-33658	203	31	.	.	PUNCT
bracis-33658	204	1	the	the	DET
bracis-33658	204	2	reduction	reduction	NOUN
bracis-33658	204	3	in	in	ADP
bracis-33658	204	4	the	the	DET
bracis-33658	204	5	bleu	bleu	NOUN
bracis-33658	204	6	score	score	NOUN
bracis-33658	204	7	underscores	underscore	VERB
bracis-33658	204	8	the	the	DET
bracis-33658	204	9	well	well	ADV
bracis-33658	204	10	-	-	PUNCT
bracis-33658	204	11	established	establish	VERB
bracis-33658	204	12	fairness	fairness	NOUN
bracis-33658	204	13	-	-	PUNCT
bracis-33658	204	14	accuracy	accuracy	NOUN
bracis-33658	204	15	trade	trade	NOUN
bracis-33658	204	16	-	-	PUNCT
bracis-33658	204	17	offfootnote	offfootnote	NOUN
bracis-33658	204	18	5	5	NUM
bracis-33658	204	19	that	that	PRON
bracis-33658	204	20	often	often	ADV
bracis-33658	204	21	accompanies	accompany	VERB
bracis-33658	204	22	efforts	effort	NOUN
bracis-33658	204	23	to	to	PART
bracis-33658	204	24	reduce	reduce	VERB
bracis-33658	204	25	bias	bias	NOUN
bracis-33658	204	26	in	in	ADP
bracis-33658	204	27	machine	machine	NOUN
bracis-33658	204	28	translation	translation	NOUN
bracis-33658	204	29	.	.	PUNCT
bracis-33658	205	1	nevertheless	nevertheless	ADV
bracis-33658	205	2	,	,	PUNCT
bracis-33658	205	3	the	the	DET
bracis-33658	205	4	\(0.38\	\(0.38\	PROPN
bracis-33658	205	5	)	)	PUNCT
bracis-33658	205	6	score	score	NOUN
bracis-33658	205	7	of	of	ADP
bracis-33658	205	8	fine	fine	ADV
bracis-33658	205	9	-	-	PUNCT
bracis-33658	205	10	tuned	tune	VERB
bracis-33658	205	11	model	model	NOUN
bracis-33658	205	12	tells	tell	VERB
bracis-33658	205	13	that	that	SCONJ
bracis-33658	205	14	it	it	PRON
bracis-33658	205	15	still	still	ADV
bracis-33658	205	16	produces	produce	VERB
bracis-33658	205	17	good	good	ADJ
bracis-33658	205	18	translationsfootnote	translationsfootnote	NOUN
bracis-33658	205	19	6	6	NUM
bracis-33658	205	20	.	.	PUNCT
bracis-33658	205	21	while	while	SCONJ
bracis-33658	205	22	the	the	DET
bracis-33658	205	23	primary	primary	ADJ
bracis-33658	205	24	focus	focus	NOUN
bracis-33658	205	25	of	of	ADP
bracis-33658	205	26	the	the	DET
bracis-33658	205	27	research	research	NOUN
bracis-33658	205	28	was	be	AUX
bracis-33658	205	29	to	to	PART
bracis-33658	205	30	enhance	enhance	VERB
bracis-33658	205	31	fairness	fairness	NOUN
bracis-33658	205	32	and	and	CCONJ
bracis-33658	205	33	mitigate	mitigate	VERB
bracis-33658	205	34	gender	gender	NOUN
bracis-33658	205	35	bias	bias	NOUN
bracis-33658	205	36	,	,	PUNCT
bracis-33658	205	37	this	this	DET
bracis-33658	205	38	trade	trade	NOUN
bracis-33658	205	39	-	-	PUNCT
bracis-33658	205	40	off	off	NOUN
bracis-33658	205	41	in	in	ADP
bracis-33658	205	42	translation	translation	NOUN
bracis-33658	205	43	quality	quality	NOUN
bracis-33658	205	44	serves	serve	VERB
bracis-33658	205	45	as	as	ADP
bracis-33658	205	46	a	a	DET
bracis-33658	205	47	reminder	reminder	NOUN
bracis-33658	205	48	of	of	ADP
bracis-33658	205	49	the	the	DET
bracis-33658	205	50	intricate	intricate	ADJ
bracis-33658	205	51	balance	balance	NOUN
bracis-33658	205	52	that	that	PRON
bracis-33658	205	53	exists	exist	VERB
bracis-33658	205	54	between	between	ADP
bracis-33658	205	55	these	these	DET
bracis-33658	205	56	two	two	NUM
bracis-33658	205	57	objectives	objective	NOUN
bracis-33658	205	58	and	and	CCONJ
bracis-33658	205	59	indicates	indicate	VERB
bracis-33658	205	60	the	the	DET
bracis-33658	205	61	need	need	NOUN
bracis-33658	205	62	to	to	PART
bracis-33658	205	63	continue	continue	VERB
bracis-33658	205	64	the	the	DET
bracis-33658	205	65	research	research	NOUN
bracis-33658	205	66	process	process	NOUN
bracis-33658	205	67	in	in	ADP
bracis-33658	205	68	order	order	NOUN
bracis-33658	205	69	to	to	PART
bracis-33658	205	70	achieve	achieve	VERB
bracis-33658	205	71	better	well	ADJ
bracis-33658	205	72	results	result	NOUN
bracis-33658	205	73	.	.	PUNCT
bracis-33658	206	1	table	table	NOUN
bracis-33658	206	2	3	3	NUM
bracis-33658	206	3	.	.	NOUN
bracis-33658	206	4	results	result	NOUN
bracis-33658	206	5	for	for	ADP
bracis-33658	206	6	bias	bias	NOUN
bracis-33658	206	7	metrics	metric	NOUN
bracis-33658	206	8	and	and	CCONJ
bracis-33658	206	9	translation	translation	NOUN
bracis-33658	206	10	quality	quality	NOUN
bracis-33658	206	11	on	on	ADP
bracis-33658	206	12	pre	pre	ADJ
bracis-33658	206	13	-	-	ADJ
bracis-33658	206	14	trained	train	VERB
bracis-33658	206	15	marianmt	marianmt	NOUN
bracis-33658	206	16	model	model	NOUN
bracis-33658	206	17	and	and	CCONJ
bracis-33658	206	18	fine	fine	ADV
bracis-33658	206	19	-	-	PUNCT
bracis-33658	206	20	tuned	tune	VERB
bracis-33658	206	21	marianmt	marianmt	NOUN
bracis-33658	206	22	model.full	model.full	NOUN
bracis-33658	206	23	size	size	NOUN
bracis-33658	206	24	table	table	NOUN
bracis-33658	206	25	5.1	5.1	NUM
bracis-33658	206	26	discussion	discussion	NOUN
bracis-33658	206	27	the	the	DET
bracis-33658	206	28	fine	fine	ADV
bracis-33658	206	29	-	-	PUNCT
bracis-33658	206	30	tuned	tune	VERB
bracis-33658	206	31	marianmt	marianmt	NOUN
bracis-33658	206	32	correctly	correctly	ADV
bracis-33658	206	33	translates	translate	VERB
bracis-33658	206	34	the	the	DET
bracis-33658	206	35	occupations	occupation	NOUN
bracis-33658	206	36	“	"	PUNCT
bracis-33658	206	37	the	the	DET
bracis-33658	206	38	mechanic	mechanic	NOUN
bracis-33658	206	39	”	"	PUNCT
bracis-33658	206	40	to	to	ADP
bracis-33658	206	41	the	the	DET
bracis-33658	206	42	feminine	feminine	ADJ
bracis-33658	206	43	form	form	NOUN
bracis-33658	206	44	in	in	ADP
bracis-33658	206	45	portuguese	portuguese	NOUN
bracis-33658	206	46	,	,	PUNCT
bracis-33658	206	47	and	and	CCONJ
bracis-33658	206	48	“	"	PUNCT
bracis-33658	206	49	the	the	DET
bracis-33658	206	50	nurse	nurse	NOUN
bracis-33658	206	51	”	"	PUNCT
bracis-33658	206	52	to	to	ADP
bracis-33658	206	53	the	the	DET
bracis-33658	206	54	masculine	masculine	ADJ
bracis-33658	206	55	form	form	NOUN
bracis-33658	206	56	in	in	ADP
bracis-33658	206	57	portuguese	portuguese	PROPN
bracis-33658	206	58	,	,	PUNCT
bracis-33658	206	59	see	see	VERB
bracis-33658	206	60	table	table	NOUN
bracis-33658	206	61	 	 	SPACE
bracis-33658	206	62	4	4	NUM
bracis-33658	206	63	.	.	PUNCT
bracis-33658	207	1	this	this	PRON
bracis-33658	207	2	suggests	suggest	VERB
bracis-33658	207	3	that	that	SCONJ
bracis-33658	207	4	the	the	DET
bracis-33658	207	5	model	model	NOUN
bracis-33658	207	6	is	be	AUX
bracis-33658	207	7	capable	capable	ADJ
bracis-33658	207	8	of	of	ADP
bracis-33658	207	9	producing	produce	VERB
bracis-33658	207	10	gender	gender	NOUN
bracis-33658	207	11	-	-	PUNCT
bracis-33658	207	12	neutral	neutral	ADJ
bracis-33658	207	13	or	or	CCONJ
bracis-33658	207	14	gender	gender	NOUN
bracis-33658	207	15	-	-	PUNCT
bracis-33658	207	16	sensitive	sensitive	ADJ
bracis-33658	207	17	translations	translation	NOUN
bracis-33658	207	18	when	when	SCONJ
bracis-33658	207	19	dealing	deal	VERB
bracis-33658	207	20	with	with	ADP
bracis-33658	207	21	gendered	gendere	VERB
bracis-33658	207	22	occupational	occupational	ADJ
bracis-33658	207	23	terms	term	NOUN
bracis-33658	207	24	.	.	PUNCT
bracis-33658	208	1	table	table	NOUN
bracis-33658	208	2	4	4	NUM
bracis-33658	208	3	.	.	NOUN
bracis-33658	208	4	example	example	NOUN
bracis-33658	208	5	of	of	ADP
bracis-33658	208	6	translations	translation	NOUN
bracis-33658	208	7	generated	generate	VERB
bracis-33658	208	8	using	use	VERB
bracis-33658	208	9	fine	fine	ADV
bracis-33658	208	10	-	-	PUNCT
bracis-33658	208	11	tuned	tune	VERB
bracis-33658	208	12	marianmt	marianmt	NOUN
bracis-33658	208	13	.	.	PUNCT
bracis-33658	209	1	entities	entity	NOUN
bracis-33658	209	2	’	'	PUNCT
bracis-33658	209	3	grammatical	grammatical	ADJ
bracis-33658	209	4	genders	gender	NOUN
bracis-33658	209	5	are	be	AUX
bracis-33658	209	6	distinguished	distinguish	VERB
bracis-33658	209	7	by	by	ADP
bracis-33658	209	8	colors	color	NOUN
bracis-33658	209	9	:	:	PUNCT
bracis-33658	209	10	represents	represent	VERB
bracis-33658	209	11	male	male	ADJ
bracis-33658	209	12	entities	entity	NOUN
bracis-33658	209	13	and	and	CCONJ
bracis-33658	209	14	pronouns	pronoun	NOUN
bracis-33658	209	15	,	,	PUNCT
bracis-33658	209	16	signifies	signify	VERB
bracis-33658	209	17	female	female	ADJ
bracis-33658	209	18	ones	one	NOUN
bracis-33658	209	19	,	,	PUNCT
bracis-33658	209	20	and	and	CCONJ
bracis-33658	209	21	denotes	denote	VERB
bracis-33658	209	22	neutral	neutral	ADJ
bracis-33658	209	23	ones.full	ones.full	NUM
bracis-33658	209	24	size	size	NOUN
bracis-33658	209	25	table	table	NOUN
bracis-33658	209	26	however	however	ADV
bracis-33658	209	27	,	,	PUNCT
bracis-33658	209	28	despite	despite	SCONJ
bracis-33658	209	29	reducing	reduce	VERB
bracis-33658	209	30	the	the	DET
bracis-33658	209	31	\(\vardelta	\(\vardelta	ADV
bracis-33658	209	32	s\	s\	NOUN
bracis-33658	209	33	)	)	PUNCT
bracis-33658	209	34	metric	metric	NOUN
bracis-33658	209	35	compared	compare	VERB
bracis-33658	209	36	to	to	ADP
bracis-33658	209	37	the	the	DET
bracis-33658	209	38	original	original	ADJ
bracis-33658	209	39	model	model	NOUN
bracis-33658	209	40	,	,	PUNCT
bracis-33658	209	41	the	the	DET
bracis-33658	209	42	fine	fine	ADV
bracis-33658	209	43	-	-	PUNCT
bracis-33658	209	44	tuned	tune	VERB
bracis-33658	209	45	model	model	NOUN
bracis-33658	209	46	,	,	PUNCT
bracis-33658	209	47	like	like	ADP
bracis-33658	209	48	all	all	DET
bracis-33658	209	49	systems	system	NOUN
bracis-33658	209	50	tested	test	VERB
bracis-33658	209	51	in	in	ADP
bracis-33658	209	52	[	[	X
bracis-33658	209	53	29	29	NUM
bracis-33658	209	54	]	]	PUNCT
bracis-33658	209	55	,	,	PUNCT
bracis-33658	209	56	also	also	ADV
bracis-33658	209	57	makes	make	VERB
bracis-33658	209	58	more	more	ADJ
bracis-33658	209	59	translation	translation	NOUN
bracis-33658	209	60	errors	error	NOUN
bracis-33658	209	61	in	in	ADP
bracis-33658	209	62	sentences	sentence	NOUN
bracis-33658	209	63	with	with	ADP
bracis-33658	209	64	anti	anti	ADJ
bracis-33658	209	65	-	-	ADJ
bracis-33658	209	66	stereotyped	stereotyped	ADJ
bracis-33658	209	67	gender	gender	NOUN
bracis-33658	209	68	assignment	assignment	NOUN
bracis-33658	209	69	(	(	PUNCT
bracis-33658	209	70	e.g.	e.g.	ADV
bracis-33658	209	71	a	a	DET
bracis-33658	209	72	female	female	ADJ
bracis-33658	209	73	farmer	farmer	NOUN
bracis-33658	209	74	)	)	PUNCT
bracis-33658	209	75	than	than	ADP
bracis-33658	209	76	in	in	ADP
bracis-33658	209	77	stereotyped	stereotyped	ADJ
bracis-33658	209	78	roles	role	NOUN
bracis-33658	209	79	(	(	PUNCT
bracis-33658	209	80	e.g.	e.g.	ADV
bracis-33658	209	81	a	a	DET
bracis-33658	209	82	male	male	ADJ
bracis-33658	209	83	lawyer	lawyer	NOUN
bracis-33658	209	84	)	)	PUNCT
bracis-33658	209	85	,	,	PUNCT
bracis-33658	209	86	although	although	SCONJ
bracis-33658	209	87	to	to	ADP
bracis-33658	209	88	a	a	DET
bracis-33658	209	89	lesser	less	ADJ
bracis-33658	209	90	degree	degree	NOUN
bracis-33658	209	91	than	than	ADP
bracis-33658	209	92	before	before	ADP
bracis-33658	209	93	the	the	DET
bracis-33658	209	94	fine	fine	ADV
bracis-33658	209	95	-	-	PUNCT
bracis-33658	209	96	tuning	tuning	NOUN
bracis-33658	209	97	.	.	PUNCT
bracis-33658	210	1	even	even	ADV
bracis-33658	210	2	though	though	SCONJ
bracis-33658	210	3	the	the	DET
bracis-33658	210	4	test	test	NOUN
bracis-33658	210	5	’s	’s	PART
bracis-33658	210	6	focus	focus	NOUN
bracis-33658	210	7	is	be	AUX
bracis-33658	210	8	related	relate	VERB
bracis-33658	210	9	to	to	ADP
bracis-33658	210	10	the	the	DET
bracis-33658	210	11	stereotyped	stereotype	VERB
bracis-33658	210	12	gender	gender	NOUN
bracis-33658	210	13	assignment	assignment	NOUN
bracis-33658	210	14	in	in	ADP
bracis-33658	210	15	occupations	occupation	NOUN
bracis-33658	210	16	,	,	PUNCT
bracis-33658	210	17	the	the	DET
bracis-33658	210	18	test	test	NOUN
bracis-33658	210	19	includes	include	VERB
bracis-33658	210	20	a	a	DET
bracis-33658	210	21	small	small	ADJ
bracis-33658	210	22	sample	sample	NOUN
bracis-33658	210	23	(	(	PUNCT
bracis-33658	210	24	\(240\	\(240\	NOUN
bracis-33658	210	25	)	)	PUNCT
bracis-33658	210	26	sentences	sentence	NOUN
bracis-33658	210	27	)	)	PUNCT
bracis-33658	210	28	in	in	ADP
bracis-33658	210	29	which	which	PRON
bracis-33658	210	30	the	the	DET
bracis-33658	210	31	main	main	ADJ
bracis-33658	210	32	agent	agent	NOUN
bracis-33658	210	33	has	have	VERB
bracis-33658	210	34	a	a	DET
bracis-33658	210	35	gender	gender	NOUN
bracis-33658	210	36	-	-	PUNCT
bracis-33658	210	37	neutral	neutral	ADJ
bracis-33658	210	38	role	role	NOUN
bracis-33658	210	39	.	.	PUNCT
bracis-33658	211	1	in	in	ADP
bracis-33658	211	2	these	these	DET
bracis-33658	211	3	cases	case	NOUN
bracis-33658	211	4	,	,	PUNCT
bracis-33658	211	5	the	the	DET
bracis-33658	211	6	ability	ability	NOUN
bracis-33658	211	7	of	of	ADP
bracis-33658	211	8	the	the	DET
bracis-33658	211	9	fine	fine	ADV
bracis-33658	211	10	-	-	PUNCT
bracis-33658	211	11	tuned	tune	VERB
bracis-33658	211	12	model	model	NOUN
bracis-33658	211	13	to	to	PART
bracis-33658	211	14	preserve	preserve	VERB
bracis-33658	211	15	the	the	DET
bracis-33658	211	16	gender	gender	NOUN
bracis-33658	211	17	(	(	PUNCT
bracis-33658	211	18	acc	acc	PROPN
bracis-33658	211	19	.	.	PUNCT
bracis-33658	211	20	)	)	PUNCT
bracis-33658	211	21	is	be	AUX
bracis-33658	211	22	only	only	ADV
bracis-33658	211	23	\(0.2292\	\(0.2292\	NOUN
bracis-33658	211	24	)	)	PUNCT
bracis-33658	211	25	,	,	PUNCT
bracis-33658	211	26	falling	fall	VERB
bracis-33658	211	27	even	even	ADV
bracis-33658	211	28	below	below	ADP
bracis-33658	211	29	the	the	DET
bracis-33658	211	30	model	model	NOUN
bracis-33658	211	31	before	before	ADP
bracis-33658	211	32	fine	fine	ADV
bracis-33658	211	33	-	-	PUNCT
bracis-33658	211	34	tuning	tuning	NOUN
bracis-33658	211	35	,	,	PUNCT
bracis-33658	211	36	which	which	PRON
bracis-33658	211	37	is	be	AUX
bracis-33658	211	38	\(0.3125\	\(0.3125\	NOUN
bracis-33658	211	39	)	)	PUNCT
bracis-33658	211	40	.	.	PUNCT
bracis-33658	212	1	this	this	DET
bracis-33658	212	2	limitation	limitation	NOUN
bracis-33658	212	3	is	be	AUX
bracis-33658	212	4	primarily	primarily	ADV
bracis-33658	212	5	found	find	VERB
bracis-33658	212	6	in	in	ADP
bracis-33658	212	7	sentences	sentence	NOUN
bracis-33658	212	8	like	like	ADP
bracis-33658	212	9	“	"	PUNCT
bracis-33658	212	10	the	the	DET
bracis-33658	212	11	technician	technician	NOUN
bracis-33658	212	12	told	tell	VERB
bracis-33658	212	13	the	the	DET
bracis-33658	212	14	customer	customer	NOUN
bracis-33658	212	15	that	that	PRON
bracis-33658	212	16	they	they	PRON
bracis-33658	212	17	could	could	AUX
bracis-33658	212	18	pay	pay	VERB
bracis-33658	212	19	with	with	ADP
bracis-33658	212	20	cash	cash	NOUN
bracis-33658	212	21	.	.	PUNCT
bracis-33658	212	22	”	"	PUNCT
bracis-33658	213	1	or	or	CCONJ
bracis-33658	213	2	“	"	PUNCT
bracis-33658	213	3	the	the	DET
bracis-33658	213	4	employee	employee	NOUN
bracis-33658	213	5	gave	give	VERB
bracis-33658	213	6	the	the	DET
bracis-33658	213	7	supervisor	supervisor	NOUN
bracis-33658	213	8	feedback	feedback	NOUN
bracis-33658	213	9	on	on	ADP
bracis-33658	213	10	their	their	PRON
bracis-33658	213	11	managing	manage	VERB
bracis-33658	213	12	style	style	NOUN
bracis-33658	213	13	.	.	PUNCT
bracis-33658	213	14	”	"	PUNCT
bracis-33658	213	15	.	.	PUNCT
bracis-33658	214	1	in	in	ADP
bracis-33658	214	2	these	these	DET
bracis-33658	214	3	cases	case	NOUN
bracis-33658	214	4	,	,	PUNCT
bracis-33658	214	5	“	"	PUNCT
bracis-33658	214	6	they	they	PRON
bracis-33658	214	7	”	"	PUNCT
bracis-33658	214	8	and	and	CCONJ
bracis-33658	214	9	“	"	PUNCT
bracis-33658	214	10	their	their	PRON
bracis-33658	214	11	”	"	PUNCT
bracis-33658	214	12	are	be	AUX
bracis-33658	214	13	been	be	AUX
bracis-33658	214	14	employed	employ	VERB
bracis-33658	214	15	to	to	PART
bracis-33658	214	16	refer	refer	VERB
bracis-33658	214	17	to	to	ADP
bracis-33658	214	18	an	an	DET
bracis-33658	214	19	individual	individual	NOUN
bracis-33658	214	20	in	in	ADP
bracis-33658	214	21	a	a	DET
bracis-33658	214	22	generic	generic	ADJ
bracis-33658	214	23	or	or	CCONJ
bracis-33658	214	24	gender	gender	NOUN
bracis-33658	214	25	-	-	PUNCT
bracis-33658	214	26	neutral	neutral	ADJ
bracis-33658	214	27	context	context	NOUN
bracis-33658	214	28	.	.	PUNCT
bracis-33658	215	1	according	accord	VERB
bracis-33658	215	2	to	to	ADP
bracis-33658	215	3	[	[	X
bracis-33658	215	4	11	11	NUM
bracis-33658	215	5	]	]	PUNCT
bracis-33658	215	6	this	this	DET
bracis-33658	215	7	use	use	NOUN
bracis-33658	215	8	particularly	particularly	ADV
bracis-33658	215	9	provides	provide	VERB
bracis-33658	215	10	a	a	DET
bracis-33658	215	11	general	general	ADJ
bracis-33658	215	12	reference	reference	NOUN
bracis-33658	215	13	to	to	ADP
bracis-33658	215	14	that	that	DET
bracis-33658	215	15	individual	individual	NOUN
bracis-33658	215	16	without	without	ADP
bracis-33658	215	17	specifying	specify	VERB
bracis-33658	215	18	their	their	PRON
bracis-33658	215	19	gender	gender	NOUN
bracis-33658	215	20	(	(	PUNCT
bracis-33658	215	21	like	like	INTJ
bracis-33658	215	22	she	she	PRON
bracis-33658	215	23	or	or	CCONJ
bracis-33658	215	24	he	he	PRON
bracis-33658	215	25	)	)	PUNCT
bracis-33658	215	26	.	.	PUNCT
bracis-33658	216	1	although	although	SCONJ
bracis-33658	216	2	,	,	PUNCT
bracis-33658	216	3	for	for	ADP
bracis-33658	216	4	cases	case	NOUN
bracis-33658	216	5	like	like	ADP
bracis-33658	216	6	this	this	PRON
bracis-33658	216	7	,	,	PUNCT
bracis-33658	216	8	there	there	PRON
bracis-33658	216	9	are	be	VERB
bracis-33658	216	10	proposals	proposal	NOUN
bracis-33658	216	11	for	for	ADP
bracis-33658	216	12	the	the	DET
bracis-33658	216	13	use	use	NOUN
bracis-33658	216	14	of	of	ADP
bracis-33658	216	15	gender	gender	NOUN
bracis-33658	216	16	-	-	PUNCT
bracis-33658	216	17	neutral	neutral	ADJ
bracis-33658	216	18	pronouns	pronoun	NOUN
bracis-33658	216	19	in	in	ADP
bracis-33658	216	20	portuguese	portuguese	PROPN
bracis-33658	216	21	,	,	PUNCT
bracis-33658	216	22	such	such	ADJ
bracis-33658	216	23	as	as	ADP
bracis-33658	216	24	“	"	PUNCT
bracis-33658	216	25	elu”footnote	elu”footnote	NUM
bracis-33658	216	26	7	7	NUM
bracis-33658	216	27	,	,	PUNCT
bracis-33658	216	28	the	the	DET
bracis-33658	216	29	marianmt	marianmt	NOUN
bracis-33658	216	30	translator	translator	NOUN
bracis-33658	216	31	model	model	NOUN
bracis-33658	216	32	,	,	PUNCT
bracis-33658	216	33	and	and	CCONJ
bracis-33658	216	34	consequently	consequently	ADV
bracis-33658	216	35	the	the	DET
bracis-33658	216	36	fine	fine	ADV
bracis-33658	216	37	-	-	PUNCT
bracis-33658	216	38	tuned	tune	VERB
bracis-33658	216	39	version	version	NOUN
bracis-33658	216	40	,	,	PUNCT
bracis-33658	216	41	do	do	AUX
bracis-33658	216	42	not	not	PART
bracis-33658	216	43	include	include	VERB
bracis-33658	216	44	this	this	DET
bracis-33658	216	45	variation	variation	NOUN
bracis-33658	216	46	.	.	PUNCT
bracis-33658	217	1	5.2	5.2	NUM
bracis-33658	217	2	limitations	limitation	NOUN
bracis-33658	217	3	and	and	CCONJ
bracis-33658	217	4	future	future	ADJ
bracis-33658	217	5	work	work	NOUN
bracis-33658	217	6	while	while	SCONJ
bracis-33658	217	7	the	the	DET
bracis-33658	217	8	results	result	NOUN
bracis-33658	217	9	of	of	ADP
bracis-33658	217	10	this	this	DET
bracis-33658	217	11	research	research	NOUN
bracis-33658	217	12	have	have	AUX
bracis-33658	217	13	demonstrated	demonstrate	VERB
bracis-33658	217	14	the	the	DET
bracis-33658	217	15	effectiveness	effectiveness	NOUN
bracis-33658	217	16	of	of	ADP
bracis-33658	217	17	fine	fine	ADV
bracis-33658	217	18	-	-	PUNCT
bracis-33658	217	19	tuning	tuning	NOUN
bracis-33658	217	20	as	as	ADP
bracis-33658	217	21	a	a	DET
bracis-33658	217	22	technique	technique	NOUN
bracis-33658	217	23	for	for	ADP
bracis-33658	217	24	reducing	reduce	VERB
bracis-33658	217	25	gender	gender	NOUN
bracis-33658	217	26	bias	bias	NOUN
bracis-33658	217	27	in	in	ADP
bracis-33658	217	28	mt	mt	PROPN
bracis-33658	217	29	,	,	PUNCT
bracis-33658	217	30	it	it	PRON
bracis-33658	217	31	is	be	AUX
bracis-33658	217	32	important	important	ADJ
bracis-33658	217	33	to	to	PART
bracis-33658	217	34	acknowledge	acknowledge	VERB
bracis-33658	217	35	some	some	DET
bracis-33658	217	36	limitations	limitation	NOUN
bracis-33658	217	37	in	in	ADP
bracis-33658	217	38	this	this	DET
bracis-33658	217	39	work	work	NOUN
bracis-33658	217	40	.	.	PUNCT
bracis-33658	218	1	the	the	DET
bracis-33658	218	2	dataset	dataset	NOUN
bracis-33658	218	3	used	use	VERB
bracis-33658	218	4	in	in	ADP
bracis-33658	218	5	this	this	DET
bracis-33658	218	6	study	study	NOUN
bracis-33658	218	7	was	be	AUX
bracis-33658	218	8	specifically	specifically	ADV
bracis-33658	218	9	crafted	craft	VERB
bracis-33658	218	10	based	base	VERB
bracis-33658	218	11	on	on	ADP
bracis-33658	218	12	the	the	DET
bracis-33658	218	13	sentences	sentence	NOUN
bracis-33658	218	14	of	of	ADP
bracis-33658	218	15	the	the	DET
bracis-33658	218	16	winomt	winomt	NOUN
bracis-33658	218	17	test	test	NOUN
bracis-33658	218	18	.	.	PUNCT
bracis-33658	219	1	while	while	SCONJ
bracis-33658	219	2	it	it	PRON
bracis-33658	219	3	was	be	AUX
bracis-33658	219	4	designed	design	VERB
bracis-33658	219	5	to	to	PART
bracis-33658	219	6	be	be	AUX
bracis-33658	219	7	well	well	ADV
bracis-33658	219	8	-	-	PUNCT
bracis-33658	219	9	suited	suit	VERB
bracis-33658	219	10	for	for	ADP
bracis-33658	219	11	this	this	DET
bracis-33658	219	12	test	test	NOUN
bracis-33658	219	13	,	,	PUNCT
bracis-33658	219	14	it	it	PRON
bracis-33658	219	15	may	may	AUX
bracis-33658	219	16	not	not	PART
bracis-33658	219	17	fully	fully	ADV
bracis-33658	219	18	represent	represent	VERB
bracis-33658	219	19	the	the	DET
bracis-33658	219	20	complexities	complexity	NOUN
bracis-33658	219	21	of	of	ADP
bracis-33658	219	22	gender	gender	NOUN
bracis-33658	219	23	bias	bias	NOUN
bracis-33658	219	24	in	in	ADP
bracis-33658	219	25	“	"	PUNCT
bracis-33658	219	26	real	real	ADJ
bracis-33658	219	27	-	-	PUNCT
bracis-33658	219	28	world	world	NOUN
bracis-33658	219	29	”	"	PUNCT
bracis-33658	219	30	translation	translation	NOUN
bracis-33658	219	31	scenarios	scenario	NOUN
bracis-33658	219	32	,	,	PUNCT
bracis-33658	219	33	which	which	PRON
bracis-33658	219	34	may	may	AUX
bracis-33658	219	35	require	require	VERB
bracis-33658	219	36	further	further	ADJ
bracis-33658	219	37	investigation	investigation	NOUN
bracis-33658	219	38	.	.	PUNCT
bracis-33658	220	1	also	also	ADV
bracis-33658	220	2	,	,	PUNCT
bracis-33658	220	3	the	the	DET
bracis-33658	220	4	test	test	NOUN
bracis-33658	220	5	primarily	primarily	ADV
bracis-33658	220	6	focuses	focus	VERB
bracis-33658	220	7	on	on	ADP
bracis-33658	220	8	gender	gender	NOUN
bracis-33658	220	9	bias	bias	NOUN
bracis-33658	220	10	related	relate	VERB
bracis-33658	220	11	to	to	ADP
bracis-33658	220	12	occupation	occupation	NOUN
bracis-33658	220	13	,	,	PUNCT
bracis-33658	220	14	which	which	PRON
bracis-33658	220	15	is	be	AUX
bracis-33658	220	16	undoubtedly	undoubtedly	ADV
bracis-33658	220	17	significant	significant	ADJ
bracis-33658	220	18	.	.	PUNCT
bracis-33658	221	1	however	however	ADV
bracis-33658	221	2	,	,	PUNCT
bracis-33658	221	3	gender	gender	NOUN
bracis-33658	221	4	bias	bias	NOUN
bracis-33658	221	5	in	in	ADP
bracis-33658	221	6	mt	mt	PROPN
bracis-33658	221	7	extends	extend	VERB
bracis-33658	221	8	beyond	beyond	ADP
bracis-33658	221	9	occupational	occupational	ADJ
bracis-33658	221	10	contexts	contexts	NOUN
bracis-33658	221	11	,	,	PUNCT
bracis-33658	221	12	which	which	PRON
bracis-33658	221	13	can	can	AUX
bracis-33658	221	14	be	be	AUX
bracis-33658	221	15	explored	explore	VERB
bracis-33658	221	16	in	in	ADP
bracis-33658	221	17	future	future	ADJ
bracis-33658	221	18	works	work	NOUN
bracis-33658	221	19	.	.	PUNCT
bracis-33658	222	1	building	build	VERB
bracis-33658	222	2	upon	upon	SCONJ
bracis-33658	222	3	the	the	DET
bracis-33658	222	4	outcomes	outcome	NOUN
bracis-33658	222	5	of	of	ADP
bracis-33658	222	6	this	this	DET
bracis-33658	222	7	research	research	NOUN
bracis-33658	222	8	,	,	PUNCT
bracis-33658	222	9	there	there	PRON
bracis-33658	222	10	are	be	VERB
bracis-33658	222	11	several	several	ADJ
bracis-33658	222	12	avenues	avenue	NOUN
bracis-33658	222	13	for	for	ADP
bracis-33658	222	14	future	future	ADJ
bracis-33658	222	15	work	work	NOUN
bracis-33658	222	16	on	on	ADP
bracis-33658	222	17	reducing	reduce	VERB
bracis-33658	222	18	gender	gender	NOUN
bracis-33658	222	19	bias	bias	NOUN
bracis-33658	222	20	in	in	ADP
bracis-33658	222	21	machine	machine	NOUN
bracis-33658	222	22	translation	translation	NOUN
bracis-33658	222	23	.	.	PUNCT
bracis-33658	223	1	it	it	PRON
bracis-33658	223	2	is	be	AUX
bracis-33658	223	3	essential	essential	ADJ
bracis-33658	223	4	to	to	PART
bracis-33658	223	5	continue	continue	VERB
bracis-33658	223	6	research	research	NOUN
bracis-33658	223	7	into	into	ADP
bracis-33658	223	8	improving	improve	VERB
bracis-33658	223	9	fairness	fairness	NOUN
bracis-33658	223	10	metrics	metric	NOUN
bracis-33658	223	11	translations	translation	NOUN
bracis-33658	223	12	while	while	SCONJ
bracis-33658	223	13	ensuring	ensure	VERB
bracis-33658	223	14	these	these	DET
bracis-33658	223	15	enhancements	enhancement	NOUN
bracis-33658	223	16	do	do	AUX
bracis-33658	223	17	not	not	PART
bracis-33658	223	18	significantly	significantly	ADV
bracis-33658	223	19	reduce	reduce	VERB
bracis-33658	223	20	translation	translation	NOUN
bracis-33658	223	21	quality	quality	NOUN
bracis-33658	223	22	.	.	PUNCT
bracis-33658	224	1	exploring	explore	VERB
bracis-33658	224	2	alternative	alternative	ADJ
bracis-33658	224	3	datasets	dataset	NOUN
bracis-33658	224	4	or	or	CCONJ
bracis-33658	224	5	adjusting	adjust	VERB
bracis-33658	224	6	fine	fine	ADJ
bracis-33658	224	7	-	-	PUNCT
bracis-33658	224	8	tuning	tune	VERB
bracis-33658	224	9	parameters	parameter	NOUN
bracis-33658	224	10	can	can	AUX
bracis-33658	224	11	be	be	AUX
bracis-33658	224	12	a	a	DET
bracis-33658	224	13	promising	promising	ADJ
bracis-33658	224	14	avenue	avenue	NOUN
bracis-33658	224	15	.	.	PUNCT
bracis-33658	225	1	future	future	ADJ
bracis-33658	225	2	research	research	NOUN
bracis-33658	225	3	can	can	AUX
bracis-33658	225	4	focus	focus	VERB
bracis-33658	225	5	on	on	ADP
bracis-33658	225	6	enhancing	enhance	VERB
bracis-33658	225	7	mt	mt	PROPN
bracis-33658	225	8	systems	system	NOUN
bracis-33658	225	9	to	to	PART
bracis-33658	225	10	include	include	VERB
bracis-33658	225	11	translations	translation	NOUN
bracis-33658	225	12	incorporating	incorporate	VERB
bracis-33658	225	13	neutral	neutral	ADJ
bracis-33658	225	14	portuguese	portuguese	ADJ
bracis-33658	225	15	language	language	NOUN
bracis-33658	225	16	.	.	PUNCT
bracis-33658	226	1	this	this	PRON
bracis-33658	226	2	would	would	AUX
bracis-33658	226	3	help	help	VERB
bracis-33658	226	4	bridge	bridge	VERB
bracis-33658	226	5	the	the	DET
bracis-33658	226	6	gap	gap	NOUN
bracis-33658	226	7	in	in	ADP
bracis-33658	226	8	providing	provide	VERB
bracis-33658	226	9	translations	translation	NOUN
bracis-33658	226	10	that	that	PRON
bracis-33658	226	11	include	include	VERB
bracis-33658	226	12	gender	gender	NOUN
bracis-33658	226	13	-	-	PUNCT
bracis-33658	226	14	diverse	diverse	ADJ
bracis-33658	226	15	language	language	NOUN
bracis-33658	226	16	choices	choice	NOUN
bracis-33658	226	17	and	and	CCONJ
bracis-33658	226	18	align	align	VERB
bracis-33658	226	19	with	with	ADP
bracis-33658	226	20	evolving	evolve	VERB
bracis-33658	226	21	societal	societal	ADJ
bracis-33658	226	22	norms	norm	NOUN
bracis-33658	226	23	.	.	PUNCT
bracis-33658	227	1	6	6	NUM
bracis-33658	227	2	conclusions	conclusion	NOUN
bracis-33658	227	3	machine	machine	NOUN
bracis-33658	227	4	translation	translation	NOUN
bracis-33658	227	5	tools	tool	NOUN
bracis-33658	227	6	have	have	AUX
bracis-33658	227	7	significantly	significantly	ADV
bracis-33658	227	8	contributed	contribute	VERB
bracis-33658	227	9	to	to	ADP
bracis-33658	227	10	communication	communication	NOUN
bracis-33658	227	11	,	,	PUNCT
bracis-33658	227	12	enabling	enable	VERB
bracis-33658	227	13	seamless	seamless	ADJ
bracis-33658	227	14	global	global	ADJ
bracis-33658	227	15	interactions	interaction	NOUN
bracis-33658	227	16	and	and	CCONJ
bracis-33658	227	17	bridging	bridge	VERB
bracis-33658	227	18	cultural	cultural	ADJ
bracis-33658	227	19	gaps	gap	NOUN
bracis-33658	227	20	through	through	ADP
bracis-33658	227	21	the	the	DET
bracis-33658	227	22	internet	internet	NOUN
bracis-33658	227	23	.	.	PUNCT
bracis-33658	228	1	however	however	ADV
bracis-33658	228	2	,	,	PUNCT
bracis-33658	228	3	as	as	SCONJ
bracis-33658	228	4	the	the	DET
bracis-33658	228	5	field	field	NOUN
bracis-33658	228	6	of	of	ADP
bracis-33658	228	7	fairness	fairness	NOUN
bracis-33658	228	8	in	in	ADP
bracis-33658	228	9	machine	machine	NOUN
bracis-33658	228	10	learning	learning	NOUN
bracis-33658	228	11	has	have	AUX
bracis-33658	228	12	grown	grow	VERB
bracis-33658	228	13	,	,	PUNCT
bracis-33658	228	14	concerns	concern	NOUN
bracis-33658	228	15	about	about	ADP
bracis-33658	228	16	equity	equity	NOUN
bracis-33658	228	17	have	have	AUX
bracis-33658	228	18	extended	extend	VERB
bracis-33658	228	19	to	to	ADP
bracis-33658	228	20	mt	mt	PROPN
bracis-33658	228	21	tools	tool	NOUN
bracis-33658	228	22	,	,	PUNCT
bracis-33658	228	23	especially	especially	ADV
bracis-33658	228	24	regarding	regard	VERB
bracis-33658	228	25	their	their	PRON
bracis-33658	228	26	potential	potential	NOUN
bracis-33658	228	27	to	to	PART
bracis-33658	228	28	propagate	propagate	VERB
bracis-33658	228	29	gender	gender	NOUN
bracis-33658	228	30	bias	bias	NOUN
bracis-33658	228	31	present	present	ADJ
bracis-33658	228	32	in	in	ADP
bracis-33658	228	33	training	training	NOUN
bracis-33658	228	34	data	datum	NOUN
bracis-33658	228	35	.	.	PUNCT
bracis-33658	229	1	in	in	ADP
bracis-33658	229	2	this	this	DET
bracis-33658	229	3	work	work	NOUN
bracis-33658	229	4	,	,	PUNCT
bracis-33658	229	5	we	we	PRON
bracis-33658	229	6	explored	explore	VERB
bracis-33658	229	7	the	the	DET
bracis-33658	229	8	theme	theme	NOUN
bracis-33658	229	9	of	of	ADP
bracis-33658	229	10	gender	gender	NOUN
bracis-33658	229	11	bias	bias	NOUN
bracis-33658	229	12	in	in	ADP
bracis-33658	229	13	english	english	ADJ
bracis-33658	229	14	-	-	PUNCT
bracis-33658	229	15	portuguese	portuguese	ADJ
bracis-33658	229	16	machine	machine	NOUN
bracis-33658	229	17	translation	translation	NOUN
bracis-33658	229	18	and	and	CCONJ
bracis-33658	229	19	proposed	propose	VERB
bracis-33658	229	20	a	a	DET
bracis-33658	229	21	bias	bias	NOUN
bracis-33658	229	22	reduction	reduction	NOUN
bracis-33658	229	23	method	method	NOUN
bracis-33658	229	24	using	use	VERB
bracis-33658	229	25	fine	fine	ADV
bracis-33658	229	26	-	-	PUNCT
bracis-33658	229	27	tuning	tuning	NOUN
bracis-33658	229	28	on	on	ADP
bracis-33658	229	29	the	the	DET
bracis-33658	229	30	pre	pre	ADJ
bracis-33658	229	31	-	-	ADJ
bracis-33658	229	32	trained	train	VERB
bracis-33658	229	33	model	model	NOUN
bracis-33658	229	34	marianmt	marianmt	NOUN
bracis-33658	229	35	.	.	PUNCT
bracis-33658	230	1	the	the	DET
bracis-33658	230	2	significance	significance	NOUN
bracis-33658	230	3	of	of	ADP
bracis-33658	230	4	studying	study	VERB
bracis-33658	230	5	fairness	fairness	NOUN
bracis-33658	230	6	in	in	ADP
bracis-33658	230	7	english	english	PROPN
bracis-33658	230	8	-	-	PUNCT
bracis-33658	230	9	to	to	ADP
bracis-33658	230	10	-	-	PUNCT
bracis-33658	230	11	portuguese	portuguese	ADJ
bracis-33658	230	12	mt	mt	PROPN
bracis-33658	230	13	is	be	AUX
bracis-33658	230	14	primarily	primarily	ADV
bracis-33658	230	15	linked	link	VERB
bracis-33658	230	16	to	to	ADP
bracis-33658	230	17	the	the	DET
bracis-33658	230	18	limited	limited	ADJ
bracis-33658	230	19	research	research	NOUN
bracis-33658	230	20	focus	focus	NOUN
bracis-33658	230	21	on	on	ADP
bracis-33658	230	22	the	the	DET
bracis-33658	230	23	portuguese	portuguese	ADJ
bracis-33658	230	24	language	language	NOUN
bracis-33658	230	25	.	.	PUNCT
bracis-33658	231	1	therefore	therefore	ADV
bracis-33658	231	2	,	,	PUNCT
bracis-33658	231	3	research	research	NOUN
bracis-33658	231	4	of	of	ADP
bracis-33658	231	5	this	this	DET
bracis-33658	231	6	nature	nature	NOUN
bracis-33658	231	7	tends	tend	VERB
bracis-33658	231	8	to	to	PART
bracis-33658	231	9	contribute	contribute	VERB
bracis-33658	231	10	to	to	ADP
bracis-33658	231	11	the	the	DET
bracis-33658	231	12	advancement	advancement	NOUN
bracis-33658	231	13	of	of	ADP
bracis-33658	231	14	fairness	fairness	NOUN
bracis-33658	231	15	research	research	NOUN
bracis-33658	231	16	and	and	CCONJ
bracis-33658	231	17	the	the	DET
bracis-33658	231	18	development	development	NOUN
bracis-33658	231	19	of	of	ADP
bracis-33658	231	20	translation	translation	NOUN
bracis-33658	231	21	tools	tool	NOUN
bracis-33658	231	22	with	with	ADP
bracis-33658	231	23	a	a	DET
bracis-33658	231	24	reduced	reduce	VERB
bracis-33658	231	25	degree	degree	NOUN
bracis-33658	231	26	of	of	ADP
bracis-33658	231	27	bias	bias	NOUN
bracis-33658	231	28	,	,	PUNCT
bracis-33658	231	29	benefiting	benefit	VERB
bracis-33658	231	30	a	a	DET
bracis-33658	231	31	community	community	NOUN
bracis-33658	231	32	of	of	ADP
bracis-33658	231	33	more	more	ADJ
bracis-33658	231	34	than	than	ADP
bracis-33658	231	35	\(230\	\(230\	PROPN
bracis-33658	231	36	)	)	PUNCT
bracis-33658	231	37	million	million	NUM
bracis-33658	231	38	portuguese	portuguese	ADJ
bracis-33658	231	39	speakers	speaker	NOUN
bracis-33658	231	40	worldwide	worldwide	ADV
bracis-33658	231	41	.	.	PUNCT
bracis-33658	232	1	language	language	NOUN
bracis-33658	232	2	is	be	AUX
bracis-33658	232	3	a	a	DET
bracis-33658	232	4	powerful	powerful	ADJ
bracis-33658	232	5	tool	tool	NOUN
bracis-33658	232	6	for	for	ADP
bracis-33658	232	7	shaping	shape	VERB
bracis-33658	232	8	perceptions	perception	NOUN
bracis-33658	232	9	,	,	PUNCT
bracis-33658	232	10	reinforcing	reinforce	VERB
bracis-33658	232	11	stereotypes	stereotype	NOUN
bracis-33658	232	12	,	,	PUNCT
bracis-33658	232	13	and	and	CCONJ
bracis-33658	232	14	potentially	potentially	ADV
bracis-33658	232	15	influencing	influence	VERB
bracis-33658	232	16	attitudes	attitude	NOUN
bracis-33658	232	17	.	.	PUNCT
bracis-33658	233	1	gender	gender	NOUN
bracis-33658	233	2	biases	bias	NOUN
bracis-33658	233	3	present	present	ADJ
bracis-33658	233	4	in	in	ADP
bracis-33658	233	5	the	the	DET
bracis-33658	233	6	texts	text	NOUN
bracis-33658	233	7	used	use	VERB
bracis-33658	233	8	as	as	ADP
bracis-33658	233	9	training	training	NOUN
bracis-33658	233	10	data	datum	NOUN
bracis-33658	233	11	can	can	AUX
bracis-33658	233	12	perpetuate	perpetuate	VERB
bracis-33658	233	13	harmful	harmful	ADJ
bracis-33658	233	14	representations	representation	NOUN
bracis-33658	233	15	of	of	ADP
bracis-33658	233	16	individuals	individual	NOUN
bracis-33658	233	17	and	and	CCONJ
bracis-33658	233	18	communities	community	NOUN
bracis-33658	233	19	,	,	PUNCT
bracis-33658	233	20	leading	lead	VERB
bracis-33658	233	21	to	to	ADP
bracis-33658	233	22	potential	potential	ADJ
bracis-33658	233	23	discrimination	discrimination	NOUN
bracis-33658	233	24	and	and	CCONJ
bracis-33658	233	25	distorted	distorted	ADJ
bracis-33658	233	26	perceptions	perception	NOUN
bracis-33658	233	27	.	.	PUNCT
bracis-33658	234	1	by	by	ADP
bracis-33658	234	2	understanding	understand	VERB
bracis-33658	234	3	and	and	CCONJ
bracis-33658	234	4	addressing	address	VERB
bracis-33658	234	5	these	these	DET
bracis-33658	234	6	biases	bias	NOUN
bracis-33658	234	7	,	,	PUNCT
bracis-33658	234	8	we	we	PRON
bracis-33658	234	9	can	can	AUX
bracis-33658	234	10	work	work	VERB
bracis-33658	234	11	towards	towards	ADP
bracis-33658	234	12	creating	create	VERB
bracis-33658	234	13	inclusive	inclusive	ADJ
bracis-33658	234	14	and	and	CCONJ
bracis-33658	234	15	equitable	equitable	ADJ
bracis-33658	234	16	communication	communication	NOUN
bracis-33658	234	17	platforms	platform	NOUN
bracis-33658	234	18	that	that	PRON
bracis-33658	234	19	respect	respect	VERB
bracis-33658	234	20	the	the	DET
bracis-33658	234	21	dignity	dignity	NOUN
bracis-33658	234	22	and	and	CCONJ
bracis-33658	234	23	diversity	diversity	NOUN
bracis-33658	234	24	of	of	ADP
bracis-33658	234	25	all	all	DET
bracis-33658	234	26	users	user	NOUN
bracis-33658	234	27	.	.	PUNCT
bracis-33658	235	1	in	in	ADP
bracis-33658	235	2	this	this	DET
bracis-33658	235	3	regard	regard	NOUN
bracis-33658	235	4	,	,	PUNCT
bracis-33658	235	5	our	our	PRON
bracis-33658	235	6	research	research	NOUN
bracis-33658	235	7	aimed	aim	VERB
bracis-33658	235	8	to	to	PART
bracis-33658	235	9	contribute	contribute	VERB
bracis-33658	235	10	to	to	ADP
bracis-33658	235	11	this	this	DET
bracis-33658	235	12	goal	goal	NOUN
bracis-33658	235	13	by	by	ADP
bracis-33658	235	14	investigating	investigate	VERB
bracis-33658	235	15	gender	gender	NOUN
bracis-33658	235	16	bias	bias	NOUN
bracis-33658	235	17	in	in	ADP
bracis-33658	235	18	mt	mt	PROPN
bracis-33658	235	19	and	and	CCONJ
bracis-33658	235	20	developing	develop	VERB
bracis-33658	235	21	techniques	technique	NOUN
bracis-33658	235	22	to	to	PART
bracis-33658	235	23	mitigate	mitigate	VERB
bracis-33658	235	24	its	its	PRON
bracis-33658	235	25	effects	effect	NOUN
bracis-33658	235	26	.	.	PUNCT
bracis-33658	236	1	the	the	DET
bracis-33658	236	2	experiments	experiment	NOUN
bracis-33658	236	3	conducted	conduct	VERB
bracis-33658	236	4	in	in	ADP
bracis-33658	236	5	this	this	DET
bracis-33658	236	6	study	study	NOUN
bracis-33658	236	7	demonstrated	demonstrate	VERB
bracis-33658	236	8	the	the	DET
bracis-33658	236	9	effectiveness	effectiveness	NOUN
bracis-33658	236	10	of	of	ADP
bracis-33658	236	11	fine	fine	ADV
bracis-33658	236	12	-	-	PUNCT
bracis-33658	236	13	tuning	tuning	NOUN
bracis-33658	236	14	as	as	ADP
bracis-33658	236	15	a	a	DET
bracis-33658	236	16	technique	technique	NOUN
bracis-33658	236	17	for	for	ADP
bracis-33658	236	18	reducing	reduce	VERB
bracis-33658	236	19	gender	gender	NOUN
bracis-33658	236	20	bias	bias	NOUN
bracis-33658	236	21	in	in	ADP
bracis-33658	236	22	machine	machine	NOUN
bracis-33658	236	23	translation	translation	NOUN
bracis-33658	236	24	models	model	NOUN
bracis-33658	236	25	.	.	PUNCT
bracis-33658	237	1	during	during	ADP
bracis-33658	237	2	this	this	DET
bracis-33658	237	3	fine	fine	ADJ
bracis-33658	237	4	-	-	PUNCT
bracis-33658	237	5	tuning	tune	VERB
bracis-33658	237	6	process	process	NOUN
bracis-33658	237	7	,	,	PUNCT
bracis-33658	237	8	the	the	DET
bracis-33658	237	9	model	model	NOUN
bracis-33658	237	10	adapts	adapt	VERB
bracis-33658	237	11	its	its	PRON
bracis-33658	237	12	existing	exist	VERB
bracis-33658	237	13	knowledge	knowledge	NOUN
bracis-33658	237	14	to	to	ADP
bracis-33658	237	15	the	the	DET
bracis-33658	237	16	new	new	ADJ
bracis-33658	237	17	dataset	dataset	NOUN
bracis-33658	237	18	(	(	PUNCT
bracis-33658	237	19	in	in	ADP
bracis-33658	237	20	this	this	DET
bracis-33658	237	21	case	case	NOUN
bracis-33658	237	22	a	a	DET
bracis-33658	237	23	gender	gender	NOUN
bracis-33658	237	24	-	-	PUNCT
bracis-33658	237	25	balanced	balance	VERB
bracis-33658	237	26	parallel	parallel	ADJ
bracis-33658	237	27	corpus	corpus	NOUN
bracis-33658	237	28	)	)	PUNCT
bracis-33658	237	29	,	,	PUNCT
bracis-33658	237	30	adjusting	adjust	VERB
bracis-33658	237	31	its	its	PRON
bracis-33658	237	32	parameters	parameter	NOUN
bracis-33658	237	33	to	to	PART
bracis-33658	237	34	make	make	VERB
bracis-33658	237	35	less	less	ADV
bracis-33658	237	36	biased	biased	ADJ
bracis-33658	237	37	translations	translation	NOUN
bracis-33658	237	38	,	,	PUNCT
bracis-33658	237	39	while	while	SCONJ
bracis-33658	237	40	aiming	aim	VERB
bracis-33658	237	41	to	to	PART
bracis-33658	237	42	preserve	preserve	VERB
bracis-33658	237	43	the	the	DET
bracis-33658	237	44	translation	translation	NOUN
bracis-33658	237	45	quality	quality	NOUN
bracis-33658	237	46	of	of	ADP
bracis-33658	237	47	the	the	DET
bracis-33658	237	48	original	original	ADJ
bracis-33658	237	49	model	model	NOUN
bracis-33658	237	50	.	.	PUNCT
bracis-33658	238	1	one	one	NUM
bracis-33658	238	2	of	of	ADP
bracis-33658	238	3	the	the	DET
bracis-33658	238	4	main	main	ADJ
bracis-33658	238	5	concerns	concern	NOUN
bracis-33658	238	6	when	when	SCONJ
bracis-33658	238	7	applying	apply	VERB
bracis-33658	238	8	bias	bias	NOUN
bracis-33658	238	9	reduction	reduction	NOUN
bracis-33658	238	10	techniques	technique	NOUN
bracis-33658	238	11	is	be	AUX
bracis-33658	238	12	the	the	DET
bracis-33658	238	13	fairness	fairness	NOUN
bracis-33658	238	14	-	-	PUNCT
bracis-33658	238	15	accuracy	accuracy	NOUN
bracis-33658	238	16	trade	trade	NOUN
bracis-33658	238	17	-	-	PUNCT
bracis-33658	238	18	off	off	NOUN
bracis-33658	238	19	.	.	PUNCT
bracis-33658	239	1	our	our	PRON
bracis-33658	239	2	experiments	experiment	NOUN
bracis-33658	239	3	have	have	AUX
bracis-33658	239	4	shown	show	VERB
bracis-33658	239	5	that	that	SCONJ
bracis-33658	239	6	fine	fine	ADJ
bracis-33658	239	7	-	-	PUNCT
bracis-33658	239	8	tuning	tuning	NOUN
bracis-33658	239	9	can	can	AUX
bracis-33658	239	10	reduce	reduce	VERB
bracis-33658	239	11	bias	bias	NOUN
bracis-33658	239	12	without	without	ADP
bracis-33658	239	13	significantly	significantly	ADV
bracis-33658	239	14	sacrificing	sacrifice	VERB
bracis-33658	239	15	translation	translation	NOUN
bracis-33658	239	16	accuracy	accuracy	NOUN
bracis-33658	239	17	.	.	PUNCT
bracis-33658	240	1	comparisons	comparison	NOUN
bracis-33658	240	2	of	of	ADP
bracis-33658	240	3	bleu	bleu	NOUN
bracis-33658	240	4	scores	score	NOUN
bracis-33658	240	5	before	before	ADV
bracis-33658	240	6	and	and	CCONJ
bracis-33658	240	7	after	after	ADP
bracis-33658	240	8	fine	fine	ADV
bracis-33658	240	9	-	-	PUNCT
bracis-33658	240	10	tuning	tuning	NOUN
bracis-33658	240	11	indicate	indicate	VERB
bracis-33658	240	12	that	that	SCONJ
bracis-33658	240	13	,	,	PUNCT
bracis-33658	240	14	despite	despite	SCONJ
bracis-33658	240	15	some	some	DET
bracis-33658	240	16	loss	loss	NOUN
bracis-33658	240	17	,	,	PUNCT
bracis-33658	240	18	the	the	DET
bracis-33658	240	19	generated	generate	VERB
bracis-33658	240	20	translations	translation	NOUN
bracis-33658	240	21	remain	remain	VERB
bracis-33658	240	22	of	of	ADP
bracis-33658	240	23	good	good	ADJ
bracis-33658	240	24	quality	quality	NOUN
bracis-33658	240	25	.	.	PUNCT
bracis-33658	241	1	finally	finally	ADV
bracis-33658	241	2	,	,	PUNCT
bracis-33658	241	3	it	it	PRON
bracis-33658	241	4	is	be	AUX
bracis-33658	241	5	worth	worth	ADJ
bracis-33658	241	6	noting	note	VERB
bracis-33658	241	7	that	that	SCONJ
bracis-33658	241	8	the	the	DET
bracis-33658	241	9	work	work	NOUN
bracis-33658	241	10	presented	present	VERB
bracis-33658	241	11	here	here	ADV
bracis-33658	241	12	represents	represent	VERB
bracis-33658	241	13	only	only	ADV
bracis-33658	241	14	a	a	DET
bracis-33658	241	15	small	small	ADJ
bracis-33658	241	16	contribution	contribution	NOUN
bracis-33658	241	17	towards	towards	ADP
bracis-33658	241	18	equity	equity	NOUN
bracis-33658	241	19	in	in	ADP
bracis-33658	241	20	machine	machine	NOUN
bracis-33658	241	21	translation	translation	NOUN
bracis-33658	241	22	.	.	PUNCT
bracis-33658	242	1	it	it	PRON
bracis-33658	242	2	is	be	AUX
bracis-33658	242	3	necessary	necessary	ADJ
bracis-33658	242	4	to	to	PART
bracis-33658	242	5	expand	expand	VERB
bracis-33658	242	6	research	research	NOUN
bracis-33658	242	7	and	and	CCONJ
bracis-33658	242	8	explore	explore	VERB
bracis-33658	242	9	new	new	ADJ
bracis-33658	242	10	avenues	avenue	NOUN
bracis-33658	242	11	to	to	PART
bracis-33658	242	12	enhance	enhance	VERB
bracis-33658	242	13	bias	bias	NOUN
bracis-33658	242	14	detection	detection	NOUN
bracis-33658	242	15	,	,	PUNCT
bracis-33658	242	16	understand	understand	VERB
bracis-33658	242	17	the	the	DET
bracis-33658	242	18	implications	implication	NOUN
bracis-33658	242	19	of	of	ADP
bracis-33658	242	20	various	various	ADJ
bracis-33658	242	21	types	type	NOUN
bracis-33658	242	22	of	of	ADP
bracis-33658	242	23	bias	bias	NOUN
bracis-33658	242	24	,	,	PUNCT
bracis-33658	242	25	and	and	CCONJ
bracis-33658	242	26	refine	refine	VERB
bracis-33658	242	27	mitigation	mitigation	NOUN
bracis-33658	242	28	techniques	technique	NOUN
bracis-33658	242	29	,	,	PUNCT
bracis-33658	242	30	ensuring	ensure	VERB
bracis-33658	242	31	that	that	SCONJ
bracis-33658	242	32	translations	translation	NOUN
bracis-33658	242	33	are	be	AUX
bracis-33658	242	34	fair	fair	ADJ
bracis-33658	242	35	and	and	CCONJ
bracis-33658	242	36	high	high	ADJ
bracis-33658	242	37	-	-	PUNCT
bracis-33658	242	38	quality	quality	NOUN
bracis-33658	242	39	.	.	PUNCT
bracis-33658	243	1	notes	note	NOUN
bracis-33658	243	2	1.https://www.babbel.com/en/magazine/how-many-people-speak-portuguese-and-where-is-it-spoken	1.https://www.babbel.com/en/magazine/how-many-people-speak-portuguese-and-where-is-it-spoken	NUM
bracis-33658	243	3	.	.	PUNCT
bracis-33658	244	1	2.https://www.cplp.org/.	2.https://www.cplp.org/.	NUM
bracis-33658	244	2	3.https://european-union.europa.eu/principles-countries-history/languages_en	3.https://european-union.europa.eu/principles-countries-history/languages_en	NUM
bracis-33658	244	3	.	.	PUNCT
bracis-33658	245	1	4.http://www.statmt.org/wmt13/.	4.http://www.statmt.org/wmt13/.	NUM
bracis-33658	245	2	5.most	5.most	NUM
bracis-33658	245	3	bias	bias	NOUN
bracis-33658	245	4	reduction	reduction	NOUN
bracis-33658	245	5	algorithms	algorithm	NOUN
bracis-33658	245	6	harm	harm	VERB
bracis-33658	245	7	the	the	DET
bracis-33658	245	8	performance	performance	NOUN
bracis-33658	245	9	of	of	ADP
bracis-33658	245	10	the	the	DET
bracis-33658	245	11	prediction	prediction	NOUN
bracis-33658	245	12	model	model	NOUN
bracis-33658	245	13	in	in	ADP
bracis-33658	245	14	the	the	DET
bracis-33658	245	15	process	process	NOUN
bracis-33658	245	16	of	of	ADP
bracis-33658	245	17	making	make	VERB
bracis-33658	245	18	it	it	PRON
bracis-33658	245	19	fair	fair	ADJ
bracis-33658	245	20	,	,	PUNCT
bracis-33658	245	21	which	which	PRON
bracis-33658	245	22	is	be	AUX
bracis-33658	245	23	commonly	commonly	ADV
bracis-33658	245	24	referred	refer	VERB
bracis-33658	245	25	to	to	ADP
bracis-33658	245	26	as	as	ADP
bracis-33658	245	27	the	the	DET
bracis-33658	245	28	fairness	fairness	NOUN
bracis-33658	245	29	-	-	PUNCT
bracis-33658	245	30	accuracy	accuracy	NOUN
bracis-33658	245	31	trade	trade	NOUN
bracis-33658	245	32	-	-	PUNCT
bracis-33658	245	33	off	off	NOUN
bracis-33658	245	34	[	[	X
bracis-33658	245	35	7	7	NUM
bracis-33658	245	36	]	]	PUNCT
bracis-33658	245	37	.	.	PUNCT
bracis-33658	246	1	6.https://cloud.google.com/translate/automl/docs/evaluate	6.https://cloud.google.com/translate/automl/docs/evaluate	NOUN
bracis-33658	246	2	.	.	PUNCT
bracis-33658	247	1	7.according	7.accorde	VERB
bracis-33658	247	2	to	to	ADP
bracis-33658	247	3	[	[	X
bracis-33658	247	4	19	19	NUM
bracis-33658	247	5	]	]	PUNCT
bracis-33658	247	6	,	,	PUNCT
bracis-33658	247	7	in	in	ADP
bracis-33658	247	8	portuguese	portuguese	PROPN
bracis-33658	247	9	,	,	PUNCT
bracis-33658	247	10	the	the	DET
bracis-33658	247	11	most	most	ADV
bracis-33658	247	12	commonly	commonly	ADV
bracis-33658	247	13	used	use	VERB
bracis-33658	247	14	gender	gender	NOUN
bracis-33658	247	15	neuter	neuter	NOUN
bracis-33658	247	16	pronoun	pronoun	NOUN
bracis-33658	247	17	is	be	AUX
bracis-33658	247	18	“	"	PUNCT
bracis-33658	247	19	elu	elu	PROPN
bracis-33658	247	20	"	"	PUNCT
bracis-33658	247	21	.	.	PUNCT
bracis-33658	248	1	references	reference	NOUN
bracis-33658	248	2	adamopoulou	adamopoulou	ADV
bracis-33658	248	3	,	,	PUNCT
bracis-33658	248	4	e.	e.	PROPN
bracis-33658	248	5	,	,	PUNCT
bracis-33658	248	6	moussiades	moussiade	NOUN
bracis-33658	248	7	,	,	PUNCT
bracis-33658	248	8	l.	l.	PROPN
bracis-33658	248	9	:	:	PUNCT
bracis-33658	248	10	an	an	DET
bracis-33658	248	11	overview	overview	NOUN
bracis-33658	248	12	of	of	ADP
bracis-33658	248	13	chatbot	chatbot	NOUN
bracis-33658	248	14	technology	technology	NOUN
bracis-33658	248	15	.	.	PUNCT
bracis-33658	249	1	in	in	ADP
bracis-33658	249	2	:	:	PUNCT
bracis-33658	249	3	maglogiannis	maglogiannis	PROPN
bracis-33658	249	4	,	,	PUNCT
bracis-33658	249	5	i.	i.	PROPN
bracis-33658	249	6	,	,	PUNCT
bracis-33658	249	7	iliadis	iliadis	PROPN
bracis-33658	249	8	,	,	PUNCT
bracis-33658	249	9	l.	l.	PROPN
bracis-33658	249	10	,	,	PUNCT
bracis-33658	249	11	pimenidis	pimenidis	PROPN
bracis-33658	249	12	,	,	PUNCT
bracis-33658	249	13	e.	e.	PROPN
bracis-33658	249	14	(	(	PUNCT
bracis-33658	249	15	eds	eds	PROPN
bracis-33658	249	16	.	.	PUNCT
bracis-33658	249	17	)	)	PUNCT
bracis-33658	249	18	aiai	aiai	VERB
bracis-33658	249	19	2020	2020	NUM
bracis-33658	249	20	.	.	PUNCT
bracis-33658	250	1	iaict	iaict	NOUN
bracis-33658	250	2	,	,	PUNCT
bracis-33658	250	3	vol	vol	NOUN
bracis-33658	250	4	.	.	PROPN
bracis-33658	250	5	584	584	NUM
bracis-33658	250	6	,	,	PUNCT
bracis-33658	250	7	pp	pp	ADJ
bracis-33658	250	8	.	.	PUNCT
bracis-33658	251	1	373–383	373–383	NUM
bracis-33658	251	2	.	.	PUNCT
bracis-33658	251	3	springer	springer	NOUN
bracis-33658	251	4	,	,	PUNCT
bracis-33658	251	5	cham	cham	PROPN
bracis-33658	251	6	(	(	PUNCT
bracis-33658	251	7	2020	2020	NUM
bracis-33658	251	8	)	)	PUNCT
bracis-33658	251	9	chapter	chapter	NOUN
bracis-33658	251	10	  	  	SPACE
bracis-33658	251	11	math	math	NOUN
bracis-33658	251	12	  	  	SPACE
bracis-33658	251	13	google	google	PROPN
bracis-33658	251	14	scholar	scholar	NOUN
bracis-33658	251	15	  	  	SPACE
bracis-33658	251	16	binns	binn	NOUN
bracis-33658	251	17	,	,	PUNCT
bracis-33658	251	18	r.	r.	PROPN
bracis-33658	251	19	:	:	PUNCT
bracis-33658	251	20	on	on	ADP
bracis-33658	251	21	the	the	DET
bracis-33658	251	22	apparent	apparent	ADJ
bracis-33658	251	23	conflict	conflict	NOUN
bracis-33658	251	24	between	between	ADP
bracis-33658	251	25	individual	individual	ADJ
bracis-33658	251	26	and	and	CCONJ
bracis-33658	251	27	group	group	NOUN
bracis-33658	251	28	fairness	fairness	NOUN
bracis-33658	251	29	(	(	PUNCT
bracis-33658	251	30	2019	2019	NUM
bracis-33658	251	31	)	)	PUNCT
bracis-33658	251	32	google	google	PROPN
bracis-33658	251	33	scholar	scholar	NOUN
bracis-33658	251	34	  	  	SPACE
bracis-33658	251	35	blodgett	blodgett	PROPN
bracis-33658	251	36	,	,	PUNCT
bracis-33658	251	37	s.l	s.l	PROPN
bracis-33658	251	38	.	.	PROPN
bracis-33658	251	39	,	,	PUNCT
bracis-33658	251	40	barocas	barocas	PROPN
bracis-33658	251	41	,	,	PUNCT
bracis-33658	251	42	s.	s.	PROPN
bracis-33658	251	43	,	,	PUNCT
bracis-33658	251	44	daumé	daumé	PROPN
bracis-33658	251	45	 	 	SPACE
bracis-33658	251	46	iii	iii	PROPN
bracis-33658	251	47	,	,	PUNCT
bracis-33658	251	48	h.	h.	PROPN
bracis-33658	251	49	,	,	PUNCT
bracis-33658	251	50	wallach	wallach	PROPN
bracis-33658	251	51	,	,	PUNCT
bracis-33658	251	52	h.	h.	PROPN
bracis-33658	251	53	:	:	PUNCT
bracis-33658	251	54	language	language	NOUN
bracis-33658	251	55	(	(	PUNCT
bracis-33658	251	56	technology	technology	NOUN
bracis-33658	251	57	)	)	PUNCT
bracis-33658	251	58	is	be	AUX
bracis-33658	251	59	power	power	NOUN
bracis-33658	251	60	:	:	PUNCT
bracis-33658	251	61	a	a	DET
bracis-33658	251	62	critical	critical	ADJ
bracis-33658	251	63	survey	survey	NOUN
bracis-33658	251	64	of	of	ADP
bracis-33658	251	65	“	"	PUNCT
bracis-33658	251	66	bias	bias	NOUN
bracis-33658	251	67	”	"	PUNCT
bracis-33658	251	68	in	in	ADP
bracis-33658	251	69	nlp	nlp	NOUN
bracis-33658	251	70	.	.	PUNCT
bracis-33658	252	1	arxiv	arxiv	PROPN
bracis-33658	252	2	preprint	preprint	VERB
bracis-33658	252	3	arxiv:2005.14050	arxiv:2005.14050	PROPN
bracis-33658	252	4	(	(	PUNCT
bracis-33658	252	5	2020	2020	NUM
bracis-33658	252	6	)	)	PUNCT
bracis-33658	252	7	bolukbasi	bolukbasi	NOUN
bracis-33658	252	8	,	,	PUNCT
bracis-33658	252	9	t.	t.	PROPN
bracis-33658	252	10	,	,	PUNCT
bracis-33658	252	11	chang	chang	PROPN
bracis-33658	252	12	,	,	PUNCT
bracis-33658	252	13	k.w	k.w	PROPN
bracis-33658	252	14	.	.	PROPN
bracis-33658	252	15	,	,	PUNCT
bracis-33658	252	16	zou	zou	PROPN
bracis-33658	252	17	,	,	PUNCT
bracis-33658	252	18	j.	j.	PROPN
bracis-33658	252	19	,	,	PUNCT
bracis-33658	252	20	saligrama	saligrama	NOUN
bracis-33658	252	21	,	,	PUNCT
bracis-33658	252	22	v.	v.	PROPN
bracis-33658	252	23	,	,	PUNCT
bracis-33658	252	24	kalai	kalai	PROPN
bracis-33658	252	25	,	,	PUNCT
bracis-33658	252	26	a.	a.	NOUN
bracis-33658	252	27	:	:	PUNCT
bracis-33658	252	28	man	man	NOUN
bracis-33658	252	29	is	be	AUX
bracis-33658	252	30	to	to	PART
bracis-33658	252	31	computer	computer	NOUN
bracis-33658	252	32	programmer	programmer	NOUN
bracis-33658	252	33	as	as	SCONJ
bracis-33658	252	34	woman	woman	NOUN
bracis-33658	252	35	is	be	AUX
bracis-33658	252	36	to	to	ADP
bracis-33658	252	37	homemaker	homemaker	NOUN
bracis-33658	252	38	?	?	PUNCT
bracis-33658	253	1	debiasing	debiase	VERB
bracis-33658	253	2	word	word	NOUN
bracis-33658	253	3	embeddings	embedding	NOUN
bracis-33658	253	4	(	(	PUNCT
bracis-33658	253	5	2016	2016	NUM
bracis-33658	253	6	)	)	PUNCT
bracis-33658	253	7	google	google	PROPN
bracis-33658	253	8	scholar	scholar	NOUN
bracis-33658	253	9	  	  	SPACE
bracis-33658	253	10	broder	broder	PROPN
bracis-33658	253	11	,	,	PUNCT
bracis-33658	253	12	r.s	r.s	PROPN
bracis-33658	253	13	.	.	PROPN
bracis-33658	253	14	,	,	PUNCT
bracis-33658	253	15	berton	berton	PROPN
bracis-33658	253	16	,	,	PUNCT
bracis-33658	253	17	l.	l.	PROPN
bracis-33658	253	18	:	:	PUNCT
bracis-33658	253	19	performance	performance	NOUN
bracis-33658	253	20	analysis	analysis	NOUN
bracis-33658	253	21	of	of	ADP
bracis-33658	253	22	machine	machine	NOUN
bracis-33658	253	23	learning	learn	VERB
bracis-33658	253	24	algorithms	algorithm	NOUN
bracis-33658	253	25	trained	train	VERB
bracis-33658	253	26	on	on	ADP
bracis-33658	253	27	biased	biased	ADJ
bracis-33658	253	28	data	datum	NOUN
bracis-33658	253	29	.	.	PUNCT
bracis-33658	254	1	in	in	ADP
bracis-33658	254	2	:	:	PUNCT
bracis-33658	254	3	anais	anais	PROPN
bracis-33658	254	4	do	do	VERB
bracis-33658	254	5	xviii	xviii	X
bracis-33658	254	6	encontro	encontro	ADJ
bracis-33658	254	7	nacional	nacional	ADJ
bracis-33658	254	8	de	de	X
bracis-33658	254	9	inteligência	inteligência	PROPN
bracis-33658	254	10	artificial	artificial	PROPN
bracis-33658	254	11	e	e	NOUN
bracis-33658	254	12	computacional	computacional	NOUN
bracis-33658	254	13	,	,	PUNCT
bracis-33658	254	14	pp	pp	ADJ
bracis-33658	254	15	.	.	PUNCT
bracis-33658	255	1	548–558	548–558	NUM
bracis-33658	255	2	.	.	PUNCT
bracis-33658	255	3	sbc	sbc	NOUN
bracis-33658	255	4	(	(	PUNCT
bracis-33658	255	5	2021	2021	NUM
bracis-33658	255	6	)	)	PUNCT
bracis-33658	255	7	google	google	NOUN
bracis-33658	255	8	scholar	scholar	NOUN
bracis-33658	255	9	  	  	SPACE
bracis-33658	255	10	caton	caton	PROPN
bracis-33658	255	11	,	,	PUNCT
bracis-33658	255	12	s.	s.	PROPN
bracis-33658	255	13	,	,	PUNCT
bracis-33658	255	14	haas	haas	PROPN
bracis-33658	255	15	,	,	PUNCT
bracis-33658	255	16	c.	c.	NOUN
bracis-33658	255	17	:	:	PUNCT
bracis-33658	255	18	fairness	fairness	NOUN
bracis-33658	255	19	in	in	ADP
bracis-33658	255	20	machine	machine	NOUN
bracis-33658	255	21	learning	learning	NOUN
bracis-33658	255	22	:	:	PUNCT
bracis-33658	255	23	a	a	DET
bracis-33658	255	24	survey	survey	NOUN
bracis-33658	255	25	.	.	PUNCT
bracis-33658	256	1	acm	acm	PROPN
bracis-33658	256	2	computing	computing	NOUN
bracis-33658	256	3	surveys	survey	NOUN
bracis-33658	256	4	(	(	PUNCT
bracis-33658	256	5	2020	2020	NUM
bracis-33658	256	6	)	)	PUNCT
bracis-33658	256	7	google	google	PROPN
bracis-33658	256	8	scholar	scholar	NOUN
bracis-33658	256	9	  	  	SPACE
bracis-33658	256	10	chakraborty	chakraborty	PROPN
bracis-33658	256	11	,	,	PUNCT
bracis-33658	256	12	j.	j.	PROPN
bracis-33658	256	13	,	,	PUNCT
bracis-33658	256	14	majumder	majumder	PROPN
bracis-33658	256	15	,	,	PUNCT
bracis-33658	256	16	s.	s.	PROPN
bracis-33658	256	17	,	,	PUNCT
bracis-33658	256	18	yu	yu	PROPN
bracis-33658	256	19	,	,	PUNCT
bracis-33658	256	20	z.	z.	PROPN
bracis-33658	256	21	,	,	PUNCT
bracis-33658	256	22	menzies	menzie	NOUN
bracis-33658	256	23	,	,	PUNCT
bracis-33658	256	24	t.	t.	PROPN
bracis-33658	256	25	:	:	PUNCT
bracis-33658	256	26	fairway	fairway	PROPN
bracis-33658	256	27	:	:	PUNCT
bracis-33658	256	28	a	a	DET
bracis-33658	256	29	way	way	NOUN
bracis-33658	256	30	to	to	PART
bracis-33658	256	31	build	build	VERB
bracis-33658	256	32	fair	fair	ADJ
bracis-33658	256	33	ml	ml	NOUN
bracis-33658	256	34	software	software	NOUN
bracis-33658	256	35	.	.	PUNCT
bracis-33658	257	1	in	in	ADP
bracis-33658	257	2	:	:	PUNCT
bracis-33658	257	3	proceedings	proceeding	NOUN
bracis-33658	257	4	of	of	ADP
bracis-33658	257	5	the	the	DET
bracis-33658	257	6	28th	28th	ADJ
bracis-33658	257	7	acm	acm	NOUN
bracis-33658	257	8	joint	joint	ADJ
bracis-33658	257	9	meeting	meeting	NOUN
bracis-33658	257	10	on	on	ADP
bracis-33658	257	11	european	european	ADJ
bracis-33658	257	12	software	software	PROPN
bracis-33658	257	13	engineering	engineering	NOUN
bracis-33658	257	14	conference	conference	NOUN
bracis-33658	257	15	and	and	CCONJ
bracis-33658	257	16	symposium	symposium	NOUN
bracis-33658	257	17	on	on	ADP
bracis-33658	257	18	the	the	DET
bracis-33658	257	19	foundations	foundation	NOUN
bracis-33658	257	20	of	of	ADP
bracis-33658	257	21	software	software	NOUN
bracis-33658	257	22	engineering	engineering	NOUN
bracis-33658	257	23	,	,	PUNCT
bracis-33658	257	24	pp	pp	ADP
bracis-33658	257	25	.	.	PUNCT
bracis-33658	258	1	654–665	654–665	NUM
bracis-33658	258	2	.	.	X
bracis-33658	258	3	acm	acm	PROPN
bracis-33658	258	4	,	,	PUNCT
bracis-33658	258	5	virtual	virtual	ADJ
bracis-33658	258	6	event	event	NOUN
bracis-33658	258	7	usa	usa	PROPN
bracis-33658	258	8	(	(	PUNCT
bracis-33658	258	9	nov	nov	PROPN
bracis-33658	258	10	2020	2020	NUM
bracis-33658	258	11	)	)	PUNCT
bracis-33658	258	12	google	google	PROPN
bracis-33658	258	13	scholar	scholar	NOUN
bracis-33658	258	14	  	  	SPACE
bracis-33658	258	15	chauhan	chauhan	PROPN
bracis-33658	258	16	,	,	PUNCT
bracis-33658	258	17	s.	s.	PROPN
bracis-33658	258	18	,	,	PUNCT
bracis-33658	258	19	daniel	daniel	PROPN
bracis-33658	258	20	,	,	PUNCT
bracis-33658	258	21	p.	p.	NOUN
bracis-33658	258	22	:	:	PUNCT
bracis-33658	258	23	a	a	DET
bracis-33658	258	24	comprehensive	comprehensive	ADJ
bracis-33658	258	25	survey	survey	NOUN
bracis-33658	258	26	on	on	ADP
bracis-33658	258	27	various	various	ADJ
bracis-33658	258	28	fully	fully	ADV
bracis-33658	258	29	automatic	automatic	ADJ
bracis-33658	258	30	machine	machine	NOUN
bracis-33658	258	31	translation	translation	NOUN
bracis-33658	258	32	evaluation	evaluation	NOUN
bracis-33658	258	33	metrics	metric	NOUN
bracis-33658	258	34	.	.	PUNCT
bracis-33658	259	1	in	in	ADP
bracis-33658	259	2	:	:	PUNCT
bracis-33658	259	3	neural	neural	ADJ
bracis-33658	259	4	processing	processing	NOUN
bracis-33658	259	5	letters	letter	NOUN
bracis-33658	259	6	,	,	PUNCT
bracis-33658	259	7	pp	pp	ADV
bracis-33658	259	8	.	.	PUNCT
bracis-33658	260	1	1–55	1–55	NOUN
bracis-33658	260	2	(	(	PUNCT
bracis-33658	260	3	2022	2022	NUM
bracis-33658	260	4	)	)	PUNCT
bracis-33658	260	5	google	google	PROPN
bracis-33658	260	6	scholar	scholar	NOUN
bracis-33658	260	7	  	  	SPACE
bracis-33658	260	8	christiansen	christiansen	PROPN
bracis-33658	260	9	,	,	PUNCT
bracis-33658	260	10	j.g	j.g	PROPN
bracis-33658	260	11	.	.	PROPN
bracis-33658	260	12	,	,	PUNCT
bracis-33658	260	13	gammelgaard	gammelgaard	NOUN
bracis-33658	260	14	,	,	PUNCT
bracis-33658	260	15	m.	m.	NOUN
bracis-33658	260	16	,	,	PUNCT
bracis-33658	260	17	søgaard	søgaard	NOUN
bracis-33658	260	18	,	,	PUNCT
bracis-33658	260	19	a.	a.	NOUN
bracis-33658	260	20	:	:	PUNCT
bracis-33658	260	21	the	the	DET
bracis-33658	260	22	effect	effect	NOUN
bracis-33658	260	23	of	of	ADP
bracis-33658	260	24	round	round	ADJ
bracis-33658	260	25	-	-	PUNCT
bracis-33658	260	26	trip	trip	NOUN
bracis-33658	260	27	translation	translation	NOUN
bracis-33658	260	28	on	on	ADP
bracis-33658	260	29	fairness	fairness	NOUN
bracis-33658	260	30	in	in	ADP
bracis-33658	260	31	sentiment	sentiment	NOUN
bracis-33658	260	32	analysis	analysis	NOUN
bracis-33658	260	33	.	.	PUNCT
bracis-33658	261	1	in	in	ADP
bracis-33658	261	2	:	:	PUNCT
bracis-33658	261	3	proceedings	proceeding	NOUN
bracis-33658	261	4	of	of	ADP
bracis-33658	261	5	the	the	DET
bracis-33658	261	6	2021	2021	NUM
bracis-33658	261	7	conference	conference	NOUN
bracis-33658	261	8	on	on	ADP
bracis-33658	261	9	empirical	empirical	ADJ
bracis-33658	261	10	methods	method	NOUN
bracis-33658	261	11	in	in	ADP
bracis-33658	261	12	natural	natural	ADJ
bracis-33658	261	13	language	language	NOUN
bracis-33658	261	14	processing	processing	NOUN
bracis-33658	261	15	,	,	PUNCT
bracis-33658	261	16	pp	pp	ADJ
bracis-33658	261	17	.	.	PUNCT
bracis-33658	262	1	4423–4428	4423–4428	NUM
bracis-33658	262	2	(	(	PUNCT
bracis-33658	262	3	2021	2021	NUM
bracis-33658	262	4	)	)	PUNCT
bracis-33658	262	5	google	google	PROPN
bracis-33658	262	6	scholar	scholar	NOUN
bracis-33658	262	7	  	  	SPACE
bracis-33658	262	8	cunha	cunha	NOUN
bracis-33658	262	9	,	,	PUNCT
bracis-33658	262	10	c.	c.	PROPN
bracis-33658	262	11	,	,	PUNCT
bracis-33658	262	12	cintra	cintra	PROPN
bracis-33658	262	13	,	,	PUNCT
bracis-33658	262	14	l.	l.	PROPN
bracis-33658	262	15	:	:	PUNCT
bracis-33658	262	16	nova	nova	PROPN
bracis-33658	262	17	gramática	gramática	PROPN
bracis-33658	262	18	do	do	VERB
bracis-33658	262	19	português	português	PROPN
bracis-33658	262	20	contemporâneo	contemporâneo	PROPN
bracis-33658	262	21	.	.	PUNCT
bracis-33658	263	1	lexikon	lexikon	PROPN
bracis-33658	263	2	editora	editora	VERB
bracis-33658	263	3	digital	digital	PROPN
bracis-33658	263	4	ltda	ltda	PROPN
bracis-33658	263	5	(	(	PUNCT
bracis-33658	263	6	2016	2016	NUM
bracis-33658	263	7	)	)	PUNCT
bracis-33658	263	8	google	google	PROPN
bracis-33658	263	9	scholar	scholar	NOUN
bracis-33658	263	10	  	  	SPACE
bracis-33658	263	11	dictionary	dictionary	NOUN
bracis-33658	263	12	,	,	PUNCT
bracis-33658	263	13	o.e	o.e	PROPN
bracis-33658	263	14	.	.	PUNCT
bracis-33658	263	15	:	:	PUNCT
bracis-33658	264	1	they	they	PRON
bracis-33658	264	2	,	,	PUNCT
bracis-33658	264	3	pron	pron	PROPN
bracis-33658	264	4	.	.	PUNCT
bracis-33658	264	5	,	,	PUNCT
bracis-33658	264	6	sense	sense	NOUN
bracis-33658	264	7	i.2.b	i.2.b	PROPN
bracis-33658	264	8	(	(	PUNCT
bracis-33658	264	9	9	9	NUM
bracis-33658	264	10	2023	2023	NUM
bracis-33658	264	11	)	)	PUNCT
bracis-33658	264	12	.	.	PUNCT
bracis-33658	265	1	https://doi.org/10.1093/oed/9782781428	https://doi.org/10.1093/oed/9782781428	PROPN
bracis-33658	265	2	duarte	duarte	PROPN
bracis-33658	265	3	,	,	PUNCT
bracis-33658	265	4	j.m	j.m	PROPN
bracis-33658	265	5	.	.	PROPN
bracis-33658	265	6	,	,	PUNCT
bracis-33658	265	7	berton	berton	PROPN
bracis-33658	265	8	,	,	PUNCT
bracis-33658	265	9	l.	l.	PROPN
bracis-33658	265	10	:	:	PUNCT
bracis-33658	265	11	a	a	DET
bracis-33658	265	12	review	review	NOUN
bracis-33658	265	13	of	of	ADP
bracis-33658	265	14	semi	semi	ADJ
bracis-33658	265	15	-	-	ADJ
bracis-33658	265	16	supervised	supervised	ADJ
bracis-33658	265	17	learning	learning	NOUN
bracis-33658	265	18	for	for	ADP
bracis-33658	265	19	text	text	NOUN
bracis-33658	265	20	classification	classification	NOUN
bracis-33658	265	21	.	.	PUNCT
bracis-33658	266	1	artif	artif	INTJ
bracis-33658	266	2	.	.	PUNCT
bracis-33658	267	1	intell	intell	PROPN
bracis-33658	267	2	.	.	PUNCT
bracis-33658	268	1	rev	rev	PROPN
bracis-33658	268	2	.	.	PROPN
bracis-33658	268	3	56(9	56(9	NUM
bracis-33658	268	4	)	)	PUNCT
bracis-33658	268	5	,	,	PUNCT
bracis-33658	268	6	9401–9469	9401–9469	NUM
bracis-33658	268	7	(	(	PUNCT
bracis-33658	268	8	2023	2023	NUM
bracis-33658	268	9	)	)	PUNCT
bracis-33658	268	10	article	article	NOUN
bracis-33658	268	11	  	  	SPACE
bracis-33658	268	12	math	math	NOUN
bracis-33658	268	13	  	  	SPACE
bracis-33658	268	14	google	google	PROPN
bracis-33658	268	15	scholar	scholar	NOUN
bracis-33658	268	16	  	  	SPACE
bracis-33658	268	17	duarte	duarte	PROPN
bracis-33658	268	18	,	,	PUNCT
bracis-33658	268	19	j.m	j.m	PROPN
bracis-33658	268	20	.	.	PROPN
bracis-33658	268	21	,	,	PUNCT
bracis-33658	268	22	sousa	sousa	PROPN
bracis-33658	268	23	,	,	PUNCT
bracis-33658	268	24	s.	s.	PROPN
bracis-33658	268	25	,	,	PUNCT
bracis-33658	268	26	milios	milio	NOUN
bracis-33658	268	27	,	,	PUNCT
bracis-33658	268	28	e.	e.	PROPN
bracis-33658	268	29	,	,	PUNCT
bracis-33658	268	30	berton	berton	PROPN
bracis-33658	268	31	,	,	PUNCT
bracis-33658	268	32	l.	l.	PROPN
bracis-33658	268	33	:	:	PUNCT
bracis-33658	268	34	deep	deep	ADJ
bracis-33658	268	35	analysis	analysis	NOUN
bracis-33658	268	36	of	of	ADP
bracis-33658	268	37	word	word	NOUN
bracis-33658	268	38	sense	sense	NOUN
bracis-33658	268	39	disambiguation	disambiguation	NOUN
bracis-33658	268	40	via	via	ADP
bracis-33658	268	41	semi	semi	ADJ
bracis-33658	268	42	-	-	ADJ
bracis-33658	268	43	supervised	supervised	ADJ
bracis-33658	268	44	learning	learning	NOUN
bracis-33658	268	45	and	and	CCONJ
bracis-33658	268	46	neural	neural	ADJ
bracis-33658	268	47	word	word	NOUN
bracis-33658	268	48	representations	representation	NOUN
bracis-33658	268	49	.	.	PUNCT
bracis-33658	269	1	inf	inf	PROPN
bracis-33658	269	2	.	.	PUNCT
bracis-33658	270	1	sci	sci	PROPN
bracis-33658	270	2	.	.	PROPN
bracis-33658	271	1	570	570	NUM
bracis-33658	271	2	,	,	PUNCT
bracis-33658	271	3	278–297	278–297	NUM
bracis-33658	271	4	(	(	PUNCT
bracis-33658	271	5	2021	2021	NUM
bracis-33658	271	6	)	)	PUNCT
bracis-33658	271	7	article	article	NOUN
bracis-33658	271	8	  	  	SPACE
bracis-33658	271	9	mathscinet	mathscinet	NOUN
bracis-33658	271	10	  	  	SPACE
bracis-33658	271	11	math	math	NOUN
bracis-33658	271	12	  	  	SPACE
bracis-33658	271	13	google	google	PROPN
bracis-33658	271	14	scholar	scholar	NOUN
bracis-33658	271	15	  	  	SPACE
bracis-33658	271	16	field	field	NOUN
bracis-33658	271	17	,	,	PUNCT
bracis-33658	271	18	a.	a.	PROPN
bracis-33658	271	19	,	,	PUNCT
bracis-33658	271	20	blodgett	blodgett	PROPN
bracis-33658	271	21	,	,	PUNCT
bracis-33658	271	22	s.l	s.l	PROPN
bracis-33658	271	23	.	.	PROPN
bracis-33658	271	24	,	,	PUNCT
bracis-33658	271	25	waseem	waseem	PROPN
bracis-33658	271	26	,	,	PUNCT
bracis-33658	271	27	z.	z.	PROPN
bracis-33658	271	28	,	,	PUNCT
bracis-33658	271	29	tsvetkov	tsvetkov	PROPN
bracis-33658	271	30	,	,	PUNCT
bracis-33658	271	31	y.	y.	NOUN
bracis-33658	271	32	:	:	PUNCT
bracis-33658	271	33	a	a	DET
bracis-33658	271	34	survey	survey	NOUN
bracis-33658	271	35	of	of	ADP
bracis-33658	271	36	race	race	NOUN
bracis-33658	271	37	,	,	PUNCT
bracis-33658	271	38	racism	racism	NOUN
bracis-33658	271	39	,	,	PUNCT
bracis-33658	271	40	and	and	CCONJ
bracis-33658	271	41	anti	anti	ADJ
bracis-33658	271	42	-	-	NOUN
bracis-33658	271	43	racism	racism	NOUN
bracis-33658	271	44	in	in	ADP
bracis-33658	271	45	nlp	nlp	NOUN
bracis-33658	271	46	.	.	PUNCT
bracis-33658	272	1	arxiv	arxiv	PROPN
bracis-33658	272	2	preprint	preprint	VERB
bracis-33658	272	3	arxiv:2106.11410	arxiv:2106.11410	ADV
bracis-33658	272	4	(	(	PUNCT
bracis-33658	272	5	2021	2021	NUM
bracis-33658	272	6	)	)	PUNCT
bracis-33658	273	1	fleisig	fleisig	NOUN
bracis-33658	273	2	,	,	PUNCT
bracis-33658	273	3	e.	e.	PROPN
bracis-33658	273	4	,	,	PUNCT
bracis-33658	273	5	fellbaum	fellbaum	NOUN
bracis-33658	273	6	,	,	PUNCT
bracis-33658	273	7	c.	c.	NOUN
bracis-33658	273	8	:	:	PUNCT
bracis-33658	273	9	mitigating	mitigate	VERB
bracis-33658	273	10	gender	gender	NOUN
bracis-33658	273	11	bias	bias	NOUN
bracis-33658	273	12	in	in	ADP
bracis-33658	273	13	machine	machine	NOUN
bracis-33658	273	14	translation	translation	NOUN
bracis-33658	273	15	through	through	ADP
bracis-33658	273	16	adversarial	adversarial	ADJ
bracis-33658	273	17	learning	learning	NOUN
bracis-33658	273	18	(	(	PUNCT
bracis-33658	273	19	2022	2022	NUM
bracis-33658	273	20	)	)	PUNCT
bracis-33658	273	21	google	google	NOUN
bracis-33658	273	22	scholar	scholar	NOUN
bracis-33658	273	23	  	  	SPACE
bracis-33658	273	24	font	font	NOUN
bracis-33658	273	25	,	,	PUNCT
bracis-33658	273	26	j.e	j.e	PROPN
bracis-33658	273	27	.	.	PROPN
bracis-33658	273	28	,	,	PUNCT
bracis-33658	273	29	costa	costa	PROPN
bracis-33658	273	30	-	-	PUNCT
bracis-33658	273	31	jussa	jussa	ADJ
bracis-33658	273	32	,	,	PUNCT
bracis-33658	273	33	m.r	m.r	PROPN
bracis-33658	273	34	.	.	PROPN
bracis-33658	273	35	:	:	PUNCT
bracis-33658	273	36	equalizing	equalize	VERB
bracis-33658	273	37	gender	gender	NOUN
bracis-33658	273	38	biases	bias	NOUN
bracis-33658	273	39	in	in	ADP
bracis-33658	273	40	neural	neural	ADJ
bracis-33658	273	41	machine	machine	NOUN
bracis-33658	273	42	translation	translation	NOUN
bracis-33658	273	43	with	with	ADP
bracis-33658	273	44	word	word	NOUN
bracis-33658	273	45	embeddings	embedding	NOUN
bracis-33658	273	46	techniques	technique	NOUN
bracis-33658	273	47	.	.	PUNCT
bracis-33658	274	1	arxiv	arxiv	PROPN
bracis-33658	274	2	preprint	preprint	VERB
bracis-33658	274	3	arxiv:1901.03116	arxiv:1901.03116	NOUN
bracis-33658	274	4	(	(	PUNCT
bracis-33658	274	5	2019	2019	NUM
bracis-33658	274	6	)	)	PUNCT
bracis-33658	274	7	garcia	garcia	PROPN
bracis-33658	274	8	,	,	PUNCT
bracis-33658	274	9	k.	k.	PROPN
bracis-33658	274	10	,	,	PUNCT
bracis-33658	274	11	berton	berton	PROPN
bracis-33658	274	12	,	,	PUNCT
bracis-33658	274	13	l.	l.	PROPN
bracis-33658	274	14	:	:	PUNCT
bracis-33658	274	15	topic	topic	NOUN
bracis-33658	274	16	detection	detection	NOUN
bracis-33658	274	17	and	and	CCONJ
bracis-33658	274	18	sentiment	sentiment	NOUN
bracis-33658	274	19	analysis	analysis	NOUN
bracis-33658	274	20	in	in	ADP
bracis-33658	274	21	twitter	twitter	NOUN
bracis-33658	274	22	content	content	NOUN
bracis-33658	274	23	related	relate	VERB
bracis-33658	274	24	to	to	ADP
bracis-33658	274	25	covid-19	covid-19	PROPN
bracis-33658	274	26	from	from	ADP
bracis-33658	274	27	brazil	brazil	PROPN
bracis-33658	274	28	and	and	CCONJ
bracis-33658	274	29	the	the	DET
bracis-33658	274	30	usa	usa	PROPN
bracis-33658	274	31	.	.	PROPN
bracis-33658	274	32	appl	appl	PROPN
bracis-33658	274	33	.	.	PROPN
bracis-33658	274	34	soft	soft	ADJ
bracis-33658	274	35	comput	comput	NOUN
bracis-33658	274	36	.	.	PUNCT
bracis-33658	275	1	101	101	NUM
bracis-33658	275	2	,	,	PUNCT
bracis-33658	275	3	107057	107057	NUM
bracis-33658	275	4	(	(	PUNCT
bracis-33658	275	5	2021	2021	NUM
bracis-33658	275	6	)	)	PUNCT
bracis-33658	275	7	google	google	PROPN
bracis-33658	275	8	scholar	scholar	NOUN
bracis-33658	275	9	  	  	SPACE
bracis-33658	275	10	garcia	garcia	PROPN
bracis-33658	275	11	,	,	PUNCT
bracis-33658	275	12	k.	k.	PROPN
bracis-33658	275	13	,	,	PUNCT
bracis-33658	275	14	shiguihara	shiguihara	NOUN
bracis-33658	275	15	,	,	PUNCT
bracis-33658	275	16	p.	p.	NOUN
bracis-33658	275	17	,	,	PUNCT
bracis-33658	275	18	berton	berton	PROPN
bracis-33658	275	19	,	,	PUNCT
bracis-33658	275	20	l.	l.	PROPN
bracis-33658	275	21	:	:	PUNCT
bracis-33658	275	22	breaking	break	VERB
bracis-33658	275	23	news	news	NOUN
bracis-33658	275	24	:	:	PUNCT
bracis-33658	275	25	unveiling	unveil	VERB
bracis-33658	275	26	a	a	DET
bracis-33658	275	27	new	new	ADJ
bracis-33658	275	28	dataset	dataset	NOUN
bracis-33658	275	29	for	for	ADP
bracis-33658	275	30	portuguese	portuguese	ADJ
bracis-33658	275	31	news	news	NOUN
bracis-33658	275	32	classification	classification	NOUN
bracis-33658	275	33	and	and	CCONJ
bracis-33658	275	34	comparative	comparative	ADJ
bracis-33658	275	35	analysis	analysis	NOUN
bracis-33658	275	36	of	of	ADP
bracis-33658	275	37	approaches	approach	NOUN
bracis-33658	275	38	.	.	PUNCT
bracis-33658	276	1	plos	plos	PROPN
bracis-33658	276	2	one	one	NUM
bracis-33658	276	3	19(1	19(1	NUM
bracis-33658	276	4	)	)	PUNCT
bracis-33658	276	5	,	,	PUNCT
bracis-33658	276	6	e0296929	e0296929	PROPN
bracis-33658	276	7	(	(	PUNCT
bracis-33658	276	8	2024	2024	NUM
bracis-33658	276	9	)	)	PUNCT
bracis-33658	276	10	google	google	PROPN
bracis-33658	276	11	scholar	scholar	NOUN
bracis-33658	276	12	  	  	SPACE
bracis-33658	276	13	lau	lau	PROPN
bracis-33658	276	14	,	,	PUNCT
bracis-33658	276	15	h.d	h.d	PROPN
bracis-33658	276	16	.	.	PROPN
bracis-33658	276	17	:	:	PUNCT
bracis-33658	277	1	o	o	X
bracis-33658	277	2	uso	uso	PROPN
bracis-33658	277	3	da	da	PROPN
bracis-33658	277	4	linguagem	linguagem	PROPN
bracis-33658	277	5	neutra	neutra	PROPN
bracis-33658	277	6	como	como	PROPN
bracis-33658	277	7	visibilidade	visibilidade	PROPN
bracis-33658	277	8	e	e	PROPN
bracis-33658	277	9	inclusão	inclusão	PROPN
bracis-33658	277	10	para	para	PROPN
bracis-33658	277	11	pessoas	pessoas	PROPN
bracis-33658	277	12	trans	trans	PROPN
bracis-33658	277	13	não	não	PROPN
bracis-33658	277	14	-	-	PUNCT
bracis-33658	277	15	binárias	binárias	PROPN
bracis-33658	277	16	na	na	PROPN
bracis-33658	277	17	língua	língua	PROPN
bracis-33658	277	18	portuguesa	portuguesa	PROPN
bracis-33658	277	19	:	:	PUNCT
bracis-33658	277	20	a	a	DET
bracis-33658	277	21	voz	voz	NOUN
bracis-33658	277	22	“	"	PUNCT
bracis-33658	277	23	del@	del@	PROPN
bracis-33658	277	24	s	s	PART
bracis-33658	277	25	”	"	PUNCT
bracis-33658	277	26	ou	ou	NOUN
bracis-33658	277	27	“	"	PUNCT
bracis-33658	277	28	delxs	delxs	NOUN
bracis-33658	277	29	”	"	PUNCT
bracis-33658	277	30	?	?	PUNCT
bracis-33658	278	1	não	não	PROPN
bracis-33658	278	2	!	!	PUNCT
bracis-33658	279	1	a	a	DET
bracis-33658	279	2	voz	voz	NOUN
bracis-33658	279	3	“	"	PUNCT
bracis-33658	279	4	delus	delus	NOUN
bracis-33658	279	5	”	"	PUNCT
bracis-33658	279	6	.	.	PUNCT
bracis-33658	280	1	v	v	X
bracis-33658	280	2	simpósio	simpósio	NOUN
bracis-33658	280	3	internacional	internacional	PROPN
bracis-33658	280	4	em	em	PROPN
bracis-33658	280	5	educação	educação	PROPN
bracis-33658	280	6	sexual	sexual	ADJ
bracis-33658	280	7	:	:	PUNCT
bracis-33658	280	8	saberes	sabere	NOUN
bracis-33658	280	9	/	/	SYM
bracis-33658	280	10	trans	trans	NOUN
bracis-33658	280	11	/	/	SYM
bracis-33658	280	12	versais	versais	PROPN
bracis-33658	280	13	currículos	currículo	NOUN
bracis-33658	280	14	identitários	identitário	NOUN
bracis-33658	280	15	e	e	PROPN
bracis-33658	280	16	pluralidades	pluralidade	VERB
bracis-33658	280	17	de	de	X
bracis-33658	280	18	gênero	gênero	PROPN
bracis-33658	280	19	.	.	PUNCT
bracis-33658	281	1	anais	anais	PROPN
bracis-33658	281	2	do	do	AUX
bracis-33658	281	3	v	v	NUM
bracis-33658	281	4	simpósio	simpósio	NOUN
bracis-33658	281	5	internacional	internacional	PROPN
bracis-33658	281	6	em	em	PROPN
bracis-33658	281	7	educação	educação	PROPN
bracis-33658	281	8	sexual	sexual	ADJ
bracis-33658	281	9	:	:	PUNCT
bracis-33658	281	10	saberes	sabere	NOUN
bracis-33658	281	11	/	/	SYM
bracis-33658	281	12	trans	trans	NOUN
bracis-33658	281	13	/	/	SYM
bracis-33658	281	14	versais	versais	PROPN
bracis-33658	281	15	currículos	currículo	NOUN
bracis-33658	281	16	identitários	identitário	NOUN
bracis-33658	281	17	e	e	PROPN
bracis-33658	281	18	pluralidades	pluralidade	VERB
bracis-33658	281	19	de	de	PROPN
bracis-33658	281	20	gênero	gênero	PROPN
bracis-33658	281	21	.	.	PUNCT
bracis-33658	282	1	masringá	masringá	PROPN
bracis-33658	282	2	(	(	PUNCT
bracis-33658	282	3	2017	2017	NUM
bracis-33658	282	4	)	)	PUNCT
bracis-33658	282	5	google	google	PROPN
bracis-33658	282	6	scholar	scholar	NOUN
bracis-33658	282	7	  	  	SPACE
bracis-33658	282	8	maruf	maruf	NOUN
bracis-33658	282	9	,	,	PUNCT
bracis-33658	282	10	s.	s.	PROPN
bracis-33658	282	11	,	,	PUNCT
bracis-33658	282	12	saleh	saleh	PROPN
bracis-33658	282	13	,	,	PUNCT
bracis-33658	282	14	f.	f.	PROPN
bracis-33658	282	15	,	,	PUNCT
bracis-33658	282	16	haffari	haffari	PROPN
bracis-33658	282	17	,	,	PUNCT
bracis-33658	282	18	g.	g.	PROPN
bracis-33658	282	19	:	:	PUNCT
bracis-33658	282	20	a	a	DET
bracis-33658	282	21	survey	survey	NOUN
bracis-33658	282	22	on	on	ADP
bracis-33658	282	23	document	document	NOUN
bracis-33658	282	24	-	-	PUNCT
bracis-33658	282	25	level	level	NOUN
bracis-33658	282	26	neural	neural	ADJ
bracis-33658	282	27	machine	machine	NOUN
bracis-33658	282	28	translation	translation	NOUN
bracis-33658	282	29	:	:	PUNCT
bracis-33658	282	30	methods	method	NOUN
bracis-33658	282	31	and	and	CCONJ
bracis-33658	282	32	evaluation	evaluation	NOUN
bracis-33658	282	33	.	.	PUNCT
bracis-33658	283	1	acm	acm	PROPN
bracis-33658	283	2	comput	comput	NOUN
bracis-33658	283	3	.	.	PUNCT
bracis-33658	284	1	surv	surv	NOUN
bracis-33658	284	2	.	.	PUNCT
bracis-33658	285	1	(	(	PUNCT
bracis-33658	285	2	csur	csur	PROPN
bracis-33658	285	3	)	)	PUNCT
bracis-33658	285	4	54(2	54(2	NOUN
bracis-33658	285	5	)	)	PUNCT
bracis-33658	285	6	,	,	PUNCT
bracis-33658	285	7	1–36	1–36	PROPN
bracis-33658	285	8	(	(	PUNCT
bracis-33658	285	9	2021	2021	NUM
bracis-33658	285	10	)	)	PUNCT
bracis-33658	285	11	article	article	NOUN
bracis-33658	285	12	  	  	SPACE
bracis-33658	285	13	math	math	NOUN
bracis-33658	285	14	  	  	SPACE
bracis-33658	285	15	google	google	PROPN
bracis-33658	285	16	scholar	scholar	NOUN
bracis-33658	285	17	  	  	SPACE
bracis-33658	285	18	nadkarni	nadkarni	NOUN
bracis-33658	285	19	,	,	PUNCT
bracis-33658	285	20	p.m.	p.m.	NOUN
bracis-33658	285	21	,	,	PUNCT
bracis-33658	285	22	ohno	ohno	PROPN
bracis-33658	285	23	-	-	PUNCT
bracis-33658	285	24	machado	machado	PROPN
bracis-33658	285	25	,	,	PUNCT
bracis-33658	285	26	l.	l.	PROPN
bracis-33658	285	27	,	,	PUNCT
bracis-33658	285	28	chapman	chapman	PROPN
bracis-33658	285	29	,	,	PUNCT
bracis-33658	285	30	w.w	w.w	PROPN
bracis-33658	285	31	.	.	PROPN
bracis-33658	285	32	:	:	PUNCT
bracis-33658	286	1	natural	natural	ADJ
bracis-33658	286	2	language	language	NOUN
bracis-33658	286	3	processing	processing	NOUN
bracis-33658	286	4	:	:	PUNCT
bracis-33658	286	5	an	an	DET
bracis-33658	286	6	introduction	introduction	NOUN
bracis-33658	286	7	.	.	PUNCT
bracis-33658	287	1	j.	j.	PROPN
bracis-33658	287	2	am	am	PROPN
bracis-33658	287	3	.	.	PUNCT
bracis-33658	288	1	med	med	PROPN
bracis-33658	288	2	.	.	PUNCT
bracis-33658	289	1	inform	inform	NOUN
bracis-33658	289	2	.	.	PUNCT
bracis-33658	290	1	assoc	assoc	PROPN
bracis-33658	290	2	.	.	PUNCT
bracis-33658	291	1	18(5	18(5	PROPN
bracis-33658	291	2	)	)	PUNCT
bracis-33658	291	3	,	,	PUNCT
bracis-33658	291	4	544–551	544–551	NUM
bracis-33658	291	5	(	(	PUNCT
bracis-33658	291	6	2011	2011	NUM
bracis-33658	291	7	)	)	PUNCT
bracis-33658	291	8	article	article	NOUN
bracis-33658	291	9	  	  	SPACE
bracis-33658	291	10	math	math	NOUN
bracis-33658	291	11	  	  	SPACE
bracis-33658	291	12	google	google	PROPN
bracis-33658	291	13	scholar	scholar	NOUN
bracis-33658	291	14	  	  	SPACE
bracis-33658	291	15	papineni	papineni	NOUN
bracis-33658	291	16	,	,	PUNCT
bracis-33658	291	17	k.	k.	PROPN
bracis-33658	291	18	,	,	PUNCT
bracis-33658	291	19	roukos	roukos	ADJ
bracis-33658	291	20	,	,	PUNCT
bracis-33658	291	21	s.	s.	PROPN
bracis-33658	291	22	,	,	PUNCT
bracis-33658	291	23	ward	ward	NOUN
bracis-33658	291	24	,	,	PUNCT
bracis-33658	291	25	t.	t.	PROPN
bracis-33658	291	26	,	,	PUNCT
bracis-33658	291	27	zhu	zhu	PROPN
bracis-33658	291	28	,	,	PUNCT
bracis-33658	291	29	w.j	w.j	PROPN
bracis-33658	291	30	.	.	PROPN
bracis-33658	291	31	:	:	PUNCT
bracis-33658	292	1	bleu	bleu	NOUN
bracis-33658	292	2	:	:	PUNCT
bracis-33658	292	3	a	a	DET
bracis-33658	292	4	method	method	NOUN
bracis-33658	292	5	for	for	ADP
bracis-33658	292	6	automatic	automatic	ADJ
bracis-33658	292	7	evaluation	evaluation	NOUN
bracis-33658	292	8	of	of	ADP
bracis-33658	292	9	machine	machine	NOUN
bracis-33658	292	10	translation	translation	NOUN
bracis-33658	292	11	.	.	PUNCT
bracis-33658	293	1	in	in	ADP
bracis-33658	293	2	:	:	PUNCT
bracis-33658	293	3	proceedings	proceeding	NOUN
bracis-33658	293	4	of	of	ADP
bracis-33658	293	5	the	the	DET
bracis-33658	293	6	40th	40th	ADJ
bracis-33658	293	7	annual	annual	ADJ
bracis-33658	293	8	meeting	meeting	NOUN
bracis-33658	293	9	on	on	ADP
bracis-33658	293	10	association	association	NOUN
bracis-33658	293	11	for	for	ADP
bracis-33658	293	12	computational	computational	ADJ
bracis-33658	293	13	linguistics	linguistic	NOUN
bracis-33658	293	14	,	,	PUNCT
bracis-33658	293	15	pp	pp	ADJ
bracis-33658	293	16	.	.	PUNCT
bracis-33658	294	1	311–318	311–318	NUM
bracis-33658	294	2	.	.	PUNCT
bracis-33658	295	1	acl	acl	PROPN
bracis-33658	295	2	’	'	PUNCT
bracis-33658	295	3	02	02	NUM
bracis-33658	295	4	,	,	PUNCT
bracis-33658	295	5	association	association	NOUN
bracis-33658	295	6	for	for	ADP
bracis-33658	295	7	computational	computational	ADJ
bracis-33658	295	8	linguistics	linguistic	NOUN
bracis-33658	295	9	,	,	PUNCT
bracis-33658	295	10	usa	usa	PROPN
bracis-33658	295	11	(	(	PUNCT
bracis-33658	295	12	2002	2002	NUM
bracis-33658	295	13	)	)	PUNCT
bracis-33658	295	14	google	google	PROPN
bracis-33658	295	15	scholar	scholar	NOUN
bracis-33658	295	16	  	  	SPACE
bracis-33658	295	17	prado	prado	PROPN
bracis-33658	295	18	,	,	PUNCT
bracis-33658	295	19	c.	c.	PROPN
bracis-33658	295	20	,	,	PUNCT
bracis-33658	295	21	netto	netto	PROPN
bracis-33658	295	22	,	,	PUNCT
bracis-33658	295	23	a.v	a.v	PROPN
bracis-33658	295	24	.	.	PROPN
bracis-33658	295	25	,	,	PUNCT
bracis-33658	295	26	berton	berton	PROPN
bracis-33658	295	27	,	,	PUNCT
bracis-33658	295	28	l.	l.	PROPN
bracis-33658	295	29	,	,	PUNCT
bracis-33658	295	30	takahara	takahara	NOUN
bracis-33658	295	31	,	,	PUNCT
bracis-33658	295	32	a.k	a.k	PROPN
bracis-33658	295	33	.	.	PROPN
bracis-33658	295	34	:	:	PUNCT
bracis-33658	295	35	aplicação	aplicação	PROPN
bracis-33658	295	36	de	de	PROPN
bracis-33658	295	37	healthbots	healthbot	NOUN
bracis-33658	295	38	em	em	PRON
bracis-33658	295	39	língua	língua	PROPN
bracis-33658	295	40	portuguesa	portuguesa	PROPN
bracis-33658	295	41	:	:	PUNCT
bracis-33658	295	42	revisão	revisão	PROPN
bracis-33658	295	43	narrativa	narrativa	PROPN
bracis-33658	295	44	.	.	PUNCT
bracis-33658	296	1	j.	j.	PROPN
bracis-33658	296	2	health	health	PROPN
bracis-33658	296	3	inform	inform	NOUN
bracis-33658	296	4	.	.	PUNCT
bracis-33658	297	1	13(4	13(4	NUM
bracis-33658	297	2	)	)	PUNCT
bracis-33658	297	3	(	(	PUNCT
bracis-33658	297	4	2021	2021	NUM
bracis-33658	297	5	)	)	PUNCT
bracis-33658	297	6	google	google	NOUN
bracis-33658	297	7	scholar	scholar	NOUN
bracis-33658	297	8	  	  	SPACE
bracis-33658	297	9	prates	prate	NOUN
bracis-33658	297	10	,	,	PUNCT
bracis-33658	297	11	m.o	m.o	PROPN
bracis-33658	297	12	.	.	PROPN
bracis-33658	297	13	,	,	PUNCT
bracis-33658	297	14	avelar	avelar	PROPN
bracis-33658	297	15	,	,	PUNCT
bracis-33658	297	16	p.h	p.h	PROPN
bracis-33658	297	17	.	.	PROPN
bracis-33658	297	18	,	,	PUNCT
bracis-33658	297	19	lamb	lamb	PROPN
bracis-33658	297	20	,	,	PUNCT
bracis-33658	297	21	l.c	l.c	PROPN
bracis-33658	297	22	.	.	PROPN
bracis-33658	297	23	:	:	PUNCT
bracis-33658	298	1	assessing	assess	VERB
bracis-33658	298	2	gender	gender	NOUN
bracis-33658	298	3	bias	bias	NOUN
bracis-33658	298	4	in	in	ADP
bracis-33658	298	5	machine	machine	NOUN
bracis-33658	298	6	translation	translation	NOUN
bracis-33658	298	7	:	:	PUNCT
bracis-33658	298	8	a	a	DET
bracis-33658	298	9	case	case	NOUN
bracis-33658	298	10	study	study	NOUN
bracis-33658	298	11	with	with	ADP
bracis-33658	298	12	google	google	PROPN
bracis-33658	298	13	translate	translate	PROPN
bracis-33658	298	14	.	.	PUNCT
bracis-33658	299	1	neural	neural	ADJ
bracis-33658	299	2	comput	comput	NOUN
bracis-33658	299	3	.	.	PUNCT
bracis-33658	300	1	appl	appl	PROPN
bracis-33658	300	2	.	.	PROPN
bracis-33658	301	1	32	32	NUM
bracis-33658	301	2	,	,	PUNCT
bracis-33658	301	3	6363–6381	6363–6381	NUM
bracis-33658	301	4	(	(	PUNCT
bracis-33658	301	5	2020	2020	NUM
bracis-33658	301	6	)	)	PUNCT
bracis-33658	301	7	article	article	NOUN
bracis-33658	301	8	  	  	SPACE
bracis-33658	301	9	math	math	NOUN
bracis-33658	301	10	  	  	SPACE
bracis-33658	301	11	google	google	PROPN
bracis-33658	301	12	scholar	scholar	NOUN
bracis-33658	301	13	  	  	SPACE
bracis-33658	301	14	rabonato	rabonato	NOUN
bracis-33658	301	15	,	,	PUNCT
bracis-33658	301	16	r.t	r.t	PROPN
bracis-33658	301	17	.	.	PROPN
bracis-33658	301	18	,	,	PUNCT
bracis-33658	301	19	berton	berton	PROPN
bracis-33658	301	20	,	,	PUNCT
bracis-33658	301	21	l.	l.	PROPN
bracis-33658	301	22	:	:	PUNCT
bracis-33658	301	23	a	a	DET
bracis-33658	301	24	systematic	systematic	ADJ
bracis-33658	301	25	review	review	NOUN
bracis-33658	301	26	of	of	ADP
bracis-33658	301	27	fairness	fairness	NOUN
bracis-33658	301	28	in	in	ADP
bracis-33658	301	29	machine	machine	NOUN
bracis-33658	301	30	learning	learning	NOUN
bracis-33658	301	31	.	.	PUNCT
bracis-33658	302	1	ai	ai	VERB
bracis-33658	302	2	and	and	CCONJ
bracis-33658	302	3	ethics	ethic	NOUN
bracis-33658	302	4	,	,	PUNCT
bracis-33658	302	5	pp	pp	ADV
bracis-33658	302	6	.	.	PUNCT
bracis-33658	303	1	1–12	1–12	PROPN
bracis-33658	303	2	(	(	PUNCT
bracis-33658	303	3	2024	2024	NUM
bracis-33658	303	4	)	)	PUNCT
bracis-33658	303	5	google	google	NOUN
bracis-33658	303	6	scholar	scholar	NOUN
bracis-33658	303	7	  	  	SPACE
bracis-33658	303	8	santos	santo	NOUN
bracis-33658	303	9	,	,	PUNCT
bracis-33658	303	10	d.k.s	d.k.s	NOUN
bracis-33658	303	11	.	.	PROPN
bracis-33658	303	12	,	,	PUNCT
bracis-33658	303	13	berton	berton	PROPN
bracis-33658	303	14	,	,	PUNCT
bracis-33658	303	15	l.	l.	PROPN
bracis-33658	303	16	:	:	PUNCT
bracis-33658	303	17	analysis	analysis	NOUN
bracis-33658	303	18	of	of	ADP
bracis-33658	303	19	twitter	twitter	NOUN
bracis-33658	303	20	users	user	NOUN
bracis-33658	303	21	’	’	PART
bracis-33658	303	22	sentiments	sentiment	NOUN
bracis-33658	303	23	about	about	ADP
bracis-33658	303	24	the	the	DET
bracis-33658	303	25	first	first	ADJ
bracis-33658	303	26	round	round	ADJ
bracis-33658	303	27	2022	2022	NUM
bracis-33658	303	28	presidential	presidential	ADJ
bracis-33658	303	29	election	election	NOUN
bracis-33658	303	30	in	in	ADP
bracis-33658	303	31	brazil	brazil	PROPN
bracis-33658	303	32	.	.	PUNCT
bracis-33658	304	1	in	in	ADP
bracis-33658	304	2	:	:	PUNCT
bracis-33658	304	3	anais	anais	PROPN
bracis-33658	304	4	do	do	VERB
bracis-33658	304	5	xx	xx	NUM
bracis-33658	304	6	encontro	encontro	VERB
bracis-33658	304	7	nacional	nacional	ADJ
bracis-33658	304	8	de	de	X
bracis-33658	304	9	inteligência	inteligência	PROPN
bracis-33658	304	10	artificial	artificial	PROPN
bracis-33658	304	11	e	e	NOUN
bracis-33658	304	12	computacional	computacional	NOUN
bracis-33658	304	13	,	,	PUNCT
bracis-33658	304	14	pp	pp	ADJ
bracis-33658	304	15	.	.	PUNCT
bracis-33658	305	1	880–893	880–893	NUM
bracis-33658	305	2	.	.	PUNCT
bracis-33658	306	1	sbc	sbc	NOUN
bracis-33658	306	2	(	(	PUNCT
bracis-33658	306	3	2023	2023	NUM
bracis-33658	306	4	)	)	PUNCT
bracis-33658	306	5	google	google	NOUN
bracis-33658	306	6	scholar	scholar	NOUN
bracis-33658	306	7	  	  	SPACE
bracis-33658	306	8	savoldi	savoldi	NOUN
bracis-33658	306	9	,	,	PUNCT
bracis-33658	306	10	b.	b.	PROPN
bracis-33658	306	11	,	,	PUNCT
bracis-33658	306	12	gaido	gaido	NOUN
bracis-33658	306	13	,	,	PUNCT
bracis-33658	306	14	m.	m.	NOUN
bracis-33658	306	15	,	,	PUNCT
bracis-33658	306	16	bentivogli	bentivogli	PROPN
bracis-33658	306	17	,	,	PUNCT
bracis-33658	306	18	l.	l.	PROPN
bracis-33658	306	19	,	,	PUNCT
bracis-33658	306	20	negri	negri	PROPN
bracis-33658	306	21	,	,	PUNCT
bracis-33658	306	22	m.	m.	NOUN
bracis-33658	306	23	,	,	PUNCT
bracis-33658	306	24	turchi	turchi	PROPN
bracis-33658	306	25	,	,	PUNCT
bracis-33658	306	26	m.	m.	NOUN
bracis-33658	306	27	:	:	PUNCT
bracis-33658	306	28	gender	gender	NOUN
bracis-33658	306	29	bias	bias	NOUN
bracis-33658	306	30	in	in	ADP
bracis-33658	306	31	machine	machine	NOUN
bracis-33658	306	32	translation	translation	NOUN
bracis-33658	306	33	.	.	PUNCT
bracis-33658	307	1	trans	trans	PROPN
bracis-33658	307	2	.	.	PUNCT
bracis-33658	308	1	assoc	assoc	PROPN
bracis-33658	308	2	.	.	PUNCT
bracis-33658	309	1	comput	comput	PROPN
bracis-33658	309	2	.	.	PUNCT
bracis-33658	310	1	linguist	linguist	NOUN
bracis-33658	310	2	.	.	PUNCT
bracis-33658	311	1	9	9	NUM
bracis-33658	311	2	,	,	PUNCT
bracis-33658	311	3	845–874	845–874	NUM
bracis-33658	311	4	(	(	PUNCT
bracis-33658	311	5	08	08	NUM
bracis-33658	311	6	2021	2021	NUM
bracis-33658	311	7	)	)	PUNCT
bracis-33658	311	8	google	google	PROPN
bracis-33658	311	9	scholar	scholar	NOUN
bracis-33658	311	10	  	  	SPACE
bracis-33658	311	11	soares	soares	PROPN
bracis-33658	311	12	,	,	PUNCT
bracis-33658	311	13	f.	f.	PROPN
bracis-33658	311	14	,	,	PUNCT
bracis-33658	311	15	yamashita	yamashita	PROPN
bracis-33658	311	16	,	,	PUNCT
bracis-33658	311	17	g.h	g.h	PROPN
bracis-33658	311	18	.	.	PROPN
bracis-33658	311	19	,	,	PUNCT
bracis-33658	311	20	anzanello	anzanello	PROPN
bracis-33658	311	21	,	,	PUNCT
bracis-33658	311	22	m.j	m.j	PROPN
bracis-33658	311	23	.	.	PROPN
bracis-33658	311	24	:	:	PUNCT
bracis-33658	312	1	a	a	DET
bracis-33658	312	2	parallel	parallel	ADJ
bracis-33658	312	3	corpus	corpus	NOUN
bracis-33658	312	4	of	of	ADP
bracis-33658	312	5	theses	thesis	NOUN
bracis-33658	312	6	and	and	CCONJ
bracis-33658	312	7	dissertations	dissertation	NOUN
bracis-33658	312	8	abstracts	abstract	NOUN
bracis-33658	312	9	.	.	PUNCT
bracis-33658	313	1	in	in	ADP
bracis-33658	313	2	:	:	PUNCT
bracis-33658	313	3	lecture	lecture	NOUN
bracis-33658	313	4	notes	note	NOUN
bracis-33658	313	5	in	in	ADP
bracis-33658	313	6	computer	computer	NOUN
bracis-33658	313	7	science	science	NOUN
bracis-33658	313	8	,	,	PUNCT
bracis-33658	313	9	pp	pp	ADJ
bracis-33658	313	10	.	.	PUNCT
bracis-33658	314	1	345–352	345–352	NUM
bracis-33658	314	2	.	.	X
bracis-33658	314	3	springer	springer	NOUN
bracis-33658	314	4	international	international	PROPN
bracis-33658	314	5	publishing	publishing	NOUN
bracis-33658	314	6	(	(	PUNCT
bracis-33658	314	7	2018	2018	NUM
bracis-33658	314	8	)	)	PUNCT
bracis-33658	314	9	google	google	NOUN
bracis-33658	314	10	scholar	scholar	NOUN
bracis-33658	314	11	  	  	SPACE
bracis-33658	314	12	stanovsky	stanovsky	NOUN
bracis-33658	314	13	,	,	PUNCT
bracis-33658	314	14	g.	g.	PROPN
bracis-33658	314	15	,	,	PUNCT
bracis-33658	314	16	smith	smith	PROPN
bracis-33658	314	17	,	,	PUNCT
bracis-33658	314	18	n.a	n.a	PROPN
bracis-33658	314	19	.	.	PROPN
bracis-33658	314	20	,	,	PUNCT
bracis-33658	314	21	zettlemoyer	zettlemoyer	NOUN
bracis-33658	314	22	,	,	PUNCT
bracis-33658	314	23	l.	l.	PROPN
bracis-33658	314	24	:	:	PUNCT
bracis-33658	314	25	evaluating	evaluate	VERB
bracis-33658	314	26	gender	gender	NOUN
bracis-33658	314	27	bias	bias	NOUN
bracis-33658	314	28	in	in	ADP
bracis-33658	314	29	machine	machine	NOUN
bracis-33658	314	30	translation	translation	NOUN
bracis-33658	314	31	.	.	PUNCT
bracis-33658	315	1	in	in	ADP
bracis-33658	315	2	:	:	PUNCT
bracis-33658	315	3	acl	acl	PROPN
bracis-33658	315	4	.	.	PROPN
bracis-33658	315	5	association	association	PROPN
bracis-33658	315	6	for	for	ADP
bracis-33658	315	7	computational	computational	ADJ
bracis-33658	315	8	linguistics	linguistic	NOUN
bracis-33658	315	9	,	,	PUNCT
bracis-33658	315	10	florence	florence	NOUN
bracis-33658	315	11	,	,	PUNCT
bracis-33658	315	12	italy	italy	PROPN
bracis-33658	315	13	(	(	PUNCT
bracis-33658	315	14	6	6	NUM
bracis-33658	315	15	2019	2019	NUM
bracis-33658	315	16	)	)	PUNCT
bracis-33658	315	17	google	google	NOUN
bracis-33658	315	18	scholar	scholar	NOUN
bracis-33658	315	19	  	  	SPACE
bracis-33658	315	20	vanmassenhove	vanmassenhove	NOUN
bracis-33658	315	21	,	,	PUNCT
bracis-33658	315	22	e.	e.	PROPN
bracis-33658	315	23	,	,	PUNCT
bracis-33658	315	24	hardmeier	hardmeier	NOUN
bracis-33658	315	25	,	,	PUNCT
bracis-33658	315	26	c.	c.	PROPN
bracis-33658	315	27	,	,	PUNCT
bracis-33658	315	28	way	way	NOUN
bracis-33658	315	29	,	,	PUNCT
bracis-33658	315	30	a.	a.	NOUN
bracis-33658	315	31	:	:	PUNCT
bracis-33658	315	32	getting	get	VERB
bracis-33658	315	33	gender	gender	NOUN
bracis-33658	315	34	right	right	ADV
bracis-33658	315	35	in	in	ADP
bracis-33658	315	36	neural	neural	ADJ
bracis-33658	315	37	machine	machine	NOUN
bracis-33658	315	38	translation	translation	NOUN
bracis-33658	315	39	.	.	PUNCT
bracis-33658	316	1	arxiv	arxiv	PROPN
bracis-33658	316	2	preprint	preprint	VERB
bracis-33658	316	3	arxiv:1909.05088	arxiv:1909.05088	ADV
bracis-33658	316	4	(	(	PUNCT
bracis-33658	316	5	2019	2019	NUM
bracis-33658	316	6	)	)	PUNCT
bracis-33658	316	7	verma	verma	PROPN
bracis-33658	316	8	,	,	PUNCT
bracis-33658	316	9	s.	s.	PROPN
bracis-33658	316	10	,	,	PUNCT
bracis-33658	316	11	rubin	rubin	PROPN
bracis-33658	316	12	,	,	PUNCT
bracis-33658	316	13	j.	j.	PROPN
bracis-33658	316	14	:	:	PUNCT
bracis-33658	316	15	fairness	fairness	NOUN
bracis-33658	316	16	definitions	definition	NOUN
bracis-33658	316	17	explained	explain	VERB
bracis-33658	316	18	.	.	PUNCT
bracis-33658	317	1	in	in	ADP
bracis-33658	317	2	:	:	PUNCT
bracis-33658	317	3	proceedings	proceeding	NOUN
bracis-33658	317	4	of	of	ADP
bracis-33658	317	5	the	the	DET
bracis-33658	317	6	international	international	ADJ
bracis-33658	317	7	workshop	workshop	NOUN
bracis-33658	317	8	on	on	ADP
bracis-33658	317	9	software	software	NOUN
bracis-33658	317	10	fairness	fairness	NOUN
bracis-33658	317	11	,	,	PUNCT
bracis-33658	317	12	pp	pp	X
bracis-33658	317	13	.	.	PUNCT
bracis-33658	318	1	1–7	1–7	X
bracis-33658	318	2	.	.	PUNCT
bracis-33658	318	3	fairware	fairware	NOUN
bracis-33658	318	4	’	'	PUNCT
bracis-33658	318	5	18	18	NUM
bracis-33658	318	6	,	,	PUNCT
bracis-33658	318	7	association	association	NOUN
bracis-33658	318	8	for	for	ADP
bracis-33658	318	9	computing	computing	NOUN
bracis-33658	318	10	machinery	machinery	NOUN
bracis-33658	318	11	,	,	PUNCT
bracis-33658	318	12	new	new	PROPN
bracis-33658	318	13	york	york	PROPN
bracis-33658	318	14	,	,	PUNCT
bracis-33658	318	15	ny	ny	PROPN
bracis-33658	318	16	,	,	PUNCT
bracis-33658	318	17	usa	usa	PROPN
bracis-33658	318	18	(	(	PUNCT
bracis-33658	318	19	2018	2018	NUM
bracis-33658	318	20	)	)	PUNCT
bracis-33658	319	1	google	google	PROPN
bracis-33658	319	2	scholar	scholar	NOUN
bracis-33658	319	3	  	  	SPACE
bracis-33658	319	4	download	download	NOUN
bracis-33658	319	5	references	reference	NOUN
bracis-33658	319	6	acknowledgements	acknowledgement	NOUN
bracis-33658	319	7	authors	author	NOUN
bracis-33658	319	8	thanks	thank	NOUN
bracis-33658	319	9	the	the	DET
bracis-33658	319	10	coordenação	coordenação	PROPN
bracis-33658	319	11	de	de	PROPN
bracis-33658	319	12	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33658	319	13	de	de	X
bracis-33658	319	14	pessoal	pessoal	PROPN
bracis-33658	319	15	de	de	PROPN
bracis-33658	319	16	nível	nível	PROPN
bracis-33658	319	17	superior	superior	ADJ
bracis-33658	319	18	(	(	PUNCT
bracis-33658	319	19	capes	cape	NOUN
bracis-33658	319	20	)	)	PUNCT
bracis-33658	319	21	and	and	CCONJ
bracis-33658	319	22	conselho	conselho	VERB
bracis-33658	319	23	nacional	nacional	PROPN
bracis-33658	319	24	de	de	X
bracis-33658	319	25	desenvolvimento	desenvolvimento	PROPN
bracis-33658	319	26	científico	científico	PROPN
bracis-33658	319	27	e	e	NOUN
bracis-33658	319	28	tecnológico	tecnológico	PROPN
bracis-33658	319	29	(	(	PUNCT
bracis-33658	319	30	cnpq	cnpq	NOUN
bracis-33658	319	31	)	)	PUNCT
bracis-33658	319	32	.	.	PUNCT
bracis-33658	320	1	author	author	NOUN
bracis-33658	320	2	information	information	NOUN
bracis-33658	320	3	authors	author	NOUN
bracis-33658	320	4	and	and	CCONJ
bracis-33658	320	5	affiliations	affiliation	NOUN
bracis-33658	320	6	universidade	universidade	PROPN
bracis-33658	320	7	federal	federal	PROPN
bracis-33658	320	8	de	de	PROPN
bracis-33658	320	9	sao	sao	PROPN
bracis-33658	320	10	paulo	paulo	PROPN
bracis-33658	320	11	,	,	PUNCT
bracis-33658	320	12	avenida	avenida	PROPN
bracis-33658	320	13	cesare	cesare	PROPN
bracis-33658	320	14	mansueto	mansueto	PROPN
bracis-33658	320	15	giulio	giulio	PROPN
bracis-33658	320	16	lattes	lattes	PROPN
bracis-33658	320	17	,	,	PUNCT
bracis-33658	320	18	n	n	CCONJ
bracis-33658	320	19	°	°	NUM
bracis-33658	320	20	1201	1201	NUM
bracis-33658	320	21	,	,	PUNCT
bracis-33658	320	22	eugênio	eugênio	PROPN
bracis-33658	320	23	de	de	PROPN
bracis-33658	320	24	mello	mello	PROPN
bracis-33658	320	25	,	,	PUNCT
bracis-33658	320	26	sp	sp	PROPN
bracis-33658	320	27	,	,	PUNCT
bracis-33658	320	28	brazil	brazil	PROPN
bracis-33658	320	29	ricardo	ricardo	PROPN
bracis-33658	320	30	trainotti	trainotti	PROPN
bracis-33658	320	31	rabonato	rabonato	PROPN
bracis-33658	320	32	 	 	SPACE
bracis-33658	320	33	&	&	CCONJ
bracis-33658	320	34	 	 	SPACE
bracis-33658	320	35	lilian	lilian	PROPN
bracis-33658	320	36	berton	berton	PROPN
bracis-33658	320	37	dalhousie	dalhousie	PROPN
bracis-33658	320	38	university	university	PROPN
bracis-33658	320	39	,	,	PUNCT
bracis-33658	320	40	6050	6050	NUM
bracis-33658	320	41	university	university	NOUN
bracis-33658	320	42	avenue	avenue	PROPN
bracis-33658	320	43	,	,	PUNCT
bracis-33658	320	44	halifax	halifax	PROPN
bracis-33658	320	45	,	,	PUNCT
bracis-33658	320	46	ns	ns	PROPN
bracis-33658	320	47	,	,	PUNCT
bracis-33658	320	48	canada	canada	PROPN
bracis-33658	320	49	evangelos	evangelos	PROPN
bracis-33658	320	50	milios	milio	VERB
bracis-33658	320	51	authors	author	NOUN
bracis-33658	320	52	ricardo	ricardo	PROPN
bracis-33658	320	53	trainotti	trainotti	PROPN
bracis-33658	320	54	rabonatoview	rabonatoview	PROPN
bracis-33658	320	55	author	author	NOUN
bracis-33658	320	56	publications	publication	NOUN
bracis-33658	320	57	search	search	NOUN
bracis-33658	320	58	author	author	NOUN
bracis-33658	320	59	on	on	ADP
bracis-33658	320	60	:	:	PUNCT
bracis-33658	320	61	pubmed	pubmed	PROPN
bracis-33658	320	62	 	 	SPACE
bracis-33658	320	63	google	google	PROPN
bracis-33658	320	64	scholar	scholar	NOUN
bracis-33658	320	65	evangelos	evangelos	PROPN
bracis-33658	320	66	miliosview	miliosview	NOUN
bracis-33658	320	67	author	author	NOUN
bracis-33658	320	68	publications	publication	NOUN
bracis-33658	320	69	search	search	NOUN
bracis-33658	320	70	author	author	NOUN
bracis-33658	320	71	on	on	ADP
bracis-33658	320	72	:	:	PUNCT
bracis-33658	320	73	pubmed	pubmed	PROPN
bracis-33658	320	74	 	 	SPACE
bracis-33658	320	75	google	google	PROPN
bracis-33658	320	76	scholar	scholar	NOUN
bracis-33658	320	77	lilian	lilian	ADJ
bracis-33658	320	78	bertonview	bertonview	NOUN
bracis-33658	320	79	author	author	NOUN
bracis-33658	320	80	publications	publication	VERB
bracis-33658	320	81	search	search	NOUN
bracis-33658	320	82	author	author	NOUN
bracis-33658	320	83	on	on	ADP
bracis-33658	320	84	:	:	PUNCT
bracis-33658	320	85	pubmed	pubmed	PROPN
bracis-33658	320	86	 	 	SPACE
bracis-33658	320	87	google	google	PROPN
bracis-33658	320	88	scholar	scholar	NOUN
bracis-33658	320	89	corresponding	correspond	VERB
bracis-33658	320	90	author	author	NOUN
bracis-33658	320	91	correspondence	correspondence	NOUN
bracis-33658	320	92	to	to	ADP
bracis-33658	320	93	lilian	lilian	PROPN
bracis-33658	320	94	berton	berton	PROPN
bracis-33658	320	95	.	.	PUNCT
bracis-33658	321	1	editor	editor	NOUN
bracis-33658	321	2	information	information	NOUN
bracis-33658	321	3	editors	editor	NOUN
bracis-33658	321	4	and	and	CCONJ
bracis-33658	321	5	affiliations	affiliation	NOUN
bracis-33658	321	6	universidade	universidade	VERB
bracis-33658	321	7	federal	federal	PROPN
bracis-33658	321	8	fluminense	fluminense	PROPN
bracis-33658	321	9	,	,	PUNCT
bracis-33658	321	10	niterói	niterói	PROPN
bracis-33658	321	11	,	,	PUNCT
bracis-33658	321	12	brazil	brazil	PROPN
bracis-33658	321	13	aline	aline	PROPN
bracis-33658	321	14	paes	paes	PROPN
bracis-33658	321	15	instituto	instituto	PROPN
bracis-33658	321	16	tecnológico	tecnológico	PROPN
bracis-33658	321	17	de	de	PROPN
bracis-33658	321	18	aeronáutica	aeronáutica	PROPN
bracis-33658	321	19	,	,	PUNCT
bracis-33658	321	20	são	são	PROPN
bracis-33658	321	21	josé	josé	PROPN
bracis-33658	321	22	dos	dos	PROPN
bracis-33658	321	23	campos	campos	PROPN
bracis-33658	321	24	,	,	PUNCT
bracis-33658	321	25	brazil	brazil	PROPN
bracis-33658	321	26	filipe	filipe	PROPN
bracis-33658	321	27	a.	a.	PROPN
bracis-33658	321	28	n.	n.	PROPN
bracis-33658	321	29	verri	verri	PROPN
bracis-33658	321	30	rights	right	NOUN
bracis-33658	321	31	and	and	CCONJ
bracis-33658	321	32	permissions	permission	NOUN
bracis-33658	321	33	reprints	reprint	NOUN
bracis-33658	321	34	and	and	CCONJ
bracis-33658	321	35	permissions	permission	VERB
bracis-33658	321	36	copyright	copyright	NOUN
bracis-33658	321	37	information	information	NOUN
bracis-33658	321	38	©	©	ADP
bracis-33658	321	39	2025	2025	NUM
bracis-33658	321	40	the	the	DET
bracis-33658	321	41	author(s	author(s	NOUN
bracis-33658	321	42	)	)	PUNCT
bracis-33658	321	43	,	,	PUNCT
bracis-33658	321	44	under	under	ADP
bracis-33658	321	45	exclusive	exclusive	ADJ
bracis-33658	321	46	license	license	NOUN
bracis-33658	321	47	to	to	ADP
bracis-33658	321	48	springer	springer	NOUN
bracis-33658	321	49	nature	nature	PROPN
bracis-33658	321	50	switzerland	switzerland	PROPN
bracis-33658	321	51	ag	ag	PROPN
bracis-33658	321	52	about	about	ADP
bracis-33658	321	53	this	this	DET
bracis-33658	321	54	paper	paper	NOUN
bracis-33658	321	55	cite	cite	VERB
bracis-33658	321	56	this	this	DET
bracis-33658	321	57	paper	paper	NOUN
bracis-33658	321	58	trainotti	trainotti	NOUN
bracis-33658	321	59	rabonato	rabonato	PROPN
bracis-33658	321	60	,	,	PUNCT
bracis-33658	321	61	r.	r.	PROPN
bracis-33658	321	62	,	,	PUNCT
bracis-33658	321	63	milios	milio	NOUN
bracis-33658	321	64	,	,	PUNCT
bracis-33658	321	65	e.	e.	PROPN
bracis-33658	321	66	,	,	PUNCT
bracis-33658	321	67	berton	berton	PROPN
bracis-33658	321	68	,	,	PUNCT
bracis-33658	321	69	l.	l.	PROPN
bracis-33658	321	70	(	(	PUNCT
bracis-33658	321	71	2025	2025	NUM
bracis-33658	321	72	)	)	PUNCT
bracis-33658	321	73	.	.	PUNCT
bracis-33658	322	1	gender	gender	NOUN
bracis-33658	322	2	-	-	PUNCT
bracis-33658	322	3	neutral	neutral	ADJ
bracis-33658	322	4	english	english	PROPN
bracis-33658	322	5	to	to	ADP
bracis-33658	322	6	portuguese	portuguese	ADJ
bracis-33658	322	7	machine	machine	NOUN
bracis-33658	322	8	translator	translator	NOUN
bracis-33658	322	9	:	:	PUNCT
bracis-33658	322	10	promoting	promote	VERB
bracis-33658	322	11	inclusive	inclusive	ADJ
bracis-33658	322	12	language	language	NOUN
bracis-33658	322	13	.	.	PUNCT
bracis-33658	323	1	in	in	ADP
bracis-33658	323	2	:	:	PUNCT
bracis-33658	323	3	paes	paes	PROPN
bracis-33658	323	4	,	,	PUNCT
bracis-33658	323	5	a.	a.	PROPN
bracis-33658	323	6	,	,	PUNCT
bracis-33658	323	7	verri	verri	NOUN
bracis-33658	323	8	,	,	PUNCT
bracis-33658	323	9	f.a.n	f.a.n	ADJ
bracis-33658	323	10	.	.	PUNCT
bracis-33658	323	11	(	(	PUNCT
bracis-33658	323	12	eds	ed	NOUN
bracis-33658	323	13	)	)	PUNCT
bracis-33658	323	14	intelligent	intelligent	ADJ
bracis-33658	323	15	systems	system	NOUN
bracis-33658	323	16	.	.	PUNCT
bracis-33658	323	17	bracis	bracis	PROPN
bracis-33658	323	18	2024	2024	NUM
bracis-33658	323	19	.	.	PUNCT
bracis-33658	324	1	lecture	lecture	NOUN
bracis-33658	324	2	notes	note	NOUN
bracis-33658	324	3	in	in	ADP
bracis-33658	324	4	computer	computer	NOUN
bracis-33658	324	5	science	science	NOUN
bracis-33658	324	6	(	(	PUNCT
bracis-33658	324	7	)	)	PUNCT
bracis-33658	324	8	,	,	PUNCT
bracis-33658	324	9	vol	vol	NOUN
bracis-33658	324	10	15415	15415	NUM
bracis-33658	324	11	.	.	PUNCT
bracis-33658	325	1	springer	springer	NOUN
bracis-33658	325	2	,	,	PUNCT
bracis-33658	325	3	cham	cham	PROPN
bracis-33658	325	4	.	.	PUNCT
bracis-33658	326	1	https://doi.org/10.1007/978-3-031-79038-6_13	https://doi.org/10.1007/978-3-031-79038-6_13	NOUN
bracis-33658	326	2	download	download	NOUN
bracis-33658	326	3	citation	citation	NOUN
bracis-33658	326	4	.ris	.ris	PUNCT
bracis-33658	327	1	.enw	.enw	PROPN
bracis-33658	327	2	.bib	.bib	PUNCT
bracis-33658	328	1	doi	doi	PROPN
bracis-33658	328	2	:	:	PUNCT
bracis-33658	328	3	https://doi.org/10.1007/978-3-031-79038-6_13	https://doi.org/10.1007/978-3-031-79038-6_13	NOUN
bracis-33658	328	4	published	publish	VERB
bracis-33658	328	5	:	:	PUNCT
bracis-33658	328	6	31	31	NUM
bracis-33658	328	7	january	january	PROPN
bracis-33658	328	8	2025	2025	NUM
bracis-33658	328	9	publisher	publisher	NOUN
bracis-33658	328	10	name	name	NOUN
bracis-33658	328	11	:	:	PUNCT
bracis-33658	328	12	springer	springer	NOUN
bracis-33658	328	13	,	,	PUNCT
bracis-33658	328	14	cham	cham	PROPN
bracis-33658	328	15	print	print	PROPN
bracis-33658	328	16	isbn	isbn	PROPN
bracis-33658	328	17	:	:	PUNCT
bracis-33658	328	18	978	978	NUM
bracis-33658	328	19	-	-	SYM
bracis-33658	328	20	3	3	NUM
bracis-33658	328	21	-	-	PUNCT
bracis-33658	328	22	031	031	NUM
bracis-33658	328	23	-	-	PUNCT
bracis-33658	328	24	79037	79037	NUM
bracis-33658	328	25	-	-	SYM
bracis-33658	328	26	9	9	NUM
bracis-33658	328	27	online	online	ADJ
bracis-33658	328	28	isbn	isbn	NOUN
bracis-33658	328	29	:	:	PUNCT
bracis-33658	328	30	978	978	NUM
bracis-33658	328	31	-	-	SYM
bracis-33658	328	32	3	3	NUM
bracis-33658	328	33	-	-	PUNCT
bracis-33658	328	34	031	031	NUM
bracis-33658	328	35	-	-	PUNCT
bracis-33658	328	36	79038	79038	NUM
bracis-33658	328	37	-	-	SYM
bracis-33658	328	38	6	6	NUM
bracis-33658	328	39	ebook	ebook	NOUN
bracis-33658	328	40	packages	package	NOUN
bracis-33658	328	41	:	:	PUNCT
bracis-33658	328	42	computer	computer	NOUN
bracis-33658	328	43	sciencecomputer	sciencecomputer	NOUN
bracis-33658	328	44	science	science	NOUN
bracis-33658	328	45	(	(	PUNCT
bracis-33658	328	46	r0	r0	NOUN
bracis-33658	328	47	)	)	PUNCT
bracis-33658	328	48	share	share	VERB
bracis-33658	328	49	this	this	DET
bracis-33658	328	50	paper	paper	NOUN
bracis-33658	328	51	anyone	anyone	PRON
bracis-33658	328	52	you	you	PRON
bracis-33658	328	53	share	share	VERB
bracis-33658	328	54	the	the	DET
bracis-33658	328	55	following	follow	VERB
bracis-33658	328	56	link	link	NOUN
bracis-33658	328	57	with	with	ADP
bracis-33658	328	58	will	will	AUX
bracis-33658	328	59	be	be	AUX
bracis-33658	328	60	able	able	ADJ
bracis-33658	328	61	to	to	PART
bracis-33658	328	62	read	read	VERB
bracis-33658	328	63	this	this	DET
bracis-33658	328	64	content	content	NOUN
bracis-33658	328	65	:	:	PUNCT
bracis-33658	328	66	get	get	VERB
bracis-33658	328	67	shareable	shareable	ADJ
bracis-33658	328	68	linksorry	linksorry	NOUN
bracis-33658	328	69	,	,	PUNCT
bracis-33658	328	70	a	a	DET
bracis-33658	328	71	shareable	shareable	ADJ
bracis-33658	328	72	link	link	NOUN
bracis-33658	328	73	is	be	AUX
bracis-33658	328	74	not	not	PART
bracis-33658	328	75	currently	currently	ADV
bracis-33658	328	76	available	available	ADJ
bracis-33658	328	77	for	for	ADP
bracis-33658	328	78	this	this	DET
bracis-33658	328	79	article	article	NOUN
bracis-33658	328	80	.	.	PUNCT
bracis-33658	329	1	copy	copy	VERB
bracis-33658	329	2	shareable	shareable	ADJ
bracis-33658	329	3	link	link	NOUN
bracis-33658	329	4	to	to	PART
bracis-33658	329	5	clipboard	clipboard	NOUN
bracis-33658	329	6	provided	provide	VERB
bracis-33658	329	7	by	by	ADP
bracis-33658	329	8	the	the	DET
bracis-33658	329	9	springer	springer	NOUN
bracis-33658	329	10	nature	nature	PROPN
bracis-33658	329	11	sharedit	sharedit	PROPN
bracis-33658	329	12	content	content	NOUN
bracis-33658	329	13	-	-	PUNCT
bracis-33658	329	14	sharing	share	VERB
bracis-33658	329	15	initiative	initiative	NOUN
bracis-33658	329	16	keywords	keyword	VERB
bracis-33658	329	17	nlp	nlp	ADJ
bracis-33658	329	18	machine	machine	NOUN
bracis-33658	329	19	translator	translator	NOUN
bracis-33658	329	20	fairness	fairness	PROPN
bracis-33658	329	21	portuguese	portuguese	PROPN
bracis-33658	329	22	.	.	PUNCT
bracis-33658	330	1	publish	publish	VERB
bracis-33658	330	2	with	with	ADP
bracis-33658	330	3	us	us	PROPN
bracis-33658	330	4	policies	policy	NOUN
bracis-33658	330	5	and	and	CCONJ
bracis-33658	330	6	ethics	ethic	NOUN
bracis-33658	330	7	search	search	NOUN
bracis-33658	330	8	search	search	NOUN
bracis-33658	330	9	by	by	ADP
bracis-33658	330	10	keyword	keyword	NOUN
bracis-33658	330	11	or	or	CCONJ
bracis-33658	330	12	author	author	NOUN
bracis-33658	330	13	search	search	NOUN
bracis-33658	330	14	navigation	navigation	NOUN
bracis-33658	330	15	find	find	VERB
bracis-33658	330	16	a	a	DET
bracis-33658	330	17	journal	journal	NOUN
bracis-33658	330	18	publish	publish	VERB
bracis-33658	330	19	with	with	ADP
bracis-33658	330	20	us	we	PRON
bracis-33658	330	21	track	track	VERB
bracis-33658	330	22	your	your	PRON
bracis-33658	330	23	research	research	NOUN
bracis-33658	330	24	discover	discover	VERB
bracis-33658	330	25	content	content	NOUN
bracis-33658	330	26	journals	journal	NOUN
bracis-33658	330	27	a	a	DET
bracis-33658	330	28	-	-	PUNCT
bracis-33658	330	29	z	z	NOUN
bracis-33658	330	30	books	book	NOUN
bracis-33658	330	31	a	a	DET
bracis-33658	330	32	-	-	PUNCT
bracis-33658	330	33	z	z	NOUN
bracis-33658	330	34	publish	publish	NOUN
bracis-33658	330	35	with	with	ADP
bracis-33658	330	36	us	us	PROPN
bracis-33658	330	37	journal	journal	PROPN
bracis-33658	330	38	finder	finder	PROPN
bracis-33658	330	39	publish	publish	VERB
bracis-33658	330	40	your	your	PRON
bracis-33658	330	41	research	research	NOUN
bracis-33658	330	42	language	language	NOUN
bracis-33658	330	43	editing	edit	VERB
bracis-33658	330	44	open	open	ADJ
bracis-33658	330	45	access	access	NOUN
bracis-33658	330	46	publishing	publishing	NOUN
bracis-33658	330	47	products	product	NOUN
bracis-33658	330	48	and	and	CCONJ
bracis-33658	330	49	services	service	NOUN
bracis-33658	330	50	our	our	PRON
bracis-33658	330	51	products	product	NOUN
bracis-33658	330	52	librarians	librarian	VERB
bracis-33658	330	53	societies	society	NOUN
bracis-33658	330	54	partners	partner	NOUN
bracis-33658	330	55	and	and	CCONJ
bracis-33658	330	56	advertisers	advertiser	NOUN
bracis-33658	330	57	our	our	PRON
bracis-33658	330	58	brands	brand	NOUN
bracis-33658	330	59	springer	springer	NOUN
bracis-33658	330	60	nature	nature	PROPN
bracis-33658	330	61	portfolio	portfolio	PROPN
bracis-33658	330	62	bmc	bmc	PROPN
bracis-33658	330	63	palgrave	palgrave	PROPN
bracis-33658	330	64	macmillan	macmillan	PROPN
bracis-33658	330	65	apress	apress	PROPN
bracis-33658	330	66	discover	discover	VERB
bracis-33658	330	67	your	your	PRON
bracis-33658	330	68	privacy	privacy	NOUN
bracis-33658	330	69	choices	choice	NOUN
bracis-33658	330	70	/	/	SYM
bracis-33658	330	71	manage	manage	NOUN
bracis-33658	330	72	cookies	cookie	NOUN
bracis-33658	330	73	your	your	PRON
bracis-33658	330	74	us	us	PROPN
bracis-33658	331	1	state	state	NOUN
bracis-33658	331	2	privacy	privacy	NOUN
bracis-33658	331	3	rights	right	NOUN
bracis-33658	331	4	accessibility	accessibility	NOUN
bracis-33658	331	5	statement	statement	NOUN
bracis-33658	331	6	terms	term	NOUN
bracis-33658	331	7	and	and	CCONJ
bracis-33658	331	8	conditions	condition	NOUN
bracis-33658	331	9	privacy	privacy	NOUN
bracis-33658	331	10	policy	policy	NOUN
bracis-33658	331	11	help	help	NOUN
bracis-33658	331	12	and	and	CCONJ
bracis-33658	331	13	support	support	VERB
bracis-33658	331	14	legal	legal	ADJ
bracis-33658	331	15	notice	notice	NOUN
bracis-33658	331	16	cancel	cancel	VERB
bracis-33658	331	17	contracts	contract	NOUN
bracis-33658	331	18	here	here	ADV
bracis-33658	331	19	129.74.145.123	129.74.145.123	NUM
bracis-33658	331	20	hesburgh	hesburgh	PROPN
bracis-33658	331	21	library	library	PROPN
bracis-33658	331	22	er	er	INTJ
bracis-33658	331	23	unit	unit	NOUN
bracis-33658	331	24	(	(	PUNCT
bracis-33658	331	25	3005732405	3005732405	NUM
bracis-33658	331	26	)	)	PUNCT
bracis-33658	331	27	northeast	northeast	ADJ
bracis-33658	331	28	research	research	NOUN
bracis-33658	331	29	libraries	library	NOUN
bracis-33658	331	30	(	(	PUNCT
bracis-33658	331	31	nerl	nerl	PROPN
bracis-33658	331	32	)	)	PUNCT
bracis-33658	331	33	(	(	PUNCT
bracis-33658	331	34	8200828607	8200828607	NUM
bracis-33658	331	35	)	)	PUNCT
bracis-33658	331	36	nerl	nerl	VERB
bracis-33658	331	37	ta	ta	X
bracis-33658	331	38	account	account	NOUN
bracis-33658	331	39	(	(	PUNCT
bracis-33658	331	40	3006206169	3006206169	NUM
bracis-33658	331	41	)	)	PUNCT
bracis-33658	331	42	university	university	NOUN
bracis-33658	331	43	of	of	ADP
bracis-33658	331	44	notre	notre	PROPN
bracis-33658	331	45	dame	dame	PROPN
bracis-33658	331	46	hesburgh	hesburgh	PROPN
bracis-33658	331	47	library	library	NOUN
bracis-33658	331	48	(	(	PUNCT
bracis-33658	331	49	3000184373	3000184373	NUM
bracis-33658	331	50	)	)	PUNCT
bracis-33658	332	1	©	©	ADP
bracis-33658	332	2	2025	2025	NUM
bracis-33658	332	3	springer	springer	NOUN
bracis-33658	332	4	nature	nature	NOUN