id	sid	tid	token	lemma	pos
bracis-28422	1	1	leveraging	leverage	VERB
bracis-28422	1	2	sign	sign	NOUN
bracis-28422	1	3	language	language	NOUN
bracis-28422	1	4	processing	processing	NOUN
bracis-28422	1	5	with	with	ADP
bracis-28422	1	6	 	 	SPACE
bracis-28422	1	7	formal	formal	ADJ
bracis-28422	1	8	signwriting	signwriting	NOUN
bracis-28422	1	9	and	and	CCONJ
bracis-28422	1	10	 	 	SPACE
bracis-28422	1	11	deep	deep	ADJ
bracis-28422	1	12	learning	learning	NOUN
bracis-28422	1	13	architectures	architecture	NOUN
bracis-28422	1	14	|	|	ADV
bracis-28422	1	15	springer	springer	NOUN
bracis-28422	1	16	nature	nature	PROPN
bracis-28422	1	17	link	link	PROPN
bracis-28422	1	18	(	(	PUNCT
bracis-28422	1	19	formerly	formerly	ADV
bracis-28422	1	20	springerlink	springerlink	NOUN
bracis-28422	1	21	)	)	PUNCT
bracis-28422	1	22	skip	skip	VERB
bracis-28422	1	23	to	to	ADP
bracis-28422	1	24	main	main	ADJ
bracis-28422	1	25	content	content	NOUN
bracis-28422	1	26	advertisement	advertisement	NOUN
bracis-28422	1	27	log	log	NOUN
bracis-28422	1	28	in	in	ADP
bracis-28422	1	29	menu	menu	NOUN
bracis-28422	1	30	find	find	VERB
bracis-28422	1	31	a	a	DET
bracis-28422	1	32	journal	journal	NOUN
bracis-28422	1	33	publish	publish	VERB
bracis-28422	1	34	with	with	ADP
bracis-28422	1	35	us	we	PRON
bracis-28422	1	36	track	track	VERB
bracis-28422	1	37	your	your	PRON
bracis-28422	1	38	research	research	NOUN
bracis-28422	1	39	search	search	NOUN
bracis-28422	1	40	cart	cart	NOUN
bracis-28422	1	41	home	home	NOUN
bracis-28422	1	42	intelligent	intelligent	ADJ
bracis-28422	1	43	systems	system	NOUN
bracis-28422	1	44	conference	conference	NOUN
bracis-28422	1	45	paper	paper	NOUN
bracis-28422	1	46	leveraging	leverage	VERB
bracis-28422	1	47	sign	sign	NOUN
bracis-28422	1	48	language	language	NOUN
bracis-28422	1	49	processing	processing	NOUN
bracis-28422	1	50	with	with	ADP
bracis-28422	1	51	 	 	SPACE
bracis-28422	1	52	formal	formal	ADJ
bracis-28422	1	53	signwriting	signwriting	NOUN
bracis-28422	1	54	and	and	CCONJ
bracis-28422	1	55	 	 	SPACE
bracis-28422	1	56	deep	deep	ADJ
bracis-28422	1	57	learning	learning	NOUN
bracis-28422	1	58	architectures	architecture	NOUN
bracis-28422	1	59	conference	conference	NOUN
bracis-28422	1	60	paper	paper	NOUN
bracis-28422	1	61	first	first	ADV
bracis-28422	1	62	online	online	ADV
bracis-28422	1	63	:	:	PUNCT
bracis-28422	1	64	12	12	NUM
bracis-28422	1	65	october	october	NOUN
bracis-28422	1	66	2023	2023	NUM
bracis-28422	1	67	pp	pp	PROPN
bracis-28422	1	68	299–314	299–314	NUM
bracis-28422	1	69	cite	cite	VERB
bracis-28422	1	70	this	this	DET
bracis-28422	1	71	conference	conference	NOUN
bracis-28422	1	72	paper	paper	NOUN
bracis-28422	1	73	access	access	NOUN
bracis-28422	1	74	provided	provide	VERB
bracis-28422	1	75	by	by	ADP
bracis-28422	1	76	university	university	PROPN
bracis-28422	1	77	of	of	ADP
bracis-28422	1	78	notre	notre	PROPN
bracis-28422	1	79	dame	dame	PROPN
bracis-28422	1	80	hesburgh	hesburgh	PROPN
bracis-28422	1	81	library	library	PROPN
bracis-28422	1	82	download	download	PROPN
bracis-28422	1	83	book	book	NOUN
bracis-28422	1	84	pdf	pdf	PROPN
bracis-28422	1	85	download	download	NOUN
bracis-28422	1	86	book	book	NOUN
bracis-28422	1	87	epub	epub	PROPN
bracis-28422	1	88	intelligent	intelligent	ADJ
bracis-28422	1	89	systems	system	NOUN
bracis-28422	1	90	(	(	PUNCT
bracis-28422	1	91	bracis	bracis	NOUN
bracis-28422	1	92	2023	2023	NUM
bracis-28422	1	93	)	)	PUNCT
bracis-28422	1	94	leveraging	leverage	VERB
bracis-28422	1	95	sign	sign	NOUN
bracis-28422	1	96	language	language	NOUN
bracis-28422	1	97	processing	processing	NOUN
bracis-28422	1	98	with	with	ADP
bracis-28422	1	99	 	 	SPACE
bracis-28422	1	100	formal	formal	ADJ
bracis-28422	1	101	signwriting	signwriting	NOUN
bracis-28422	1	102	and	and	CCONJ
bracis-28422	1	103	 	 	SPACE
bracis-28422	1	104	deep	deep	ADJ
bracis-28422	1	105	learning	learning	NOUN
bracis-28422	1	106	architectures	architecture	NOUN
bracis-28422	1	107	download	download	VERB
bracis-28422	1	108	book	book	NOUN
bracis-28422	1	109	pdf	pdf	PROPN
bracis-28422	1	110	download	download	NOUN
bracis-28422	1	111	book	book	PROPN
bracis-28422	1	112	epub	epub	PROPN
bracis-28422	1	113	fernando	fernando	PROPN
bracis-28422	1	114	de	de	PROPN
bracis-28422	1	115	almeida	almeida	PROPN
bracis-28422	1	116	freitas	freitas	PROPN
bracis-28422	1	117	  	  	SPACE
bracis-28422	1	118	orcid	orcid	PROPN
bracis-28422	1	119	:	:	PUNCT
bracis-28422	1	120	orcid.org/0009-0008-4937-90979	orcid.org/0009-0008-4937-90979	NOUN
bracis-28422	1	121	,	,	PUNCT
bracis-28422	1	122	sarajane	sarajane	NOUN
bracis-28422	1	123	marques	marques	PROPN
bracis-28422	1	124	peres	peres	PROPN
bracis-28422	1	125	  	  	SPACE
bracis-28422	1	126	orcid	orcid	PROPN
bracis-28422	1	127	:	:	PUNCT
bracis-28422	1	128	orcid.org/0000-0003-3551-64809	orcid.org/0000-0003-3551-64809	NOUN
bracis-28422	1	129	,	,	PUNCT
bracis-28422	1	130	otávio	otávio	PROPN
bracis-28422	1	131	de	de	PROPN
bracis-28422	1	132	paula	paula	PROPN
bracis-28422	1	133	albuquerque	albuquerque	PROPN
bracis-28422	1	134	  	  	SPACE
bracis-28422	1	135	orcid	orcid	PROPN
bracis-28422	1	136	:	:	PUNCT
bracis-28422	1	137	orcid.org/0000-0002-2504-37079	orcid.org/0000-0002-2504-37079	PROPN
bracis-28422	1	138	&	&	CCONJ
bracis-28422	1	139	…	…	PUNCT
bracis-28422	1	140	marcelo	marcelo	PROPN
bracis-28422	1	141	fantinato	fantinato	PROPN
bracis-28422	1	142	  	  	SPACE
bracis-28422	1	143	orcid	orcid	NOUN
bracis-28422	1	144	:	:	PUNCT
bracis-28422	1	145	orcid.org/0000-0001-6261-14979	orcid.org/0000-0001-6261-14979	NOUN
bracis-28422	1	146	  	  	SPACE
bracis-28422	1	147	show	show	VERB
bracis-28422	1	148	authors	author	NOUN
bracis-28422	1	149	part	part	NOUN
bracis-28422	1	150	of	of	ADP
bracis-28422	1	151	the	the	DET
bracis-28422	1	152	book	book	NOUN
bracis-28422	1	153	series	series	NOUN
bracis-28422	1	154	:	:	PUNCT
bracis-28422	1	155	lecture	lecture	NOUN
bracis-28422	1	156	notes	note	NOUN
bracis-28422	1	157	in	in	ADP
bracis-28422	1	158	computer	computer	NOUN
bracis-28422	1	159	science	science	NOUN
bracis-28422	1	160	(	(	PUNCT
bracis-28422	1	161	(	(	PUNCT
bracis-28422	1	162	lnai	lnai	ADJ
bracis-28422	1	163	,	,	PUNCT
bracis-28422	1	164	volume	volume	NOUN
bracis-28422	1	165	14197	14197	NUM
bracis-28422	1	166	)	)	PUNCT
bracis-28422	1	167	)	)	PUNCT
bracis-28422	1	168	included	include	VERB
bracis-28422	1	169	in	in	ADP
bracis-28422	1	170	the	the	DET
bracis-28422	1	171	following	follow	VERB
bracis-28422	1	172	conference	conference	NOUN
bracis-28422	1	173	series	series	NOUN
bracis-28422	1	174	:	:	PUNCT
bracis-28422	1	175	brazilian	brazilian	ADJ
bracis-28422	1	176	conference	conference	NOUN
bracis-28422	1	177	on	on	ADP
bracis-28422	1	178	intelligent	intelligent	ADJ
bracis-28422	1	179	systems	system	NOUN
bracis-28422	1	180	558	558	NUM
bracis-28422	1	181	accesses	access	NOUN
bracis-28422	1	182	abstract	abstract	ADJ
bracis-28422	1	183	advances	advance	NOUN
bracis-28422	1	184	in	in	ADP
bracis-28422	1	185	sign	sign	NOUN
bracis-28422	1	186	language	language	NOUN
bracis-28422	1	187	processing	processing	NOUN
bracis-28422	1	188	have	have	AUX
bracis-28422	1	189	not	not	PART
bracis-28422	1	190	adequately	adequately	ADV
bracis-28422	1	191	kept	keep	VERB
bracis-28422	1	192	pace	pace	NOUN
bracis-28422	1	193	with	with	ADP
bracis-28422	1	194	the	the	DET
bracis-28422	1	195	tremendous	tremendous	ADJ
bracis-28422	1	196	progress	progress	NOUN
bracis-28422	1	197	that	that	PRON
bracis-28422	1	198	has	have	AUX
bracis-28422	1	199	been	be	AUX
bracis-28422	1	200	made	make	VERB
bracis-28422	1	201	in	in	ADP
bracis-28422	1	202	oral	oral	ADJ
bracis-28422	1	203	language	language	NOUN
bracis-28422	1	204	processing	processing	NOUN
bracis-28422	1	205	.	.	PUNCT
bracis-28422	2	1	this	this	DET
bracis-28422	2	2	fact	fact	NOUN
bracis-28422	2	3	serves	serve	VERB
bracis-28422	2	4	as	as	ADP
bracis-28422	2	5	motivation	motivation	NOUN
bracis-28422	2	6	for	for	ADP
bracis-28422	2	7	conducting	conduct	VERB
bracis-28422	2	8	research	research	NOUN
bracis-28422	2	9	on	on	ADP
bracis-28422	2	10	the	the	DET
bracis-28422	2	11	potential	potential	ADJ
bracis-28422	2	12	utilization	utilization	NOUN
bracis-28422	2	13	of	of	ADP
bracis-28422	2	14	deep	deep	ADJ
bracis-28422	2	15	learning	learning	NOUN
bracis-28422	2	16	models	model	NOUN
bracis-28422	2	17	within	within	ADP
bracis-28422	2	18	the	the	DET
bracis-28422	2	19	domain	domain	NOUN
bracis-28422	2	20	of	of	ADP
bracis-28422	2	21	sign	sign	NOUN
bracis-28422	2	22	language	language	NOUN
bracis-28422	2	23	processing	processing	NOUN
bracis-28422	2	24	.	.	PUNCT
bracis-28422	3	1	in	in	ADP
bracis-28422	3	2	this	this	DET
bracis-28422	3	3	paper	paper	NOUN
bracis-28422	3	4	,	,	PUNCT
bracis-28422	3	5	we	we	PRON
bracis-28422	3	6	present	present	VERB
bracis-28422	3	7	a	a	DET
bracis-28422	3	8	method	method	NOUN
bracis-28422	3	9	that	that	PRON
bracis-28422	3	10	utilizes	utilize	VERB
bracis-28422	3	11	deep	deep	ADJ
bracis-28422	3	12	learning	learning	NOUN
bracis-28422	3	13	to	to	PART
bracis-28422	3	14	build	build	VERB
bracis-28422	3	15	a	a	DET
bracis-28422	3	16	latent	latent	NOUN
bracis-28422	3	17	and	and	CCONJ
bracis-28422	3	18	generalizable	generalizable	ADJ
bracis-28422	3	19	representation	representation	NOUN
bracis-28422	3	20	space	space	NOUN
bracis-28422	3	21	for	for	ADP
bracis-28422	3	22	signs	sign	NOUN
bracis-28422	3	23	,	,	PUNCT
bracis-28422	3	24	leveraging	leverage	VERB
bracis-28422	3	25	formal	formal	ADJ
bracis-28422	3	26	signwriting	signwriting	NOUN
bracis-28422	3	27	notation	notation	NOUN
bracis-28422	3	28	and	and	CCONJ
bracis-28422	3	29	the	the	DET
bracis-28422	3	30	concept	concept	NOUN
bracis-28422	3	31	of	of	ADP
bracis-28422	3	32	sentence	sentence	NOUN
bracis-28422	3	33	-	-	PUNCT
bracis-28422	3	34	based	base	VERB
bracis-28422	3	35	representation	representation	NOUN
bracis-28422	3	36	to	to	PART
bracis-28422	3	37	effectively	effectively	ADV
bracis-28422	3	38	address	address	VERB
bracis-28422	3	39	sign	sign	NOUN
bracis-28422	3	40	language	language	NOUN
bracis-28422	3	41	tasks	task	NOUN
bracis-28422	3	42	,	,	PUNCT
bracis-28422	3	43	such	such	ADJ
bracis-28422	3	44	as	as	ADP
bracis-28422	3	45	sign	sign	VERB
bracis-28422	3	46	classification	classification	NOUN
bracis-28422	3	47	.	.	PUNCT
bracis-28422	4	1	extensive	extensive	ADJ
bracis-28422	4	2	experiments	experiment	NOUN
bracis-28422	4	3	demonstrate	demonstrate	VERB
bracis-28422	4	4	the	the	DET
bracis-28422	4	5	potential	potential	NOUN
bracis-28422	4	6	of	of	ADP
bracis-28422	4	7	this	this	DET
bracis-28422	4	8	method	method	NOUN
bracis-28422	4	9	,	,	PUNCT
bracis-28422	4	10	achieving	achieve	VERB
bracis-28422	4	11	an	an	DET
bracis-28422	4	12	average	average	ADJ
bracis-28422	4	13	accuracy	accuracy	NOUN
bracis-28422	4	14	of	of	ADP
bracis-28422	4	15	\(81\%\	\(81\%\	ADP
bracis-28422	4	16	)	)	PUNCT
bracis-28422	4	17	on	on	ADP
bracis-28422	4	18	a	a	DET
bracis-28422	4	19	subset	subset	NOUN
bracis-28422	4	20	of	of	ADP
bracis-28422	4	21	70	70	NUM
bracis-28422	4	22	signs	sign	NOUN
bracis-28422	4	23	with	with	ADP
bracis-28422	4	24	only	only	ADV
bracis-28422	4	25	889	889	NUM
bracis-28422	4	26	training	training	NOUN
bracis-28422	4	27	data	datum	NOUN
bracis-28422	4	28	and	and	CCONJ
bracis-28422	4	29	\(69\%\	\(69\%\	NOUN
bracis-28422	4	30	)	)	PUNCT
bracis-28422	4	31	on	on	ADP
bracis-28422	4	32	a	a	DET
bracis-28422	4	33	subset	subset	NOUN
bracis-28422	4	34	of	of	ADP
bracis-28422	4	35	338	338	NUM
bracis-28422	4	36	signs	sign	NOUN
bracis-28422	4	37	with	with	ADP
bracis-28422	4	38	3	3	NUM
bracis-28422	4	39	,	,	PUNCT
bracis-28422	4	40	 	 	SPACE
bracis-28422	4	41	871	871	NUM
bracis-28422	4	42	training	training	NOUN
bracis-28422	4	43	data	datum	NOUN
bracis-28422	4	44	.	.	PUNCT
bracis-28422	5	1	the	the	DET
bracis-28422	5	2	authors	author	NOUN
bracis-28422	5	3	of	of	ADP
bracis-28422	5	4	this	this	DET
bracis-28422	5	5	work	work	NOUN
bracis-28422	5	6	would	would	AUX
bracis-28422	5	7	like	like	VERB
bracis-28422	5	8	to	to	PART
bracis-28422	5	9	thank	thank	VERB
bracis-28422	5	10	the	the	DET
bracis-28422	5	11	center	center	NOUN
bracis-28422	5	12	for	for	ADP
bracis-28422	5	13	artificial	artificial	ADJ
bracis-28422	5	14	intelligence	intelligence	NOUN
bracis-28422	5	15	(	(	PUNCT
bracis-28422	5	16	c4ai	c4ai	NOUN
bracis-28422	5	17	-	-	PUNCT
bracis-28422	5	18	usp	usp	NOUN
bracis-28422	5	19	)	)	PUNCT
bracis-28422	5	20	and	and	CCONJ
bracis-28422	5	21	the	the	DET
bracis-28422	5	22	support	support	NOUN
bracis-28422	5	23	from	from	ADP
bracis-28422	5	24	the	the	DET
bracis-28422	5	25	são	são	PROPN
bracis-28422	5	26	paulo	paulo	PROPN
bracis-28422	5	27	research	research	PROPN
bracis-28422	5	28	foundation	foundation	PROPN
bracis-28422	5	29	(	(	PUNCT
bracis-28422	5	30	fapesp	fapesp	NOUN
bracis-28422	5	31	grant	grant	VERB
bracis-28422	5	32	#	#	SYM
bracis-28422	5	33	2019/07665	2019/07665	NUM
bracis-28422	5	34	-	-	SYM
bracis-28422	5	35	4	4	NUM
bracis-28422	5	36	)	)	PUNCT
bracis-28422	5	37	and	and	CCONJ
bracis-28422	5	38	from	from	ADP
bracis-28422	5	39	the	the	DET
bracis-28422	5	40	ibm	ibm	PROPN
bracis-28422	5	41	corporation	corporation	NOUN
bracis-28422	5	42	.	.	PUNCT
bracis-28422	6	1	this	this	DET
bracis-28422	6	2	study	study	NOUN
bracis-28422	6	3	was	be	AUX
bracis-28422	6	4	financed	finance	VERB
bracis-28422	6	5	in	in	ADP
bracis-28422	6	6	part	part	NOUN
bracis-28422	6	7	by	by	ADP
bracis-28422	6	8	the	the	DET
bracis-28422	6	9	coordenação	coordenação	PROPN
bracis-28422	6	10	de	de	PROPN
bracis-28422	6	11	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-28422	6	12	de	de	X
bracis-28422	6	13	pessoal	pessoal	PROPN
bracis-28422	6	14	de	de	PROPN
bracis-28422	6	15	nível	nível	PROPN
bracis-28422	6	16	superior	superior	PROPN
bracis-28422	6	17	brasil	brasil	PROPN
bracis-28422	6	18	(	(	PUNCT
bracis-28422	6	19	capes	cape	NOUN
bracis-28422	6	20	)	)	PUNCT
bracis-28422	6	21	finance	finance	NOUN
bracis-28422	6	22	code	code	NOUN
bracis-28422	6	23	001	001	NUM
bracis-28422	6	24	.	.	PUNCT
bracis-28422	7	1	access	access	NOUN
bracis-28422	7	2	provided	provide	VERB
bracis-28422	7	3	by	by	ADP
bracis-28422	7	4	university	university	PROPN
bracis-28422	7	5	of	of	ADP
bracis-28422	7	6	notre	notre	PROPN
bracis-28422	7	7	dame	dame	PROPN
bracis-28422	7	8	hesburgh	hesburgh	PROPN
bracis-28422	7	9	library	library	PROPN
bracis-28422	7	10	.	.	PUNCT
bracis-28422	8	1	download	download	PROPN
bracis-28422	8	2	conference	conference	NOUN
bracis-28422	8	3	paper	paper	NOUN
bracis-28422	8	4	pdf	pdf	NOUN
bracis-28422	8	5	similar	similar	ADJ
bracis-28422	8	6	content	content	NOUN
bracis-28422	8	7	being	be	AUX
bracis-28422	8	8	viewed	view	VERB
bracis-28422	8	9	by	by	ADP
bracis-28422	8	10	others	other	NOUN
bracis-28422	8	11	deep	deep	ADJ
bracis-28422	8	12	learning	learning	NOUN
bracis-28422	8	13	-	-	PUNCT
bracis-28422	8	14	based	base	VERB
bracis-28422	8	15	sign	sign	NOUN
bracis-28422	8	16	language	language	NOUN
bracis-28422	8	17	recognition	recognition	NOUN
bracis-28422	8	18	and	and	CCONJ
bracis-28422	8	19	 	 	SPACE
bracis-28422	8	20	translation	translation	NOUN
bracis-28422	8	21	chapter	chapter	NOUN
bracis-28422	8	22	©	©	PROPN
bracis-28422	8	23	2023	2023	NUM
bracis-28422	8	24	application	application	NOUN
bracis-28422	8	25	of	of	ADP
bracis-28422	8	26	deep	deep	ADJ
bracis-28422	8	27	learning	learning	NOUN
bracis-28422	8	28	techniques	technique	NOUN
bracis-28422	8	29	on	on	ADP
bracis-28422	8	30	sign	sign	NOUN
bracis-28422	8	31	language	language	NOUN
bracis-28422	8	32	recognition	recognition	NOUN
bracis-28422	8	33	—	—	PUNCT
bracis-28422	8	34	a	a	DET
bracis-28422	8	35	survey	survey	NOUN
bracis-28422	8	36	chapter	chapter	NOUN
bracis-28422	8	37	©	©	PROPN
bracis-28422	8	38	2021	2021	NUM
bracis-28422	8	39	from	from	ADP
bracis-28422	8	40	rule	rule	NOUN
bracis-28422	8	41	-	-	PUNCT
bracis-28422	8	42	based	base	VERB
bracis-28422	8	43	models	model	NOUN
bracis-28422	8	44	to	to	ADP
bracis-28422	8	45	deep	deep	ADJ
bracis-28422	8	46	learning	learning	NOUN
bracis-28422	8	47	transformers	transformer	NOUN
bracis-28422	8	48	architectures	architecture	NOUN
bracis-28422	8	49	for	for	ADP
bracis-28422	8	50	natural	natural	ADJ
bracis-28422	8	51	language	language	NOUN
bracis-28422	8	52	processing	processing	NOUN
bracis-28422	8	53	and	and	CCONJ
bracis-28422	8	54	sign	sign	VERB
bracis-28422	8	55	language	language	NOUN
bracis-28422	8	56	translation	translation	NOUN
bracis-28422	8	57	systems	system	NOUN
bracis-28422	8	58	:	:	PUNCT
bracis-28422	8	59	survey	survey	NOUN
bracis-28422	8	60	,	,	PUNCT
bracis-28422	8	61	taxonomy	taxonomy	NOUN
bracis-28422	8	62	and	and	CCONJ
bracis-28422	8	63	performance	performance	NOUN
bracis-28422	8	64	evaluation	evaluation	NOUN
bracis-28422	8	65	article	article	NOUN
bracis-28422	8	66	open	open	VERB
bracis-28422	8	67	access	access	NOUN
bracis-28422	8	68	29	29	NUM
bracis-28422	8	69	august	august	PROPN
bracis-28422	8	70	2024	2024	NUM
bracis-28422	8	71	explore	explore	VERB
bracis-28422	8	72	related	relate	VERB
bracis-28422	8	73	subjects	subject	NOUN
bracis-28422	8	74	discover	discover	VERB
bracis-28422	8	75	the	the	DET
bracis-28422	8	76	latest	late	ADJ
bracis-28422	8	77	articles	article	NOUN
bracis-28422	8	78	,	,	PUNCT
bracis-28422	8	79	books	book	NOUN
bracis-28422	8	80	and	and	CCONJ
bracis-28422	8	81	news	news	NOUN
bracis-28422	8	82	in	in	ADP
bracis-28422	8	83	related	related	ADJ
bracis-28422	8	84	subjects	subject	NOUN
bracis-28422	8	85	,	,	PUNCT
bracis-28422	8	86	suggested	suggest	VERB
bracis-28422	8	87	using	use	VERB
bracis-28422	8	88	machine	machine	NOUN
bracis-28422	8	89	learning	learning	NOUN
bracis-28422	8	90	.	.	PUNCT
bracis-28422	9	1	language	language	NOUN
bracis-28422	9	2	processing	processing	NOUN
bracis-28422	9	3	machine	machine	NOUN
bracis-28422	9	4	learning	learn	VERB
bracis-28422	9	5	natural	natural	ADJ
bracis-28422	9	6	language	language	NOUN
bracis-28422	9	7	processing	processing	NOUN
bracis-28422	9	8	(	(	PUNCT
bracis-28422	9	9	nlp	nlp	NOUN
bracis-28422	9	10	)	)	PUNCT
bracis-28422	9	11	sign	sign	NOUN
bracis-28422	9	12	languages	language	NOUN
bracis-28422	9	13	symbolic	symbolic	ADJ
bracis-28422	9	14	ai	ai	VERB
bracis-28422	9	15	artificial	artificial	ADJ
bracis-28422	9	16	intelligence	intelligence	NOUN
bracis-28422	9	17	1	1	NUM
bracis-28422	9	18	introduction	introduction	NOUN
bracis-28422	9	19	the	the	DET
bracis-28422	9	20	world	world	PROPN
bracis-28422	9	21	health	health	NOUN
bracis-28422	9	22	organization	organization	NOUN
bracis-28422	9	23	has	have	AUX
bracis-28422	9	24	projected	project	VERB
bracis-28422	9	25	that	that	SCONJ
bracis-28422	9	26	approximately	approximately	ADV
bracis-28422	9	27	700	700	NUM
bracis-28422	9	28	million	million	NUM
bracis-28422	9	29	individuals	individual	NOUN
bracis-28422	9	30	will	will	AUX
bracis-28422	9	31	experience	experience	VERB
bracis-28422	9	32	moderate	moderate	ADJ
bracis-28422	9	33	-	-	PUNCT
bracis-28422	9	34	to	to	ADP
bracis-28422	9	35	-	-	PUNCT
bracis-28422	9	36	severe	severe	ADJ
bracis-28422	9	37	hearing	hearing	NOUN
bracis-28422	9	38	loss	loss	NOUN
bracis-28422	9	39	by	by	ADP
bracis-28422	9	40	2050	2050	NUM
bracis-28422	9	41	,	,	PUNCT
bracis-28422	9	42	with	with	ADP
bracis-28422	9	43	a	a	DET
bracis-28422	9	44	majority	majority	NOUN
bracis-28422	9	45	being	be	AUX
bracis-28422	9	46	elderly	elderly	ADJ
bracis-28422	9	47	due	due	ADJ
bracis-28422	9	48	to	to	ADP
bracis-28422	9	49	aging	age	VERB
bracis-28422	9	50	population	population	NOUN
bracis-28422	10	1	[	[	X
bracis-28422	10	2	38	38	NUM
bracis-28422	10	3	]	]	PUNCT
bracis-28422	10	4	.	.	PUNCT
bracis-28422	11	1	hearing	hear	VERB
bracis-28422	11	2	loss	loss	NOUN
bracis-28422	11	3	brings	bring	VERB
bracis-28422	11	4	challenges	challenge	NOUN
bracis-28422	11	5	to	to	ADP
bracis-28422	11	6	the	the	DET
bracis-28422	11	7	daily	daily	ADJ
bracis-28422	11	8	lives	life	NOUN
bracis-28422	11	9	of	of	ADP
bracis-28422	11	10	individuals	individual	NOUN
bracis-28422	11	11	.	.	PUNCT
bracis-28422	12	1	the	the	DET
bracis-28422	12	2	challenge	challenge	NOUN
bracis-28422	12	3	is	be	AUX
bracis-28422	12	4	even	even	ADV
bracis-28422	12	5	more	more	ADV
bracis-28422	12	6	difficult	difficult	ADJ
bracis-28422	12	7	for	for	ADP
bracis-28422	12	8	deaf	deaf	ADJ
bracis-28422	12	9	babies	baby	NOUN
bracis-28422	12	10	born	bear	VERB
bracis-28422	12	11	into	into	ADP
bracis-28422	12	12	families	family	NOUN
bracis-28422	12	13	that	that	PRON
bracis-28422	12	14	are	be	AUX
bracis-28422	12	15	not	not	PART
bracis-28422	12	16	familiar	familiar	ADJ
bracis-28422	12	17	with	with	ADP
bracis-28422	12	18	sign	sign	NOUN
bracis-28422	12	19	language	language	NOUN
bracis-28422	12	20	,	,	PUNCT
bracis-28422	12	21	as	as	SCONJ
bracis-28422	12	22	it	it	PRON
bracis-28422	12	23	is	be	AUX
bracis-28422	12	24	essential	essential	ADJ
bracis-28422	12	25	for	for	SCONJ
bracis-28422	12	26	them	they	PRON
bracis-28422	12	27	to	to	PART
bracis-28422	12	28	gain	gain	VERB
bracis-28422	12	29	literacy	literacy	NOUN
bracis-28422	12	30	in	in	ADP
bracis-28422	12	31	sign	sign	NOUN
bracis-28422	12	32	language	language	NOUN
bracis-28422	12	33	to	to	PART
bracis-28422	12	34	facilitate	facilitate	VERB
bracis-28422	12	35	appropriate	appropriate	ADJ
bracis-28422	12	36	cognitive	cognitive	ADJ
bracis-28422	12	37	and	and	CCONJ
bracis-28422	12	38	socioemotional	socioemotional	ADJ
bracis-28422	12	39	development	development	NOUN
bracis-28422	12	40	,	,	PUNCT
bracis-28422	12	41	as	as	ADV
bracis-28422	12	42	well	well	ADV
bracis-28422	12	43	as	as	ADP
bracis-28422	12	44	equitable	equitable	ADJ
bracis-28422	12	45	and	and	CCONJ
bracis-28422	12	46	effective	effective	ADJ
bracis-28422	12	47	communication	communication	NOUN
bracis-28422	12	48	 	 	SPACE
bracis-28422	13	1	[	[	X
bracis-28422	13	2	38	38	NUM
bracis-28422	13	3	]	]	PUNCT
bracis-28422	13	4	.	.	PUNCT
bracis-28422	14	1	besides	besides	SCONJ
bracis-28422	14	2	acquiring	acquire	VERB
bracis-28422	14	3	sign	sign	NOUN
bracis-28422	14	4	language	language	NOUN
bracis-28422	14	5	,	,	PUNCT
bracis-28422	14	6	access	access	NOUN
bracis-28422	14	7	to	to	ADP
bracis-28422	14	8	diverse	diverse	ADJ
bracis-28422	14	9	forms	form	NOUN
bracis-28422	14	10	of	of	ADP
bracis-28422	14	11	knowledge	knowledge	NOUN
bracis-28422	14	12	throughout	throughout	ADP
bracis-28422	14	13	their	their	PRON
bracis-28422	14	14	lives	life	NOUN
bracis-28422	14	15	is	be	AUX
bracis-28422	14	16	essential	essential	ADJ
bracis-28422	14	17	for	for	ADP
bracis-28422	14	18	their	their	PRON
bracis-28422	14	19	intellectual	intellectual	ADJ
bracis-28422	14	20	and	and	CCONJ
bracis-28422	14	21	civic	civic	ADJ
bracis-28422	14	22	development	development	NOUN
bracis-28422	14	23	.	.	PUNCT
bracis-28422	15	1	deaf	deaf	ADJ
bracis-28422	15	2	individuals	individual	NOUN
bracis-28422	15	3	are	be	AUX
bracis-28422	15	4	inevitably	inevitably	ADV
bracis-28422	15	5	placed	place	VERB
bracis-28422	15	6	in	in	ADP
bracis-28422	15	7	social	social	ADJ
bracis-28422	15	8	environments	environment	NOUN
bracis-28422	15	9	where	where	SCONJ
bracis-28422	15	10	oral	oral	ADJ
bracis-28422	15	11	language	language	NOUN
bracis-28422	15	12	predominates	predominate	VERB
bracis-28422	15	13	.	.	PUNCT
bracis-28422	16	1	although	although	SCONJ
bracis-28422	16	2	they	they	PRON
bracis-28422	16	3	can	can	AUX
bracis-28422	16	4	still	still	ADV
bracis-28422	16	5	use	use	VERB
bracis-28422	16	6	a	a	DET
bracis-28422	16	7	gesture	gesture	NOUN
bracis-28422	16	8	-	-	PUNCT
bracis-28422	16	9	visual	visual	ADJ
bracis-28422	16	10	language	language	NOUN
bracis-28422	16	11	to	to	PART
bracis-28422	16	12	communicate	communicate	VERB
bracis-28422	16	13	,	,	PUNCT
bracis-28422	16	14	acquiring	acquire	VERB
bracis-28422	16	15	information	information	NOUN
bracis-28422	16	16	,	,	PUNCT
bracis-28422	16	17	whether	whether	SCONJ
bracis-28422	16	18	routine	routine	ADJ
bracis-28422	16	19	or	or	CCONJ
bracis-28422	16	20	formal	formal	ADJ
bracis-28422	16	21	,	,	PUNCT
bracis-28422	16	22	is	be	AUX
bracis-28422	16	23	primarily	primarily	ADV
bracis-28422	16	24	accomplished	accomplish	VERB
bracis-28422	16	25	through	through	ADP
bracis-28422	16	26	the	the	DET
bracis-28422	16	27	use	use	NOUN
bracis-28422	16	28	of	of	ADP
bracis-28422	16	29	the	the	DET
bracis-28422	16	30	oral	oral	ADJ
bracis-28422	16	31	language	language	NOUN
bracis-28422	16	32	writing	writing	NOUN
bracis-28422	16	33	system	system	NOUN
bracis-28422	16	34	.	.	PUNCT
bracis-28422	17	1	this	this	DET
bracis-28422	17	2	system	system	NOUN
bracis-28422	17	3	is	be	AUX
bracis-28422	17	4	based	base	VERB
bracis-28422	17	5	on	on	ADP
bracis-28422	17	6	the	the	DET
bracis-28422	17	7	transcription	transcription	NOUN
bracis-28422	17	8	of	of	ADP
bracis-28422	17	9	the	the	DET
bracis-28422	17	10	phonological	phonological	ADJ
bracis-28422	17	11	aspects	aspect	NOUN
bracis-28422	17	12	of	of	ADP
bracis-28422	17	13	oral	oral	ADJ
bracis-28422	17	14	language	language	NOUN
bracis-28422	17	15	.	.	PUNCT
bracis-28422	18	1	due	due	ADP
bracis-28422	18	2	to	to	ADP
bracis-28422	18	3	this	this	DET
bracis-28422	18	4	discrepancy	discrepancy	NOUN
bracis-28422	18	5	,	,	PUNCT
bracis-28422	18	6	the	the	DET
bracis-28422	18	7	acquisition	acquisition	NOUN
bracis-28422	18	8	of	of	ADP
bracis-28422	18	9	written	write	VERB
bracis-28422	18	10	proficiency	proficiency	NOUN
bracis-28422	18	11	in	in	ADP
bracis-28422	18	12	the	the	DET
bracis-28422	18	13	local	local	ADJ
bracis-28422	18	14	spoken	spoken	ADJ
bracis-28422	18	15	language	language	NOUN
bracis-28422	18	16	by	by	ADP
bracis-28422	18	17	deaf	deaf	ADJ
bracis-28422	18	18	individuals	individual	NOUN
bracis-28422	18	19	is	be	AUX
bracis-28422	18	20	not	not	PART
bracis-28422	18	21	only	only	ADV
bracis-28422	18	22	complex	complex	ADJ
bracis-28422	18	23	,	,	PUNCT
bracis-28422	18	24	but	but	CCONJ
bracis-28422	18	25	it	it	PRON
bracis-28422	18	26	also	also	ADV
bracis-28422	18	27	does	do	AUX
bracis-28422	18	28	not	not	PART
bracis-28422	18	29	promote	promote	VERB
bracis-28422	18	30	linguistic	linguistic	ADJ
bracis-28422	18	31	reflection	reflection	NOUN
bracis-28422	18	32	in	in	ADP
bracis-28422	18	33	their	their	PRON
bracis-28422	18	34	first	first	ADJ
bracis-28422	18	35	language	language	NOUN
bracis-28422	18	36	.	.	PUNCT
bracis-28422	19	1	furthermore	furthermore	ADV
bracis-28422	19	2	,	,	PUNCT
bracis-28422	19	3	this	this	DET
bracis-28422	19	4	discrepancy	discrepancy	NOUN
bracis-28422	19	5	prevents	prevent	VERB
bracis-28422	19	6	the	the	DET
bracis-28422	19	7	complete	complete	ADJ
bracis-28422	19	8	dissemination	dissemination	NOUN
bracis-28422	19	9	of	of	ADP
bracis-28422	19	10	knowledge	knowledge	NOUN
bracis-28422	19	11	to	to	ADP
bracis-28422	19	12	this	this	DET
bracis-28422	19	13	segment	segment	NOUN
bracis-28422	19	14	of	of	ADP
bracis-28422	19	15	the	the	DET
bracis-28422	19	16	population	population	NOUN
bracis-28422	19	17	.	.	PUNCT
bracis-28422	20	1	the	the	DET
bracis-28422	20	2	availability	availability	NOUN
bracis-28422	20	3	of	of	ADP
bracis-28422	20	4	automatic	automatic	ADJ
bracis-28422	20	5	translation	translation	NOUN
bracis-28422	20	6	tools	tool	NOUN
bracis-28422	20	7	between	between	ADP
bracis-28422	20	8	sign	sign	NOUN
bracis-28422	20	9	languages	language	NOUN
bracis-28422	20	10	and	and	CCONJ
bracis-28422	20	11	oral	oral	ADJ
bracis-28422	20	12	languages	language	NOUN
bracis-28422	20	13	could	could	AUX
bracis-28422	20	14	facilitate	facilitate	VERB
bracis-28422	20	15	the	the	DET
bracis-28422	20	16	social	social	ADJ
bracis-28422	20	17	inclusion	inclusion	NOUN
bracis-28422	20	18	of	of	ADP
bracis-28422	20	19	the	the	DET
bracis-28422	20	20	deaf	deaf	ADJ
bracis-28422	20	21	community	community	NOUN
bracis-28422	20	22	and	and	CCONJ
bracis-28422	20	23	enhance	enhance	VERB
bracis-28422	20	24	their	their	PRON
bracis-28422	20	25	access	access	NOUN
bracis-28422	20	26	to	to	ADP
bracis-28422	20	27	knowledge	knowledge	NOUN
bracis-28422	20	28	.	.	PUNCT
bracis-28422	21	1	however	however	ADV
bracis-28422	21	2	,	,	PUNCT
bracis-28422	21	3	despite	despite	SCONJ
bracis-28422	21	4	recent	recent	ADJ
bracis-28422	21	5	advances	advance	NOUN
bracis-28422	21	6	in	in	ADP
bracis-28422	21	7	natural	natural	ADJ
bracis-28422	21	8	language	language	NOUN
bracis-28422	21	9	processing	processing	NOUN
bracis-28422	21	10	,	,	PUNCT
bracis-28422	21	11	tasks	task	NOUN
bracis-28422	21	12	related	relate	VERB
bracis-28422	21	13	to	to	ADP
bracis-28422	21	14	the	the	DET
bracis-28422	21	15	automatic	automatic	ADJ
bracis-28422	21	16	processing	processing	NOUN
bracis-28422	21	17	of	of	ADP
bracis-28422	21	18	sign	sign	NOUN
bracis-28422	21	19	languages	language	NOUN
bracis-28422	21	20	still	still	ADV
bracis-28422	21	21	remain	remain	VERB
bracis-28422	21	22	a	a	DET
bracis-28422	21	23	challenging	challenging	ADJ
bracis-28422	21	24	problem	problem	NOUN
bracis-28422	21	25	.	.	PUNCT
bracis-28422	22	1	one	one	NUM
bracis-28422	22	2	of	of	ADP
bracis-28422	22	3	the	the	DET
bracis-28422	22	4	major	major	ADJ
bracis-28422	22	5	obstacles	obstacle	NOUN
bracis-28422	22	6	in	in	ADP
bracis-28422	22	7	this	this	DET
bracis-28422	22	8	task	task	NOUN
bracis-28422	22	9	is	be	AUX
bracis-28422	22	10	the	the	DET
bracis-28422	22	11	scarcity	scarcity	NOUN
bracis-28422	22	12	of	of	ADP
bracis-28422	22	13	labeled	label	VERB
bracis-28422	22	14	datasets	dataset	NOUN
bracis-28422	22	15	[	[	X
bracis-28422	22	16	26	26	NUM
bracis-28422	22	17	]	]	PUNCT
bracis-28422	22	18	.	.	PUNCT
bracis-28422	23	1	although	although	SCONJ
bracis-28422	23	2	sign	sign	NOUN
bracis-28422	23	3	language	language	NOUN
bracis-28422	23	4	videos	video	NOUN
bracis-28422	23	5	are	be	AUX
bracis-28422	23	6	currently	currently	ADV
bracis-28422	23	7	available	available	ADJ
bracis-28422	23	8	in	in	ADP
bracis-28422	23	9	significant	significant	ADJ
bracis-28422	23	10	volume	volume	NOUN
bracis-28422	23	11	,	,	PUNCT
bracis-28422	23	12	labeling	label	VERB
bracis-28422	23	13	them	they	PRON
bracis-28422	23	14	is	be	AUX
bracis-28422	23	15	a	a	DET
bracis-28422	23	16	laborious	laborious	ADJ
bracis-28422	23	17	task	task	NOUN
bracis-28422	23	18	and	and	CCONJ
bracis-28422	23	19	requires	require	VERB
bracis-28422	23	20	refined	refined	ADJ
bracis-28422	23	21	linguistic	linguistic	ADJ
bracis-28422	23	22	knowledge	knowledge	NOUN
bracis-28422	23	23	[	[	X
bracis-28422	23	24	25	25	NUM
bracis-28422	23	25	]	]	PUNCT
bracis-28422	23	26	.	.	PUNCT
bracis-28422	24	1	furthermore	furthermore	ADV
bracis-28422	24	2	,	,	PUNCT
bracis-28422	24	3	the	the	DET
bracis-28422	24	4	most	most	ADV
bracis-28422	24	5	modern	modern	ADJ
bracis-28422	24	6	resources	resource	NOUN
bracis-28422	24	7	for	for	ADP
bracis-28422	24	8	automatic	automatic	ADJ
bracis-28422	24	9	resolution	resolution	NOUN
bracis-28422	24	10	of	of	ADP
bracis-28422	24	11	tasks	task	NOUN
bracis-28422	24	12	related	relate	VERB
bracis-28422	24	13	to	to	ADP
bracis-28422	24	14	linguistic	linguistic	ADJ
bracis-28422	24	15	systems	system	NOUN
bracis-28422	24	16	are	be	AUX
bracis-28422	24	17	based	base	VERB
bracis-28422	24	18	on	on	ADP
bracis-28422	24	19	the	the	DET
bracis-28422	24	20	principle	principle	NOUN
bracis-28422	24	21	of	of	ADP
bracis-28422	24	22	a	a	DET
bracis-28422	24	23	word	word	NOUN
bracis-28422	24	24	sequence	sequence	NOUN
bracis-28422	24	25	-	-	PUNCT
bracis-28422	24	26	based	base	VERB
bracis-28422	24	27	language	language	NOUN
bracis-28422	24	28	.	.	PUNCT
bracis-28422	25	1	this	this	DET
bracis-28422	25	2	aspect	aspect	NOUN
bracis-28422	25	3	prevents	prevent	VERB
bracis-28422	25	4	the	the	DET
bracis-28422	25	5	use	use	NOUN
bracis-28422	25	6	of	of	ADP
bracis-28422	25	7	modern	modern	ADJ
bracis-28422	25	8	techniques	technique	NOUN
bracis-28422	25	9	of	of	ADP
bracis-28422	25	10	language	language	NOUN
bracis-28422	25	11	processing	processing	NOUN
bracis-28422	25	12	on	on	ADP
bracis-28422	25	13	sign	sign	NOUN
bracis-28422	25	14	language	language	NOUN
bracis-28422	25	15	due	due	ADJ
bracis-28422	25	16	its	its	PRON
bracis-28422	25	17	organization	organization	NOUN
bracis-28422	25	18	based	base	VERB
bracis-28422	25	19	in	in	ADP
bracis-28422	25	20	gestural	gestural	ADJ
bracis-28422	25	21	elements	element	NOUN
bracis-28422	25	22	superimposed	superimpose	VERB
bracis-28422	25	23	in	in	ADP
bracis-28422	25	24	a	a	DET
bracis-28422	25	25	three	three	NUM
bracis-28422	25	26	-	-	PUNCT
bracis-28422	25	27	dimensional	dimensional	ADJ
bracis-28422	25	28	space	space	NOUN
bracis-28422	25	29	.	.	PUNCT
bracis-28422	26	1	one	one	NUM
bracis-28422	26	2	alternative	alternative	NOUN
bracis-28422	26	3	to	to	PART
bracis-28422	26	4	overcome	overcome	VERB
bracis-28422	26	5	this	this	DET
bracis-28422	26	6	gap	gap	NOUN
bracis-28422	26	7	is	be	AUX
bracis-28422	26	8	to	to	PART
bracis-28422	26	9	use	use	VERB
bracis-28422	26	10	a	a	DET
bracis-28422	26	11	writing	writing	NOUN
bracis-28422	26	12	system	system	NOUN
bracis-28422	26	13	for	for	ADP
bracis-28422	26	14	sign	sign	NOUN
bracis-28422	26	15	languages	language	NOUN
bracis-28422	26	16	,	,	PUNCT
bracis-28422	26	17	such	such	ADJ
bracis-28422	26	18	as	as	ADP
bracis-28422	26	19	the	the	DET
bracis-28422	26	20	well	well	ADV
bracis-28422	26	21	-	-	PUNCT
bracis-28422	26	22	known	know	VERB
bracis-28422	26	23	signwriting	signwriting	NOUN
bracis-28422	26	24	.	.	PUNCT
bracis-28422	27	1	developed	develop	VERB
bracis-28422	27	2	by	by	ADP
bracis-28422	27	3	valerie	valerie	PROPN
bracis-28422	27	4	sutton	sutton	PROPN
bracis-28422	28	1	[	[	X
bracis-28422	28	2	33	33	NUM
bracis-28422	28	3	]	]	PUNCT
bracis-28422	28	4	,	,	PUNCT
bracis-28422	28	5	signwriting	signwriting	NOUN
bracis-28422	28	6	is	be	AUX
bracis-28422	28	7	a	a	DET
bracis-28422	28	8	universal	universal	ADJ
bracis-28422	28	9	notation	notation	NOUN
bracis-28422	28	10	for	for	ADP
bracis-28422	28	11	recording	recording	NOUN
bracis-28422	28	12	sign	sign	NOUN
bracis-28422	28	13	languages	language	NOUN
bracis-28422	28	14	that	that	PRON
bracis-28422	28	15	uses	use	VERB
bracis-28422	28	16	the	the	DET
bracis-28422	28	17	international	international	ADJ
bracis-28422	28	18	signwriting	signwriting	NOUN
bracis-28422	28	19	alphabet	alphabet	NOUN
bracis-28422	28	20	2010	2010	NUM
bracis-28422	28	21	to	to	PART
bracis-28422	28	22	represent	represent	VERB
bracis-28422	28	23	the	the	DET
bracis-28422	28	24	parameters	parameter	NOUN
bracis-28422	28	25	of	of	ADP
bracis-28422	28	26	sign	sign	NOUN
bracis-28422	28	27	languages	language	NOUN
bracis-28422	28	28	.	.	PUNCT
bracis-28422	29	1	as	as	ADP
bracis-28422	29	2	a	a	DET
bracis-28422	29	3	result	result	NOUN
bracis-28422	29	4	,	,	PUNCT
bracis-28422	29	5	it	it	PRON
bracis-28422	29	6	provides	provide	VERB
bracis-28422	29	7	a	a	DET
bracis-28422	29	8	basis	basis	NOUN
bracis-28422	29	9	for	for	ADP
bracis-28422	29	10	writing	write	VERB
bracis-28422	29	11	gesture	gesture	NOUN
bracis-28422	29	12	-	-	PUNCT
bracis-28422	29	13	visual	visual	ADJ
bracis-28422	29	14	signs	sign	NOUN
bracis-28422	29	15	.	.	PUNCT
bracis-28422	30	1	using	use	VERB
bracis-28422	30	2	a	a	DET
bracis-28422	30	3	writing	writing	NOUN
bracis-28422	30	4	system	system	NOUN
bracis-28422	30	5	for	for	ADP
bracis-28422	30	6	sign	sign	NOUN
bracis-28422	30	7	language	language	NOUN
bracis-28422	30	8	opens	open	VERB
bracis-28422	30	9	up	up	ADP
bracis-28422	30	10	an	an	DET
bracis-28422	30	11	avenue	avenue	NOUN
bracis-28422	30	12	for	for	ADP
bracis-28422	30	13	using	use	VERB
bracis-28422	30	14	the	the	DET
bracis-28422	30	15	transformer	transformer	ADJ
bracis-28422	30	16	architecture	architecture	NOUN
bracis-28422	30	17	[	[	X
bracis-28422	30	18	23	23	NUM
bracis-28422	30	19	,	,	PUNCT
bracis-28422	30	20	35	35	NUM
bracis-28422	30	21	]	]	PUNCT
bracis-28422	30	22	a	a	DET
bracis-28422	30	23	neural	neural	ADJ
bracis-28422	30	24	network	network	NOUN
bracis-28422	30	25	architecture	architecture	NOUN
bracis-28422	30	26	widely	widely	ADV
bracis-28422	30	27	used	use	VERB
bracis-28422	30	28	for	for	ADP
bracis-28422	30	29	language	language	NOUN
bracis-28422	30	30	modeling	modeling	NOUN
bracis-28422	30	31	and	and	CCONJ
bracis-28422	30	32	solving	solve	VERB
bracis-28422	30	33	various	various	ADJ
bracis-28422	30	34	natural	natural	ADJ
bracis-28422	30	35	(	(	PUNCT
bracis-28422	30	36	oral	oral	ADJ
bracis-28422	30	37	)	)	PUNCT
bracis-28422	30	38	language	language	NOUN
bracis-28422	30	39	tasks	task	NOUN
bracis-28422	30	40	.	.	PUNCT
bracis-28422	31	1	in	in	ADP
bracis-28422	31	2	this	this	DET
bracis-28422	31	3	paper	paper	NOUN
bracis-28422	31	4	we	we	PRON
bracis-28422	31	5	present	present	VERB
bracis-28422	31	6	a	a	DET
bracis-28422	31	7	framework	framework	NOUN
bracis-28422	31	8	developed	develop	VERB
bracis-28422	31	9	for	for	ADP
bracis-28422	31	10	using	use	VERB
bracis-28422	31	11	lexicons	lexicon	NOUN
bracis-28422	31	12	of	of	ADP
bracis-28422	31	13	sign	sign	NOUN
bracis-28422	31	14	language	language	NOUN
bracis-28422	31	15	,	,	PUNCT
bracis-28422	31	16	described	describe	VERB
bracis-28422	31	17	through	through	ADP
bracis-28422	31	18	signwriting	signwriting	NOUN
bracis-28422	31	19	,	,	PUNCT
bracis-28422	31	20	as	as	ADP
bracis-28422	31	21	input	input	NOUN
bracis-28422	31	22	for	for	ADP
bracis-28422	31	23	deep	deep	ADJ
bracis-28422	31	24	learning	learning	NOUN
bracis-28422	31	25	architectures	architecture	NOUN
bracis-28422	31	26	.	.	PUNCT
bracis-28422	32	1	we	we	PRON
bracis-28422	32	2	trained	train	VERB
bracis-28422	32	3	deep	deep	ADJ
bracis-28422	32	4	learning	learning	NOUN
bracis-28422	32	5	models	model	NOUN
bracis-28422	32	6	using	use	VERB
bracis-28422	32	7	public	public	ADJ
bracis-28422	32	8	datasets	dataset	NOUN
bracis-28422	32	9	that	that	PRON
bracis-28422	32	10	contain	contain	VERB
bracis-28422	32	11	sign	sign	NOUN
bracis-28422	32	12	descriptions	description	NOUN
bracis-28422	32	13	in	in	ADP
bracis-28422	32	14	signwriting	signwriting	NOUN
bracis-28422	32	15	,	,	PUNCT
bracis-28422	32	16	and	and	CCONJ
bracis-28422	32	17	tested	test	VERB
bracis-28422	32	18	the	the	DET
bracis-28422	32	19	resulting	result	VERB
bracis-28422	32	20	model	model	NOUN
bracis-28422	32	21	on	on	ADP
bracis-28422	32	22	the	the	DET
bracis-28422	32	23	classification	classification	NOUN
bracis-28422	32	24	task	task	NOUN
bracis-28422	32	25	of	of	ADP
bracis-28422	32	26	signs	sign	NOUN
bracis-28422	32	27	from	from	ADP
bracis-28422	32	28	three	three	NUM
bracis-28422	32	29	sign	sign	NOUN
bracis-28422	32	30	languages	language	NOUN
bracis-28422	32	31	:	:	PUNCT
bracis-28422	32	32	american	american	ADJ
bracis-28422	32	33	,	,	PUNCT
bracis-28422	32	34	brazilian	brazilian	NOUN
bracis-28422	32	35	,	,	PUNCT
bracis-28422	32	36	and	and	CCONJ
bracis-28422	32	37	german	german	NOUN
bracis-28422	32	38	.	.	PUNCT
bracis-28422	33	1	we	we	PRON
bracis-28422	33	2	contend	contend	VERB
bracis-28422	33	3	that	that	SCONJ
bracis-28422	33	4	our	our	PRON
bracis-28422	33	5	work	work	NOUN
bracis-28422	33	6	makes	make	VERB
bracis-28422	33	7	significant	significant	ADJ
bracis-28422	33	8	contributions	contribution	NOUN
bracis-28422	33	9	to	to	ADP
bracis-28422	33	10	the	the	DET
bracis-28422	33	11	field	field	NOUN
bracis-28422	33	12	of	of	ADP
bracis-28422	33	13	automatic	automatic	ADJ
bracis-28422	33	14	sign	sign	NOUN
bracis-28422	33	15	language	language	NOUN
bracis-28422	33	16	processing	processing	NOUN
bracis-28422	33	17	.	.	PUNCT
bracis-28422	34	1	we	we	PRON
bracis-28422	34	2	propose	propose	VERB
bracis-28422	34	3	a	a	DET
bracis-28422	34	4	new	new	ADJ
bracis-28422	34	5	conceptual	conceptual	ADJ
bracis-28422	34	6	model	model	NOUN
bracis-28422	34	7	for	for	ADP
bracis-28422	34	8	sign	sign	NOUN
bracis-28422	34	9	language	language	NOUN
bracis-28422	34	10	processing	processing	NOUN
bracis-28422	34	11	.	.	PUNCT
bracis-28422	35	1	this	this	DET
bracis-28422	35	2	model	model	NOUN
bracis-28422	35	3	creates	create	VERB
bracis-28422	35	4	a	a	DET
bracis-28422	35	5	latent	latent	NOUN
bracis-28422	35	6	representation	representation	NOUN
bracis-28422	35	7	space	space	NOUN
bracis-28422	35	8	for	for	ADP
bracis-28422	35	9	signs	sign	NOUN
bracis-28422	35	10	,	,	PUNCT
bracis-28422	35	11	and	and	CCONJ
bracis-28422	35	12	supports	support	VERB
bracis-28422	35	13	the	the	DET
bracis-28422	35	14	development	development	NOUN
bracis-28422	35	15	of	of	ADP
bracis-28422	35	16	solutions	solution	NOUN
bracis-28422	35	17	for	for	ADP
bracis-28422	35	18	tasks	task	NOUN
bracis-28422	35	19	such	such	ADJ
bracis-28422	35	20	as	as	ADP
bracis-28422	35	21	translation	translation	NOUN
bracis-28422	35	22	.	.	PUNCT
bracis-28422	36	1	the	the	DET
bracis-28422	36	2	representation	representation	NOUN
bracis-28422	36	3	space	space	NOUN
bracis-28422	36	4	is	be	AUX
bracis-28422	36	5	applied	apply	VERB
bracis-28422	36	6	in	in	ADP
bracis-28422	36	7	classifier	classifier	NOUN
bracis-28422	36	8	implemented	implement	VERB
bracis-28422	36	9	with	with	ADP
bracis-28422	36	10	convolutional	convolutional	ADJ
bracis-28422	36	11	neural	neural	ADJ
bracis-28422	36	12	network	network	NOUN
bracis-28422	36	13	and	and	CCONJ
bracis-28422	36	14	transformer	transformer	NOUN
bracis-28422	36	15	architectures	architecture	NOUN
bracis-28422	36	16	.	.	PUNCT
bracis-28422	37	1	we	we	PRON
bracis-28422	37	2	have	have	AUX
bracis-28422	37	3	made	make	VERB
bracis-28422	37	4	pre	pre	ADJ
bracis-28422	37	5	-	-	ADJ
bracis-28422	37	6	trained	train	VERB
bracis-28422	37	7	model	model	NOUN
bracis-28422	37	8	checkpoints	checkpoint	NOUN
bracis-28422	37	9	publicly	publicly	ADV
bracis-28422	37	10	availablefootnote	availablefootnote	VERB
bracis-28422	37	11	1	1	NUM
bracis-28422	37	12	to	to	ADP
bracis-28422	37	13	the	the	DET
bracis-28422	37	14	research	research	NOUN
bracis-28422	37	15	community	community	NOUN
bracis-28422	37	16	,	,	PUNCT
bracis-28422	37	17	which	which	PRON
bracis-28422	37	18	can	can	AUX
bracis-28422	37	19	accelerate	accelerate	VERB
bracis-28422	37	20	the	the	DET
bracis-28422	37	21	development	development	NOUN
bracis-28422	37	22	of	of	ADP
bracis-28422	37	23	solutions	solution	NOUN
bracis-28422	37	24	for	for	ADP
bracis-28422	37	25	various	various	ADJ
bracis-28422	37	26	sign	sign	NOUN
bracis-28422	37	27	language	language	NOUN
bracis-28422	37	28	processing	processing	NOUN
bracis-28422	37	29	tasks	task	NOUN
bracis-28422	37	30	.	.	PUNCT
bracis-28422	38	1	additionally	additionally	ADV
bracis-28422	38	2	,	,	PUNCT
bracis-28422	38	3	as	as	ADP
bracis-28422	38	4	part	part	NOUN
bracis-28422	38	5	of	of	ADP
bracis-28422	38	6	the	the	DET
bracis-28422	38	7	conceptual	conceptual	ADJ
bracis-28422	38	8	model	model	NOUN
bracis-28422	38	9	development	development	NOUN
bracis-28422	38	10	process	process	NOUN
bracis-28422	38	11	,	,	PUNCT
bracis-28422	38	12	we	we	PRON
bracis-28422	38	13	devised	devise	VERB
bracis-28422	38	14	three	three	NUM
bracis-28422	38	15	mappings	mapping	NOUN
bracis-28422	38	16	for	for	ADP
bracis-28422	38	17	adequate	adequate	ADJ
bracis-28422	38	18	signwriting	signwriting	NOUN
bracis-28422	38	19	descriptions	description	NOUN
bracis-28422	38	20	for	for	ADP
bracis-28422	38	21	using	use	VERB
bracis-28422	38	22	in	in	ADP
bracis-28422	38	23	deep	deep	ADJ
bracis-28422	38	24	learning	learning	NOUN
bracis-28422	38	25	architectures	architecture	NOUN
bracis-28422	38	26	.	.	PUNCT
bracis-28422	39	1	this	this	DET
bracis-28422	39	2	paper	paper	NOUN
bracis-28422	39	3	is	be	AUX
bracis-28422	39	4	organized	organize	VERB
bracis-28422	39	5	as	as	SCONJ
bracis-28422	39	6	follows	follow	VERB
bracis-28422	39	7	:	:	PUNCT
bracis-28422	39	8	sect	sect	NOUN
bracis-28422	39	9	.	.	PUNCT
bracis-28422	39	10	 	 	SPACE
bracis-28422	40	1	2	2	NUM
bracis-28422	40	2	provides	provide	VERB
bracis-28422	40	3	a	a	DET
bracis-28422	40	4	theoretical	theoretical	ADJ
bracis-28422	40	5	background	background	NOUN
bracis-28422	40	6	;	;	PUNCT
bracis-28422	40	7	sect	sect	NOUN
bracis-28422	40	8	.	.	PUNCT
bracis-28422	40	9	 	 	SPACE
bracis-28422	41	1	3	3	NUM
bracis-28422	41	2	presents	present	VERB
bracis-28422	41	3	an	an	DET
bracis-28422	41	4	overview	overview	NOUN
bracis-28422	41	5	of	of	ADP
bracis-28422	41	6	the	the	DET
bracis-28422	41	7	related	related	ADJ
bracis-28422	41	8	work	work	NOUN
bracis-28422	41	9	;	;	PUNCT
bracis-28422	41	10	sect	sect	NOUN
bracis-28422	41	11	.	.	PUNCT
bracis-28422	41	12	 	 	SPACE
bracis-28422	41	13	4	4	NUM
bracis-28422	41	14	discusses	discuss	VERB
bracis-28422	41	15	the	the	DET
bracis-28422	41	16	dataset	dataset	NOUN
bracis-28422	41	17	design	design	NOUN
bracis-28422	41	18	and	and	CCONJ
bracis-28422	41	19	the	the	DET
bracis-28422	41	20	method	method	NOUN
bracis-28422	41	21	proposal	proposal	NOUN
bracis-28422	41	22	;	;	PUNCT
bracis-28422	41	23	sect	sect	NOUN
bracis-28422	41	24	.	.	PUNCT
bracis-28422	41	25	 	 	SPACE
bracis-28422	42	1	5	5	NUM
bracis-28422	42	2	presents	present	VERB
bracis-28422	42	3	the	the	DET
bracis-28422	42	4	experimental	experimental	ADJ
bracis-28422	42	5	results	result	NOUN
bracis-28422	42	6	along	along	ADP
bracis-28422	42	7	with	with	ADP
bracis-28422	42	8	a	a	DET
bracis-28422	42	9	discussions	discussion	NOUN
bracis-28422	42	10	about	about	ADP
bracis-28422	42	11	them	they	PRON
bracis-28422	42	12	;	;	PUNCT
bracis-28422	42	13	sect	sect	NOUN
bracis-28422	42	14	.	.	PUNCT
bracis-28422	42	15	 	 	SPACE
bracis-28422	43	1	6	6	NUM
bracis-28422	43	2	presents	present	VERB
bracis-28422	43	3	the	the	DET
bracis-28422	43	4	final	final	ADJ
bracis-28422	43	5	remarks	remark	NOUN
bracis-28422	43	6	.	.	PUNCT
bracis-28422	44	1	2	2	NUM
bracis-28422	44	2	background	background	NOUN
bracis-28422	44	3	2.1	2.1	NUM
bracis-28422	44	4	sign	sign	NOUN
bracis-28422	44	5	language	language	NOUN
bracis-28422	44	6	natural	natural	ADJ
bracis-28422	44	7	languages	language	NOUN
bracis-28422	44	8	have	have	VERB
bracis-28422	44	9	structure	structure	NOUN
bracis-28422	44	10	based	base	VERB
bracis-28422	44	11	on	on	ADP
bracis-28422	44	12	small	small	ADJ
bracis-28422	44	13	,	,	PUNCT
bracis-28422	44	14	meaningless	meaningless	ADJ
bracis-28422	44	15	building	building	NOUN
bracis-28422	44	16	blocks	block	NOUN
bracis-28422	44	17	(	(	PUNCT
bracis-28422	44	18	smallest	small	ADJ
bracis-28422	44	19	units	unit	NOUN
bracis-28422	44	20	called	call	VERB
bracis-28422	44	21	phonemes	phoneme	NOUN
bracis-28422	44	22	)	)	PUNCT
bracis-28422	44	23	and	and	CCONJ
bracis-28422	44	24	bigger	big	ADJ
bracis-28422	44	25	meaningful	meaningful	ADJ
bracis-28422	44	26	building	building	NOUN
bracis-28422	44	27	blocks	block	NOUN
bracis-28422	44	28	(	(	PUNCT
bracis-28422	44	29	morphemes	morpheme	NOUN
bracis-28422	44	30	and	and	CCONJ
bracis-28422	44	31	lexemes	lexeme	NOUN
bracis-28422	44	32	that	that	PRON
bracis-28422	44	33	make	make	VERB
bracis-28422	44	34	up	up	ADP
bracis-28422	44	35	words	word	NOUN
bracis-28422	44	36	)	)	PUNCT
bracis-28422	44	37	.	.	PUNCT
bracis-28422	45	1	despite	despite	SCONJ
bracis-28422	45	2	an	an	DET
bracis-28422	45	3	unlimited	unlimited	ADJ
bracis-28422	45	4	number	number	NOUN
bracis-28422	45	5	of	of	ADP
bracis-28422	45	6	meanings	meaning	NOUN
bracis-28422	45	7	that	that	PRON
bracis-28422	45	8	a	a	DET
bracis-28422	45	9	natural	natural	ADJ
bracis-28422	45	10	language	language	NOUN
bracis-28422	45	11	can	can	AUX
bracis-28422	45	12	create	create	VERB
bracis-28422	45	13	,	,	PUNCT
bracis-28422	45	14	the	the	DET
bracis-28422	45	15	limitation	limitation	NOUN
bracis-28422	45	16	of	of	ADP
bracis-28422	45	17	the	the	DET
bracis-28422	45	18	number	number	NOUN
bracis-28422	45	19	of	of	ADP
bracis-28422	45	20	minimum	minimum	ADJ
bracis-28422	45	21	units	unit	NOUN
bracis-28422	45	22	makes	make	VERB
bracis-28422	45	23	a	a	DET
bracis-28422	45	24	descriptive	descriptive	ADJ
bracis-28422	45	25	study	study	NOUN
bracis-28422	45	26	of	of	ADP
bracis-28422	45	27	languages	language	NOUN
bracis-28422	45	28	possible	possible	ADJ
bracis-28422	45	29	[	[	X
bracis-28422	45	30	19	19	NUM
bracis-28422	45	31	]	]	PUNCT
bracis-28422	45	32	.	.	PUNCT
bracis-28422	46	1	sign	sign	NOUN
bracis-28422	46	2	languages	language	NOUN
bracis-28422	46	3	are	be	AUX
bracis-28422	46	4	natural	natural	ADJ
bracis-28422	46	5	languages	language	NOUN
bracis-28422	46	6	assumed	assume	VERB
bracis-28422	46	7	to	to	PART
bracis-28422	46	8	be	be	AUX
bracis-28422	46	9	primary	primary	ADJ
bracis-28422	46	10	for	for	ADP
bracis-28422	46	11	deaf	deaf	ADJ
bracis-28422	46	12	individuals	individual	NOUN
bracis-28422	46	13	.	.	PUNCT
bracis-28422	47	1	this	this	DET
bracis-28422	47	2	languages	language	NOUN
bracis-28422	47	3	employ	employ	VERB
bracis-28422	47	4	signs	sign	NOUN
bracis-28422	47	5	composed	compose	VERB
bracis-28422	47	6	of	of	ADP
bracis-28422	47	7	hand	hand	NOUN
bracis-28422	47	8	configurations	configuration	NOUN
bracis-28422	47	9	and	and	CCONJ
bracis-28422	47	10	movements	movement	NOUN
bracis-28422	47	11	combined	combine	VERB
bracis-28422	47	12	with	with	ADP
bracis-28422	47	13	facial	facial	ADJ
bracis-28422	47	14	expressions	expression	NOUN
bracis-28422	47	15	and	and	CCONJ
bracis-28422	47	16	body	body	NOUN
bracis-28422	47	17	postures	posture	VERB
bracis-28422	47	18	to	to	PART
bracis-28422	47	19	communicate	communicate	VERB
bracis-28422	47	20	meaning	meaning	NOUN
bracis-28422	47	21	,	,	PUNCT
bracis-28422	47	22	as	as	SCONJ
bracis-28422	47	23	opposed	oppose	VERB
bracis-28422	47	24	to	to	ADP
bracis-28422	47	25	the	the	DET
bracis-28422	47	26	spoken	spoken	ADJ
bracis-28422	47	27	word	word	NOUN
bracis-28422	47	28	used	use	VERB
bracis-28422	47	29	in	in	ADP
bracis-28422	47	30	oral	oral	ADJ
bracis-28422	47	31	languages	language	NOUN
bracis-28422	47	32	[	[	X
bracis-28422	47	33	31	31	NUM
bracis-28422	47	34	]	]	PUNCT
bracis-28422	47	35	.	.	PUNCT
bracis-28422	48	1	for	for	ADP
bracis-28422	48	2	instance	instance	NOUN
bracis-28422	48	3	,	,	PUNCT
bracis-28422	48	4	the	the	DET
bracis-28422	48	5	signs	sign	NOUN
bracis-28422	48	6	for	for	ADP
bracis-28422	48	7	“	"	PUNCT
bracis-28422	48	8	little	little	ADJ
bracis-28422	48	9	house	house	NOUN
bracis-28422	48	10	”	"	PUNCT
bracis-28422	48	11	,	,	PUNCT
bracis-28422	48	12	“	"	PUNCT
bracis-28422	48	13	house	house	NOUN
bracis-28422	48	14	”	"	PUNCT
bracis-28422	48	15	and	and	CCONJ
bracis-28422	48	16	“	"	PUNCT
bracis-28422	48	17	big	big	ADJ
bracis-28422	48	18	house	house	NOUN
bracis-28422	48	19	”	"	PUNCT
bracis-28422	48	20	in	in	ADP
bracis-28422	48	21	brazilian	brazilian	ADJ
bracis-28422	48	22	sign	sign	NOUN
bracis-28422	48	23	language	language	NOUN
bracis-28422	48	24	are	be	AUX
bracis-28422	48	25	built	build	VERB
bracis-28422	48	26	using	use	VERB
bracis-28422	48	27	a	a	DET
bracis-28422	48	28	specific	specific	ADJ
bracis-28422	48	29	hand	hand	NOUN
bracis-28422	48	30	configuration	configuration	NOUN
bracis-28422	48	31	carried	carry	VERB
bracis-28422	48	32	out	out	ADP
bracis-28422	48	33	in	in	ADP
bracis-28422	48	34	different	different	ADJ
bracis-28422	48	35	locations	location	NOUN
bracis-28422	48	36	and	and	CCONJ
bracis-28422	48	37	applying	apply	VERB
bracis-28422	48	38	different	different	ADJ
bracis-28422	48	39	facial	facial	ADJ
bracis-28422	48	40	expressions	expression	NOUN
bracis-28422	48	41	(	(	PUNCT
bracis-28422	48	42	cf	cf	NOUN
bracis-28422	48	43	.	.	PUNCT
bracis-28422	48	44	fig	fig	NOUN
bracis-28422	48	45	.	.	PUNCT
bracis-28422	48	46	 	 	SPACE
bracis-28422	49	1	1	1	NUM
bracis-28422	49	2	)	)	PUNCT
bracis-28422	49	3	.	.	PUNCT
bracis-28422	50	1	fig	fig	NOUN
bracis-28422	50	2	.	.	PUNCT
bracis-28422	51	1	1	1	X
bracis-28422	51	2	.	.	X
bracis-28422	51	3	examples	example	NOUN
bracis-28422	51	4	of	of	ADP
bracis-28422	51	5	signs	sign	NOUN
bracis-28422	51	6	for	for	ADP
bracis-28422	51	7	“	"	PUNCT
bracis-28422	51	8	little	little	ADJ
bracis-28422	51	9	house	house	NOUN
bracis-28422	51	10	”	"	PUNCT
bracis-28422	51	11	,	,	PUNCT
bracis-28422	51	12	“	"	PUNCT
bracis-28422	51	13	house	house	NOUN
bracis-28422	51	14	”	"	PUNCT
bracis-28422	51	15	and	and	CCONJ
bracis-28422	51	16	“	"	PUNCT
bracis-28422	51	17	big	big	ADJ
bracis-28422	51	18	house	house	NOUN
bracis-28422	51	19	”	"	PUNCT
bracis-28422	51	20	in	in	ADP
bracis-28422	51	21	brazilian	brazilian	ADJ
bracis-28422	51	22	sign	sign	NOUN
bracis-28422	51	23	language	language	NOUN
bracis-28422	51	24	[	[	X
bracis-28422	51	25	1	1	NUM
bracis-28422	51	26	]	]	PUNCT
bracis-28422	51	27	.	.	PUNCT
bracis-28422	52	1	full	full	ADJ
bracis-28422	52	2	size	size	NOUN
bracis-28422	52	3	image	image	NOUN
bracis-28422	52	4	notwithstanding	notwithstanding	ADP
bracis-28422	52	5	common	common	ADJ
bracis-28422	52	6	misconceptions	misconception	NOUN
bracis-28422	52	7	,	,	PUNCT
bracis-28422	52	8	sign	sign	NOUN
bracis-28422	52	9	languages	language	NOUN
bracis-28422	52	10	are	be	AUX
bracis-28422	52	11	not	not	PART
bracis-28422	52	12	word	word	NOUN
bracis-28422	52	13	-	-	PUNCT
bracis-28422	52	14	for	for	ADP
bracis-28422	52	15	-	-	PUNCT
bracis-28422	52	16	word	word	NOUN
bracis-28422	52	17	translations	translation	NOUN
bracis-28422	52	18	of	of	ADP
bracis-28422	52	19	spoken	speak	VERB
bracis-28422	52	20	languages	language	NOUN
bracis-28422	52	21	.	.	PUNCT
bracis-28422	53	1	for	for	ADP
bracis-28422	53	2	instance	instance	NOUN
bracis-28422	53	3	,	,	PUNCT
bracis-28422	53	4	the	the	DET
bracis-28422	53	5	relative	relative	ADJ
bracis-28422	53	6	sentence	sentence	NOUN
bracis-28422	53	7	in	in	ADP
bracis-28422	53	8	the	the	DET
bracis-28422	53	9	oral	oral	ADJ
bracis-28422	53	10	language	language	NOUN
bracis-28422	53	11	portuguese	portuguese	ADJ
bracis-28422	53	12	“	"	PUNCT
bracis-28422	53	13	a	a	DET
bracis-28422	53	14	garota	garota	PROPN
bracis-28422	53	15	que	que	X
bracis-28422	53	16	caiu	caiu	PROPN
bracis-28422	53	17	de	de	X
bracis-28422	53	18	bicicleta	bicicleta	PROPN
bracis-28422	53	19	?	?	PUNCT
bracis-28422	53	20	...	...	PUNCT
bracis-28422	54	1	ela	ela	PROPN
bracis-28422	54	2	está	está	NOUN
bracis-28422	54	3	no	no	DET
bracis-28422	54	4	hospital!!”footnote	hospital!!”footnote	NOUN
bracis-28422	54	5	2	2	NUM
bracis-28422	54	6	is	be	AUX
bracis-28422	54	7	uttered	utter	VERB
bracis-28422	54	8	in	in	ADP
bracis-28422	54	9	brazilian	brazilian	ADJ
bracis-28422	54	10	sign	sign	NOUN
bracis-28422	54	11	language	language	NOUN
bracis-28422	54	12	by	by	ADP
bracis-28422	54	13	using	use	VERB
bracis-28422	54	14	appropriate	appropriate	ADJ
bracis-28422	54	15	signs	sign	NOUN
bracis-28422	54	16	in	in	ADP
bracis-28422	54	17	the	the	DET
bracis-28422	54	18	following	follow	VERB
bracis-28422	54	19	sequence	sequence	NOUN
bracis-28422	54	20	:	:	PUNCT
bracis-28422	54	21	<	<	X
bracis-28422	54	22	menina	menina	PROPN
bracis-28422	54	23	caiu	caiu	PROPN
bracis-28422	54	24	bicicleta	bicicleta	PROPN
bracis-28422	54	25	>	>	X
bracis-28422	54	26	...	...	PUNCT
bracis-28422	55	1	<	<	AUX
bracis-28422	55	2	ela	ela	PROPN
bracis-28422	55	3	lá	lá	PROPN
bracis-28422	55	4	hospital	hospital	PROPN
bracis-28422	55	5	>	>	PUNCT
bracis-28422	55	6	footnote	footnote	NOUN
bracis-28422	55	7	3	3	NUM
bracis-28422	55	8	.	.	PUNCT
bracis-28422	55	9	while	while	SCONJ
bracis-28422	55	10	there	there	PRON
bracis-28422	55	11	is	be	VERB
bracis-28422	55	12	a	a	DET
bracis-28422	55	13	consensus	consensus	NOUN
bracis-28422	55	14	among	among	ADP
bracis-28422	55	15	scholars	scholar	NOUN
bracis-28422	55	16	regarding	regard	VERB
bracis-28422	55	17	the	the	DET
bracis-28422	55	18	notion	notion	NOUN
bracis-28422	55	19	of	of	ADP
bracis-28422	55	20	a	a	DET
bracis-28422	55	21	finite	finite	ADJ
bracis-28422	55	22	number	number	NOUN
bracis-28422	55	23	of	of	ADP
bracis-28422	55	24	minimal	minimal	ADJ
bracis-28422	55	25	units	unit	NOUN
bracis-28422	55	26	generating	generate	VERB
bracis-28422	55	27	an	an	DET
bracis-28422	55	28	infinite	infinite	ADJ
bracis-28422	55	29	number	number	NOUN
bracis-28422	55	30	of	of	ADP
bracis-28422	55	31	meanings	meaning	NOUN
bracis-28422	55	32	,	,	PUNCT
bracis-28422	55	33	there	there	PRON
bracis-28422	55	34	is	be	VERB
bracis-28422	55	35	no	no	DET
bracis-28422	55	36	academic	academic	ADJ
bracis-28422	55	37	agreement	agreement	NOUN
bracis-28422	55	38	on	on	ADP
bracis-28422	55	39	the	the	DET
bracis-28422	55	40	standardized	standardized	ADJ
bracis-28422	55	41	approach	approach	NOUN
bracis-28422	55	42	to	to	PART
bracis-28422	55	43	describe	describe	VERB
bracis-28422	55	44	and	and	CCONJ
bracis-28422	55	45	organize	organize	VERB
bracis-28422	55	46	signs	sign	NOUN
bracis-28422	55	47	.	.	PUNCT
bracis-28422	56	1	this	this	DET
bracis-28422	56	2	issue	issue	NOUN
bracis-28422	56	3	arises	arise	VERB
bracis-28422	56	4	from	from	ADP
bracis-28422	56	5	the	the	DET
bracis-28422	56	6	various	various	ADJ
bracis-28422	56	7	signwriting	signwriting	NOUN
bracis-28422	56	8	-	-	PUNCT
bracis-28422	56	9	based	base	VERB
bracis-28422	56	10	annotation	annotation	NOUN
bracis-28422	56	11	practices	practice	NOUN
bracis-28422	56	12	applied	apply	VERB
bracis-28422	56	13	worldwide	worldwide	ADV
bracis-28422	57	1	[	[	X
bracis-28422	57	2	5	5	NUM
bracis-28422	57	3	]	]	PUNCT
bracis-28422	57	4	.	.	PUNCT
bracis-28422	58	1	2.2	2.2	NUM
bracis-28422	58	2	writing	write	VERB
bracis-28422	58	3	systems	system	NOUN
bracis-28422	58	4	for	for	ADP
bracis-28422	58	5	 	 	SPACE
bracis-28422	58	6	sign	sign	VERB
bracis-28422	58	7	language	language	NOUN
bracis-28422	58	8	and	and	CCONJ
bracis-28422	58	9	 	 	SPACE
bracis-28422	58	10	the	the	DET
bracis-28422	58	11	 	 	SPACE
bracis-28422	58	12	signwriting	signwriting	NOUN
bracis-28422	58	13	the	the	DET
bracis-28422	58	14	written	write	VERB
bracis-28422	58	15	recording	recording	NOUN
bracis-28422	58	16	of	of	ADP
bracis-28422	58	17	languages	language	NOUN
bracis-28422	58	18	in	in	ADP
bracis-28422	58	19	a	a	DET
bracis-28422	58	20	permanent	permanent	ADJ
bracis-28422	58	21	and	and	CCONJ
bracis-28422	58	22	standardized	standardized	ADJ
bracis-28422	58	23	form	form	NOUN
bracis-28422	58	24	is	be	AUX
bracis-28422	58	25	essential	essential	ADJ
bracis-28422	58	26	for	for	ADP
bracis-28422	58	27	reflecting	reflect	VERB
bracis-28422	58	28	on	on	ADP
bracis-28422	58	29	communication	communication	NOUN
bracis-28422	58	30	content	content	NOUN
bracis-28422	58	31	,	,	PUNCT
bracis-28422	58	32	recording	recording	NOUN
bracis-28422	58	33	memories	memory	NOUN
bracis-28422	58	34	,	,	PUNCT
bracis-28422	58	35	and	and	CCONJ
bracis-28422	58	36	thinking	think	VERB
bracis-28422	58	37	language	language	NOUN
bracis-28422	58	38	itself	itself	PRON
bracis-28422	58	39	,	,	PUNCT
bracis-28422	58	40	enabling	enable	VERB
bracis-28422	58	41	the	the	DET
bracis-28422	58	42	advancement	advancement	NOUN
bracis-28422	58	43	and	and	CCONJ
bracis-28422	58	44	improvement	improvement	NOUN
bracis-28422	58	45	of	of	ADP
bracis-28422	58	46	thought	thought	NOUN
bracis-28422	58	47	and	and	CCONJ
bracis-28422	58	48	cognitive	cognitive	ADJ
bracis-28422	58	49	processes	process	NOUN
bracis-28422	58	50	.	.	PUNCT
bracis-28422	59	1	the	the	DET
bracis-28422	59	2	absence	absence	NOUN
bracis-28422	59	3	of	of	ADP
bracis-28422	59	4	records	record	NOUN
bracis-28422	59	5	makes	make	VERB
bracis-28422	59	6	it	it	PRON
bracis-28422	59	7	challenging	challenging	ADJ
bracis-28422	59	8	to	to	PART
bracis-28422	59	9	organize	organize	VERB
bracis-28422	59	10	social	social	ADJ
bracis-28422	59	11	and	and	CCONJ
bracis-28422	59	12	cultural	cultural	ADJ
bracis-28422	59	13	activities	activity	NOUN
bracis-28422	59	14	within	within	ADP
bracis-28422	59	15	a	a	DET
bracis-28422	59	16	society	society	NOUN
bracis-28422	59	17	,	,	PUNCT
bracis-28422	59	18	leading	lead	VERB
bracis-28422	59	19	to	to	ADP
bracis-28422	59	20	distortions	distortion	NOUN
bracis-28422	59	21	and	and	CCONJ
bracis-28422	59	22	incomplete	incomplete	ADJ
bracis-28422	59	23	information	information	NOUN
bracis-28422	59	24	about	about	ADP
bracis-28422	59	25	memories	memory	NOUN
bracis-28422	59	26	and	and	CCONJ
bracis-28422	59	27	traditions	tradition	NOUN
bracis-28422	59	28	 	 	SPACE
bracis-28422	60	1	[	[	X
bracis-28422	60	2	8	8	NUM
bracis-28422	60	3	]	]	PUNCT
bracis-28422	60	4	.	.	PUNCT
bracis-28422	61	1	thereby	thereby	ADV
bracis-28422	61	2	,	,	PUNCT
bracis-28422	61	3	sign	sign	VERB
bracis-28422	61	4	writing	writing	NOUN
bracis-28422	61	5	systems	system	NOUN
bracis-28422	61	6	were	be	AUX
bracis-28422	61	7	proposed	propose	VERB
bracis-28422	61	8	over	over	ADP
bracis-28422	61	9	the	the	DET
bracis-28422	61	10	years	year	NOUN
bracis-28422	61	11	.	.	PUNCT
bracis-28422	62	1	the	the	DET
bracis-28422	62	2	oldest	old	ADJ
bracis-28422	62	3	writing	writing	NOUN
bracis-28422	62	4	system	system	NOUN
bracis-28422	62	5	was	be	AUX
bracis-28422	62	6	developed	develop	VERB
bracis-28422	62	7	by	by	ADP
bracis-28422	62	8	auguste	auguste	PROPN
bracis-28422	62	9	bébian	bébian	PROPN
bracis-28422	62	10	in	in	ADP
bracis-28422	62	11	1825	1825	NUM
bracis-28422	62	12	.	.	PUNCT
bracis-28422	63	1	such	such	DET
bracis-28422	63	2	a	a	DET
bracis-28422	63	3	system	system	NOUN
bracis-28422	63	4	,	,	PUNCT
bracis-28422	63	5	known	know	VERB
bracis-28422	63	6	as	as	ADP
bracis-28422	63	7	“	"	PUNCT
bracis-28422	63	8	mimographie	mimographie	NOUN
bracis-28422	63	9	”	"	PUNCT
bracis-28422	63	10	,	,	PUNCT
bracis-28422	63	11	has	have	VERB
bracis-28422	63	12	190	190	NUM
bracis-28422	63	13	symbols	symbol	NOUN
bracis-28422	63	14	that	that	PRON
bracis-28422	63	15	describe	describe	VERB
bracis-28422	63	16	five	five	NUM
bracis-28422	63	17	constituent	constituent	ADJ
bracis-28422	63	18	parameters	parameter	NOUN
bracis-28422	63	19	of	of	ADP
bracis-28422	63	20	a	a	DET
bracis-28422	63	21	sign	sign	NOUN
bracis-28422	63	22	[	[	X
bracis-28422	63	23	4	4	NUM
bracis-28422	63	24	]	]	PUNCT
bracis-28422	63	25	.	.	PUNCT
bracis-28422	64	1	in	in	ADP
bracis-28422	64	2	1965	1965	NUM
bracis-28422	64	3	,	,	PUNCT
bracis-28422	64	4	stokoe	stokoe	NOUN
bracis-28422	64	5	published	publish	VERB
bracis-28422	64	6	a	a	DET
bracis-28422	64	7	more	more	ADV
bracis-28422	64	8	concise	concise	ADJ
bracis-28422	64	9	writing	writing	NOUN
bracis-28422	64	10	system	system	NOUN
bracis-28422	64	11	specific	specific	ADJ
bracis-28422	64	12	to	to	ADP
bracis-28422	64	13	the	the	DET
bracis-28422	64	14	american	american	ADJ
bracis-28422	64	15	sing	sing	NOUN
bracis-28422	64	16	language	language	NOUN
bracis-28422	64	17	consisting	consist	VERB
bracis-28422	64	18	of	of	ADP
bracis-28422	64	19	50	50	NUM
bracis-28422	64	20	symbols	symbol	NOUN
bracis-28422	64	21	 	 	SPACE
bracis-28422	65	1	[	[	X
bracis-28422	65	2	31	31	NUM
bracis-28422	65	3	]	]	PUNCT
bracis-28422	65	4	.	.	PUNCT
bracis-28422	66	1	based	base	VERB
bracis-28422	66	2	on	on	ADP
bracis-28422	66	3	stokoe	stokoe	PROPN
bracis-28422	66	4	’s	’s	PART
bracis-28422	66	5	notation	notation	NOUN
bracis-28422	66	6	,	,	PUNCT
bracis-28422	66	7	françois	françois	PROPN
bracis-28422	66	8	xavier	xavier	PROPN
bracis-28422	66	9	neve	neve	PROPN
bracis-28422	66	10	proposed	propose	VERB
bracis-28422	66	11	,	,	PUNCT
bracis-28422	66	12	in	in	ADP
bracis-28422	66	13	1996	1996	NUM
bracis-28422	66	14	,	,	PUNCT
bracis-28422	66	15	a	a	DET
bracis-28422	66	16	system	system	NOUN
bracis-28422	66	17	that	that	PRON
bracis-28422	66	18	uses	use	VERB
bracis-28422	66	19	characters	character	NOUN
bracis-28422	66	20	from	from	ADP
bracis-28422	66	21	western	western	ADJ
bracis-28422	66	22	writing	writing	NOUN
bracis-28422	66	23	as	as	ADP
bracis-28422	66	24	a	a	DET
bracis-28422	66	25	way	way	NOUN
bracis-28422	66	26	of	of	ADP
bracis-28422	66	27	representing	represent	VERB
bracis-28422	66	28	the	the	DET
bracis-28422	66	29	minimum	minimum	ADJ
bracis-28422	66	30	units	unit	NOUN
bracis-28422	66	31	of	of	ADP
bracis-28422	66	32	sign	sign	NOUN
bracis-28422	66	33	languages	language	NOUN
bracis-28422	66	34	 	 	SPACE
bracis-28422	66	35	[	[	X
bracis-28422	66	36	24	24	NUM
bracis-28422	66	37	]	]	PUNCT
bracis-28422	66	38	.	.	PUNCT
bracis-28422	67	1	the	the	DET
bracis-28422	67	2	hamburg	hamburg	PROPN
bracis-28422	67	3	sign	sign	PROPN
bracis-28422	67	4	language	language	NOUN
bracis-28422	67	5	notation	notation	NOUN
bracis-28422	67	6	system	system	NOUN
bracis-28422	67	7	(	(	PUNCT
bracis-28422	67	8	hamnosys	hamnosys	NOUN
bracis-28422	67	9	)	)	PUNCT
bracis-28422	67	10	,	,	PUNCT
bracis-28422	67	11	created	create	VERB
bracis-28422	67	12	in	in	ADP
bracis-28422	67	13	2004	2004	NUM
bracis-28422	67	14	,	,	PUNCT
bracis-28422	67	15	is	be	AUX
bracis-28422	67	16	also	also	ADV
bracis-28422	67	17	based	base	VERB
bracis-28422	67	18	on	on	ADP
bracis-28422	67	19	stokoe	stokoe	PROPN
bracis-28422	67	20	’s	’s	PART
bracis-28422	67	21	system	system	NOUN
bracis-28422	67	22	,	,	PUNCT
bracis-28422	67	23	but	but	CCONJ
bracis-28422	67	24	with	with	ADP
bracis-28422	67	25	more	more	ADJ
bracis-28422	67	26	iconic	iconic	ADJ
bracis-28422	67	27	symbols	symbol	NOUN
bracis-28422	67	28	to	to	PART
bracis-28422	67	29	facilitate	facilitate	VERB
bracis-28422	67	30	its	its	PRON
bracis-28422	67	31	use	use	NOUN
bracis-28422	67	32	with	with	ADP
bracis-28422	67	33	computational	computational	ADJ
bracis-28422	67	34	techniques	technique	NOUN
bracis-28422	67	35	 	 	SPACE
bracis-28422	68	1	[	[	X
bracis-28422	68	2	16	16	NUM
bracis-28422	68	3	]	]	PUNCT
bracis-28422	68	4	.	.	PUNCT
bracis-28422	69	1	finally	finally	ADV
bracis-28422	69	2	,	,	PUNCT
bracis-28422	69	3	writing	write	VERB
bracis-28422	69	4	in	in	ADP
bracis-28422	69	5	sign	sign	NOUN
bracis-28422	69	6	language	language	NOUN
bracis-28422	69	7	(	(	PUNCT
bracis-28422	69	8	elis	elis	PROPN
bracis-28422	69	9	)	)	PUNCT
bracis-28422	69	10	was	be	AUX
bracis-28422	69	11	created	create	VERB
bracis-28422	69	12	by	by	ADP
bracis-28422	69	13	the	the	DET
bracis-28422	69	14	mariângela	mariângela	PROPN
bracis-28422	69	15	estelita	estelita	PROPN
bracis-28422	69	16	barros	barros	PROPN
bracis-28422	69	17	in	in	ADP
bracis-28422	69	18	2008	2008	NUM
bracis-28422	69	19	,	,	PUNCT
bracis-28422	69	20	bringing	bring	VERB
bracis-28422	69	21	the	the	DET
bracis-28422	69	22	concept	concept	NOUN
bracis-28422	69	23	of	of	ADP
bracis-28422	69	24	finger	finger	NOUN
bracis-28422	69	25	configurations	configuration	NOUN
bracis-28422	69	26	 	 	SPACE
bracis-28422	70	1	[	[	X
bracis-28422	70	2	3	3	NUM
bracis-28422	70	3	]	]	PUNCT
bracis-28422	70	4	.	.	PUNCT
bracis-28422	71	1	the	the	DET
bracis-28422	71	2	writing	writing	NOUN
bracis-28422	71	3	system	system	NOUN
bracis-28422	71	4	of	of	ADP
bracis-28422	71	5	interest	interest	NOUN
bracis-28422	71	6	in	in	ADP
bracis-28422	71	7	this	this	DET
bracis-28422	71	8	paper	paper	NOUN
bracis-28422	71	9	is	be	AUX
bracis-28422	71	10	signwriting	signwrite	VERB
bracis-28422	71	11	,	,	PUNCT
bracis-28422	71	12	developed	develop	VERB
bracis-28422	71	13	by	by	ADP
bracis-28422	71	14	valerie	valerie	PROPN
bracis-28422	71	15	sutton	sutton	PROPN
bracis-28422	71	16	 	 	SPACE
bracis-28422	72	1	[	[	X
bracis-28422	72	2	33	33	NUM
bracis-28422	72	3	]	]	PUNCT
bracis-28422	72	4	,	,	PUNCT
bracis-28422	72	5	mainly	mainly	ADV
bracis-28422	72	6	because	because	SCONJ
bracis-28422	72	7	it	it	PRON
bracis-28422	72	8	has	have	VERB
bracis-28422	72	9	the	the	DET
bracis-28422	72	10	widest	wide	ADJ
bracis-28422	72	11	availability	availability	NOUN
bracis-28422	72	12	of	of	ADP
bracis-28422	72	13	collaborative	collaborative	ADJ
bracis-28422	72	14	databases	database	NOUN
bracis-28422	72	15	,	,	PUNCT
bracis-28422	72	16	with	with	ADP
bracis-28422	72	17	adherence	adherence	NOUN
bracis-28422	72	18	to	to	ADP
bracis-28422	72	19	deaf	deaf	ADJ
bracis-28422	72	20	communities	community	NOUN
bracis-28422	72	21	around	around	ADP
bracis-28422	72	22	the	the	DET
bracis-28422	72	23	world	world	NOUN
bracis-28422	72	24	,	,	PUNCT
bracis-28422	72	25	among	among	ADP
bracis-28422	72	26	all	all	DET
bracis-28422	72	27	notations	notation	NOUN
bracis-28422	72	28	 	 	SPACE
bracis-28422	73	1	[	[	X
bracis-28422	73	2	30	30	NUM
bracis-28422	73	3	]	]	PUNCT
bracis-28422	73	4	.	.	PUNCT
bracis-28422	74	1	this	this	PRON
bracis-28422	74	2	is	be	AUX
bracis-28422	74	3	a	a	DET
bracis-28422	74	4	universal	universal	ADJ
bracis-28422	74	5	notation	notation	NOUN
bracis-28422	74	6	for	for	ADP
bracis-28422	74	7	sign	sign	NOUN
bracis-28422	74	8	languages	language	NOUN
bracis-28422	74	9	that	that	PRON
bracis-28422	74	10	represents	represent	VERB
bracis-28422	74	11	the	the	DET
bracis-28422	74	12	parameters	parameter	NOUN
bracis-28422	74	13	of	of	ADP
bracis-28422	74	14	sign	sign	NOUN
bracis-28422	74	15	languages	language	NOUN
bracis-28422	74	16	through	through	ADP
bracis-28422	74	17	a	a	DET
bracis-28422	74	18	set	set	NOUN
bracis-28422	74	19	of	of	ADP
bracis-28422	74	20	visual	visual	ADJ
bracis-28422	74	21	symbols	symbol	NOUN
bracis-28422	74	22	hierarchically	hierarchically	ADV
bracis-28422	74	23	classified	classified	ADJ
bracis-28422	74	24	.	.	PUNCT
bracis-28422	75	1	it	it	PRON
bracis-28422	75	2	comprises	comprise	VERB
bracis-28422	75	3	seven	seven	NUM
bracis-28422	75	4	categories	category	NOUN
bracis-28422	75	5	,	,	PUNCT
bracis-28422	75	6	with	with	ADP
bracis-28422	75	7	30	30	NUM
bracis-28422	75	8	groups	group	NOUN
bracis-28422	75	9	of	of	ADP
bracis-28422	75	10	symbols	symbol	NOUN
bracis-28422	75	11	,	,	PUNCT
bracis-28422	75	12	and	and	CCONJ
bracis-28422	75	13	652	652	NUM
bracis-28422	75	14	icons	icon	NOUN
bracis-28422	75	15	called	call	VERB
bracis-28422	75	16	“	"	PUNCT
bracis-28422	75	17	visographemes	visographeme	NOUN
bracis-28422	75	18	”	"	PUNCT
bracis-28422	75	19	.	.	PUNCT
bracis-28422	76	1	each	each	DET
bracis-28422	76	2	icon	icon	NOUN
bracis-28422	76	3	has	have	VERB
bracis-28422	76	4	varying	vary	VERB
bracis-28422	76	5	degrees	degree	NOUN
bracis-28422	76	6	of	of	ADP
bracis-28422	76	7	freedom	freedom	NOUN
bracis-28422	76	8	to	to	PART
bracis-28422	76	9	describe	describe	VERB
bracis-28422	76	10	a	a	DET
bracis-28422	76	11	sign	sign	NOUN
bracis-28422	76	12	.	.	PUNCT
bracis-28422	77	1	they	they	PRON
bracis-28422	77	2	can	can	AUX
bracis-28422	77	3	be	be	AUX
bracis-28422	77	4	rotated	rotate	VERB
bracis-28422	77	5	on	on	ADP
bracis-28422	77	6	their	their	PRON
bracis-28422	77	7	central	central	ADJ
bracis-28422	77	8	axis	axis	NOUN
bracis-28422	77	9	,	,	PUNCT
bracis-28422	77	10	mirrored	mirror	VERB
bracis-28422	77	11	,	,	PUNCT
bracis-28422	77	12	and	and	CCONJ
bracis-28422	77	13	contextualized	contextualize	VERB
bracis-28422	77	14	with	with	ADP
bracis-28422	77	15	other	other	ADJ
bracis-28422	77	16	parts	part	NOUN
bracis-28422	77	17	of	of	ADP
bracis-28422	77	18	the	the	DET
bracis-28422	77	19	sign	sign	NOUN
bracis-28422	77	20	,	,	PUNCT
bracis-28422	77	21	generating	generate	VERB
bracis-28422	77	22	35.023	35.023	NUM
bracis-28422	77	23	unique	unique	ADJ
bracis-28422	77	24	symbols	symbol	NOUN
bracis-28422	77	25	.	.	PUNCT
bracis-28422	78	1	the	the	DET
bracis-28422	78	2	categories	category	NOUN
bracis-28422	78	3	of	of	ADP
bracis-28422	78	4	symbols	symbol	NOUN
bracis-28422	78	5	used	use	VERB
bracis-28422	78	6	in	in	ADP
bracis-28422	78	7	signwriting	signwriting	NOUN
bracis-28422	78	8	are	be	AUX
bracis-28422	78	9	:	:	PUNCT
bracis-28422	78	10	1	1	X
bracis-28422	78	11	.	.	NUM
bracis-28422	78	12	hand	hand	NOUN
bracis-28422	78	13	shape	shape	NOUN
bracis-28422	78	14	:	:	PUNCT
bracis-28422	78	15	symbols	symbol	NOUN
bracis-28422	78	16	to	to	PART
bracis-28422	78	17	represent	represent	VERB
bracis-28422	78	18	possibilities	possibility	NOUN
bracis-28422	78	19	of	of	ADP
bracis-28422	78	20	finger	finger	NOUN
bracis-28422	78	21	articulation	articulation	NOUN
bracis-28422	78	22	;	;	PUNCT
bracis-28422	78	23	2	2	X
bracis-28422	78	24	.	.	X
bracis-28422	78	25	movements	movement	NOUN
bracis-28422	78	26	:	:	PUNCT
bracis-28422	79	1	symbols	symbol	NOUN
bracis-28422	79	2	used	use	VERB
bracis-28422	79	3	to	to	PART
bracis-28422	79	4	represent	represent	VERB
bracis-28422	79	5	contact	contact	NOUN
bracis-28422	79	6	and	and	CCONJ
bracis-28422	79	7	small	small	ADJ
bracis-28422	79	8	finger	finger	NOUN
bracis-28422	79	9	movements	movement	NOUN
bracis-28422	79	10	;	;	PUNCT
bracis-28422	79	11	3	3	X
bracis-28422	79	12	.	.	X
bracis-28422	79	13	dynamics	dynamic	NOUN
bracis-28422	79	14	/	/	SYM
bracis-28422	79	15	timing	timing	NOUN
bracis-28422	79	16	:	:	PUNCT
bracis-28422	79	17	symbols	symbol	NOUN
bracis-28422	79	18	use	use	VERB
bracis-28422	79	19	to	to	PART
bracis-28422	79	20	describe	describe	VERB
bracis-28422	79	21	intensity	intensity	NOUN
bracis-28422	79	22	or	or	CCONJ
bracis-28422	79	23	movement	movement	NOUN
bracis-28422	79	24	cadence	cadence	NOUN
bracis-28422	79	25	;	;	PUNCT
bracis-28422	79	26	4	4	X
bracis-28422	79	27	.	.	X
bracis-28422	79	28	head	head	PROPN
bracis-28422	79	29	&	&	CCONJ
bracis-28422	79	30	face	face	PROPN
bracis-28422	79	31	:	:	PUNCT
bracis-28422	79	32	symbols	symbol	NOUN
bracis-28422	79	33	used	use	VERB
bracis-28422	79	34	to	to	PART
bracis-28422	79	35	represent	represent	VERB
bracis-28422	79	36	head	head	NOUN
bracis-28422	79	37	position	position	NOUN
bracis-28422	79	38	,	,	PUNCT
bracis-28422	79	39	head	head	NOUN
bracis-28422	79	40	/	/	SYM
bracis-28422	79	41	neck	neck	NOUN
bracis-28422	79	42	/	/	SYM
bracis-28422	79	43	facial	facial	ADJ
bracis-28422	79	44	parts	part	NOUN
bracis-28422	79	45	movements	movement	NOUN
bracis-28422	79	46	,	,	PUNCT
bracis-28422	79	47	and	and	CCONJ
bracis-28422	79	48	facial	facial	ADJ
bracis-28422	79	49	expressions	expression	NOUN
bracis-28422	79	50	;	;	PUNCT
bracis-28422	79	51	5	5	X
bracis-28422	79	52	.	.	X
bracis-28422	79	53	body	body	NOUN
bracis-28422	79	54	:	:	PUNCT
bracis-28422	79	55	symbols	symbol	NOUN
bracis-28422	79	56	used	use	VERB
bracis-28422	79	57	to	to	PART
bracis-28422	79	58	represent	represent	VERB
bracis-28422	79	59	torso	torso	PROPN
bracis-28422	79	60	/	/	SYM
bracis-28422	79	61	shoulders	shoulder	NOUN
bracis-28422	79	62	/	/	SYM
bracis-28422	79	63	limbs	limb	NOUN
bracis-28422	79	64	/	/	SYM
bracis-28422	79	65	hips	hip	NOUN
bracis-28422	79	66	movements	movement	NOUN
bracis-28422	79	67	;	;	PUNCT
bracis-28422	79	68	6	6	NUM
bracis-28422	79	69	.	.	X
bracis-28422	79	70	location	location	NOUN
bracis-28422	79	71	:	:	PUNCT
bracis-28422	79	72	contains	contain	VERB
bracis-28422	79	73	8	8	NUM
bracis-28422	79	74	symbols	symbol	NOUN
bracis-28422	79	75	to	to	PART
bracis-28422	79	76	represent	represent	VERB
bracis-28422	79	77	where	where	SCONJ
bracis-28422	79	78	,	,	PUNCT
bracis-28422	79	79	in	in	ADP
bracis-28422	79	80	the	the	DET
bracis-28422	79	81	3d	3d	NOUN
bracis-28422	79	82	-	-	PUNCT
bracis-28422	79	83	space	space	NOUN
bracis-28422	79	84	,	,	PUNCT
bracis-28422	79	85	the	the	DET
bracis-28422	79	86	sign	sign	NOUN
bracis-28422	79	87	is	be	AUX
bracis-28422	79	88	performedfootnote	performedfootnote	ADJ
bracis-28422	79	89	4	4	NUM
bracis-28422	79	90	;	;	PUNCT
bracis-28422	79	91	7	7	NUM
bracis-28422	79	92	.	.	X
bracis-28422	79	93	punctuation	punctuation	NOUN
bracis-28422	79	94	:	:	PUNCT
bracis-28422	80	1	symbol	symbol	NOUN
bracis-28422	80	2	used	use	VERB
bracis-28422	80	3	when	when	SCONJ
bracis-28422	80	4	writing	write	VERB
bracis-28422	80	5	complete	complete	ADJ
bracis-28422	80	6	sentences	sentence	NOUN
bracis-28422	80	7	.	.	PUNCT
bracis-28422	81	1	figure	figure	VERB
bracis-28422	81	2	 	 	SPACE
bracis-28422	81	3	2	2	NUM
bracis-28422	81	4	depicts	depict	VERB
bracis-28422	81	5	some	some	DET
bracis-28422	81	6	examples	example	NOUN
bracis-28422	81	7	of	of	ADP
bracis-28422	81	8	how	how	SCONJ
bracis-28422	81	9	to	to	PART
bracis-28422	81	10	write	write	VERB
bracis-28422	81	11	the	the	DET
bracis-28422	81	12	sign	sign	NOUN
bracis-28422	81	13	“	"	PUNCT
bracis-28422	81	14	rain	rain	NOUN
bracis-28422	81	15	”	"	PUNCT
bracis-28422	81	16	and	and	CCONJ
bracis-28422	81	17	“	"	PUNCT
bracis-28422	81	18	strong	strong	ADJ
bracis-28422	81	19	rain	rain	NOUN
bracis-28422	81	20	”	"	PUNCT
bracis-28422	81	21	in	in	ADP
bracis-28422	81	22	signwriting	signwriting	NOUN
bracis-28422	81	23	,	,	PUNCT
bracis-28422	81	24	considering	consider	VERB
bracis-28422	81	25	the	the	DET
bracis-28422	81	26	composition	composition	NOUN
bracis-28422	81	27	of	of	ADP
bracis-28422	81	28	the	the	DET
bracis-28422	81	29	sign	sign	NOUN
bracis-28422	81	30	in	in	ADP
bracis-28422	81	31	american	american	ADJ
bracis-28422	81	32	sign	sign	PROPN
bracis-28422	81	33	language	language	PROPN
bracis-28422	81	34	.	.	PUNCT
bracis-28422	82	1	notice	notice	VERB
bracis-28422	82	2	that	that	SCONJ
bracis-28422	82	3	the	the	DET
bracis-28422	82	4	same	same	ADJ
bracis-28422	82	5	sign	sign	NOUN
bracis-28422	82	6	can	can	AUX
bracis-28422	82	7	be	be	AUX
bracis-28422	82	8	written	write	VERB
bracis-28422	82	9	in	in	ADP
bracis-28422	82	10	multiple	multiple	ADJ
bracis-28422	82	11	ways	way	NOUN
bracis-28422	82	12	,	,	PUNCT
bracis-28422	82	13	and	and	CCONJ
bracis-28422	82	14	there	there	PRON
bracis-28422	82	15	exists	exist	VERB
bracis-28422	82	16	the	the	DET
bracis-28422	82	17	possibility	possibility	NOUN
bracis-28422	82	18	of	of	ADP
bracis-28422	82	19	representing	represent	VERB
bracis-28422	82	20	varying	vary	VERB
bracis-28422	82	21	levels	level	NOUN
bracis-28422	82	22	of	of	ADP
bracis-28422	82	23	intensity	intensity	NOUN
bracis-28422	82	24	.	.	PUNCT
bracis-28422	83	1	fig	fig	NOUN
bracis-28422	83	2	.	.	PUNCT
bracis-28422	84	1	2	2	X
bracis-28422	84	2	.	.	X
bracis-28422	84	3	examples	example	NOUN
bracis-28422	84	4	of	of	ADP
bracis-28422	84	5	how	how	SCONJ
bracis-28422	84	6	to	to	PART
bracis-28422	84	7	write	write	VERB
bracis-28422	84	8	“	"	PUNCT
bracis-28422	84	9	rain	rain	NOUN
bracis-28422	84	10	”	"	PUNCT
bracis-28422	84	11	and	and	CCONJ
bracis-28422	84	12	“	"	PUNCT
bracis-28422	84	13	strong	strong	ADJ
bracis-28422	84	14	rain	rain	NOUN
bracis-28422	84	15	”	"	PUNCT
bracis-28422	84	16	in	in	ADP
bracis-28422	84	17	signwriting	signwriting	NOUN
bracis-28422	84	18	,	,	PUNCT
bracis-28422	84	19	considering	consider	VERB
bracis-28422	84	20	the	the	DET
bracis-28422	84	21	composition	composition	NOUN
bracis-28422	84	22	of	of	ADP
bracis-28422	84	23	the	the	DET
bracis-28422	84	24	sign	sign	NOUN
bracis-28422	84	25	in	in	ADP
bracis-28422	84	26	american	american	ADJ
bracis-28422	84	27	sign	sign	PROPN
bracis-28422	84	28	language	language	NOUN
bracis-28422	84	29	[	[	X
bracis-28422	84	30	33	33	NUM
bracis-28422	84	31	]	]	PUNCT
bracis-28422	84	32	.	.	PUNCT
bracis-28422	85	1	full	full	ADJ
bracis-28422	85	2	size	size	NOUN
bracis-28422	85	3	image	image	NOUN
bracis-28422	85	4	formal	formal	ADJ
bracis-28422	85	5	signwriting	signwriting	NOUN
bracis-28422	85	6	.	.	PUNCT
bracis-28422	86	1	to	to	PART
bracis-28422	86	2	facilitate	facilitate	VERB
bracis-28422	86	3	the	the	DET
bracis-28422	86	4	collection	collection	NOUN
bracis-28422	86	5	and	and	CCONJ
bracis-28422	86	6	dissemination	dissemination	NOUN
bracis-28422	86	7	of	of	ADP
bracis-28422	86	8	signwriting	signwriting	NOUN
bracis-28422	86	9	content	content	NOUN
bracis-28422	86	10	,	,	PUNCT
bracis-28422	86	11	valerie	valerie	PROPN
bracis-28422	86	12	sutton	sutton	PROPN
bracis-28422	86	13	developed	develop	VERB
bracis-28422	86	14	the	the	DET
bracis-28422	86	15	signbank	signbank	ADJ
bracis-28422	86	16	databasefootnote	databasefootnote	NOUN
bracis-28422	86	17	5	5	NUM
bracis-28422	86	18	,	,	PUNCT
bracis-28422	86	19	which	which	PRON
bracis-28422	86	20	serves	serve	VERB
bracis-28422	86	21	as	as	ADP
bracis-28422	86	22	a	a	DET
bracis-28422	86	23	collaborative	collaborative	ADJ
bracis-28422	86	24	platform	platform	NOUN
bracis-28422	86	25	for	for	ADP
bracis-28422	86	26	users	user	NOUN
bracis-28422	86	27	worldwide	worldwide	ADV
bracis-28422	86	28	.	.	PUNCT
bracis-28422	87	1	the	the	DET
bracis-28422	87	2	database	database	NOUN
bracis-28422	87	3	encourages	encourage	VERB
bracis-28422	87	4	users	user	NOUN
bracis-28422	87	5	to	to	PART
bracis-28422	87	6	contribute	contribute	VERB
bracis-28422	87	7	by	by	ADP
bracis-28422	87	8	adding	add	VERB
bracis-28422	87	9	new	new	ADJ
bracis-28422	87	10	vocabulary	vocabulary	ADJ
bracis-28422	87	11	entries	entry	NOUN
bracis-28422	87	12	and	and	CCONJ
bracis-28422	87	13	content	content	NOUN
bracis-28422	87	14	written	write	VERB
bracis-28422	87	15	in	in	ADP
bracis-28422	87	16	signwriting	signwriting	NOUN
bracis-28422	87	17	.	.	PUNCT
bracis-28422	88	1	among	among	ADP
bracis-28422	88	2	the	the	DET
bracis-28422	88	3	available	available	ADJ
bracis-28422	88	4	contents	content	NOUN
bracis-28422	88	5	,	,	PUNCT
bracis-28422	88	6	there	there	PRON
bracis-28422	88	7	are	be	VERB
bracis-28422	88	8	dictionaries	dictionary	NOUN
bracis-28422	88	9	that	that	PRON
bracis-28422	88	10	link	link	VERB
bracis-28422	88	11	signs	sign	NOUN
bracis-28422	88	12	written	write	VERB
bracis-28422	88	13	in	in	ADP
bracis-28422	88	14	signwriting	signwriting	NOUN
bracis-28422	88	15	with	with	ADP
bracis-28422	88	16	their	their	PRON
bracis-28422	88	17	corresponding	correspond	VERB
bracis-28422	88	18	meanings	meaning	NOUN
bracis-28422	88	19	utilizing	utilize	VERB
bracis-28422	88	20	words	word	NOUN
bracis-28422	88	21	or	or	CCONJ
bracis-28422	88	22	expressions	expression	NOUN
bracis-28422	88	23	from	from	ADP
bracis-28422	88	24	the	the	DET
bracis-28422	88	25	oral	oral	ADJ
bracis-28422	88	26	language	language	NOUN
bracis-28422	88	27	of	of	ADP
bracis-28422	88	28	the	the	DET
bracis-28422	88	29	respective	respective	ADJ
bracis-28422	88	30	country	country	NOUN
bracis-28422	88	31	.	.	PUNCT
bracis-28422	89	1	within	within	ADP
bracis-28422	89	2	this	this	DET
bracis-28422	89	3	database	database	NOUN
bracis-28422	89	4	,	,	PUNCT
bracis-28422	89	5	all	all	DET
bracis-28422	89	6	inputs	input	NOUN
bracis-28422	89	7	are	be	AUX
bracis-28422	89	8	encoded	encode	VERB
bracis-28422	89	9	using	use	VERB
bracis-28422	89	10	formal	formal	ADJ
bracis-28422	89	11	signwriting	signwriting	NOUN
bracis-28422	89	12	,	,	PUNCT
bracis-28422	89	13	a	a	DET
bracis-28422	89	14	standard	standard	ADJ
bracis-28422	89	15	symbol	symbol	NOUN
bracis-28422	89	16	representation	representation	NOUN
bracis-28422	89	17	system	system	NOUN
bracis-28422	89	18	.	.	PUNCT
bracis-28422	90	1	formal	formal	ADJ
bracis-28422	90	2	signwriting	signwriting	NOUN
bracis-28422	90	3	employs	employ	VERB
bracis-28422	90	4	ascii	ascii	ADJ
bracis-28422	90	5	characters	character	NOUN
bracis-28422	90	6	within	within	ADP
bracis-28422	90	7	a	a	DET
bracis-28422	90	8	regular	regular	ADJ
bracis-28422	90	9	expression	expression	NOUN
bracis-28422	90	10	format	format	NOUN
bracis-28422	90	11	,	,	PUNCT
bracis-28422	90	12	incorporating	incorporate	VERB
bracis-28422	90	13	special	special	ADJ
bracis-28422	90	14	tokens	token	NOUN
bracis-28422	90	15	and	and	CCONJ
bracis-28422	90	16	\(x	\(x	NOUN
bracis-28422	90	17	,	,	PUNCT
bracis-28422	90	18	y-\)coordinates	y-\)coordinate	VERB
bracis-28422	90	19	to	to	PART
bracis-28422	90	20	describe	describe	VERB
bracis-28422	90	21	and	and	CCONJ
bracis-28422	90	22	position	position	VERB
bracis-28422	90	23	symbols	symbol	NOUN
bracis-28422	90	24	within	within	ADP
bracis-28422	90	25	a	a	DET
bracis-28422	90	26	designated	designate	VERB
bracis-28422	90	27	area	area	NOUN
bracis-28422	90	28	known	know	VERB
bracis-28422	90	29	as	as	ADP
bracis-28422	90	30	the	the	DET
bracis-28422	90	31	signbox	signbox	NOUN
bracis-28422	90	32	.	.	PUNCT
bracis-28422	91	1	tokens	token	NOUN
bracis-28422	91	2	are	be	AUX
bracis-28422	91	3	organized	organize	VERB
bracis-28422	91	4	in	in	ADP
bracis-28422	91	5	four	four	NUM
bracis-28422	91	6	groups	group	NOUN
bracis-28422	91	7	:	:	PUNCT
bracis-28422	91	8	structural	structural	ADJ
bracis-28422	91	9	makers	maker	NOUN
bracis-28422	91	10	,	,	PUNCT
bracis-28422	91	11	the	the	DET
bracis-28422	91	12	base	base	NOUN
bracis-28422	91	13	symbol	symbol	NOUN
bracis-28422	91	14	ranges	range	NOUN
bracis-28422	91	15	,	,	PUNCT
bracis-28422	91	16	modifier	modifier	NOUN
bracis-28422	91	17	indexes	index	NOUN
bracis-28422	91	18	,	,	PUNCT
bracis-28422	91	19	and	and	CCONJ
bracis-28422	91	20	the	the	DET
bracis-28422	91	21	numbers	number	NOUN
bracis-28422	91	22	.	.	PUNCT
bracis-28422	92	1	the	the	DET
bracis-28422	92	2	method	method	NOUN
bracis-28422	92	3	for	for	ADP
bracis-28422	92	4	sign	sign	NOUN
bracis-28422	92	5	language	language	NOUN
bracis-28422	92	6	processing	processing	NOUN
bracis-28422	92	7	introduced	introduce	VERB
bracis-28422	92	8	in	in	ADP
bracis-28422	92	9	this	this	DET
bracis-28422	92	10	paper	paper	NOUN
bracis-28422	92	11	requires	require	VERB
bracis-28422	92	12	the	the	DET
bracis-28422	92	13	use	use	NOUN
bracis-28422	92	14	of	of	ADP
bracis-28422	92	15	formal	formal	ADJ
bracis-28422	92	16	signwriting	signwriting	NOUN
bracis-28422	92	17	for	for	ADP
bracis-28422	92	18	symbol	symbol	NOUN
bracis-28422	92	19	representation	representation	NOUN
bracis-28422	92	20	.	.	PUNCT
bracis-28422	93	1	below	below	ADV
bracis-28422	93	2	,	,	PUNCT
bracis-28422	93	3	we	we	PRON
bracis-28422	93	4	present	present	VERB
bracis-28422	93	5	the	the	DET
bracis-28422	93	6	regular	regular	ADJ
bracis-28422	93	7	expressionfootnote	expressionfootnote	NOUN
bracis-28422	93	8	6	6	NUM
bracis-28422	93	9	employed	employ	VERB
bracis-28422	93	10	in	in	ADP
bracis-28422	93	11	such	such	ADJ
bracis-28422	93	12	formalism	formalism	NOUN
bracis-28422	93	13	:	:	PUNCT
bracis-28422	93	14	$	$	SYM
bracis-28422	93	15	$	$	SYM
bracis-28422	93	16	\begin{array}{c	\begin{array}{c	PROPN
bracis-28422	93	17	}	}	PUNCT
bracis-28422	93	18	(	(	PUNCT
bracis-28422	93	19	s[123][0	s[123][0	NOUN
bracis-28422	93	20	-	-	PUNCT
bracis-28422	93	21	9a	9a	NOUN
bracis-28422	93	22	-	-	PUNCT
bracis-28422	93	23	f]{2}[0	f]{2}[0	PROPN
bracis-28422	93	24	-	-	PUNCT
bracis-28422	93	25	5][0	5][0	NOUN
bracis-28422	93	26	-	-	PUNCT
bracis-28422	93	27	9a	9a	NOUN
bracis-28422	93	28	-	-	PUNCT
bracis-28422	93	29	f][0	f][0	NOUN
bracis-28422	93	30	-	-	PUNCT
bracis-28422	93	31	9]{3}x[0	9]{3}x[0	NOUN
bracis-28422	93	32	-	-	PUNCT
bracis-28422	93	33	9]{3	9]{3	NOUN
bracis-28422	93	34	}	}	PUNCT
bracis-28422	93	35	)	)	PUNCT
bracis-28422	93	36	\end{array	\end{array	ADV
bracis-28422	93	37	}	}	PUNCT
bracis-28422	93	38	$	$	SYM
bracis-28422	93	39	$	$	SYM
bracis-28422	93	40	the	the	DET
bracis-28422	93	41	symbols	symbol	NOUN
bracis-28422	93	42	have	have	VERB
bracis-28422	93	43	a	a	DET
bracis-28422	93	44	unique	unique	ADJ
bracis-28422	93	45	identification	identification	NOUN
bracis-28422	93	46	,	,	PUNCT
bracis-28422	93	47	consisting	consist	VERB
bracis-28422	93	48	of	of	ADP
bracis-28422	93	49	six	six	NUM
bracis-28422	93	50	characters	character	NOUN
bracis-28422	93	51	,	,	PUNCT
bracis-28422	93	52	with	with	ADP
bracis-28422	93	53	the	the	DET
bracis-28422	93	54	first	first	ADJ
bracis-28422	93	55	character	character	NOUN
bracis-28422	93	56	always	always	ADV
bracis-28422	93	57	being	be	AUX
bracis-28422	93	58	the	the	DET
bracis-28422	93	59	letter	letter	NOUN
bracis-28422	93	60	s.	s.	PROPN
bracis-28422	94	1	the	the	DET
bracis-28422	94	2	next	next	ADJ
bracis-28422	94	3	three	three	NUM
bracis-28422	94	4	characters	character	NOUN
bracis-28422	94	5	represent	represent	VERB
bracis-28422	94	6	the	the	DET
bracis-28422	94	7	base	base	NOUN
bracis-28422	94	8	of	of	ADP
bracis-28422	94	9	a	a	DET
bracis-28422	94	10	symbol	symbol	NOUN
bracis-28422	94	11	;	;	PUNCT
bracis-28422	94	12	the	the	DET
bracis-28422	94	13	fourth	fourth	ADJ
bracis-28422	94	14	character	character	NOUN
bracis-28422	94	15	identifies	identify	VERB
bracis-28422	94	16	the	the	DET
bracis-28422	94	17	filling	filling	NOUN
bracis-28422	94	18	of	of	ADP
bracis-28422	94	19	this	this	DET
bracis-28422	94	20	symbol	symbol	NOUN
bracis-28422	94	21	,	,	PUNCT
bracis-28422	94	22	which	which	PRON
bracis-28422	94	23	represents	represent	VERB
bracis-28422	94	24	the	the	DET
bracis-28422	94	25	plane	plane	NOUN
bracis-28422	94	26	in	in	ADP
bracis-28422	94	27	3	3	NUM
bracis-28422	94	28	-	-	PUNCT
bracis-28422	94	29	dimensional	dimensional	ADJ
bracis-28422	94	30	space	space	NOUN
bracis-28422	94	31	parallel	parallel	NOUN
bracis-28422	94	32	to	to	ADP
bracis-28422	94	33	the	the	DET
bracis-28422	94	34	palm	palm	NOUN
bracis-28422	94	35	of	of	ADP
bracis-28422	94	36	the	the	DET
bracis-28422	94	37	hand	hand	NOUN
bracis-28422	94	38	,	,	PUNCT
bracis-28422	94	39	and	and	CCONJ
bracis-28422	94	40	the	the	DET
bracis-28422	94	41	last	last	ADJ
bracis-28422	94	42	character	character	NOUN
bracis-28422	94	43	represents	represent	VERB
bracis-28422	94	44	the	the	DET
bracis-28422	94	45	rotation	rotation	NOUN
bracis-28422	94	46	of	of	ADP
bracis-28422	94	47	the	the	DET
bracis-28422	94	48	symbol	symbol	NOUN
bracis-28422	94	49	.	.	PUNCT
bracis-28422	95	1	each	each	DET
bracis-28422	95	2	symbol	symbol	NOUN
bracis-28422	95	3	has	have	VERB
bracis-28422	95	4	x	x	X
bracis-28422	95	5	,	,	PUNCT
bracis-28422	95	6	 	 	SPACE
bracis-28422	95	7	y	y	PROPN
bracis-28422	95	8	coordinates	coordinate	NOUN
bracis-28422	95	9	within	within	ADP
bracis-28422	95	10	the	the	DET
bracis-28422	95	11	singbox	singbox	NOUN
bracis-28422	95	12	.	.	PUNCT
bracis-28422	96	1	optionally	optionally	ADV
bracis-28422	96	2	,	,	PUNCT
bracis-28422	96	3	the	the	DET
bracis-28422	96	4	regular	regular	ADJ
bracis-28422	96	5	expression	expression	NOUN
bracis-28422	96	6	can	can	AUX
bracis-28422	96	7	be	be	AUX
bracis-28422	96	8	used	use	VERB
bracis-28422	96	9	to	to	PART
bracis-28422	96	10	describe	describe	VERB
bracis-28422	96	11	a	a	DET
bracis-28422	96	12	sequence	sequence	NOUN
bracis-28422	96	13	of	of	ADP
bracis-28422	96	14	symbols	symbol	NOUN
bracis-28422	96	15	,	,	PUNCT
bracis-28422	96	16	meaning	mean	VERB
bracis-28422	96	17	that	that	SCONJ
bracis-28422	96	18	signs	sign	NOUN
bracis-28422	96	19	have	have	VERB
bracis-28422	96	20	modifications	modification	NOUN
bracis-28422	96	21	to	to	ADP
bracis-28422	96	22	their	their	PRON
bracis-28422	96	23	structure	structure	NOUN
bracis-28422	96	24	during	during	ADP
bracis-28422	96	25	their	their	PRON
bracis-28422	96	26	execution	execution	NOUN
bracis-28422	96	27	.	.	PUNCT
bracis-28422	97	1	this	this	DET
bracis-28422	97	2	notation	notation	NOUN
bracis-28422	97	3	uses	use	VERB
bracis-28422	97	4	the	the	DET
bracis-28422	97	5	letter	letter	NOUN
bracis-28422	97	6	“	"	PUNCT
bracis-28422	97	7	a	a	PRON
bracis-28422	97	8	”	"	PUNCT
bracis-28422	97	9	in	in	ADP
bracis-28422	97	10	place	place	NOUN
bracis-28422	97	11	of	of	ADP
bracis-28422	97	12	the	the	DET
bracis-28422	97	13	letter	letter	NOUN
bracis-28422	97	14	“	"	PUNCT
bracis-28422	97	15	s	s	NOUN
bracis-28422	97	16	”	"	PUNCT
bracis-28422	97	17	in	in	ADP
bracis-28422	97	18	the	the	DET
bracis-28422	97	19	symbol	symbol	NOUN
bracis-28422	97	20	key	key	ADJ
bracis-28422	97	21	definition	definition	NOUN
bracis-28422	97	22	.	.	PUNCT
bracis-28422	98	1	2.3	2.3	NUM
bracis-28422	98	2	deep	deep	ADJ
bracis-28422	98	3	learning	learning	NOUN
bracis-28422	98	4	basics	basic	NOUN
bracis-28422	98	5	convolutional	convolutional	ADJ
bracis-28422	98	6	neural	neural	ADJ
bracis-28422	98	7	network	network	NOUN
bracis-28422	98	8	architecture	architecture	NOUN
bracis-28422	98	9	:	:	PUNCT
bracis-28422	98	10	according	accord	VERB
bracis-28422	98	11	to	to	ADP
bracis-28422	98	12	 	 	SPACE
bracis-28422	98	13	[	[	PUNCT
bracis-28422	98	14	15	15	NUM
bracis-28422	98	15	]	]	PUNCT
bracis-28422	98	16	,	,	PUNCT
bracis-28422	98	17	the	the	DET
bracis-28422	98	18	term	term	NOUN
bracis-28422	98	19	convolutional	convolutional	ADJ
bracis-28422	98	20	neural	neural	ADJ
bracis-28422	98	21	network	network	NOUN
bracis-28422	98	22	signifies	signify	VERB
bracis-28422	98	23	the	the	DET
bracis-28422	98	24	network	network	NOUN
bracis-28422	98	25	’s	’s	PART
bracis-28422	98	26	utilization	utilization	NOUN
bracis-28422	98	27	of	of	ADP
bracis-28422	98	28	the	the	DET
bracis-28422	98	29	convolution	convolution	NOUN
bracis-28422	98	30	operation	operation	NOUN
bracis-28422	98	31	,	,	PUNCT
bracis-28422	98	32	which	which	PRON
bracis-28422	98	33	proves	prove	VERB
bracis-28422	98	34	particularly	particularly	ADV
bracis-28422	98	35	advantageous	advantageous	ADJ
bracis-28422	98	36	for	for	ADP
bracis-28422	98	37	processing	processing	NOUN
bracis-28422	98	38	data	datum	NOUN
bracis-28422	98	39	with	with	ADP
bracis-28422	98	40	grid	grid	NOUN
bracis-28422	98	41	-	-	PUNCT
bracis-28422	98	42	like	like	ADJ
bracis-28422	98	43	structures	structure	NOUN
bracis-28422	98	44	like	like	ADP
bracis-28422	98	45	time	time	NOUN
bracis-28422	98	46	series	series	NOUN
bracis-28422	98	47	and	and	CCONJ
bracis-28422	98	48	images	image	NOUN
bracis-28422	98	49	.	.	PUNCT
bracis-28422	99	1	the	the	DET
bracis-28422	99	2	appeal	appeal	NOUN
bracis-28422	99	3	of	of	ADP
bracis-28422	99	4	this	this	DET
bracis-28422	99	5	neural	neural	ADJ
bracis-28422	99	6	network	network	NOUN
bracis-28422	99	7	architecture	architecture	NOUN
bracis-28422	99	8	stems	stem	VERB
bracis-28422	99	9	from	from	ADP
bracis-28422	99	10	its	its	PRON
bracis-28422	99	11	capacity	capacity	NOUN
bracis-28422	99	12	to	to	PART
bracis-28422	99	13	extract	extract	VERB
bracis-28422	99	14	meaningful	meaningful	ADJ
bracis-28422	99	15	features	feature	NOUN
bracis-28422	99	16	while	while	SCONJ
bracis-28422	99	17	disregarding	disregard	VERB
bracis-28422	99	18	the	the	DET
bracis-28422	99	19	exact	exact	ADJ
bracis-28422	99	20	feature	feature	NOUN
bracis-28422	99	21	locations	location	NOUN
bracis-28422	99	22	and	and	CCONJ
bracis-28422	99	23	focusing	focus	VERB
bracis-28422	99	24	instead	instead	ADV
bracis-28422	99	25	on	on	ADP
bracis-28422	99	26	their	their	PRON
bracis-28422	99	27	relative	relative	ADJ
bracis-28422	99	28	positions	position	NOUN
bracis-28422	99	29	in	in	ADP
bracis-28422	99	30	relation	relation	NOUN
bracis-28422	99	31	to	to	ADP
bracis-28422	99	32	other	other	ADJ
bracis-28422	99	33	features	feature	NOUN
bracis-28422	99	34	.	.	PUNCT
bracis-28422	100	1	the	the	DET
bracis-28422	100	2	network	network	NOUN
bracis-28422	100	3	comprises	comprise	VERB
bracis-28422	100	4	consecutive	consecutive	ADJ
bracis-28422	100	5	layers	layer	NOUN
bracis-28422	100	6	of	of	ADP
bracis-28422	100	7	convolution	convolution	NOUN
bracis-28422	100	8	and	and	CCONJ
bracis-28422	100	9	pooling	pooling	NOUN
bracis-28422	100	10	,	,	PUNCT
bracis-28422	100	11	culminating	culminate	VERB
bracis-28422	100	12	in	in	ADP
bracis-28422	100	13	a	a	DET
bracis-28422	100	14	dense	dense	ADJ
bracis-28422	100	15	feedforward	feedforward	ADJ
bracis-28422	100	16	neural	neural	ADJ
bracis-28422	100	17	network	network	NOUN
bracis-28422	100	18	.	.	PUNCT
bracis-28422	101	1	each	each	DET
bracis-28422	101	2	convolution	convolution	NOUN
bracis-28422	101	3	layer	layer	NOUN
bracis-28422	101	4	consists	consist	VERB
bracis-28422	101	5	of	of	ADP
bracis-28422	101	6	multiple	multiple	ADJ
bracis-28422	101	7	feature	feature	NOUN
bracis-28422	101	8	maps	map	NOUN
bracis-28422	101	9	generated	generate	VERB
bracis-28422	101	10	by	by	ADP
bracis-28422	101	11	sets	set	NOUN
bracis-28422	101	12	of	of	ADP
bracis-28422	101	13	synapses	synapsis	NOUN
bracis-28422	101	14	sharing	share	VERB
bracis-28422	101	15	the	the	DET
bracis-28422	101	16	same	same	ADJ
bracis-28422	101	17	weights	weight	NOUN
bracis-28422	101	18	.	.	PUNCT
bracis-28422	102	1	maps	map	NOUN
bracis-28422	102	2	are	be	AUX
bracis-28422	102	3	constructed	construct	VERB
bracis-28422	102	4	through	through	ADP
bracis-28422	102	5	convolution	convolution	NOUN
bracis-28422	102	6	followed	follow	VERB
bracis-28422	102	7	by	by	ADP
bracis-28422	102	8	flattening	flattening	NOUN
bracis-28422	102	9	carried	carry	VERB
bracis-28422	102	10	out	out	ADP
bracis-28422	102	11	by	by	ADP
bracis-28422	102	12	sigmoid	sigmoid	NOUN
bracis-28422	102	13	or	or	CCONJ
bracis-28422	102	14	relu	relu	NOUN
bracis-28422	102	15	functions	function	NOUN
bracis-28422	102	16	[	[	X
bracis-28422	102	17	15	15	NUM
bracis-28422	102	18	,	,	PUNCT
bracis-28422	102	19	17	17	NUM
bracis-28422	102	20	]	]	PUNCT
bracis-28422	102	21	.	.	PUNCT
bracis-28422	103	1	pooling	pool	VERB
bracis-28422	103	2	layers	layer	NOUN
bracis-28422	103	3	follow	follow	VERB
bracis-28422	103	4	each	each	DET
bracis-28422	103	5	convolutional	convolutional	ADJ
bracis-28422	103	6	layer	layer	NOUN
bracis-28422	103	7	,	,	PUNCT
bracis-28422	103	8	reducing	reduce	VERB
bracis-28422	103	9	the	the	DET
bracis-28422	103	10	feature	feature	NOUN
bracis-28422	103	11	map	map	NOUN
bracis-28422	103	12	resolution	resolution	NOUN
bracis-28422	103	13	through	through	ADP
bracis-28422	103	14	statistical	statistical	ADJ
bracis-28422	103	15	operations	operation	NOUN
bracis-28422	103	16	.	.	PUNCT
bracis-28422	104	1	the	the	DET
bracis-28422	104	2	final	final	ADJ
bracis-28422	104	3	dense	dense	ADJ
bracis-28422	104	4	neural	neural	ADJ
bracis-28422	104	5	network	network	NOUN
bracis-28422	104	6	is	be	AUX
bracis-28422	104	7	responsible	responsible	ADJ
bracis-28422	104	8	for	for	ADP
bracis-28422	104	9	learning	learn	VERB
bracis-28422	104	10	the	the	DET
bracis-28422	104	11	mapping	mapping	NOUN
bracis-28422	104	12	of	of	ADP
bracis-28422	104	13	features	feature	NOUN
bracis-28422	104	14	extracted	extract	VERB
bracis-28422	104	15	by	by	ADP
bracis-28422	104	16	the	the	DET
bracis-28422	104	17	preceding	precede	VERB
bracis-28422	104	18	layers	layer	NOUN
bracis-28422	104	19	to	to	ADP
bracis-28422	104	20	a	a	DET
bracis-28422	104	21	predefined	predefine	VERB
bracis-28422	104	22	set	set	NOUN
bracis-28422	104	23	of	of	ADP
bracis-28422	104	24	classes	class	NOUN
bracis-28422	104	25	corresponding	correspond	VERB
bracis-28422	104	26	to	to	ADP
bracis-28422	104	27	the	the	DET
bracis-28422	104	28	input	input	NOUN
bracis-28422	104	29	data	data	NOUN
bracis-28422	104	30	labels	label	NOUN
bracis-28422	104	31	.	.	PUNCT
bracis-28422	105	1	transformer	transformer	ADJ
bracis-28422	105	2	architecture	architecture	NOUN
bracis-28422	105	3	:	:	PUNCT
bracis-28422	105	4	in	in	ADP
bracis-28422	105	5	the	the	DET
bracis-28422	105	6	field	field	NOUN
bracis-28422	105	7	of	of	ADP
bracis-28422	105	8	natural	natural	ADJ
bracis-28422	105	9	language	language	NOUN
bracis-28422	105	10	processing	processing	NOUN
bracis-28422	105	11	,	,	PUNCT
bracis-28422	105	12	the	the	DET
bracis-28422	105	13	transformer	transformer	NOUN
bracis-28422	105	14	 	 	SPACE
bracis-28422	106	1	[	[	X
bracis-28422	106	2	35	35	NUM
bracis-28422	106	3	]	]	PUNCT
bracis-28422	106	4	architecture	architecture	NOUN
bracis-28422	106	5	has	have	AUX
bracis-28422	106	6	emerged	emerge	VERB
bracis-28422	106	7	as	as	ADP
bracis-28422	106	8	a	a	DET
bracis-28422	106	9	prominent	prominent	ADJ
bracis-28422	106	10	model	model	NOUN
bracis-28422	106	11	renowned	renowne	VERB
bracis-28422	106	12	for	for	ADP
bracis-28422	106	13	its	its	PRON
bracis-28422	106	14	performance	performance	NOUN
bracis-28422	106	15	in	in	ADP
bracis-28422	106	16	text	text	NOUN
bracis-28422	106	17	processing	processing	NOUN
bracis-28422	106	18	tasks	task	NOUN
bracis-28422	106	19	.	.	PUNCT
bracis-28422	107	1	transformer	transformer	NOUN
bracis-28422	107	2	utilizes	utilize	VERB
bracis-28422	107	3	a	a	DET
bracis-28422	107	4	neural	neural	ADJ
bracis-28422	107	5	network	network	NOUN
bracis-28422	107	6	with	with	ADP
bracis-28422	107	7	an	an	DET
bracis-28422	107	8	encoder	encoder	NOUN
bracis-28422	107	9	-	-	PUNCT
bracis-28422	107	10	decoder	decoder	NOUN
bracis-28422	107	11	 	 	SPACE
bracis-28422	108	1	[	[	X
bracis-28422	108	2	23	23	NUM
bracis-28422	108	3	]	]	PUNCT
bracis-28422	108	4	architecture	architecture	NOUN
bracis-28422	108	5	.	.	PUNCT
bracis-28422	109	1	considering	consider	VERB
bracis-28422	109	2	the	the	DET
bracis-28422	109	3	translation	translation	NOUN
bracis-28422	109	4	task	task	NOUN
bracis-28422	109	5	,	,	PUNCT
bracis-28422	109	6	the	the	DET
bracis-28422	109	7	network	network	NOUN
bracis-28422	109	8	receives	receive	VERB
bracis-28422	109	9	as	as	ADP
bracis-28422	109	10	input	input	NOUN
bracis-28422	109	11	a	a	DET
bracis-28422	109	12	sentence	sentence	NOUN
bracis-28422	109	13	comprising	comprising	NOUN
bracis-28422	109	14	words	word	NOUN
bracis-28422	109	15	from	from	ADP
bracis-28422	109	16	the	the	DET
bracis-28422	109	17	source	source	NOUN
bracis-28422	109	18	natural	natural	ADJ
bracis-28422	109	19	language	language	NOUN
bracis-28422	109	20	,	,	PUNCT
bracis-28422	109	21	encodes	encode	VERB
bracis-28422	109	22	this	this	DET
bracis-28422	109	23	information	information	NOUN
bracis-28422	109	24	using	use	VERB
bracis-28422	109	25	attention	attention	NOUN
bracis-28422	109	26	layers	layer	NOUN
bracis-28422	109	27	,	,	PUNCT
bracis-28422	109	28	and	and	CCONJ
bracis-28422	109	29	subsequently	subsequently	ADV
bracis-28422	109	30	decodes	decode	VERB
bracis-28422	109	31	the	the	DET
bracis-28422	109	32	encoded	encode	VERB
bracis-28422	109	33	information	information	NOUN
bracis-28422	109	34	,	,	PUNCT
bracis-28422	109	35	yielding	yield	VERB
bracis-28422	109	36	a	a	DET
bracis-28422	109	37	sentence	sentence	NOUN
bracis-28422	109	38	translated	translate	VERB
bracis-28422	109	39	into	into	ADP
bracis-28422	109	40	the	the	DET
bracis-28422	109	41	target	target	NOUN
bracis-28422	109	42	natural	natural	ADJ
bracis-28422	109	43	language	language	NOUN
bracis-28422	109	44	.	.	PUNCT
bracis-28422	110	1	in	in	ADP
bracis-28422	110	2	this	this	DET
bracis-28422	110	3	architecture	architecture	NOUN
bracis-28422	110	4	,	,	PUNCT
bracis-28422	110	5	the	the	DET
bracis-28422	110	6	so	so	ADV
bracis-28422	110	7	-	-	PUNCT
bracis-28422	110	8	called	call	VERB
bracis-28422	110	9	attention	attention	NOUN
bracis-28422	110	10	layers	layer	NOUN
bracis-28422	110	11	were	be	AUX
bracis-28422	110	12	introduced	introduce	VERB
bracis-28422	110	13	,	,	PUNCT
bracis-28422	110	14	which	which	PRON
bracis-28422	110	15	are	be	AUX
bracis-28422	110	16	responsible	responsible	ADJ
bracis-28422	110	17	for	for	ADP
bracis-28422	110	18	identifying	identify	VERB
bracis-28422	110	19	the	the	DET
bracis-28422	110	20	importance	importance	NOUN
bracis-28422	110	21	of	of	ADP
bracis-28422	110	22	words	word	NOUN
bracis-28422	110	23	as	as	SCONJ
bracis-28422	110	24	processing	processing	NOUN
bracis-28422	110	25	occurs	occur	VERB
bracis-28422	110	26	.	.	PUNCT
bracis-28422	111	1	to	to	PART
bracis-28422	111	2	accomplish	accomplish	VERB
bracis-28422	111	3	this	this	DET
bracis-28422	111	4	objective	objective	NOUN
bracis-28422	111	5	,	,	PUNCT
bracis-28422	111	6	every	every	DET
bracis-28422	111	7	word	word	NOUN
bracis-28422	111	8	is	be	AUX
bracis-28422	111	9	abstracted	abstract	VERB
bracis-28422	111	10	into	into	ADP
bracis-28422	111	11	vectors	vector	NOUN
bracis-28422	111	12	within	within	ADP
bracis-28422	111	13	the	the	DET
bracis-28422	111	14	attention	attention	NOUN
bracis-28422	111	15	layer	layer	NOUN
bracis-28422	111	16	,	,	PUNCT
bracis-28422	111	17	and	and	CCONJ
bracis-28422	111	18	undergo	undergo	VERB
bracis-28422	111	19	processing	processing	NOUN
bracis-28422	111	20	through	through	ADP
bracis-28422	111	21	matrices	matrix	NOUN
bracis-28422	111	22	of	of	ADP
bracis-28422	111	23	synaptic	synaptic	ADJ
bracis-28422	111	24	weights	weight	NOUN
bracis-28422	111	25	.	.	PUNCT
bracis-28422	112	1	consequently	consequently	ADV
bracis-28422	112	2	,	,	PUNCT
bracis-28422	112	3	an	an	DET
bracis-28422	112	4	internal	internal	ADJ
bracis-28422	112	5	parameterizable	parameterizable	ADJ
bracis-28422	112	6	dimension	dimension	NOUN
bracis-28422	112	7	encoding	encoding	NOUN
bracis-28422	112	8	is	be	AUX
bracis-28422	112	9	obtained	obtain	VERB
bracis-28422	112	10	.	.	PUNCT
bracis-28422	113	1	subsequently	subsequently	ADV
bracis-28422	113	2	,	,	PUNCT
bracis-28422	113	3	a	a	DET
bracis-28422	113	4	weighted	weight	VERB
bracis-28422	113	5	normalization	normalization	NOUN
bracis-28422	113	6	process	process	NOUN
bracis-28422	113	7	is	be	AUX
bracis-28422	113	8	carried	carry	VERB
bracis-28422	113	9	out	out	ADP
bracis-28422	113	10	using	use	VERB
bracis-28422	113	11	a	a	DET
bracis-28422	113	12	softmax	softmax	ADJ
bracis-28422	113	13	activation	activation	NOUN
bracis-28422	113	14	function	function	NOUN
bracis-28422	113	15	.	.	PUNCT
bracis-28422	114	1	the	the	DET
bracis-28422	114	2	weighting	weighting	NOUN
bracis-28422	114	3	mechanism	mechanism	NOUN
bracis-28422	114	4	determines	determine	VERB
bracis-28422	114	5	the	the	DET
bracis-28422	114	6	significance	significance	NOUN
bracis-28422	114	7	of	of	ADP
bracis-28422	114	8	each	each	DET
bracis-28422	114	9	encoding	encoding	NOUN
bracis-28422	114	10	position	position	NOUN
bracis-28422	114	11	.	.	PUNCT
bracis-28422	115	1	3	3	NUM
bracis-28422	115	2	related	relate	VERB
bracis-28422	115	3	work	work	NOUN
bracis-28422	115	4	previous	previous	ADJ
bracis-28422	115	5	attempts	attempt	NOUN
bracis-28422	115	6	at	at	ADP
bracis-28422	115	7	automatic	automatic	ADJ
bracis-28422	115	8	sign	sign	NOUN
bracis-28422	115	9	language	language	NOUN
bracis-28422	115	10	processing	processing	NOUN
bracis-28422	115	11	for	for	ADP
bracis-28422	115	12	recognition	recognition	NOUN
bracis-28422	115	13	,	,	PUNCT
bracis-28422	115	14	synthesis	synthesis	NOUN
bracis-28422	115	15	,	,	PUNCT
bracis-28422	115	16	translation	translation	NOUN
bracis-28422	115	17	,	,	PUNCT
bracis-28422	115	18	and	and	CCONJ
bracis-28422	115	19	application	application	NOUN
bracis-28422	115	20	development	development	NOUN
bracis-28422	115	21	relied	rely	VERB
bracis-28422	115	22	on	on	ADP
bracis-28422	115	23	classification	classification	NOUN
bracis-28422	115	24	models	model	NOUN
bracis-28422	115	25	using	use	VERB
bracis-28422	115	26	machine	machine	NOUN
bracis-28422	115	27	learning	learning	NOUN
bracis-28422	115	28	or	or	CCONJ
bracis-28422	115	29	hybrid	hybrid	ADJ
bracis-28422	115	30	approaches	approach	NOUN
bracis-28422	115	31	(	(	PUNCT
bracis-28422	115	32	using	use	VERB
bracis-28422	115	33	language	language	NOUN
bracis-28422	115	34	parsers	parser	NOUN
bracis-28422	115	35	and	and	CCONJ
bracis-28422	115	36	rule	rule	NOUN
bracis-28422	115	37	-	-	PUNCT
bracis-28422	115	38	based	base	VERB
bracis-28422	115	39	reasoning	reasoning	NOUN
bracis-28422	115	40	)	)	PUNCT
bracis-28422	116	1	[	[	X
bracis-28422	116	2	2	2	NUM
bracis-28422	116	3	,	,	PUNCT
bracis-28422	116	4	9	9	NUM
bracis-28422	116	5	,	,	PUNCT
bracis-28422	116	6	12	12	NUM
bracis-28422	116	7	,	,	PUNCT
bracis-28422	116	8	14	14	NUM
bracis-28422	116	9	,	,	PUNCT
bracis-28422	116	10	26	26	NUM
bracis-28422	116	11	]	]	PUNCT
bracis-28422	116	12	.	.	PUNCT
bracis-28422	117	1	these	these	DET
bracis-28422	117	2	efforts	effort	NOUN
bracis-28422	117	3	were	be	AUX
bracis-28422	117	4	restricted	restrict	VERB
bracis-28422	117	5	to	to	ADP
bracis-28422	117	6	specific	specific	ADJ
bracis-28422	117	7	languages	language	NOUN
bracis-28422	117	8	and	and	CCONJ
bracis-28422	117	9	problems	problem	NOUN
bracis-28422	117	10	due	due	ADJ
bracis-28422	117	11	to	to	ADP
bracis-28422	117	12	limitation	limitation	NOUN
bracis-28422	117	13	of	of	ADP
bracis-28422	117	14	techniques	technique	NOUN
bracis-28422	117	15	and	and	CCONJ
bracis-28422	117	16	methods	method	NOUN
bracis-28422	117	17	,	,	PUNCT
bracis-28422	117	18	and	and	CCONJ
bracis-28422	117	19	lack	lack	NOUN
bracis-28422	117	20	of	of	ADP
bracis-28422	117	21	labeled	label	VERB
bracis-28422	117	22	data	datum	NOUN
bracis-28422	117	23	 	 	SPACE
bracis-28422	118	1	[	[	X
bracis-28422	118	2	26	26	NUM
bracis-28422	118	3	]	]	PUNCT
bracis-28422	118	4	.	.	PUNCT
bracis-28422	119	1	recent	recent	ADJ
bracis-28422	119	2	advances	advance	NOUN
bracis-28422	119	3	in	in	ADP
bracis-28422	119	4	natural	natural	ADJ
bracis-28422	119	5	language	language	NOUN
bracis-28422	119	6	processing	processing	NOUN
bracis-28422	119	7	have	have	AUX
bracis-28422	119	8	addressed	address	VERB
bracis-28422	119	9	these	these	DET
bracis-28422	119	10	challenges	challenge	NOUN
bracis-28422	119	11	,	,	PUNCT
bracis-28422	119	12	enabling	enable	VERB
bracis-28422	119	13	end	end	NOUN
bracis-28422	119	14	-	-	PUNCT
bracis-28422	119	15	to	to	ADP
bracis-28422	119	16	-	-	PUNCT
bracis-28422	119	17	end	end	NOUN
bracis-28422	119	18	solutions	solution	NOUN
bracis-28422	119	19	and	and	CCONJ
bracis-28422	119	20	efficient	efficient	ADJ
bracis-28422	119	21	representation	representation	NOUN
bracis-28422	119	22	learning	learning	NOUN
bracis-28422	119	23	,	,	PUNCT
bracis-28422	119	24	mainly	mainly	ADV
bracis-28422	119	25	using	use	VERB
bracis-28422	119	26	writing	write	VERB
bracis-28422	119	27	systems	system	NOUN
bracis-28422	119	28	for	for	ADP
bracis-28422	119	29	sign	sign	NOUN
bracis-28422	119	30	language	language	NOUN
bracis-28422	119	31	,	,	PUNCT
bracis-28422	119	32	mitigating	mitigate	VERB
bracis-28422	119	33	the	the	DET
bracis-28422	119	34	scarcity	scarcity	NOUN
bracis-28422	119	35	of	of	ADP
bracis-28422	119	36	labeled	label	VERB
bracis-28422	119	37	data	datum	NOUN
bracis-28422	119	38	and	and	CCONJ
bracis-28422	119	39	promoting	promote	VERB
bracis-28422	119	40	transfer	transfer	NOUN
bracis-28422	119	41	learning	learning	NOUN
bracis-28422	119	42	.	.	PUNCT
bracis-28422	120	1	this	this	DET
bracis-28422	120	2	section	section	NOUN
bracis-28422	120	3	lists	list	VERB
bracis-28422	120	4	recent	recent	ADJ
bracis-28422	120	5	work	work	NOUN
bracis-28422	120	6	that	that	PRON
bracis-28422	120	7	uses	use	VERB
bracis-28422	120	8	deep	deep	ADJ
bracis-28422	120	9	learning	learning	NOUN
bracis-28422	120	10	architectures	architecture	NOUN
bracis-28422	120	11	in	in	ADP
bracis-28422	120	12	the	the	DET
bracis-28422	120	13	context	context	NOUN
bracis-28422	120	14	of	of	ADP
bracis-28422	120	15	sign	sign	NOUN
bracis-28422	120	16	language	language	NOUN
bracis-28422	120	17	processing	processing	NOUN
bracis-28422	120	18	.	.	PUNCT
bracis-28422	121	1	the	the	DET
bracis-28422	121	2	initial	initial	ADJ
bracis-28422	121	3	endeavors	endeavor	NOUN
bracis-28422	121	4	aimed	aim	VERB
bracis-28422	121	5	to	to	PART
bracis-28422	121	6	enhance	enhance	VERB
bracis-28422	121	7	the	the	DET
bracis-28422	121	8	automated	automate	VERB
bracis-28422	121	9	processing	processing	NOUN
bracis-28422	121	10	of	of	ADP
bracis-28422	121	11	sign	sign	NOUN
bracis-28422	121	12	language	language	NOUN
bracis-28422	121	13	by	by	ADP
bracis-28422	121	14	utilizing	utilize	VERB
bracis-28422	121	15	signwriting	signwriting	NOUN
bracis-28422	121	16	descriptions	description	NOUN
bracis-28422	121	17	primarily	primarily	ADV
bracis-28422	121	18	focused	focus	VERB
bracis-28422	121	19	on	on	ADP
bracis-28422	121	20	german	german	ADJ
bracis-28422	121	21	sign	sign	NOUN
bracis-28422	121	22	language	language	NOUN
bracis-28422	121	23	signs	sign	NOUN
bracis-28422	121	24	[	[	X
bracis-28422	121	25	13	13	NUM
bracis-28422	121	26	,	,	PUNCT
bracis-28422	121	27	21	21	NUM
bracis-28422	121	28	]	]	PUNCT
bracis-28422	121	29	,	,	PUNCT
bracis-28422	121	30	in	in	ADP
bracis-28422	121	31	2012	2012	NUM
bracis-28422	121	32	and	and	CCONJ
bracis-28422	121	33	2013	2013	NUM
bracis-28422	121	34	.	.	PUNCT
bracis-28422	122	1	this	this	DET
bracis-28422	122	2	initiative	initiative	NOUN
bracis-28422	122	3	introduced	introduce	VERB
bracis-28422	122	4	an	an	DET
bracis-28422	122	5	automated	automate	VERB
bracis-28422	122	6	annotation	annotation	NOUN
bracis-28422	122	7	process	process	NOUN
bracis-28422	122	8	for	for	ADP
bracis-28422	122	9	sign	sign	NOUN
bracis-28422	122	10	subunits	subunit	NOUN
bracis-28422	122	11	.	.	PUNCT
bracis-28422	123	1	later	later	ADV
bracis-28422	123	2	,	,	PUNCT
bracis-28422	123	3	in	in	ADP
bracis-28422	123	4	2015	2015	NUM
bracis-28422	123	5	,	,	PUNCT
bracis-28422	123	6	the	the	DET
bracis-28422	123	7	same	same	ADJ
bracis-28422	123	8	research	research	NOUN
bracis-28422	123	9	group	group	NOUN
bracis-28422	123	10	employed	employ	VERB
bracis-28422	123	11	the	the	DET
bracis-28422	123	12	rwth	rwth	NOUN
bracis-28422	123	13	-	-	PUNCT
bracis-28422	123	14	phoenix	phoenix	NOUN
bracis-28422	123	15	-	-	PUNCT
bracis-28422	123	16	weather	weather	NOUN
bracis-28422	123	17	dataset	dataset	NOUN
bracis-28422	123	18	to	to	PART
bracis-28422	123	19	train	train	VERB
bracis-28422	123	20	machine	machine	NOUN
bracis-28422	123	21	learning	learning	NOUN
bracis-28422	123	22	models	model	NOUN
bracis-28422	123	23	for	for	ADP
bracis-28422	123	24	classification	classification	NOUN
bracis-28422	123	25	tasks	task	NOUN
bracis-28422	123	26	[	[	X
bracis-28422	123	27	20	20	NUM
bracis-28422	123	28	]	]	PUNCT
bracis-28422	123	29	.	.	PUNCT
bracis-28422	124	1	in	in	ADP
bracis-28422	124	2	2019	2019	NUM
bracis-28422	124	3	,	,	PUNCT
bracis-28422	124	4	the	the	DET
bracis-28422	124	5	description	description	NOUN
bracis-28422	124	6	of	of	ADP
bracis-28422	124	7	signs	sign	NOUN
bracis-28422	124	8	was	be	AUX
bracis-28422	124	9	used	use	VERB
bracis-28422	124	10	to	to	PART
bracis-28422	124	11	optimize	optimize	VERB
bracis-28422	124	12	bert	bert	NOUN
bracis-28422	124	13	-	-	PUNCT
bracis-28422	124	14	type	type	NOUN
bracis-28422	124	15	models	model	NOUN
bracis-28422	124	16	,	,	PUNCT
bracis-28422	124	17	enabling	enable	VERB
bracis-28422	124	18	the	the	DET
bracis-28422	124	19	construction	construction	NOUN
bracis-28422	124	20	of	of	ADP
bracis-28422	124	21	a	a	DET
bracis-28422	124	22	representation	representation	NOUN
bracis-28422	124	23	space	space	NOUN
bracis-28422	125	1	[	[	X
bracis-28422	125	2	6	6	NUM
bracis-28422	125	3	]	]	PUNCT
bracis-28422	125	4	.	.	PUNCT
bracis-28422	126	1	subsequently	subsequently	ADV
bracis-28422	126	2	,	,	PUNCT
bracis-28422	126	3	this	this	DET
bracis-28422	126	4	space	space	NOUN
bracis-28422	126	5	was	be	AUX
bracis-28422	126	6	combined	combine	VERB
bracis-28422	126	7	with	with	ADP
bracis-28422	126	8	visual	visual	ADJ
bracis-28422	126	9	information	information	NOUN
bracis-28422	126	10	,	,	PUNCT
bracis-28422	126	11	encompassing	encompass	VERB
bracis-28422	126	12	hand	hand	NOUN
bracis-28422	126	13	and	and	CCONJ
bracis-28422	126	14	body	body	NOUN
bracis-28422	126	15	movements	movement	NOUN
bracis-28422	126	16	,	,	PUNCT
bracis-28422	126	17	to	to	PART
bracis-28422	126	18	facilitate	facilitate	VERB
bracis-28422	126	19	classification	classification	NOUN
bracis-28422	126	20	tasks	task	NOUN
bracis-28422	126	21	.	.	PUNCT
bracis-28422	127	1	this	this	DET
bracis-28422	127	2	research	research	NOUN
bracis-28422	127	3	involved	involve	VERB
bracis-28422	127	4	the	the	DET
bracis-28422	127	5	use	use	NOUN
bracis-28422	127	6	of	of	ADP
bracis-28422	127	7	bert	bert	PROPN
bracis-28422	127	8	models	model	NOUN
bracis-28422	127	9	,	,	PUNCT
bracis-28422	127	10	convolutional	convolutional	ADJ
bracis-28422	127	11	neural	neural	ADJ
bracis-28422	127	12	networks	network	NOUN
bracis-28422	127	13	,	,	PUNCT
bracis-28422	127	14	and	and	CCONJ
bracis-28422	127	15	long	long	ADJ
bracis-28422	127	16	short	short	ADJ
bracis-28422	127	17	-	-	PUNCT
bracis-28422	127	18	term	term	NOUN
bracis-28422	127	19	memory	memory	NOUN
bracis-28422	127	20	networks	network	NOUN
bracis-28422	127	21	for	for	ADP
bracis-28422	127	22	processing	processing	NOUN
bracis-28422	127	23	space	space	NOUN
bracis-28422	127	24	-	-	PUNCT
bracis-28422	127	25	time	time	NOUN
bracis-28422	127	26	information	information	NOUN
bracis-28422	127	27	.	.	PUNCT
bracis-28422	128	1	in	in	ADP
bracis-28422	128	2	2020	2020	NUM
bracis-28422	128	3	,	,	PUNCT
bracis-28422	128	4	camgoz	camgoz	VERB
bracis-28422	128	5	et	et	PROPN
bracis-28422	128	6	al	al	PROPN
bracis-28422	128	7	.	.	PUNCT
bracis-28422	129	1	[	[	X
bracis-28422	129	2	7	7	X
bracis-28422	129	3	]	]	PUNCT
bracis-28422	129	4	introduced	introduce	VERB
bracis-28422	129	5	embeddings	embedding	NOUN
bracis-28422	129	6	to	to	PART
bracis-28422	129	7	represent	represent	VERB
bracis-28422	129	8	space	space	NOUN
bracis-28422	129	9	-	-	PUNCT
bracis-28422	129	10	time	time	NOUN
bracis-28422	129	11	information	information	NOUN
bracis-28422	129	12	in	in	ADP
bracis-28422	129	13	frame	frame	NOUN
bracis-28422	129	14	sequences	sequence	NOUN
bracis-28422	129	15	,	,	PUNCT
bracis-28422	129	16	using	use	VERB
bracis-28422	129	17	data	datum	NOUN
bracis-28422	129	18	from	from	ADP
bracis-28422	129	19	the	the	DET
bracis-28422	129	20	montalbano	montalbano	PROPN
bracis-28422	129	21	ii	ii	NOUN
bracis-28422	129	22	 	 	SPACE
bracis-28422	130	1	[	[	X
bracis-28422	130	2	11	11	NUM
bracis-28422	130	3	]	]	PUNCT
bracis-28422	130	4	,	,	PUNCT
bracis-28422	130	5	msr	msr	NOUN
bracis-28422	130	6	daily	daily	ADJ
bracis-28422	130	7	activity	activity	NOUN
bracis-28422	130	8	3d	3d	NOUN
bracis-28422	130	9	 	 	SPACE
bracis-28422	131	1	[	[	X
bracis-28422	131	2	36	36	NUM
bracis-28422	131	3	]	]	PUNCT
bracis-28422	131	4	,	,	PUNCT
bracis-28422	131	5	cad-60	cad-60	ADP
bracis-28422	131	6	 	 	SPACE
bracis-28422	131	7	[	[	PUNCT
bracis-28422	131	8	32	32	NUM
bracis-28422	131	9	]	]	PUNCT
bracis-28422	131	10	and	and	CCONJ
bracis-28422	131	11	ntu-60	ntu-60	PRON
bracis-28422	131	12	datasets	dataset	NOUN
bracis-28422	131	13	 	 	SPACE
bracis-28422	132	1	[	[	X
bracis-28422	132	2	29	29	NUM
bracis-28422	132	3	]	]	PUNCT
bracis-28422	132	4	.	.	PUNCT
bracis-28422	133	1	deep	deep	ADJ
bracis-28422	133	2	neural	neural	ADJ
bracis-28422	133	3	networks	network	NOUN
bracis-28422	133	4	were	be	AUX
bracis-28422	133	5	employed	employ	VERB
bracis-28422	133	6	to	to	PART
bracis-28422	133	7	extract	extract	VERB
bracis-28422	133	8	features	feature	NOUN
bracis-28422	133	9	,	,	PUNCT
bracis-28422	133	10	while	while	SCONJ
bracis-28422	133	11	textual	textual	ADJ
bracis-28422	133	12	information	information	NOUN
bracis-28422	133	13	was	be	AUX
bracis-28422	133	14	provided	provide	VERB
bracis-28422	133	15	as	as	ADP
bracis-28422	133	16	inputs	input	NOUN
bracis-28422	133	17	in	in	ADP
bracis-28422	133	18	a	a	DET
bracis-28422	133	19	bert	bert	PROPN
bracis-28422	133	20	model	model	NOUN
bracis-28422	133	21	.	.	PUNCT
bracis-28422	134	1	both	both	DET
bracis-28422	134	2	representations	representation	NOUN
bracis-28422	134	3	were	be	AUX
bracis-28422	134	4	used	use	VERB
bracis-28422	134	5	in	in	ADP
bracis-28422	134	6	a	a	DET
bracis-28422	134	7	transformer	transformer	NOUN
bracis-28422	134	8	training	training	NOUN
bracis-28422	134	9	for	for	ADP
bracis-28422	134	10	sign	sign	NOUN
bracis-28422	134	11	language	language	NOUN
bracis-28422	134	12	recognition	recognition	NOUN
bracis-28422	134	13	.	.	PUNCT
bracis-28422	135	1	in	in	ADP
bracis-28422	135	2	the	the	DET
bracis-28422	135	3	same	same	ADJ
bracis-28422	135	4	year	year	NOUN
bracis-28422	135	5	,	,	PUNCT
bracis-28422	135	6	li	li	PROPN
bracis-28422	135	7	et	et	PROPN
bracis-28422	135	8	al	al	PROPN
bracis-28422	135	9	.	.	PUNCT
bracis-28422	136	1	[	[	X
bracis-28422	136	2	22	22	NUM
bracis-28422	136	3	]	]	PUNCT
bracis-28422	136	4	combined	combine	VERB
bracis-28422	136	5	unstructured	unstructured	ADJ
bracis-28422	136	6	data	datum	NOUN
bracis-28422	136	7	(	(	PUNCT
bracis-28422	136	8	rgb	rgb	PROPN
bracis-28422	136	9	images	image	NOUN
bracis-28422	136	10	)	)	PUNCT
bracis-28422	136	11	,	,	PUNCT
bracis-28422	136	12	bert	bert	NOUN
bracis-28422	136	13	-	-	PUNCT
bracis-28422	136	14	based	base	VERB
bracis-28422	136	15	models	model	NOUN
bracis-28422	136	16	,	,	PUNCT
bracis-28422	136	17	and	and	CCONJ
bracis-28422	136	18	spatial	spatial	ADJ
bracis-28422	136	19	information	information	NOUN
bracis-28422	136	20	from	from	ADP
bracis-28422	136	21	finger	finger	NOUN
bracis-28422	136	22	joints	joint	NOUN
bracis-28422	136	23	for	for	ADP
bracis-28422	136	24	solving	solve	VERB
bracis-28422	136	25	the	the	DET
bracis-28422	136	26	problem	problem	NOUN
bracis-28422	136	27	of	of	ADP
bracis-28422	136	28	classifying	classify	VERB
bracis-28422	136	29	signs	sign	NOUN
bracis-28422	136	30	over	over	ADP
bracis-28422	136	31	the	the	DET
bracis-28422	136	32	word	word	NOUN
bracis-28422	136	33	-	-	PUNCT
bracis-28422	136	34	level	level	NOUN
bracis-28422	136	35	american	american	ADJ
bracis-28422	136	36	sign	sign	NOUN
bracis-28422	136	37	language	language	NOUN
bracis-28422	136	38	dataset	dataset	NOUN
bracis-28422	136	39	.	.	PUNCT
bracis-28422	137	1	several	several	ADJ
bracis-28422	137	2	researchers	researcher	NOUN
bracis-28422	137	3	employed	employ	VERB
bracis-28422	137	4	efforts	effort	NOUN
bracis-28422	137	5	to	to	PART
bracis-28422	137	6	apply	apply	VERB
bracis-28422	137	7	deep	deep	ADJ
bracis-28422	137	8	learning	learning	NOUN
bracis-28422	137	9	to	to	PART
bracis-28422	137	10	sign	sign	VERB
bracis-28422	137	11	language	language	NOUN
bracis-28422	137	12	processing	processing	NOUN
bracis-28422	137	13	in	in	ADP
bracis-28422	137	14	2021	2021	NUM
bracis-28422	137	15	[	[	X
bracis-28422	137	16	10	10	NUM
bracis-28422	137	17	,	,	PUNCT
bracis-28422	137	18	18	18	NUM
bracis-28422	137	19	,	,	PUNCT
bracis-28422	137	20	27	27	NUM
bracis-28422	137	21	,	,	PUNCT
bracis-28422	137	22	34	34	NUM
bracis-28422	137	23	,	,	PUNCT
bracis-28422	137	24	39	39	NUM
bracis-28422	137	25	]	]	PUNCT
bracis-28422	137	26	.	.	PUNCT
bracis-28422	138	1	word	word	NOUN
bracis-28422	138	2	-	-	PUNCT
bracis-28422	138	3	level	level	NOUN
bracis-28422	138	4	american	american	ADJ
bracis-28422	138	5	sign	sign	NOUN
bracis-28422	138	6	language	language	NOUN
bracis-28422	138	7	dataset	dataset	NOUN
bracis-28422	138	8	was	be	AUX
bracis-28422	138	9	again	again	ADV
bracis-28422	138	10	used	use	VERB
bracis-28422	138	11	in	in	ADP
bracis-28422	138	12	the	the	DET
bracis-28422	138	13	study	study	NOUN
bracis-28422	138	14	of	of	ADP
bracis-28422	138	15	tunga	tunga	PROPN
bracis-28422	138	16	,	,	PUNCT
bracis-28422	138	17	nuthalapati	nuthalapati	NOUN
bracis-28422	138	18	and	and	CCONJ
bracis-28422	138	19	wachs	wach	NOUN
bracis-28422	138	20	[	[	PUNCT
bracis-28422	138	21	34	34	NUM
bracis-28422	138	22	]	]	PUNCT
bracis-28422	138	23	.	.	PUNCT
bracis-28422	139	1	in	in	ADP
bracis-28422	139	2	this	this	DET
bracis-28422	139	3	case	case	NOUN
bracis-28422	139	4	,	,	PUNCT
bracis-28422	139	5	convolutional	convolutional	ADJ
bracis-28422	139	6	graph	graph	NOUN
bracis-28422	139	7	network	network	NOUN
bracis-28422	139	8	(	(	PUNCT
bracis-28422	139	9	gcn	gcn	NOUN
bracis-28422	139	10	)	)	PUNCT
bracis-28422	139	11	and	and	CCONJ
bracis-28422	139	12	bert	bert	PROPN
bracis-28422	139	13	model	model	NOUN
bracis-28422	139	14	were	be	AUX
bracis-28422	139	15	combined	combine	VERB
bracis-28422	139	16	to	to	PART
bracis-28422	139	17	receive	receive	VERB
bracis-28422	139	18	human	human	ADJ
bracis-28422	139	19	poses	pose	NOUN
bracis-28422	139	20	as	as	ADP
bracis-28422	139	21	input	input	NOUN
bracis-28422	139	22	and	and	CCONJ
bracis-28422	139	23	solve	solve	VERB
bracis-28422	139	24	the	the	DET
bracis-28422	139	25	glosses	gloss	NOUN
bracis-28422	139	26	identification	identification	NOUN
bracis-28422	139	27	task	task	NOUN
bracis-28422	139	28	.	.	PUNCT
bracis-28422	140	1	deep	deep	ADJ
bracis-28422	140	2	neural	neural	ADJ
bracis-28422	140	3	networks	network	NOUN
bracis-28422	140	4	were	be	AUX
bracis-28422	140	5	studied	study	VERB
bracis-28422	140	6	for	for	ADP
bracis-28422	140	7	feature	feature	NOUN
bracis-28422	140	8	extraction	extraction	NOUN
bracis-28422	140	9	by	by	ADP
bracis-28422	140	10	rastgoo	rastgoo	NOUN
bracis-28422	140	11	et	et	PROPN
bracis-28422	140	12	al	al	PROPN
bracis-28422	140	13	.	.	PUNCT
bracis-28422	141	1	[	[	X
bracis-28422	141	2	27	27	NUM
bracis-28422	141	3	]	]	PUNCT
bracis-28422	141	4	.	.	PUNCT
bracis-28422	142	1	these	these	DET
bracis-28422	142	2	authors	author	NOUN
bracis-28422	142	3	combined	combine	VERB
bracis-28422	142	4	the	the	DET
bracis-28422	142	5	result	result	NOUN
bracis-28422	142	6	of	of	ADP
bracis-28422	142	7	this	this	DET
bracis-28422	142	8	representation	representation	NOUN
bracis-28422	142	9	learning	learn	VERB
bracis-28422	142	10	with	with	ADP
bracis-28422	142	11	other	other	ADJ
bracis-28422	142	12	traditionally	traditionally	ADV
bracis-28422	142	13	used	use	VERB
bracis-28422	142	14	attributes	attribute	NOUN
bracis-28422	142	15	(	(	PUNCT
bracis-28422	142	16	distances	distance	NOUN
bracis-28422	142	17	and	and	CCONJ
bracis-28422	142	18	angles	angle	NOUN
bracis-28422	142	19	)	)	PUNCT
bracis-28422	142	20	.	.	PUNCT
bracis-28422	143	1	bert	bert	PROPN
bracis-28422	143	2	attention	attention	NOUN
bracis-28422	143	3	layers	layer	NOUN
bracis-28422	143	4	were	be	AUX
bracis-28422	143	5	studied	study	VERB
bracis-28422	143	6	by	by	ADP
bracis-28422	143	7	coster	coster	PROPN
bracis-28422	143	8	et	et	PROPN
bracis-28422	143	9	al	al	PROPN
bracis-28422	143	10	.	.	PUNCT
bracis-28422	144	1	[	[	X
bracis-28422	144	2	10	10	NUM
bracis-28422	144	3	]	]	PUNCT
bracis-28422	144	4	and	and	CCONJ
bracis-28422	144	5	proved	prove	VERB
bracis-28422	144	6	to	to	PART
bracis-28422	144	7	be	be	AUX
bracis-28422	144	8	effective	effective	ADJ
bracis-28422	144	9	in	in	ADP
bracis-28422	144	10	allowing	allow	VERB
bracis-28422	144	11	the	the	DET
bracis-28422	144	12	zero	zero	NUM
bracis-28422	144	13	-	-	PUNCT
bracis-28422	144	14	shot	shot	NOUN
bracis-28422	144	15	classification	classification	NOUN
bracis-28422	144	16	process	process	NOUN
bracis-28422	144	17	in	in	ADP
bracis-28422	144	18	the	the	DET
bracis-28422	144	19	task	task	NOUN
bracis-28422	144	20	of	of	ADP
bracis-28422	144	21	translating	translate	VERB
bracis-28422	144	22	sign	sign	NOUN
bracis-28422	144	23	languages	language	NOUN
bracis-28422	144	24	.	.	PUNCT
bracis-28422	145	1	pre	pre	VERB
bracis-28422	145	2	-	-	ADJ
bracis-28422	145	3	trained	train	VERB
bracis-28422	145	4	models	model	NOUN
bracis-28422	145	5	of	of	ADP
bracis-28422	145	6	bert	bert	NOUN
bracis-28422	145	7	-	-	PUNCT
bracis-28422	145	8	base	base	NOUN
bracis-28422	145	9	and	and	CCONJ
bracis-28422	145	10	mbart-50	mbart-50	PROPN
bracis-28422	145	11	were	be	AUX
bracis-28422	145	12	applied	apply	VERB
bracis-28422	145	13	to	to	ADP
bracis-28422	145	14	the	the	DET
bracis-28422	145	15	task	task	NOUN
bracis-28422	145	16	of	of	ADP
bracis-28422	145	17	translating	translate	VERB
bracis-28422	145	18	sign	sign	NOUN
bracis-28422	145	19	language	language	NOUN
bracis-28422	145	20	videos	video	NOUN
bracis-28422	145	21	to	to	ADP
bracis-28422	145	22	german	german	ADJ
bracis-28422	145	23	text	text	NOUN
bracis-28422	145	24	.	.	PUNCT
bracis-28422	146	1	a	a	DET
bracis-28422	146	2	new	new	ADJ
bracis-28422	146	3	model	model	NOUN
bracis-28422	146	4	called	call	VERB
bracis-28422	146	5	signbert	signbert	PROPN
bracis-28422	146	6	was	be	AUX
bracis-28422	146	7	proposed	propose	VERB
bracis-28422	146	8	by	by	ADP
bracis-28422	146	9	zhou	zhou	PROPN
bracis-28422	146	10	,	,	PUNCT
bracis-28422	146	11	tam	tam	PROPN
bracis-28422	146	12	and	and	CCONJ
bracis-28422	146	13	lam	lam	X
bracis-28422	147	1	[	[	X
bracis-28422	147	2	39	39	NUM
bracis-28422	147	3	]	]	PUNCT
bracis-28422	147	4	,	,	PUNCT
bracis-28422	147	5	using	use	VERB
bracis-28422	147	6	bert	bert	NOUN
bracis-28422	147	7	in	in	ADP
bracis-28422	147	8	conjunction	conjunction	NOUN
bracis-28422	147	9	with	with	ADP
bracis-28422	147	10	resnet	resnet	NOUN
bracis-28422	147	11	to	to	PART
bracis-28422	147	12	extract	extract	VERB
bracis-28422	147	13	spatial	spatial	ADJ
bracis-28422	147	14	information	information	NOUN
bracis-28422	147	15	and	and	CCONJ
bracis-28422	147	16	apply	apply	VERB
bracis-28422	147	17	it	it	PRON
bracis-28422	147	18	to	to	ADP
bracis-28422	147	19	the	the	DET
bracis-28422	147	20	translation	translation	NOUN
bracis-28422	147	21	task	task	NOUN
bracis-28422	147	22	.	.	PUNCT
bracis-28422	148	1	in	in	ADP
bracis-28422	148	2	this	this	DET
bracis-28422	148	3	study	study	NOUN
bracis-28422	148	4	,	,	PUNCT
bracis-28422	148	5	pose	pose	VERB
bracis-28422	148	6	information	information	NOUN
bracis-28422	148	7	in	in	ADP
bracis-28422	148	8	skeleton	skeleton	NOUN
bracis-28422	148	9	formats	format	NOUN
bracis-28422	148	10	and	and	CCONJ
bracis-28422	148	11	hand	hand	NOUN
bracis-28422	148	12	configurations	configuration	NOUN
bracis-28422	148	13	as	as	ADP
bracis-28422	148	14	inputs	input	NOUN
bracis-28422	148	15	in	in	ADP
bracis-28422	148	16	the	the	DET
bracis-28422	148	17	bert	bert	PROPN
bracis-28422	148	18	strategy	strategy	NOUN
bracis-28422	148	19	.	.	PUNCT
bracis-28422	149	1	the	the	DET
bracis-28422	149	2	(	(	PUNCT
bracis-28422	149	3	signbert	signbert	PROPN
bracis-28422	149	4	)	)	PUNCT
bracis-28422	149	5	was	be	AUX
bracis-28422	149	6	also	also	ADV
bracis-28422	149	7	used	use	VERB
bracis-28422	149	8	by	by	ADP
bracis-28422	149	9	hu	hu	PROPN
bracis-28422	149	10	et	et	PROPN
bracis-28422	149	11	al	al	PROPN
bracis-28422	149	12	.	.	PUNCT
bracis-28422	150	1	[	[	X
bracis-28422	150	2	18	18	NUM
bracis-28422	150	3	]	]	PUNCT
bracis-28422	150	4	to	to	PART
bracis-28422	150	5	compose	compose	VERB
bracis-28422	150	6	another	another	DET
bracis-28422	150	7	model	model	NOUN
bracis-28422	150	8	,	,	PUNCT
bracis-28422	150	9	based	base	VERB
bracis-28422	150	10	on	on	ADP
bracis-28422	150	11	hand	hand	NOUN
bracis-28422	150	12	configurations	configuration	NOUN
bracis-28422	150	13	and	and	CCONJ
bracis-28422	150	14	the	the	DET
bracis-28422	150	15	sequence	sequence	NOUN
bracis-28422	150	16	of	of	ADP
bracis-28422	150	17	gesture	gesture	NOUN
bracis-28422	150	18	execution	execution	NOUN
bracis-28422	150	19	.	.	PUNCT
bracis-28422	151	1	the	the	DET
bracis-28422	151	2	method	method	NOUN
bracis-28422	151	3	presented	present	VERB
bracis-28422	151	4	in	in	ADP
bracis-28422	151	5	this	this	DET
bracis-28422	151	6	paper	paper	NOUN
bracis-28422	151	7	draws	draw	VERB
bracis-28422	151	8	inspiration	inspiration	NOUN
bracis-28422	151	9	from	from	ADP
bracis-28422	151	10	related	related	ADJ
bracis-28422	151	11	work	work	NOUN
bracis-28422	151	12	but	but	CCONJ
bracis-28422	151	13	offers	offer	VERB
bracis-28422	151	14	novel	novel	ADJ
bracis-28422	151	15	contributions	contribution	NOUN
bracis-28422	151	16	in	in	ADP
bracis-28422	151	17	the	the	DET
bracis-28422	151	18	following	follow	VERB
bracis-28422	151	19	aspects	aspect	NOUN
bracis-28422	151	20	:	:	PUNCT
bracis-28422	151	21	leveraging	leverage	VERB
bracis-28422	151	22	information	information	NOUN
bracis-28422	151	23	from	from	ADP
bracis-28422	151	24	collaborative	collaborative	ADJ
bracis-28422	151	25	sources	source	NOUN
bracis-28422	151	26	for	for	ADP
bracis-28422	151	27	training	train	VERB
bracis-28422	151	28	deep	deep	ADJ
bracis-28422	151	29	learning	learning	NOUN
bracis-28422	151	30	models	model	NOUN
bracis-28422	151	31	,	,	PUNCT
bracis-28422	151	32	such	such	ADJ
bracis-28422	151	33	as	as	ADP
bracis-28422	151	34	utilizing	utilize	VERB
bracis-28422	151	35	public	public	ADJ
bracis-28422	151	36	data	datum	NOUN
bracis-28422	151	37	from	from	ADP
bracis-28422	151	38	platforms	platform	NOUN
bracis-28422	151	39	like	like	ADP
bracis-28422	151	40	wikipedia	wikipedia	PROPN
bracis-28422	151	41	to	to	PART
bracis-28422	151	42	generate	generate	VERB
bracis-28422	151	43	language	language	NOUN
bracis-28422	151	44	models	model	NOUN
bracis-28422	151	45	;	;	PUNCT
bracis-28422	151	46	introducing	introduce	VERB
bracis-28422	151	47	schema	schema	NOUN
bracis-28422	151	48	for	for	ADP
bracis-28422	151	49	mapping	mapping	NOUN
bracis-28422	151	50	coding	code	VERB
bracis-28422	151	51	in	in	ADP
bracis-28422	151	52	formal	formal	ADJ
bracis-28422	151	53	signwriting	signwriting	NOUN
bracis-28422	151	54	for	for	ADP
bracis-28422	151	55	sentence	sentence	NOUN
bracis-28422	151	56	-	-	PUNCT
bracis-28422	151	57	like	like	ADJ
bracis-28422	151	58	representation	representation	NOUN
bracis-28422	151	59	,	,	PUNCT
bracis-28422	151	60	providing	provide	VERB
bracis-28422	151	61	a	a	DET
bracis-28422	151	62	strategy	strategy	NOUN
bracis-28422	151	63	to	to	PART
bracis-28422	151	64	create	create	VERB
bracis-28422	151	65	a	a	DET
bracis-28422	151	66	versatile	versatile	ADJ
bracis-28422	151	67	latent	latent	NOUN
bracis-28422	151	68	representation	representation	NOUN
bracis-28422	151	69	space	space	NOUN
bracis-28422	151	70	applicable	applicable	ADJ
bracis-28422	151	71	to	to	ADP
bracis-28422	151	72	various	various	ADJ
bracis-28422	151	73	sign	sign	NOUN
bracis-28422	151	74	languages	language	NOUN
bracis-28422	151	75	.	.	PUNCT
bracis-28422	152	1	4	4	NUM
bracis-28422	152	2	method	method	NOUN
bracis-28422	152	3	figure	figure	NOUN
bracis-28422	152	4	 	 	SPACE
bracis-28422	152	5	3	3	NUM
bracis-28422	152	6	illustrates	illustrate	VERB
bracis-28422	152	7	the	the	DET
bracis-28422	152	8	method	method	NOUN
bracis-28422	152	9	proposed	propose	VERB
bracis-28422	152	10	herein	herein	NOUN
bracis-28422	152	11	.	.	PUNCT
bracis-28422	153	1	the	the	DET
bracis-28422	153	2	objective	objective	NOUN
bracis-28422	153	3	of	of	ADP
bracis-28422	153	4	this	this	DET
bracis-28422	153	5	method	method	NOUN
bracis-28422	153	6	is	be	AUX
bracis-28422	153	7	to	to	PART
bracis-28422	153	8	establish	establish	VERB
bracis-28422	153	9	a	a	DET
bracis-28422	153	10	latent	latent	NOUN
bracis-28422	153	11	representation	representation	NOUN
bracis-28422	153	12	space	space	NOUN
bracis-28422	153	13	for	for	ADP
bracis-28422	153	14	signs	sign	NOUN
bracis-28422	153	15	in	in	ADP
bracis-28422	153	16	a	a	DET
bracis-28422	153	17	sign	sign	NOUN
bracis-28422	153	18	language	language	NOUN
bracis-28422	153	19	,	,	PUNCT
bracis-28422	153	20	enabling	enable	VERB
bracis-28422	153	21	efficient	efficient	ADJ
bracis-28422	153	22	processing	processing	NOUN
bracis-28422	153	23	by	by	ADP
bracis-28422	153	24	deep	deep	ADJ
bracis-28422	153	25	learning	learning	NOUN
bracis-28422	153	26	models	model	NOUN
bracis-28422	153	27	,	,	PUNCT
bracis-28422	153	28	such	such	ADJ
bracis-28422	153	29	as	as	ADP
bracis-28422	153	30	for	for	ADP
bracis-28422	153	31	constructing	construct	VERB
bracis-28422	153	32	classifier	classifier	NOUN
bracis-28422	153	33	models	model	NOUN
bracis-28422	153	34	.	.	PUNCT
bracis-28422	154	1	in	in	ADP
bracis-28422	154	2	this	this	DET
bracis-28422	154	3	scenario	scenario	NOUN
bracis-28422	154	4	,	,	PUNCT
bracis-28422	154	5	the	the	DET
bracis-28422	154	6	classifier	classifier	NOUN
bracis-28422	154	7	model	model	NOUN
bracis-28422	154	8	takes	take	VERB
bracis-28422	154	9	a	a	DET
bracis-28422	154	10	sign	sign	NOUN
bracis-28422	154	11	instance	instance	NOUN
bracis-28422	154	12	as	as	ADP
bracis-28422	154	13	input	input	NOUN
bracis-28422	154	14	and	and	CCONJ
bracis-28422	154	15	outputs	output	VERB
bracis-28422	154	16	the	the	DET
bracis-28422	154	17	corresponding	correspond	VERB
bracis-28422	154	18	concept	concept	NOUN
bracis-28422	154	19	(	(	PUNCT
bracis-28422	154	20	or	or	CCONJ
bracis-28422	154	21	word	word	NOUN
bracis-28422	154	22	)	)	PUNCT
bracis-28422	154	23	represented	represent	VERB
bracis-28422	154	24	by	by	ADP
bracis-28422	154	25	that	that	DET
bracis-28422	154	26	sign	sign	NOUN
bracis-28422	154	27	.	.	PUNCT
bracis-28422	155	1	fig	fig	NOUN
bracis-28422	155	2	.	.	PUNCT
bracis-28422	156	1	3	3	X
bracis-28422	156	2	.	.	NUM
bracis-28422	156	3	proposed	propose	VERB
bracis-28422	156	4	method	method	NOUN
bracis-28422	156	5	for	for	ADP
bracis-28422	156	6	sign	sign	NOUN
bracis-28422	156	7	language	language	NOUN
bracis-28422	156	8	processing	processing	NOUN
bracis-28422	156	9	:	:	PUNCT
bracis-28422	156	10	generation	generation	NOUN
bracis-28422	156	11	of	of	ADP
bracis-28422	156	12	a	a	DET
bracis-28422	156	13	representation	representation	NOUN
bracis-28422	156	14	space	space	NOUN
bracis-28422	156	15	and	and	CCONJ
bracis-28422	156	16	its	its	PRON
bracis-28422	156	17	application	application	NOUN
bracis-28422	156	18	for	for	ADP
bracis-28422	156	19	constructing	construct	VERB
bracis-28422	156	20	classifier	classifier	NOUN
bracis-28422	156	21	models	model	NOUN
bracis-28422	156	22	.	.	PUNCT
bracis-28422	157	1	full	full	ADJ
bracis-28422	157	2	size	size	NOUN
bracis-28422	157	3	image	image	NOUN
bracis-28422	157	4	the	the	DET
bracis-28422	157	5	top	top	ADJ
bracis-28422	157	6	section	section	NOUN
bracis-28422	157	7	of	of	ADP
bracis-28422	157	8	fig	fig	NOUN
bracis-28422	157	9	.	.	PUNCT
bracis-28422	157	10	 	 	SPACE
bracis-28422	158	1	3	3	NUM
bracis-28422	158	2	(	(	PUNCT
bracis-28422	158	3	above	above	ADP
bracis-28422	158	4	the	the	DET
bracis-28422	158	5	dotted	dotted	ADJ
bracis-28422	158	6	line	line	NOUN
bracis-28422	158	7	)	)	PUNCT
bracis-28422	158	8	outlines	outline	VERB
bracis-28422	158	9	the	the	DET
bracis-28422	158	10	process	process	NOUN
bracis-28422	158	11	of	of	ADP
bracis-28422	158	12	constructing	construct	VERB
bracis-28422	158	13	the	the	DET
bracis-28422	158	14	representation	representation	NOUN
bracis-28422	158	15	space	space	NOUN
bracis-28422	158	16	.	.	PUNCT
bracis-28422	159	1	first	first	ADV
bracis-28422	159	2	,	,	PUNCT
bracis-28422	159	3	a	a	DET
bracis-28422	159	4	collection	collection	NOUN
bracis-28422	159	5	of	of	ADP
bracis-28422	159	6	signs	sign	NOUN
bracis-28422	159	7	recorded	record	VERB
bracis-28422	159	8	in	in	ADP
bracis-28422	159	9	dictionaries	dictionary	NOUN
bracis-28422	159	10	is	be	AUX
bracis-28422	159	11	subjected	subject	VERB
bracis-28422	159	12	to	to	ADP
bracis-28422	159	13	preprocessing	preprocesse	VERB
bracis-28422	159	14	to	to	PART
bracis-28422	159	15	create	create	VERB
bracis-28422	159	16	a	a	DET
bracis-28422	159	17	labeled	label	VERB
bracis-28422	159	18	dataset	dataset	NOUN
bracis-28422	159	19	(	(	PUNCT
bracis-28422	159	20	sign	sign	NOUN
bracis-28422	159	21	representation	representation	NOUN
bracis-28422	159	22	\(\rightarrow	\(\rightarrow	NOUN
bracis-28422	159	23	\	\	ADJ
bracis-28422	159	24	)	)	PUNCT
bracis-28422	159	25	concept	concept	NOUN
bracis-28422	159	26	)	)	PUNCT
bracis-28422	159	27	.	.	PUNCT
bracis-28422	160	1	then	then	ADV
bracis-28422	160	2	,	,	PUNCT
bracis-28422	160	3	this	this	DET
bracis-28422	160	4	representation	representation	NOUN
bracis-28422	160	5	is	be	AUX
bracis-28422	160	6	mapped	map	VERB
bracis-28422	160	7	to	to	ADP
bracis-28422	160	8	sentence	sentence	NOUN
bracis-28422	160	9	-	-	PUNCT
bracis-28422	160	10	based	base	VERB
bracis-28422	160	11	structures	structure	NOUN
bracis-28422	160	12	and	and	CCONJ
bracis-28422	160	13	passed	pass	VERB
bracis-28422	160	14	through	through	ADP
bracis-28422	160	15	a	a	DET
bracis-28422	160	16	customized	customize	VERB
bracis-28422	160	17	tokenizer	tokenizer	NOUN
bracis-28422	160	18	.	.	PUNCT
bracis-28422	161	1	this	this	DET
bracis-28422	161	2	tokenizer	tokenizer	NOUN
bracis-28422	161	3	generates	generate	VERB
bracis-28422	161	4	tensors	tensor	NOUN
bracis-28422	161	5	for	for	ADP
bracis-28422	161	6	the	the	DET
bracis-28422	161	7	sentences	sentence	NOUN
bracis-28422	161	8	,	,	PUNCT
bracis-28422	161	9	which	which	PRON
bracis-28422	161	10	constitute	constitute	VERB
bracis-28422	161	11	the	the	DET
bracis-28422	161	12	latent	latent	NOUN
bracis-28422	161	13	representation	representation	NOUN
bracis-28422	161	14	space	space	NOUN
bracis-28422	161	15	.	.	PUNCT
bracis-28422	162	1	the	the	DET
bracis-28422	162	2	custom	custom	NOUN
bracis-28422	162	3	tokenizer	tokenizer	NOUN
bracis-28422	162	4	was	be	AUX
bracis-28422	162	5	trained	train	VERB
bracis-28422	162	6	using	use	VERB
bracis-28422	162	7	the	the	DET
bracis-28422	162	8	regular	regular	ADJ
bracis-28422	162	9	expression	expression	NOUN
bracis-28422	162	10	from	from	ADP
bracis-28422	162	11	formal	formal	ADJ
bracis-28422	162	12	signwriting	signwriting	NOUN
bracis-28422	162	13	,	,	PUNCT
bracis-28422	162	14	which	which	PRON
bracis-28422	162	15	generates	generate	VERB
bracis-28422	162	16	a	a	DET
bracis-28422	162	17	customized	customized	ADJ
bracis-28422	162	18	vocabulary	vocabulary	NOUN
bracis-28422	162	19	of	of	ADP
bracis-28422	162	20	tokens	token	NOUN
bracis-28422	162	21	.	.	PUNCT
bracis-28422	163	1	the	the	DET
bracis-28422	163	2	lower	low	ADJ
bracis-28422	163	3	section	section	NOUN
bracis-28422	163	4	of	of	ADP
bracis-28422	163	5	the	the	DET
bracis-28422	163	6	figure	figure	NOUN
bracis-28422	163	7	illustrates	illustrate	VERB
bracis-28422	163	8	the	the	DET
bracis-28422	163	9	process	process	NOUN
bracis-28422	163	10	of	of	ADP
bracis-28422	163	11	constructing	construct	VERB
bracis-28422	163	12	classification	classification	NOUN
bracis-28422	163	13	models	model	NOUN
bracis-28422	163	14	.	.	PUNCT
bracis-28422	164	1	instances	instance	NOUN
bracis-28422	164	2	within	within	ADP
bracis-28422	164	3	the	the	DET
bracis-28422	164	4	representation	representation	NOUN
bracis-28422	164	5	space	space	NOUN
bracis-28422	164	6	are	be	AUX
bracis-28422	164	7	organized	organize	VERB
bracis-28422	164	8	into	into	ADP
bracis-28422	164	9	datasets	dataset	NOUN
bracis-28422	164	10	for	for	ADP
bracis-28422	164	11	both	both	DET
bracis-28422	164	12	training	training	NOUN
bracis-28422	164	13	and	and	CCONJ
bracis-28422	164	14	testing	testing	NOUN
bracis-28422	164	15	purposes	purpose	NOUN
bracis-28422	164	16	,	,	PUNCT
bracis-28422	164	17	which	which	PRON
bracis-28422	164	18	are	be	AUX
bracis-28422	164	19	then	then	ADV
bracis-28422	164	20	utilized	utilize	VERB
bracis-28422	164	21	to	to	PART
bracis-28422	164	22	build	build	VERB
bracis-28422	164	23	and	and	CCONJ
bracis-28422	164	24	evaluate	evaluate	VERB
bracis-28422	164	25	classifier	classifier	NOUN
bracis-28422	164	26	models	model	NOUN
bracis-28422	164	27	.	.	PUNCT
bracis-28422	165	1	the	the	DET
bracis-28422	165	2	remainder	remainder	NOUN
bracis-28422	165	3	of	of	ADP
bracis-28422	165	4	this	this	DET
bracis-28422	165	5	section	section	NOUN
bracis-28422	165	6	details	detail	VERB
bracis-28422	165	7	the	the	DET
bracis-28422	165	8	dataset	dataset	NOUN
bracis-28422	165	9	used	use	VERB
bracis-28422	165	10	,	,	PUNCT
bracis-28422	165	11	the	the	DET
bracis-28422	165	12	process	process	NOUN
bracis-28422	165	13	of	of	ADP
bracis-28422	165	14	mapping	map	VERB
bracis-28422	165	15	the	the	DET
bracis-28422	165	16	formal	formal	ADJ
bracis-28422	165	17	signwriting	signwriting	NOUN
bracis-28422	165	18	representation	representation	NOUN
bracis-28422	165	19	to	to	ADP
bracis-28422	165	20	a	a	DET
bracis-28422	165	21	sentence	sentence	NOUN
bracis-28422	165	22	-	-	PUNCT
bracis-28422	165	23	based	base	VERB
bracis-28422	165	24	representation	representation	NOUN
bracis-28422	165	25	,	,	PUNCT
bracis-28422	165	26	and	and	CCONJ
bracis-28422	165	27	implementation	implementation	NOUN
bracis-28422	165	28	and	and	CCONJ
bracis-28422	165	29	evaluation	evaluation	NOUN
bracis-28422	165	30	strategies	strategy	NOUN
bracis-28422	165	31	.	.	PUNCT
bracis-28422	166	1	4.1	4.1	NUM
bracis-28422	166	2	datasets	dataset	NOUN
bracis-28422	166	3	the	the	DET
bracis-28422	166	4	signbank	signbank	ADJ
bracis-28422	166	5	database	database	PROPN
bracis-28422	166	6	portal	portal	PROPN
bracis-28422	166	7	has	have	VERB
bracis-28422	166	8	content	content	NOUN
bracis-28422	166	9	related	relate	VERB
bracis-28422	166	10	to	to	ADP
bracis-28422	166	11	more	more	ADJ
bracis-28422	166	12	than	than	ADP
bracis-28422	166	13	80	80	NUM
bracis-28422	166	14	sign	sign	NOUN
bracis-28422	166	15	languages	language	NOUN
bracis-28422	166	16	.	.	PUNCT
bracis-28422	167	1	for	for	ADP
bracis-28422	167	2	the	the	DET
bracis-28422	167	3	purpose	purpose	NOUN
bracis-28422	167	4	of	of	ADP
bracis-28422	167	5	our	our	PRON
bracis-28422	167	6	research	research	NOUN
bracis-28422	167	7	,	,	PUNCT
bracis-28422	167	8	three	three	NUM
bracis-28422	167	9	dictionaries	dictionary	NOUN
bracis-28422	167	10	of	of	ADP
bracis-28422	167	11	signs	sign	NOUN
bracis-28422	167	12	were	be	AUX
bracis-28422	167	13	usedfootnote	usedfootnote	ADJ
bracis-28422	167	14	7	7	NUM
bracis-28422	167	15	:	:	PUNCT
bracis-28422	167	16	german	german	ADJ
bracis-28422	167	17	sign	sign	NOUN
bracis-28422	167	18	language	language	NOUN
bracis-28422	167	19	with	with	ADP
bracis-28422	167	20	24	24	NUM
bracis-28422	167	21	,	,	PUNCT
bracis-28422	167	22	 	 	SPACE
bracis-28422	167	23	777	777	NUM
bracis-28422	167	24	entries	entry	NOUN
bracis-28422	167	25	,	,	PUNCT
bracis-28422	167	26	american	american	PROPN
bracis-28422	167	27	sign	sign	NOUN
bracis-28422	167	28	language	language	NOUN
bracis-28422	167	29	with	with	ADP
bracis-28422	167	30	11	11	NUM
bracis-28422	167	31	,	,	PUNCT
bracis-28422	167	32	 	 	SPACE
bracis-28422	167	33	647	647	NUM
bracis-28422	167	34	entries	entry	NOUN
bracis-28422	167	35	,	,	PUNCT
bracis-28422	167	36	and	and	CCONJ
bracis-28422	167	37	brazilian	brazilian	ADJ
bracis-28422	167	38	sign	sign	VERB
bracis-28422	167	39	language	language	NOUN
bracis-28422	167	40	with	with	ADP
bracis-28422	167	41	45	45	NUM
bracis-28422	167	42	,	,	PUNCT
bracis-28422	167	43	 	 	SPACE
bracis-28422	167	44	412	412	NUM
bracis-28422	167	45	entries	entry	NOUN
bracis-28422	167	46	.	.	PUNCT
bracis-28422	168	1	the	the	DET
bracis-28422	168	2	dictionary	dictionary	ADJ
bracis-28422	168	3	entries	entry	NOUN
bracis-28422	168	4	form	form	VERB
bracis-28422	168	5	the	the	DET
bracis-28422	168	6	vocabulary	vocabulary	NOUN
bracis-28422	168	7	of	of	ADP
bracis-28422	168	8	signs	sign	NOUN
bracis-28422	168	9	being	be	AUX
bracis-28422	168	10	processed	process	VERB
bracis-28422	168	11	in	in	ADP
bracis-28422	168	12	our	our	PRON
bracis-28422	168	13	approach	approach	NOUN
bracis-28422	168	14	.	.	PUNCT
bracis-28422	169	1	each	each	DET
bracis-28422	169	2	dictionary	dictionary	ADJ
bracis-28422	169	3	entry	entry	NOUN
bracis-28422	169	4	corresponds	correspond	VERB
bracis-28422	169	5	to	to	ADP
bracis-28422	169	6	a	a	DET
bracis-28422	169	7	sign	sign	NOUN
bracis-28422	169	8	description	description	NOUN
bracis-28422	169	9	representing	represent	VERB
bracis-28422	169	10	a	a	DET
bracis-28422	169	11	concept	concept	NOUN
bracis-28422	169	12	.	.	PUNCT
bracis-28422	170	1	multiple	multiple	ADJ
bracis-28422	170	2	signs	sign	NOUN
bracis-28422	170	3	can	can	AUX
bracis-28422	170	4	be	be	AUX
bracis-28422	170	5	associated	associate	VERB
bracis-28422	170	6	with	with	ADP
bracis-28422	170	7	the	the	DET
bracis-28422	170	8	same	same	ADJ
bracis-28422	170	9	concept	concept	NOUN
bracis-28422	170	10	(	(	PUNCT
bracis-28422	170	11	cf	cf	NOUN
bracis-28422	170	12	.	.	PUNCT
bracis-28422	170	13	example	example	NOUN
bracis-28422	170	14	shown	show	VERB
bracis-28422	170	15	in	in	ADP
bracis-28422	170	16	fig	fig	NOUN
bracis-28422	170	17	.	.	PUNCT
bracis-28422	170	18	 	 	SPACE
bracis-28422	171	1	2	2	X
bracis-28422	171	2	)	)	PUNCT
bracis-28422	171	3	and	and	CCONJ
bracis-28422	171	4	,	,	PUNCT
bracis-28422	171	5	not	not	PART
bracis-28422	171	6	rarely	rarely	ADV
bracis-28422	171	7	,	,	PUNCT
bracis-28422	171	8	there	there	PRON
bracis-28422	171	9	are	be	VERB
bracis-28422	171	10	identical	identical	ADJ
bracis-28422	171	11	entries	entry	NOUN
bracis-28422	171	12	in	in	ADP
bracis-28422	171	13	the	the	DET
bracis-28422	171	14	dictionaryfootnote	dictionaryfootnote	ADJ
bracis-28422	171	15	8	8	NUM
bracis-28422	171	16	.	.	PUNCT
bracis-28422	172	1	in	in	ADP
bracis-28422	172	2	addition	addition	NOUN
bracis-28422	172	3	,	,	PUNCT
bracis-28422	172	4	the	the	DET
bracis-28422	172	5	dictionaries	dictionary	NOUN
bracis-28422	172	6	present	present	VERB
bracis-28422	172	7	some	some	DET
bracis-28422	172	8	noise	noise	NOUN
bracis-28422	172	9	referring	refer	VERB
bracis-28422	172	10	to	to	ADP
bracis-28422	172	11	data	data	NOUN
bracis-28422	172	12	curation	curation	NOUN
bracis-28422	172	13	failures	failure	NOUN
bracis-28422	172	14	.	.	PUNCT
bracis-28422	173	1	during	during	ADP
bracis-28422	173	2	the	the	DET
bracis-28422	173	3	data	datum	NOUN
bracis-28422	173	4	preprocessing	preprocessing	NOUN
bracis-28422	173	5	stage	stage	NOUN
bracis-28422	173	6	,	,	PUNCT
bracis-28422	173	7	duplicated	duplicate	VERB
bracis-28422	173	8	descriptions	description	NOUN
bracis-28422	173	9	were	be	AUX
bracis-28422	173	10	removed	remove	VERB
bracis-28422	173	11	,	,	PUNCT
bracis-28422	173	12	as	as	ADV
bracis-28422	173	13	well	well	ADV
bracis-28422	173	14	as	as	ADP
bracis-28422	173	15	noises	noise	NOUN
bracis-28422	173	16	were	be	AUX
bracis-28422	173	17	excluded	exclude	VERB
bracis-28422	173	18	.	.	PUNCT
bracis-28422	174	1	multiple	multiple	ADJ
bracis-28422	174	2	signs	sign	NOUN
bracis-28422	174	3	associated	associate	VERB
bracis-28422	174	4	with	with	ADP
bracis-28422	174	5	the	the	DET
bracis-28422	174	6	same	same	ADJ
bracis-28422	174	7	concept	concept	NOUN
bracis-28422	174	8	allowed	allow	VERB
bracis-28422	174	9	for	for	ADP
bracis-28422	174	10	the	the	DET
bracis-28422	174	11	creation	creation	NOUN
bracis-28422	174	12	of	of	ADP
bracis-28422	174	13	distinct	distinct	ADJ
bracis-28422	174	14	subsets	subset	NOUN
bracis-28422	174	15	of	of	ADP
bracis-28422	174	16	data	datum	NOUN
bracis-28422	174	17	for	for	ADP
bracis-28422	174	18	model	model	NOUN
bracis-28422	174	19	training	training	NOUN
bracis-28422	174	20	and	and	CCONJ
bracis-28422	174	21	testing	testing	NOUN
bracis-28422	174	22	.	.	PUNCT
bracis-28422	175	1	these	these	DET
bracis-28422	175	2	subsets	subset	NOUN
bracis-28422	175	3	are	be	AUX
bracis-28422	175	4	mutually	mutually	ADV
bracis-28422	175	5	exclusive	exclusive	ADJ
bracis-28422	175	6	in	in	ADP
bracis-28422	175	7	terms	term	NOUN
bracis-28422	175	8	of	of	ADP
bracis-28422	175	9	descriptions	description	NOUN
bracis-28422	175	10	and	and	CCONJ
bracis-28422	175	11	signs	sign	NOUN
bracis-28422	175	12	but	but	CCONJ
bracis-28422	175	13	share	share	VERB
bracis-28422	175	14	common	common	ADJ
bracis-28422	175	15	concepts	concept	NOUN
bracis-28422	175	16	.	.	PUNCT
bracis-28422	176	1	this	this	DET
bracis-28422	176	2	approach	approach	NOUN
bracis-28422	176	3	enables	enable	VERB
bracis-28422	176	4	the	the	DET
bracis-28422	176	5	evaluation	evaluation	NOUN
bracis-28422	176	6	of	of	ADP
bracis-28422	176	7	the	the	DET
bracis-28422	176	8	deep	deep	ADJ
bracis-28422	176	9	learning	learning	NOUN
bracis-28422	176	10	model	model	NOUN
bracis-28422	176	11	’s	’s	PART
bracis-28422	176	12	ability	ability	NOUN
bracis-28422	176	13	to	to	PART
bracis-28422	176	14	learn	learn	VERB
bracis-28422	176	15	the	the	DET
bracis-28422	176	16	patterns	pattern	NOUN
bracis-28422	176	17	of	of	ADP
bracis-28422	176	18	concept	concept	NOUN
bracis-28422	176	19	descriptions	description	NOUN
bracis-28422	176	20	.	.	PUNCT
bracis-28422	177	1	for	for	ADP
bracis-28422	177	2	instance	instance	NOUN
bracis-28422	177	3	,	,	PUNCT
bracis-28422	177	4	consider	consider	VERB
bracis-28422	177	5	the	the	DET
bracis-28422	177	6	formal	formal	ADJ
bracis-28422	177	7	and	and	CCONJ
bracis-28422	177	8	logographic	logographic	ADJ
bracis-28422	177	9	descriptions	description	NOUN
bracis-28422	177	10	illustrated	illustrate	VERB
bracis-28422	177	11	in	in	ADP
bracis-28422	177	12	fig	fig	NOUN
bracis-28422	177	13	.	.	PUNCT
bracis-28422	177	14	 	 	SPACE
bracis-28422	178	1	4	4	NUM
bracis-28422	178	2	for	for	SCONJ
bracis-28422	178	3	the	the	DET
bracis-28422	178	4	concept	concept	NOUN
bracis-28422	178	5	“	"	PUNCT
bracis-28422	178	6	know	know	VERB
bracis-28422	178	7	”	"	PUNCT
bracis-28422	178	8	.	.	PUNCT
bracis-28422	179	1	the	the	DET
bracis-28422	179	2	training	training	NOUN
bracis-28422	179	3	set	set	NOUN
bracis-28422	179	4	can	can	AUX
bracis-28422	179	5	consist	consist	VERB
bracis-28422	179	6	of	of	ADP
bracis-28422	179	7	descriptions	description	NOUN
bracis-28422	179	8	(	(	PUNCT
bracis-28422	179	9	a	a	X
bracis-28422	179	10	)	)	PUNCT
bracis-28422	179	11	to	to	ADP
bracis-28422	179	12	(	(	PUNCT
bracis-28422	179	13	e	e	NOUN
bracis-28422	179	14	)	)	PUNCT
bracis-28422	179	15	,	,	PUNCT
bracis-28422	179	16	while	while	SCONJ
bracis-28422	179	17	descriptions	description	NOUN
bracis-28422	179	18	(	(	PUNCT
bracis-28422	179	19	f	f	X
bracis-28422	179	20	)	)	PUNCT
bracis-28422	179	21	and	and	CCONJ
bracis-28422	179	22	(	(	PUNCT
bracis-28422	179	23	g	g	NOUN
bracis-28422	179	24	)	)	PUNCT
bracis-28422	179	25	are	be	AUX
bracis-28422	179	26	allocated	allocate	VERB
bracis-28422	179	27	to	to	ADP
bracis-28422	179	28	the	the	DET
bracis-28422	179	29	test	test	NOUN
bracis-28422	179	30	set	set	VERB
bracis-28422	179	31	.	.	PUNCT
bracis-28422	180	1	fig	fig	NOUN
bracis-28422	180	2	.	.	PUNCT
bracis-28422	181	1	4	4	X
bracis-28422	181	2	.	.	X
bracis-28422	181	3	formal	formal	ADJ
bracis-28422	181	4	descriptions	description	NOUN
bracis-28422	181	5	and	and	CCONJ
bracis-28422	181	6	logographic	logographic	ADJ
bracis-28422	181	7	representations	representation	NOUN
bracis-28422	181	8	for	for	ADP
bracis-28422	181	9	the	the	DET
bracis-28422	181	10	concept	concept	NOUN
bracis-28422	181	11	“	"	PUNCT
bracis-28422	181	12	know	know	VERB
bracis-28422	181	13	”	"	PUNCT
bracis-28422	181	14	using	use	VERB
bracis-28422	181	15	signwriting	signwriting	NOUN
bracis-28422	181	16	[	[	X
bracis-28422	181	17	33	33	NUM
bracis-28422	181	18	]	]	PUNCT
bracis-28422	181	19	,	,	PUNCT
bracis-28422	181	20	considering	consider	VERB
bracis-28422	181	21	the	the	DET
bracis-28422	181	22	signs	sign	NOUN
bracis-28422	181	23	used	use	VERB
bracis-28422	181	24	in	in	ADP
bracis-28422	181	25	american	american	ADJ
bracis-28422	181	26	sign	sign	PROPN
bracis-28422	181	27	language	language	NOUN
bracis-28422	181	28	.	.	PUNCT
bracis-28422	182	1	full	full	ADJ
bracis-28422	182	2	size	size	NOUN
bracis-28422	182	3	image	image	NOUN
bracis-28422	182	4	table	table	NOUN
bracis-28422	182	5	 	 	SPACE
bracis-28422	182	6	1	1	NUM
bracis-28422	182	7	lists	list	VERB
bracis-28422	182	8	the	the	DET
bracis-28422	182	9	number	number	NOUN
bracis-28422	182	10	of	of	ADP
bracis-28422	182	11	minimum	minimum	ADJ
bracis-28422	182	12	entries	entry	NOUN
bracis-28422	182	13	available	available	ADJ
bracis-28422	182	14	in	in	ADP
bracis-28422	182	15	each	each	DET
bracis-28422	182	16	dictionary	dictionary	NOUN
bracis-28422	182	17	when	when	SCONJ
bracis-28422	182	18	we	we	PRON
bracis-28422	182	19	consider	consider	VERB
bracis-28422	182	20	the	the	DET
bracis-28422	182	21	existence	existence	NOUN
bracis-28422	182	22	of	of	ADP
bracis-28422	182	23	a	a	DET
bracis-28422	182	24	specific	specific	ADJ
bracis-28422	182	25	number	number	NOUN
bracis-28422	182	26	of	of	ADP
bracis-28422	182	27	different	different	ADJ
bracis-28422	182	28	descriptions	description	NOUN
bracis-28422	182	29	for	for	ADP
bracis-28422	182	30	the	the	DET
bracis-28422	182	31	same	same	ADJ
bracis-28422	182	32	concept	concept	NOUN
bracis-28422	182	33	.	.	PUNCT
bracis-28422	183	1	each	each	DET
bracis-28422	183	2	row	row	NOUN
bracis-28422	183	3	in	in	ADP
bracis-28422	183	4	the	the	DET
bracis-28422	183	5	table	table	NOUN
bracis-28422	183	6	represents	represent	VERB
bracis-28422	183	7	a	a	DET
bracis-28422	183	8	situation	situation	NOUN
bracis-28422	183	9	for	for	ADP
bracis-28422	183	10	training	training	NOUN
bracis-28422	183	11	and	and	CCONJ
bracis-28422	183	12	testing	test	VERB
bracis-28422	183	13	a	a	DET
bracis-28422	183	14	model	model	NOUN
bracis-28422	183	15	.	.	PUNCT
bracis-28422	184	1	for	for	ADP
bracis-28422	184	2	example	example	NOUN
bracis-28422	184	3	,	,	PUNCT
bracis-28422	184	4	the	the	DET
bracis-28422	184	5	second	second	ADJ
bracis-28422	184	6	row	row	NOUN
bracis-28422	184	7	of	of	ADP
bracis-28422	184	8	the	the	DET
bracis-28422	184	9	table	table	NOUN
bracis-28422	184	10	shows	show	VERB
bracis-28422	184	11	the	the	DET
bracis-28422	184	12	count	count	NOUN
bracis-28422	184	13	of	of	ADP
bracis-28422	184	14	concepts	concept	NOUN
bracis-28422	184	15	represented	represent	VERB
bracis-28422	184	16	and	and	CCONJ
bracis-28422	184	17	the	the	DET
bracis-28422	184	18	number	number	NOUN
bracis-28422	184	19	of	of	ADP
bracis-28422	184	20	entries	entry	NOUN
bracis-28422	184	21	selected	select	VERB
bracis-28422	184	22	in	in	ADP
bracis-28422	184	23	each	each	DET
bracis-28422	184	24	dictionary	dictionary	NOUN
bracis-28422	184	25	when	when	SCONJ
bracis-28422	184	26	the	the	DET
bracis-28422	184	27	condition	condition	NOUN
bracis-28422	184	28	is	be	AUX
bracis-28422	184	29	to	to	PART
bracis-28422	184	30	have	have	VERB
bracis-28422	184	31	a	a	DET
bracis-28422	184	32	minimum	minimum	NOUN
bracis-28422	184	33	of	of	ADP
bracis-28422	184	34	two	two	NUM
bracis-28422	184	35	unique	unique	ADJ
bracis-28422	184	36	descriptions	description	NOUN
bracis-28422	184	37	for	for	ADP
bracis-28422	184	38	each	each	DET
bracis-28422	184	39	concept	concept	NOUN
bracis-28422	184	40	.	.	PUNCT
bracis-28422	185	1	in	in	ADP
bracis-28422	185	2	row	row	NOUN
bracis-28422	185	3	number	number	NOUN
bracis-28422	185	4	12	12	NUM
bracis-28422	185	5	,	,	PUNCT
bracis-28422	185	6	the	the	DET
bracis-28422	185	7	criterion	criterion	NOUN
bracis-28422	185	8	is	be	AUX
bracis-28422	185	9	set	set	VERB
bracis-28422	185	10	to	to	PART
bracis-28422	185	11	have	have	VERB
bracis-28422	185	12	at	at	ADV
bracis-28422	185	13	least	least	ADV
bracis-28422	185	14	12	12	NUM
bracis-28422	185	15	distinct	distinct	ADJ
bracis-28422	185	16	descriptions	description	NOUN
bracis-28422	185	17	.	.	PUNCT
bracis-28422	186	1	in	in	ADP
bracis-28422	186	2	the	the	DET
bracis-28422	186	3	last	last	ADJ
bracis-28422	186	4	scenario	scenario	NOUN
bracis-28422	186	5	,	,	PUNCT
bracis-28422	186	6	the	the	DET
bracis-28422	186	7	american	american	ADJ
bracis-28422	186	8	sign	sign	PROPN
bracis-28422	186	9	language	language	NOUN
bracis-28422	186	10	dictionary	dictionary	NOUN
bracis-28422	186	11	meets	meet	VERB
bracis-28422	186	12	this	this	DET
bracis-28422	186	13	requirement	requirement	NOUN
bracis-28422	186	14	only	only	ADV
bracis-28422	186	15	for	for	ADP
bracis-28422	186	16	13	13	NUM
bracis-28422	186	17	concepts	concept	NOUN
bracis-28422	186	18	and	and	CCONJ
bracis-28422	186	19	only	only	ADV
bracis-28422	186	20	197	197	NUM
bracis-28422	186	21	entries	entry	NOUN
bracis-28422	186	22	are	be	AUX
bracis-28422	186	23	available	available	ADJ
bracis-28422	186	24	for	for	ADP
bracis-28422	186	25	building	build	VERB
bracis-28422	186	26	training	training	NOUN
bracis-28422	186	27	and	and	CCONJ
bracis-28422	186	28	testing	testing	NOUN
bracis-28422	186	29	datasets	dataset	NOUN
bracis-28422	186	30	.	.	PUNCT
bracis-28422	187	1	the	the	DET
bracis-28422	187	2	first	first	ADJ
bracis-28422	187	3	line	line	NOUN
bracis-28422	187	4	counts	count	VERB
bracis-28422	187	5	the	the	DET
bracis-28422	187	6	total	total	ADJ
bracis-28422	187	7	concepts	concept	NOUN
bracis-28422	187	8	and	and	CCONJ
bracis-28422	187	9	entries	entry	NOUN
bracis-28422	187	10	of	of	ADP
bracis-28422	187	11	each	each	DET
bracis-28422	187	12	dictionary	dictionary	NOUN
bracis-28422	187	13	after	after	ADP
bracis-28422	187	14	the	the	DET
bracis-28422	187	15	data	data	NOUN
bracis-28422	187	16	preprocessing	preprocesse	VERB
bracis-28422	187	17	stage	stage	NOUN
bracis-28422	187	18	.	.	PUNCT
bracis-28422	188	1	table	table	NOUN
bracis-28422	188	2	1	1	NUM
bracis-28422	188	3	.	.	PUNCT
bracis-28422	189	1	configuration	configuration	NOUN
bracis-28422	189	2	of	of	ADP
bracis-28422	189	3	datasets	dataset	NOUN
bracis-28422	189	4	for	for	ADP
bracis-28422	189	5	training	training	NOUN
bracis-28422	189	6	and	and	CCONJ
bracis-28422	189	7	testing	testing	NOUN
bracis-28422	189	8	models	model	NOUN
bracis-28422	189	9	.	.	PUNCT
bracis-28422	190	1	german	german	ADJ
bracis-28422	190	2	german	german	ADJ
bracis-28422	190	3	sign	sign	NOUN
bracis-28422	190	4	language	language	NOUN
bracis-28422	190	5	;	;	PUNCT
bracis-28422	190	6	asl	asl	PROPN
bracis-28422	190	7	american	american	PROPN
bracis-28422	190	8	sign	sign	PROPN
bracis-28422	190	9	language	language	PROPN
bracis-28422	190	10	;	;	PUNCT
bracis-28422	190	11	libras	libras	PROPN
bracis-28422	190	12	brazilian	brazilian	PROPN
bracis-28422	190	13	sign	sign	PROPN
bracis-28422	190	14	language	language	NOUN
bracis-28422	190	15	;	;	PUNCT
bracis-28422	190	16	#	#	SYM
bracis-28422	190	17	desc	desc	NOUN
bracis-28422	190	18	.	.	PUNCT
bracis-28422	191	1	number	number	NOUN
bracis-28422	191	2	of	of	ADP
bracis-28422	191	3	different	different	ADJ
bracis-28422	191	4	descriptions	description	NOUN
bracis-28422	191	5	for	for	ADP
bracis-28422	191	6	the	the	DET
bracis-28422	191	7	same	same	ADJ
bracis-28422	191	8	concept.full	concept.full	PROPN
bracis-28422	191	9	size	size	NOUN
bracis-28422	191	10	table	table	NOUN
bracis-28422	191	11	4.2	4.2	NUM
bracis-28422	191	12	data	datum	NOUN
bracis-28422	191	13	mapping	mapping	NOUN
bracis-28422	191	14	considering	consider	VERB
bracis-28422	191	15	that	that	SCONJ
bracis-28422	191	16	transformer	transformer	NOUN
bracis-28422	191	17	-	-	PUNCT
bracis-28422	191	18	based	base	VERB
bracis-28422	191	19	solutions	solution	NOUN
bracis-28422	191	20	for	for	ADP
bracis-28422	191	21	natural	natural	ADJ
bracis-28422	191	22	language	language	NOUN
bracis-28422	191	23	processing	processing	NOUN
bracis-28422	191	24	operate	operate	NOUN
bracis-28422	191	25	on	on	ADP
bracis-28422	191	26	word	word	NOUN
bracis-28422	191	27	sequences	sequence	NOUN
bracis-28422	191	28	(	(	PUNCT
bracis-28422	191	29	sentences	sentence	NOUN
bracis-28422	191	30	)	)	PUNCT
bracis-28422	191	31	as	as	ADP
bracis-28422	191	32	input	input	NOUN
bracis-28422	191	33	,	,	PUNCT
bracis-28422	191	34	we	we	PRON
bracis-28422	191	35	present	present	VERB
bracis-28422	191	36	three	three	NUM
bracis-28422	191	37	schema	schema	NOUN
bracis-28422	191	38	to	to	PART
bracis-28422	191	39	map	map	VERB
bracis-28422	191	40	formal	formal	ADJ
bracis-28422	191	41	signwriting	signwriting	NOUN
bracis-28422	191	42	descriptions	description	NOUN
bracis-28422	191	43	to	to	ADP
bracis-28422	191	44	sentence	sentence	NOUN
bracis-28422	191	45	-	-	PUNCT
bracis-28422	191	46	based	base	VERB
bracis-28422	191	47	representations	representation	NOUN
bracis-28422	191	48	,	,	PUNCT
bracis-28422	191	49	involving	involve	VERB
bracis-28422	191	50	sequences	sequence	NOUN
bracis-28422	191	51	of	of	ADP
bracis-28422	191	52	meaningful	meaningful	ADJ
bracis-28422	191	53	units	unit	NOUN
bracis-28422	191	54	.	.	PUNCT
bracis-28422	192	1	we	we	PRON
bracis-28422	192	2	proposed	propose	VERB
bracis-28422	192	3	three	three	NUM
bracis-28422	192	4	different	different	ADJ
bracis-28422	192	5	mapping	mapping	NOUN
bracis-28422	192	6	schema	schema	NOUN
bracis-28422	192	7	:	:	PUNCT
bracis-28422	192	8	mapping	map	VERB
bracis-28422	192	9	m1	m1	NOUN
bracis-28422	192	10	:	:	PUNCT
bracis-28422	192	11	this	this	DET
bracis-28422	192	12	scheme	scheme	NOUN
bracis-28422	192	13	only	only	ADV
bracis-28422	192	14	represents	represent	VERB
bracis-28422	192	15	the	the	DET
bracis-28422	192	16	sequence	sequence	NOUN
bracis-28422	192	17	of	of	ADP
bracis-28422	192	18	symbols	symbol	NOUN
bracis-28422	192	19	,	,	PUNCT
bracis-28422	192	20	for	for	ADP
bracis-28422	192	21	instance	instance	NOUN
bracis-28422	192	22	,	,	PUNCT
bracis-28422	192	23	for	for	ADP
bracis-28422	192	24	representing	represent	VERB
bracis-28422	192	25	a	a	DET
bracis-28422	192	26	sign	sign	NOUN
bracis-28422	192	27	“	"	PUNCT
bracis-28422	192	28	know	know	VERB
bracis-28422	192	29	”	"	PUNCT
bracis-28422	192	30	in	in	ADP
bracis-28422	192	31	fig	fig	NOUN
bracis-28422	192	32	.	.	PUNCT
bracis-28422	192	33	 	 	SPACE
bracis-28422	192	34	4a	4a	NOUN
bracis-28422	192	35	,	,	PUNCT
bracis-28422	192	36	the	the	DET
bracis-28422	192	37	mapping	mapping	NOUN
bracis-28422	192	38	m1	m1	PROPN
bracis-28422	192	39	generates	generate	VERB
bracis-28422	192	40	the	the	DET
bracis-28422	192	41	following	follow	VERB
bracis-28422	192	42	sequence	sequence	NOUN
bracis-28422	192	43	:	:	PUNCT
bracis-28422	192	44	s15a11	s15a11	NOUN
bracis-28422	192	45	s20600	s20600	VERB
bracis-28422	192	46	s30007	s30007	NOUN
bracis-28422	192	47	.	.	PUNCT
bracis-28422	193	1	mapping	mapping	NOUN
bracis-28422	193	2	m2	m2	PROPN
bracis-28422	193	3	:	:	PUNCT
bracis-28422	193	4	the	the	DET
bracis-28422	193	5	sentence	sentence	NOUN
bracis-28422	193	6	provided	provide	VERB
bracis-28422	193	7	by	by	ADP
bracis-28422	193	8	this	this	DET
bracis-28422	193	9	mapping	mapping	NOUN
bracis-28422	193	10	schema	schema	NOUN
bracis-28422	193	11	embeds	embed	VERB
bracis-28422	193	12	an	an	DET
bracis-28422	193	13	additional	additional	ADJ
bracis-28422	193	14	set	set	NOUN
bracis-28422	193	15	of	of	ADP
bracis-28422	193	16	descriptive	descriptive	ADJ
bracis-28422	193	17	information	information	NOUN
bracis-28422	193	18	about	about	ADP
bracis-28422	193	19	the	the	DET
bracis-28422	193	20	sign	sign	NOUN
bracis-28422	193	21	.	.	PUNCT
bracis-28422	194	1	such	such	DET
bracis-28422	194	2	a	a	DET
bracis-28422	194	3	set	set	NOUN
bracis-28422	194	4	of	of	ADP
bracis-28422	194	5	information	information	NOUN
bracis-28422	194	6	comprises	comprise	NOUN
bracis-28422	194	7	:	:	PUNCT
bracis-28422	194	8	what	what	DET
bracis-28422	194	9	elements	element	NOUN
bracis-28422	194	10	are	be	AUX
bracis-28422	194	11	involved	involve	VERB
bracis-28422	194	12	in	in	ADP
bracis-28422	194	13	the	the	DET
bracis-28422	194	14	sign	sign	NOUN
bracis-28422	194	15	description	description	NOUN
bracis-28422	194	16	:	:	PUNCT
bracis-28422	194	17	hand	hand	NOUN
bracis-28422	194	18	,	,	PUNCT
bracis-28422	194	19	movement	movement	NOUN
bracis-28422	194	20	,	,	PUNCT
bracis-28422	194	21	dynamic	dynamic	ADJ
bracis-28422	194	22	,	,	PUNCT
bracis-28422	194	23	head	head	NOUN
bracis-28422	194	24	,	,	PUNCT
bracis-28422	194	25	body	body	NOUN
bracis-28422	194	26	or	or	CCONJ
bracis-28422	194	27	location	location	NOUN
bracis-28422	194	28	;	;	PUNCT
bracis-28422	194	29	indication	indication	NOUN
bracis-28422	194	30	if	if	SCONJ
bracis-28422	194	31	there	there	PRON
bracis-28422	194	32	is	be	VERB
bracis-28422	194	33	variation	variation	NOUN
bracis-28422	194	34	in	in	ADP
bracis-28422	194	35	the	the	DET
bracis-28422	194	36	hand	hand	NOUN
bracis-28422	194	37	configuration	configuration	NOUN
bracis-28422	194	38	of	of	ADP
bracis-28422	194	39	the	the	DET
bracis-28422	194	40	right	right	ADJ
bracis-28422	194	41	hand	hand	NOUN
bracis-28422	194	42	(	(	PUNCT
bracis-28422	194	43	notation	notation	NOUN
bracis-28422	194	44	:	:	PUNCT
bracis-28422	194	45	staticityrtrue	staticityrtrue	ADJ
bracis-28422	194	46	)	)	PUNCT
bracis-28422	194	47	and	and	CCONJ
bracis-28422	194	48	of	of	ADP
bracis-28422	194	49	left	left	ADJ
bracis-28422	194	50	hand	hand	NOUN
bracis-28422	194	51	(	(	PUNCT
bracis-28422	194	52	notation	notation	NOUN
bracis-28422	194	53	:	:	PUNCT
bracis-28422	194	54	staticityltrue	staticityltrue	NOUN
bracis-28422	194	55	)	)	PUNCT
bracis-28422	194	56	;	;	PUNCT
bracis-28422	194	57	indication	indication	NOUN
bracis-28422	194	58	of	of	ADP
bracis-28422	194	59	the	the	DET
bracis-28422	194	60	number	number	NOUN
bracis-28422	194	61	of	of	ADP
bracis-28422	194	62	hands	hand	NOUN
bracis-28422	194	63	used	use	VERB
bracis-28422	194	64	during	during	ADP
bracis-28422	194	65	sign	sign	NOUN
bracis-28422	194	66	signaling	signal	VERB
bracis-28422	194	67	(	(	PUNCT
bracis-28422	194	68	notation	notation	NOUN
bracis-28422	194	69	:	:	PUNCT
bracis-28422	194	70	hands_qtt0	hands_qtt0	PROPN
bracis-28422	194	71	,	,	PUNCT
bracis-28422	194	72	hands_qtt1	hands_qtt1	NOUN
bracis-28422	194	73	or	or	CCONJ
bracis-28422	194	74	hands_qtt2	hands_qtt2	NOUN
bracis-28422	194	75	)	)	PUNCT
bracis-28422	194	76	.	.	PUNCT
bracis-28422	195	1	the	the	DET
bracis-28422	195	2	mapping	mapping	NOUN
bracis-28422	195	3	m2	m2	PROPN
bracis-28422	195	4	for	for	ADP
bracis-28422	195	5	a	a	DET
bracis-28422	195	6	sign	sign	NOUN
bracis-28422	195	7	“	"	PUNCT
bracis-28422	195	8	know	know	NOUN
bracis-28422	195	9	”	"	PUNCT
bracis-28422	195	10	generates	generate	VERB
bracis-28422	195	11	the	the	DET
bracis-28422	195	12	following	follow	VERB
bracis-28422	195	13	sequence	sequence	NOUN
bracis-28422	195	14	:	:	PUNCT
bracis-28422	195	15	head	head	VERB
bracis-28422	196	1	s300	s300	PROPN
bracis-28422	196	2	s30007	s30007	NOUN
bracis-28422	196	3	.	.	PUNCT
bracis-28422	197	1	hand	hand	NOUN
bracis-28422	197	2	right	right	NOUN
bracis-28422	197	3	s15a	s15a	PUNCT
bracis-28422	197	4	s15a11	s15a11	NOUN
bracis-28422	197	5	.	.	PUNCT
bracis-28422	198	1	movement	movement	NOUN
bracis-28422	198	2	s206	s206	PROPN
bracis-28422	198	3	s20600	s20600	PROPN
bracis-28422	198	4	.	.	PROPN
bracis-28422	198	5	staticityrtrue	staticityrtrue	PROPN
bracis-28422	198	6	.	.	PUNCT
bracis-28422	199	1	staticityltrue	staticityltrue	PROPN
bracis-28422	199	2	.	.	PUNCT
bracis-28422	200	1	hands_qtt1	hands_qtt1	NOUN
bracis-28422	200	2	.	.	PUNCT
bracis-28422	201	1	mapping	map	VERB
bracis-28422	201	2	m3	m3	PROPN
bracis-28422	201	3	:	:	PUNCT
bracis-28422	201	4	in	in	ADP
bracis-28422	201	5	this	this	DET
bracis-28422	201	6	schema	schema	NOUN
bracis-28422	201	7	,	,	PUNCT
bracis-28422	201	8	the	the	DET
bracis-28422	201	9	palm	palm	NOUN
bracis-28422	201	10	orientation	orientation	NOUN
bracis-28422	201	11	and	and	CCONJ
bracis-28422	201	12	rotation	rotation	NOUN
bracis-28422	201	13	information	information	NOUN
bracis-28422	201	14	are	be	AUX
bracis-28422	201	15	presented	present	VERB
bracis-28422	201	16	separately	separately	ADV
bracis-28422	201	17	.	.	PUNCT
bracis-28422	202	1	in	in	ADP
bracis-28422	202	2	accordance	accordance	NOUN
bracis-28422	202	3	with	with	ADP
bracis-28422	202	4	the	the	DET
bracis-28422	202	5	mapping	mapping	NOUN
bracis-28422	202	6	m3	m3	NOUN
bracis-28422	202	7	schema	schema	NOUN
bracis-28422	202	8	to	to	PART
bracis-28422	202	9	describe	describe	VERB
bracis-28422	202	10	the	the	DET
bracis-28422	202	11	signs	sign	NOUN
bracis-28422	202	12	,	,	PUNCT
bracis-28422	202	13	we	we	PRON
bracis-28422	202	14	can	can	AUX
bracis-28422	202	15	represent	represent	VERB
bracis-28422	202	16	the	the	DET
bracis-28422	202	17	corresponding	correspond	VERB
bracis-28422	202	18	letters	letter	NOUN
bracis-28422	202	19	in	in	ADP
bracis-28422	202	20	fig	fig	NOUN
bracis-28422	202	21	.	.	PUNCT
bracis-28422	202	22	 	 	SPACE
bracis-28422	202	23	4	4	NUM
bracis-28422	202	24	as	as	SCONJ
bracis-28422	202	25	follows	follow	VERB
bracis-28422	202	26	:	:	PUNCT
bracis-28422	202	27	(	(	PUNCT
bracis-28422	202	28	a	a	X
bracis-28422	202	29	)	)	PUNCT
bracis-28422	202	30	head	head	NOUN
bracis-28422	202	31	s300	s300	PROPN
bracis-28422	202	32	s3000	s3000	PROPN
bracis-28422	202	33	s30007	s30007	NOUN
bracis-28422	202	34	.	.	PUNCT
bracis-28422	203	1	hand	hand	NOUN
bracis-28422	203	2	right	right	NOUN
bracis-28422	203	3	s15a	s15a	PUNCT
bracis-28422	204	1	s15a1	s15a1	VERB
bracis-28422	204	2	s15a11	s15a11	NOUN
bracis-28422	204	3	.	.	PUNCT
bracis-28422	205	1	movement	movement	NOUN
bracis-28422	205	2	s206	s206	PROPN
bracis-28422	205	3	s2060	s2060	NOUN
bracis-28422	205	4	s20600	s20600	PROPN
bracis-28422	205	5	.	.	PROPN
bracis-28422	206	1	staticityrtrue	staticityrtrue	PROPN
bracis-28422	206	2	.	.	PUNCT
bracis-28422	207	1	staticityltrue	staticityltrue	PROPN
bracis-28422	207	2	.	.	PUNCT
bracis-28422	208	1	hands_qtt1	hands_qtt1	NOUN
bracis-28422	208	2	.	.	PUNCT
bracis-28422	209	1	(	(	PUNCT
bracis-28422	209	2	b	b	X
bracis-28422	209	3	)	)	PUNCT
bracis-28422	209	4	movement	movement	NOUN
bracis-28422	209	5	s206	s206	PROPN
bracis-28422	209	6	s2060	s2060	NOUN
bracis-28422	209	7	s20600	s20600	PROPN
bracis-28422	209	8	.	.	PROPN
bracis-28422	209	9	hand	hand	NOUN
bracis-28422	210	1	right	right	NOUN
bracis-28422	210	2	s182	s182	PROPN
bracis-28422	210	3	s1821	s1821	PROPN
bracis-28422	210	4	s18210	s18210	NOUN
bracis-28422	210	5	.	.	PUNCT
bracis-28422	211	1	head	head	NOUN
bracis-28422	211	2	s300	s300	PROPN
bracis-28422	211	3	s3000	s3000	PROPN
bracis-28422	211	4	s30007	s30007	NOUN
bracis-28422	211	5	.	.	PUNCT
bracis-28422	212	1	staticityrtrue	staticityrtrue	ADJ
bracis-28422	212	2	.	.	PUNCT
bracis-28422	212	3	staticityltrue	staticityltrue	PROPN
bracis-28422	212	4	.	.	PUNCT
bracis-28422	213	1	hands_qtt1	hands_qtt1	NOUN
bracis-28422	213	2	.	.	PUNCT
bracis-28422	214	1	(	(	PUNCT
bracis-28422	214	2	c	c	X
bracis-28422	214	3	)	)	PUNCT
bracis-28422	214	4	head	head	NOUN
bracis-28422	214	5	s300	s300	PROPN
bracis-28422	214	6	s3000	s3000	PROPN
bracis-28422	214	7	s30007	s30007	NOUN
bracis-28422	214	8	.	.	PUNCT
bracis-28422	215	1	hand	hand	NOUN
bracis-28422	215	2	right	right	NOUN
bracis-28422	215	3	s182	s182	PROPN
bracis-28422	216	1	s1821	s1821	PROPN
bracis-28422	216	2	s18210	s18210	NOUN
bracis-28422	216	3	.	.	PUNCT
bracis-28422	217	1	movement	movement	PROPN
bracis-28422	217	2	s205	s205	PROPN
bracis-28422	217	3	s2050	s2050	PROPN
bracis-28422	217	4	s20500	s20500	PROPN
bracis-28422	217	5	.	.	PUNCT
bracis-28422	218	1	staticityrtrue	staticityrtrue	PROPN
bracis-28422	218	2	.	.	PUNCT
bracis-28422	219	1	staticityltrue	staticityltrue	PROPN
bracis-28422	219	2	.	.	PUNCT
bracis-28422	220	1	hands_qtt1	hands_qtt1	NOUN
bracis-28422	220	2	.	.	PUNCT
bracis-28422	221	1	(	(	PUNCT
bracis-28422	221	2	d	d	X
bracis-28422	221	3	)	)	PUNCT
bracis-28422	221	4	movement	movement	NOUN
bracis-28422	221	5	s206	s206	PROPN
bracis-28422	221	6	s2060	s2060	NOUN
bracis-28422	221	7	s20600	s20600	PROPN
bracis-28422	221	8	.	.	PROPN
bracis-28422	221	9	hand	hand	NOUN
bracis-28422	222	1	right	right	NOUN
bracis-28422	222	2	s182	s182	PROPN
bracis-28422	222	3	s1821	s1821	PROPN
bracis-28422	222	4	s18210	s18210	NOUN
bracis-28422	222	5	.	.	PUNCT
bracis-28422	223	1	head	head	NOUN
bracis-28422	224	1	s300	s300	ADJ
bracis-28422	224	2	s3000	s3000	NUM
bracis-28422	224	3	s30006	s30006	NOUN
bracis-28422	224	4	.	.	PUNCT
bracis-28422	225	1	staticityrtrue	staticityrtrue	ADJ
bracis-28422	225	2	.	.	PUNCT
bracis-28422	225	3	staticityltrue	staticityltrue	PROPN
bracis-28422	225	4	.	.	PUNCT
bracis-28422	226	1	hands_qtt1	hands_qtt1	NOUN
bracis-28422	226	2	.	.	PUNCT
bracis-28422	227	1	(	(	PUNCT
bracis-28422	227	2	e	e	NOUN
bracis-28422	227	3	)	)	PUNCT
bracis-28422	227	4	head	head	NOUN
bracis-28422	227	5	s321	s321	PROPN
bracis-28422	227	6	s3210	s3210	PROPN
bracis-28422	227	7	s32101	s32101	PROPN
bracis-28422	227	8	.	.	PUNCT
bracis-28422	227	9	hand	hand	NOUN
bracis-28422	227	10	left	leave	VERB
bracis-28422	227	11	s100	s100	PROPN
bracis-28422	227	12	s1001	s1001	VERB
bracis-28422	227	13	s10018	s10018	NOUN
bracis-28422	227	14	.	.	PUNCT
bracis-28422	228	1	hand	hand	NOUN
bracis-28422	228	2	right	right	NOUN
bracis-28422	228	3	s15a	s15a	PUNCT
bracis-28422	228	4	s15a1	s15a1	VERB
bracis-28422	228	5	s15a11	s15a11	NOUN
bracis-28422	228	6	.	.	PUNCT
bracis-28422	229	1	staticityrtrue	staticityrtrue	ADJ
bracis-28422	229	2	.	.	PUNCT
bracis-28422	229	3	staticityltrue	staticityltrue	PROPN
bracis-28422	229	4	.	.	PUNCT
bracis-28422	230	1	hands_qtt2	hands_qtt2	NOUN
bracis-28422	230	2	.	.	PUNCT
bracis-28422	231	1	(	(	PUNCT
bracis-28422	231	2	f	f	X
bracis-28422	231	3	)	)	PUNCT
bracis-28422	231	4	head	head	NOUN
bracis-28422	231	5	s36a	s36a	VERB
bracis-28422	231	6	s36a0	s36a0	PROPN
bracis-28422	231	7	s36a00	s36a00	PROPN
bracis-28422	231	8	.	.	PUNCT
bracis-28422	232	1	movement	movement	PROPN
bracis-28422	232	2	s205	s205	PROPN
bracis-28422	232	3	s2050	s2050	PROPN
bracis-28422	232	4	s20500	s20500	PROPN
bracis-28422	232	5	.	.	PUNCT
bracis-28422	232	6	hand	hand	NOUN
bracis-28422	232	7	left	leave	VERB
bracis-28422	232	8	s182	s182	PROPN
bracis-28422	232	9	s1824	s1824	ADJ
bracis-28422	232	10	s18248	s18248	PROPN
bracis-28422	232	11	.	.	PUNCT
bracis-28422	233	1	staticityrtrue	staticityrtrue	ADJ
bracis-28422	233	2	.	.	PUNCT
bracis-28422	233	3	staticityltrue	staticityltrue	PROPN
bracis-28422	233	4	.	.	PUNCT
bracis-28422	234	1	hands_qtt1	hands_qtt1	NOUN
bracis-28422	234	2	.	.	PUNCT
bracis-28422	235	1	(	(	PUNCT
bracis-28422	235	2	g	g	NOUN
bracis-28422	235	3	)	)	PUNCT
bracis-28422	235	4	head	head	NOUN
bracis-28422	235	5	s36a	s36a	VERB
bracis-28422	235	6	s36a0	s36a0	PROPN
bracis-28422	235	7	s36a00	s36a00	PROPN
bracis-28422	235	8	.	.	PUNCT
bracis-28422	236	1	hand	hand	NOUN
bracis-28422	236	2	left	leave	VERB
bracis-28422	236	3	s182	s182	PROPN
bracis-28422	236	4	s1821	s1821	PROPN
bracis-28422	236	5	s18218	s18218	PROPN
bracis-28422	236	6	.	.	PROPN
bracis-28422	236	7	movement	movement	NOUN
bracis-28422	236	8	s206	s206	PROPN
bracis-28422	236	9	s2060	s2060	NOUN
bracis-28422	236	10	s20600	s20600	PROPN
bracis-28422	236	11	.	.	PROPN
bracis-28422	236	12	staticityrtrue	staticityrtrue	PROPN
bracis-28422	236	13	.	.	PUNCT
bracis-28422	237	1	staticityltrue	staticityltrue	PROPN
bracis-28422	237	2	.	.	PUNCT
bracis-28422	238	1	hands_qtt1	hands_qtt1	NOUN
bracis-28422	238	2	.	.	PUNCT
bracis-28422	239	1	4.3	4.3	NUM
bracis-28422	239	2	implementation	implementation	NOUN
bracis-28422	239	3	details	detail	NOUN
bracis-28422	239	4	this	this	DET
bracis-28422	239	5	project	project	NOUN
bracis-28422	239	6	implemented	implement	VERB
bracis-28422	239	7	the	the	DET
bracis-28422	239	8	tokenizer	tokenizer	NOUN
bracis-28422	239	9	method	method	NOUN
bracis-28422	239	10	from	from	ADP
bracis-28422	239	11	distilbert	distilbert	PROPN
bracis-28422	239	12	[	[	X
bracis-28422	239	13	28	28	NUM
bracis-28422	239	14	]	]	PUNCT
bracis-28422	239	15	based	base	VERB
bracis-28422	239	16	-	-	PUNCT
bracis-28422	239	17	model	model	NOUN
bracis-28422	239	18	using	use	VERB
bracis-28422	239	19	the	the	DET
bracis-28422	239	20	huggingface	huggingface	NOUN
bracis-28422	239	21	transformers	transformer	NOUN
bracis-28422	239	22	library	library	NOUN
bracis-28422	239	23	 	 	SPACE
bracis-28422	240	1	[	[	X
bracis-28422	240	2	37	37	NUM
bracis-28422	240	3	]	]	PUNCT
bracis-28422	240	4	.	.	PUNCT
bracis-28422	241	1	the	the	DET
bracis-28422	241	2	vocabulary	vocabulary	NOUN
bracis-28422	241	3	generated	generate	VERB
bracis-28422	241	4	from	from	ADP
bracis-28422	241	5	the	the	DET
bracis-28422	241	6	regular	regular	ADJ
bracis-28422	241	7	expression	expression	NOUN
bracis-28422	241	8	used	use	VERB
bracis-28422	241	9	in	in	ADP
bracis-28422	241	10	formal	formal	ADJ
bracis-28422	241	11	signwriting	signwriting	NOUN
bracis-28422	241	12	(	(	PUNCT
bracis-28422	241	13	cf	cf	NOUN
bracis-28422	241	14	.	.	PUNCT
bracis-28422	241	15	sect	sect	NOUN
bracis-28422	241	16	.	.	PUNCT
bracis-28422	241	17	 	 	SPACE
bracis-28422	241	18	2	2	NUM
bracis-28422	241	19	and	and	CCONJ
bracis-28422	241	20	fig	fig	NOUN
bracis-28422	241	21	.	.	PUNCT
bracis-28422	241	22	 	 	SPACE
bracis-28422	241	23	3	3	X
bracis-28422	241	24	)	)	PUNCT
bracis-28422	241	25	is	be	AUX
bracis-28422	241	26	concatenated	concatenate	VERB
bracis-28422	241	27	with	with	ADP
bracis-28422	241	28	the	the	DET
bracis-28422	241	29	words	word	NOUN
bracis-28422	241	30	used	use	VERB
bracis-28422	241	31	in	in	ADP
bracis-28422	241	32	the	the	DET
bracis-28422	241	33	sentences	sentence	NOUN
bracis-28422	241	34	(	(	PUNCT
bracis-28422	241	35	hand	hand	NOUN
bracis-28422	241	36	,	,	PUNCT
bracis-28422	241	37	movement	movement	NOUN
bracis-28422	241	38	,	,	PUNCT
bracis-28422	241	39	dynamic	dynamic	ADJ
bracis-28422	241	40	,	,	PUNCT
bracis-28422	241	41	head	head	NOUN
bracis-28422	241	42	,	,	PUNCT
bracis-28422	241	43	body	body	NOUN
bracis-28422	241	44	,	,	PUNCT
bracis-28422	241	45	location	location	NOUN
bracis-28422	241	46	,	,	PUNCT
bracis-28422	241	47	punctuation	punctuation	NOUN
bracis-28422	241	48	,	,	PUNCT
bracis-28422	241	49	stacityrtrue	stacityrtrue	ADJ
bracis-28422	241	50	,	,	PUNCT
bracis-28422	241	51	stacityrfalse	stacityrfalse	PROPN
bracis-28422	241	52	,	,	PUNCT
bracis-28422	241	53	stacityltrue	stacityltrue	NOUN
bracis-28422	241	54	,	,	PUNCT
bracis-28422	241	55	stacitylfalse	stacitylfalse	PROPN
bracis-28422	241	56	,	,	PUNCT
bracis-28422	241	57	hands_qtt0	hands_qtt0	PROPN
bracis-28422	241	58	,	,	PUNCT
bracis-28422	241	59	hands_qtt1	hands_qtt1	NOUN
bracis-28422	241	60	,	,	PUNCT
bracis-28422	241	61	hands_qtt2	hands_qtt2	NOUN
bracis-28422	241	62	)	)	PUNCT
bracis-28422	241	63	,	,	PUNCT
bracis-28422	241	64	and	and	CCONJ
bracis-28422	241	65	with	with	ADP
bracis-28422	241	66	the	the	DET
bracis-28422	241	67	special	special	ADJ
bracis-28422	241	68	tokens	token	NOUN
bracis-28422	242	1	[	[	X
bracis-28422	242	2	pad	pad	NOUN
bracis-28422	242	3	]	]	X
bracis-28422	242	4	,	,	PUNCT
bracis-28422	243	1	[	[	X
bracis-28422	243	2	unk	unk	X
bracis-28422	243	3	]	]	X
bracis-28422	243	4	,	,	PUNCT
bracis-28422	243	5	[	[	X
bracis-28422	243	6	cls	cls	NOUN
bracis-28422	243	7	]	]	X
bracis-28422	243	8	,	,	PUNCT
bracis-28422	243	9	[	[	X
bracis-28422	243	10	sep	sep	X
bracis-28422	243	11	]	]	X
bracis-28422	243	12	,	,	PUNCT
bracis-28422	243	13	and	and	CCONJ
bracis-28422	243	14	[	[	X
bracis-28422	243	15	mask	mask	NOUN
bracis-28422	243	16	]	]	X
bracis-28422	243	17	.	.	PUNCT
bracis-28422	244	1	the	the	DET
bracis-28422	244	2	custom	custom	NOUN
bracis-28422	244	3	vocabulary	vocabulary	NOUN
bracis-28422	244	4	has	have	VERB
bracis-28422	244	5	73	73	NUM
bracis-28422	244	6	,	,	PUNCT
bracis-28422	244	7	 	 	SPACE
bracis-28422	244	8	743	743	NUM
bracis-28422	244	9	tokens	token	NOUN
bracis-28422	244	10	.	.	PUNCT
bracis-28422	245	1	the	the	DET
bracis-28422	245	2	transformer	transformer	ADJ
bracis-28422	245	3	architecture	architecture	NOUN
bracis-28422	245	4	used	use	VERB
bracis-28422	245	5	for	for	ADP
bracis-28422	245	6	contruction	contruction	NOUN
bracis-28422	245	7	of	of	ADP
bracis-28422	245	8	classifier	classifier	NOUN
bracis-28422	245	9	models	model	NOUN
bracis-28422	245	10	was	be	AUX
bracis-28422	245	11	also	also	ADV
bracis-28422	245	12	developed	develop	VERB
bracis-28422	245	13	using	use	VERB
bracis-28422	245	14	the	the	DET
bracis-28422	245	15	huggingface	huggingface	NOUN
bracis-28422	245	16	transformers	transformer	NOUN
bracis-28422	245	17	library	library	NOUN
bracis-28422	245	18	 	 	SPACE
bracis-28422	246	1	[	[	X
bracis-28422	246	2	37	37	NUM
bracis-28422	246	3	]	]	PUNCT
bracis-28422	246	4	.	.	PUNCT
bracis-28422	247	1	the	the	DET
bracis-28422	247	2	implementation	implementation	NOUN
bracis-28422	247	3	of	of	ADP
bracis-28422	247	4	the	the	DET
bracis-28422	247	5	convolutional	convolutional	ADJ
bracis-28422	247	6	neural	neural	ADJ
bracis-28422	247	7	network	network	NOUN
bracis-28422	247	8	architecture	architecture	NOUN
bracis-28422	247	9	was	be	AUX
bracis-28422	247	10	accomplished	accomplish	VERB
bracis-28422	247	11	using	use	VERB
bracis-28422	247	12	libraries	library	NOUN
bracis-28422	247	13	and	and	CCONJ
bracis-28422	247	14	frameworks	framework	NOUN
bracis-28422	247	15	provided	provide	VERB
bracis-28422	247	16	by	by	ADP
bracis-28422	247	17	tensorflowfootnote	tensorflowfootnote	NOUN
bracis-28422	247	18	9	9	NUM
bracis-28422	247	19	.	.	PUNCT
bracis-28422	247	20	4.4	4.4	NUM
bracis-28422	247	21	classifier	classifier	PROPN
bracis-28422	247	22	evaluation	evaluation	NOUN
bracis-28422	247	23	the	the	DET
bracis-28422	247	24	evaluation	evaluation	NOUN
bracis-28422	247	25	of	of	ADP
bracis-28422	247	26	the	the	DET
bracis-28422	247	27	classifier	classifier	NOUN
bracis-28422	247	28	models	model	NOUN
bracis-28422	247	29	involved	involve	VERB
bracis-28422	247	30	analyzing	analyze	VERB
bracis-28422	247	31	the	the	DET
bracis-28422	247	32	impact	impact	NOUN
bracis-28422	247	33	of	of	ADP
bracis-28422	247	34	the	the	DET
bracis-28422	247	35	number	number	NOUN
bracis-28422	247	36	of	of	ADP
bracis-28422	247	37	concepts	concept	NOUN
bracis-28422	247	38	(	(	PUNCT
bracis-28422	247	39	classes	class	NOUN
bracis-28422	247	40	)	)	PUNCT
bracis-28422	247	41	on	on	ADP
bracis-28422	247	42	their	their	PRON
bracis-28422	247	43	performance	performance	NOUN
bracis-28422	247	44	.	.	PUNCT
bracis-28422	248	1	this	this	DET
bracis-28422	248	2	choice	choice	NOUN
bracis-28422	248	3	of	of	ADP
bracis-28422	248	4	analysis	analysis	NOUN
bracis-28422	248	5	perspective	perspective	NOUN
bracis-28422	248	6	is	be	AUX
bracis-28422	248	7	justified	justify	VERB
bracis-28422	248	8	by	by	ADP
bracis-28422	248	9	the	the	DET
bracis-28422	248	10	dynamic	dynamic	ADJ
bracis-28422	248	11	and	and	CCONJ
bracis-28422	248	12	distributed	distribute	VERB
bracis-28422	248	13	nature	nature	NOUN
bracis-28422	248	14	of	of	ADP
bracis-28422	248	15	sign	sign	NOUN
bracis-28422	248	16	languages	language	NOUN
bracis-28422	248	17	.	.	PUNCT
bracis-28422	249	1	due	due	ADP
bracis-28422	249	2	to	to	ADP
bracis-28422	249	3	the	the	DET
bracis-28422	249	4	visual	visual	ADJ
bracis-28422	249	5	-	-	PUNCT
bracis-28422	249	6	spatial	spatial	ADJ
bracis-28422	249	7	nature	nature	NOUN
bracis-28422	249	8	of	of	ADP
bracis-28422	249	9	these	these	DET
bracis-28422	249	10	languages	language	NOUN
bracis-28422	249	11	,	,	PUNCT
bracis-28422	249	12	signs	sign	NOUN
bracis-28422	249	13	can	can	AUX
bracis-28422	249	14	undergo	undergo	VERB
bracis-28422	249	15	numerous	numerous	ADJ
bracis-28422	249	16	variations	variation	NOUN
bracis-28422	249	17	when	when	SCONJ
bracis-28422	249	18	used	use	VERB
bracis-28422	249	19	by	by	ADP
bracis-28422	249	20	different	different	ADJ
bracis-28422	249	21	user	user	NOUN
bracis-28422	249	22	communities	community	NOUN
bracis-28422	249	23	.	.	PUNCT
bracis-28422	250	1	moreover	moreover	ADV
bracis-28422	250	2	,	,	PUNCT
bracis-28422	250	3	the	the	DET
bracis-28422	250	4	continuous	continuous	ADJ
bracis-28422	250	5	development	development	NOUN
bracis-28422	250	6	of	of	ADP
bracis-28422	250	7	new	new	ADJ
bracis-28422	250	8	signs	sign	NOUN
bracis-28422	250	9	reflects	reflect	VERB
bracis-28422	250	10	the	the	DET
bracis-28422	250	11	need	need	NOUN
bracis-28422	250	12	to	to	PART
bracis-28422	250	13	incorporate	incorporate	VERB
bracis-28422	250	14	corresponding	corresponding	ADJ
bracis-28422	250	15	signs	sign	NOUN
bracis-28422	250	16	for	for	ADP
bracis-28422	250	17	emerging	emerge	VERB
bracis-28422	250	18	concepts	concept	NOUN
bracis-28422	250	19	in	in	ADP
bracis-28422	250	20	societal	societal	ADJ
bracis-28422	250	21	evolution	evolution	NOUN
bracis-28422	250	22	.	.	PUNCT
bracis-28422	251	1	thus	thus	ADV
bracis-28422	251	2	,	,	PUNCT
bracis-28422	251	3	the	the	DET
bracis-28422	251	4	models	model	NOUN
bracis-28422	251	5	were	be	AUX
bracis-28422	251	6	generated	generate	VERB
bracis-28422	251	7	using	use	VERB
bracis-28422	251	8	varying	vary	VERB
bracis-28422	251	9	numbers	number	NOUN
bracis-28422	251	10	of	of	ADP
bracis-28422	251	11	descriptions	description	NOUN
bracis-28422	251	12	per	per	ADP
bracis-28422	251	13	concept	concept	NOUN
bracis-28422	251	14	(	(	PUNCT
bracis-28422	251	15	from	from	ADP
bracis-28422	251	16	one	one	NUM
bracis-28422	251	17	to	to	ADP
bracis-28422	251	18	eleven	eleven	NUM
bracis-28422	251	19	)	)	PUNCT
bracis-28422	251	20	.	.	PUNCT
bracis-28422	252	1	we	we	PRON
bracis-28422	252	2	present	present	VERB
bracis-28422	252	3	the	the	DET
bracis-28422	252	4	accuracy	accuracy	NOUN
bracis-28422	252	5	achieved	achieve	VERB
bracis-28422	252	6	through	through	ADP
bracis-28422	252	7	stratified	stratified	ADJ
bracis-28422	252	8	cross	cross	ADJ
bracis-28422	252	9	-	-	ADJ
bracis-28422	252	10	validation	validation	ADJ
bracis-28422	252	11	testing	testing	NOUN
bracis-28422	252	12	.	.	PUNCT
bracis-28422	253	1	5	5	NUM
bracis-28422	253	2	experiments	experiment	NOUN
bracis-28422	253	3	and	and	CCONJ
bracis-28422	253	4	 	 	SPACE
bracis-28422	253	5	results	result	VERB
bracis-28422	253	6	table	table	NOUN
bracis-28422	253	7	 	 	SPACE
bracis-28422	253	8	2	2	NUM
bracis-28422	253	9	presents	present	VERB
bracis-28422	253	10	the	the	DET
bracis-28422	253	11	optimal	optimal	ADJ
bracis-28422	253	12	outcomes	outcome	NOUN
bracis-28422	253	13	achieved	achieve	VERB
bracis-28422	253	14	using	use	VERB
bracis-28422	253	15	the	the	DET
bracis-28422	253	16	convolutional	convolutional	ADJ
bracis-28422	253	17	neural	neural	ADJ
bracis-28422	253	18	network	network	NOUN
bracis-28422	253	19	architecture	architecture	NOUN
bracis-28422	253	20	.	.	PUNCT
bracis-28422	254	1	the	the	DET
bracis-28422	254	2	table	table	NOUN
bracis-28422	254	3	provides	provide	VERB
bracis-28422	254	4	the	the	DET
bracis-28422	254	5	minimum	minimum	ADJ
bracis-28422	254	6	,	,	PUNCT
bracis-28422	254	7	maximum	maximum	ADJ
bracis-28422	254	8	,	,	PUNCT
bracis-28422	254	9	and	and	CCONJ
bracis-28422	254	10	average	average	ADJ
bracis-28422	254	11	accuracies	accuracy	NOUN
bracis-28422	254	12	(	(	PUNCT
bracis-28422	254	13	along	along	ADP
bracis-28422	254	14	with	with	ADP
bracis-28422	254	15	their	their	PRON
bracis-28422	254	16	standard	standard	ADJ
bracis-28422	254	17	deviations	deviation	NOUN
bracis-28422	254	18	)	)	PUNCT
bracis-28422	254	19	obtained	obtain	VERB
bracis-28422	254	20	through	through	ADP
bracis-28422	254	21	a	a	DET
bracis-28422	254	22	comprehensive	comprehensive	ADJ
bracis-28422	254	23	cross	cross	ADJ
bracis-28422	254	24	-	-	ADJ
bracis-28422	254	25	validation	validation	ADJ
bracis-28422	254	26	process	process	NOUN
bracis-28422	254	27	.	.	PUNCT
bracis-28422	255	1	notably	notably	ADV
bracis-28422	255	2	,	,	PUNCT
bracis-28422	255	3	the	the	DET
bracis-28422	255	4	highest	high	ADJ
bracis-28422	255	5	performance	performance	NOUN
bracis-28422	255	6	was	be	AUX
bracis-28422	255	7	observed	observe	VERB
bracis-28422	255	8	in	in	ADP
bracis-28422	255	9	folds	fold	NOUN
bracis-28422	255	10	with	with	ADP
bracis-28422	255	11	smaller	small	ADJ
bracis-28422	255	12	number	number	NOUN
bracis-28422	255	13	of	of	ADP
bracis-28422	255	14	descriptions	description	NOUN
bracis-28422	255	15	and	and	CCONJ
bracis-28422	255	16	concepts	concept	NOUN
bracis-28422	255	17	,	,	PUNCT
bracis-28422	255	18	indicating	indicate	VERB
bracis-28422	255	19	that	that	SCONJ
bracis-28422	255	20	while	while	SCONJ
bracis-28422	255	21	the	the	DET
bracis-28422	255	22	experiment	experiment	NOUN
bracis-28422	255	23	yielded	yield	VERB
bracis-28422	255	24	promising	promise	VERB
bracis-28422	255	25	,	,	PUNCT
bracis-28422	255	26	there	there	PRON
bracis-28422	255	27	exists	exist	VERB
bracis-28422	255	28	an	an	DET
bracis-28422	255	29	upper	upper	ADJ
bracis-28422	255	30	limit	limit	NOUN
bracis-28422	255	31	in	in	ADP
bracis-28422	255	32	terms	term	NOUN
bracis-28422	255	33	of	of	ADP
bracis-28422	255	34	the	the	DET
bracis-28422	255	35	number	number	NOUN
bracis-28422	255	36	of	of	ADP
bracis-28422	255	37	concepts	concept	NOUN
bracis-28422	255	38	these	these	DET
bracis-28422	255	39	models	model	NOUN
bracis-28422	255	40	can	can	AUX
bracis-28422	255	41	effectively	effectively	ADV
bracis-28422	255	42	recognize	recognize	VERB
bracis-28422	255	43	.	.	PUNCT
bracis-28422	256	1	the	the	DET
bracis-28422	256	2	libras	libras	PROPN
bracis-28422	256	3	sign	sign	PROPN
bracis-28422	256	4	language	language	NOUN
bracis-28422	256	5	models	model	NOUN
bracis-28422	256	6	exhibited	exhibit	VERB
bracis-28422	256	7	the	the	DET
bracis-28422	256	8	lowest	low	ADJ
bracis-28422	256	9	results	result	NOUN
bracis-28422	256	10	,	,	PUNCT
bracis-28422	256	11	despite	despite	SCONJ
bracis-28422	256	12	having	have	VERB
bracis-28422	256	13	a	a	DET
bracis-28422	256	14	larger	large	ADJ
bracis-28422	256	15	amount	amount	NOUN
bracis-28422	256	16	of	of	ADP
bracis-28422	256	17	available	available	ADJ
bracis-28422	256	18	data	datum	NOUN
bracis-28422	256	19	.	.	PUNCT
bracis-28422	257	1	this	this	DET
bracis-28422	257	2	outcome	outcome	NOUN
bracis-28422	257	3	can	can	AUX
bracis-28422	257	4	be	be	AUX
bracis-28422	257	5	attributed	attribute	VERB
bracis-28422	257	6	to	to	ADP
bracis-28422	257	7	the	the	DET
bracis-28422	257	8	experimental	experimental	ADJ
bracis-28422	257	9	strategy	strategy	NOUN
bracis-28422	257	10	employed	employ	VERB
bracis-28422	257	11	,	,	PUNCT
bracis-28422	257	12	which	which	PRON
bracis-28422	257	13	involved	involve	VERB
bracis-28422	257	14	a	a	DET
bracis-28422	257	15	higher	high	ADJ
bracis-28422	257	16	number	number	NOUN
bracis-28422	257	17	of	of	ADP
bracis-28422	257	18	concepts	concept	NOUN
bracis-28422	257	19	for	for	ADP
bracis-28422	257	20	this	this	DET
bracis-28422	257	21	language	language	NOUN
bracis-28422	257	22	.	.	PUNCT
bracis-28422	258	1	further	further	ADJ
bracis-28422	258	2	experiments	experiment	NOUN
bracis-28422	258	3	focusing	focus	VERB
bracis-28422	258	4	on	on	ADP
bracis-28422	258	5	a	a	DET
bracis-28422	258	6	smaller	small	ADJ
bracis-28422	258	7	set	set	NOUN
bracis-28422	258	8	of	of	ADP
bracis-28422	258	9	concepts	concept	NOUN
bracis-28422	258	10	are	be	AUX
bracis-28422	258	11	necessary	necessary	ADJ
bracis-28422	258	12	to	to	PART
bracis-28422	258	13	determine	determine	VERB
bracis-28422	258	14	whether	whether	SCONJ
bracis-28422	258	15	additional	additional	ADJ
bracis-28422	258	16	complexities	complexity	NOUN
bracis-28422	258	17	exist	exist	VERB
bracis-28422	258	18	in	in	ADP
bracis-28422	258	19	processing	process	VERB
bracis-28422	258	20	this	this	DET
bracis-28422	258	21	specific	specific	ADJ
bracis-28422	258	22	sign	sign	NOUN
bracis-28422	258	23	language	language	NOUN
bracis-28422	258	24	.	.	PUNCT
bracis-28422	259	1	table	table	NOUN
bracis-28422	259	2	2	2	NUM
bracis-28422	259	3	.	.	X
bracis-28422	259	4	results	result	NOUN
bracis-28422	259	5	for	for	ADP
bracis-28422	259	6	models	model	NOUN
bracis-28422	259	7	using	use	VERB
bracis-28422	259	8	convolutional	convolutional	ADJ
bracis-28422	259	9	neural	neural	ADJ
bracis-28422	259	10	network	network	NOUN
bracis-28422	259	11	.	.	PUNCT
bracis-28422	260	1	#	#	ADJ
bracis-28422	260	2	d.	d.	NOUN
bracis-28422	260	3	number	number	NOUN
bracis-28422	260	4	of	of	ADP
bracis-28422	260	5	different	different	ADJ
bracis-28422	260	6	descriptions	description	NOUN
bracis-28422	260	7	for	for	ADP
bracis-28422	260	8	the	the	DET
bracis-28422	260	9	same	same	ADJ
bracis-28422	260	10	concept	concept	NOUN
bracis-28422	260	11	;	;	PUNCT
bracis-28422	260	12	\(\mu	\(\mu	PROPN
bracis-28422	260	13	\	\	NOUN
bracis-28422	260	14	)	)	PUNCT
bracis-28422	260	15	average	average	ADJ
bracis-28422	260	16	;	;	PUNCT
bracis-28422	260	17	\(\sigma	\(\sigma	NOUN
bracis-28422	260	18	\	\	NUM
bracis-28422	260	19	)	)	PUNCT
bracis-28422	260	20	standard	standard	ADJ
bracis-28422	260	21	deviationfull	deviationfull	NOUN
bracis-28422	260	22	size	size	NOUN
bracis-28422	260	23	table	table	NOUN
bracis-28422	260	24	the	the	DET
bracis-28422	260	25	results	result	NOUN
bracis-28422	260	26	achieved	achieve	VERB
bracis-28422	260	27	using	use	VERB
bracis-28422	260	28	the	the	DET
bracis-28422	260	29	transformer	transformer	ADJ
bracis-28422	260	30	architecture	architecture	NOUN
bracis-28422	260	31	are	be	AUX
bracis-28422	260	32	presented	present	VERB
bracis-28422	260	33	in	in	ADP
bracis-28422	260	34	table	table	NOUN
bracis-28422	260	35	 	 	SPACE
bracis-28422	260	36	3	3	NUM
bracis-28422	260	37	.	.	PUNCT
bracis-28422	261	1	on	on	ADP
bracis-28422	261	2	average	average	ADJ
bracis-28422	261	3	,	,	PUNCT
bracis-28422	261	4	the	the	DET
bracis-28422	261	5	results	result	NOUN
bracis-28422	261	6	are	be	AUX
bracis-28422	261	7	slightly	slightly	ADV
bracis-28422	261	8	lower	low	ADJ
bracis-28422	261	9	compared	compare	VERB
bracis-28422	261	10	to	to	ADP
bracis-28422	261	11	the	the	DET
bracis-28422	261	12	convolution	convolution	NOUN
bracis-28422	261	13	-	-	PUNCT
bracis-28422	261	14	based	base	VERB
bracis-28422	261	15	architecture	architecture	NOUN
bracis-28422	261	16	.	.	PUNCT
bracis-28422	262	1	while	while	SCONJ
bracis-28422	262	2	better	well	ADJ
bracis-28422	262	3	performance	performance	NOUN
bracis-28422	262	4	in	in	ADP
bracis-28422	262	5	terms	term	NOUN
bracis-28422	262	6	of	of	ADP
bracis-28422	262	7	maximum	maximum	ADJ
bracis-28422	262	8	results	result	NOUN
bracis-28422	262	9	was	be	AUX
bracis-28422	262	10	attainable	attainable	ADJ
bracis-28422	262	11	for	for	ADP
bracis-28422	262	12	german	german	ADJ
bracis-28422	262	13	and	and	CCONJ
bracis-28422	262	14	american	american	ADJ
bracis-28422	262	15	sign	sign	NOUN
bracis-28422	262	16	languages	language	NOUN
bracis-28422	262	17	,	,	PUNCT
bracis-28422	262	18	the	the	DET
bracis-28422	262	19	model	model	NOUN
bracis-28422	262	20	exhibited	exhibit	VERB
bracis-28422	262	21	instabilities	instability	NOUN
bracis-28422	262	22	as	as	SCONJ
bracis-28422	262	23	indicated	indicate	VERB
bracis-28422	262	24	by	by	ADP
bracis-28422	262	25	the	the	DET
bracis-28422	262	26	brazilian	brazilian	ADJ
bracis-28422	262	27	sign	sign	NOUN
bracis-28422	262	28	language	language	NOUN
bracis-28422	262	29	results	result	NOUN
bracis-28422	262	30	.	.	PUNCT
bracis-28422	263	1	table	table	NOUN
bracis-28422	263	2	3	3	NUM
bracis-28422	263	3	.	.	NOUN
bracis-28422	263	4	results	result	NOUN
bracis-28422	263	5	for	for	ADP
bracis-28422	263	6	models	model	NOUN
bracis-28422	263	7	using	use	VERB
bracis-28422	263	8	transformer	transformer	NOUN
bracis-28422	263	9	architecture	architecture	NOUN
bracis-28422	263	10	.	.	PUNCT
bracis-28422	264	1	#	#	ADJ
bracis-28422	264	2	d.	d.	NOUN
bracis-28422	264	3	number	number	NOUN
bracis-28422	264	4	of	of	ADP
bracis-28422	264	5	different	different	ADJ
bracis-28422	264	6	descriptions	description	NOUN
bracis-28422	264	7	for	for	ADP
bracis-28422	264	8	the	the	DET
bracis-28422	264	9	same	same	ADJ
bracis-28422	264	10	concept	concept	NOUN
bracis-28422	264	11	;	;	PUNCT
bracis-28422	264	12	\(\mu	\(\mu	PROPN
bracis-28422	264	13	\	\	NOUN
bracis-28422	264	14	)	)	PUNCT
bracis-28422	264	15	average	average	ADJ
bracis-28422	264	16	;	;	PUNCT
bracis-28422	264	17	\(\sigma	\(\sigma	NOUN
bracis-28422	264	18	\	\	NUM
bracis-28422	264	19	)	)	PUNCT
bracis-28422	264	20	standard	standard	ADJ
bracis-28422	264	21	deviationfull	deviationfull	NOUN
bracis-28422	264	22	size	size	NOUN
bracis-28422	264	23	table	table	NOUN
bracis-28422	264	24	regarding	regard	VERB
bracis-28422	264	25	the	the	DET
bracis-28422	264	26	representation	representation	NOUN
bracis-28422	264	27	schemes	scheme	NOUN
bracis-28422	264	28	,	,	PUNCT
bracis-28422	264	29	we	we	PRON
bracis-28422	264	30	observed	observe	VERB
bracis-28422	264	31	a	a	DET
bracis-28422	264	32	slight	slight	ADJ
bracis-28422	264	33	superiority	superiority	NOUN
bracis-28422	264	34	for	for	ADP
bracis-28422	264	35	the	the	DET
bracis-28422	264	36	mapping	mapping	NOUN
bracis-28422	264	37	m3	m3	NOUN
bracis-28422	264	38	schema	schema	NOUN
bracis-28422	264	39	when	when	SCONJ
bracis-28422	264	40	applying	apply	VERB
bracis-28422	264	41	convolutional	convolutional	ADJ
bracis-28422	264	42	architecture	architecture	NOUN
bracis-28422	264	43	,	,	PUNCT
bracis-28422	264	44	and	and	CCONJ
bracis-28422	264	45	for	for	ADP
bracis-28422	264	46	the	the	DET
bracis-28422	264	47	mapping	mapping	NOUN
bracis-28422	264	48	m1	m1	PROPN
bracis-28422	264	49	and	and	CCONJ
bracis-28422	264	50	mapping	mapping	NOUN
bracis-28422	264	51	m2	m2	PROPN
bracis-28422	264	52	schemes	scheme	NOUN
bracis-28422	264	53	when	when	SCONJ
bracis-28422	264	54	applying	apply	VERB
bracis-28422	264	55	the	the	DET
bracis-28422	264	56	transformer	transformer	NOUN
bracis-28422	264	57	architecture	architecture	NOUN
bracis-28422	264	58	.	.	PUNCT
bracis-28422	265	1	these	these	DET
bracis-28422	265	2	findings	finding	NOUN
bracis-28422	265	3	underscore	underscore	VERB
bracis-28422	265	4	the	the	DET
bracis-28422	265	5	necessity	necessity	NOUN
bracis-28422	265	6	for	for	ADP
bracis-28422	265	7	further	further	ADJ
bracis-28422	265	8	investigations	investigation	NOUN
bracis-28422	265	9	to	to	PART
bracis-28422	265	10	harness	harness	VERB
bracis-28422	265	11	the	the	DET
bracis-28422	265	12	learning	learn	VERB
bracis-28422	265	13	capabilities	capability	NOUN
bracis-28422	265	14	of	of	ADP
bracis-28422	265	15	each	each	DET
bracis-28422	265	16	architecture	architecture	NOUN
bracis-28422	265	17	,	,	PUNCT
bracis-28422	265	18	as	as	SCONJ
bracis-28422	265	19	they	they	PRON
bracis-28422	265	20	appear	appear	VERB
bracis-28422	265	21	to	to	PART
bracis-28422	265	22	encompass	encompass	VERB
bracis-28422	265	23	distinct	distinct	ADJ
bracis-28422	265	24	features	feature	NOUN
bracis-28422	265	25	in	in	ADP
bracis-28422	265	26	the	the	DET
bracis-28422	265	27	representation	representation	NOUN
bracis-28422	265	28	spaces	space	NOUN
bracis-28422	265	29	.	.	PUNCT
bracis-28422	266	1	6	6	NUM
bracis-28422	266	2	final	final	ADJ
bracis-28422	266	3	remarks	remark	NOUN
bracis-28422	266	4	in	in	ADP
bracis-28422	266	5	this	this	DET
bracis-28422	266	6	paper	paper	NOUN
bracis-28422	266	7	,	,	PUNCT
bracis-28422	266	8	we	we	PRON
bracis-28422	266	9	investigate	investigate	VERB
bracis-28422	266	10	a	a	DET
bracis-28422	266	11	new	new	ADJ
bracis-28422	266	12	sign	sign	NOUN
bracis-28422	266	13	language	language	NOUN
bracis-28422	266	14	modeling	modeling	NOUN
bracis-28422	266	15	approach	approach	NOUN
bracis-28422	266	16	based	base	VERB
bracis-28422	266	17	on	on	ADP
bracis-28422	266	18	signwriting	signwriting	NOUN
bracis-28422	266	19	descriptions	description	NOUN
bracis-28422	266	20	.	.	PUNCT
bracis-28422	267	1	the	the	DET
bracis-28422	267	2	obtained	obtain	VERB
bracis-28422	267	3	classifier	classifier	NOUN
bracis-28422	267	4	models	model	NOUN
bracis-28422	267	5	demonstrate	demonstrate	VERB
bracis-28422	267	6	the	the	DET
bracis-28422	267	7	ability	ability	NOUN
bracis-28422	267	8	to	to	PART
bracis-28422	267	9	recognize	recognize	VERB
bracis-28422	267	10	signs	sign	NOUN
bracis-28422	267	11	based	base	VERB
bracis-28422	267	12	on	on	ADP
bracis-28422	267	13	detailed	detailed	ADJ
bracis-28422	267	14	and	and	CCONJ
bracis-28422	267	15	unprecedented	unprecedented	ADJ
bracis-28422	267	16	descriptions	description	NOUN
bracis-28422	267	17	of	of	ADP
bracis-28422	267	18	their	their	PRON
bracis-28422	267	19	execution	execution	NOUN
bracis-28422	267	20	.	.	PUNCT
bracis-28422	268	1	our	our	PRON
bracis-28422	268	2	method	method	NOUN
bracis-28422	268	3	exhibits	exhibit	VERB
bracis-28422	268	4	adaptability	adaptability	NOUN
bracis-28422	268	5	across	across	ADP
bracis-28422	268	6	sign	sign	NOUN
bracis-28422	268	7	languages	language	NOUN
bracis-28422	268	8	from	from	ADP
bracis-28422	268	9	various	various	ADJ
bracis-28422	268	10	countries	country	NOUN
bracis-28422	268	11	,	,	PUNCT
bracis-28422	268	12	indicating	indicate	VERB
bracis-28422	268	13	the	the	DET
bracis-28422	268	14	potential	potential	NOUN
bracis-28422	268	15	for	for	ADP
bracis-28422	268	16	utilizing	utilize	VERB
bracis-28422	268	17	a	a	DET
bracis-28422	268	18	representation	representation	NOUN
bracis-28422	268	19	scheme	scheme	NOUN
bracis-28422	268	20	that	that	PRON
bracis-28422	268	21	bridges	bridge	VERB
bracis-28422	268	22	the	the	DET
bracis-28422	268	23	gap	gap	NOUN
bracis-28422	268	24	between	between	ADP
bracis-28422	268	25	signwriting	signwriting	NOUN
bracis-28422	268	26	coding	coding	NOUN
bracis-28422	268	27	and	and	CCONJ
bracis-28422	268	28	sentence	sentence	NOUN
bracis-28422	268	29	-	-	PUNCT
bracis-28422	268	30	based	base	VERB
bracis-28422	268	31	representation	representation	NOUN
bracis-28422	268	32	in	in	ADP
bracis-28422	268	33	automatic	automatic	ADJ
bracis-28422	268	34	sign	sign	NOUN
bracis-28422	268	35	language	language	NOUN
bracis-28422	268	36	processing	processing	NOUN
bracis-28422	268	37	research	research	NOUN
bracis-28422	268	38	.	.	PUNCT
bracis-28422	269	1	as	as	ADP
bracis-28422	269	2	future	future	ADJ
bracis-28422	269	3	work	work	NOUN
bracis-28422	269	4	,	,	PUNCT
bracis-28422	269	5	exploration	exploration	NOUN
bracis-28422	269	6	of	of	ADP
bracis-28422	269	7	approaches	approach	NOUN
bracis-28422	269	8	involving	involve	VERB
bracis-28422	269	9	texts	text	NOUN
bracis-28422	269	10	and	and	CCONJ
bracis-28422	269	11	sentences	sentence	NOUN
bracis-28422	269	12	in	in	ADP
bracis-28422	269	13	signwriting	signwriting	NOUN
bracis-28422	269	14	could	could	AUX
bracis-28422	269	15	be	be	AUX
bracis-28422	269	16	conducted	conduct	VERB
bracis-28422	269	17	,	,	PUNCT
bracis-28422	269	18	enabling	enable	VERB
bracis-28422	269	19	the	the	DET
bracis-28422	269	20	incorporation	incorporation	NOUN
bracis-28422	269	21	of	of	ADP
bracis-28422	269	22	contextual	contextual	ADJ
bracis-28422	269	23	information	information	NOUN
bracis-28422	269	24	in	in	ADP
bracis-28422	269	25	sign	sign	NOUN
bracis-28422	269	26	execution	execution	NOUN
bracis-28422	269	27	.	.	PUNCT
bracis-28422	270	1	this	this	PRON
bracis-28422	270	2	would	would	AUX
bracis-28422	270	3	facilitate	facilitate	VERB
bracis-28422	270	4	the	the	DET
bracis-28422	270	5	development	development	NOUN
bracis-28422	270	6	of	of	ADP
bracis-28422	270	7	models	model	NOUN
bracis-28422	270	8	for	for	ADP
bracis-28422	270	9	various	various	ADJ
bracis-28422	270	10	tasks	task	NOUN
bracis-28422	270	11	within	within	ADP
bracis-28422	270	12	the	the	DET
bracis-28422	270	13	same	same	ADJ
bracis-28422	270	14	domain	domain	NOUN
bracis-28422	270	15	.	.	PUNCT
bracis-28422	271	1	it	it	PRON
bracis-28422	271	2	is	be	AUX
bracis-28422	271	3	worth	worth	ADJ
bracis-28422	271	4	emphasizing	emphasize	VERB
bracis-28422	271	5	that	that	SCONJ
bracis-28422	271	6	these	these	DET
bracis-28422	271	7	models	model	NOUN
bracis-28422	271	8	still	still	ADV
bracis-28422	271	9	require	require	VERB
bracis-28422	271	10	significant	significant	ADJ
bracis-28422	271	11	improvement	improvement	NOUN
bracis-28422	271	12	,	,	PUNCT
bracis-28422	271	13	as	as	SCONJ
bracis-28422	271	14	their	their	PRON
bracis-28422	271	15	current	current	ADJ
bracis-28422	271	16	capacity	capacity	NOUN
bracis-28422	271	17	does	do	AUX
bracis-28422	271	18	not	not	PART
bracis-28422	271	19	encompass	encompass	VERB
bracis-28422	271	20	a	a	DET
bracis-28422	271	21	wide	wide	ADJ
bracis-28422	271	22	range	range	NOUN
bracis-28422	271	23	of	of	ADP
bracis-28422	271	24	concepts	concept	NOUN
bracis-28422	271	25	.	.	PUNCT
bracis-28422	272	1	therefore	therefore	ADV
bracis-28422	272	2	,	,	PUNCT
bracis-28422	272	3	conducting	conduct	VERB
bracis-28422	272	4	a	a	DET
bracis-28422	272	5	detailed	detailed	ADJ
bracis-28422	272	6	investigation	investigation	NOUN
bracis-28422	272	7	into	into	ADP
bracis-28422	272	8	the	the	DET
bracis-28422	272	9	errors	error	NOUN
bracis-28422	272	10	that	that	PRON
bracis-28422	272	11	arise	arise	VERB
bracis-28422	272	12	when	when	SCONJ
bracis-28422	272	13	introducing	introduce	VERB
bracis-28422	272	14	a	a	DET
bracis-28422	272	15	larger	large	ADJ
bracis-28422	272	16	set	set	NOUN
bracis-28422	272	17	of	of	ADP
bracis-28422	272	18	concepts	concept	NOUN
bracis-28422	272	19	to	to	ADP
bracis-28422	272	20	the	the	DET
bracis-28422	272	21	model	model	NOUN
bracis-28422	272	22	can	can	AUX
bracis-28422	272	23	provide	provide	VERB
bracis-28422	272	24	valuable	valuable	ADJ
bracis-28422	272	25	insights	insight	NOUN
bracis-28422	272	26	for	for	ADP
bracis-28422	272	27	enhancing	enhance	VERB
bracis-28422	272	28	the	the	DET
bracis-28422	272	29	latent	latent	NOUN
bracis-28422	272	30	representation	representation	NOUN
bracis-28422	272	31	space	space	NOUN
bracis-28422	272	32	.	.	PUNCT
bracis-28422	273	1	notes	note	NOUN
bracis-28422	273	2	1.https://github.com/fernandoafreitas/bracis_2023_signwriting	1.https://github.com/fernandoafreitas/bracis_2023_signwrite	VERB
bracis-28422	273	3	.	.	PUNCT
bracis-28422	274	1	2.translation	2.translation	NUM
bracis-28422	274	2	to	to	ADP
bracis-28422	274	3	english	english	PROPN
bracis-28422	274	4	:	:	PUNCT
bracis-28422	274	5	“	"	PUNCT
bracis-28422	274	6	the	the	DET
bracis-28422	274	7	girl	girl	NOUN
bracis-28422	274	8	who	who	PRON
bracis-28422	274	9	fell	fall	VERB
bracis-28422	274	10	from	from	ADP
bracis-28422	274	11	bike	bike	NOUN
bracis-28422	274	12	?	?	PUNCT
bracis-28422	274	13	...	...	PUNCT
bracis-28422	275	1	she	she	PRON
bracis-28422	275	2	is	be	AUX
bracis-28422	275	3	in	in	ADP
bracis-28422	275	4	the	the	DET
bracis-28422	275	5	hospital	hospital	NOUN
bracis-28422	275	6	!	!	PUNCT
bracis-28422	275	7	”	"	PUNCT
bracis-28422	275	8	.	.	PUNCT
bracis-28422	276	1	3.mapping	3.mapping	NUM
bracis-28422	276	2	for	for	ADP
bracis-28422	276	3	english	english	ADJ
bracis-28422	276	4	words	word	NOUN
bracis-28422	276	5	:	:	PUNCT
bracis-28422	276	6	<	<	X
bracis-28422	276	7	girl	girl	NOUN
bracis-28422	276	8	fell	fall	VERB
bracis-28422	276	9	bike	bike	PROPN
bracis-28422	276	10	>	>	X
bracis-28422	276	11	...	...	PUNCT
bracis-28422	277	1	<	<	X
bracis-28422	277	2	she	she	PRON
bracis-28422	277	3	there	there	ADV
bracis-28422	277	4	hospital	hospital	VERB
bracis-28422	277	5	>	>	PUNCT
bracis-28422	277	6	.	.	PUNCT
bracis-28422	278	1	4.position	4.position	NUM
bracis-28422	278	2	symbols	symbol	NOUN
bracis-28422	278	3	were	be	AUX
bracis-28422	278	4	not	not	PART
bracis-28422	278	5	found	find	VERB
bracis-28422	278	6	in	in	ADP
bracis-28422	278	7	the	the	DET
bracis-28422	278	8	databases	database	NOUN
bracis-28422	278	9	used	use	VERB
bracis-28422	278	10	in	in	ADP
bracis-28422	278	11	this	this	DET
bracis-28422	278	12	paper	paper	NOUN
bracis-28422	278	13	.	.	PUNCT
bracis-28422	279	1	5.https://www.signbank.org/.	5.https://www.signbank.org/.	NUM
bracis-28422	279	2	6.detailed	6.detaile	VERB
bracis-28422	279	3	information	information	NOUN
bracis-28422	279	4	about	about	ADP
bracis-28422	279	5	the	the	DET
bracis-28422	279	6	regular	regular	ADJ
bracis-28422	279	7	expression	expression	NOUN
bracis-28422	279	8	is	be	AUX
bracis-28422	279	9	available	available	ADJ
bracis-28422	279	10	at	at	ADP
bracis-28422	279	11	https://datatracker.ietf.org/doc/html/draft-slevinski-signwriting-text-05#section-2.3	https://datatracker.ietf.org/doc/html/draft-slevinski-signwriting-text-05#section-2.3	PROPN
bracis-28422	279	12	.	.	PROPN
bracis-28422	280	1	7.accessed	7.accesse	VERB
bracis-28422	280	2	on	on	ADP
bracis-28422	280	3	2023	2023	NUM
bracis-28422	280	4	-	-	SYM
bracis-28422	280	5	01	01	NUM
bracis-28422	280	6	-	-	SYM
bracis-28422	280	7	31	31	NUM
bracis-28422	280	8	.	.	PUNCT
bracis-28422	281	1	8.the	8.the	DET
bracis-28422	281	2	same	same	ADJ
bracis-28422	281	3	sign	sign	NOUN
bracis-28422	281	4	can	can	AUX
bracis-28422	281	5	be	be	AUX
bracis-28422	281	6	represented	represent	VERB
bracis-28422	281	7	in	in	ADP
bracis-28422	281	8	multiple	multiple	ADJ
bracis-28422	281	9	ways	way	NOUN
bracis-28422	281	10	,	,	PUNCT
bracis-28422	281	11	either	either	CCONJ
bracis-28422	281	12	due	due	ADJ
bracis-28422	281	13	to	to	ADP
bracis-28422	281	14	slight	slight	ADJ
bracis-28422	281	15	variations	variation	NOUN
bracis-28422	281	16	in	in	ADP
bracis-28422	281	17	the	the	DET
bracis-28422	281	18	execution	execution	NOUN
bracis-28422	281	19	of	of	ADP
bracis-28422	281	20	the	the	DET
bracis-28422	281	21	gesture	gesture	NOUN
bracis-28422	281	22	or	or	CCONJ
bracis-28422	281	23	by	by	ADP
bracis-28422	281	24	taking	take	VERB
bracis-28422	281	25	contextual	contextual	ADJ
bracis-28422	281	26	factors	factor	NOUN
bracis-28422	281	27	into	into	ADP
bracis-28422	281	28	account	account	NOUN
bracis-28422	281	29	during	during	ADP
bracis-28422	281	30	the	the	DET
bracis-28422	281	31	signaling	signal	VERB
bracis-28422	281	32	process	process	NOUN
bracis-28422	281	33	.	.	PUNCT
bracis-28422	282	1	9.https://www.tensorflow.org/.	9.https://www.tensorflow.org/.	NUM
bracis-28422	282	2	references	reference	NOUN
bracis-28422	282	3	de	de	PROPN
bracis-28422	282	4	almeida	almeida	PROPN
bracis-28422	282	5	freitas	freitas	PROPN
bracis-28422	282	6	,	,	PUNCT
bracis-28422	282	7	f.	f.	PROPN
bracis-28422	282	8	:	:	PUNCT
bracis-28422	282	9	reconhecimento	reconhecimento	ADP
bracis-28422	282	10	automático	automático	PROPN
bracis-28422	282	11	de	de	X
bracis-28422	282	12	expressões	expressões	PROPN
bracis-28422	282	13	faciais	faciais	PROPN
bracis-28422	282	14	gramaticais	gramaticais	PROPN
bracis-28422	282	15	na	na	PROPN
bracis-28422	282	16	língua	língua	PROPN
bracis-28422	282	17	brasileira	brasileira	PROPN
bracis-28422	282	18	de	de	PROPN
bracis-28422	282	19	sinais	sinais	PROPN
bracis-28422	282	20	.	.	PUNCT
bracis-28422	283	1	master	master	PROPN
bracis-28422	283	2	’s	’s	PART
bracis-28422	283	3	thesis	thesis	NOUN
bracis-28422	283	4	,	,	PUNCT
bracis-28422	283	5	universidade	universidade	PROPN
bracis-28422	283	6	de	de	PROPN
bracis-28422	283	7	são	são	PROPN
bracis-28422	283	8	paulo	paulo	PROPN
bracis-28422	283	9	,	,	PUNCT
bracis-28422	283	10	brasil	brasil	PROPN
bracis-28422	283	11	(	(	PUNCT
bracis-28422	283	12	2015	2015	NUM
bracis-28422	283	13	)	)	PUNCT
bracis-28422	283	14	google	google	NOUN
bracis-28422	283	15	scholar	scholar	NOUN
bracis-28422	283	16	  	  	SPACE
bracis-28422	283	17	de	de	PROPN
bracis-28422	283	18	almeida	almeida	PROPN
bracis-28422	283	19	freitas	freitas	PROPN
bracis-28422	283	20	,	,	PUNCT
bracis-28422	283	21	f.	f.	PROPN
bracis-28422	283	22	,	,	PUNCT
bracis-28422	283	23	peres	peres	PROPN
bracis-28422	283	24	,	,	PUNCT
bracis-28422	283	25	s.m	s.m	PROPN
bracis-28422	283	26	.	.	PROPN
bracis-28422	283	27	,	,	PUNCT
bracis-28422	283	28	de	de	PROPN
bracis-28422	283	29	moraes	moraes	PROPN
bracis-28422	283	30	lima	lima	PROPN
bracis-28422	283	31	,	,	PUNCT
bracis-28422	283	32	c.a	c.a	PROPN
bracis-28422	283	33	.	.	PROPN
bracis-28422	283	34	,	,	PUNCT
bracis-28422	283	35	barbosa	barbosa	PROPN
bracis-28422	283	36	,	,	PUNCT
bracis-28422	283	37	f.v	f.v	PROPN
bracis-28422	283	38	.	.	PROPN
bracis-28422	283	39	:	:	PUNCT
bracis-28422	283	40	grammatical	grammatical	ADJ
bracis-28422	283	41	facial	facial	ADJ
bracis-28422	283	42	expressions	expression	NOUN
bracis-28422	283	43	recognition	recognition	NOUN
bracis-28422	283	44	with	with	ADP
bracis-28422	283	45	machine	machine	NOUN
bracis-28422	283	46	learning	learning	NOUN
bracis-28422	283	47	.	.	PUNCT
bracis-28422	284	1	in	in	ADP
bracis-28422	284	2	:	:	PUNCT
bracis-28422	284	3	proceedings	proceeding	NOUN
bracis-28422	284	4	of	of	ADP
bracis-28422	284	5	the	the	DET
bracis-28422	284	6	27th	27th	ADJ
bracis-28422	284	7	international	international	ADJ
bracis-28422	284	8	florida	florida	PROPN
bracis-28422	284	9	artificial	artificial	ADJ
bracis-28422	284	10	intelligence	intelligence	PROPN
bracis-28422	284	11	research	research	NOUN
bracis-28422	284	12	society	society	NOUN
bracis-28422	284	13	conference	conference	NOUN
bracis-28422	284	14	,	,	PUNCT
bracis-28422	284	15	pp	pp	X
bracis-28422	284	16	.	.	PUNCT
bracis-28422	285	1	180–185	180–185	NUM
bracis-28422	285	2	(	(	PUNCT
bracis-28422	285	3	2014	2014	NUM
bracis-28422	285	4	)	)	PUNCT
bracis-28422	285	5	google	google	PROPN
bracis-28422	285	6	scholar	scholar	NOUN
bracis-28422	285	7	  	  	SPACE
bracis-28422	285	8	barros	barros	PROPN
bracis-28422	285	9	,	,	PUNCT
bracis-28422	285	10	m.e	m.e	PROPN
bracis-28422	285	11	.	.	PROPN
bracis-28422	285	12	:	:	PUNCT
bracis-28422	286	1	elis	elis	PROPN
bracis-28422	286	2	-	-	PUNCT
bracis-28422	286	3	escrita	escrita	PROPN
bracis-28422	286	4	das	das	PROPN
bracis-28422	286	5	línguas	línguas	PROPN
bracis-28422	286	6	de	de	PROPN
bracis-28422	286	7	sinais	sinais	PROPN
bracis-28422	286	8	:	:	PUNCT
bracis-28422	286	9	proposta	proposta	PROPN
bracis-28422	286	10	teórica	teórica	PROPN
bracis-28422	286	11	e	e	PROPN
bracis-28422	286	12	verificação	verificação	PROPN
bracis-28422	286	13	prática	prática	PROPN
bracis-28422	286	14	.	.	PUNCT
bracis-28422	287	1	ph.d	ph.d	PROPN
bracis-28422	287	2	.	.	PUNCT
bracis-28422	288	1	thesis	thesis	NOUN
bracis-28422	288	2	,	,	PUNCT
bracis-28422	288	3	tese	tese	PROPN
bracis-28422	288	4	(	(	PUNCT
bracis-28422	288	5	doutorado	doutorado	NOUN
bracis-28422	288	6	em	em	PRON
bracis-28422	288	7	linguística)-universidade	linguística)-universidade	VERB
bracis-28422	288	8	federal	federal	ADJ
bracis-28422	288	9	de	de	X
bracis-28422	288	10	santa	santa	PROPN
bracis-28422	288	11	catarina	catarina	PROPN
bracis-28422	288	12	(	(	PUNCT
bracis-28422	288	13	2008	2008	NUM
bracis-28422	288	14	)	)	PUNCT
bracis-28422	288	15	google	google	PROPN
bracis-28422	288	16	scholar	scholar	NOUN
bracis-28422	288	17	  	  	SPACE
bracis-28422	288	18	bébian	bébian	NOUN
bracis-28422	288	19	,	,	PUNCT
bracis-28422	288	20	a.	a.	NOUN
bracis-28422	288	21	:	:	PUNCT
bracis-28422	288	22	mimographie	mimographie	NOUN
bracis-28422	288	23	,	,	PUNCT
bracis-28422	288	24	ou	ou	X
bracis-28422	288	25	essai	essai	PROPN
bracis-28422	288	26	d’écriture	d’écriture	PROPN
bracis-28422	288	27	mimique	mimique	NOUN
bracis-28422	288	28	propre	propre	PROPN
bracis-28422	288	29	á	á	PROPN
bracis-28422	288	30	régulariser	régulariser	X
bracis-28422	288	31	le	le	X
bracis-28422	288	32	langage	langage	PROPN
bracis-28422	288	33	des	des	PROPN
bracis-28422	288	34	sourds	sourd	NOUN
bracis-28422	288	35	-	-	PUNCT
bracis-28422	288	36	muets	muet	NOUN
bracis-28422	288	37	.	.	PUNCT
bracis-28422	289	1	l.	l.	PROPN
bracis-28422	289	2	colas	colas	PROPN
bracis-28422	289	3	(	(	PUNCT
bracis-28422	289	4	1825	1825	NUM
bracis-28422	289	5	)	)	PUNCT
bracis-28422	289	6	google	google	PROPN
bracis-28422	289	7	scholar	scholar	NOUN
bracis-28422	289	8	  	  	SPACE
bracis-28422	289	9	bertoldi	bertoldi	NOUN
bracis-28422	289	10	,	,	PUNCT
bracis-28422	289	11	n.	n.	NOUN
bracis-28422	289	12	,	,	PUNCT
bracis-28422	289	13	et	et	PROPN
bracis-28422	289	14	al	al	PROPN
bracis-28422	289	15	.	.	PUNCT
bracis-28422	289	16	:	:	PUNCT
bracis-28422	290	1	on	on	ADP
bracis-28422	290	2	the	the	DET
bracis-28422	290	3	creation	creation	NOUN
bracis-28422	290	4	and	and	CCONJ
bracis-28422	290	5	the	the	DET
bracis-28422	290	6	annotation	annotation	NOUN
bracis-28422	290	7	of	of	ADP
bracis-28422	290	8	a	a	DET
bracis-28422	290	9	large	large	ADJ
bracis-28422	290	10	-	-	PUNCT
bracis-28422	290	11	scale	scale	NOUN
bracis-28422	290	12	italian	italian	ADJ
bracis-28422	290	13	-	-	PUNCT
bracis-28422	290	14	lis	li	VERB
bracis-28422	290	15	parallel	parallel	NOUN
bracis-28422	290	16	corpus	corpus	NOUN
bracis-28422	290	17	.	.	PUNCT
bracis-28422	291	1	in	in	ADP
bracis-28422	291	2	:	:	PUNCT
bracis-28422	291	3	proceedings	proceeding	NOUN
bracis-28422	291	4	of	of	ADP
bracis-28422	291	5	7th	7th	ADJ
bracis-28422	291	6	international	international	ADJ
bracis-28422	291	7	conference	conference	NOUN
bracis-28422	291	8	on	on	ADP
bracis-28422	291	9	language	language	NOUN
bracis-28422	291	10	resources	resource	NOUN
bracis-28422	291	11	and	and	CCONJ
bracis-28422	291	12	evaluation	evaluation	NOUN
bracis-28422	291	13	,	,	PUNCT
bracis-28422	291	14	valletta	valletta	PROPN
bracis-28422	291	15	,	,	PUNCT
bracis-28422	291	16	malta	malta	PROPN
bracis-28422	291	17	,	,	PUNCT
bracis-28422	291	18	pp	pp	X
bracis-28422	291	19	.	.	PUNCT
bracis-28422	292	1	19–22	19–22	NUM
bracis-28422	292	2	.	.	PUNCT
bracis-28422	293	1	european	european	PROPN
bracis-28422	293	2	language	language	PROPN
bracis-28422	293	3	resources	resource	NOUN
bracis-28422	293	4	association	association	NOUN
bracis-28422	293	5	(	(	PUNCT
bracis-28422	293	6	2010	2010	NUM
bracis-28422	293	7	)	)	PUNCT
bracis-28422	293	8	google	google	PROPN
bracis-28422	293	9	scholar	scholar	NOUN
bracis-28422	293	10	  	  	SPACE
bracis-28422	293	11	bilge	bilge	NOUN
bracis-28422	293	12	,	,	PUNCT
bracis-28422	293	13	y.c	y.c	PROPN
bracis-28422	293	14	.	.	PROPN
bracis-28422	293	15	,	,	PUNCT
bracis-28422	293	16	ikizler	ikizler	NOUN
bracis-28422	293	17	-	-	PUNCT
bracis-28422	293	18	cinbis	cinbis	ADJ
bracis-28422	293	19	,	,	PUNCT
bracis-28422	293	20	n.	n.	NOUN
bracis-28422	293	21	,	,	PUNCT
bracis-28422	293	22	cinbis	cinbis	PROPN
bracis-28422	293	23	,	,	PUNCT
bracis-28422	293	24	r.g	r.g	PROPN
bracis-28422	293	25	.	.	PROPN
bracis-28422	293	26	:	:	PUNCT
bracis-28422	293	27	zero	zero	NUM
bracis-28422	293	28	-	-	PUNCT
bracis-28422	293	29	shot	shot	NOUN
bracis-28422	293	30	sign	sign	NOUN
bracis-28422	293	31	language	language	NOUN
bracis-28422	293	32	recognition	recognition	NOUN
bracis-28422	293	33	:	:	PUNCT
bracis-28422	293	34	can	can	AUX
bracis-28422	293	35	textual	textual	ADJ
bracis-28422	293	36	data	datum	NOUN
bracis-28422	293	37	uncover	uncover	NOUN
bracis-28422	293	38	sign	sign	NOUN
bracis-28422	293	39	languages	language	NOUN
bracis-28422	293	40	?	?	PUNCT
bracis-28422	294	1	arxiv	arxiv	PROPN
bracis-28422	294	2	preprint	preprint	VERB
bracis-28422	294	3	arxiv:1907.10292	arxiv:1907.10292	NUM
bracis-28422	294	4	(	(	PUNCT
bracis-28422	294	5	2019	2019	NUM
bracis-28422	294	6	)	)	PUNCT
bracis-28422	294	7	camgoz	camgoz	NOUN
bracis-28422	294	8	,	,	PUNCT
bracis-28422	294	9	n.c	n.c	PROPN
bracis-28422	294	10	.	.	PROPN
bracis-28422	294	11	,	,	PUNCT
bracis-28422	294	12	koller	koller	PROPN
bracis-28422	294	13	,	,	PUNCT
bracis-28422	294	14	o.	o.	PROPN
bracis-28422	294	15	,	,	PUNCT
bracis-28422	294	16	hadfield	hadfield	PROPN
bracis-28422	294	17	,	,	PUNCT
bracis-28422	294	18	s.	s.	PROPN
bracis-28422	294	19	,	,	PUNCT
bracis-28422	294	20	bowden	bowden	PROPN
bracis-28422	294	21	,	,	PUNCT
bracis-28422	294	22	r.	r.	PROPN
bracis-28422	294	23	:	:	PUNCT
bracis-28422	294	24	sign	sign	VERB
bracis-28422	294	25	language	language	NOUN
bracis-28422	294	26	transformers	transformer	NOUN
bracis-28422	294	27	:	:	PUNCT
bracis-28422	294	28	joint	joint	ADJ
bracis-28422	294	29	end	end	NOUN
bracis-28422	294	30	-	-	PUNCT
bracis-28422	294	31	to	to	ADP
bracis-28422	294	32	-	-	PUNCT
bracis-28422	294	33	end	end	NOUN
bracis-28422	294	34	sign	sign	NOUN
bracis-28422	294	35	language	language	NOUN
bracis-28422	294	36	recognition	recognition	NOUN
bracis-28422	294	37	and	and	CCONJ
bracis-28422	294	38	translation	translation	NOUN
bracis-28422	294	39	.	.	PUNCT
bracis-28422	295	1	in	in	ADP
bracis-28422	295	2	:	:	PUNCT
bracis-28422	295	3	proceedings	proceeding	NOUN
bracis-28422	295	4	of	of	ADP
bracis-28422	295	5	the	the	DET
bracis-28422	295	6	ieee	ieee	NOUN
bracis-28422	295	7	conference	conference	NOUN
bracis-28422	295	8	on	on	ADP
bracis-28422	295	9	computer	computer	NOUN
bracis-28422	295	10	vision	vision	NOUN
bracis-28422	295	11	and	and	CCONJ
bracis-28422	295	12	pattern	pattern	NOUN
bracis-28422	295	13	recognition	recognition	NOUN
bracis-28422	295	14	,	,	PUNCT
bracis-28422	295	15	pp	pp	ADP
bracis-28422	295	16	.	.	PUNCT
bracis-28422	296	1	10023–10033	10023–10033	NUM
bracis-28422	296	2	(	(	PUNCT
bracis-28422	296	3	2020	2020	NUM
bracis-28422	296	4	)	)	PUNCT
bracis-28422	296	5	google	google	NOUN
bracis-28422	296	6	scholar	scholar	NOUN
bracis-28422	296	7	  	  	SPACE
bracis-28422	296	8	capovilla	capovilla	NOUN
bracis-28422	296	9	,	,	PUNCT
bracis-28422	296	10	f.	f.	PROPN
bracis-28422	296	11	,	,	PUNCT
bracis-28422	296	12	raphael	raphael	PROPN
bracis-28422	296	13	,	,	PUNCT
bracis-28422	296	14	w.	w.	PROPN
bracis-28422	296	15	,	,	PUNCT
bracis-28422	296	16	viggiano	viggiano	PROPN
bracis-28422	296	17	,	,	PUNCT
bracis-28422	296	18	k.	k.	PROPN
bracis-28422	296	19	,	,	PUNCT
bracis-28422	296	20	neves	neves	PROPN
bracis-28422	296	21	,	,	PUNCT
bracis-28422	296	22	s.	s.	PROPN
bracis-28422	296	23	,	,	PUNCT
bracis-28422	296	24	luz	luz	PROPN
bracis-28422	296	25	,	,	PUNCT
bracis-28422	296	26	r.	r.	PROPN
bracis-28422	296	27	:	:	PUNCT
bracis-28422	296	28	sign	sign	VERB
bracis-28422	296	29	writing	writing	NOUN
bracis-28422	296	30	:	:	PUNCT
bracis-28422	296	31	implicações	implicações	NOUN
bracis-28422	296	32	psicológicas	psicológicas	NOUN
bracis-28422	296	33	e	e	NOUN
bracis-28422	296	34	sociológicas	sociológicas	ADV
bracis-28422	296	35	de	de	X
bracis-28422	296	36	uma	uma	PROPN
bracis-28422	296	37	escrita	escrita	PROPN
bracis-28422	296	38	visual	visual	PROPN
bracis-28422	296	39	direta	direta	PROPN
bracis-28422	296	40	de	de	PROPN
bracis-28422	296	41	sinais	sinais	PROPN
bracis-28422	296	42	,	,	PUNCT
bracis-28422	296	43	e	e	PROPN
bracis-28422	296	44	de	de	PROPN
bracis-28422	296	45	seus	seus	PROPN
bracis-28422	296	46	usos	usos	PROPN
bracis-28422	296	47	na	na	PROPN
bracis-28422	296	48	educação	educação	PROPN
bracis-28422	296	49	do	do	VERB
bracis-28422	296	50	surdo	surdo	NOUN
bracis-28422	296	51	.	.	PUNCT
bracis-28422	297	1	revista	revista	PROPN
bracis-28422	297	2	espaço	espaço	PROPN
bracis-28422	297	3	33–39	33–39	PROPN
bracis-28422	297	4	(	(	PUNCT
bracis-28422	297	5	2000	2000	NUM
bracis-28422	297	6	)	)	PUNCT
bracis-28422	297	7	google	google	NOUN
bracis-28422	297	8	scholar	scholar	NOUN
bracis-28422	297	9	  	  	SPACE
bracis-28422	297	10	de	de	X
bracis-28422	297	11	araújo	araújo	NOUN
bracis-28422	297	12	cardoso	cardoso	PROPN
bracis-28422	297	13	,	,	PUNCT
bracis-28422	297	14	m.e	m.e	PROPN
bracis-28422	297	15	.	.	PROPN
bracis-28422	297	16	,	,	PUNCT
bracis-28422	297	17	peres	peres	PROPN
bracis-28422	297	18	,	,	PUNCT
bracis-28422	297	19	s.	s.	PROPN
bracis-28422	297	20	,	,	PUNCT
bracis-28422	297	21	de	de	PROPN
bracis-28422	297	22	almeida	almeida	PROPN
bracis-28422	297	23	freitas	freitas	PROPN
bracis-28422	297	24	,	,	PUNCT
bracis-28422	297	25	f.	f.	PROPN
bracis-28422	297	26	,	,	PUNCT
bracis-28422	297	27	venância	venância	PROPN
bracis-28422	297	28	barbosa	barbosa	PROPN
bracis-28422	297	29	,	,	PUNCT
bracis-28422	297	30	f.	f.	PROPN
bracis-28422	297	31	,	,	PUNCT
bracis-28422	297	32	de	de	PROPN
bracis-28422	297	33	moraes	moraes	PROPN
bracis-28422	297	34	lima	lima	PROPN
bracis-28422	297	35	,	,	PUNCT
bracis-28422	297	36	c.a	c.a	PROPN
bracis-28422	297	37	.	.	PROPN
bracis-28422	297	38	,	,	PUNCT
bracis-28422	297	39	hung	hung	PROPN
bracis-28422	297	40	,	,	PUNCT
bracis-28422	297	41	p.	p.	NOUN
bracis-28422	297	42	:	:	PUNCT
bracis-28422	298	1	automatic	automatic	ADJ
bracis-28422	298	2	segmentation	segmentation	NOUN
bracis-28422	298	3	of	of	ADP
bracis-28422	298	4	grammatical	grammatical	ADJ
bracis-28422	298	5	facial	facial	ADJ
bracis-28422	298	6	expressions	expression	NOUN
bracis-28422	298	7	in	in	ADP
bracis-28422	298	8	sign	sign	NOUN
bracis-28422	298	9	language	language	NOUN
bracis-28422	298	10	:	:	PUNCT
bracis-28422	298	11	towards	towards	ADP
bracis-28422	298	12	an	an	DET
bracis-28422	298	13	inclusive	inclusive	ADJ
bracis-28422	298	14	communication	communication	NOUN
bracis-28422	298	15	experience	experience	NOUN
bracis-28422	298	16	.	.	PUNCT
bracis-28422	299	1	in	in	ADP
bracis-28422	299	2	:	:	PUNCT
bracis-28422	299	3	proceedings	proceeding	NOUN
bracis-28422	299	4	of	of	ADP
bracis-28422	299	5	the	the	DET
bracis-28422	299	6	53rd	53rd	ADJ
bracis-28422	299	7	hawaii	hawaii	PROPN
bracis-28422	299	8	international	international	ADJ
bracis-28422	299	9	conference	conference	NOUN
bracis-28422	299	10	on	on	ADP
bracis-28422	299	11	system	system	NOUN
bracis-28422	299	12	science	science	NOUN
bracis-28422	299	13	,	,	PUNCT
bracis-28422	299	14	pp	pp	X
bracis-28422	299	15	.	.	PUNCT
bracis-28422	300	1	1499–1508	1499–1508	NUM
bracis-28422	300	2	(	(	PUNCT
bracis-28422	300	3	2020	2020	NUM
bracis-28422	300	4	)	)	PUNCT
bracis-28422	300	5	google	google	PROPN
bracis-28422	300	6	scholar	scholar	NOUN
bracis-28422	300	7	  	  	SPACE
bracis-28422	300	8	de	de	X
bracis-28422	300	9	coster	coster	PROPN
bracis-28422	300	10	,	,	PUNCT
bracis-28422	300	11	m.	m.	NOUN
bracis-28422	300	12	,	,	PUNCT
bracis-28422	300	13	et	et	PROPN
bracis-28422	300	14	al	al	PROPN
bracis-28422	300	15	.	.	PROPN
bracis-28422	300	16	:	:	PUNCT
bracis-28422	301	1	frozen	frozen	ADJ
bracis-28422	301	2	pretrained	pretraine	VERB
bracis-28422	301	3	transformers	transformer	NOUN
bracis-28422	301	4	for	for	ADP
bracis-28422	301	5	neural	neural	ADJ
bracis-28422	301	6	sign	sign	NOUN
bracis-28422	301	7	language	language	NOUN
bracis-28422	301	8	translation	translation	NOUN
bracis-28422	301	9	.	.	PUNCT
bracis-28422	302	1	in	in	ADP
bracis-28422	302	2	:	:	PUNCT
bracis-28422	302	3	proceedings	proceeding	NOUN
bracis-28422	302	4	of	of	ADP
bracis-28422	302	5	the	the	DET
bracis-28422	302	6	1st	1st	ADJ
bracis-28422	302	7	international	international	ADJ
bracis-28422	302	8	workshop	workshop	NOUN
bracis-28422	302	9	on	on	ADP
bracis-28422	302	10	automatic	automatic	ADJ
bracis-28422	302	11	translation	translation	NOUN
bracis-28422	302	12	for	for	ADP
bracis-28422	302	13	signed	sign	VERB
bracis-28422	302	14	and	and	CCONJ
bracis-28422	302	15	spoken	spoken	ADJ
bracis-28422	302	16	languages	language	NOUN
bracis-28422	302	17	,	,	PUNCT
bracis-28422	302	18	pp	pp	ADJ
bracis-28422	302	19	.	.	PUNCT
bracis-28422	302	20	88–97	88–97	NUM
bracis-28422	302	21	.	.	PUNCT
bracis-28422	303	1	association	association	NOUN
bracis-28422	303	2	for	for	ADP
bracis-28422	303	3	machine	machine	NOUN
bracis-28422	303	4	translation	translation	NOUN
bracis-28422	303	5	in	in	ADP
bracis-28422	303	6	the	the	DET
bracis-28422	303	7	americas	america	NOUN
bracis-28422	303	8	(	(	PUNCT
bracis-28422	303	9	2021	2021	NUM
bracis-28422	303	10	)	)	PUNCT
bracis-28422	303	11	google	google	NOUN
bracis-28422	303	12	scholar	scholar	NOUN
bracis-28422	303	13	  	  	SPACE
bracis-28422	303	14	escalera	escalera	NOUN
bracis-28422	303	15	,	,	PUNCT
bracis-28422	303	16	s.	s.	PROPN
bracis-28422	303	17	,	,	PUNCT
bracis-28422	303	18	et	et	PROPN
bracis-28422	303	19	al	al	PROPN
bracis-28422	303	20	.	.	PUNCT
bracis-28422	303	21	:	:	PUNCT
bracis-28422	304	1	multi	multi	ADJ
bracis-28422	304	2	-	-	ADJ
bracis-28422	304	3	modal	modal	ADJ
bracis-28422	304	4	gesture	gesture	NOUN
bracis-28422	304	5	recognition	recognition	NOUN
bracis-28422	304	6	challenge	challenge	NOUN
bracis-28422	304	7	2013	2013	NUM
bracis-28422	304	8	:	:	PUNCT
bracis-28422	304	9	dataset	dataset	NOUN
bracis-28422	304	10	and	and	CCONJ
bracis-28422	304	11	results	result	NOUN
bracis-28422	304	12	.	.	PUNCT
bracis-28422	305	1	in	in	ADP
bracis-28422	305	2	:	:	PUNCT
bracis-28422	305	3	proceedings	proceeding	NOUN
bracis-28422	305	4	of	of	ADP
bracis-28422	305	5	the	the	DET
bracis-28422	305	6	15th	15th	ADJ
bracis-28422	305	7	acm	acm	NOUN
bracis-28422	305	8	on	on	ADP
bracis-28422	305	9	international	international	ADJ
bracis-28422	305	10	conference	conference	NOUN
bracis-28422	305	11	on	on	ADP
bracis-28422	305	12	multimodal	multimodal	NOUN
bracis-28422	305	13	interaction	interaction	NOUN
bracis-28422	305	14	,	,	PUNCT
bracis-28422	305	15	pp	pp	ADJ
bracis-28422	305	16	.	.	PUNCT
bracis-28422	306	1	445–452	445–452	NUM
bracis-28422	306	2	.	.	X
bracis-28422	306	3	acm	acm	PROPN
bracis-28422	306	4	,	,	PUNCT
bracis-28422	306	5	new	new	PROPN
bracis-28422	306	6	york	york	PROPN
bracis-28422	306	7	(	(	PUNCT
bracis-28422	306	8	2013	2013	NUM
bracis-28422	306	9	)	)	PUNCT
bracis-28422	306	10	google	google	PROPN
bracis-28422	306	11	scholar	scholar	NOUN
bracis-28422	306	12	  	  	SPACE
bracis-28422	306	13	farooq	farooq	PROPN
bracis-28422	306	14	,	,	PUNCT
bracis-28422	306	15	u.	u.	PROPN
bracis-28422	306	16	,	,	PUNCT
bracis-28422	306	17	rahim	rahim	PROPN
bracis-28422	306	18	,	,	PUNCT
bracis-28422	306	19	m.s.m	m.s.m	PROPN
bracis-28422	306	20	.	.	PROPN
bracis-28422	306	21	,	,	PUNCT
bracis-28422	306	22	sabir	sabir	PROPN
bracis-28422	306	23	,	,	PUNCT
bracis-28422	306	24	n.	n.	PROPN
bracis-28422	306	25	,	,	PUNCT
bracis-28422	306	26	hussain	hussain	PROPN
bracis-28422	306	27	,	,	PUNCT
bracis-28422	306	28	a.	a.	NOUN
bracis-28422	306	29	,	,	PUNCT
bracis-28422	306	30	abid	abid	PROPN
bracis-28422	306	31	,	,	PUNCT
bracis-28422	306	32	a.	a.	NOUN
bracis-28422	306	33	:	:	PUNCT
bracis-28422	306	34	advances	advance	NOUN
bracis-28422	306	35	in	in	ADP
bracis-28422	306	36	machine	machine	NOUN
bracis-28422	306	37	translation	translation	NOUN
bracis-28422	306	38	for	for	ADP
bracis-28422	306	39	sign	sign	NOUN
bracis-28422	306	40	language	language	NOUN
bracis-28422	306	41	:	:	PUNCT
bracis-28422	306	42	approaches	approach	NOUN
bracis-28422	306	43	,	,	PUNCT
bracis-28422	306	44	limitations	limitation	NOUN
bracis-28422	306	45	,	,	PUNCT
bracis-28422	306	46	and	and	CCONJ
bracis-28422	306	47	challenges	challenge	NOUN
bracis-28422	306	48	.	.	PUNCT
bracis-28422	307	1	neural	neural	ADJ
bracis-28422	307	2	comput	comput	NOUN
bracis-28422	307	3	.	.	PUNCT
bracis-28422	308	1	appl	appl	NOUN
bracis-28422	308	2	.	.	PUNCT
bracis-28422	309	1	33(21	33(21	NUM
bracis-28422	309	2	)	)	PUNCT
bracis-28422	309	3	,	,	PUNCT
bracis-28422	309	4	14357–14399	14357–14399	NUM
bracis-28422	309	5	(	(	PUNCT
bracis-28422	309	6	2021	2021	NUM
bracis-28422	309	7	)	)	PUNCT
bracis-28422	309	8	article	article	NOUN
bracis-28422	309	9	  	  	SPACE
bracis-28422	309	10	google	google	PROPN
bracis-28422	309	11	scholar	scholar	NOUN
bracis-28422	309	12	  	  	SPACE
bracis-28422	309	13	forster	forster	PROPN
bracis-28422	309	14	,	,	PUNCT
bracis-28422	309	15	j.	j.	PROPN
bracis-28422	309	16	,	,	PUNCT
bracis-28422	309	17	et	et	PROPN
bracis-28422	309	18	al	al	PROPN
bracis-28422	309	19	.	.	PUNCT
bracis-28422	309	20	:	:	PUNCT
bracis-28422	310	1	rwth	rwth	NOUN
bracis-28422	310	2	-	-	PUNCT
bracis-28422	310	3	phoenix	phoenix	NOUN
bracis-28422	310	4	-	-	PUNCT
bracis-28422	310	5	weather	weather	NOUN
bracis-28422	310	6	:	:	PUNCT
bracis-28422	310	7	a	a	DET
bracis-28422	310	8	large	large	ADJ
bracis-28422	310	9	vocabulary	vocabulary	ADJ
bracis-28422	310	10	sign	sign	NOUN
bracis-28422	310	11	language	language	NOUN
bracis-28422	310	12	recognition	recognition	NOUN
bracis-28422	310	13	and	and	CCONJ
bracis-28422	310	14	translation	translation	NOUN
bracis-28422	310	15	corpus	corpus	NOUN
bracis-28422	310	16	.	.	PUNCT
bracis-28422	311	1	in	in	ADP
bracis-28422	311	2	:	:	PUNCT
bracis-28422	311	3	international	international	ADJ
bracis-28422	311	4	conference	conference	NOUN
bracis-28422	311	5	on	on	ADP
bracis-28422	311	6	language	language	NOUN
bracis-28422	311	7	resources	resource	NOUN
bracis-28422	311	8	and	and	CCONJ
bracis-28422	311	9	evaluation	evaluation	NOUN
bracis-28422	311	10	,	,	PUNCT
bracis-28422	311	11	istanbul	istanbul	PROPN
bracis-28422	311	12	,	,	PUNCT
bracis-28422	311	13	turkey	turkey	PROPN
bracis-28422	311	14	,	,	PUNCT
bracis-28422	311	15	vol	vol	NOUN
bracis-28422	311	16	.	.	NOUN
bracis-28422	311	17	9	9	NUM
bracis-28422	311	18	,	,	PUNCT
bracis-28422	311	19	pp	pp	ADJ
bracis-28422	311	20	.	.	PUNCT
bracis-28422	311	21	3785–3789	3785–3789	NUM
bracis-28422	311	22	.	.	PUNCT
bracis-28422	312	1	european	european	ADJ
bracis-28422	312	2	language	language	PROPN
bracis-28422	312	3	resources	resource	NOUN
bracis-28422	312	4	association	association	NOUN
bracis-28422	312	5	(	(	PUNCT
bracis-28422	312	6	2012	2012	NUM
bracis-28422	312	7	)	)	PUNCT
bracis-28422	312	8	google	google	PROPN
bracis-28422	312	9	scholar	scholar	NOUN
bracis-28422	312	10	  	  	SPACE
bracis-28422	312	11	freitas	freita	NOUN
bracis-28422	312	12	,	,	PUNCT
bracis-28422	312	13	f.a	f.a	PROPN
bracis-28422	312	14	.	.	PROPN
bracis-28422	312	15	,	,	PUNCT
bracis-28422	312	16	peres	peres	PROPN
bracis-28422	312	17	,	,	PUNCT
bracis-28422	312	18	s.m	s.m	PROPN
bracis-28422	312	19	.	.	PROPN
bracis-28422	312	20	,	,	PUNCT
bracis-28422	312	21	lima	lima	PROPN
bracis-28422	312	22	,	,	PUNCT
bracis-28422	312	23	c.a	c.a	PROPN
bracis-28422	312	24	.	.	PROPN
bracis-28422	312	25	,	,	PUNCT
bracis-28422	312	26	barbosa	barbosa	PROPN
bracis-28422	312	27	,	,	PUNCT
bracis-28422	312	28	f.v	f.v	PROPN
bracis-28422	312	29	.	.	PROPN
bracis-28422	312	30	:	:	PUNCT
bracis-28422	312	31	grammatical	grammatical	ADJ
bracis-28422	312	32	facial	facial	ADJ
bracis-28422	312	33	expression	expression	NOUN
bracis-28422	312	34	recognition	recognition	NOUN
bracis-28422	312	35	in	in	ADP
bracis-28422	312	36	sign	sign	NOUN
bracis-28422	312	37	language	language	NOUN
bracis-28422	312	38	discourse	discourse	NOUN
bracis-28422	312	39	:	:	PUNCT
bracis-28422	312	40	a	a	DET
bracis-28422	312	41	study	study	NOUN
bracis-28422	312	42	at	at	ADP
bracis-28422	312	43	the	the	DET
bracis-28422	312	44	syntax	syntax	NOUN
bracis-28422	312	45	level	level	NOUN
bracis-28422	312	46	.	.	PUNCT
bracis-28422	313	1	inf	inf	PROPN
bracis-28422	313	2	.	.	PUNCT
bracis-28422	313	3	syst	syst	PROPN
bracis-28422	313	4	.	.	PUNCT
bracis-28422	314	1	front	front	NOUN
bracis-28422	314	2	.	.	PUNCT
bracis-28422	315	1	19	19	NUM
bracis-28422	315	2	,	,	PUNCT
bracis-28422	315	3	1243–1259	1243–1259	NUM
bracis-28422	315	4	(	(	PUNCT
bracis-28422	315	5	2017	2017	NUM
bracis-28422	315	6	)	)	PUNCT
bracis-28422	315	7	article	article	NOUN
bracis-28422	315	8	  	  	SPACE
bracis-28422	315	9	google	google	PROPN
bracis-28422	315	10	scholar	scholar	NOUN
bracis-28422	315	11	  	  	SPACE
bracis-28422	315	12	goodfellow	goodfellow	PROPN
bracis-28422	315	13	,	,	PUNCT
bracis-28422	315	14	i.	i.	PROPN
bracis-28422	315	15	,	,	PUNCT
bracis-28422	315	16	bengio	bengio	PROPN
bracis-28422	315	17	,	,	PUNCT
bracis-28422	315	18	y.	y.	NOUN
bracis-28422	315	19	,	,	PUNCT
bracis-28422	315	20	courville	courville	NOUN
bracis-28422	315	21	,	,	PUNCT
bracis-28422	315	22	a.	a.	NOUN
bracis-28422	315	23	:	:	PUNCT
bracis-28422	315	24	convolutional	convolutional	ADJ
bracis-28422	315	25	networks	network	NOUN
bracis-28422	315	26	.	.	PUNCT
bracis-28422	316	1	in	in	ADP
bracis-28422	316	2	:	:	PUNCT
bracis-28422	316	3	deep	deep	ADJ
bracis-28422	316	4	learning	learning	NOUN
bracis-28422	316	5	,	,	PUNCT
bracis-28422	316	6	vol	vol	NOUN
bracis-28422	316	7	.	.	PROPN
bracis-28422	316	8	2016	2016	NUM
bracis-28422	316	9	,	,	PUNCT
bracis-28422	316	10	pp	pp	ADV
bracis-28422	316	11	.	.	PUNCT
bracis-28422	317	1	330–372	330–372	NUM
bracis-28422	317	2	.	.	PUNCT
bracis-28422	317	3	mit	mit	PROPN
bracis-28422	317	4	press	press	PROPN
bracis-28422	317	5	,	,	PUNCT
bracis-28422	317	6	cambridge	cambridge	PROPN
bracis-28422	317	7	(	(	PUNCT
bracis-28422	317	8	2016	2016	NUM
bracis-28422	317	9	)	)	PUNCT
bracis-28422	317	10	google	google	PROPN
bracis-28422	317	11	scholar	scholar	NOUN
bracis-28422	317	12	  	  	SPACE
bracis-28422	317	13	hanke	hanke	NOUN
bracis-28422	317	14	,	,	PUNCT
bracis-28422	317	15	t.	t.	PROPN
bracis-28422	317	16	:	:	PUNCT
bracis-28422	317	17	hamnosys	hamnosys	NOUN
bracis-28422	317	18	-	-	PUNCT
bracis-28422	317	19	representing	represent	VERB
bracis-28422	317	20	sign	sign	NOUN
bracis-28422	317	21	language	language	NOUN
bracis-28422	317	22	data	datum	NOUN
bracis-28422	317	23	in	in	ADP
bracis-28422	317	24	language	language	NOUN
bracis-28422	317	25	resources	resource	NOUN
bracis-28422	317	26	and	and	CCONJ
bracis-28422	317	27	language	language	NOUN
bracis-28422	317	28	processing	processing	NOUN
bracis-28422	317	29	contexts	contexts	NOUN
bracis-28422	317	30	.	.	PUNCT
bracis-28422	318	1	in	in	ADP
bracis-28422	318	2	:	:	PUNCT
bracis-28422	318	3	4th	4th	ADJ
bracis-28422	318	4	international	international	ADJ
bracis-28422	318	5	conference	conference	NOUN
bracis-28422	318	6	on	on	ADP
bracis-28422	318	7	language	language	NOUN
bracis-28422	318	8	resources	resource	NOUN
bracis-28422	318	9	and	and	CCONJ
bracis-28422	318	10	evaluation	evaluation	NOUN
bracis-28422	318	11	,	,	PUNCT
bracis-28422	318	12	vol	vol	NOUN
bracis-28422	318	13	.	.	PROPN
bracis-28422	318	14	4	4	NUM
bracis-28422	318	15	,	,	PUNCT
bracis-28422	318	16	pp	pp	ADJ
bracis-28422	318	17	.	.	PUNCT
bracis-28422	319	1	1–6	1–6	NUM
bracis-28422	319	2	(	(	PUNCT
bracis-28422	319	3	2004	2004	NUM
bracis-28422	319	4	)	)	PUNCT
bracis-28422	319	5	google	google	PROPN
bracis-28422	319	6	scholar	scholar	NOUN
bracis-28422	319	7	  	  	SPACE
bracis-28422	319	8	haykin	haykin	NOUN
bracis-28422	319	9	,	,	PUNCT
bracis-28422	319	10	s.	s.	PROPN
bracis-28422	319	11	:	:	PUNCT
bracis-28422	319	12	neural	neural	ADJ
bracis-28422	319	13	networks	network	NOUN
bracis-28422	319	14	and	and	CCONJ
bracis-28422	319	15	learning	learn	VERB
bracis-28422	319	16	machines	machine	NOUN
bracis-28422	319	17	,	,	PUNCT
bracis-28422	319	18	3rd	3rd	ADJ
bracis-28422	319	19	edn	edn	PROPN
bracis-28422	319	20	.	.	PUNCT
bracis-28422	320	1	pearson	pearson	PROPN
bracis-28422	320	2	,	,	PUNCT
bracis-28422	320	3	london	london	PROPN
bracis-28422	320	4	(	(	PUNCT
bracis-28422	320	5	2009	2009	NUM
bracis-28422	320	6	)	)	PUNCT
bracis-28422	320	7	google	google	PROPN
bracis-28422	320	8	scholar	scholar	NOUN
bracis-28422	320	9	  	  	SPACE
bracis-28422	320	10	hu	hu	PROPN
bracis-28422	320	11	,	,	PUNCT
bracis-28422	320	12	h.	h.	PROPN
bracis-28422	320	13	,	,	PUNCT
bracis-28422	320	14	zhao	zhao	PROPN
bracis-28422	320	15	,	,	PUNCT
bracis-28422	320	16	w.	w.	PROPN
bracis-28422	320	17	,	,	PUNCT
bracis-28422	320	18	zhou	zhou	PROPN
bracis-28422	320	19	,	,	PUNCT
bracis-28422	320	20	w.	w.	PROPN
bracis-28422	320	21	,	,	PUNCT
bracis-28422	320	22	wang	wang	PROPN
bracis-28422	320	23	,	,	PUNCT
bracis-28422	320	24	y.	y.	PROPN
bracis-28422	320	25	,	,	PUNCT
bracis-28422	320	26	li	li	PROPN
bracis-28422	320	27	,	,	PUNCT
bracis-28422	320	28	h.	h.	PROPN
bracis-28422	320	29	:	:	PUNCT
bracis-28422	320	30	signbert	signbert	PROPN
bracis-28422	320	31	:	:	PUNCT
bracis-28422	320	32	pre	pre	ADJ
bracis-28422	320	33	-	-	NOUN
bracis-28422	320	34	training	training	NOUN
bracis-28422	320	35	of	of	ADP
bracis-28422	320	36	hand	hand	NOUN
bracis-28422	320	37	-	-	PUNCT
bracis-28422	320	38	model	model	NOUN
bracis-28422	320	39	-	-	PUNCT
bracis-28422	320	40	aware	aware	ADJ
bracis-28422	320	41	representation	representation	NOUN
bracis-28422	320	42	for	for	ADP
bracis-28422	320	43	sign	sign	NOUN
bracis-28422	320	44	language	language	NOUN
bracis-28422	320	45	recognition	recognition	NOUN
bracis-28422	320	46	.	.	PUNCT
bracis-28422	321	1	in	in	ADP
bracis-28422	321	2	:	:	PUNCT
bracis-28422	321	3	proceedings	proceeding	NOUN
bracis-28422	321	4	of	of	ADP
bracis-28422	321	5	the	the	DET
bracis-28422	321	6	ieee	ieee	NOUN
bracis-28422	321	7	international	international	PROPN
bracis-28422	321	8	conference	conference	NOUN
bracis-28422	321	9	on	on	ADP
bracis-28422	321	10	computer	computer	NOUN
bracis-28422	321	11	vision	vision	NOUN
bracis-28422	321	12	,	,	PUNCT
bracis-28422	321	13	pp	pp	ADP
bracis-28422	321	14	.	.	PUNCT
bracis-28422	321	15	11087–11096	11087–11096	NUM
bracis-28422	321	16	(	(	PUNCT
bracis-28422	321	17	2021	2021	NUM
bracis-28422	321	18	)	)	PUNCT
bracis-28422	321	19	google	google	NOUN
bracis-28422	321	20	scholar	scholar	NOUN
bracis-28422	321	21	  	  	SPACE
bracis-28422	321	22	karnopp	karnopp	PROPN
bracis-28422	321	23	,	,	PUNCT
bracis-28422	321	24	l.b	l.b	PROPN
bracis-28422	321	25	.	.	PROPN
bracis-28422	321	26	:	:	PUNCT
bracis-28422	321	27	aquisição	aquisição	PROPN
bracis-28422	321	28	fonológica	fonológica	PROPN
bracis-28422	321	29	na	na	PROPN
bracis-28422	321	30	língua	língua	PROPN
bracis-28422	321	31	brasileira	brasileira	PROPN
bracis-28422	321	32	de	de	PROPN
bracis-28422	321	33	sinais	sinais	PROPN
bracis-28422	321	34	:	:	PUNCT
bracis-28422	321	35	estudo	estudo	PROPN
bracis-28422	321	36	longitudinal	longitudinal	PROPN
bracis-28422	321	37	de	de	PROPN
bracis-28422	321	38	uma	uma	PROPN
bracis-28422	321	39	criança	criança	PROPN
bracis-28422	321	40	surda	surda	PROPN
bracis-28422	321	41	.	.	PUNCT
bracis-28422	322	1	ph.d	ph.d	PROPN
bracis-28422	322	2	.	.	PUNCT
bracis-28422	323	1	thesis	thesis	PROPN
bracis-28422	323	2	,	,	PUNCT
bracis-28422	323	3	universidade	universidade	PROPN
bracis-28422	323	4	federal	federal	PROPN
bracis-28422	323	5	do	do	AUX
bracis-28422	323	6	rio	rio	PROPN
bracis-28422	323	7	grande	grande	PROPN
bracis-28422	323	8	do	do	AUX
bracis-28422	323	9	sul	sul	PROPN
bracis-28422	323	10	(	(	PUNCT
bracis-28422	323	11	ufrgs	ufrgs	PROPN
bracis-28422	323	12	)	)	PUNCT
bracis-28422	323	13	(	(	PUNCT
bracis-28422	323	14	1999	1999	NUM
bracis-28422	323	15	)	)	PUNCT
bracis-28422	323	16	google	google	PROPN
bracis-28422	323	17	scholar	scholar	NOUN
bracis-28422	323	18	  	  	SPACE
bracis-28422	323	19	koller	koller	NOUN
bracis-28422	323	20	,	,	PUNCT
bracis-28422	323	21	o.	o.	PROPN
bracis-28422	323	22	,	,	PUNCT
bracis-28422	323	23	forster	forster	PROPN
bracis-28422	323	24	,	,	PUNCT
bracis-28422	323	25	j.	j.	PROPN
bracis-28422	323	26	,	,	PUNCT
bracis-28422	323	27	ney	ney	PROPN
bracis-28422	323	28	,	,	PUNCT
bracis-28422	323	29	h.	h.	PROPN
bracis-28422	323	30	:	:	PUNCT
bracis-28422	323	31	continuous	continuous	ADJ
bracis-28422	323	32	sign	sign	NOUN
bracis-28422	323	33	language	language	NOUN
bracis-28422	323	34	recognition	recognition	NOUN
bracis-28422	323	35	:	:	PUNCT
bracis-28422	323	36	towards	towards	ADP
bracis-28422	323	37	large	large	ADJ
bracis-28422	323	38	vocabulary	vocabulary	ADJ
bracis-28422	323	39	statistical	statistical	ADJ
bracis-28422	323	40	recognition	recognition	NOUN
bracis-28422	323	41	systems	system	NOUN
bracis-28422	323	42	handling	handle	VERB
bracis-28422	323	43	multiple	multiple	ADJ
bracis-28422	323	44	signers	signer	NOUN
bracis-28422	323	45	.	.	PUNCT
bracis-28422	324	1	comput	comput	NOUN
bracis-28422	324	2	.	.	PUNCT
bracis-28422	325	1	vis	vis	X
bracis-28422	325	2	.	.	PUNCT
bracis-28422	325	3	image	image	NOUN
bracis-28422	325	4	underst	underst	ADJ
bracis-28422	325	5	.	.	PUNCT
bracis-28422	326	1	141	141	NUM
bracis-28422	326	2	,	,	PUNCT
bracis-28422	326	3	108–125	108–125	NUM
bracis-28422	326	4	(	(	PUNCT
bracis-28422	326	5	2015	2015	NUM
bracis-28422	326	6	)	)	PUNCT
bracis-28422	326	7	article	article	NOUN
bracis-28422	326	8	  	  	SPACE
bracis-28422	326	9	google	google	PROPN
bracis-28422	326	10	scholar	scholar	NOUN
bracis-28422	326	11	  	  	SPACE
bracis-28422	326	12	koller	koller	NOUN
bracis-28422	326	13	,	,	PUNCT
bracis-28422	326	14	o.	o.	PROPN
bracis-28422	326	15	,	,	PUNCT
bracis-28422	326	16	ney	ney	NOUN
bracis-28422	326	17	,	,	PUNCT
bracis-28422	326	18	h.	h.	PROPN
bracis-28422	326	19	,	,	PUNCT
bracis-28422	326	20	bowden	bowden	PROPN
bracis-28422	326	21	,	,	PUNCT
bracis-28422	326	22	r.	r.	PROPN
bracis-28422	326	23	:	:	PUNCT
bracis-28422	326	24	may	may	AUX
bracis-28422	326	25	the	the	DET
bracis-28422	326	26	force	force	NOUN
bracis-28422	326	27	be	be	AUX
bracis-28422	326	28	with	with	ADP
bracis-28422	326	29	you	you	PRON
bracis-28422	326	30	:	:	PUNCT
bracis-28422	326	31	force	force	NOUN
bracis-28422	326	32	-	-	PUNCT
bracis-28422	326	33	aligned	align	VERB
bracis-28422	326	34	signwriting	signwriting	NOUN
bracis-28422	326	35	for	for	ADP
bracis-28422	326	36	automatic	automatic	ADJ
bracis-28422	326	37	subunit	subunit	NOUN
bracis-28422	326	38	annotation	annotation	NOUN
bracis-28422	326	39	of	of	ADP
bracis-28422	326	40	corpora	corpora	PROPN
bracis-28422	326	41	.	.	PUNCT
bracis-28422	327	1	in	in	ADP
bracis-28422	327	2	:	:	PUNCT
bracis-28422	327	3	10th	10th	ADJ
bracis-28422	327	4	ieee	ieee	PROPN
bracis-28422	327	5	international	international	ADJ
bracis-28422	327	6	conference	conference	NOUN
bracis-28422	327	7	and	and	CCONJ
bracis-28422	327	8	workshops	workshop	NOUN
bracis-28422	327	9	on	on	ADP
bracis-28422	327	10	automatic	automatic	ADJ
bracis-28422	327	11	face	face	NOUN
bracis-28422	327	12	and	and	CCONJ
bracis-28422	327	13	gesture	gesture	NOUN
bracis-28422	327	14	recognition	recognition	NOUN
bracis-28422	327	15	,	,	PUNCT
bracis-28422	327	16	pp	pp	X
bracis-28422	327	17	.	.	PUNCT
bracis-28422	328	1	1–6	1–6	X
bracis-28422	328	2	.	.	X
bracis-28422	329	1	ieee	ieee	NOUN
bracis-28422	329	2	(	(	PUNCT
bracis-28422	329	3	2013	2013	NUM
bracis-28422	329	4	)	)	PUNCT
bracis-28422	329	5	google	google	PROPN
bracis-28422	329	6	scholar	scholar	NOUN
bracis-28422	329	7	  	  	SPACE
bracis-28422	329	8	li	li	PROPN
bracis-28422	329	9	,	,	PUNCT
bracis-28422	329	10	d.	d.	PROPN
bracis-28422	329	11	,	,	PUNCT
bracis-28422	329	12	opazo	opazo	PROPN
bracis-28422	329	13	,	,	PUNCT
bracis-28422	329	14	c.r	c.r	PROPN
bracis-28422	329	15	.	.	PROPN
bracis-28422	329	16	,	,	PUNCT
bracis-28422	329	17	yu	yu	PROPN
bracis-28422	329	18	,	,	PUNCT
bracis-28422	329	19	x.	x.	PROPN
bracis-28422	329	20	,	,	PUNCT
bracis-28422	329	21	li	li	PROPN
bracis-28422	329	22	,	,	PUNCT
bracis-28422	329	23	h.	h.	PROPN
bracis-28422	329	24	:	:	PUNCT
bracis-28422	329	25	word	word	NOUN
bracis-28422	329	26	-	-	PUNCT
bracis-28422	329	27	level	level	NOUN
bracis-28422	329	28	deep	deep	ADJ
bracis-28422	329	29	sign	sign	NOUN
bracis-28422	329	30	language	language	NOUN
bracis-28422	329	31	recognition	recognition	NOUN
bracis-28422	329	32	from	from	ADP
bracis-28422	329	33	video	video	NOUN
bracis-28422	329	34	:	:	PUNCT
bracis-28422	329	35	a	a	DET
bracis-28422	329	36	new	new	ADJ
bracis-28422	329	37	large	large	ADJ
bracis-28422	329	38	-	-	PUNCT
bracis-28422	329	39	scale	scale	NOUN
bracis-28422	329	40	dataset	dataset	NOUN
bracis-28422	329	41	and	and	CCONJ
bracis-28422	329	42	methods	method	NOUN
bracis-28422	329	43	comparison	comparison	NOUN
bracis-28422	329	44	.	.	PUNCT
bracis-28422	330	1	in	in	ADP
bracis-28422	330	2	:	:	PUNCT
bracis-28422	330	3	proceedings	proceeding	NOUN
bracis-28422	330	4	of	of	ADP
bracis-28422	330	5	the	the	DET
bracis-28422	330	6	ieee	ieee	NOUN
bracis-28422	330	7	winter	winter	NOUN
bracis-28422	330	8	conference	conference	NOUN
bracis-28422	330	9	on	on	ADP
bracis-28422	330	10	applications	application	NOUN
bracis-28422	330	11	of	of	ADP
bracis-28422	330	12	computer	computer	NOUN
bracis-28422	330	13	vision	vision	NOUN
bracis-28422	330	14	,	,	PUNCT
bracis-28422	330	15	pp	pp	ADP
bracis-28422	330	16	.	.	PUNCT
bracis-28422	330	17	1459–1469	1459–1469	NUM
bracis-28422	330	18	(	(	PUNCT
bracis-28422	330	19	2020	2020	NUM
bracis-28422	330	20	)	)	PUNCT
bracis-28422	330	21	google	google	PROPN
bracis-28422	330	22	scholar	scholar	NOUN
bracis-28422	330	23	  	  	SPACE
bracis-28422	330	24	luong	luong	PROPN
bracis-28422	330	25	,	,	PUNCT
bracis-28422	330	26	m.t	m.t	PROPN
bracis-28422	330	27	.	.	PROPN
bracis-28422	330	28	,	,	PUNCT
bracis-28422	330	29	pham	pham	PROPN
bracis-28422	330	30	,	,	PUNCT
bracis-28422	330	31	h.	h.	PROPN
bracis-28422	330	32	,	,	PUNCT
bracis-28422	330	33	manning	manning	NOUN
bracis-28422	330	34	,	,	PUNCT
bracis-28422	330	35	c.d	c.d	PROPN
bracis-28422	330	36	.	.	PUNCT
bracis-28422	330	37	:	:	PUNCT
bracis-28422	330	38	effective	effective	ADJ
bracis-28422	330	39	approaches	approach	NOUN
bracis-28422	330	40	to	to	ADP
bracis-28422	330	41	attention	attention	NOUN
bracis-28422	330	42	-	-	PUNCT
bracis-28422	330	43	based	base	VERB
bracis-28422	330	44	neural	neural	ADJ
bracis-28422	330	45	machine	machine	NOUN
bracis-28422	330	46	translation	translation	NOUN
bracis-28422	330	47	.	.	PUNCT
bracis-28422	331	1	in	in	ADP
bracis-28422	331	2	:	:	PUNCT
bracis-28422	331	3	proceedings	proceeding	NOUN
bracis-28422	331	4	of	of	ADP
bracis-28422	331	5	the	the	DET
bracis-28422	331	6	2015	2015	NUM
bracis-28422	331	7	conference	conference	NOUN
bracis-28422	331	8	on	on	ADP
bracis-28422	331	9	empirical	empirical	ADJ
bracis-28422	331	10	methods	method	NOUN
bracis-28422	331	11	in	in	ADP
bracis-28422	331	12	natural	natural	ADJ
bracis-28422	331	13	language	language	NOUN
bracis-28422	331	14	processing	processing	NOUN
bracis-28422	331	15	,	,	PUNCT
bracis-28422	331	16	lisbon	lisbon	PROPN
bracis-28422	331	17	,	,	PUNCT
bracis-28422	331	18	portugal	portugal	PROPN
bracis-28422	331	19	.	.	PUNCT
bracis-28422	332	1	acl	acl	PROPN
bracis-28422	332	2	(	(	PUNCT
bracis-28422	332	3	2015	2015	NUM
bracis-28422	332	4	)	)	PUNCT
bracis-28422	332	5	google	google	NOUN
bracis-28422	332	6	scholar	scholar	NOUN
bracis-28422	332	7	  	  	SPACE
bracis-28422	332	8	nève	nève	NOUN
bracis-28422	332	9	,	,	PUNCT
bracis-28422	332	10	f.x	f.x	PROPN
bracis-28422	332	11	.	.	PUNCT
bracis-28422	332	12	:	:	PUNCT
bracis-28422	332	13	essai	essai	PROPN
bracis-28422	332	14	de	de	X
bracis-28422	332	15	grammaire	grammaire	PROPN
bracis-28422	332	16	de	de	X
bracis-28422	332	17	la	la	X
bracis-28422	332	18	langue	langue	PROPN
bracis-28422	332	19	des	des	PROPN
bracis-28422	332	20	signes	signes	PROPN
bracis-28422	332	21	française	française	PROPN
bracis-28422	332	22	,	,	PUNCT
bracis-28422	332	23	vol	vol	NOUN
bracis-28422	332	24	.	.	PUNCT
bracis-28422	332	25	271	271	NUM
bracis-28422	332	26	.	.	PUNCT
bracis-28422	333	1	librairie	librairie	PROPN
bracis-28422	333	2	droz	droz	PROPN
bracis-28422	333	3	(	(	PUNCT
bracis-28422	333	4	1996	1996	NUM
bracis-28422	333	5	)	)	PUNCT
bracis-28422	333	6	google	google	PROPN
bracis-28422	333	7	scholar	scholar	NOUN
bracis-28422	333	8	  	  	SPACE
bracis-28422	333	9	polat	polat	NOUN
bracis-28422	333	10	,	,	PUNCT
bracis-28422	333	11	k.	k.	PROPN
bracis-28422	333	12	,	,	PUNCT
bracis-28422	333	13	saraclar	saraclar	ADJ
bracis-28422	333	14	,	,	PUNCT
bracis-28422	333	15	m.	m.	NOUN
bracis-28422	333	16	:	:	PUNCT
bracis-28422	333	17	unsupervised	unsupervised	ADJ
bracis-28422	333	18	term	term	NOUN
bracis-28422	333	19	discovery	discovery	NOUN
bracis-28422	333	20	for	for	ADP
bracis-28422	333	21	continuous	continuous	ADJ
bracis-28422	333	22	sign	sign	NOUN
bracis-28422	333	23	language	language	NOUN
bracis-28422	333	24	.	.	PUNCT
bracis-28422	334	1	in	in	ADP
bracis-28422	334	2	:	:	PUNCT
bracis-28422	334	3	proceedings	proceeding	NOUN
bracis-28422	334	4	of	of	ADP
bracis-28422	334	5	the	the	DET
bracis-28422	334	6	9th	9th	ADJ
bracis-28422	334	7	workshop	workshop	NOUN
bracis-28422	334	8	on	on	ADP
bracis-28422	334	9	the	the	DET
bracis-28422	334	10	representation	representation	NOUN
bracis-28422	334	11	and	and	CCONJ
bracis-28422	334	12	processing	processing	NOUN
bracis-28422	334	13	of	of	ADP
bracis-28422	334	14	sign	sign	NOUN
bracis-28422	334	15	languages	language	NOUN
bracis-28422	334	16	:	:	PUNCT
bracis-28422	334	17	sign	sign	VERB
bracis-28422	334	18	language	language	NOUN
bracis-28422	334	19	resources	resource	NOUN
bracis-28422	334	20	in	in	ADP
bracis-28422	334	21	the	the	DET
bracis-28422	334	22	service	service	NOUN
bracis-28422	334	23	of	of	ADP
bracis-28422	334	24	the	the	DET
bracis-28422	334	25	language	language	NOUN
bracis-28422	334	26	community	community	NOUN
bracis-28422	334	27	,	,	PUNCT
bracis-28422	334	28	technological	technological	ADJ
bracis-28422	334	29	challenges	challenge	NOUN
bracis-28422	334	30	and	and	CCONJ
bracis-28422	334	31	application	application	NOUN
bracis-28422	334	32	perspectives	perspective	NOUN
bracis-28422	334	33	,	,	PUNCT
bracis-28422	334	34	marseille	marseille	NOUN
bracis-28422	334	35	,	,	PUNCT
bracis-28422	334	36	france	france	PROPN
bracis-28422	334	37	,	,	PUNCT
bracis-28422	334	38	pp	pp	X
bracis-28422	334	39	.	.	PUNCT
bracis-28422	335	1	189–196	189–196	NUM
bracis-28422	335	2	.	.	PUNCT
bracis-28422	336	1	european	european	ADJ
bracis-28422	336	2	language	language	PROPN
bracis-28422	336	3	resources	resource	NOUN
bracis-28422	336	4	association	association	NOUN
bracis-28422	336	5	(	(	PUNCT
bracis-28422	336	6	2020	2020	NUM
bracis-28422	336	7	)	)	PUNCT
bracis-28422	336	8	google	google	PROPN
bracis-28422	336	9	scholar	scholar	NOUN
bracis-28422	336	10	  	  	SPACE
bracis-28422	336	11	rastgoo	rastgoo	NOUN
bracis-28422	336	12	,	,	PUNCT
bracis-28422	336	13	r.	r.	PROPN
bracis-28422	336	14	,	,	PUNCT
bracis-28422	336	15	kiani	kiani	PROPN
bracis-28422	336	16	,	,	PUNCT
bracis-28422	336	17	k.	k.	PROPN
bracis-28422	336	18	,	,	PUNCT
bracis-28422	336	19	escalera	escalera	PROPN
bracis-28422	336	20	,	,	PUNCT
bracis-28422	336	21	s.	s.	PROPN
bracis-28422	336	22	:	:	PUNCT
bracis-28422	336	23	sign	sign	VERB
bracis-28422	336	24	language	language	NOUN
bracis-28422	336	25	recognition	recognition	NOUN
bracis-28422	336	26	:	:	PUNCT
bracis-28422	336	27	a	a	DET
bracis-28422	336	28	deep	deep	ADJ
bracis-28422	336	29	survey	survey	NOUN
bracis-28422	336	30	.	.	PUNCT
bracis-28422	337	1	expert	expert	NOUN
bracis-28422	337	2	syst	syst	PROPN
bracis-28422	337	3	.	.	PUNCT
bracis-28422	338	1	appl	appl	PROPN
bracis-28422	338	2	.	.	PROPN
bracis-28422	338	3	164	164	NUM
bracis-28422	338	4	,	,	PUNCT
bracis-28422	338	5	113794	113794	NUM
bracis-28422	338	6	(	(	PUNCT
bracis-28422	338	7	2021	2021	NUM
bracis-28422	338	8	)	)	PUNCT
bracis-28422	338	9	article	article	NOUN
bracis-28422	338	10	  	  	SPACE
bracis-28422	338	11	google	google	PROPN
bracis-28422	338	12	scholar	scholar	NOUN
bracis-28422	338	13	  	  	SPACE
bracis-28422	338	14	rastgoo	rastgoo	NOUN
bracis-28422	338	15	,	,	PUNCT
bracis-28422	338	16	r.	r.	PROPN
bracis-28422	338	17	,	,	PUNCT
bracis-28422	338	18	kiani	kiani	PROPN
bracis-28422	338	19	,	,	PUNCT
bracis-28422	338	20	k.	k.	PROPN
bracis-28422	338	21	,	,	PUNCT
bracis-28422	338	22	escalera	escalera	PROPN
bracis-28422	338	23	,	,	PUNCT
bracis-28422	338	24	s.	s.	PROPN
bracis-28422	338	25	,	,	PUNCT
bracis-28422	338	26	sabokrou	sabokrou	PROPN
bracis-28422	338	27	,	,	PUNCT
bracis-28422	338	28	m.	m.	NOUN
bracis-28422	338	29	:	:	PUNCT
bracis-28422	338	30	multi	multi	ADJ
bracis-28422	338	31	-	-	ADJ
bracis-28422	338	32	modal	modal	ADJ
bracis-28422	338	33	zero	zero	NUM
bracis-28422	338	34	-	-	PUNCT
bracis-28422	338	35	shot	shot	NOUN
bracis-28422	338	36	sign	sign	NOUN
bracis-28422	338	37	language	language	NOUN
bracis-28422	338	38	recognition	recognition	NOUN
bracis-28422	338	39	.	.	PUNCT
bracis-28422	339	1	arxiv	arxiv	PROPN
bracis-28422	339	2	preprint	preprint	VERB
bracis-28422	339	3	arxiv:2109.00796	arxiv:2109.00796	NOUN
bracis-28422	339	4	(	(	PUNCT
bracis-28422	339	5	2021	2021	NUM
bracis-28422	339	6	)	)	PUNCT
bracis-28422	339	7	sanh	sanh	NOUN
bracis-28422	339	8	,	,	PUNCT
bracis-28422	339	9	v.	v.	PROPN
bracis-28422	339	10	,	,	PUNCT
bracis-28422	339	11	debut	debut	PROPN
bracis-28422	339	12	,	,	PUNCT
bracis-28422	339	13	l.	l.	PROPN
bracis-28422	339	14	,	,	PUNCT
bracis-28422	339	15	chaumond	chaumond	PROPN
bracis-28422	339	16	,	,	PUNCT
bracis-28422	339	17	j.	j.	PROPN
bracis-28422	339	18	,	,	PUNCT
bracis-28422	339	19	wolf	wolf	PROPN
bracis-28422	339	20	,	,	PUNCT
bracis-28422	339	21	t.	t.	PROPN
bracis-28422	339	22	:	:	PUNCT
bracis-28422	339	23	distilbert	distilbert	PROPN
bracis-28422	339	24	,	,	PUNCT
bracis-28422	339	25	a	a	DET
bracis-28422	339	26	distilled	distil	VERB
bracis-28422	339	27	version	version	NOUN
bracis-28422	339	28	of	of	ADP
bracis-28422	339	29	bert	bert	NOUN
bracis-28422	339	30	:	:	PUNCT
bracis-28422	339	31	smaller	small	ADJ
bracis-28422	339	32	,	,	PUNCT
bracis-28422	339	33	faster	fast	ADJ
bracis-28422	339	34	,	,	PUNCT
bracis-28422	339	35	cheaper	cheap	ADJ
bracis-28422	339	36	and	and	CCONJ
bracis-28422	339	37	lighter	light	ADJ
bracis-28422	339	38	.	.	PUNCT
bracis-28422	340	1	arxiv	arxiv	PROPN
bracis-28422	340	2	preprint	preprint	NOUN
bracis-28422	340	3	arxiv:1910.01108	arxiv:1910.01108	NUM
bracis-28422	340	4	(	(	PUNCT
bracis-28422	340	5	2019	2019	NUM
bracis-28422	340	6	)	)	PUNCT
bracis-28422	340	7	shahroudy	shahroudy	PROPN
bracis-28422	340	8	,	,	PUNCT
bracis-28422	340	9	a.	a.	PROPN
bracis-28422	340	10	,	,	PUNCT
bracis-28422	340	11	liu	liu	PROPN
bracis-28422	340	12	,	,	PUNCT
bracis-28422	340	13	j.	j.	PROPN
bracis-28422	340	14	,	,	PUNCT
bracis-28422	340	15	ng	ng	PROPN
bracis-28422	340	16	,	,	PUNCT
bracis-28422	340	17	t.t	t.t	PROPN
bracis-28422	340	18	.	.	PROPN
bracis-28422	340	19	,	,	PUNCT
bracis-28422	340	20	wang	wang	PROPN
bracis-28422	340	21	,	,	PUNCT
bracis-28422	340	22	g.	g.	PROPN
bracis-28422	340	23	:	:	PUNCT
bracis-28422	340	24	ntu	ntu	PROPN
bracis-28422	340	25	rgb+	rgb+	ADJ
bracis-28422	341	1	d	d	X
bracis-28422	341	2	:	:	PUNCT
bracis-28422	341	3	a	a	DET
bracis-28422	341	4	large	large	ADJ
bracis-28422	341	5	scale	scale	NOUN
bracis-28422	341	6	dataset	dataset	NOUN
bracis-28422	341	7	for	for	ADP
bracis-28422	341	8	3d	3d	NUM
bracis-28422	341	9	human	human	ADJ
bracis-28422	341	10	activity	activity	NOUN
bracis-28422	341	11	analysis	analysis	NOUN
bracis-28422	341	12	.	.	PUNCT
bracis-28422	342	1	in	in	ADP
bracis-28422	342	2	:	:	PUNCT
bracis-28422	342	3	proceedings	proceeding	NOUN
bracis-28422	342	4	of	of	ADP
bracis-28422	342	5	the	the	DET
bracis-28422	342	6	ieee	ieee	NOUN
bracis-28422	342	7	conference	conference	NOUN
bracis-28422	342	8	on	on	ADP
bracis-28422	342	9	computer	computer	NOUN
bracis-28422	342	10	vision	vision	NOUN
bracis-28422	342	11	and	and	CCONJ
bracis-28422	342	12	pattern	pattern	NOUN
bracis-28422	342	13	recognition	recognition	NOUN
bracis-28422	342	14	,	,	PUNCT
bracis-28422	342	15	pp	pp	ADP
bracis-28422	342	16	.	.	PUNCT
bracis-28422	343	1	1010–1019	1010–1019	NUM
bracis-28422	343	2	(	(	PUNCT
bracis-28422	343	3	2016	2016	NUM
bracis-28422	343	4	)	)	PUNCT
bracis-28422	343	5	google	google	PROPN
bracis-28422	343	6	scholar	scholar	NOUN
bracis-28422	343	7	  	  	SPACE
bracis-28422	343	8	stiehl	stiehl	NOUN
bracis-28422	343	9	,	,	PUNCT
bracis-28422	343	10	d.	d.	PROPN
bracis-28422	343	11	,	,	PUNCT
bracis-28422	343	12	addams	addams	PROPN
bracis-28422	343	13	,	,	PUNCT
bracis-28422	343	14	l.	l.	PROPN
bracis-28422	343	15	,	,	PUNCT
bracis-28422	343	16	oliveira	oliveira	PROPN
bracis-28422	343	17	,	,	PUNCT
bracis-28422	343	18	l.s	l.s	PROPN
bracis-28422	343	19	.	.	PROPN
bracis-28422	343	20	,	,	PUNCT
bracis-28422	343	21	guimarães	guimarães	PROPN
bracis-28422	343	22	,	,	PUNCT
bracis-28422	343	23	c.	c.	PROPN
bracis-28422	343	24	,	,	PUNCT
bracis-28422	343	25	britto	britto	PROPN
bracis-28422	343	26	,	,	PUNCT
bracis-28422	343	27	a.	a.	NOUN
bracis-28422	343	28	:	:	PUNCT
bracis-28422	343	29	towards	towards	ADP
bracis-28422	343	30	a	a	DET
bracis-28422	343	31	signwriting	signwriting	NOUN
bracis-28422	343	32	recognition	recognition	NOUN
bracis-28422	343	33	system	system	NOUN
bracis-28422	343	34	.	.	PUNCT
bracis-28422	344	1	in	in	ADP
bracis-28422	344	2	:	:	PUNCT
bracis-28422	344	3	13th	13th	ADJ
bracis-28422	344	4	international	international	ADJ
bracis-28422	344	5	conference	conference	NOUN
bracis-28422	344	6	on	on	ADP
bracis-28422	344	7	document	document	NOUN
bracis-28422	344	8	analysis	analysis	NOUN
bracis-28422	344	9	and	and	CCONJ
bracis-28422	344	10	recognition	recognition	NOUN
bracis-28422	344	11	,	,	PUNCT
bracis-28422	344	12	pp	pp	X
bracis-28422	344	13	.	.	PUNCT
bracis-28422	345	1	26–30	26–30	NUM
bracis-28422	345	2	.	.	PUNCT
bracis-28422	346	1	ieee	ieee	NOUN
bracis-28422	346	2	(	(	PUNCT
bracis-28422	346	3	2015	2015	NUM
bracis-28422	346	4	)	)	PUNCT
bracis-28422	346	5	google	google	PROPN
bracis-28422	346	6	scholar	scholar	NOUN
bracis-28422	346	7	  	  	SPACE
bracis-28422	346	8	stokoe	stokoe	NOUN
bracis-28422	346	9	,	,	PUNCT
bracis-28422	346	10	w.c	w.c	PROPN
bracis-28422	346	11	.	.	PROPN
bracis-28422	346	12	:	:	PUNCT
bracis-28422	346	13	sign	sign	VERB
bracis-28422	346	14	language	language	NOUN
bracis-28422	346	15	structure	structure	NOUN
bracis-28422	346	16	.	.	PUNCT
bracis-28422	347	1	annu	annu	NOUN
bracis-28422	347	2	.	.	PUNCT
bracis-28422	348	1	rev	rev	PROPN
bracis-28422	348	2	.	.	PROPN
bracis-28422	348	3	anthropol	anthropol	PROPN
bracis-28422	348	4	.	.	PUNCT
bracis-28422	349	1	9(1	9(1	NUM
bracis-28422	349	2	)	)	PUNCT
bracis-28422	349	3	,	,	PUNCT
bracis-28422	349	4	365–390	365–390	NUM
bracis-28422	349	5	(	(	PUNCT
bracis-28422	349	6	1980	1980	NUM
bracis-28422	349	7	)	)	PUNCT
bracis-28422	349	8	article	article	NOUN
bracis-28422	349	9	  	  	SPACE
bracis-28422	349	10	google	google	PROPN
bracis-28422	349	11	scholar	scholar	NOUN
bracis-28422	349	12	  	  	SPACE
bracis-28422	349	13	sung	sung	PROPN
bracis-28422	349	14	,	,	PUNCT
bracis-28422	349	15	j.	j.	PROPN
bracis-28422	349	16	,	,	PUNCT
bracis-28422	349	17	ponce	ponce	PROPN
bracis-28422	349	18	,	,	PUNCT
bracis-28422	349	19	c.	c.	PROPN
bracis-28422	349	20	,	,	PUNCT
bracis-28422	349	21	selman	selman	PROPN
bracis-28422	349	22	,	,	PUNCT
bracis-28422	349	23	b.	b.	PROPN
bracis-28422	349	24	,	,	PUNCT
bracis-28422	349	25	saxena	saxena	PROPN
bracis-28422	349	26	,	,	PUNCT
bracis-28422	349	27	a.	a.	NOUN
bracis-28422	349	28	:	:	PUNCT
bracis-28422	349	29	unstructured	unstructured	ADJ
bracis-28422	349	30	human	human	ADJ
bracis-28422	349	31	activity	activity	NOUN
bracis-28422	349	32	detection	detection	NOUN
bracis-28422	349	33	from	from	ADP
bracis-28422	349	34	rgbd	rgbd	NOUN
bracis-28422	349	35	images	image	NOUN
bracis-28422	349	36	.	.	PUNCT
bracis-28422	350	1	in	in	ADP
bracis-28422	350	2	:	:	PUNCT
bracis-28422	350	3	ieee	ieee	PROPN
bracis-28422	350	4	international	international	ADJ
bracis-28422	350	5	conference	conference	NOUN
bracis-28422	350	6	on	on	ADP
bracis-28422	350	7	robotics	robotic	NOUN
bracis-28422	350	8	and	and	CCONJ
bracis-28422	350	9	automation	automation	NOUN
bracis-28422	350	10	,	,	PUNCT
bracis-28422	350	11	pp	pp	X
bracis-28422	350	12	.	.	PUNCT
bracis-28422	351	1	842–849	842–849	NUM
bracis-28422	351	2	.	.	X
bracis-28422	351	3	ieee	ieee	NOUN
bracis-28422	351	4	(	(	PUNCT
bracis-28422	351	5	2012	2012	NUM
bracis-28422	351	6	)	)	PUNCT
bracis-28422	351	7	google	google	PROPN
bracis-28422	351	8	scholar	scholar	NOUN
bracis-28422	351	9	  	  	SPACE
bracis-28422	351	10	sutton	sutton	NOUN
bracis-28422	351	11	,	,	PUNCT
bracis-28422	351	12	v.	v.	ADP
bracis-28422	351	13	:	:	PUNCT
bracis-28422	351	14	signwriting	signwriting	NOUN
bracis-28422	351	15	.	.	PUNCT
bracis-28422	352	1	sl	sl	VERB
bracis-28422	352	2	:	:	PUNCT
bracis-28422	352	3	sn	sn	PROPN
bracis-28422	352	4	,	,	PUNCT
bracis-28422	352	5	p.	p.	NOUN
bracis-28422	352	6	9	9	NUM
bracis-28422	352	7	(	(	PUNCT
bracis-28422	352	8	2009	2009	NUM
bracis-28422	352	9	)	)	PUNCT
bracis-28422	352	10	google	google	PROPN
bracis-28422	352	11	scholar	scholar	NOUN
bracis-28422	352	12	  	  	SPACE
bracis-28422	352	13	tunga	tunga	PROPN
bracis-28422	352	14	,	,	PUNCT
bracis-28422	352	15	a.	a.	NOUN
bracis-28422	352	16	,	,	PUNCT
bracis-28422	352	17	nuthalapati	nuthalapati	PROPN
bracis-28422	352	18	,	,	PUNCT
bracis-28422	352	19	s.v	s.v	PROPN
bracis-28422	352	20	.	.	PROPN
bracis-28422	352	21	,	,	PUNCT
bracis-28422	352	22	wachs	wachs	PROPN
bracis-28422	352	23	,	,	PUNCT
bracis-28422	352	24	j.p	j.p	PROPN
bracis-28422	352	25	.	.	PROPN
bracis-28422	352	26	:	:	PUNCT
bracis-28422	352	27	pose	pose	NOUN
bracis-28422	352	28	-	-	PUNCT
bracis-28422	352	29	based	base	VERB
bracis-28422	352	30	sign	sign	NOUN
bracis-28422	352	31	language	language	NOUN
bracis-28422	352	32	recognition	recognition	NOUN
bracis-28422	352	33	using	use	VERB
bracis-28422	352	34	gcn	gcn	NOUN
bracis-28422	352	35	and	and	CCONJ
bracis-28422	352	36	bert	bert	NOUN
bracis-28422	352	37	.	.	PUNCT
bracis-28422	353	1	in	in	ADP
bracis-28422	353	2	:	:	PUNCT
bracis-28422	353	3	ieee	ieee	NOUN
bracis-28422	353	4	winter	winter	NOUN
bracis-28422	353	5	conference	conference	NOUN
bracis-28422	353	6	on	on	ADP
bracis-28422	353	7	applications	application	NOUN
bracis-28422	353	8	of	of	ADP
bracis-28422	353	9	computer	computer	NOUN
bracis-28422	353	10	vision	vision	NOUN
bracis-28422	353	11	workshops	workshop	NOUN
bracis-28422	353	12	,	,	PUNCT
bracis-28422	353	13	pp	pp	ADV
bracis-28422	353	14	.	.	PUNCT
bracis-28422	354	1	31–40	31–40	NUM
bracis-28422	354	2	(	(	PUNCT
bracis-28422	354	3	2021	2021	NUM
bracis-28422	354	4	)	)	PUNCT
bracis-28422	354	5	google	google	NOUN
bracis-28422	354	6	scholar	scholar	NOUN
bracis-28422	354	7	  	  	SPACE
bracis-28422	354	8	vaswani	vaswani	NOUN
bracis-28422	354	9	,	,	PUNCT
bracis-28422	354	10	a.	a.	NOUN
bracis-28422	354	11	,	,	PUNCT
bracis-28422	354	12	et	et	PROPN
bracis-28422	354	13	al	al	PROPN
bracis-28422	354	14	.	.	PUNCT
bracis-28422	354	15	:	:	PUNCT
bracis-28422	355	1	attention	attention	NOUN
bracis-28422	355	2	is	be	AUX
bracis-28422	355	3	all	all	PRON
bracis-28422	355	4	you	you	PRON
bracis-28422	355	5	need	need	VERB
bracis-28422	355	6	.	.	PUNCT
bracis-28422	356	1	in	in	ADP
bracis-28422	356	2	:	:	PUNCT
bracis-28422	356	3	advances	advance	NOUN
bracis-28422	356	4	in	in	ADP
bracis-28422	356	5	neural	neural	ADJ
bracis-28422	356	6	information	information	NOUN
bracis-28422	356	7	processing	processing	NOUN
bracis-28422	356	8	systems	system	NOUN
bracis-28422	356	9	,	,	PUNCT
bracis-28422	356	10	vol	vol	NOUN
bracis-28422	356	11	.	.	PROPN
bracis-28422	356	12	30	30	NUM
bracis-28422	356	13	(	(	PUNCT
bracis-28422	356	14	2017	2017	NUM
bracis-28422	356	15	)	)	PUNCT
bracis-28422	356	16	google	google	PROPN
bracis-28422	356	17	scholar	scholar	NOUN
bracis-28422	356	18	  	  	SPACE
bracis-28422	356	19	wang	wang	PROPN
bracis-28422	356	20	,	,	PUNCT
bracis-28422	356	21	j.	j.	PROPN
bracis-28422	356	22	,	,	PUNCT
bracis-28422	356	23	liu	liu	PROPN
bracis-28422	356	24	,	,	PUNCT
bracis-28422	356	25	z.	z.	PROPN
bracis-28422	356	26	,	,	PUNCT
bracis-28422	356	27	wu	wu	PROPN
bracis-28422	356	28	,	,	PUNCT
bracis-28422	356	29	y.	y.	PROPN
bracis-28422	356	30	,	,	PUNCT
bracis-28422	356	31	yuan	yuan	PROPN
bracis-28422	356	32	,	,	PUNCT
bracis-28422	356	33	j.	j.	PROPN
bracis-28422	356	34	:	:	PUNCT
bracis-28422	356	35	mining	mining	NOUN
bracis-28422	356	36	actionlet	actionlet	NOUN
bracis-28422	356	37	ensemble	ensemble	ADJ
bracis-28422	356	38	for	for	ADP
bracis-28422	356	39	action	action	NOUN
bracis-28422	356	40	recognition	recognition	NOUN
bracis-28422	356	41	with	with	ADP
bracis-28422	356	42	depth	depth	NOUN
bracis-28422	356	43	cameras	camera	NOUN
bracis-28422	356	44	.	.	PUNCT
bracis-28422	357	1	in	in	ADP
bracis-28422	357	2	:	:	PUNCT
bracis-28422	357	3	ieee	ieee	NOUN
bracis-28422	357	4	conference	conference	NOUN
bracis-28422	357	5	on	on	ADP
bracis-28422	357	6	computer	computer	NOUN
bracis-28422	357	7	vision	vision	NOUN
bracis-28422	357	8	and	and	CCONJ
bracis-28422	357	9	pattern	pattern	NOUN
bracis-28422	357	10	recognition	recognition	NOUN
bracis-28422	357	11	,	,	PUNCT
bracis-28422	357	12	pp	pp	PROPN
bracis-28422	357	13	.	.	PUNCT
bracis-28422	357	14	1290–1297	1290–1297	NUM
bracis-28422	357	15	.	.	PUNCT
bracis-28422	358	1	ieee	ieee	NOUN
bracis-28422	358	2	(	(	PUNCT
bracis-28422	358	3	2012	2012	NUM
bracis-28422	358	4	)	)	PUNCT
bracis-28422	358	5	google	google	PROPN
bracis-28422	358	6	scholar	scholar	NOUN
bracis-28422	358	7	  	  	SPACE
bracis-28422	358	8	wolf	wolf	NOUN
bracis-28422	358	9	,	,	PUNCT
bracis-28422	358	10	t.	t.	PROPN
bracis-28422	358	11	,	,	PUNCT
bracis-28422	358	12	et	et	PROPN
bracis-28422	358	13	al	al	PROPN
bracis-28422	358	14	.	.	PROPN
bracis-28422	358	15	:	:	PUNCT
bracis-28422	359	1	huggingface	huggingface	PROPN
bracis-28422	359	2	’s	’s	PART
bracis-28422	359	3	transformers	transformer	NOUN
bracis-28422	359	4	:	:	PUNCT
bracis-28422	359	5	state	state	NOUN
bracis-28422	359	6	-	-	PUNCT
bracis-28422	359	7	of	of	ADP
bracis-28422	359	8	-	-	PUNCT
bracis-28422	359	9	the	the	DET
bracis-28422	359	10	-	-	PUNCT
bracis-28422	359	11	art	art	NOUN
bracis-28422	359	12	natural	natural	ADJ
bracis-28422	359	13	language	language	NOUN
bracis-28422	359	14	processing	processing	NOUN
bracis-28422	359	15	.	.	PUNCT
bracis-28422	360	1	arxiv	arxiv	PROPN
bracis-28422	360	2	preprint	preprint	VERB
bracis-28422	360	3	arxiv:1910.03771	arxiv:1910.03771	ADJ
bracis-28422	360	4	(	(	PUNCT
bracis-28422	360	5	2019	2019	NUM
bracis-28422	360	6	)	)	PUNCT
bracis-28422	360	7	world	world	NOUN
bracis-28422	360	8	health	health	NOUN
bracis-28422	360	9	organization	organization	NOUN
bracis-28422	360	10	:	:	PUNCT
bracis-28422	360	11	world	world	NOUN
bracis-28422	360	12	report	report	NOUN
bracis-28422	360	13	on	on	ADP
bracis-28422	360	14	hearing	hearing	NOUN
bracis-28422	360	15	.	.	PUNCT
bracis-28422	361	1	technical	technical	ADJ
bracis-28422	361	2	report	report	PROPN
bracis-28422	361	3	,	,	PUNCT
bracis-28422	361	4	world	world	PROPN
bracis-28422	361	5	health	health	NOUN
bracis-28422	361	6	organization	organization	NOUN
bracis-28422	361	7	(	(	PUNCT
bracis-28422	361	8	2021	2021	NUM
bracis-28422	361	9	)	)	PUNCT
bracis-28422	361	10	google	google	NOUN
bracis-28422	361	11	scholar	scholar	NOUN
bracis-28422	361	12	  	  	SPACE
bracis-28422	361	13	zhou	zhou	PROPN
bracis-28422	361	14	,	,	PUNCT
bracis-28422	361	15	z.	z.	PROPN
bracis-28422	361	16	,	,	PUNCT
bracis-28422	361	17	tam	tam	PROPN
bracis-28422	361	18	,	,	PUNCT
bracis-28422	361	19	v.w	v.w	PROPN
bracis-28422	361	20	.	.	PROPN
bracis-28422	361	21	,	,	PUNCT
bracis-28422	361	22	lam	lam	PROPN
bracis-28422	361	23	,	,	PUNCT
bracis-28422	361	24	e.y	e.y	PROPN
bracis-28422	361	25	.	.	PROPN
bracis-28422	361	26	:	:	PUNCT
bracis-28422	362	1	signbert	signbert	PROPN
bracis-28422	362	2	:	:	PUNCT
bracis-28422	362	3	a	a	DET
bracis-28422	362	4	bert	bert	NOUN
bracis-28422	362	5	-	-	PUNCT
bracis-28422	362	6	based	base	VERB
bracis-28422	362	7	deep	deep	ADJ
bracis-28422	362	8	learning	learning	NOUN
bracis-28422	362	9	framework	framework	NOUN
bracis-28422	362	10	for	for	ADP
bracis-28422	362	11	continuous	continuous	ADJ
bracis-28422	362	12	sign	sign	NOUN
bracis-28422	362	13	language	language	NOUN
bracis-28422	362	14	recognition	recognition	NOUN
bracis-28422	362	15	.	.	PUNCT
bracis-28422	363	1	ieee	ieee	NOUN
bracis-28422	363	2	access	access	NOUN
bracis-28422	363	3	9	9	NUM
bracis-28422	363	4	,	,	PUNCT
bracis-28422	363	5	161669–161682	161669–161682	NUM
bracis-28422	363	6	(	(	PUNCT
bracis-28422	363	7	2021	2021	NUM
bracis-28422	363	8	)	)	PUNCT
bracis-28422	363	9	article	article	NOUN
bracis-28422	363	10	  	  	SPACE
bracis-28422	363	11	google	google	PROPN
bracis-28422	363	12	scholar	scholar	NOUN
bracis-28422	363	13	  	  	SPACE
bracis-28422	363	14	download	download	NOUN
bracis-28422	363	15	references	reference	NOUN
bracis-28422	363	16	author	author	NOUN
bracis-28422	363	17	information	information	NOUN
bracis-28422	363	18	authors	author	NOUN
bracis-28422	363	19	and	and	CCONJ
bracis-28422	363	20	affiliations	affiliation	NOUN
bracis-28422	363	21	school	school	NOUN
bracis-28422	363	22	of	of	ADP
bracis-28422	363	23	arts	art	NOUN
bracis-28422	363	24	,	,	PUNCT
bracis-28422	363	25	sciences	science	NOUN
bracis-28422	363	26	and	and	CCONJ
bracis-28422	363	27	humanities	humanity	NOUN
bracis-28422	363	28	,	,	PUNCT
bracis-28422	363	29	university	university	PROPN
bracis-28422	363	30	of	of	ADP
bracis-28422	363	31	são	são	PROPN
bracis-28422	363	32	paulo	paulo	PROPN
bracis-28422	363	33	,	,	PUNCT
bracis-28422	363	34	são	são	PROPN
bracis-28422	363	35	paulo	paulo	PROPN
bracis-28422	363	36	,	,	PUNCT
bracis-28422	363	37	brazil	brazil	PROPN
bracis-28422	363	38	fernando	fernando	PROPN
bracis-28422	363	39	de	de	PROPN
bracis-28422	363	40	almeida	almeida	PROPN
bracis-28422	363	41	freitas	freitas	PROPN
bracis-28422	363	42	,	,	PUNCT
bracis-28422	363	43	 	 	SPACE
bracis-28422	363	44	sarajane	sarajane	NOUN
bracis-28422	363	45	marques	marques	PROPN
bracis-28422	363	46	peres	peres	PROPN
bracis-28422	363	47	,	,	PUNCT
bracis-28422	363	48	 	 	SPACE
bracis-28422	363	49	otávio	otávio	PROPN
bracis-28422	363	50	de	de	PROPN
bracis-28422	363	51	paula	paula	PROPN
bracis-28422	363	52	albuquerque	albuquerque	PROPN
bracis-28422	363	53	 	 	SPACE
bracis-28422	363	54	&	&	CCONJ
bracis-28422	363	55	 	 	SPACE
bracis-28422	363	56	marcelo	marcelo	PROPN
bracis-28422	363	57	fantinato	fantinato	PROPN
bracis-28422	363	58	authors	author	NOUN
bracis-28422	363	59	fernando	fernando	PROPN
bracis-28422	363	60	de	de	PROPN
bracis-28422	363	61	almeida	almeida	PROPN
bracis-28422	363	62	freitasview	freitasview	PROPN
bracis-28422	363	63	author	author	NOUN
bracis-28422	363	64	publications	publication	NOUN
bracis-28422	363	65	search	search	NOUN
bracis-28422	363	66	author	author	NOUN
bracis-28422	363	67	on	on	ADP
bracis-28422	363	68	:	:	PUNCT
bracis-28422	363	69	pubmed	pubmed	PROPN
bracis-28422	363	70	 	 	SPACE
bracis-28422	363	71	google	google	PROPN
bracis-28422	363	72	scholar	scholar	NOUN
bracis-28422	363	73	sarajane	sarajane	NOUN
bracis-28422	363	74	marques	marque	NOUN
bracis-28422	363	75	peresview	peresview	NOUN
bracis-28422	363	76	author	author	NOUN
bracis-28422	363	77	publications	publication	NOUN
bracis-28422	363	78	search	search	NOUN
bracis-28422	363	79	author	author	NOUN
bracis-28422	363	80	on	on	ADP
bracis-28422	363	81	:	:	PUNCT
bracis-28422	363	82	pubmed	pubmed	PROPN
bracis-28422	363	83	 	 	SPACE
bracis-28422	363	84	google	google	PROPN
bracis-28422	363	85	scholar	scholar	NOUN
bracis-28422	363	86	otávio	otávio	PROPN
bracis-28422	363	87	de	de	PROPN
bracis-28422	363	88	paula	paula	PROPN
bracis-28422	363	89	albuquerqueview	albuquerqueview	PROPN
bracis-28422	363	90	author	author	NOUN
bracis-28422	363	91	publications	publication	NOUN
bracis-28422	363	92	search	search	NOUN
bracis-28422	363	93	author	author	NOUN
bracis-28422	363	94	on	on	ADP
bracis-28422	363	95	:	:	PUNCT
bracis-28422	363	96	pubmed	pubmed	PROPN
bracis-28422	363	97	 	 	SPACE
bracis-28422	363	98	google	google	PROPN
bracis-28422	363	99	scholar	scholar	PROPN
bracis-28422	363	100	marcelo	marcelo	PROPN
bracis-28422	363	101	fantinatoview	fantinatoview	PROPN
bracis-28422	363	102	author	author	NOUN
bracis-28422	363	103	publications	publication	NOUN
bracis-28422	363	104	search	search	NOUN
bracis-28422	363	105	author	author	NOUN
bracis-28422	363	106	on	on	ADP
bracis-28422	363	107	:	:	PUNCT
bracis-28422	363	108	pubmed	pubmed	PROPN
bracis-28422	363	109	 	 	SPACE
bracis-28422	363	110	google	google	PROPN
bracis-28422	363	111	scholar	scholar	NOUN
bracis-28422	363	112	corresponding	correspond	VERB
bracis-28422	363	113	author	author	NOUN
bracis-28422	363	114	correspondence	correspondence	NOUN
bracis-28422	363	115	to	to	ADP
bracis-28422	363	116	fernando	fernando	PROPN
bracis-28422	363	117	de	de	PROPN
bracis-28422	363	118	almeida	almeida	PROPN
bracis-28422	363	119	freitas	freitas	PROPN
bracis-28422	363	120	.	.	PUNCT
bracis-28422	364	1	editor	editor	NOUN
bracis-28422	364	2	information	information	NOUN
bracis-28422	364	3	editors	editor	NOUN
bracis-28422	364	4	and	and	CCONJ
bracis-28422	364	5	affiliations	affiliation	NOUN
bracis-28422	364	6	federal	federal	PROPN
bracis-28422	364	7	university	university	PROPN
bracis-28422	364	8	of	of	ADP
bracis-28422	364	9	são	são	PROPN
bracis-28422	364	10	carlos	carlos	PROPN
bracis-28422	364	11	,	,	PUNCT
bracis-28422	364	12	são	são	PROPN
bracis-28422	364	13	carlos	carlos	PROPN
bracis-28422	364	14	,	,	PUNCT
bracis-28422	364	15	brazil	brazil	PROPN
bracis-28422	364	16	murilo	murilo	PROPN
bracis-28422	364	17	c.	c.	PROPN
bracis-28422	364	18	naldi	naldi	PROPN
bracis-28422	364	19	centro	centro	PROPN
bracis-28422	364	20	universitario	universitario	PROPN
bracis-28422	364	21	da	da	PROPN
bracis-28422	364	22	fei	fei	PROPN
bracis-28422	364	23	,	,	PUNCT
bracis-28422	364	24	são	são	PROPN
bracis-28422	364	25	bernardo	bernardo	PROPN
bracis-28422	364	26	do	do	AUX
bracis-28422	364	27	campo	campo	PROPN
bracis-28422	364	28	,	,	PUNCT
bracis-28422	364	29	brazil	brazil	PROPN
bracis-28422	364	30	reinaldo	reinaldo	PROPN
bracis-28422	364	31	a.	a.	PROPN
bracis-28422	364	32	c.	c.	PROPN
bracis-28422	364	33	bianchi	bianchi	PROPN
bracis-28422	364	34	rights	right	NOUN
bracis-28422	364	35	and	and	CCONJ
bracis-28422	364	36	permissions	permission	NOUN
bracis-28422	364	37	reprints	reprint	NOUN
bracis-28422	364	38	and	and	CCONJ
bracis-28422	364	39	permissions	permission	VERB
bracis-28422	364	40	copyright	copyright	NOUN
bracis-28422	364	41	information	information	NOUN
bracis-28422	364	42	©	©	ADP
bracis-28422	364	43	2023	2023	NUM
bracis-28422	364	44	the	the	DET
bracis-28422	364	45	author(s	author(s	NOUN
bracis-28422	364	46	)	)	PUNCT
bracis-28422	364	47	,	,	PUNCT
bracis-28422	364	48	under	under	ADP
bracis-28422	364	49	exclusive	exclusive	ADJ
bracis-28422	364	50	license	license	NOUN
bracis-28422	364	51	to	to	ADP
bracis-28422	364	52	springer	springer	NOUN
bracis-28422	364	53	nature	nature	PROPN
bracis-28422	364	54	switzerland	switzerland	PROPN
bracis-28422	364	55	ag	ag	PROPN
bracis-28422	364	56	about	about	ADP
bracis-28422	364	57	this	this	DET
bracis-28422	364	58	paper	paper	NOUN
bracis-28422	364	59	cite	cite	VERB
bracis-28422	364	60	this	this	DET
bracis-28422	364	61	paper	paper	NOUN
bracis-28422	364	62	de	de	PROPN
bracis-28422	364	63	almeida	almeida	PROPN
bracis-28422	364	64	freitas	freitas	PROPN
bracis-28422	364	65	,	,	PUNCT
bracis-28422	364	66	f.	f.	PROPN
bracis-28422	364	67	,	,	PUNCT
bracis-28422	364	68	peres	peres	PROPN
bracis-28422	364	69	,	,	PUNCT
bracis-28422	364	70	s.m	s.m	PROPN
bracis-28422	364	71	.	.	PROPN
bracis-28422	364	72	,	,	PUNCT
bracis-28422	364	73	de	de	PROPN
bracis-28422	364	74	paula	paula	PROPN
bracis-28422	364	75	albuquerque	albuquerque	PROPN
bracis-28422	364	76	,	,	PUNCT
bracis-28422	364	77	o.	o.	PROPN
bracis-28422	364	78	,	,	PUNCT
bracis-28422	364	79	fantinato	fantinato	NOUN
bracis-28422	364	80	,	,	PUNCT
bracis-28422	364	81	m.	m.	NOUN
bracis-28422	364	82	(	(	PUNCT
bracis-28422	364	83	2023	2023	NUM
bracis-28422	364	84	)	)	PUNCT
bracis-28422	364	85	.	.	PUNCT
bracis-28422	365	1	leveraging	leverage	VERB
bracis-28422	365	2	sign	sign	NOUN
bracis-28422	365	3	language	language	NOUN
bracis-28422	365	4	processing	processing	NOUN
bracis-28422	365	5	with	with	ADP
bracis-28422	365	6	 	 	SPACE
bracis-28422	365	7	formal	formal	ADJ
bracis-28422	365	8	signwriting	signwriting	NOUN
bracis-28422	365	9	and	and	CCONJ
bracis-28422	365	10	 	 	SPACE
bracis-28422	365	11	deep	deep	ADJ
bracis-28422	365	12	learning	learning	NOUN
bracis-28422	365	13	architectures	architecture	NOUN
bracis-28422	365	14	.	.	PUNCT
bracis-28422	366	1	in	in	ADP
bracis-28422	366	2	:	:	PUNCT
bracis-28422	366	3	naldi	naldi	PROPN
bracis-28422	366	4	,	,	PUNCT
bracis-28422	366	5	m.c	m.c	PROPN
bracis-28422	366	6	.	.	PROPN
bracis-28422	366	7	,	,	PUNCT
bracis-28422	366	8	bianchi	bianchi	PROPN
bracis-28422	366	9	,	,	PUNCT
bracis-28422	366	10	r.a.c	r.a.c	ADP
bracis-28422	366	11	.	.	PUNCT
bracis-28422	366	12	(	(	PUNCT
bracis-28422	366	13	eds	ed	NOUN
bracis-28422	366	14	)	)	PUNCT
bracis-28422	366	15	intelligent	intelligent	ADJ
bracis-28422	366	16	systems	system	NOUN
bracis-28422	366	17	.	.	PUNCT
bracis-28422	367	1	bracis	bracis	PROPN
bracis-28422	367	2	2023	2023	NUM
bracis-28422	367	3	.	.	PUNCT
bracis-28422	368	1	lecture	lecture	NOUN
bracis-28422	368	2	notes	note	NOUN
bracis-28422	368	3	in	in	ADP
bracis-28422	368	4	computer	computer	NOUN
bracis-28422	368	5	science	science	NOUN
bracis-28422	368	6	(	(	PUNCT
bracis-28422	368	7	)	)	PUNCT
bracis-28422	368	8	,	,	PUNCT
bracis-28422	368	9	vol	vol	NOUN
bracis-28422	368	10	14197	14197	NUM
bracis-28422	368	11	.	.	PUNCT
bracis-28422	369	1	springer	springer	NOUN
bracis-28422	369	2	,	,	PUNCT
bracis-28422	369	3	cham	cham	PROPN
bracis-28422	369	4	.	.	PUNCT
bracis-28422	370	1	https://doi.org/10.1007/978-3-031-45392-2_20	https://doi.org/10.1007/978-3-031-45392-2_20	PROPN
bracis-28422	370	2	download	download	NOUN
bracis-28422	370	3	citation	citation	NOUN
bracis-28422	370	4	.ris	.ris	PUNCT
bracis-28422	370	5	.enw	.enw	PROPN
bracis-28422	370	6	.bib	.bib	PUNCT
bracis-28422	371	1	doi	doi	PROPN
bracis-28422	371	2	:	:	PUNCT
bracis-28422	371	3	https://doi.org/10.1007/978-3-031-45392-2_20	https://doi.org/10.1007/978-3-031-45392-2_20	NOUN
bracis-28422	371	4	published	publish	VERB
bracis-28422	371	5	:	:	PUNCT
bracis-28422	371	6	12	12	NUM
bracis-28422	371	7	october	october	PROPN
bracis-28422	371	8	2023	2023	NUM
bracis-28422	371	9	publisher	publisher	NOUN
bracis-28422	371	10	name	name	NOUN
bracis-28422	371	11	:	:	PUNCT
bracis-28422	371	12	springer	springer	NOUN
bracis-28422	371	13	,	,	PUNCT
bracis-28422	371	14	cham	cham	PROPN
bracis-28422	371	15	print	print	PROPN
bracis-28422	371	16	isbn	isbn	PROPN
bracis-28422	371	17	:	:	PUNCT
bracis-28422	371	18	978	978	NUM
bracis-28422	371	19	-	-	SYM
bracis-28422	371	20	3	3	NUM
bracis-28422	371	21	-	-	PUNCT
bracis-28422	371	22	031	031	NUM
bracis-28422	371	23	-	-	PUNCT
bracis-28422	371	24	45391	45391	NUM
bracis-28422	371	25	-	-	SYM
bracis-28422	371	26	5	5	NUM
bracis-28422	371	27	online	online	ADJ
bracis-28422	371	28	isbn	isbn	NOUN
bracis-28422	371	29	:	:	PUNCT
bracis-28422	371	30	978	978	NUM
bracis-28422	371	31	-	-	SYM
bracis-28422	371	32	3	3	NUM
bracis-28422	371	33	-	-	PUNCT
bracis-28422	371	34	031	031	NUM
bracis-28422	371	35	-	-	PUNCT
bracis-28422	371	36	45392	45392	NUM
bracis-28422	371	37	-	-	SYM
bracis-28422	371	38	2	2	NUM
bracis-28422	371	39	ebook	ebook	NOUN
bracis-28422	371	40	packages	package	NOUN
bracis-28422	371	41	:	:	PUNCT
bracis-28422	371	42	computer	computer	NOUN
bracis-28422	371	43	sciencecomputer	sciencecomputer	NOUN
bracis-28422	371	44	science	science	NOUN
bracis-28422	371	45	(	(	PUNCT
bracis-28422	371	46	r0	r0	NOUN
bracis-28422	371	47	)	)	PUNCT
bracis-28422	371	48	share	share	VERB
bracis-28422	371	49	this	this	DET
bracis-28422	371	50	paper	paper	NOUN
bracis-28422	371	51	anyone	anyone	PRON
bracis-28422	371	52	you	you	PRON
bracis-28422	371	53	share	share	VERB
bracis-28422	371	54	the	the	DET
bracis-28422	371	55	following	follow	VERB
bracis-28422	371	56	link	link	NOUN
bracis-28422	371	57	with	with	ADP
bracis-28422	371	58	will	will	AUX
bracis-28422	371	59	be	be	AUX
bracis-28422	371	60	able	able	ADJ
bracis-28422	371	61	to	to	PART
bracis-28422	371	62	read	read	VERB
bracis-28422	371	63	this	this	DET
bracis-28422	371	64	content	content	NOUN
bracis-28422	371	65	:	:	PUNCT
bracis-28422	371	66	get	get	VERB
bracis-28422	371	67	shareable	shareable	ADJ
bracis-28422	371	68	linksorry	linksorry	NOUN
bracis-28422	371	69	,	,	PUNCT
bracis-28422	371	70	a	a	DET
bracis-28422	371	71	shareable	shareable	ADJ
bracis-28422	371	72	link	link	NOUN
bracis-28422	371	73	is	be	AUX
bracis-28422	371	74	not	not	PART
bracis-28422	371	75	currently	currently	ADV
bracis-28422	371	76	available	available	ADJ
bracis-28422	371	77	for	for	ADP
bracis-28422	371	78	this	this	DET
bracis-28422	371	79	article	article	NOUN
bracis-28422	371	80	.	.	PUNCT
bracis-28422	372	1	copy	copy	VERB
bracis-28422	372	2	shareable	shareable	ADJ
bracis-28422	372	3	link	link	NOUN
bracis-28422	372	4	to	to	PART
bracis-28422	372	5	clipboard	clipboard	NOUN
bracis-28422	372	6	provided	provide	VERB
bracis-28422	372	7	by	by	ADP
bracis-28422	372	8	the	the	DET
bracis-28422	372	9	springer	springer	NOUN
bracis-28422	372	10	nature	nature	PROPN
bracis-28422	372	11	sharedit	sharedit	PROPN
bracis-28422	372	12	content	content	NOUN
bracis-28422	372	13	-	-	PUNCT
bracis-28422	372	14	sharing	share	VERB
bracis-28422	372	15	initiative	initiative	NOUN
bracis-28422	372	16	keywords	keyword	NOUN
bracis-28422	372	17	sign	sign	VERB
bracis-28422	372	18	language	language	NOUN
bracis-28422	372	19	processing	process	VERB
bracis-28422	372	20	formal	formal	ADJ
bracis-28422	372	21	signwriting	signwriting	NOUN
bracis-28422	372	22	deep	deep	ADJ
bracis-28422	372	23	learning	learn	VERB
bracis-28422	372	24	convolutional	convolutional	ADJ
bracis-28422	372	25	neural	neural	ADJ
bracis-28422	372	26	network	network	NOUN
bracis-28422	372	27	transformer	transformer	NOUN
bracis-28422	372	28	publish	publish	NOUN
bracis-28422	372	29	with	with	ADP
bracis-28422	372	30	us	us	PROPN
bracis-28422	372	31	policies	policy	NOUN
bracis-28422	372	32	and	and	CCONJ
bracis-28422	372	33	ethics	ethic	NOUN
bracis-28422	372	34	search	search	NOUN
bracis-28422	372	35	search	search	NOUN
bracis-28422	372	36	by	by	ADP
bracis-28422	372	37	keyword	keyword	NOUN
bracis-28422	372	38	or	or	CCONJ
bracis-28422	372	39	author	author	NOUN
bracis-28422	372	40	search	search	NOUN
bracis-28422	372	41	navigation	navigation	NOUN
bracis-28422	372	42	find	find	VERB
bracis-28422	372	43	a	a	DET
bracis-28422	372	44	journal	journal	NOUN
bracis-28422	372	45	publish	publish	VERB
bracis-28422	372	46	with	with	ADP
bracis-28422	372	47	us	we	PRON
bracis-28422	372	48	track	track	VERB
bracis-28422	372	49	your	your	PRON
bracis-28422	372	50	research	research	NOUN
bracis-28422	372	51	discover	discover	VERB
bracis-28422	372	52	content	content	NOUN
bracis-28422	372	53	journals	journal	NOUN
bracis-28422	372	54	a	a	DET
bracis-28422	372	55	-	-	PUNCT
bracis-28422	372	56	z	z	NOUN
bracis-28422	372	57	books	book	NOUN
bracis-28422	372	58	a	a	DET
bracis-28422	372	59	-	-	PUNCT
bracis-28422	372	60	z	z	NOUN
bracis-28422	372	61	publish	publish	NOUN
bracis-28422	372	62	with	with	ADP
bracis-28422	372	63	us	us	PROPN
bracis-28422	372	64	journal	journal	PROPN
bracis-28422	372	65	finder	finder	PROPN
bracis-28422	372	66	publish	publish	VERB
bracis-28422	372	67	your	your	PRON
bracis-28422	372	68	research	research	NOUN
bracis-28422	372	69	language	language	NOUN
bracis-28422	372	70	editing	edit	VERB
bracis-28422	372	71	open	open	ADJ
bracis-28422	372	72	access	access	NOUN
bracis-28422	372	73	publishing	publishing	NOUN
bracis-28422	372	74	products	product	NOUN
bracis-28422	372	75	and	and	CCONJ
bracis-28422	372	76	services	service	NOUN
bracis-28422	372	77	our	our	PRON
bracis-28422	372	78	products	product	NOUN
bracis-28422	372	79	librarians	librarian	VERB
bracis-28422	372	80	societies	society	NOUN
bracis-28422	372	81	partners	partner	NOUN
bracis-28422	372	82	and	and	CCONJ
bracis-28422	372	83	advertisers	advertiser	NOUN
bracis-28422	372	84	our	our	PRON
bracis-28422	372	85	brands	brand	NOUN
bracis-28422	372	86	springer	springer	NOUN
bracis-28422	372	87	nature	nature	PROPN
bracis-28422	372	88	portfolio	portfolio	PROPN
bracis-28422	372	89	bmc	bmc	PROPN
bracis-28422	372	90	palgrave	palgrave	PROPN
bracis-28422	372	91	macmillan	macmillan	PROPN
bracis-28422	372	92	apress	apress	PROPN
bracis-28422	372	93	discover	discover	VERB
bracis-28422	372	94	your	your	PRON
bracis-28422	372	95	privacy	privacy	NOUN
bracis-28422	372	96	choices	choice	NOUN
bracis-28422	372	97	/	/	SYM
bracis-28422	372	98	manage	manage	NOUN
bracis-28422	372	99	cookies	cookie	NOUN
bracis-28422	372	100	your	your	PRON
bracis-28422	372	101	us	us	PROPN
bracis-28422	373	1	state	state	NOUN
bracis-28422	373	2	privacy	privacy	NOUN
bracis-28422	373	3	rights	right	NOUN
bracis-28422	373	4	accessibility	accessibility	NOUN
bracis-28422	373	5	statement	statement	NOUN
bracis-28422	373	6	terms	term	NOUN
bracis-28422	373	7	and	and	CCONJ
bracis-28422	373	8	conditions	condition	NOUN
bracis-28422	373	9	privacy	privacy	NOUN
bracis-28422	373	10	policy	policy	NOUN
bracis-28422	373	11	help	help	NOUN
bracis-28422	373	12	and	and	CCONJ
bracis-28422	373	13	support	support	VERB
bracis-28422	373	14	legal	legal	ADJ
bracis-28422	373	15	notice	notice	NOUN
bracis-28422	373	16	cancel	cancel	VERB
bracis-28422	373	17	contracts	contract	NOUN
bracis-28422	373	18	here	here	ADV
bracis-28422	373	19	129.74.145.123	129.74.145.123	NUM
bracis-28422	373	20	hesburgh	hesburgh	PROPN
bracis-28422	373	21	library	library	PROPN
bracis-28422	373	22	er	er	INTJ
bracis-28422	373	23	unit	unit	NOUN
bracis-28422	373	24	(	(	PUNCT
bracis-28422	373	25	3005732405	3005732405	NUM
bracis-28422	373	26	)	)	PUNCT
bracis-28422	373	27	northeast	northeast	ADJ
bracis-28422	373	28	research	research	NOUN
bracis-28422	373	29	libraries	library	NOUN
bracis-28422	373	30	(	(	PUNCT
bracis-28422	373	31	nerl	nerl	PROPN
bracis-28422	373	32	)	)	PUNCT
bracis-28422	373	33	(	(	PUNCT
bracis-28422	373	34	8200828607	8200828607	NUM
bracis-28422	373	35	)	)	PUNCT
bracis-28422	373	36	nerl	nerl	VERB
bracis-28422	373	37	ta	ta	X
bracis-28422	373	38	account	account	NOUN
bracis-28422	373	39	(	(	PUNCT
bracis-28422	373	40	3006206169	3006206169	NUM
bracis-28422	373	41	)	)	PUNCT
bracis-28422	373	42	university	university	NOUN
bracis-28422	373	43	of	of	ADP
bracis-28422	373	44	notre	notre	PROPN
bracis-28422	373	45	dame	dame	PROPN
bracis-28422	373	46	hesburgh	hesburgh	PROPN
bracis-28422	373	47	library	library	NOUN
bracis-28422	373	48	(	(	PUNCT
bracis-28422	373	49	3000184373	3000184373	NUM
bracis-28422	373	50	)	)	PUNCT
bracis-28422	374	1	©	©	ADP
bracis-28422	374	2	2025	2025	NUM
bracis-28422	374	3	springer	springer	NOUN
bracis-28422	374	4	nature	nature	NOUN