id	sid	tid	token	lemma	pos
bracis-33619	1	1	an	an	DET
bracis-33619	1	2	evaluation	evaluation	NOUN
bracis-33619	1	3	of	of	ADP
bracis-33619	1	4	 	 	SPACE
bracis-33619	1	5	temporal	temporal	ADJ
bracis-33619	1	6	neighborhood	neighborhood	NOUN
bracis-33619	1	7	coding	code	VERB
bracis-33619	1	8	variants	variant	NOUN
bracis-33619	1	9	in	in	ADP
bracis-33619	1	10	 	 	SPACE
bracis-33619	1	11	smartphone	smartphone	NOUN
bracis-33619	1	12	-	-	PUNCT
bracis-33619	1	13	based	base	VERB
bracis-33619	1	14	human	human	ADJ
bracis-33619	1	15	activity	activity	NOUN
bracis-33619	1	16	recognition	recognition	NOUN
bracis-33619	1	17	|	|	NOUN
bracis-33619	1	18	springer	springer	NOUN
bracis-33619	1	19	nature	nature	PROPN
bracis-33619	1	20	link	link	PROPN
bracis-33619	1	21	(	(	PUNCT
bracis-33619	1	22	formerly	formerly	ADV
bracis-33619	1	23	springerlink	springerlink	NOUN
bracis-33619	1	24	)	)	PUNCT
bracis-33619	1	25	skip	skip	VERB
bracis-33619	1	26	to	to	ADP
bracis-33619	1	27	main	main	ADJ
bracis-33619	1	28	content	content	NOUN
bracis-33619	1	29	advertisement	advertisement	NOUN
bracis-33619	1	30	log	log	NOUN
bracis-33619	1	31	in	in	ADP
bracis-33619	1	32	menu	menu	NOUN
bracis-33619	1	33	find	find	VERB
bracis-33619	1	34	a	a	DET
bracis-33619	1	35	journal	journal	NOUN
bracis-33619	1	36	publish	publish	VERB
bracis-33619	1	37	with	with	ADP
bracis-33619	1	38	us	we	PRON
bracis-33619	1	39	track	track	VERB
bracis-33619	1	40	your	your	PRON
bracis-33619	1	41	research	research	NOUN
bracis-33619	1	42	search	search	NOUN
bracis-33619	1	43	cart	cart	NOUN
bracis-33619	1	44	home	home	NOUN
bracis-33619	1	45	intelligent	intelligent	ADJ
bracis-33619	1	46	systems	system	NOUN
bracis-33619	1	47	conference	conference	NOUN
bracis-33619	1	48	paper	paper	NOUN
bracis-33619	1	49	an	an	DET
bracis-33619	1	50	evaluation	evaluation	NOUN
bracis-33619	1	51	of	of	ADP
bracis-33619	1	52	 	 	SPACE
bracis-33619	1	53	temporal	temporal	ADJ
bracis-33619	1	54	neighborhood	neighborhood	NOUN
bracis-33619	1	55	coding	code	VERB
bracis-33619	1	56	variants	variant	NOUN
bracis-33619	1	57	in	in	ADP
bracis-33619	1	58	 	 	SPACE
bracis-33619	1	59	smartphone	smartphone	NOUN
bracis-33619	1	60	-	-	PUNCT
bracis-33619	1	61	based	base	VERB
bracis-33619	1	62	human	human	ADJ
bracis-33619	1	63	activity	activity	NOUN
bracis-33619	1	64	recognition	recognition	NOUN
bracis-33619	1	65	conference	conference	NOUN
bracis-33619	1	66	paper	paper	NOUN
bracis-33619	1	67	first	first	ADV
bracis-33619	1	68	online	online	ADV
bracis-33619	1	69	:	:	PUNCT
bracis-33619	1	70	30	30	NUM
bracis-33619	1	71	january	january	NOUN
bracis-33619	1	72	2025	2025	NUM
bracis-33619	1	73	pp	pp	ADP
bracis-33619	1	74	82–94	82–94	NUM
bracis-33619	1	75	cite	cite	VERB
bracis-33619	1	76	this	this	DET
bracis-33619	1	77	conference	conference	NOUN
bracis-33619	1	78	paper	paper	NOUN
bracis-33619	1	79	access	access	NOUN
bracis-33619	1	80	provided	provide	VERB
bracis-33619	1	81	by	by	ADP
bracis-33619	1	82	university	university	PROPN
bracis-33619	1	83	of	of	ADP
bracis-33619	1	84	notre	notre	PROPN
bracis-33619	1	85	dame	dame	PROPN
bracis-33619	1	86	hesburgh	hesburgh	PROPN
bracis-33619	1	87	library	library	PROPN
bracis-33619	1	88	download	download	PROPN
bracis-33619	1	89	book	book	NOUN
bracis-33619	1	90	pdf	pdf	PROPN
bracis-33619	1	91	download	download	NOUN
bracis-33619	1	92	book	book	NOUN
bracis-33619	1	93	epub	epub	PROPN
bracis-33619	1	94	intelligent	intelligent	ADJ
bracis-33619	1	95	systems	system	NOUN
bracis-33619	1	96	(	(	PUNCT
bracis-33619	1	97	bracis	bracis	NOUN
bracis-33619	1	98	2024	2024	NUM
bracis-33619	1	99	)	)	PUNCT
bracis-33619	1	100	an	an	DET
bracis-33619	1	101	evaluation	evaluation	NOUN
bracis-33619	1	102	of	of	ADP
bracis-33619	1	103	 	 	SPACE
bracis-33619	1	104	temporal	temporal	ADJ
bracis-33619	1	105	neighborhood	neighborhood	NOUN
bracis-33619	1	106	coding	code	VERB
bracis-33619	1	107	variants	variant	NOUN
bracis-33619	1	108	in	in	ADP
bracis-33619	1	109	 	 	SPACE
bracis-33619	1	110	smartphone	smartphone	NOUN
bracis-33619	1	111	-	-	PUNCT
bracis-33619	1	112	based	base	VERB
bracis-33619	1	113	human	human	ADJ
bracis-33619	1	114	activity	activity	NOUN
bracis-33619	1	115	recognition	recognition	NOUN
bracis-33619	1	116	download	download	NOUN
bracis-33619	1	117	book	book	NOUN
bracis-33619	1	118	pdf	pdf	PROPN
bracis-33619	1	119	download	download	NOUN
bracis-33619	1	120	book	book	PROPN
bracis-33619	1	121	epub	epub	PROPN
bracis-33619	1	122	gustavo	gustavo	PROPN
bracis-33619	1	123	p.	p.	PROPN
bracis-33619	1	124	c.	c.	PROPN
bracis-33619	2	1	p.	p.	PROPN
bracis-33619	2	2	da	da	PROPN
bracis-33619	3	1	luz9	luz9	PROPN
bracis-33619	3	2	,	,	PUNCT
bracis-33619	3	3	otávio	otávio	NOUN
bracis-33619	3	4	o.	o.	PROPN
bracis-33619	3	5	napoli9	napoli9	PROPN
bracis-33619	3	6	,	,	PUNCT
bracis-33619	3	7	j.	j.	PROPN
bracis-33619	3	8	v.	v.	PROPN
bracis-33619	3	9	delgado9	delgado9	PROPN
bracis-33619	3	10	,	,	PUNCT
bracis-33619	3	11	anderson	anderson	PROPN
bracis-33619	3	12	r.	r.	PROPN
bracis-33619	3	13	rocha9	rocha9	PROPN
bracis-33619	3	14	,	,	PUNCT
bracis-33619	3	15	levy	levy	NOUN
bracis-33619	3	16	boccato9	boccato9	PROPN
bracis-33619	3	17	&	&	CCONJ
bracis-33619	3	18	…	…	PUNCT
bracis-33619	3	19	edson	edson	PROPN
bracis-33619	3	20	borin9	borin9	PROPN
bracis-33619	3	21	  	  	SPACE
bracis-33619	3	22	show	show	VERB
bracis-33619	3	23	authors	author	NOUN
bracis-33619	3	24	part	part	NOUN
bracis-33619	3	25	of	of	ADP
bracis-33619	3	26	the	the	DET
bracis-33619	3	27	book	book	NOUN
bracis-33619	3	28	series	series	NOUN
bracis-33619	3	29	:	:	PUNCT
bracis-33619	3	30	lecture	lecture	NOUN
bracis-33619	3	31	notes	note	NOUN
bracis-33619	3	32	in	in	ADP
bracis-33619	3	33	computer	computer	NOUN
bracis-33619	3	34	science	science	NOUN
bracis-33619	3	35	(	(	PUNCT
bracis-33619	3	36	(	(	PUNCT
bracis-33619	3	37	lnai	lnai	ADJ
bracis-33619	3	38	,	,	PUNCT
bracis-33619	3	39	volume	volume	NOUN
bracis-33619	3	40	15414	15414	NUM
bracis-33619	3	41	)	)	PUNCT
bracis-33619	3	42	)	)	PUNCT
bracis-33619	3	43	included	include	VERB
bracis-33619	3	44	in	in	ADP
bracis-33619	3	45	the	the	DET
bracis-33619	3	46	following	follow	VERB
bracis-33619	3	47	conference	conference	NOUN
bracis-33619	3	48	series	series	NOUN
bracis-33619	3	49	:	:	PUNCT
bracis-33619	3	50	brazilian	brazilian	ADJ
bracis-33619	3	51	conference	conference	NOUN
bracis-33619	3	52	on	on	ADP
bracis-33619	3	53	intelligent	intelligent	ADJ
bracis-33619	3	54	systems	system	NOUN
bracis-33619	3	55	377	377	NUM
bracis-33619	3	56	accesses	access	NOUN
bracis-33619	3	57	abstract	abstract	ADJ
bracis-33619	3	58	self	self	NOUN
bracis-33619	3	59	-	-	PUNCT
bracis-33619	3	60	supervised	supervise	VERB
bracis-33619	3	61	learning	learning	NOUN
bracis-33619	3	62	(	(	PUNCT
bracis-33619	3	63	ssl	ssl	ADJ
bracis-33619	3	64	)	)	PUNCT
bracis-33619	3	65	has	have	AUX
bracis-33619	3	66	emerged	emerge	VERB
bracis-33619	3	67	as	as	ADP
bracis-33619	3	68	a	a	DET
bracis-33619	3	69	powerful	powerful	ADJ
bracis-33619	3	70	tool	tool	NOUN
bracis-33619	3	71	for	for	ADP
bracis-33619	3	72	learning	learn	VERB
bracis-33619	3	73	valuable	valuable	ADJ
bracis-33619	3	74	representations	representation	NOUN
bracis-33619	3	75	from	from	ADP
bracis-33619	3	76	large	large	ADJ
bracis-33619	3	77	amounts	amount	NOUN
bracis-33619	3	78	of	of	ADP
bracis-33619	3	79	unlabeled	unlabeled	ADJ
bracis-33619	3	80	data	datum	NOUN
bracis-33619	3	81	.	.	PUNCT
bracis-33619	4	1	human	human	ADJ
bracis-33619	4	2	activity	activity	NOUN
bracis-33619	4	3	recognition	recognition	NOUN
bracis-33619	4	4	(	(	PUNCT
bracis-33619	4	5	har	har	X
bracis-33619	4	6	)	)	PUNCT
bracis-33619	4	7	is	be	AUX
bracis-33619	4	8	a	a	DET
bracis-33619	4	9	field	field	NOUN
bracis-33619	4	10	that	that	PRON
bracis-33619	4	11	may	may	AUX
bracis-33619	4	12	benefit	benefit	VERB
bracis-33619	4	13	from	from	ADP
bracis-33619	4	14	ssl	ssl	PROPN
bracis-33619	4	15	techniques	technique	NOUN
bracis-33619	4	16	,	,	PUNCT
bracis-33619	4	17	as	as	SCONJ
bracis-33619	4	18	there	there	PRON
bracis-33619	4	19	is	be	VERB
bracis-33619	4	20	a	a	DET
bracis-33619	4	21	large	large	ADJ
bracis-33619	4	22	amount	amount	NOUN
bracis-33619	4	23	of	of	ADP
bracis-33619	4	24	unlabeled	unlabeled	ADJ
bracis-33619	4	25	data	datum	NOUN
bracis-33619	4	26	,	,	PUNCT
bracis-33619	4	27	and	and	CCONJ
bracis-33619	4	28	labeling	labeling	NOUN
bracis-33619	4	29	is	be	AUX
bracis-33619	4	30	time	time	NOUN
bracis-33619	4	31	-	-	PUNCT
bracis-33619	4	32	consuming	consume	VERB
bracis-33619	4	33	and	and	CCONJ
bracis-33619	4	34	costly	costly	ADJ
bracis-33619	4	35	.	.	PUNCT
bracis-33619	5	1	temporal	temporal	ADJ
bracis-33619	5	2	neighborhood	neighborhood	NOUN
bracis-33619	5	3	coding	code	VERB
bracis-33619	5	4	(	(	PUNCT
bracis-33619	5	5	tnc	tnc	NOUN
bracis-33619	5	6	)	)	PUNCT
bracis-33619	5	7	is	be	AUX
bracis-33619	5	8	a	a	DET
bracis-33619	5	9	ssl	ssl	ADJ
bracis-33619	5	10	technique	technique	NOUN
bracis-33619	5	11	that	that	PRON
bracis-33619	5	12	shows	show	VERB
bracis-33619	5	13	promise	promise	NOUN
bracis-33619	5	14	in	in	ADP
bracis-33619	5	15	extracting	extract	VERB
bracis-33619	5	16	meaningful	meaningful	ADJ
bracis-33619	5	17	features	feature	NOUN
bracis-33619	5	18	automatically	automatically	ADV
bracis-33619	5	19	.	.	PUNCT
bracis-33619	6	1	however	however	ADV
bracis-33619	6	2	,	,	PUNCT
bracis-33619	6	3	the	the	DET
bracis-33619	6	4	effectiveness	effectiveness	NOUN
bracis-33619	6	5	of	of	ADP
bracis-33619	6	6	different	different	ADJ
bracis-33619	6	7	tnc	tnc	NOUN
bracis-33619	6	8	variations	variation	NOUN
bracis-33619	6	9	for	for	ADP
bracis-33619	6	10	har	har	NOUN
bracis-33619	6	11	data	datum	NOUN
bracis-33619	6	12	has	have	VERB
bracis-33619	6	13	yet	yet	ADV
bracis-33619	6	14	to	to	PART
bracis-33619	6	15	be	be	AUX
bracis-33619	6	16	comprehensively	comprehensively	ADV
bracis-33619	6	17	evaluated	evaluate	VERB
bracis-33619	6	18	.	.	PUNCT
bracis-33619	7	1	current	current	ADJ
bracis-33619	7	2	research	research	NOUN
bracis-33619	7	3	focuses	focus	VERB
bracis-33619	7	4	on	on	ADP
bracis-33619	7	5	specific	specific	ADJ
bracis-33619	7	6	contexts	contexts	NOUN
bracis-33619	7	7	,	,	PUNCT
bracis-33619	7	8	leaving	leave	VERB
bracis-33619	7	9	a	a	DET
bracis-33619	7	10	gap	gap	NOUN
bracis-33619	7	11	in	in	ADP
bracis-33619	7	12	understanding	understanding	NOUN
bracis-33619	7	13	how	how	SCONJ
bracis-33619	7	14	these	these	DET
bracis-33619	7	15	variations	variation	NOUN
bracis-33619	7	16	perform	perform	VERB
bracis-33619	7	17	across	across	ADP
bracis-33619	7	18	the	the	DET
bracis-33619	7	19	same	same	ADJ
bracis-33619	7	20	dataset	dataset	NOUN
bracis-33619	7	21	.	.	PUNCT
bracis-33619	8	1	additionally	additionally	ADV
bracis-33619	8	2	,	,	PUNCT
bracis-33619	8	3	it	it	PRON
bracis-33619	8	4	is	be	AUX
bracis-33619	8	5	necessary	necessary	ADJ
bracis-33619	8	6	to	to	PART
bracis-33619	8	7	assess	assess	VERB
bracis-33619	8	8	the	the	DET
bracis-33619	8	9	impact	impact	NOUN
bracis-33619	8	10	of	of	ADP
bracis-33619	8	11	applying	apply	VERB
bracis-33619	8	12	tnc	tnc	NOUN
bracis-33619	8	13	on	on	ADP
bracis-33619	8	14	raw	raw	ADJ
bracis-33619	8	15	data	datum	NOUN
bracis-33619	8	16	instead	instead	ADV
bracis-33619	8	17	of	of	ADP
bracis-33619	8	18	on	on	ADP
bracis-33619	8	19	handcrafted	handcrafted	ADJ
bracis-33619	8	20	features	feature	NOUN
bracis-33619	8	21	.	.	PUNCT
bracis-33619	9	1	this	this	DET
bracis-33619	9	2	paper	paper	NOUN
bracis-33619	9	3	systematically	systematically	ADV
bracis-33619	9	4	evaluates	evaluate	VERB
bracis-33619	9	5	different	different	ADJ
bracis-33619	9	6	variations	variation	NOUN
bracis-33619	9	7	of	of	ADP
bracis-33619	9	8	tnc	tnc	PROPN
bracis-33619	9	9	for	for	ADP
bracis-33619	9	10	har	har	NOUN
bracis-33619	9	11	,	,	PUNCT
bracis-33619	9	12	investigating	investigate	VERB
bracis-33619	9	13	their	their	PRON
bracis-33619	9	14	performances	performance	NOUN
bracis-33619	9	15	in	in	ADP
bracis-33619	9	16	a	a	DET
bracis-33619	9	17	standardized	standardized	ADJ
bracis-33619	9	18	quantitative	quantitative	ADJ
bracis-33619	9	19	and	and	CCONJ
bracis-33619	9	20	qualitative	qualitative	ADJ
bracis-33619	9	21	approach	approach	NOUN
bracis-33619	9	22	,	,	PUNCT
bracis-33619	9	23	focusing	focus	VERB
bracis-33619	9	24	on	on	ADP
bracis-33619	9	25	raw	raw	ADJ
bracis-33619	9	26	data	datum	NOUN
bracis-33619	9	27	but	but	CCONJ
bracis-33619	9	28	comparing	compare	VERB
bracis-33619	9	29	with	with	ADP
bracis-33619	9	30	featured	feature	VERB
bracis-33619	9	31	engineered	engineer	VERB
bracis-33619	9	32	data	datum	NOUN
bracis-33619	9	33	of	of	ADP
bracis-33619	9	34	the	the	DET
bracis-33619	9	35	same	same	ADJ
bracis-33619	9	36	dataset	dataset	NOUN
bracis-33619	9	37	.	.	PUNCT
bracis-33619	10	1	our	our	PRON
bracis-33619	10	2	findings	finding	NOUN
bracis-33619	10	3	show	show	VERB
bracis-33619	10	4	that	that	SCONJ
bracis-33619	10	5	using	use	VERB
bracis-33619	10	6	the	the	DET
bracis-33619	10	7	dilated	dilate	VERB
bracis-33619	10	8	convolution	convolution	NOUN
bracis-33619	10	9	encoder	encoder	NOUN
bracis-33619	10	10	proposed	propose	VERB
bracis-33619	10	11	by	by	ADP
bracis-33619	10	12	ts2vec	ts2vec	PROPN
bracis-33619	10	13	is	be	AUX
bracis-33619	10	14	currently	currently	ADV
bracis-33619	10	15	the	the	DET
bracis-33619	10	16	best	good	ADJ
bracis-33619	10	17	alternative	alternative	NOUN
bracis-33619	10	18	in	in	ADP
bracis-33619	10	19	terms	term	NOUN
bracis-33619	10	20	of	of	ADP
bracis-33619	10	21	performance	performance	NOUN
bracis-33619	10	22	,	,	PUNCT
bracis-33619	10	23	achieving	achieve	VERB
bracis-33619	10	24	95	95	NUM
bracis-33619	10	25	%	%	NOUN
bracis-33619	10	26	accuracy	accuracy	NOUN
bracis-33619	10	27	in	in	ADP
bracis-33619	10	28	the	the	DET
bracis-33619	10	29	uci	uci	PROPN
bracis-33619	10	30	dataset	dataset	VERB
bracis-33619	10	31	with	with	ADP
bracis-33619	10	32	raw	raw	ADJ
bracis-33619	10	33	data	datum	NOUN
bracis-33619	10	34	.	.	PUNCT
bracis-33619	11	1	additionally	additionally	ADV
bracis-33619	11	2	,	,	PUNCT
bracis-33619	11	3	we	we	PRON
bracis-33619	11	4	verified	verify	VERB
bracis-33619	11	5	that	that	SCONJ
bracis-33619	11	6	by	by	ADP
bracis-33619	11	7	replacing	replace	VERB
bracis-33619	11	8	the	the	DET
bracis-33619	11	9	augmented	augment	VERB
bracis-33619	11	10	dickey	dickey	NOUN
bracis-33619	11	11	-	-	PUNCT
bracis-33619	11	12	fuller	full	ADJ
bracis-33619	11	13	(	(	PUNCT
bracis-33619	11	14	adf	adf	NOUN
bracis-33619	11	15	)	)	PUNCT
bracis-33619	11	16	statistical	statistical	ADJ
bracis-33619	11	17	test	test	NOUN
bracis-33619	11	18	with	with	ADP
bracis-33619	11	19	the	the	DET
bracis-33619	11	20	cosine	cosine	NOUN
bracis-33619	11	21	similarity	similarity	NOUN
bracis-33619	11	22	to	to	PART
bracis-33619	11	23	select	select	VERB
bracis-33619	11	24	neighboring	neighboring	NOUN
bracis-33619	11	25	windows	window	NOUN
bracis-33619	11	26	makes	make	VERB
bracis-33619	11	27	training	training	NOUN
bracis-33619	11	28	time	time	NOUN
bracis-33619	11	29	seven	seven	NUM
bracis-33619	11	30	to	to	PART
bracis-33619	11	31	nine	nine	NUM
bracis-33619	11	32	times	time	NOUN
bracis-33619	11	33	faster	fast	ADV
bracis-33619	11	34	with	with	ADP
bracis-33619	11	35	little	little	ADJ
bracis-33619	11	36	performance	performance	NOUN
bracis-33619	11	37	impact	impact	NOUN
bracis-33619	11	38	.	.	PUNCT
bracis-33619	12	1	finally	finally	ADV
bracis-33619	12	2	,	,	PUNCT
bracis-33619	12	3	we	we	PRON
bracis-33619	12	4	found	find	VERB
bracis-33619	12	5	that	that	SCONJ
bracis-33619	12	6	learning	learn	VERB
bracis-33619	12	7	from	from	ADP
bracis-33619	12	8	handcrafted	handcraft	VERB
bracis-33619	12	9	features	feature	NOUN
bracis-33619	12	10	from	from	ADP
bracis-33619	12	11	uci	uci	PROPN
bracis-33619	12	12	dataset	dataset	NOUN
bracis-33619	12	13	is	be	AUX
bracis-33619	12	14	easier	easy	ADJ
bracis-33619	12	15	,	,	PUNCT
bracis-33619	12	16	but	but	CCONJ
bracis-33619	12	17	advanced	advanced	ADJ
bracis-33619	12	18	versions	version	NOUN
bracis-33619	12	19	of	of	ADP
bracis-33619	12	20	tnc	tnc	PROPN
bracis-33619	12	21	can	can	AUX
bracis-33619	12	22	effectively	effectively	ADV
bracis-33619	12	23	learn	learn	VERB
bracis-33619	12	24	robust	robust	ADJ
bracis-33619	12	25	features	feature	NOUN
bracis-33619	12	26	from	from	ADP
bracis-33619	12	27	raw	raw	ADJ
bracis-33619	12	28	data	datum	NOUN
bracis-33619	12	29	,	,	PUNCT
bracis-33619	12	30	achieving	achieve	VERB
bracis-33619	12	31	performance	performance	NOUN
bracis-33619	12	32	comparable	comparable	ADJ
bracis-33619	12	33	to	to	ADP
bracis-33619	12	34	models	model	NOUN
bracis-33619	12	35	trained	train	VERB
bracis-33619	12	36	on	on	ADP
bracis-33619	12	37	the	the	DET
bracis-33619	12	38	handcrafted	handcraft	VERB
bracis-33619	12	39	features	feature	NOUN
bracis-33619	12	40	.	.	PUNCT
bracis-33619	13	1	access	access	NOUN
bracis-33619	13	2	provided	provide	VERB
bracis-33619	13	3	by	by	ADP
bracis-33619	13	4	university	university	PROPN
bracis-33619	13	5	of	of	ADP
bracis-33619	13	6	notre	notre	PROPN
bracis-33619	13	7	dame	dame	PROPN
bracis-33619	13	8	hesburgh	hesburgh	PROPN
bracis-33619	13	9	library	library	PROPN
bracis-33619	13	10	.	.	PUNCT
bracis-33619	14	1	download	download	PROPN
bracis-33619	14	2	conference	conference	NOUN
bracis-33619	14	3	paper	paper	NOUN
bracis-33619	14	4	pdf	pdf	NOUN
bracis-33619	14	5	similar	similar	ADJ
bracis-33619	14	6	content	content	NOUN
bracis-33619	14	7	being	be	AUX
bracis-33619	14	8	viewed	view	VERB
bracis-33619	14	9	by	by	ADP
bracis-33619	14	10	others	other	NOUN
bracis-33619	14	11	comparing	compare	VERB
bracis-33619	14	12	self	self	NOUN
bracis-33619	14	13	-	-	PUNCT
bracis-33619	14	14	supervised	supervise	VERB
bracis-33619	14	15	learning	learning	NOUN
bracis-33619	14	16	techniques	technique	NOUN
bracis-33619	14	17	for	for	ADP
bracis-33619	14	18	wearable	wearable	ADJ
bracis-33619	14	19	human	human	ADJ
bracis-33619	14	20	activity	activity	NOUN
bracis-33619	14	21	recognition	recognition	NOUN
bracis-33619	14	22	article	article	NOUN
bracis-33619	14	23	30	30	NUM
bracis-33619	14	24	march	march	NOUN
bracis-33619	14	25	2025	2025	NUM
bracis-33619	14	26	an	an	DET
bracis-33619	14	27	active	active	ADJ
bracis-33619	14	28	semi	semi	ADJ
bracis-33619	14	29	-	-	ADJ
bracis-33619	14	30	supervised	supervised	ADJ
bracis-33619	14	31	deep	deep	ADJ
bracis-33619	14	32	learning	learning	NOUN
bracis-33619	14	33	model	model	NOUN
bracis-33619	14	34	for	for	ADP
bracis-33619	14	35	human	human	ADJ
bracis-33619	14	36	activity	activity	NOUN
bracis-33619	14	37	recognition	recognition	NOUN
bracis-33619	14	38	article	article	NOUN
bracis-33619	14	39	open	open	VERB
bracis-33619	14	40	access	access	NOUN
bracis-33619	14	41	20	20	NUM
bracis-33619	14	42	march	march	NOUN
bracis-33619	14	43	2022	2022	NUM
bracis-33619	14	44	a	a	DET
bracis-33619	14	45	resource	resource	NOUN
bracis-33619	14	46	conscious	conscious	ADJ
bracis-33619	14	47	human	human	ADJ
bracis-33619	14	48	action	action	NOUN
bracis-33619	14	49	recognition	recognition	NOUN
bracis-33619	14	50	framework	framework	NOUN
bracis-33619	14	51	using	use	VERB
bracis-33619	14	52	26	26	NUM
bracis-33619	14	53	-	-	PUNCT
bracis-33619	14	54	layered	layer	VERB
bracis-33619	14	55	deep	deep	ADJ
bracis-33619	14	56	convolutional	convolutional	ADJ
bracis-33619	14	57	neural	neural	ADJ
bracis-33619	14	58	network	network	NOUN
bracis-33619	14	59	article	article	NOUN
bracis-33619	14	60	01	01	NUM
bracis-33619	14	61	august	august	PROPN
bracis-33619	14	62	2020	2020	NUM
bracis-33619	14	63	1	1	NUM
bracis-33619	14	64	introduction	introduction	NOUN
bracis-33619	14	65	self	self	NOUN
bracis-33619	14	66	-	-	PUNCT
bracis-33619	14	67	supervised	supervise	VERB
bracis-33619	14	68	learning	learning	NOUN
bracis-33619	14	69	(	(	PUNCT
bracis-33619	14	70	ssl	ssl	PROPN
bracis-33619	14	71	)	)	PUNCT
bracis-33619	14	72	has	have	VERB
bracis-33619	14	73	the	the	DET
bracis-33619	14	74	community	community	NOUN
bracis-33619	14	75	’s	’s	PART
bracis-33619	14	76	attention	attention	NOUN
bracis-33619	14	77	,	,	PUNCT
bracis-33619	14	78	being	be	AUX
bracis-33619	14	79	a	a	DET
bracis-33619	14	80	powerful	powerful	ADJ
bracis-33619	14	81	tool	tool	NOUN
bracis-33619	14	82	to	to	PART
bracis-33619	14	83	learn	learn	VERB
bracis-33619	14	84	valuable	valuable	ADJ
bracis-33619	14	85	representations	representation	NOUN
bracis-33619	14	86	from	from	ADP
bracis-33619	14	87	large	large	ADJ
bracis-33619	14	88	amounts	amount	NOUN
bracis-33619	14	89	of	of	ADP
bracis-33619	14	90	unlabeled	unlabeled	ADJ
bracis-33619	14	91	data	datum	NOUN
bracis-33619	14	92	 	 	SPACE
bracis-33619	15	1	[	[	X
bracis-33619	15	2	2	2	NUM
bracis-33619	15	3	,	,	PUNCT
bracis-33619	15	4	18	18	NUM
bracis-33619	15	5	]	]	PUNCT
bracis-33619	15	6	.	.	PUNCT
bracis-33619	16	1	essentially	essentially	ADV
bracis-33619	16	2	,	,	PUNCT
bracis-33619	16	3	ssl	ssl	PROPN
bracis-33619	16	4	approaches	approach	NOUN
bracis-33619	16	5	conceive	conceive	VERB
bracis-33619	16	6	a	a	DET
bracis-33619	16	7	pretext	pretext	NOUN
bracis-33619	16	8	task	task	NOUN
bracis-33619	16	9	in	in	ADP
bracis-33619	16	10	which	which	PRON
bracis-33619	16	11	an	an	DET
bracis-33619	16	12	encoder	encoder	NOUN
bracis-33619	16	13	,	,	PUNCT
bracis-33619	16	14	coupled	couple	VERB
bracis-33619	16	15	with	with	ADP
bracis-33619	16	16	a	a	DET
bracis-33619	16	17	projection	projection	ADJ
bracis-33619	16	18	head	head	NOUN
bracis-33619	16	19	,	,	PUNCT
bracis-33619	16	20	is	be	AUX
bracis-33619	16	21	encouraged	encourage	VERB
bracis-33619	16	22	to	to	PART
bracis-33619	16	23	learn	learn	VERB
bracis-33619	16	24	efficient	efficient	ADJ
bracis-33619	16	25	data	datum	NOUN
bracis-33619	16	26	representations	representation	NOUN
bracis-33619	16	27	.	.	PUNCT
bracis-33619	17	1	the	the	DET
bracis-33619	17	2	pretext	pretext	NOUN
bracis-33619	17	3	labels	label	NOUN
bracis-33619	17	4	are	be	AUX
bracis-33619	17	5	directly	directly	ADV
bracis-33619	17	6	derived	derive	VERB
bracis-33619	17	7	from	from	ADP
bracis-33619	17	8	the	the	DET
bracis-33619	17	9	own	own	ADJ
bracis-33619	17	10	input	input	NOUN
bracis-33619	17	11	samples	sample	NOUN
bracis-33619	17	12	(	(	PUNCT
bracis-33619	17	13	originally	originally	ADV
bracis-33619	17	14	unlabeled	unlabele	VERB
bracis-33619	17	15	)	)	PUNCT
bracis-33619	17	16	.	.	PUNCT
bracis-33619	18	1	after	after	ADP
bracis-33619	18	2	training	training	NOUN
bracis-33619	18	3	,	,	PUNCT
bracis-33619	18	4	the	the	DET
bracis-33619	18	5	encoder	encoder	NOUN
bracis-33619	18	6	is	be	AUX
bracis-33619	18	7	detached	detach	VERB
bracis-33619	18	8	from	from	ADP
bracis-33619	18	9	the	the	DET
bracis-33619	18	10	projection	projection	NOUN
bracis-33619	18	11	head	head	NOUN
bracis-33619	18	12	,	,	PUNCT
bracis-33619	18	13	and	and	CCONJ
bracis-33619	18	14	the	the	DET
bracis-33619	18	15	knowledge	knowledge	NOUN
bracis-33619	18	16	is	be	AUX
bracis-33619	18	17	transferred	transfer	VERB
bracis-33619	18	18	to	to	ADP
bracis-33619	18	19	the	the	DET
bracis-33619	18	20	downstream	downstream	ADJ
bracis-33619	18	21	task	task	NOUN
bracis-33619	18	22	coupled	couple	VERB
bracis-33619	18	23	with	with	ADP
bracis-33619	18	24	a	a	DET
bracis-33619	18	25	prediction	prediction	NOUN
bracis-33619	18	26	head	head	NOUN
bracis-33619	18	27	to	to	PART
bracis-33619	18	28	solve	solve	VERB
bracis-33619	18	29	the	the	DET
bracis-33619	18	30	desired	desire	VERB
bracis-33619	18	31	task	task	NOUN
bracis-33619	18	32	.	.	PUNCT
bracis-33619	19	1	this	this	PRON
bracis-33619	19	2	is	be	AUX
bracis-33619	19	3	especially	especially	ADV
bracis-33619	19	4	useful	useful	ADJ
bracis-33619	19	5	to	to	PART
bracis-33619	19	6	learn	learn	VERB
bracis-33619	19	7	representations	representation	NOUN
bracis-33619	19	8	of	of	ADP
bracis-33619	19	9	data	datum	NOUN
bracis-33619	19	10	that	that	PRON
bracis-33619	19	11	can	can	AUX
bracis-33619	19	12	be	be	AUX
bracis-33619	19	13	explored	explore	VERB
bracis-33619	19	14	in	in	ADP
bracis-33619	19	15	multiple	multiple	ADJ
bracis-33619	19	16	tasks	task	NOUN
bracis-33619	19	17	,	,	PUNCT
bracis-33619	19	18	also	also	ADV
bracis-33619	19	19	saving	save	VERB
bracis-33619	19	20	annotation	annotation	NOUN
bracis-33619	19	21	time	time	NOUN
bracis-33619	19	22	,	,	PUNCT
bracis-33619	19	23	which	which	PRON
bracis-33619	19	24	is	be	AUX
bracis-33619	19	25	time	time	NOUN
bracis-33619	19	26	-	-	PUNCT
bracis-33619	19	27	consuming	consume	VERB
bracis-33619	19	28	and	and	CCONJ
bracis-33619	19	29	expensive	expensive	ADJ
bracis-33619	19	30	 	 	SPACE
bracis-33619	20	1	[	[	X
bracis-33619	20	2	4	4	NUM
bracis-33619	20	3	]	]	PUNCT
bracis-33619	20	4	.	.	PUNCT
bracis-33619	21	1	applying	apply	VERB
bracis-33619	21	2	ssl	ssl	PROPN
bracis-33619	21	3	to	to	ADP
bracis-33619	21	4	human	human	ADJ
bracis-33619	21	5	activity	activity	NOUN
bracis-33619	21	6	recognition	recognition	NOUN
bracis-33619	21	7	(	(	PUNCT
bracis-33619	21	8	har	har	NOUN
bracis-33619	21	9	)	)	PUNCT
bracis-33619	21	10	data	datum	NOUN
bracis-33619	21	11	is	be	AUX
bracis-33619	21	12	a	a	DET
bracis-33619	21	13	trend	trend	NOUN
bracis-33619	21	14	 	 	SPACE
bracis-33619	22	1	[	[	X
bracis-33619	22	2	13	13	NUM
bracis-33619	22	3	]	]	PUNCT
bracis-33619	22	4	,	,	PUNCT
bracis-33619	22	5	due	due	ADP
bracis-33619	22	6	to	to	ADP
bracis-33619	22	7	limited	limited	ADJ
bracis-33619	22	8	size	size	NOUN
bracis-33619	22	9	of	of	ADP
bracis-33619	22	10	labeled	label	VERB
bracis-33619	22	11	datasets	dataset	NOUN
bracis-33619	22	12	,	,	PUNCT
bracis-33619	22	13	the	the	DET
bracis-33619	22	14	high	high	ADJ
bracis-33619	22	15	data	data	NOUN
bracis-33619	22	16	requirements	requirement	NOUN
bracis-33619	22	17	of	of	ADP
bracis-33619	22	18	models	model	NOUN
bracis-33619	22	19	,	,	PUNCT
bracis-33619	22	20	and	and	CCONJ
bracis-33619	22	21	the	the	DET
bracis-33619	22	22	possibility	possibility	NOUN
bracis-33619	22	23	to	to	PART
bracis-33619	22	24	collect	collect	VERB
bracis-33619	22	25	data	datum	NOUN
bracis-33619	22	26	on	on	ADP
bracis-33619	22	27	a	a	DET
bracis-33619	22	28	large	large	ADJ
bracis-33619	22	29	scale	scale	NOUN
bracis-33619	22	30	 	 	SPACE
bracis-33619	23	1	[	[	X
bracis-33619	23	2	14	14	NUM
bracis-33619	23	3	]	]	PUNCT
bracis-33619	23	4	.	.	PUNCT
bracis-33619	24	1	this	this	DET
bracis-33619	24	2	scenario	scenario	NOUN
bracis-33619	24	3	motivated	motivate	VERB
bracis-33619	24	4	this	this	DET
bracis-33619	24	5	study	study	NOUN
bracis-33619	24	6	to	to	PART
bracis-33619	24	7	evaluate	evaluate	VERB
bracis-33619	24	8	the	the	DET
bracis-33619	24	9	technique	technique	NOUN
bracis-33619	24	10	focused	focus	VERB
bracis-33619	24	11	on	on	ADP
bracis-33619	24	12	time	time	NOUN
bracis-33619	24	13	series	series	PROPN
bracis-33619	24	14	data	datum	NOUN
bracis-33619	24	15	known	know	VERB
bracis-33619	24	16	as	as	ADP
bracis-33619	24	17	temporal	temporal	ADJ
bracis-33619	24	18	neighborhood	neighborhood	NOUN
bracis-33619	24	19	coding	code	VERB
bracis-33619	24	20	technique	technique	NOUN
bracis-33619	24	21	(	(	PUNCT
bracis-33619	24	22	tnc	tnc	NOUN
bracis-33619	24	23	)	)	PUNCT
bracis-33619	24	24	 	 	SPACE
bracis-33619	25	1	[	[	X
bracis-33619	25	2	10	10	NUM
bracis-33619	25	3	]	]	PUNCT
bracis-33619	25	4	for	for	ADP
bracis-33619	25	5	the	the	DET
bracis-33619	25	6	har	har	PROPN
bracis-33619	25	7	task	task	NOUN
bracis-33619	25	8	,	,	PUNCT
bracis-33619	25	9	predicting	predict	VERB
bracis-33619	25	10	what	what	DET
bracis-33619	25	11	activity	activity	NOUN
bracis-33619	25	12	is	be	AUX
bracis-33619	25	13	being	be	AUX
bracis-33619	25	14	performed	perform	VERB
bracis-33619	25	15	based	base	VERB
bracis-33619	25	16	on	on	ADP
bracis-33619	25	17	inertial	inertial	ADJ
bracis-33619	25	18	sensor	sensor	NOUN
bracis-33619	25	19	data	datum	NOUN
bracis-33619	25	20	.	.	PUNCT
bracis-33619	26	1	ssl	ssl	PROPN
bracis-33619	26	2	in	in	ADP
bracis-33619	26	3	time	time	NOUN
bracis-33619	26	4	series	series	PROPN
bracis-33619	26	5	can	can	AUX
bracis-33619	26	6	be	be	AUX
bracis-33619	26	7	divided	divide	VERB
bracis-33619	26	8	into	into	ADP
bracis-33619	26	9	three	three	NUM
bracis-33619	26	10	main	main	ADJ
bracis-33619	26	11	categories	category	NOUN
bracis-33619	26	12	 	 	SPACE
bracis-33619	27	1	[	[	X
bracis-33619	27	2	6	6	NUM
bracis-33619	27	3	,	,	PUNCT
bracis-33619	27	4	16	16	NUM
bracis-33619	27	5	]	]	PUNCT
bracis-33619	27	6	:	:	PUNCT
bracis-33619	27	7	generative	generative	NOUN
bracis-33619	27	8	-	-	PUNCT
bracis-33619	27	9	based	base	VERB
bracis-33619	27	10	,	,	PUNCT
bracis-33619	27	11	contrastive	contrastive	ADJ
bracis-33619	27	12	-	-	PUNCT
bracis-33619	27	13	based	base	VERB
bracis-33619	27	14	,	,	PUNCT
bracis-33619	27	15	and	and	CCONJ
bracis-33619	27	16	adversarial	adversarial	ADJ
bracis-33619	27	17	-	-	PUNCT
bracis-33619	27	18	based	base	VERB
bracis-33619	27	19	methods	method	NOUN
bracis-33619	27	20	.	.	PUNCT
bracis-33619	28	1	the	the	DET
bracis-33619	28	2	contrastive	contrastive	ADJ
bracis-33619	28	3	-	-	PUNCT
bracis-33619	28	4	based	base	VERB
bracis-33619	28	5	methods	method	NOUN
bracis-33619	28	6	learn	learn	VERB
bracis-33619	28	7	representation	representation	NOUN
bracis-33619	28	8	through	through	ADP
bracis-33619	28	9	the	the	DET
bracis-33619	28	10	sample	sample	NOUN
bracis-33619	28	11	comparison	comparison	NOUN
bracis-33619	28	12	of	of	ADP
bracis-33619	28	13	positive	positive	ADJ
bracis-33619	28	14	and	and	CCONJ
bracis-33619	28	15	negative	negative	ADJ
bracis-33619	28	16	pairs	pair	NOUN
bracis-33619	28	17	.	.	PUNCT
bracis-33619	29	1	according	accord	VERB
bracis-33619	29	2	to	to	ADP
bracis-33619	29	3	zhang	zhang	PROPN
bracis-33619	29	4	et	et	PROPN
bracis-33619	29	5	al	al	PROPN
bracis-33619	29	6	.	.	PUNCT
bracis-33619	29	7	 	 	SPACE
bracis-33619	30	1	[	[	X
bracis-33619	30	2	16	16	NUM
bracis-33619	30	3	]	]	PUNCT
bracis-33619	30	4	,	,	PUNCT
bracis-33619	30	5	the	the	DET
bracis-33619	30	6	contrastive	contrastive	ADJ
bracis-33619	30	7	methods	method	NOUN
bracis-33619	30	8	can	can	AUX
bracis-33619	30	9	be	be	AUX
bracis-33619	30	10	classified	classify	VERB
bracis-33619	30	11	into	into	ADP
bracis-33619	30	12	five	five	NUM
bracis-33619	30	13	subcategories	subcategorie	NOUN
bracis-33619	30	14	:	:	PUNCT
bracis-33619	30	15	prediction	prediction	NOUN
bracis-33619	30	16	contrast	contrast	NOUN
bracis-33619	30	17	,	,	PUNCT
bracis-33619	30	18	augmentation	augmentation	NOUN
bracis-33619	30	19	contrast	contrast	NOUN
bracis-33619	30	20	,	,	PUNCT
bracis-33619	30	21	prototype	prototype	NOUN
bracis-33619	30	22	contrast	contrast	NOUN
bracis-33619	30	23	,	,	PUNCT
bracis-33619	30	24	expert	expert	ADJ
bracis-33619	30	25	knowledge	knowledge	NOUN
bracis-33619	30	26	contrast	contrast	NOUN
bracis-33619	30	27	,	,	PUNCT
bracis-33619	30	28	and	and	CCONJ
bracis-33619	30	29	sampling	sample	VERB
bracis-33619	30	30	contrast	contrast	NOUN
bracis-33619	30	31	.	.	PUNCT
bracis-33619	31	1	in	in	ADP
bracis-33619	31	2	prediction	prediction	NOUN
bracis-33619	31	3	contrast	contrast	NOUN
bracis-33619	31	4	,	,	PUNCT
bracis-33619	31	5	the	the	DET
bracis-33619	31	6	pretext	pretext	NOUN
bracis-33619	31	7	task	task	NOUN
bracis-33619	31	8	is	be	AUX
bracis-33619	31	9	to	to	PART
bracis-33619	31	10	predict	predict	VERB
bracis-33619	31	11	the	the	DET
bracis-33619	31	12	representations	representation	NOUN
bracis-33619	31	13	for	for	ADP
bracis-33619	31	14	future	future	ADJ
bracis-33619	31	15	segments	segment	NOUN
bracis-33619	31	16	/	/	SYM
bracis-33619	31	17	windows	window	NOUN
bracis-33619	31	18	from	from	ADP
bracis-33619	31	19	previous	previous	ADJ
bracis-33619	31	20	excerpts	excerpt	NOUN
bracis-33619	31	21	of	of	ADP
bracis-33619	31	22	the	the	DET
bracis-33619	31	23	time	time	NOUN
bracis-33619	31	24	series	series	NOUN
bracis-33619	31	25	,	,	PUNCT
bracis-33619	31	26	whereas	whereas	SCONJ
bracis-33619	31	27	in	in	ADP
bracis-33619	31	28	augmentation	augmentation	NOUN
bracis-33619	31	29	contrast	contrast	NOUN
bracis-33619	31	30	,	,	PUNCT
bracis-33619	31	31	the	the	DET
bracis-33619	31	32	representations	representation	NOUN
bracis-33619	31	33	created	create	VERB
bracis-33619	31	34	for	for	ADP
bracis-33619	31	35	augmented	augment	VERB
bracis-33619	31	36	versions	version	NOUN
bracis-33619	31	37	of	of	ADP
bracis-33619	31	38	a	a	DET
bracis-33619	31	39	time	time	NOUN
bracis-33619	31	40	window	window	NOUN
bracis-33619	31	41	are	be	AUX
bracis-33619	31	42	forced	force	VERB
bracis-33619	31	43	to	to	PART
bracis-33619	31	44	be	be	AUX
bracis-33619	31	45	similar	similar	ADJ
bracis-33619	31	46	,	,	PUNCT
bracis-33619	31	47	but	but	CCONJ
bracis-33619	31	48	different	different	ADJ
bracis-33619	31	49	from	from	ADP
bracis-33619	31	50	those	those	PRON
bracis-33619	31	51	related	relate	VERB
bracis-33619	31	52	to	to	ADP
bracis-33619	31	53	other	other	ADJ
bracis-33619	31	54	distant	distant	ADJ
bracis-33619	31	55	time	time	NOUN
bracis-33619	31	56	windows	window	NOUN
bracis-33619	31	57	.	.	PUNCT
bracis-33619	32	1	the	the	DET
bracis-33619	32	2	prototype	prototype	NOUN
bracis-33619	32	3	contrast	contrast	NOUN
bracis-33619	32	4	makes	make	VERB
bracis-33619	32	5	the	the	DET
bracis-33619	32	6	clustering	clustering	NOUN
bracis-33619	32	7	of	of	ADP
bracis-33619	32	8	garnered	garnered	ADJ
bracis-33619	32	9	representations	representation	NOUN
bracis-33619	32	10	pairs	pair	NOUN
bracis-33619	32	11	.	.	PUNCT
bracis-33619	33	1	the	the	DET
bracis-33619	33	2	expert	expert	ADJ
bracis-33619	33	3	knowledge	knowledge	NOUN
bracis-33619	33	4	contrast	contrast	NOUN
bracis-33619	33	5	incorporates	incorporate	VERB
bracis-33619	33	6	expert	expert	ADJ
bracis-33619	33	7	prior	prior	ADJ
bracis-33619	33	8	knowledge	knowledge	NOUN
bracis-33619	33	9	to	to	PART
bracis-33619	33	10	choose	choose	VERB
bracis-33619	33	11	the	the	DET
bracis-33619	33	12	correct	correct	ADJ
bracis-33619	33	13	positive	positive	ADJ
bracis-33619	33	14	or	or	CCONJ
bracis-33619	33	15	negative	negative	ADJ
bracis-33619	33	16	sampling	sampling	NOUN
bracis-33619	33	17	during	during	ADP
bracis-33619	33	18	the	the	DET
bracis-33619	33	19	training	training	NOUN
bracis-33619	33	20	.	.	PUNCT
bracis-33619	34	1	the	the	DET
bracis-33619	34	2	sampling	sample	VERB
bracis-33619	34	3	contrast	contrast	NOUN
bracis-33619	34	4	uses	use	VERB
bracis-33619	34	5	time	time	PROPN
bracis-33619	34	6	series	series	PROPN
bracis-33619	34	7	segment	segment	PROPN
bracis-33619	34	8	windows	window	NOUN
bracis-33619	34	9	and	and	CCONJ
bracis-33619	34	10	generated	generate	VERB
bracis-33619	34	11	augmentations	augmentation	NOUN
bracis-33619	34	12	to	to	PART
bracis-33619	34	13	compare	compare	VERB
bracis-33619	34	14	each	each	PRON
bracis-33619	34	15	to	to	PART
bracis-33619	34	16	check	check	VERB
bracis-33619	34	17	the	the	DET
bracis-33619	34	18	similarity	similarity	NOUN
bracis-33619	34	19	.	.	PUNCT
bracis-33619	35	1	tnc	tnc	PROPN
bracis-33619	35	2	 	 	SPACE
bracis-33619	36	1	[	[	X
bracis-33619	36	2	10	10	NUM
bracis-33619	36	3	]	]	PUNCT
bracis-33619	36	4	is	be	AUX
bracis-33619	36	5	a	a	DET
bracis-33619	36	6	ssl	ssl	ADJ
bracis-33619	36	7	technique	technique	NOUN
bracis-33619	36	8	based	base	VERB
bracis-33619	36	9	on	on	ADP
bracis-33619	36	10	constrastive	constrastive	ADJ
bracis-33619	36	11	learning	learning	NOUN
bracis-33619	36	12	paradigm	paradigm	NOUN
bracis-33619	36	13	.	.	PUNCT
bracis-33619	37	1	this	this	DET
bracis-33619	37	2	approach	approach	NOUN
bracis-33619	37	3	aims	aim	VERB
bracis-33619	37	4	to	to	PART
bracis-33619	37	5	learn	learn	VERB
bracis-33619	37	6	representations	representation	NOUN
bracis-33619	37	7	by	by	ADP
bracis-33619	37	8	comparing	compare	VERB
bracis-33619	37	9	pairs	pair	NOUN
bracis-33619	37	10	of	of	ADP
bracis-33619	37	11	similar	similar	ADJ
bracis-33619	37	12	and	and	CCONJ
bracis-33619	37	13	dissimilar	dissimilar	ADJ
bracis-33619	37	14	samples	sample	NOUN
bracis-33619	37	15	.	.	PUNCT
bracis-33619	38	1	unlike	unlike	ADP
bracis-33619	38	2	traditional	traditional	ADJ
bracis-33619	38	3	contrastive	contrastive	ADJ
bracis-33619	38	4	methods	method	NOUN
bracis-33619	38	5	that	that	PRON
bracis-33619	38	6	use	use	VERB
bracis-33619	38	7	augmentations	augmentation	NOUN
bracis-33619	38	8	to	to	PART
bracis-33619	38	9	generate	generate	VERB
bracis-33619	38	10	positive	positive	ADJ
bracis-33619	38	11	and	and	CCONJ
bracis-33619	38	12	negative	negative	ADJ
bracis-33619	38	13	pairs	pair	NOUN
bracis-33619	38	14	,	,	PUNCT
bracis-33619	38	15	tnc	tnc	PROPN
bracis-33619	38	16	defines	define	VERB
bracis-33619	38	17	these	these	DET
bracis-33619	38	18	pairs	pair	NOUN
bracis-33619	38	19	based	base	VERB
bracis-33619	38	20	on	on	ADP
bracis-33619	38	21	the	the	DET
bracis-33619	38	22	concept	concept	NOUN
bracis-33619	38	23	of	of	ADP
bracis-33619	38	24	temporal	temporal	ADJ
bracis-33619	38	25	neighborhoods	neighborhood	NOUN
bracis-33619	38	26	.	.	PUNCT
bracis-33619	39	1	the	the	DET
bracis-33619	39	2	original	original	ADJ
bracis-33619	39	3	version	version	NOUN
bracis-33619	39	4	uses	use	VERB
bracis-33619	39	5	the	the	DET
bracis-33619	39	6	augmented	augment	VERB
bracis-33619	39	7	dickey	dickey	NOUN
bracis-33619	39	8	-	-	PUNCT
bracis-33619	39	9	fuller	full	ADJ
bracis-33619	39	10	(	(	PUNCT
bracis-33619	39	11	adf	adf	NOUN
bracis-33619	39	12	)	)	PUNCT
bracis-33619	39	13	statistical	statistical	ADJ
bracis-33619	39	14	test	test	NOUN
bracis-33619	39	15	 	 	SPACE
bracis-33619	40	1	[	[	X
bracis-33619	40	2	7	7	X
bracis-33619	40	3	]	]	PUNCT
bracis-33619	40	4	in	in	ADP
bracis-33619	40	5	order	order	NOUN
bracis-33619	40	6	to	to	PART
bracis-33619	40	7	identify	identify	VERB
bracis-33619	40	8	the	the	DET
bracis-33619	40	9	stationarity	stationarity	NOUN
bracis-33619	40	10	of	of	ADP
bracis-33619	40	11	a	a	DET
bracis-33619	40	12	signal	signal	NOUN
bracis-33619	40	13	,	,	PUNCT
bracis-33619	40	14	and	and	CCONJ
bracis-33619	40	15	to	to	PART
bracis-33619	40	16	define	define	VERB
bracis-33619	40	17	positive	positive	ADJ
bracis-33619	40	18	and	and	CCONJ
bracis-33619	40	19	negative	negative	ADJ
bracis-33619	40	20	pairs	pair	NOUN
bracis-33619	40	21	.	.	PUNCT
bracis-33619	41	1	the	the	DET
bracis-33619	41	2	technique	technique	NOUN
bracis-33619	41	3	was	be	AUX
bracis-33619	41	4	originally	originally	ADV
bracis-33619	41	5	tested	test	VERB
bracis-33619	41	6	with	with	ADP
bracis-33619	41	7	a	a	DET
bracis-33619	41	8	bidirectional	bidirectional	ADJ
bracis-33619	41	9	single	single	ADJ
bracis-33619	41	10	-	-	PUNCT
bracis-33619	41	11	layer	layer	NOUN
bracis-33619	41	12	recurrent	recurrent	ADJ
bracis-33619	41	13	neural	neural	ADJ
bracis-33619	41	14	network	network	NOUN
bracis-33619	41	15	(	(	PUNCT
bracis-33619	41	16	rnn	rnn	PROPN
bracis-33619	41	17	)	)	PUNCT
bracis-33619	41	18	encoder	encoder	NOUN
bracis-33619	41	19	.	.	PUNCT
bracis-33619	42	1	after	after	ADP
bracis-33619	42	2	the	the	DET
bracis-33619	42	3	original	original	ADJ
bracis-33619	42	4	work	work	NOUN
bracis-33619	42	5	of	of	ADP
bracis-33619	42	6	tonekaboni	tonekaboni	NOUN
bracis-33619	42	7	et	et	PROPN
bracis-33619	42	8	al	al	PROPN
bracis-33619	42	9	.	.	PUNCT
bracis-33619	42	10	 	 	SPACE
bracis-33619	43	1	[	[	X
bracis-33619	43	2	10	10	NUM
bracis-33619	43	3	]	]	PUNCT
bracis-33619	43	4	,	,	PUNCT
bracis-33619	43	5	modified	modify	VERB
bracis-33619	43	6	versions	version	NOUN
bracis-33619	43	7	of	of	ADP
bracis-33619	43	8	tnc	tnc	PROPN
bracis-33619	43	9	have	have	AUX
bracis-33619	43	10	been	be	AUX
bracis-33619	43	11	considered	consider	VERB
bracis-33619	43	12	,	,	PUNCT
bracis-33619	43	13	such	such	ADJ
bracis-33619	43	14	as	as	ADP
bracis-33619	43	15	tnc	tnc	NOUN
bracis-33619	43	16	-	-	PROPN
bracis-33619	43	17	sim	sim	NOUN
bracis-33619	43	18	 	 	SPACE
bracis-33619	44	1	[	[	X
bracis-33619	44	2	11	11	NUM
bracis-33619	44	3	]	]	PUNCT
bracis-33619	44	4	,	,	PUNCT
bracis-33619	44	5	which	which	PRON
bracis-33619	44	6	proposed	propose	VERB
bracis-33619	44	7	replacing	replace	VERB
bracis-33619	44	8	the	the	DET
bracis-33619	44	9	adf	adf	NOUN
bracis-33619	44	10	statistical	statistical	ADJ
bracis-33619	44	11	test	test	NOUN
bracis-33619	44	12	by	by	ADP
bracis-33619	44	13	the	the	DET
bracis-33619	44	14	cosine	cosine	NOUN
bracis-33619	44	15	similarity	similarity	NOUN
bracis-33619	44	16	metric	metric	NOUN
bracis-33619	44	17	.	.	PUNCT
bracis-33619	45	1	additionally	additionally	ADV
bracis-33619	45	2	,	,	PUNCT
bracis-33619	45	3	the	the	DET
bracis-33619	45	4	work	work	NOUN
bracis-33619	45	5	of	of	ADP
bracis-33619	45	6	retrieval	retrieval	NOUN
bracis-33619	45	7	-	-	PUNCT
bracis-33619	45	8	based	base	VERB
bracis-33619	45	9	reconstruction	reconstruction	NOUN
bracis-33619	45	10	(	(	PUNCT
bracis-33619	45	11	rebar	rebar	NOUN
bracis-33619	45	12	)	)	PUNCT
bracis-33619	45	13	 	 	SPACE
bracis-33619	46	1	[	[	X
bracis-33619	46	2	12	12	NUM
bracis-33619	46	3	]	]	PUNCT
bracis-33619	46	4	uses	use	VERB
bracis-33619	46	5	tnc	tnc	PROPN
bracis-33619	46	6	with	with	ADP
bracis-33619	46	7	a	a	DET
bracis-33619	46	8	different	different	ADJ
bracis-33619	46	9	encoder	encoder	NOUN
bracis-33619	46	10	,	,	PUNCT
bracis-33619	46	11	exploring	explore	VERB
bracis-33619	46	12	dilated	dilated	ADJ
bracis-33619	46	13	convolutions	convolution	NOUN
bracis-33619	46	14	proposed	propose	VERB
bracis-33619	46	15	in	in	ADP
bracis-33619	46	16	ts2vec	ts2vec	PROPN
bracis-33619	46	17	 	 	SPACE
bracis-33619	47	1	[	[	X
bracis-33619	47	2	15	15	NUM
bracis-33619	47	3	]	]	PUNCT
bracis-33619	47	4	instead	instead	ADV
bracis-33619	47	5	of	of	ADP
bracis-33619	47	6	a	a	DET
bracis-33619	47	7	rnn	rnn	PROPN
bracis-33619	47	8	.	.	PUNCT
bracis-33619	48	1	available	available	ADJ
bracis-33619	48	2	research	research	NOUN
bracis-33619	48	3	works	work	NOUN
bracis-33619	48	4	implement	implement	VERB
bracis-33619	48	5	some	some	PRON
bracis-33619	48	6	of	of	ADP
bracis-33619	48	7	these	these	DET
bracis-33619	48	8	alternatives	alternative	NOUN
bracis-33619	48	9	in	in	ADP
bracis-33619	48	10	specific	specific	ADJ
bracis-33619	48	11	contexts	contexts	NOUN
bracis-33619	48	12	,	,	PUNCT
bracis-33619	48	13	but	but	CCONJ
bracis-33619	48	14	do	do	AUX
bracis-33619	48	15	not	not	PART
bracis-33619	48	16	establish	establish	VERB
bracis-33619	48	17	a	a	DET
bracis-33619	48	18	detailed	detailed	ADJ
bracis-33619	48	19	comparison	comparison	NOUN
bracis-33619	48	20	between	between	ADP
bracis-33619	48	21	them	they	PRON
bracis-33619	48	22	in	in	ADP
bracis-33619	48	23	the	the	DET
bracis-33619	48	24	same	same	ADJ
bracis-33619	48	25	dataset	dataset	NOUN
bracis-33619	48	26	.	.	PUNCT
bracis-33619	49	1	in	in	ADP
bracis-33619	49	2	this	this	DET
bracis-33619	49	3	study	study	NOUN
bracis-33619	49	4	,	,	PUNCT
bracis-33619	49	5	we	we	PRON
bracis-33619	49	6	assess	assess	VERB
bracis-33619	49	7	the	the	DET
bracis-33619	49	8	performance	performance	NOUN
bracis-33619	49	9	of	of	ADP
bracis-33619	49	10	various	various	ADJ
bracis-33619	49	11	tnc	tnc	NOUN
bracis-33619	49	12	variations	variation	NOUN
bracis-33619	49	13	.	.	PUNCT
bracis-33619	50	1	the	the	DET
bracis-33619	50	2	main	main	ADJ
bracis-33619	50	3	contributions	contribution	NOUN
bracis-33619	50	4	of	of	ADP
bracis-33619	50	5	this	this	DET
bracis-33619	50	6	work	work	NOUN
bracis-33619	50	7	are	be	AUX
bracis-33619	50	8	:	:	PUNCT
bracis-33619	50	9	1	1	X
bracis-33619	50	10	.	.	X
bracis-33619	51	1	we	we	PRON
bracis-33619	51	2	evaluated	evaluate	VERB
bracis-33619	51	3	the	the	DET
bracis-33619	51	4	different	different	ADJ
bracis-33619	51	5	tnc	tnc	NOUN
bracis-33619	51	6	variations	variation	NOUN
bracis-33619	51	7	under	under	ADP
bracis-33619	51	8	identical	identical	ADJ
bracis-33619	51	9	conditions	condition	NOUN
bracis-33619	51	10	,	,	PUNCT
bracis-33619	51	11	utilizing	utilize	VERB
bracis-33619	51	12	the	the	DET
bracis-33619	51	13	same	same	ADJ
bracis-33619	51	14	code	code	NOUN
bracis-33619	51	15	base	base	NOUN
bracis-33619	51	16	and	and	CCONJ
bracis-33619	51	17	uci	uci	PROPN
bracis-33619	51	18	dataset	dataset	NOUN
bracis-33619	51	19	with	with	ADP
bracis-33619	51	20	raw	raw	ADJ
bracis-33619	51	21	data	datum	NOUN
bracis-33619	51	22	and	and	CCONJ
bracis-33619	51	23	showed	show	VERB
bracis-33619	51	24	that	that	SCONJ
bracis-33619	51	25	the	the	DET
bracis-33619	51	26	ts2vec	ts2vec	PROPN
bracis-33619	51	27	encoder	encoder	NOUN
bracis-33619	51	28	significantly	significantly	ADV
bracis-33619	51	29	outperforms	outperform	VERB
bracis-33619	51	30	the	the	DET
bracis-33619	51	31	rnn	rnn	NOUN
bracis-33619	51	32	encoder	encoder	NOUN
bracis-33619	51	33	for	for	ADP
bracis-33619	51	34	this	this	DET
bracis-33619	51	35	task	task	NOUN
bracis-33619	51	36	,	,	PUNCT
bracis-33619	51	37	achieving	achieve	VERB
bracis-33619	51	38	accuracies	accuracy	NOUN
bracis-33619	51	39	that	that	PRON
bracis-33619	51	40	are	be	AUX
bracis-33619	51	41	15	15	NUM
bracis-33619	51	42	to	to	PART
bracis-33619	51	43	17	17	NUM
bracis-33619	51	44	%	%	NOUN
bracis-33619	51	45	points	point	NOUN
bracis-33619	51	46	higher	higher	ADV
bracis-33619	51	47	.	.	PUNCT
bracis-33619	52	1	we	we	PRON
bracis-33619	52	2	also	also	ADV
bracis-33619	52	3	show	show	VERB
bracis-33619	52	4	that	that	SCONJ
bracis-33619	52	5	replacing	replace	VERB
bracis-33619	52	6	the	the	DET
bracis-33619	52	7	adf	adf	NOUN
bracis-33619	52	8	statistical	statistical	ADJ
bracis-33619	52	9	test	test	NOUN
bracis-33619	52	10	by	by	ADP
bracis-33619	52	11	the	the	DET
bracis-33619	52	12	cosine	cosine	NOUN
bracis-33619	52	13	similarity	similarity	NOUN
bracis-33619	52	14	has	have	VERB
bracis-33619	52	15	little	little	ADJ
bracis-33619	52	16	impact	impact	NOUN
bracis-33619	52	17	on	on	ADP
bracis-33619	52	18	model	model	NOUN
bracis-33619	52	19	accuracy	accuracy	NOUN
bracis-33619	52	20	,	,	PUNCT
bracis-33619	52	21	however	however	ADV
bracis-33619	52	22	,	,	PUNCT
bracis-33619	52	23	it	it	PRON
bracis-33619	52	24	reduces	reduce	VERB
bracis-33619	52	25	the	the	DET
bracis-33619	52	26	training	training	NOUN
bracis-33619	52	27	times	time	NOUN
bracis-33619	52	28	from	from	ADP
bracis-33619	52	29	\(7	\(7	PROPN
bracis-33619	52	30	\times	\times	PROPN
bracis-33619	52	31	\	\	NOUN
bracis-33619	52	32	)	)	PUNCT
bracis-33619	52	33	to	to	AUX
bracis-33619	52	34	\(9	\(9	VERB
bracis-33619	52	35	\times	\time	NOUN
bracis-33619	52	36	\	\	NOUN
bracis-33619	52	37	)	)	PUNCT
bracis-33619	52	38	.	.	PUNCT
bracis-33619	53	1	2	2	X
bracis-33619	53	2	.	.	X
bracis-33619	53	3	we	we	PRON
bracis-33619	53	4	also	also	ADV
bracis-33619	53	5	evaluated	evaluate	VERB
bracis-33619	53	6	the	the	DET
bracis-33619	53	7	impact	impact	NOUN
bracis-33619	53	8	of	of	ADP
bracis-33619	53	9	applying	apply	VERB
bracis-33619	53	10	a	a	DET
bracis-33619	53	11	tnc	tnc	NOUN
bracis-33619	53	12	encoder	encoder	NOUN
bracis-33619	53	13	to	to	ADP
bracis-33619	53	14	both	both	DET
bracis-33619	53	15	raw	raw	ADJ
bracis-33619	53	16	data	datum	NOUN
bracis-33619	53	17	and	and	CCONJ
bracis-33619	53	18	data	datum	NOUN
bracis-33619	53	19	represented	represent	VERB
bracis-33619	53	20	by	by	ADP
bracis-33619	53	21	handcrafted	handcrafted	ADJ
bracis-33619	53	22	features	feature	NOUN
bracis-33619	53	23	(	(	PUNCT
bracis-33619	53	24	produced	produce	VERB
bracis-33619	53	25	and	and	CCONJ
bracis-33619	53	26	provided	provide	VERB
bracis-33619	53	27	by	by	ADP
bracis-33619	53	28	the	the	DET
bracis-33619	53	29	authors	author	NOUN
bracis-33619	53	30	of	of	ADP
bracis-33619	53	31	the	the	DET
bracis-33619	53	32	uci	uci	PROPN
bracis-33619	53	33	 	 	SPACE
bracis-33619	54	1	[	[	X
bracis-33619	54	2	8	8	NUM
bracis-33619	54	3	]	]	PUNCT
bracis-33619	54	4	dataset	dataset	NOUN
bracis-33619	54	5	)	)	PUNCT
bracis-33619	54	6	.	.	PUNCT
bracis-33619	55	1	our	our	PRON
bracis-33619	55	2	findings	finding	NOUN
bracis-33619	55	3	indicate	indicate	VERB
bracis-33619	55	4	that	that	SCONJ
bracis-33619	55	5	learning	learn	VERB
bracis-33619	55	6	from	from	ADP
bracis-33619	55	7	handcrafted	handcrafted	ADJ
bracis-33619	55	8	features	feature	NOUN
bracis-33619	55	9	is	be	AUX
bracis-33619	55	10	easier	easy	ADJ
bracis-33619	55	11	.	.	PUNCT
bracis-33619	56	1	still	still	ADV
bracis-33619	56	2	,	,	PUNCT
bracis-33619	56	3	the	the	DET
bracis-33619	56	4	more	more	ADV
bracis-33619	56	5	advanced	advanced	ADJ
bracis-33619	56	6	versions	version	NOUN
bracis-33619	56	7	of	of	ADP
bracis-33619	56	8	tnc	tnc	PROPN
bracis-33619	56	9	can	can	AUX
bracis-33619	56	10	effectively	effectively	ADV
bracis-33619	56	11	learn	learn	VERB
bracis-33619	56	12	robust	robust	ADJ
bracis-33619	56	13	features	feature	NOUN
bracis-33619	56	14	from	from	ADP
bracis-33619	56	15	the	the	DET
bracis-33619	56	16	raw	raw	ADJ
bracis-33619	56	17	data	datum	NOUN
bracis-33619	56	18	,	,	PUNCT
bracis-33619	56	19	achieving	achieve	VERB
bracis-33619	56	20	performance	performance	NOUN
bracis-33619	56	21	comparable	comparable	ADJ
bracis-33619	56	22	to	to	ADP
bracis-33619	56	23	models	model	NOUN
bracis-33619	56	24	trained	train	VERB
bracis-33619	56	25	on	on	ADP
bracis-33619	56	26	handcrafted	handcraft	VERB
bracis-33619	56	27	features	feature	NOUN
bracis-33619	56	28	.	.	PUNCT
bracis-33619	57	1	the	the	DET
bracis-33619	57	2	rest	rest	NOUN
bracis-33619	57	3	of	of	ADP
bracis-33619	57	4	this	this	DET
bracis-33619	57	5	paper	paper	NOUN
bracis-33619	57	6	is	be	AUX
bracis-33619	57	7	organized	organize	VERB
bracis-33619	57	8	as	as	SCONJ
bracis-33619	57	9	follows	follow	VERB
bracis-33619	57	10	:	:	PUNCT
bracis-33619	57	11	sect	sect	NOUN
bracis-33619	57	12	.	.	PUNCT
bracis-33619	57	13	 	 	SPACE
bracis-33619	58	1	2	2	NUM
bracis-33619	58	2	presents	present	VERB
bracis-33619	58	3	the	the	DET
bracis-33619	58	4	related	relate	VERB
bracis-33619	58	5	works	work	NOUN
bracis-33619	58	6	.	.	PUNCT
bracis-33619	59	1	section	section	NOUN
bracis-33619	59	2	 	 	SPACE
bracis-33619	59	3	3	3	NUM
bracis-33619	59	4	provides	provide	VERB
bracis-33619	59	5	an	an	DET
bracis-33619	59	6	overview	overview	NOUN
bracis-33619	59	7	of	of	ADP
bracis-33619	59	8	the	the	DET
bracis-33619	59	9	tnc	tnc	NOUN
bracis-33619	59	10	technique	technique	NOUN
bracis-33619	59	11	and	and	CCONJ
bracis-33619	59	12	its	its	PRON
bracis-33619	59	13	variants	variant	NOUN
bracis-33619	59	14	.	.	PUNCT
bracis-33619	60	1	section	section	NOUN
bracis-33619	60	2	 	 	SPACE
bracis-33619	60	3	4	4	NUM
bracis-33619	60	4	describes	describe	VERB
bracis-33619	60	5	the	the	DET
bracis-33619	60	6	material	material	NOUN
bracis-33619	60	7	and	and	CCONJ
bracis-33619	60	8	methods	method	NOUN
bracis-33619	60	9	and	and	CCONJ
bracis-33619	60	10	discusses	discuss	VERB
bracis-33619	60	11	the	the	DET
bracis-33619	60	12	experimental	experimental	ADJ
bracis-33619	60	13	results	result	NOUN
bracis-33619	60	14	.	.	PUNCT
bracis-33619	61	1	finally	finally	ADV
bracis-33619	61	2	,	,	PUNCT
bracis-33619	61	3	sect	sect	NOUN
bracis-33619	61	4	.	.	PUNCT
bracis-33619	61	5	 	 	SPACE
bracis-33619	61	6	5	5	NUM
bracis-33619	61	7	provides	provide	VERB
bracis-33619	61	8	the	the	DET
bracis-33619	61	9	main	main	ADJ
bracis-33619	61	10	conclusions	conclusion	NOUN
bracis-33619	61	11	and	and	CCONJ
bracis-33619	61	12	possible	possible	ADJ
bracis-33619	61	13	future	future	ADJ
bracis-33619	61	14	work	work	NOUN
bracis-33619	61	15	.	.	PUNCT
bracis-33619	62	1	2	2	NUM
bracis-33619	62	2	related	relate	VERB
bracis-33619	62	3	works	work	NOUN
bracis-33619	62	4	this	this	DET
bracis-33619	62	5	section	section	NOUN
bracis-33619	62	6	describes	describe	VERB
bracis-33619	62	7	the	the	DET
bracis-33619	62	8	related	relate	VERB
bracis-33619	62	9	works	work	NOUN
bracis-33619	62	10	,	,	PUNCT
bracis-33619	62	11	defining	define	VERB
bracis-33619	62	12	the	the	DET
bracis-33619	62	13	datasets	dataset	NOUN
bracis-33619	62	14	used	use	VERB
bracis-33619	62	15	at	at	ADP
bracis-33619	62	16	this	this	DET
bracis-33619	62	17	paper	paper	NOUN
bracis-33619	62	18	,	,	PUNCT
bracis-33619	62	19	followed	follow	VERB
bracis-33619	62	20	by	by	ADP
bracis-33619	62	21	a	a	DET
bracis-33619	62	22	comparison	comparison	NOUN
bracis-33619	62	23	between	between	ADP
bracis-33619	62	24	works	work	NOUN
bracis-33619	62	25	that	that	PRON
bracis-33619	62	26	evaluated	evaluate	VERB
bracis-33619	62	27	tnc	tnc	NOUN
bracis-33619	62	28	performance	performance	NOUN
bracis-33619	62	29	under	under	ADP
bracis-33619	62	30	different	different	ADJ
bracis-33619	62	31	circumstances	circumstance	NOUN
bracis-33619	62	32	such	such	ADJ
bracis-33619	62	33	as	as	ADP
bracis-33619	62	34	datasets	dataset	NOUN
bracis-33619	62	35	,	,	PUNCT
bracis-33619	62	36	encoders	encoder	NOUN
bracis-33619	62	37	,	,	PUNCT
bracis-33619	62	38	and	and	CCONJ
bracis-33619	62	39	similarity	similarity	NOUN
bracis-33619	62	40	functions	function	NOUN
bracis-33619	62	41	.	.	PUNCT
bracis-33619	63	1	before	before	ADP
bracis-33619	63	2	discussing	discuss	VERB
bracis-33619	63	3	the	the	DET
bracis-33619	63	4	tnc	tnc	NOUN
bracis-33619	63	5	-	-	PUNCT
bracis-33619	63	6	related	relate	VERB
bracis-33619	63	7	works	work	NOUN
bracis-33619	63	8	,	,	PUNCT
bracis-33619	63	9	it	it	PRON
bracis-33619	63	10	is	be	AUX
bracis-33619	63	11	important	important	ADJ
bracis-33619	63	12	to	to	PART
bracis-33619	63	13	distinguish	distinguish	VERB
bracis-33619	63	14	two	two	NUM
bracis-33619	63	15	variants	variant	NOUN
bracis-33619	63	16	of	of	ADP
bracis-33619	63	17	the	the	DET
bracis-33619	63	18	uci	uci	PROPN
bracis-33619	63	19	dataset	dataset	NOUN
bracis-33619	63	20	for	for	ADP
bracis-33619	63	21	har	har	NOUN
bracis-33619	63	22	,	,	PUNCT
bracis-33619	63	23	a	a	DET
bracis-33619	63	24	dataset	dataset	NOUN
bracis-33619	63	25	that	that	PRON
bracis-33619	63	26	is	be	AUX
bracis-33619	63	27	frequently	frequently	ADV
bracis-33619	63	28	used	use	VERB
bracis-33619	63	29	to	to	PART
bracis-33619	63	30	evaluate	evaluate	VERB
bracis-33619	63	31	machine	machine	NOUN
bracis-33619	63	32	learning	learning	NOUN
bracis-33619	63	33	(	(	PUNCT
bracis-33619	63	34	ml	ml	NOUN
bracis-33619	63	35	)	)	PUNCT
bracis-33619	63	36	models	model	NOUN
bracis-33619	63	37	on	on	ADP
bracis-33619	63	38	har	har	NOUN
bracis-33619	63	39	tasks	task	NOUN
bracis-33619	63	40	.	.	PUNCT
bracis-33619	64	1	the	the	DET
bracis-33619	64	2	uci	uci	PROPN
bracis-33619	64	3	dataset	dataset	PROPN
bracis-33619	64	4	,	,	PUNCT
bracis-33619	64	5	provided	provide	VERB
bracis-33619	64	6	by	by	ADP
bracis-33619	64	7	the	the	DET
bracis-33619	64	8	university	university	PROPN
bracis-33619	64	9	of	of	ADP
bracis-33619	64	10	california	california	PROPN
bracis-33619	64	11	,	,	PUNCT
bracis-33619	64	12	irvine	irvine	PROPN
bracis-33619	64	13	(	(	PUNCT
bracis-33619	64	14	uci	uci	PROPN
bracis-33619	64	15	)	)	PUNCT
bracis-33619	64	16	 	 	SPACE
bracis-33619	65	1	[	[	X
bracis-33619	65	2	8	8	NUM
bracis-33619	65	3	]	]	PUNCT
bracis-33619	65	4	,	,	PUNCT
bracis-33619	65	5	contains	contain	VERB
bracis-33619	65	6	data	datum	NOUN
bracis-33619	65	7	extracted	extract	VERB
bracis-33619	65	8	from	from	ADP
bracis-33619	65	9	smartphones	smartphone	NOUN
bracis-33619	65	10	’	'	PUNCT
bracis-33619	65	11	accelerometers	accelerometer	NOUN
bracis-33619	65	12	and	and	CCONJ
bracis-33619	65	13	gyroscope	gyroscope	NOUN
bracis-33619	65	14	and	and	CCONJ
bracis-33619	65	15	is	be	AUX
bracis-33619	65	16	annotated	annotate	VERB
bracis-33619	65	17	with	with	ADP
bracis-33619	65	18	human	human	ADJ
bracis-33619	65	19	activity	activity	NOUN
bracis-33619	65	20	labels	label	NOUN
bracis-33619	65	21	(	(	PUNCT
bracis-33619	65	22	e.g.	e.g.	ADV
bracis-33619	65	23	,	,	PUNCT
bracis-33619	65	24	walking	walk	VERB
bracis-33619	65	25	,	,	PUNCT
bracis-33619	65	26	laying	lay	VERB
bracis-33619	65	27	,	,	PUNCT
bracis-33619	65	28	etc	etc	X
bracis-33619	65	29	.	.	X
bracis-33619	65	30	)	)	PUNCT
bracis-33619	65	31	.	.	PUNCT
bracis-33619	66	1	the	the	DET
bracis-33619	66	2	first	first	ADJ
bracis-33619	66	3	version	version	NOUN
bracis-33619	66	4	consisted	consist	VERB
bracis-33619	66	5	of	of	ADP
bracis-33619	66	6	a	a	DET
bracis-33619	66	7	preprocessed	preprocesse	VERB
bracis-33619	66	8	dataset	dataset	NOUN
bracis-33619	66	9	in	in	ADP
bracis-33619	66	10	which	which	PRON
bracis-33619	66	11	authors	author	NOUN
bracis-33619	66	12	extracted	extract	VERB
bracis-33619	66	13	561	561	NUM
bracis-33619	66	14	handcrafted	handcrafted	ADJ
bracis-33619	66	15	features	feature	NOUN
bracis-33619	66	16	from	from	ADP
bracis-33619	66	17	the	the	DET
bracis-33619	66	18	raw	raw	ADJ
bracis-33619	66	19	accelerometer	accelerometer	NOUN
bracis-33619	66	20	and	and	CCONJ
bracis-33619	66	21	gyroscope	gyroscope	NOUN
bracis-33619	66	22	data	datum	NOUN
bracis-33619	66	23	.	.	PUNCT
bracis-33619	67	1	we	we	PRON
bracis-33619	67	2	refer	refer	VERB
bracis-33619	67	3	to	to	ADP
bracis-33619	67	4	this	this	DET
bracis-33619	67	5	version	version	NOUN
bracis-33619	67	6	of	of	ADP
bracis-33619	67	7	the	the	DET
bracis-33619	67	8	uci	uci	PROPN
bracis-33619	67	9	dataset	dataset	PROPN
bracis-33619	67	10	as	as	SCONJ
bracis-33619	67	11	uci	uci	PROPN
bracis-33619	67	12	-	-	PUNCT
bracis-33619	67	13	fe	fe	NOUN
bracis-33619	67	14	(	(	PUNCT
bracis-33619	67	15	feature	feature	NOUN
bracis-33619	67	16	engineered	engineer	VERB
bracis-33619	67	17	)	)	PUNCT
bracis-33619	67	18	.	.	PUNCT
bracis-33619	68	1	later	later	ADV
bracis-33619	68	2	,	,	PUNCT
bracis-33619	68	3	the	the	DET
bracis-33619	68	4	authors	author	NOUN
bracis-33619	68	5	disclosed	disclose	VERB
bracis-33619	68	6	an	an	DET
bracis-33619	68	7	updated	update	VERB
bracis-33619	68	8	version	version	NOUN
bracis-33619	68	9	that	that	PRON
bracis-33619	68	10	contains	contain	VERB
bracis-33619	68	11	the	the	DET
bracis-33619	68	12	raw	raw	ADJ
bracis-33619	68	13	signal	signal	NOUN
bracis-33619	68	14	from	from	ADP
bracis-33619	68	15	the	the	DET
bracis-33619	68	16	smartphone	smartphone	NOUN
bracis-33619	68	17	’s	’s	PART
bracis-33619	68	18	accelerometers	accelerometer	NOUN
bracis-33619	68	19	and	and	CCONJ
bracis-33619	68	20	gyroscopes	gyroscope	NOUN
bracis-33619	68	21	.	.	PUNCT
bracis-33619	69	1	we	we	PRON
bracis-33619	69	2	refer	refer	VERB
bracis-33619	69	3	to	to	ADP
bracis-33619	69	4	this	this	DET
bracis-33619	69	5	version	version	NOUN
bracis-33619	69	6	as	as	ADP
bracis-33619	69	7	uci	uci	NOUN
bracis-33619	69	8	-	-	PUNCT
bracis-33619	69	9	raw	raw	NOUN
bracis-33619	69	10	.	.	PUNCT
bracis-33619	70	1	the	the	DET
bracis-33619	70	2	temporal	temporal	ADJ
bracis-33619	70	3	neighborhood	neighborhood	NOUN
bracis-33619	70	4	coding	code	VERB
bracis-33619	70	5	(	(	PUNCT
bracis-33619	70	6	tnc	tnc	NOUN
bracis-33619	70	7	)	)	PUNCT
bracis-33619	70	8	technique	technique	NOUN
bracis-33619	70	9	was	be	AUX
bracis-33619	70	10	first	first	ADV
bracis-33619	70	11	introduced	introduce	VERB
bracis-33619	70	12	by	by	ADP
bracis-33619	70	13	tonekaboni	tonekaboni	NOUN
bracis-33619	70	14	et	et	PROPN
bracis-33619	70	15	al	al	PROPN
bracis-33619	70	16	.	.	PUNCT
bracis-33619	70	17	 	 	SPACE
bracis-33619	71	1	[	[	X
bracis-33619	71	2	10	10	NUM
bracis-33619	71	3	]	]	PUNCT
bracis-33619	71	4	,	,	PUNCT
bracis-33619	71	5	in	in	ADP
bracis-33619	71	6	2021	2021	NUM
bracis-33619	71	7	.	.	PUNCT
bracis-33619	72	1	their	their	PRON
bracis-33619	72	2	work	work	NOUN
bracis-33619	72	3	employed	employ	VERB
bracis-33619	72	4	a	a	DET
bracis-33619	72	5	bidirectional	bidirectional	ADJ
bracis-33619	72	6	single	single	ADJ
bracis-33619	72	7	layer	layer	NOUN
bracis-33619	72	8	rnn	rnn	VERB
bracis-33619	72	9	as	as	ADP
bracis-33619	72	10	the	the	DET
bracis-33619	72	11	encoder	encoder	NOUN
bracis-33619	72	12	and	and	CCONJ
bracis-33619	72	13	the	the	DET
bracis-33619	72	14	adf	adf	PROPN
bracis-33619	72	15	test	test	NOUN
bracis-33619	72	16	to	to	PART
bracis-33619	72	17	determine	determine	VERB
bracis-33619	72	18	the	the	DET
bracis-33619	72	19	interval	interval	NOUN
bracis-33619	72	20	around	around	ADP
bracis-33619	72	21	a	a	DET
bracis-33619	72	22	time	time	NOUN
bracis-33619	72	23	window	window	NOUN
bracis-33619	72	24	where	where	SCONJ
bracis-33619	72	25	the	the	DET
bracis-33619	72	26	signal	signal	NOUN
bracis-33619	72	27	can	can	AUX
bracis-33619	72	28	be	be	AUX
bracis-33619	72	29	approximately	approximately	ADV
bracis-33619	72	30	considered	consider	VERB
bracis-33619	72	31	as	as	ADP
bracis-33619	72	32	stationary	stationary	ADJ
bracis-33619	72	33	.	.	PUNCT
bracis-33619	73	1	they	they	PRON
bracis-33619	73	2	evaluated	evaluate	VERB
bracis-33619	73	3	their	their	PRON
bracis-33619	73	4	technique	technique	NOUN
bracis-33619	73	5	on	on	ADP
bracis-33619	73	6	the	the	DET
bracis-33619	73	7	uci	uci	PROPN
bracis-33619	73	8	-	-	PUNCT
bracis-33619	73	9	fe	fe	NOUN
bracis-33619	73	10	dataset	dataset	NOUN
bracis-33619	73	11	and	and	CCONJ
bracis-33619	73	12	reported	report	VERB
bracis-33619	73	13	an	an	DET
bracis-33619	73	14	accuracy	accuracy	NOUN
bracis-33619	73	15	of	of	ADP
bracis-33619	73	16	88.3	88.3	NUM
bracis-33619	73	17	%	%	NOUN
bracis-33619	73	18	.	.	PUNCT
bracis-33619	74	1	in	in	ADP
bracis-33619	74	2	2023	2023	NUM
bracis-33619	74	3	,	,	PUNCT
bracis-33619	74	4	wang	wang	PROPN
bracis-33619	74	5	et	et	PROPN
bracis-33619	74	6	al	al	PROPN
bracis-33619	74	7	.	.	PUNCT
bracis-33619	74	8	 	 	SPACE
bracis-33619	75	1	[	[	X
bracis-33619	75	2	11	11	NUM
bracis-33619	75	3	]	]	PUNCT
bracis-33619	75	4	explored	explore	VERB
bracis-33619	75	5	a	a	DET
bracis-33619	75	6	variation	variation	NOUN
bracis-33619	75	7	of	of	ADP
bracis-33619	75	8	the	the	DET
bracis-33619	75	9	tnc	tnc	NOUN
bracis-33619	75	10	technique	technique	NOUN
bracis-33619	75	11	using	use	VERB
bracis-33619	75	12	the	the	DET
bracis-33619	75	13	feature	feature	NOUN
bracis-33619	75	14	similarity	similarity	NOUN
bracis-33619	75	15	of	of	ADP
bracis-33619	75	16	the	the	DET
bracis-33619	75	17	time	time	NOUN
bracis-33619	75	18	series	series	NOUN
bracis-33619	75	19	measured	measure	VERB
bracis-33619	75	20	by	by	ADP
bracis-33619	75	21	the	the	DET
bracis-33619	75	22	cosine	cosine	NOUN
bracis-33619	75	23	similarity	similarity	NOUN
bracis-33619	75	24	between	between	ADP
bracis-33619	75	25	time	time	NOUN
bracis-33619	75	26	windows	window	NOUN
bracis-33619	75	27	to	to	PART
bracis-33619	75	28	establish	establish	VERB
bracis-33619	75	29	the	the	DET
bracis-33619	75	30	range	range	NOUN
bracis-33619	75	31	of	of	ADP
bracis-33619	75	32	a	a	DET
bracis-33619	75	33	temporal	temporal	ADJ
bracis-33619	75	34	neighborhood	neighborhood	NOUN
bracis-33619	75	35	instead	instead	ADV
bracis-33619	75	36	of	of	ADP
bracis-33619	75	37	adf	adf	PROPN
bracis-33619	75	38	,	,	PUNCT
bracis-33619	75	39	selecting	select	VERB
bracis-33619	75	40	the	the	DET
bracis-33619	75	41	most	most	ADV
bracis-33619	75	42	similar	similar	ADJ
bracis-33619	75	43	windows	window	NOUN
bracis-33619	75	44	as	as	ADP
bracis-33619	75	45	neighbors	neighbor	NOUN
bracis-33619	75	46	instead	instead	ADV
bracis-33619	75	47	of	of	ADP
bracis-33619	75	48	using	use	VERB
bracis-33619	75	49	the	the	DET
bracis-33619	75	50	statistical	statistical	ADJ
bracis-33619	75	51	test	test	NOUN
bracis-33619	75	52	.	.	PUNCT
bracis-33619	76	1	they	they	PRON
bracis-33619	76	2	used	use	VERB
bracis-33619	76	3	the	the	DET
bracis-33619	76	4	same	same	ADJ
bracis-33619	76	5	encoder	encoder	NOUN
bracis-33619	76	6	as	as	ADP
bracis-33619	76	7	tonekaboni	tonekaboni	NOUN
bracis-33619	76	8	et	et	PROPN
bracis-33619	76	9	al	al	PROPN
bracis-33619	76	10	.	.	PUNCT
bracis-33619	76	11	 	 	SPACE
bracis-33619	77	1	[	[	X
bracis-33619	77	2	10	10	NUM
bracis-33619	77	3	]	]	PUNCT
bracis-33619	77	4	,	,	PUNCT
bracis-33619	77	5	i.e.	i.e.	X
bracis-33619	77	6	,	,	PUNCT
bracis-33619	77	7	an	an	DET
bracis-33619	77	8	rnn	rnn	NOUN
bracis-33619	77	9	,	,	PUNCT
bracis-33619	77	10	and	and	CCONJ
bracis-33619	77	11	compared	compare	VERB
bracis-33619	77	12	the	the	DET
bracis-33619	77	13	proposed	propose	VERB
bracis-33619	77	14	method	method	NOUN
bracis-33619	77	15	with	with	ADP
bracis-33619	77	16	adf	adf	PROPN
bracis-33619	77	17	on	on	ADP
bracis-33619	77	18	the	the	DET
bracis-33619	77	19	sleep	sleep	NOUN
bracis-33619	77	20	stages	stage	VERB
bracis-33619	77	21	classification	classification	NOUN
bracis-33619	77	22	task	task	NOUN
bracis-33619	77	23	.	.	PUNCT
bracis-33619	78	1	their	their	PRON
bracis-33619	78	2	results	result	NOUN
bracis-33619	78	3	suggest	suggest	VERB
bracis-33619	78	4	that	that	SCONJ
bracis-33619	78	5	the	the	DET
bracis-33619	78	6	tnc	tnc	NOUN
bracis-33619	78	7	-	-	PUNCT
bracis-33619	78	8	sim	sim	NOUN
bracis-33619	78	9	performs	perform	VERB
bracis-33619	78	10	2.81	2.81	NUM
bracis-33619	78	11	%	%	NOUN
bracis-33619	78	12	better	well	ADJ
bracis-33619	78	13	than	than	ADP
bracis-33619	78	14	tnc	tnc	PROPN
bracis-33619	78	15	-	-	PROPN
bracis-33619	78	16	adf	adf	PROPN
bracis-33619	78	17	in	in	ADP
bracis-33619	78	18	time	time	NOUN
bracis-33619	78	19	domain	domain	NOUN
bracis-33619	78	20	with	with	ADP
bracis-33619	78	21	three	three	NUM
bracis-33619	78	22	classes	class	NOUN
bracis-33619	78	23	and	and	CCONJ
bracis-33619	78	24	2.51	2.51	NUM
bracis-33619	78	25	%	%	NOUN
bracis-33619	78	26	with	with	ADP
bracis-33619	78	27	five	five	NUM
bracis-33619	78	28	classes	class	NOUN
bracis-33619	78	29	.	.	PUNCT
bracis-33619	79	1	in	in	ADP
bracis-33619	79	2	2023	2023	NUM
bracis-33619	79	3	,	,	PUNCT
bracis-33619	79	4	xu	xu	PROPN
bracis-33619	79	5	et	et	PROPN
bracis-33619	79	6	al	al	PROPN
bracis-33619	79	7	.	.	PUNCT
bracis-33619	79	8	 	 	SPACE
bracis-33619	80	1	[	[	X
bracis-33619	80	2	12	12	NUM
bracis-33619	80	3	]	]	PUNCT
bracis-33619	80	4	evaluated	evaluate	VERB
bracis-33619	80	5	a	a	DET
bracis-33619	80	6	variation	variation	NOUN
bracis-33619	80	7	at	at	ADP
bracis-33619	80	8	the	the	DET
bracis-33619	80	9	tnc	tnc	NOUN
bracis-33619	80	10	technique	technique	NOUN
bracis-33619	80	11	employing	employ	VERB
bracis-33619	80	12	a	a	DET
bracis-33619	80	13	dilated	dilated	ADJ
bracis-33619	80	14	convolution	convolution	NOUN
bracis-33619	80	15	encoder	encoder	NOUN
bracis-33619	80	16	on	on	ADP
bracis-33619	80	17	the	the	DET
bracis-33619	80	18	uci	uci	NOUN
bracis-33619	80	19	-	-	PUNCT
bracis-33619	80	20	raw	raw	ADJ
bracis-33619	80	21	dataset	dataset	NOUN
bracis-33619	80	22	and	and	CCONJ
bracis-33619	80	23	verified	verify	VERB
bracis-33619	80	24	large	large	ADJ
bracis-33619	80	25	performance	performance	NOUN
bracis-33619	80	26	gains	gain	NOUN
bracis-33619	80	27	when	when	SCONJ
bracis-33619	80	28	compared	compare	VERB
bracis-33619	80	29	to	to	ADP
bracis-33619	80	30	the	the	DET
bracis-33619	80	31	default	default	NOUN
bracis-33619	80	32	rnn	rnn	NOUN
bracis-33619	80	33	,	,	PUNCT
bracis-33619	80	34	reaching	reach	VERB
bracis-33619	80	35	an	an	DET
bracis-33619	80	36	accuracy	accuracy	NOUN
bracis-33619	80	37	of	of	ADP
bracis-33619	80	38	94.3	94.3	NUM
bracis-33619	80	39	%	%	NOUN
bracis-33619	80	40	in	in	ADP
bracis-33619	80	41	uci	uci	PROPN
bracis-33619	80	42	-	-	PUNCT
bracis-33619	80	43	raw	raw	ADJ
bracis-33619	80	44	.	.	PUNCT
bracis-33619	81	1	this	this	PRON
bracis-33619	81	2	is	be	AUX
bracis-33619	81	3	significant	significant	ADJ
bracis-33619	81	4	as	as	SCONJ
bracis-33619	81	5	the	the	DET
bracis-33619	81	6	dataset	dataset	NOUN
bracis-33619	81	7	in	in	ADP
bracis-33619	81	8	this	this	DET
bracis-33619	81	9	case	case	NOUN
bracis-33619	81	10	does	do	AUX
bracis-33619	81	11	not	not	PART
bracis-33619	81	12	contain	contain	VERB
bracis-33619	81	13	handcrafted	handcrafted	ADJ
bracis-33619	81	14	features	feature	NOUN
bracis-33619	81	15	and	and	CCONJ
bracis-33619	81	16	the	the	DET
bracis-33619	81	17	encoder	encoder	NOUN
bracis-33619	81	18	is	be	AUX
bracis-33619	81	19	learning	learn	VERB
bracis-33619	81	20	to	to	PART
bracis-33619	81	21	extract	extract	VERB
bracis-33619	81	22	knowledge	knowledge	NOUN
bracis-33619	81	23	better	well	ADV
bracis-33619	81	24	than	than	ADP
bracis-33619	81	25	after	after	ADP
bracis-33619	81	26	feature	feature	NOUN
bracis-33619	81	27	engineering	engineering	NOUN
bracis-33619	81	28	.	.	PUNCT
bracis-33619	82	1	the	the	DET
bracis-33619	82	2	chosen	choose	VERB
bracis-33619	82	3	encoder	encoder	NOUN
bracis-33619	82	4	structure	structure	NOUN
bracis-33619	82	5	was	be	AUX
bracis-33619	82	6	the	the	DET
bracis-33619	82	7	one	one	NUM
bracis-33619	82	8	employed	employ	VERB
bracis-33619	82	9	by	by	ADP
bracis-33619	82	10	yue	yue	PROPN
bracis-33619	82	11	et	et	PROPN
bracis-33619	82	12	al	al	PROPN
bracis-33619	82	13	.	.	PUNCT
bracis-33619	82	14	 	 	SPACE
bracis-33619	83	1	[	[	X
bracis-33619	83	2	15	15	NUM
bracis-33619	83	3	]	]	PUNCT
bracis-33619	83	4	,	,	PUNCT
bracis-33619	83	5	that	that	PRON
bracis-33619	83	6	introduced	introduce	VERB
bracis-33619	83	7	the	the	DET
bracis-33619	83	8	ts2vec	ts2vec	PROPN
bracis-33619	83	9	technique	technique	NOUN
bracis-33619	83	10	.	.	PUNCT
bracis-33619	84	1	yue	yue	PROPN
bracis-33619	84	2	et	et	PROPN
bracis-33619	84	3	al	al	PROPN
bracis-33619	84	4	.	.	PUNCT
bracis-33619	84	5	 	 	SPACE
bracis-33619	85	1	[	[	X
bracis-33619	85	2	15	15	NUM
bracis-33619	85	3	]	]	PUNCT
bracis-33619	85	4	report	report	VERB
bracis-33619	85	5	significant	significant	ADJ
bracis-33619	85	6	performance	performance	NOUN
bracis-33619	85	7	improvement	improvement	NOUN
bracis-33619	85	8	for	for	ADP
bracis-33619	85	9	tnc	tnc	NOUN
bracis-33619	85	10	using	use	VERB
bracis-33619	85	11	their	their	PRON
bracis-33619	85	12	dilated	dilate	VERB
bracis-33619	85	13	convolution	convolution	NOUN
bracis-33619	85	14	encoder	encoder	NOUN
bracis-33619	85	15	,	,	PUNCT
bracis-33619	85	16	stating	state	VERB
bracis-33619	85	17	that	that	SCONJ
bracis-33619	85	18	this	this	PRON
bracis-33619	85	19	happens	happen	VERB
bracis-33619	85	20	due	due	ADP
bracis-33619	85	21	to	to	ADP
bracis-33619	85	22	its	its	PRON
bracis-33619	85	23	architecture	architecture	NOUN
bracis-33619	85	24	being	be	AUX
bracis-33619	85	25	more	more	ADV
bracis-33619	85	26	adaptable	adaptable	ADJ
bracis-33619	85	27	to	to	ADP
bracis-33619	85	28	different	different	ADJ
bracis-33619	85	29	scales	scale	NOUN
bracis-33619	85	30	of	of	ADP
bracis-33619	85	31	datasets	dataset	NOUN
bracis-33619	85	32	due	due	ADP
bracis-33619	85	33	to	to	ADP
bracis-33619	85	34	the	the	DET
bracis-33619	85	35	receptive	receptive	ADJ
bracis-33619	85	36	fields	field	NOUN
bracis-33619	85	37	of	of	ADP
bracis-33619	85	38	dilated	dilated	ADJ
bracis-33619	85	39	convolution	convolution	NOUN
bracis-33619	85	40	.	.	PUNCT
bracis-33619	86	1	other	other	ADJ
bracis-33619	86	2	works	work	NOUN
bracis-33619	86	3	also	also	ADV
bracis-33619	86	4	compared	compare	VERB
bracis-33619	86	5	the	the	DET
bracis-33619	86	6	performance	performance	NOUN
bracis-33619	86	7	of	of	ADP
bracis-33619	86	8	rnns	rnn	NOUN
bracis-33619	86	9	against	against	ADP
bracis-33619	86	10	dilated	dilated	ADJ
bracis-33619	86	11	convolutions	convolution	NOUN
bracis-33619	86	12	.	.	PUNCT
bracis-33619	87	1	franceschi	franceschi	PROPN
bracis-33619	87	2	et	et	PROPN
bracis-33619	87	3	al	al	PROPN
bracis-33619	87	4	.	.	PUNCT
bracis-33619	87	5	 	 	SPACE
bracis-33619	88	1	[	[	X
bracis-33619	88	2	3	3	X
bracis-33619	88	3	]	]	PUNCT
bracis-33619	88	4	use	use	VERB
bracis-33619	88	5	deep	deep	ADJ
bracis-33619	88	6	neural	neural	ADJ
bracis-33619	88	7	networks	network	NOUN
bracis-33619	88	8	with	with	ADP
bracis-33619	88	9	exponentially	exponentially	ADV
bracis-33619	88	10	dilated	dilate	VERB
bracis-33619	88	11	causal	causal	ADJ
bracis-33619	88	12	convolutions	convolution	NOUN
bracis-33619	88	13	that	that	PRON
bracis-33619	88	14	capture	capture	VERB
bracis-33619	88	15	long	long	ADJ
bracis-33619	88	16	-	-	PUNCT
bracis-33619	88	17	range	range	NOUN
bracis-33619	88	18	dependencies	dependency	NOUN
bracis-33619	88	19	better	well	ADV
bracis-33619	88	20	than	than	ADP
bracis-33619	88	21	full	full	ADJ
bracis-33619	88	22	convolutions	convolution	NOUN
bracis-33619	88	23	with	with	ADP
bracis-33619	88	24	triplet	triplet	NOUN
bracis-33619	88	25	loss	loss	NOUN
bracis-33619	88	26	employing	employ	VERB
bracis-33619	88	27	time	time	NOUN
bracis-33619	88	28	-	-	PUNCT
bracis-33619	88	29	based	base	VERB
bracis-33619	88	30	negative	negative	ADJ
bracis-33619	88	31	sampling	sampling	NOUN
bracis-33619	88	32	at	at	ADP
bracis-33619	88	33	variable	variable	ADJ
bracis-33619	88	34	length	length	NOUN
bracis-33619	88	35	multivariate	multivariate	NOUN
bracis-33619	88	36	time	time	NOUN
bracis-33619	88	37	series	series	PROPN
bracis-33619	88	38	,	,	PUNCT
bracis-33619	88	39	presenting	present	VERB
bracis-33619	88	40	the	the	DET
bracis-33619	88	41	encoder	encoder	NOUN
bracis-33619	88	42	as	as	ADP
bracis-33619	88	43	more	more	ADV
bracis-33619	88	44	efficient	efficient	ADJ
bracis-33619	88	45	and	and	CCONJ
bracis-33619	88	46	scalable	scalable	ADJ
bracis-33619	88	47	than	than	ADP
bracis-33619	88	48	using	use	VERB
bracis-33619	88	49	an	an	DET
bracis-33619	88	50	rnn	rnn	NOUN
bracis-33619	88	51	.	.	PUNCT
bracis-33619	89	1	bai	bai	PROPN
bracis-33619	89	2	et	et	PROPN
bracis-33619	89	3	al	al	PROPN
bracis-33619	89	4	.	.	PUNCT
bracis-33619	89	5	 	 	SPACE
bracis-33619	90	1	[	[	X
bracis-33619	90	2	1	1	X
bracis-33619	90	3	]	]	PUNCT
bracis-33619	90	4	also	also	ADV
bracis-33619	90	5	supports	support	VERB
bracis-33619	90	6	this	this	DET
bracis-33619	90	7	assumption	assumption	NOUN
bracis-33619	90	8	,	,	PUNCT
bracis-33619	90	9	presenting	present	VERB
bracis-33619	90	10	results	result	NOUN
bracis-33619	90	11	in	in	ADP
bracis-33619	90	12	which	which	PRON
bracis-33619	90	13	dilated	dilate	VERB
bracis-33619	90	14	convolutions	convolution	NOUN
bracis-33619	90	15	outperformed	outperform	VERB
bracis-33619	90	16	rnn	rnn	NOUN
bracis-33619	90	17	in	in	ADP
bracis-33619	90	18	terms	term	NOUN
bracis-33619	90	19	of	of	ADP
bracis-33619	90	20	efficiency	efficiency	NOUN
bracis-33619	90	21	and	and	CCONJ
bracis-33619	90	22	predictive	predictive	ADJ
bracis-33619	90	23	performance	performance	NOUN
bracis-33619	90	24	.	.	PUNCT
bracis-33619	91	1	the	the	DET
bracis-33619	91	2	aforementioned	aforementione	VERB
bracis-33619	91	3	works	work	NOUN
bracis-33619	91	4	evaluated	evaluate	VERB
bracis-33619	91	5	tnc	tnc	PROPN
bracis-33619	91	6	with	with	ADP
bracis-33619	91	7	different	different	ADJ
bracis-33619	91	8	encoders	encoder	NOUN
bracis-33619	91	9	(	(	PUNCT
bracis-33619	91	10	rnn	rnn	NOUN
bracis-33619	91	11	and	and	CCONJ
bracis-33619	91	12	ts2vec	ts2vec	PROPN
bracis-33619	91	13	)	)	PUNCT
bracis-33619	91	14	and	and	CCONJ
bracis-33619	91	15	test	test	NOUN
bracis-33619	91	16	functions	function	NOUN
bracis-33619	91	17	(	(	PUNCT
bracis-33619	91	18	adf	adf	NOUN
bracis-33619	91	19	and	and	CCONJ
bracis-33619	91	20	cosine	cosine	NOUN
bracis-33619	91	21	similarity	similarity	NOUN
bracis-33619	91	22	)	)	PUNCT
bracis-33619	91	23	.	.	PUNCT
bracis-33619	92	1	however	however	ADV
bracis-33619	92	2	,	,	PUNCT
bracis-33619	92	3	these	these	DET
bracis-33619	92	4	works	work	NOUN
bracis-33619	92	5	evaluate	evaluate	VERB
bracis-33619	92	6	tnc	tnc	PROPN
bracis-33619	92	7	under	under	ADP
bracis-33619	92	8	different	different	ADJ
bracis-33619	92	9	,	,	PUNCT
bracis-33619	92	10	specific	specific	ADJ
bracis-33619	92	11	circumstances	circumstance	NOUN
bracis-33619	92	12	(	(	PUNCT
bracis-33619	92	13	ml	ml	NOUN
bracis-33619	92	14	task	task	NOUN
bracis-33619	92	15	,	,	PUNCT
bracis-33619	92	16	dataset	dataset	NOUN
bracis-33619	92	17	,	,	PUNCT
bracis-33619	92	18	etc	etc	X
bracis-33619	92	19	.	.	X
bracis-33619	92	20	)	)	PUNCT
bracis-33619	92	21	.	.	PUNCT
bracis-33619	93	1	moreover	moreover	ADV
bracis-33619	93	2	,	,	PUNCT
bracis-33619	93	3	albeit	albeit	SCONJ
bracis-33619	93	4	some	some	DET
bracis-33619	93	5	comparisons	comparison	NOUN
bracis-33619	93	6	between	between	ADP
bracis-33619	93	7	ts2vec	ts2vec	PROPN
bracis-33619	93	8	and	and	CCONJ
bracis-33619	93	9	rnn	rnn	NOUN
bracis-33619	93	10	are	be	AUX
bracis-33619	93	11	provided	provide	VERB
bracis-33619	93	12	,	,	PUNCT
bracis-33619	93	13	such	such	ADJ
bracis-33619	93	14	works	work	NOUN
bracis-33619	93	15	do	do	AUX
bracis-33619	93	16	not	not	PART
bracis-33619	93	17	carry	carry	VERB
bracis-33619	93	18	out	out	ADP
bracis-33619	93	19	experiments	experiment	NOUN
bracis-33619	93	20	focused	focus	VERB
bracis-33619	93	21	on	on	ADP
bracis-33619	93	22	analyzing	analyze	VERB
bracis-33619	93	23	the	the	DET
bracis-33619	93	24	impact	impact	NOUN
bracis-33619	93	25	of	of	ADP
bracis-33619	93	26	these	these	DET
bracis-33619	93	27	alternatives	alternative	NOUN
bracis-33619	93	28	in	in	ADP
bracis-33619	93	29	a	a	DET
bracis-33619	93	30	clear	clear	ADJ
bracis-33619	93	31	and	and	CCONJ
bracis-33619	93	32	standard	standard	ADJ
bracis-33619	93	33	manner	manner	NOUN
bracis-33619	93	34	.	.	PUNCT
bracis-33619	94	1	hence	hence	ADV
bracis-33619	94	2	,	,	PUNCT
bracis-33619	94	3	in	in	ADP
bracis-33619	94	4	this	this	DET
bracis-33619	94	5	work	work	NOUN
bracis-33619	94	6	,	,	PUNCT
bracis-33619	94	7	we	we	PRON
bracis-33619	94	8	evaluate	evaluate	VERB
bracis-33619	94	9	all	all	DET
bracis-33619	94	10	these	these	DET
bracis-33619	94	11	combinations	combination	NOUN
bracis-33619	94	12	with	with	ADP
bracis-33619	94	13	the	the	DET
bracis-33619	94	14	same	same	ADJ
bracis-33619	94	15	code	code	NOUN
bracis-33619	94	16	base	base	NOUN
bracis-33619	94	17	and	and	CCONJ
bracis-33619	94	18	on	on	ADP
bracis-33619	94	19	the	the	DET
bracis-33619	94	20	same	same	ADJ
bracis-33619	94	21	setup	setup	NOUN
bracis-33619	94	22	,	,	PUNCT
bracis-33619	94	23	i.e.	i.e.	X
bracis-33619	94	24	,	,	PUNCT
bracis-33619	94	25	human	human	ADJ
bracis-33619	94	26	activity	activity	NOUN
bracis-33619	94	27	recognition	recognition	NOUN
bracis-33619	94	28	using	use	VERB
bracis-33619	94	29	the	the	DET
bracis-33619	94	30	uci	uci	NOUN
bracis-33619	94	31	-	-	PUNCT
bracis-33619	94	32	raw	raw	ADJ
bracis-33619	94	33	dataset	dataset	NOUN
bracis-33619	94	34	.	.	PUNCT
bracis-33619	95	1	table	table	NOUN
bracis-33619	95	2	 	 	SPACE
bracis-33619	95	3	1	1	NUM
bracis-33619	95	4	summarizes	summarize	NOUN
bracis-33619	95	5	the	the	DET
bracis-33619	95	6	tnc	tnc	NOUN
bracis-33619	95	7	-	-	PUNCT
bracis-33619	95	8	based	base	VERB
bracis-33619	95	9	works	work	NOUN
bracis-33619	95	10	presented	present	VERB
bracis-33619	95	11	in	in	ADP
bracis-33619	95	12	this	this	DET
bracis-33619	95	13	section	section	NOUN
bracis-33619	95	14	according	accord	VERB
bracis-33619	95	15	to	to	ADP
bracis-33619	95	16	the	the	DET
bracis-33619	95	17	dataset	dataset	NOUN
bracis-33619	95	18	,	,	PUNCT
bracis-33619	95	19	encoder	encoder	NOUN
bracis-33619	95	20	and	and	CCONJ
bracis-33619	95	21	test	test	NOUN
bracis-33619	95	22	functions	function	NOUN
bracis-33619	95	23	evaluated	evaluate	VERB
bracis-33619	95	24	in	in	ADP
bracis-33619	95	25	each	each	DET
bracis-33619	95	26	work	work	NOUN
bracis-33619	95	27	.	.	PUNCT
bracis-33619	96	1	table	table	NOUN
bracis-33619	96	2	1	1	NUM
bracis-33619	96	3	.	.	X
bracis-33619	97	1	tnc	tnc	PROPN
bracis-33619	97	2	related	relate	VERB
bracis-33619	97	3	worksfull	worksfull	ADJ
bracis-33619	97	4	size	size	NOUN
bracis-33619	97	5	table	table	NOUN
bracis-33619	97	6	3	3	NUM
bracis-33619	97	7	tnc	tnc	NOUN
bracis-33619	97	8	technique	technique	NOUN
bracis-33619	97	9	and	and	CCONJ
bracis-33619	97	10	 	 	SPACE
bracis-33619	97	11	its	its	PRON
bracis-33619	97	12	variants	variant	NOUN
bracis-33619	97	13	the	the	DET
bracis-33619	97	14	tnc	tnc	NOUN
bracis-33619	97	15	technique	technique	NOUN
bracis-33619	97	16	is	be	AUX
bracis-33619	97	17	based	base	VERB
bracis-33619	97	18	on	on	ADP
bracis-33619	97	19	the	the	DET
bracis-33619	97	20	principle	principle	NOUN
bracis-33619	97	21	that	that	SCONJ
bracis-33619	97	22	neighboring	neighboring	NOUN
bracis-33619	97	23	windows	window	NOUN
bracis-33619	97	24	in	in	ADP
bracis-33619	97	25	a	a	DET
bracis-33619	97	26	time	time	NOUN
bracis-33619	97	27	series	series	NOUN
bracis-33619	97	28	are	be	AUX
bracis-33619	97	29	likely	likely	ADJ
bracis-33619	97	30	to	to	PART
bracis-33619	97	31	belong	belong	VERB
bracis-33619	97	32	to	to	ADP
bracis-33619	97	33	the	the	DET
bracis-33619	97	34	same	same	ADJ
bracis-33619	97	35	class	class	NOUN
bracis-33619	97	36	and	and	CCONJ
bracis-33619	97	37	,	,	PUNCT
bracis-33619	97	38	therefore	therefore	ADV
bracis-33619	97	39	,	,	PUNCT
bracis-33619	97	40	should	should	AUX
bracis-33619	97	41	have	have	VERB
bracis-33619	97	42	similar	similar	ADJ
bracis-33619	97	43	representations	representation	NOUN
bracis-33619	97	44	.	.	PUNCT
bracis-33619	98	1	conversely	conversely	ADV
bracis-33619	98	2	,	,	PUNCT
bracis-33619	98	3	distant	distant	ADJ
bracis-33619	98	4	(	(	PUNCT
bracis-33619	98	5	non	non	ADJ
bracis-33619	98	6	-	-	ADJ
bracis-33619	98	7	neighboring	neighboring	ADJ
bracis-33619	98	8	)	)	PUNCT
bracis-33619	98	9	windows	window	NOUN
bracis-33619	98	10	are	be	AUX
bracis-33619	98	11	more	more	ADV
bracis-33619	98	12	likely	likely	ADJ
bracis-33619	98	13	to	to	PART
bracis-33619	98	14	belong	belong	VERB
bracis-33619	98	15	to	to	ADP
bracis-33619	98	16	different	different	ADJ
bracis-33619	98	17	classes	class	NOUN
bracis-33619	98	18	and	and	CCONJ
bracis-33619	98	19	should	should	AUX
bracis-33619	98	20	have	have	VERB
bracis-33619	98	21	distinct	distinct	ADJ
bracis-33619	98	22	representations	representation	NOUN
bracis-33619	98	23	.	.	PUNCT
bracis-33619	99	1	to	to	PART
bracis-33619	99	2	achieve	achieve	VERB
bracis-33619	99	3	this	this	PRON
bracis-33619	99	4	,	,	PUNCT
bracis-33619	99	5	the	the	DET
bracis-33619	99	6	tnc	tnc	NOUN
bracis-33619	99	7	technique	technique	NOUN
bracis-33619	99	8	trains	train	VERB
bracis-33619	99	9	an	an	DET
bracis-33619	99	10	encoder	encoder	NOUN
bracis-33619	99	11	(	(	PUNCT
bracis-33619	99	12	enc	enc	PROPN
bracis-33619	99	13	)	)	PUNCT
bracis-33619	99	14	that	that	PRON
bracis-33619	99	15	encodes	encode	VERB
bracis-33619	99	16	the	the	DET
bracis-33619	99	17	time	time	NOUN
bracis-33619	99	18	series	series	PROPN
bracis-33619	99	19	windows	window	NOUN
bracis-33619	99	20	and	and	CCONJ
bracis-33619	99	21	a	a	DET
bracis-33619	99	22	discriminator	discriminator	NOUN
bracis-33619	99	23	(	(	PUNCT
bracis-33619	99	24	d	d	NOUN
bracis-33619	99	25	)	)	PUNCT
bracis-33619	99	26	that	that	PRON
bracis-33619	99	27	determines	determine	VERB
bracis-33619	99	28	whether	whether	SCONJ
bracis-33619	99	29	a	a	DET
bracis-33619	99	30	pair	pair	NOUN
bracis-33619	99	31	of	of	ADP
bracis-33619	99	32	windows	window	NOUN
bracis-33619	99	33	are	be	AUX
bracis-33619	99	34	neighbors	neighbor	NOUN
bracis-33619	99	35	(	(	PUNCT
bracis-33619	99	36	i.e.	i.e.	X
bracis-33619	99	37	,	,	PUNCT
bracis-33619	99	38	close	close	ADJ
bracis-33619	99	39	to	to	ADP
bracis-33619	99	40	each	each	DET
bracis-33619	99	41	other	other	ADJ
bracis-33619	99	42	)	)	PUNCT
bracis-33619	99	43	.	.	PUNCT
bracis-33619	100	1	figure	figure	NOUN
bracis-33619	100	2	 	 	SPACE
bracis-33619	100	3	1	1	NUM
bracis-33619	100	4	illustrates	illustrate	VERB
bracis-33619	100	5	the	the	DET
bracis-33619	100	6	tnc	tnc	PROPN
bracis-33619	100	7	technique	technique	NOUN
bracis-33619	100	8	.	.	PUNCT
bracis-33619	101	1	first	first	ADV
bracis-33619	101	2	,	,	PUNCT
bracis-33619	101	3	given	give	VERB
bracis-33619	101	4	a	a	DET
bracis-33619	101	5	query	query	NOUN
bracis-33619	101	6	window	window	NOUN
bracis-33619	101	7	(	(	PUNCT
bracis-33619	101	8	\(w_q\	\(w_q\	NUM
bracis-33619	101	9	)	)	PUNCT
bracis-33619	101	10	)	)	PUNCT
bracis-33619	101	11	that	that	PRON
bracis-33619	101	12	is	be	AUX
bracis-33619	101	13	randomly	randomly	ADV
bracis-33619	101	14	selected	select	VERB
bracis-33619	101	15	,	,	PUNCT
bracis-33619	101	16	and	and	CCONJ
bracis-33619	101	17	a	a	DET
bracis-33619	101	18	window	window	NOUN
bracis-33619	101	19	selector	selector	NOUN
bracis-33619	101	20	,	,	PUNCT
bracis-33619	101	21	\(w_s\	\(w_s\	NOUN
bracis-33619	101	22	)	)	PUNCT
bracis-33619	101	23	selects	select	VERB
bracis-33619	101	24	two	two	NUM
bracis-33619	101	25	extra	extra	ADJ
bracis-33619	101	26	windows	window	NOUN
bracis-33619	101	27	:	:	PUNCT
bracis-33619	101	28	a	a	DET
bracis-33619	101	29	close	close	ADJ
bracis-33619	101	30	one	one	NUM
bracis-33619	101	31	(	(	PUNCT
bracis-33619	101	32	\(w_c\	\(w_c\	NOUN
bracis-33619	101	33	)	)	PUNCT
bracis-33619	101	34	)	)	PUNCT
bracis-33619	101	35	,	,	PUNCT
bracis-33619	101	36	and	and	CCONJ
bracis-33619	101	37	a	a	DET
bracis-33619	101	38	distant	distant	ADJ
bracis-33619	101	39	one	one	NUM
bracis-33619	101	40	(	(	PUNCT
bracis-33619	101	41	\(w_d\	\(w_d\	PROPN
bracis-33619	101	42	)	)	PUNCT
bracis-33619	101	43	)	)	PUNCT
bracis-33619	101	44	.	.	PUNCT
bracis-33619	102	1	then	then	ADV
bracis-33619	102	2	,	,	PUNCT
bracis-33619	102	3	\(w_q\	\(w_q\	NUM
bracis-33619	102	4	)	)	PUNCT
bracis-33619	102	5	,	,	PUNCT
bracis-33619	102	6	\(w_c\	\(w_c\	NOUN
bracis-33619	102	7	)	)	PUNCT
bracis-33619	102	8	,	,	PUNCT
bracis-33619	102	9	and	and	CCONJ
bracis-33619	102	10	\(w_d\	\(w_d\	NOUN
bracis-33619	102	11	)	)	PUNCT
bracis-33619	102	12	are	be	AUX
bracis-33619	102	13	encoded	encode	VERB
bracis-33619	102	14	using	use	VERB
bracis-33619	102	15	enc	enc	PROPN
bracis-33619	102	16	into	into	ADP
bracis-33619	102	17	\(z_q\	\(z_q\	PROPN
bracis-33619	102	18	)	)	PUNCT
bracis-33619	102	19	,	,	PUNCT
bracis-33619	102	20	\(z_c\	\(z_c\	PROPN
bracis-33619	102	21	)	)	PUNCT
bracis-33619	102	22	,	,	PUNCT
bracis-33619	102	23	and	and	CCONJ
bracis-33619	102	24	\(z_d\	\(z_d\	NOUN
bracis-33619	102	25	)	)	PUNCT
bracis-33619	102	26	,	,	PUNCT
bracis-33619	102	27	respectively	respectively	ADV
bracis-33619	102	28	.	.	PUNCT
bracis-33619	103	1	finally	finally	ADV
bracis-33619	103	2	,	,	PUNCT
bracis-33619	103	3	the	the	DET
bracis-33619	103	4	discriminator	discriminator	NOUN
bracis-33619	103	5	d	d	PROPN
bracis-33619	103	6	is	be	AUX
bracis-33619	103	7	used	use	VERB
bracis-33619	103	8	to	to	PART
bracis-33619	103	9	discriminate	discriminate	VERB
bracis-33619	103	10	whether	whether	SCONJ
bracis-33619	103	11	the	the	DET
bracis-33619	103	12	pairs	pair	NOUN
bracis-33619	103	13	(	(	PUNCT
bracis-33619	103	14	\(z_q\	\(z_q\	NOUN
bracis-33619	103	15	)	)	PUNCT
bracis-33619	103	16	,	,	PUNCT
bracis-33619	103	17	\(z_c\	\(z_c\	PROPN
bracis-33619	103	18	)	)	PUNCT
bracis-33619	103	19	)	)	PUNCT
bracis-33619	103	20	and	and	CCONJ
bracis-33619	103	21	(	(	PUNCT
bracis-33619	103	22	\(z_q\	\(z_q\	PROPN
bracis-33619	103	23	)	)	PUNCT
bracis-33619	103	24	,	,	PUNCT
bracis-33619	103	25	\(z_d\	\(z_d\	PROPN
bracis-33619	103	26	)	)	PUNCT
bracis-33619	103	27	)	)	PUNCT
bracis-33619	103	28	are	be	AUX
bracis-33619	103	29	neighbors	neighbor	NOUN
bracis-33619	103	30	(	(	PUNCT
bracis-33619	103	31	close	close	ADJ
bracis-33619	103	32	)	)	PUNCT
bracis-33619	103	33	or	or	CCONJ
bracis-33619	103	34	not	not	PART
bracis-33619	103	35	.	.	PUNCT
bracis-33619	104	1	fig	fig	NOUN
bracis-33619	104	2	.	.	PUNCT
bracis-33619	105	1	1	1	X
bracis-33619	105	2	.	.	X
bracis-33619	105	3	technique	technique	NOUN
bracis-33619	105	4	of	of	ADP
bracis-33619	105	5	tnc	tnc	PROPN
bracis-33619	105	6	.	.	PUNCT
bracis-33619	106	1	the	the	DET
bracis-33619	106	2	window	window	NOUN
bracis-33619	106	3	selector	selector	NOUN
bracis-33619	106	4	\(w_s\	\(w_s\	NOUN
bracis-33619	106	5	)	)	PUNCT
bracis-33619	106	6	selects	select	VERB
bracis-33619	106	7	the	the	DET
bracis-33619	106	8	neighbor	neighbor	NOUN
bracis-33619	106	9	\(w_c\	\(w_c\	PROPN
bracis-33619	106	10	)	)	PUNCT
bracis-33619	106	11	and	and	CCONJ
bracis-33619	106	12	non	non	ADJ
bracis-33619	106	13	-	-	ADJ
bracis-33619	106	14	neighbor	neighbor	ADJ
bracis-33619	106	15	window	window	NOUN
bracis-33619	106	16	\(w_d\	\(w_d\	PROPN
bracis-33619	106	17	)	)	PUNCT
bracis-33619	106	18	for	for	ADP
bracis-33619	106	19	each	each	DET
bracis-33619	106	20	query	query	NOUN
bracis-33619	106	21	window	window	NOUN
bracis-33619	106	22	\(w_q\	\(w_q\	NUM
bracis-33619	106	23	)	)	PUNCT
bracis-33619	106	24	.	.	PUNCT
bracis-33619	107	1	the	the	DET
bracis-33619	107	2	encoder	encoder	NOUN
bracis-33619	107	3	enc	enc	PROPN
bracis-33619	107	4	learns	learn	VERB
bracis-33619	107	5	the	the	DET
bracis-33619	107	6	data	datum	NOUN
bracis-33619	107	7	representation	representation	NOUN
bracis-33619	107	8	and	and	CCONJ
bracis-33619	107	9	feed	feed	VERB
bracis-33619	107	10	the	the	DET
bracis-33619	107	11	samples	sample	NOUN
bracis-33619	107	12	\(z_c\	\(z_c\	ADV
bracis-33619	107	13	)	)	PUNCT
bracis-33619	107	14	and	and	CCONJ
bracis-33619	107	15	\(z_d\	\(z_d\	NOUN
bracis-33619	107	16	)	)	PUNCT
bracis-33619	107	17	into	into	ADP
bracis-33619	107	18	a	a	DET
bracis-33619	107	19	discriminator	discriminator	NOUN
bracis-33619	107	20	d	d	NOUN
bracis-33619	107	21	that	that	PRON
bracis-33619	107	22	predicts	predict	VERB
bracis-33619	107	23	the	the	DET
bracis-33619	107	24	probability	probability	NOUN
bracis-33619	107	25	of	of	ADP
bracis-33619	107	26	the	the	DET
bracis-33619	107	27	windows	window	NOUN
bracis-33619	107	28	being	be	AUX
bracis-33619	107	29	neighbors	neighbor	NOUN
bracis-33619	107	30	to	to	ADP
bracis-33619	107	31	\(w_q\	\(w_q\	NUM
bracis-33619	107	32	)	)	PUNCT
bracis-33619	107	33	.	.	PUNCT
bracis-33619	108	1	full	full	ADJ
bracis-33619	108	2	size	size	NOUN
bracis-33619	108	3	image	image	NOUN
bracis-33619	108	4	the	the	DET
bracis-33619	108	5	window	window	NOUN
bracis-33619	108	6	selector	selector	NOUN
bracis-33619	108	7	method	method	NOUN
bracis-33619	108	8	\(w_s\	\(w_s\	NOUN
bracis-33619	108	9	)	)	PUNCT
bracis-33619	108	10	tests	test	VERB
bracis-33619	108	11	whether	whether	SCONJ
bracis-33619	108	12	the	the	DET
bracis-33619	108	13	selected	select	VERB
bracis-33619	108	14	windows	window	NOUN
bracis-33619	108	15	(	(	PUNCT
bracis-33619	108	16	i.e.	i.e.	X
bracis-33619	108	17	,	,	PUNCT
bracis-33619	108	18	\(w_c\	\(w_c\	NOUN
bracis-33619	108	19	)	)	PUNCT
bracis-33619	108	20	and	and	CCONJ
bracis-33619	108	21	\(w_d\	\(w_d\	NOUN
bracis-33619	108	22	)	)	PUNCT
bracis-33619	108	23	)	)	PUNCT
bracis-33619	108	24	are	be	AUX
bracis-33619	108	25	indeed	indeed	ADV
bracis-33619	108	26	similar	similar	ADJ
bracis-33619	108	27	to	to	ADP
bracis-33619	108	28	or	or	CCONJ
bracis-33619	108	29	different	different	ADJ
bracis-33619	108	30	from	from	ADP
bracis-33619	108	31	\(w_q\	\(w_q\	NUM
bracis-33619	108	32	)	)	PUNCT
bracis-33619	108	33	.	.	PUNCT
bracis-33619	109	1	the	the	DET
bracis-33619	109	2	test	test	NOUN
bracis-33619	109	3	for	for	ADP
bracis-33619	109	4	\(w_c\	\(w_c\	NOUN
bracis-33619	109	5	)	)	PUNCT
bracis-33619	109	6	can	can	AUX
bracis-33619	109	7	be	be	AUX
bracis-33619	109	8	either	either	CCONJ
bracis-33619	109	9	the	the	DET
bracis-33619	109	10	adf	adf	PROPN
bracis-33619	109	11	statistical	statistical	ADJ
bracis-33619	109	12	test	test	NOUN
bracis-33619	109	13	that	that	PRON
bracis-33619	109	14	determines	determine	VERB
bracis-33619	109	15	the	the	DET
bracis-33619	109	16	gaussian	gaussian	ADJ
bracis-33619	109	17	distribution	distribution	NOUN
bracis-33619	109	18	parameters	parameter	NOUN
bracis-33619	109	19	,	,	PUNCT
bracis-33619	109	20	enabling	enable	VERB
bracis-33619	109	21	a	a	DET
bracis-33619	109	22	selection	selection	NOUN
bracis-33619	109	23	of	of	ADP
bracis-33619	109	24	windows	window	NOUN
bracis-33619	109	25	that	that	PRON
bracis-33619	109	26	follow	follow	VERB
bracis-33619	109	27	that	that	DET
bracis-33619	109	28	distribution	distribution	NOUN
bracis-33619	109	29	,	,	PUNCT
bracis-33619	109	30	or	or	CCONJ
bracis-33619	109	31	to	to	PART
bracis-33619	109	32	use	use	VERB
bracis-33619	109	33	the	the	DET
bracis-33619	109	34	window	window	NOUN
bracis-33619	109	35	with	with	ADP
bracis-33619	109	36	the	the	DET
bracis-33619	109	37	highest	high	ADJ
bracis-33619	109	38	cosine	cosine	NOUN
bracis-33619	109	39	similarity	similarity	NOUN
bracis-33619	109	40	from	from	ADP
bracis-33619	109	41	\(w_q\	\(w_q\	NUM
bracis-33619	109	42	)	)	PUNCT
bracis-33619	109	43	.	.	PUNCT
bracis-33619	110	1	for	for	ADP
bracis-33619	110	2	\(w_d\	\(w_d\	NOUN
bracis-33619	110	3	)	)	PUNCT
bracis-33619	110	4	,	,	PUNCT
bracis-33619	110	5	windows	window	NOUN
bracis-33619	110	6	are	be	AUX
bracis-33619	110	7	sampled	sample	VERB
bracis-33619	110	8	randomly	randomly	ADV
bracis-33619	110	9	,	,	PUNCT
bracis-33619	110	10	ensuring	ensure	VERB
bracis-33619	110	11	a	a	DET
bracis-33619	110	12	sufficient	sufficient	ADJ
bracis-33619	110	13	distance	distance	NOUN
bracis-33619	110	14	in	in	ADP
bracis-33619	110	15	the	the	DET
bracis-33619	110	16	time	time	NOUN
bracis-33619	110	17	series	series	NOUN
bracis-33619	110	18	from	from	ADP
bracis-33619	110	19	\(w_q\	\(w_q\	NUM
bracis-33619	110	20	)	)	PUNCT
bracis-33619	110	21	to	to	PART
bracis-33619	110	22	be	be	AUX
bracis-33619	110	23	considered	consider	VERB
bracis-33619	110	24	non	non	NOUN
bracis-33619	110	25	-	-	NOUN
bracis-33619	110	26	neighbors	neighbor	NOUN
bracis-33619	110	27	.	.	PUNCT
bracis-33619	111	1	the	the	DET
bracis-33619	111	2	work	work	NOUN
bracis-33619	111	3	of	of	ADP
bracis-33619	111	4	wang	wang	PROPN
bracis-33619	111	5	et	et	PROPN
bracis-33619	111	6	al	al	PROPN
bracis-33619	111	7	.	.	PUNCT
bracis-33619	111	8	 	 	SPACE
bracis-33619	112	1	[	[	X
bracis-33619	112	2	11	11	NUM
bracis-33619	112	3	]	]	PUNCT
bracis-33619	112	4	presented	present	VERB
bracis-33619	112	5	the	the	DET
bracis-33619	112	6	cosine	cosine	NOUN
bracis-33619	112	7	similarity	similarity	NOUN
bracis-33619	112	8	as	as	ADP
bracis-33619	112	9	a	a	DET
bracis-33619	112	10	possibility	possibility	NOUN
bracis-33619	112	11	for	for	ADP
bracis-33619	112	12	constructing	construct	VERB
bracis-33619	112	13	non	non	ADJ
bracis-33619	112	14	-	-	NOUN
bracis-33619	112	15	neighborhoods	neighborhood	NOUN
bracis-33619	112	16	,	,	PUNCT
bracis-33619	112	17	but	but	CCONJ
bracis-33619	112	18	in	in	ADP
bracis-33619	112	19	our	our	PRON
bracis-33619	112	20	case	case	NOUN
bracis-33619	112	21	,	,	PUNCT
bracis-33619	112	22	it	it	PRON
bracis-33619	112	23	was	be	AUX
bracis-33619	112	24	just	just	ADV
bracis-33619	112	25	considered	consider	VERB
bracis-33619	112	26	when	when	SCONJ
bracis-33619	112	27	forming	form	VERB
bracis-33619	112	28	\(w_c\	\(w_c\	NOUN
bracis-33619	112	29	)	)	PUNCT
bracis-33619	112	30	.	.	PUNCT
bracis-33619	113	1	the	the	DET
bracis-33619	113	2	encoder	encoder	NOUN
bracis-33619	113	3	(	(	PUNCT
bracis-33619	113	4	enc	enc	PROPN
bracis-33619	113	5	)	)	PUNCT
bracis-33619	113	6	can	can	AUX
bracis-33619	113	7	be	be	AUX
bracis-33619	113	8	either	either	CCONJ
bracis-33619	113	9	a	a	DET
bracis-33619	113	10	bidirectional	bidirectional	ADJ
bracis-33619	113	11	rnn	rnn	NOUN
bracis-33619	113	12	with	with	ADP
bracis-33619	113	13	one	one	NUM
bracis-33619	113	14	layer	layer	NOUN
bracis-33619	113	15	and	and	CCONJ
bracis-33619	113	16	100	100	NUM
bracis-33619	113	17	hidden	hide	VERB
bracis-33619	113	18	units	unit	NOUN
bracis-33619	113	19	,	,	PUNCT
bracis-33619	113	20	as	as	SCONJ
bracis-33619	113	21	presented	present	VERB
bracis-33619	113	22	by	by	ADP
bracis-33619	113	23	tonekaboni	tonekaboni	NOUN
bracis-33619	113	24	et	et	PROPN
bracis-33619	113	25	al	al	PROPN
bracis-33619	113	26	.	.	PUNCT
bracis-33619	113	27	 	 	SPACE
bracis-33619	114	1	[	[	X
bracis-33619	114	2	10	10	NUM
bracis-33619	114	3	]	]	PUNCT
bracis-33619	114	4	,	,	PUNCT
bracis-33619	114	5	or	or	CCONJ
bracis-33619	114	6	the	the	DET
bracis-33619	114	7	ts2vec	ts2vec	NOUN
bracis-33619	114	8	dilated	dilate	VERB
bracis-33619	114	9	convolution	convolution	NOUN
bracis-33619	114	10	encoder	encoder	NOUN
bracis-33619	114	11	with	with	ADP
bracis-33619	114	12	ten	ten	NUM
bracis-33619	114	13	residual	residual	ADJ
bracis-33619	114	14	blocks	block	NOUN
bracis-33619	114	15	,	,	PUNCT
bracis-33619	114	16	each	each	DET
bracis-33619	114	17	block	block	NOUN
bracis-33619	114	18	containing	contain	VERB
bracis-33619	114	19	two	two	NUM
bracis-33619	114	20	one	one	NUM
bracis-33619	114	21	-	-	PUNCT
bracis-33619	114	22	dimensional	dimensional	ADJ
bracis-33619	114	23	convolutional	convolutional	ADJ
bracis-33619	114	24	layers	layer	NOUN
bracis-33619	114	25	with	with	ADP
bracis-33619	114	26	a	a	DET
bracis-33619	114	27	dilation	dilation	NOUN
bracis-33619	114	28	parameter	parameter	NOUN
bracis-33619	114	29	,	,	PUNCT
bracis-33619	114	30	as	as	ADP
bracis-33619	114	31	in	in	ADP
bracis-33619	114	32	the	the	DET
bracis-33619	114	33	works	work	NOUN
bracis-33619	114	34	of	of	ADP
bracis-33619	114	35	xu	xu	PROPN
bracis-33619	114	36	et	et	PROPN
bracis-33619	114	37	al	al	PROPN
bracis-33619	114	38	.	.	PUNCT
bracis-33619	114	39	 	 	SPACE
bracis-33619	115	1	[	[	X
bracis-33619	115	2	12	12	NUM
bracis-33619	115	3	]	]	PUNCT
bracis-33619	115	4	and	and	CCONJ
bracis-33619	115	5	yue	yue	PROPN
bracis-33619	115	6	et	et	PROPN
bracis-33619	115	7	al	al	PROPN
bracis-33619	115	8	.	.	PUNCT
bracis-33619	115	9	 	 	SPACE
bracis-33619	116	1	[	[	X
bracis-33619	116	2	15	15	NUM
bracis-33619	116	3	]	]	PUNCT
bracis-33619	116	4	.	.	PUNCT
bracis-33619	117	1	the	the	DET
bracis-33619	117	2	discriminator	discriminator	NOUN
bracis-33619	117	3	d	d	PROPN
bracis-33619	117	4	is	be	AUX
bracis-33619	117	5	a	a	DET
bracis-33619	117	6	binary	binary	ADJ
bracis-33619	117	7	classifier	classifier	NOUN
bracis-33619	117	8	that	that	PRON
bracis-33619	117	9	receives	receive	VERB
bracis-33619	117	10	the	the	DET
bracis-33619	117	11	encoded	encode	VERB
bracis-33619	117	12	versions	version	NOUN
bracis-33619	117	13	of	of	ADP
bracis-33619	117	14	a	a	DET
bracis-33619	117	15	pair	pair	NOUN
bracis-33619	117	16	of	of	ADP
bracis-33619	117	17	windows	window	NOUN
bracis-33619	117	18	(	(	PUNCT
bracis-33619	117	19	e.g.	e.g.	ADV
bracis-33619	117	20	,	,	PUNCT
bracis-33619	117	21	\(z_q\	\(z_q\	NOUN
bracis-33619	117	22	)	)	PUNCT
bracis-33619	117	23	and	and	CCONJ
bracis-33619	117	24	\(z_c\	\(z_c\	NOUN
bracis-33619	117	25	)	)	PUNCT
bracis-33619	117	26	)	)	PUNCT
bracis-33619	117	27	and	and	CCONJ
bracis-33619	117	28	predicts	predict	VERB
bracis-33619	117	29	if	if	SCONJ
bracis-33619	117	30	they	they	PRON
bracis-33619	117	31	are	be	AUX
bracis-33619	117	32	close	close	ADJ
bracis-33619	117	33	or	or	CCONJ
bracis-33619	117	34	not	not	PART
bracis-33619	117	35	.	.	PUNCT
bracis-33619	118	1	it	it	PRON
bracis-33619	118	2	is	be	AUX
bracis-33619	118	3	composed	compose	VERB
bracis-33619	118	4	by	by	ADP
bracis-33619	118	5	a	a	DET
bracis-33619	118	6	fully	fully	ADV
bracis-33619	118	7	connected	connect	VERB
bracis-33619	118	8	layer	layer	NOUN
bracis-33619	118	9	followed	follow	VERB
bracis-33619	118	10	by	by	ADP
bracis-33619	118	11	a	a	DET
bracis-33619	118	12	relu	relu	NOUN
bracis-33619	118	13	activation	activation	NOUN
bracis-33619	118	14	,	,	PUNCT
bracis-33619	118	15	a	a	DET
bracis-33619	118	16	dropout	dropout	NOUN
bracis-33619	118	17	layer	layer	NOUN
bracis-33619	118	18	,	,	PUNCT
bracis-33619	118	19	and	and	CCONJ
bracis-33619	118	20	another	another	DET
bracis-33619	118	21	fully	fully	ADV
bracis-33619	118	22	connected	connect	VERB
bracis-33619	118	23	layer	layer	NOUN
bracis-33619	118	24	,	,	PUNCT
bracis-33619	118	25	where	where	SCONJ
bracis-33619	118	26	the	the	DET
bracis-33619	118	27	ts2vec	ts2vec	PROPN
bracis-33619	118	28	discriminator	discriminator	NOUN
bracis-33619	118	29	includes	include	VERB
bracis-33619	118	30	an	an	DET
bracis-33619	118	31	additional	additional	ADJ
bracis-33619	118	32	max	max	PROPN
bracis-33619	118	33	pooling	pooling	NOUN
bracis-33619	118	34	operation	operation	NOUN
bracis-33619	118	35	.	.	PUNCT
bracis-33619	119	1	losses	loss	NOUN
bracis-33619	119	2	are	be	AUX
bracis-33619	119	3	calculated	calculate	VERB
bracis-33619	119	4	for	for	ADP
bracis-33619	119	5	close	close	ADJ
bracis-33619	119	6	(	(	PUNCT
bracis-33619	119	7	pair	pair	NOUN
bracis-33619	119	8	\(w_q\	\(w_q\	NUM
bracis-33619	119	9	)	)	PUNCT
bracis-33619	119	10	and	and	CCONJ
bracis-33619	119	11	\(w_c\	\(w_c\	NOUN
bracis-33619	119	12	)	)	PUNCT
bracis-33619	119	13	)	)	PUNCT
bracis-33619	119	14	and	and	CCONJ
bracis-33619	119	15	distant	distant	ADJ
bracis-33619	119	16	windows	window	NOUN
bracis-33619	119	17	(	(	PUNCT
bracis-33619	119	18	pair	pair	NOUN
bracis-33619	119	19	\(w_q\	\(w_q\	NUM
bracis-33619	119	20	)	)	PUNCT
bracis-33619	119	21	and	and	CCONJ
bracis-33619	119	22	\(w_d\	\(w_d\	NOUN
bracis-33619	119	23	)	)	PUNCT
bracis-33619	119	24	)	)	PUNCT
bracis-33619	119	25	,	,	PUNCT
bracis-33619	119	26	including	include	VERB
bracis-33619	119	27	a	a	DET
bracis-33619	119	28	weighting	weighting	NOUN
bracis-33619	119	29	term	term	NOUN
bracis-33619	119	30	w	w	PROPN
bracis-33619	119	31	,	,	PUNCT
bracis-33619	119	32	inspired	inspire	VERB
bracis-33619	119	33	by	by	ADP
bracis-33619	119	34	positive	positive	ADJ
bracis-33619	119	35	-	-	PUNCT
bracis-33619	119	36	unlabeled	unlabeled	ADJ
bracis-33619	119	37	(	(	PUNCT
bracis-33619	119	38	pu	pu	PROPN
bracis-33619	119	39	)	)	PUNCT
bracis-33619	119	40	learning	learning	NOUN
bracis-33619	119	41	,	,	PUNCT
bracis-33619	119	42	where	where	SCONJ
bracis-33619	119	43	each	each	DET
bracis-33619	119	44	neighbor	neighbor	NOUN
bracis-33619	119	45	sample	sample	NOUN
bracis-33619	119	46	is	be	AUX
bracis-33619	119	47	treated	treat	VERB
bracis-33619	119	48	as	as	ADP
bracis-33619	119	49	a	a	DET
bracis-33619	119	50	positive	positive	ADJ
bracis-33619	119	51	example	example	NOUN
bracis-33619	119	52	,	,	PUNCT
bracis-33619	119	53	and	and	CCONJ
bracis-33619	119	54	each	each	DET
bracis-33619	119	55	non	non	ADJ
bracis-33619	119	56	-	-	ADJ
bracis-33619	119	57	neighbor	neighbor	ADJ
bracis-33619	119	58	sample	sample	NOUN
bracis-33619	119	59	is	be	AUX
bracis-33619	119	60	a	a	DET
bracis-33619	119	61	combination	combination	NOUN
bracis-33619	119	62	of	of	ADP
bracis-33619	119	63	a	a	DET
bracis-33619	119	64	positive	positive	ADJ
bracis-33619	119	65	example	example	NOUN
bracis-33619	119	66	with	with	ADP
bracis-33619	119	67	a	a	DET
bracis-33619	119	68	weight	weight	NOUN
bracis-33619	119	69	and	and	CCONJ
bracis-33619	119	70	a	a	DET
bracis-33619	119	71	negative	negative	ADJ
bracis-33619	119	72	example	example	NOUN
bracis-33619	119	73	as	as	ADP
bracis-33619	119	74	a	a	DET
bracis-33619	119	75	complementary	complementary	ADJ
bracis-33619	119	76	weight	weight	NOUN
bracis-33619	119	77	.	.	PUNCT
bracis-33619	120	1	in	in	ADP
bracis-33619	120	2	short	short	ADJ
bracis-33619	120	3	,	,	PUNCT
bracis-33619	120	4	this	this	DET
bracis-33619	120	5	parameter	parameter	NOUN
bracis-33619	120	6	represents	represent	VERB
bracis-33619	120	7	the	the	DET
bracis-33619	120	8	probability	probability	NOUN
bracis-33619	120	9	of	of	ADP
bracis-33619	120	10	an	an	DET
bracis-33619	120	11	unlabeled	unlabeled	ADJ
bracis-33619	120	12	sample	sample	NOUN
bracis-33619	120	13	being	be	AUX
bracis-33619	120	14	a	a	DET
bracis-33619	120	15	positive	positive	ADJ
bracis-33619	120	16	sample	sample	NOUN
bracis-33619	120	17	(	(	PUNCT
bracis-33619	120	18	neighbor	neighbor	NOUN
bracis-33619	120	19	)	)	PUNCT
bracis-33619	120	20	and	and	CCONJ
bracis-33619	120	21	can	can	AUX
bracis-33619	120	22	be	be	AUX
bracis-33619	120	23	determined	determine	VERB
bracis-33619	120	24	by	by	ADP
bracis-33619	120	25	prior	prior	ADJ
bracis-33619	120	26	knowledge	knowledge	NOUN
bracis-33619	120	27	or	or	CCONJ
bracis-33619	120	28	learned	learn	VERB
bracis-33619	120	29	by	by	ADP
bracis-33619	120	30	a	a	DET
bracis-33619	120	31	hyperparameter	hyperparameter	NOUN
bracis-33619	120	32	search	search	NOUN
bracis-33619	120	33	.	.	PUNCT
bracis-33619	121	1	the	the	DET
bracis-33619	121	2	combined	combine	VERB
bracis-33619	121	3	loss	loss	NOUN
bracis-33619	121	4	is	be	AUX
bracis-33619	121	5	minimized	minimize	VERB
bracis-33619	121	6	to	to	PART
bracis-33619	121	7	train	train	VERB
bracis-33619	121	8	both	both	DET
bracis-33619	121	9	the	the	DET
bracis-33619	121	10	discriminator	discriminator	NOUN
bracis-33619	121	11	and	and	CCONJ
bracis-33619	121	12	the	the	DET
bracis-33619	121	13	encoder	encoder	NOUN
bracis-33619	121	14	,	,	PUNCT
bracis-33619	121	15	ensuring	ensure	VERB
bracis-33619	121	16	the	the	DET
bracis-33619	121	17	model	model	NOUN
bracis-33619	121	18	differentiates	differentiate	NOUN
bracis-33619	121	19	between	between	ADP
bracis-33619	121	20	temporally	temporally	ADV
bracis-33619	121	21	close	close	ADJ
bracis-33619	121	22	and	and	CCONJ
bracis-33619	121	23	distant	distant	ADJ
bracis-33619	121	24	samples	sample	NOUN
bracis-33619	121	25	.	.	PUNCT
bracis-33619	122	1	after	after	ADP
bracis-33619	122	2	training	train	VERB
bracis-33619	122	3	the	the	DET
bracis-33619	122	4	encoder	encoder	NOUN
bracis-33619	122	5	in	in	ADP
bracis-33619	122	6	a	a	DET
bracis-33619	122	7	self	self	NOUN
bracis-33619	122	8	-	-	PUNCT
bracis-33619	122	9	supervised	supervise	VERB
bracis-33619	122	10	manner	manner	NOUN
bracis-33619	122	11	,	,	PUNCT
bracis-33619	122	12	the	the	DET
bracis-33619	122	13	weights	weight	NOUN
bracis-33619	122	14	of	of	ADP
bracis-33619	122	15	the	the	DET
bracis-33619	122	16	encoder	encoder	NOUN
bracis-33619	122	17	are	be	AUX
bracis-33619	122	18	stored	store	VERB
bracis-33619	122	19	and	and	CCONJ
bracis-33619	122	20	can	can	AUX
bracis-33619	122	21	be	be	AUX
bracis-33619	122	22	used	use	VERB
bracis-33619	122	23	for	for	ADP
bracis-33619	122	24	the	the	DET
bracis-33619	122	25	downstream	downstream	ADJ
bracis-33619	122	26	task	task	NOUN
bracis-33619	122	27	.	.	PUNCT
bracis-33619	123	1	in	in	ADP
bracis-33619	123	2	this	this	DET
bracis-33619	123	3	work	work	NOUN
bracis-33619	123	4	,	,	PUNCT
bracis-33619	123	5	we	we	PRON
bracis-33619	123	6	evaluate	evaluate	VERB
bracis-33619	123	7	different	different	ADJ
bracis-33619	123	8	tnc	tnc	NOUN
bracis-33619	123	9	variants	variant	NOUN
bracis-33619	123	10	,	,	PUNCT
bracis-33619	123	11	i.e.	i.e.	X
bracis-33619	123	12	,	,	PUNCT
bracis-33619	123	13	using	use	VERB
bracis-33619	123	14	the	the	DET
bracis-33619	123	15	rnn	rnn	NOUN
bracis-33619	123	16	and	and	CCONJ
bracis-33619	123	17	the	the	DET
bracis-33619	123	18	ts2vec	ts2vec	PROPN
bracis-33619	123	19	encoders	encoder	NOUN
bracis-33619	123	20	and	and	CCONJ
bracis-33619	123	21	using	use	VERB
bracis-33619	123	22	the	the	DET
bracis-33619	123	23	adf	adf	NOUN
bracis-33619	123	24	and	and	CCONJ
bracis-33619	123	25	the	the	DET
bracis-33619	123	26	cosine	cosine	NOUN
bracis-33619	123	27	similarity	similarity	NOUN
bracis-33619	123	28	test	test	NOUN
bracis-33619	123	29	functions	function	NOUN
bracis-33619	123	30	at	at	ADP
bracis-33619	123	31	the	the	DET
bracis-33619	123	32	window	window	NOUN
bracis-33619	123	33	selector	selector	NOUN
bracis-33619	123	34	.	.	PUNCT
bracis-33619	124	1	to	to	PART
bracis-33619	124	2	distinguish	distinguish	VERB
bracis-33619	124	3	between	between	ADP
bracis-33619	124	4	the	the	DET
bracis-33619	124	5	fours	fours	ADJ
bracis-33619	124	6	variants	variant	NOUN
bracis-33619	124	7	,	,	PUNCT
bracis-33619	124	8	we	we	PRON
bracis-33619	124	9	will	will	AUX
bracis-33619	124	10	employ	employ	VERB
bracis-33619	124	11	the	the	DET
bracis-33619	124	12	following	follow	VERB
bracis-33619	124	13	acronyms	acronym	NOUN
bracis-33619	124	14	:	:	PUNCT
bracis-33619	124	15	tnc	tnc	PROPN
bracis-33619	124	16	-	-	PUNCT
bracis-33619	124	17	rnn	rnn	PROPN
bracis-33619	124	18	-	-	PUNCT
bracis-33619	124	19	adf	adf	PROPN
bracis-33619	124	20	,	,	PUNCT
bracis-33619	124	21	tnc	tnc	PROPN
bracis-33619	124	22	-	-	PUNCT
bracis-33619	124	23	rnn	rnn	PROPN
bracis-33619	124	24	-	-	PUNCT
bracis-33619	124	25	sim	sim	NOUN
bracis-33619	124	26	,	,	PUNCT
bracis-33619	124	27	tnc	tnc	PROPN
bracis-33619	124	28	-	-	PUNCT
bracis-33619	124	29	ts2vec	ts2vec	PROPN
bracis-33619	124	30	-	-	PUNCT
bracis-33619	124	31	adf	adf	PROPN
bracis-33619	124	32	,	,	PUNCT
bracis-33619	124	33	and	and	CCONJ
bracis-33619	124	34	tnc	tnc	PROPN
bracis-33619	124	35	-	-	PUNCT
bracis-33619	124	36	ts2vec	ts2vec	PROPN
bracis-33619	124	37	-	-	PUNCT
bracis-33619	124	38	sim	sim	NOUN
bracis-33619	124	39	.	.	PUNCT
bracis-33619	125	1	this	this	PRON
bracis-33619	125	2	is	be	AUX
bracis-33619	125	3	the	the	DET
bracis-33619	125	4	first	first	ADJ
bracis-33619	125	5	work	work	NOUN
bracis-33619	125	6	that	that	PRON
bracis-33619	125	7	evaluates	evaluate	VERB
bracis-33619	125	8	all	all	DET
bracis-33619	125	9	this	this	DET
bracis-33619	125	10	variations	variation	NOUN
bracis-33619	125	11	of	of	ADP
bracis-33619	125	12	tnc	tnc	PROPN
bracis-33619	125	13	using	use	VERB
bracis-33619	125	14	the	the	DET
bracis-33619	125	15	same	same	ADJ
bracis-33619	125	16	dataset	dataset	NOUN
bracis-33619	125	17	and	and	CCONJ
bracis-33619	125	18	encoder	encoder	NOUN
bracis-33619	125	19	,	,	PUNCT
bracis-33619	125	20	allowing	allow	VERB
bracis-33619	125	21	a	a	DET
bracis-33619	125	22	fair	fair	ADJ
bracis-33619	125	23	comparison	comparison	NOUN
bracis-33619	125	24	between	between	ADP
bracis-33619	125	25	the	the	DET
bracis-33619	125	26	different	different	ADJ
bracis-33619	125	27	configurations	configuration	NOUN
bracis-33619	125	28	.	.	PUNCT
bracis-33619	126	1	we	we	PRON
bracis-33619	126	2	also	also	ADV
bracis-33619	126	3	experimented	experiment	VERB
bracis-33619	126	4	with	with	ADP
bracis-33619	126	5	two	two	NUM
bracis-33619	126	6	values	value	NOUN
bracis-33619	126	7	 	 	SPACE
bracis-33619	126	8	for	for	ADP
bracis-33619	126	9	w	w	PROPN
bracis-33619	126	10	,	,	PUNCT
bracis-33619	126	11	which	which	PRON
bracis-33619	126	12	provides	provide	VERB
bracis-33619	126	13	an	an	DET
bracis-33619	126	14	exploration	exploration	NOUN
bracis-33619	126	15	of	of	ADP
bracis-33619	126	16	different	different	ADJ
bracis-33619	126	17	configurations	configuration	NOUN
bracis-33619	126	18	of	of	ADP
bracis-33619	126	19	tnc	tnc	PROPN
bracis-33619	126	20	in	in	ADP
bracis-33619	126	21	regards	regard	NOUN
bracis-33619	126	22	of	of	ADP
bracis-33619	126	23	the	the	DET
bracis-33619	126	24	encoder	encoder	NOUN
bracis-33619	126	25	,	,	PUNCT
bracis-33619	126	26	window	window	NOUN
bracis-33619	126	27	selector	selector	NOUN
bracis-33619	126	28	method	method	NOUN
bracis-33619	126	29	and	and	CCONJ
bracis-33619	126	30	weighting	weight	VERB
bracis-33619	126	31	term	term	NOUN
bracis-33619	126	32	.	.	PUNCT
bracis-33619	127	1	4	4	NUM
bracis-33619	127	2	experimental	experimental	ADJ
bracis-33619	127	3	results	result	NOUN
bracis-33619	127	4	and	and	CCONJ
bracis-33619	127	5	 	 	SPACE
bracis-33619	127	6	discussion	discussion	NOUN
bracis-33619	127	7	this	this	DET
bracis-33619	127	8	section	section	NOUN
bracis-33619	127	9	presents	present	VERB
bracis-33619	127	10	our	our	PRON
bracis-33619	127	11	methodology	methodology	NOUN
bracis-33619	127	12	and	and	CCONJ
bracis-33619	127	13	the	the	DET
bracis-33619	127	14	experimental	experimental	ADJ
bracis-33619	127	15	results	result	NOUN
bracis-33619	127	16	.	.	PUNCT
bracis-33619	128	1	initially	initially	ADV
bracis-33619	128	2	,	,	PUNCT
bracis-33619	128	3	sect	sect	NOUN
bracis-33619	128	4	.	.	PUNCT
bracis-33619	128	5	 	 	SPACE
bracis-33619	129	1	4.1	4.1	NUM
bracis-33619	129	2	describes	describe	VERB
bracis-33619	129	3	the	the	DET
bracis-33619	129	4	materials	material	NOUN
bracis-33619	129	5	and	and	CCONJ
bracis-33619	129	6	methods	method	NOUN
bracis-33619	129	7	used	use	VERB
bracis-33619	129	8	to	to	PART
bracis-33619	129	9	evaluate	evaluate	VERB
bracis-33619	129	10	the	the	DET
bracis-33619	129	11	tnc	tnc	NOUN
bracis-33619	129	12	technique	technique	NOUN
bracis-33619	129	13	.	.	PUNCT
bracis-33619	130	1	then	then	ADV
bracis-33619	130	2	,	,	PUNCT
bracis-33619	130	3	sect	sect	NOUN
bracis-33619	130	4	.	.	PUNCT
bracis-33619	130	5	 	 	SPACE
bracis-33619	131	1	4.2	4.2	NUM
bracis-33619	131	2	presents	present	VERB
bracis-33619	131	3	quantitative	quantitative	ADJ
bracis-33619	131	4	analysis	analysis	NOUN
bracis-33619	131	5	,	,	PUNCT
bracis-33619	131	6	discussing	discuss	VERB
bracis-33619	131	7	the	the	DET
bracis-33619	131	8	performance	performance	NOUN
bracis-33619	131	9	of	of	ADP
bracis-33619	131	10	each	each	DET
bracis-33619	131	11	variant	variant	NOUN
bracis-33619	131	12	on	on	ADP
bracis-33619	131	13	the	the	DET
bracis-33619	131	14	uci	uci	NOUN
bracis-33619	131	15	-	-	PUNCT
bracis-33619	131	16	raw	raw	ADJ
bracis-33619	131	17	dataset	dataset	NOUN
bracis-33619	131	18	.	.	PUNCT
bracis-33619	132	1	finally	finally	ADV
bracis-33619	132	2	,	,	PUNCT
bracis-33619	132	3	sect	sect	NOUN
bracis-33619	132	4	.	.	PUNCT
bracis-33619	132	5	 	 	SPACE
bracis-33619	132	6	4.3	4.3	NUM
bracis-33619	132	7	provides	provide	VERB
bracis-33619	132	8	a	a	DET
bracis-33619	132	9	qualitative	qualitative	ADJ
bracis-33619	132	10	analysis	analysis	NOUN
bracis-33619	132	11	of	of	ADP
bracis-33619	132	12	the	the	DET
bracis-33619	132	13	learned	learn	VERB
bracis-33619	132	14	representations	representation	NOUN
bracis-33619	132	15	.	.	PUNCT
bracis-33619	133	1	4.1	4.1	NUM
bracis-33619	133	2	materials	material	NOUN
bracis-33619	133	3	and	and	CCONJ
bracis-33619	133	4	 	 	SPACE
bracis-33619	133	5	methods	method	NOUN
bracis-33619	133	6	the	the	DET
bracis-33619	133	7	analysis	analysis	NOUN
bracis-33619	133	8	is	be	AUX
bracis-33619	133	9	divided	divide	VERB
bracis-33619	133	10	into	into	ADP
bracis-33619	133	11	two	two	NUM
bracis-33619	133	12	parts	part	NOUN
bracis-33619	133	13	.	.	PUNCT
bracis-33619	134	1	first	first	ADV
bracis-33619	134	2	,	,	PUNCT
bracis-33619	134	3	we	we	PRON
bracis-33619	134	4	replicate	replicate	VERB
bracis-33619	134	5	two	two	NUM
bracis-33619	134	6	of	of	ADP
bracis-33619	134	7	the	the	DET
bracis-33619	134	8	previous	previous	ADJ
bracis-33619	134	9	works	work	NOUN
bracis-33619	134	10	:	:	PUNCT
bracis-33619	134	11	the	the	DET
bracis-33619	134	12	work	work	NOUN
bracis-33619	134	13	of	of	ADP
bracis-33619	134	14	tonekaboni	tonekaboni	NOUN
bracis-33619	134	15	et	et	PROPN
bracis-33619	134	16	al	al	PROPN
bracis-33619	134	17	.	.	PUNCT
bracis-33619	134	18	 	 	SPACE
bracis-33619	135	1	[	[	X
bracis-33619	135	2	10	10	NUM
bracis-33619	135	3	]	]	PUNCT
bracis-33619	135	4	following	follow	VERB
bracis-33619	135	5	the	the	DET
bracis-33619	135	6	code	code	NOUN
bracis-33619	135	7	made	make	VERB
bracis-33619	135	8	available	available	ADJ
bracis-33619	135	9	at	at	ADP
bracis-33619	135	10	githubfootnote	githubfootnote	NOUN
bracis-33619	135	11	1	1	NUM
bracis-33619	135	12	,	,	PUNCT
bracis-33619	135	13	in	in	ADP
bracis-33619	135	14	which	which	PRON
bracis-33619	135	15	we	we	PRON
bracis-33619	135	16	evaluate	evaluate	VERB
bracis-33619	135	17	the	the	DET
bracis-33619	135	18	tnc	tnc	PROPN
bracis-33619	135	19	-	-	PUNCT
bracis-33619	135	20	rnn	rnn	PROPN
bracis-33619	135	21	-	-	PUNCT
bracis-33619	135	22	adf	adf	NOUN
bracis-33619	135	23	variant	variant	NOUN
bracis-33619	135	24	using	use	VERB
bracis-33619	135	25	the	the	DET
bracis-33619	135	26	uci	uci	PROPN
bracis-33619	135	27	-	-	PUNCT
bracis-33619	135	28	fe	fe	NOUN
bracis-33619	135	29	dataset	dataset	NOUN
bracis-33619	135	30	;	;	PUNCT
bracis-33619	135	31	and	and	CCONJ
bracis-33619	135	32	the	the	DET
bracis-33619	135	33	work	work	NOUN
bracis-33619	135	34	of	of	ADP
bracis-33619	135	35	xu	xu	PROPN
bracis-33619	135	36	et	et	PROPN
bracis-33619	135	37	al	al	PROPN
bracis-33619	135	38	.	.	PUNCT
bracis-33619	135	39	 	 	SPACE
bracis-33619	136	1	[	[	X
bracis-33619	136	2	12	12	NUM
bracis-33619	136	3	]	]	PUNCT
bracis-33619	136	4	,	,	PUNCT
bracis-33619	136	5	in	in	ADP
bracis-33619	136	6	which	which	PRON
bracis-33619	136	7	we	we	PRON
bracis-33619	136	8	evaluate	evaluate	VERB
bracis-33619	136	9	the	the	DET
bracis-33619	136	10	tnc	tnc	PROPN
bracis-33619	136	11	-	-	PUNCT
bracis-33619	136	12	ts2vec	ts2vec	PROPN
bracis-33619	136	13	-	-	PUNCT
bracis-33619	136	14	sim	sim	NOUN
bracis-33619	136	15	variant	variant	NOUN
bracis-33619	136	16	using	use	VERB
bracis-33619	136	17	the	the	DET
bracis-33619	136	18	uci	uci	NOUN
bracis-33619	136	19	-	-	PUNCT
bracis-33619	136	20	raw	raw	ADJ
bracis-33619	136	21	dataset	dataset	NOUN
bracis-33619	136	22	,	,	PUNCT
bracis-33619	136	23	following	follow	VERB
bracis-33619	136	24	the	the	DET
bracis-33619	136	25	exact	exact	ADJ
bracis-33619	136	26	architecture	architecture	NOUN
bracis-33619	136	27	proposed	propose	VERB
bracis-33619	136	28	by	by	ADP
bracis-33619	136	29	the	the	DET
bracis-33619	136	30	authors	author	NOUN
bracis-33619	136	31	.	.	PUNCT
bracis-33619	137	1	this	this	PRON
bracis-33619	137	2	allows	allow	VERB
bracis-33619	137	3	us	we	PRON
bracis-33619	137	4	to	to	PART
bracis-33619	137	5	validate	validate	VERB
bracis-33619	137	6	our	our	PRON
bracis-33619	137	7	code	code	NOUN
bracis-33619	137	8	base	base	NOUN
bracis-33619	137	9	,	,	PUNCT
bracis-33619	137	10	ensuring	ensure	VERB
bracis-33619	137	11	we	we	PRON
bracis-33619	137	12	execute	execute	VERB
bracis-33619	137	13	the	the	DET
bracis-33619	137	14	variants	variant	NOUN
bracis-33619	137	15	with	with	ADP
bracis-33619	137	16	models	model	NOUN
bracis-33619	137	17	and	and	CCONJ
bracis-33619	137	18	parameters	parameter	NOUN
bracis-33619	137	19	compatible	compatible	ADJ
bracis-33619	137	20	with	with	ADP
bracis-33619	137	21	the	the	DET
bracis-33619	137	22	related	relate	VERB
bracis-33619	137	23	works	work	NOUN
bracis-33619	137	24	.	.	PUNCT
bracis-33619	138	1	we	we	PRON
bracis-33619	138	2	also	also	ADV
bracis-33619	138	3	want	want	VERB
bracis-33619	138	4	to	to	PART
bracis-33619	138	5	assess	assess	VERB
bracis-33619	138	6	the	the	DET
bracis-33619	138	7	performance	performance	NOUN
bracis-33619	138	8	impact	impact	NOUN
bracis-33619	138	9	the	the	DET
bracis-33619	138	10	two	two	NUM
bracis-33619	138	11	variants	variant	NOUN
bracis-33619	138	12	of	of	ADP
bracis-33619	138	13	the	the	DET
bracis-33619	138	14	uci	uci	PROPN
bracis-33619	138	15	dataset	dataset	NOUN
bracis-33619	138	16	(	(	PUNCT
bracis-33619	138	17	i.e.	i.e.	X
bracis-33619	138	18	,	,	PUNCT
bracis-33619	138	19	uci	uci	PROPN
bracis-33619	138	20	-	-	PUNCT
bracis-33619	138	21	fe	fe	PROPN
bracis-33619	138	22	and	and	CCONJ
bracis-33619	138	23	uci	uci	PROPN
bracis-33619	138	24	-	-	PUNCT
bracis-33619	138	25	raw	raw	ADJ
bracis-33619	138	26	)	)	PUNCT
bracis-33619	138	27	have	have	AUX
bracis-33619	138	28	on	on	ADP
bracis-33619	138	29	tnc	tnc	PROPN
bracis-33619	138	30	-	-	PUNCT
bracis-33619	138	31	rnn	rnn	PROPN
bracis-33619	138	32	-	-	PUNCT
bracis-33619	138	33	adf	adf	PROPN
bracis-33619	138	34	,	,	PUNCT
bracis-33619	138	35	which	which	PRON
bracis-33619	138	36	has	have	AUX
bracis-33619	138	37	not	not	PART
bracis-33619	138	38	been	be	AUX
bracis-33619	138	39	reported	report	VERB
bracis-33619	138	40	on	on	ADP
bracis-33619	138	41	the	the	DET
bracis-33619	138	42	literature	literature	NOUN
bracis-33619	138	43	yet	yet	ADV
bracis-33619	138	44	.	.	PUNCT
bracis-33619	139	1	after	after	ADP
bracis-33619	139	2	the	the	DET
bracis-33619	139	3	replication	replication	NOUN
bracis-33619	139	4	of	of	ADP
bracis-33619	139	5	the	the	DET
bracis-33619	139	6	original	original	ADJ
bracis-33619	139	7	results	result	NOUN
bracis-33619	139	8	,	,	PUNCT
bracis-33619	139	9	we	we	PRON
bracis-33619	139	10	proceeded	proceed	VERB
bracis-33619	139	11	to	to	ADP
bracis-33619	139	12	the	the	DET
bracis-33619	139	13	performance	performance	NOUN
bracis-33619	139	14	analysis	analysis	NOUN
bracis-33619	139	15	of	of	ADP
bracis-33619	139	16	the	the	DET
bracis-33619	139	17	four	four	NUM
bracis-33619	139	18	tnc	tnc	NOUN
bracis-33619	139	19	variants	variant	NOUN
bracis-33619	139	20	in	in	ADP
bracis-33619	139	21	the	the	DET
bracis-33619	139	22	case	case	NOUN
bracis-33619	139	23	of	of	ADP
bracis-33619	139	24	the	the	DET
bracis-33619	139	25	uci	uci	NOUN
bracis-33619	139	26	-	-	PUNCT
bracis-33619	139	27	raw	raw	ADJ
bracis-33619	139	28	dataset	dataset	NOUN
bracis-33619	139	29	.	.	PUNCT
bracis-33619	140	1	we	we	PRON
bracis-33619	140	2	decided	decide	VERB
bracis-33619	140	3	to	to	PART
bracis-33619	140	4	focus	focus	VERB
bracis-33619	140	5	on	on	ADP
bracis-33619	140	6	uci	uci	NOUN
bracis-33619	140	7	-	-	PUNCT
bracis-33619	140	8	raw	raw	ADJ
bracis-33619	140	9	because	because	SCONJ
bracis-33619	140	10	most	most	ADJ
bracis-33619	140	11	of	of	ADP
bracis-33619	140	12	the	the	DET
bracis-33619	140	13	publicly	publicly	ADV
bracis-33619	140	14	available	available	ADJ
bracis-33619	140	15	har	har	NOUN
bracis-33619	140	16	datasets	dataset	NOUN
bracis-33619	140	17	are	be	AUX
bracis-33619	140	18	made	make	VERB
bracis-33619	140	19	available	available	ADJ
bracis-33619	140	20	in	in	ADP
bracis-33619	140	21	this	this	DET
bracis-33619	140	22	format	format	NOUN
bracis-33619	140	23	and	and	CCONJ
bracis-33619	140	24	the	the	DET
bracis-33619	140	25	majority	majority	NOUN
bracis-33619	140	26	of	of	ADP
bracis-33619	140	27	previous	previous	ADJ
bracis-33619	140	28	work	work	NOUN
bracis-33619	140	29	on	on	ADP
bracis-33619	140	30	representation	representation	NOUN
bracis-33619	140	31	learning	learn	VERB
bracis-33619	140	32	focus	focus	NOUN
bracis-33619	140	33	on	on	ADP
bracis-33619	140	34	learning	learn	VERB
bracis-33619	140	35	representations	representation	NOUN
bracis-33619	140	36	from	from	ADP
bracis-33619	140	37	raw	raw	ADJ
bracis-33619	140	38	data	datum	NOUN
bracis-33619	140	39	.	.	PUNCT
bracis-33619	141	1	the	the	DET
bracis-33619	141	2	code	code	NOUN
bracis-33619	141	3	used	use	VERB
bracis-33619	141	4	in	in	ADP
bracis-33619	141	5	this	this	DET
bracis-33619	141	6	analysis	analysis	NOUN
bracis-33619	141	7	was	be	AUX
bracis-33619	141	8	based	base	VERB
bracis-33619	141	9	on	on	ADP
bracis-33619	141	10	the	the	DET
bracis-33619	141	11	code	code	NOUN
bracis-33619	141	12	made	make	VERB
bracis-33619	141	13	available	available	ADJ
bracis-33619	141	14	by	by	ADP
bracis-33619	141	15	xu	xu	PROPN
bracis-33619	141	16	et	et	PROPN
bracis-33619	141	17	al	al	PROPN
bracis-33619	141	18	.	.	PUNCT
bracis-33619	141	19	 	 	SPACE
bracis-33619	142	1	[	[	X
bracis-33619	142	2	12	12	NUM
bracis-33619	142	3	]	]	PUNCT
bracis-33619	142	4	at	at	ADP
bracis-33619	142	5	githubfootnote	githubfootnote	NOUN
bracis-33619	142	6	2	2	NUM
bracis-33619	142	7	.	.	PUNCT
bracis-33619	142	8	notice	notice	VERB
bracis-33619	142	9	that	that	SCONJ
bracis-33619	142	10	this	this	PRON
bracis-33619	142	11	is	be	AUX
bracis-33619	142	12	the	the	DET
bracis-33619	142	13	same	same	ADJ
bracis-33619	142	14	dataset	dataset	NOUN
bracis-33619	142	15	of	of	ADP
bracis-33619	142	16	uci	uci	PROPN
bracis-33619	142	17	,	,	PUNCT
bracis-33619	142	18	but	but	CCONJ
bracis-33619	142	19	xu	xu	INTJ
bracis-33619	142	20	et	et	PROPN
bracis-33619	143	1	al	al	PROPN
bracis-33619	143	2	.	.	PUNCT
bracis-33619	143	3	 	 	SPACE
bracis-33619	144	1	[	[	X
bracis-33619	144	2	12	12	NUM
bracis-33619	144	3	]	]	X
bracis-33619	144	4	at	at	ADP
bracis-33619	144	5	uci	uci	PROPN
bracis-33619	144	6	-	-	PUNCT
bracis-33619	144	7	raw	raw	ADJ
bracis-33619	144	8	and	and	CCONJ
bracis-33619	144	9	tonekaboni	tonekaboni	NOUN
bracis-33619	144	10	et	et	PROPN
bracis-33619	144	11	al	al	PROPN
bracis-33619	144	12	.	.	PUNCT
bracis-33619	144	13	 	 	SPACE
bracis-33619	145	1	[	[	X
bracis-33619	145	2	10	10	NUM
bracis-33619	145	3	]	]	X
bracis-33619	145	4	at	at	ADP
bracis-33619	145	5	uci	uci	PROPN
bracis-33619	145	6	-	-	PUNCT
bracis-33619	145	7	fe	fe	NOUN
bracis-33619	145	8	uses	use	VERB
bracis-33619	145	9	different	different	ADJ
bracis-33619	145	10	pre	pre	ADJ
bracis-33619	145	11	-	-	ADJ
bracis-33619	145	12	processing	processing	ADJ
bracis-33619	145	13	steps	step	NOUN
bracis-33619	145	14	and	and	CCONJ
bracis-33619	145	15	dataset	dataset	NOUN
bracis-33619	145	16	partitions	partition	NOUN
bracis-33619	145	17	,	,	PUNCT
bracis-33619	145	18	which	which	PRON
bracis-33619	145	19	might	might	AUX
bracis-33619	145	20	contain	contain	VERB
bracis-33619	145	21	modifications	modification	NOUN
bracis-33619	145	22	that	that	PRON
bracis-33619	145	23	introduce	introduce	VERB
bracis-33619	145	24	bias	bias	NOUN
bracis-33619	145	25	to	to	ADP
bracis-33619	145	26	the	the	DET
bracis-33619	145	27	results	result	NOUN
bracis-33619	145	28	.	.	PUNCT
bracis-33619	146	1	the	the	DET
bracis-33619	146	2	original	original	ADJ
bracis-33619	146	3	uci	uci	NOUN
bracis-33619	146	4	dataset	dataset	NOUN
bracis-33619	146	5	contains	contain	VERB
bracis-33619	146	6	six	six	NUM
bracis-33619	146	7	classes	class	NOUN
bracis-33619	146	8	:	:	PUNCT
bracis-33619	146	9	walking	walk	VERB
bracis-33619	146	10	,	,	PUNCT
bracis-33619	146	11	walking	walk	VERB
bracis-33619	146	12	upstairs	upstairs	ADV
bracis-33619	146	13	,	,	PUNCT
bracis-33619	146	14	walking	walk	VERB
bracis-33619	146	15	downstairs	downstairs	ADV
bracis-33619	146	16	,	,	PUNCT
bracis-33619	146	17	sitting	sit	VERB
bracis-33619	146	18	,	,	PUNCT
bracis-33619	146	19	standing	standing	NOUN
bracis-33619	146	20	,	,	PUNCT
bracis-33619	146	21	and	and	CCONJ
bracis-33619	146	22	laying	lay	VERB
bracis-33619	146	23	.	.	PUNCT
bracis-33619	147	1	later	later	ADV
bracis-33619	147	2	,	,	PUNCT
bracis-33619	147	3	it	it	PRON
bracis-33619	147	4	was	be	AUX
bracis-33619	147	5	extended	extend	VERB
bracis-33619	147	6	to	to	PART
bracis-33619	147	7	include	include	VERB
bracis-33619	147	8	postural	postural	ADJ
bracis-33619	147	9	transitions	transition	NOUN
bracis-33619	147	10	(	(	PUNCT
bracis-33619	147	11	hapt	hapt	NOUN
bracis-33619	148	1	[	[	X
bracis-33619	148	2	9	9	NUM
bracis-33619	148	3	]	]	SYM
bracis-33619	148	4	)	)	PUNCT
bracis-33619	148	5	.	.	PUNCT
bracis-33619	149	1	in	in	ADP
bracis-33619	149	2	this	this	DET
bracis-33619	149	3	work	work	NOUN
bracis-33619	149	4	we	we	PRON
bracis-33619	149	5	employ	employ	VERB
bracis-33619	149	6	only	only	ADV
bracis-33619	149	7	the	the	DET
bracis-33619	149	8	original	original	ADJ
bracis-33619	149	9	six	six	NUM
bracis-33619	149	10	classes	class	NOUN
bracis-33619	149	11	.	.	PUNCT
bracis-33619	150	1	the	the	DET
bracis-33619	150	2	uci	uci	PROPN
bracis-33619	150	3	-	-	PUNCT
bracis-33619	150	4	raw	raw	ADJ
bracis-33619	150	5	dataset	dataset	NOUN
bracis-33619	150	6	consists	consist	NOUN
bracis-33619	150	7	of	of	ADP
bracis-33619	150	8	records	record	NOUN
bracis-33619	150	9	of	of	ADP
bracis-33619	150	10	6	6	NUM
bracis-33619	150	11	channels	channel	NOUN
bracis-33619	150	12	,	,	PUNCT
bracis-33619	150	13	being	be	AUX
bracis-33619	150	14	three	three	NUM
bracis-33619	150	15	axes	axis	NOUN
bracis-33619	150	16	of	of	ADP
bracis-33619	150	17	accelerometer	accelerometer	NOUN
bracis-33619	150	18	and	and	CCONJ
bracis-33619	150	19	three	three	NUM
bracis-33619	150	20	of	of	ADP
bracis-33619	150	21	gyroscope	gyroscope	NOUN
bracis-33619	150	22	,	,	PUNCT
bracis-33619	150	23	sampled	sample	VERB
bracis-33619	150	24	at	at	ADP
bracis-33619	150	25	50	50	NUM
bracis-33619	150	26	 	 	SPACE
bracis-33619	150	27	hz	hz	AUX
bracis-33619	150	28	concatenated	concatenate	VERB
bracis-33619	150	29	by	by	ADP
bracis-33619	150	30	the	the	DET
bracis-33619	150	31	user	user	NOUN
bracis-33619	150	32	and	and	CCONJ
bracis-33619	150	33	segmented	segment	VERB
bracis-33619	150	34	in	in	ADP
bracis-33619	150	35	windows	window	NOUN
bracis-33619	150	36	of	of	ADP
bracis-33619	150	37	2.56	2.56	NUM
bracis-33619	150	38	 	 	SPACE
bracis-33619	150	39	s	s	NOUN
bracis-33619	150	40	with	with	ADP
bracis-33619	150	41	no	no	DET
bracis-33619	150	42	overlap	overlap	NOUN
bracis-33619	150	43	,	,	PUNCT
bracis-33619	150	44	corresponding	correspond	VERB
bracis-33619	150	45	to	to	ADP
bracis-33619	150	46	128	128	NUM
bracis-33619	150	47	-	-	PUNCT
bracis-33619	150	48	time	time	NOUN
bracis-33619	150	49	points	point	NOUN
bracis-33619	150	50	,	,	PUNCT
bracis-33619	150	51	following	follow	VERB
bracis-33619	150	52	the	the	DET
bracis-33619	150	53	data	datum	NOUN
bracis-33619	150	54	processing	processing	NOUN
bracis-33619	150	55	steps	step	NOUN
bracis-33619	150	56	of	of	ADP
bracis-33619	150	57	[	[	X
bracis-33619	150	58	12	12	NUM
bracis-33619	150	59	]	]	PUNCT
bracis-33619	150	60	.	.	PUNCT
bracis-33619	151	1	the	the	DET
bracis-33619	151	2	selection	selection	NOUN
bracis-33619	151	3	of	of	ADP
bracis-33619	151	4	the	the	DET
bracis-33619	151	5	window	window	NOUN
bracis-33619	151	6	size	size	NOUN
bracis-33619	151	7	\(\delta	\(\delta	NOUN
bracis-33619	151	8	\	\	NOUN
bracis-33619	151	9	)	)	PUNCT
bracis-33619	151	10	depends	depend	VERB
bracis-33619	151	11	on	on	ADP
bracis-33619	151	12	prior	prior	ADJ
bracis-33619	151	13	knowledge	knowledge	NOUN
bracis-33619	151	14	of	of	ADP
bracis-33619	151	15	the	the	DET
bracis-33619	151	16	signals	signal	NOUN
bracis-33619	151	17	,	,	PUNCT
bracis-33619	151	18	selected	select	VERB
bracis-33619	151	19	in	in	ADP
bracis-33619	151	20	a	a	DET
bracis-33619	151	21	manner	manner	NOUN
bracis-33619	151	22	that	that	PRON
bracis-33619	151	23	contains	contain	VERB
bracis-33619	151	24	just	just	ADV
bracis-33619	151	25	enough	enough	ADJ
bracis-33619	151	26	information	information	NOUN
bracis-33619	151	27	of	of	ADP
bracis-33619	151	28	the	the	DET
bracis-33619	151	29	current	current	ADJ
bracis-33619	151	30	state	state	NOUN
bracis-33619	151	31	of	of	ADP
bracis-33619	151	32	the	the	DET
bracis-33619	151	33	signal	signal	NOUN
bracis-33619	151	34	.	.	PUNCT
bracis-33619	152	1	the	the	DET
bracis-33619	152	2	4,600	4,600	NUM
bracis-33619	152	3	windows	window	NOUN
bracis-33619	152	4	of	of	ADP
bracis-33619	152	5	the	the	DET
bracis-33619	152	6	dataset	dataset	NOUN
bracis-33619	152	7	were	be	AUX
bracis-33619	152	8	split	split	VERB
bracis-33619	152	9	,	,	PUNCT
bracis-33619	152	10	leaving	leave	VERB
bracis-33619	152	11	70	70	NUM
bracis-33619	152	12	%	%	NOUN
bracis-33619	152	13	for	for	ADP
bracis-33619	152	14	training	training	NOUN
bracis-33619	152	15	,	,	PUNCT
bracis-33619	152	16	15	15	NUM
bracis-33619	152	17	%	%	NOUN
bracis-33619	152	18	for	for	ADP
bracis-33619	152	19	validation	validation	NOUN
bracis-33619	152	20	,	,	PUNCT
bracis-33619	152	21	and	and	CCONJ
bracis-33619	152	22	15	15	NUM
bracis-33619	152	23	%	%	NOUN
bracis-33619	152	24	for	for	ADP
bracis-33619	152	25	testing	testing	NOUN
bracis-33619	152	26	,	,	PUNCT
bracis-33619	152	27	using	use	VERB
bracis-33619	152	28	the	the	DET
bracis-33619	152	29	same	same	ADJ
bracis-33619	152	30	partitions	partition	NOUN
bracis-33619	152	31	in	in	ADP
bracis-33619	152	32	all	all	DET
bracis-33619	152	33	experiments	experiment	NOUN
bracis-33619	152	34	.	.	PUNCT
bracis-33619	153	1	we	we	PRON
bracis-33619	153	2	ensured	ensure	VERB
bracis-33619	153	3	that	that	SCONJ
bracis-33619	153	4	all	all	DET
bracis-33619	153	5	windows	window	NOUN
bracis-33619	153	6	from	from	ADP
bracis-33619	153	7	the	the	DET
bracis-33619	153	8	same	same	ADJ
bracis-33619	153	9	user	user	NOUN
bracis-33619	153	10	always	always	ADV
bracis-33619	153	11	fall	fall	VERB
bracis-33619	153	12	into	into	ADP
bracis-33619	153	13	the	the	DET
bracis-33619	153	14	same	same	ADJ
bracis-33619	153	15	subset	subset	NOUN
bracis-33619	153	16	.	.	PUNCT
bracis-33619	154	1	the	the	DET
bracis-33619	154	2	weight	weight	NOUN
bracis-33619	154	3	parameter	parameter	NOUN
bracis-33619	154	4	w	w	PROPN
bracis-33619	154	5	was	be	AUX
bracis-33619	154	6	chosen	choose	VERB
bracis-33619	154	7	based	base	VERB
bracis-33619	154	8	on	on	ADP
bracis-33619	154	9	previous	previous	ADJ
bracis-33619	154	10	work	work	NOUN
bracis-33619	154	11	,	,	PUNCT
bracis-33619	154	12	being	be	AUX
bracis-33619	154	13	set	set	VERB
bracis-33619	154	14	as	as	ADP
bracis-33619	154	15	0.05	0.05	NUM
bracis-33619	154	16	(	(	PUNCT
bracis-33619	154	17	[	[	X
bracis-33619	154	18	10	10	NUM
bracis-33619	154	19	]	]	PUNCT
bracis-33619	154	20	)	)	PUNCT
bracis-33619	154	21	and	and	CCONJ
bracis-33619	154	22	0.2	0.2	NUM
bracis-33619	154	23	(	(	PUNCT
bracis-33619	154	24	[	[	X
bracis-33619	154	25	12	12	NUM
bracis-33619	154	26	]	]	NUM
bracis-33619	154	27	)	)	PUNCT
bracis-33619	154	28	.	.	PUNCT
bracis-33619	155	1	the	the	DET
bracis-33619	155	2	encoding	encoding	NOUN
bracis-33619	155	3	size	size	NOUN
bracis-33619	155	4	was	be	AUX
bracis-33619	155	5	kept	keep	VERB
bracis-33619	155	6	constant	constant	ADJ
bracis-33619	155	7	at	at	ADP
bracis-33619	155	8	320	320	NUM
bracis-33619	155	9	,	,	PUNCT
bracis-33619	155	10	a	a	DET
bracis-33619	155	11	batch	batch	NOUN
bracis-33619	155	12	size	size	NOUN
bracis-33619	155	13	of	of	ADP
bracis-33619	155	14	16	16	NUM
bracis-33619	155	15	,	,	PUNCT
bracis-33619	155	16	a	a	DET
bracis-33619	155	17	learning	learning	NOUN
bracis-33619	155	18	rate	rate	NOUN
bracis-33619	155	19	of	of	ADP
bracis-33619	155	20	0.00001	0.00001	NUM
bracis-33619	155	21	,	,	PUNCT
bracis-33619	155	22	and	and	CCONJ
bracis-33619	155	23	100	100	NUM
bracis-33619	155	24	training	training	NOUN
bracis-33619	155	25	epochs	epoch	NOUN
bracis-33619	155	26	.	.	PUNCT
bracis-33619	156	1	to	to	PART
bracis-33619	156	2	evaluate	evaluate	VERB
bracis-33619	156	3	the	the	DET
bracis-33619	156	4	discriminative	discriminative	NOUN
bracis-33619	156	5	performance	performance	NOUN
bracis-33619	156	6	of	of	ADP
bracis-33619	156	7	each	each	DET
bracis-33619	156	8	method	method	NOUN
bracis-33619	156	9	at	at	ADP
bracis-33619	156	10	the	the	DET
bracis-33619	156	11	downstream	downstream	ADJ
bracis-33619	156	12	task	task	NOUN
bracis-33619	156	13	,	,	PUNCT
bracis-33619	156	14	we	we	PRON
bracis-33619	156	15	used	use	VERB
bracis-33619	156	16	the	the	DET
bracis-33619	156	17	linear	linear	ADJ
bracis-33619	156	18	readout	readout	NOUN
bracis-33619	156	19	protocol	protocol	NOUN
bracis-33619	156	20	,	,	PUNCT
bracis-33619	156	21	applying	apply	VERB
bracis-33619	156	22	logistic	logistic	ADJ
bracis-33619	156	23	regression	regression	NOUN
bracis-33619	156	24	on	on	ADP
bracis-33619	156	25	top	top	NOUN
bracis-33619	156	26	of	of	ADP
bracis-33619	156	27	the	the	DET
bracis-33619	156	28	frozen	frozen	ADJ
bracis-33619	156	29	representations	representation	NOUN
bracis-33619	156	30	learned	learn	VERB
bracis-33619	156	31	by	by	ADP
bracis-33619	156	32	the	the	DET
bracis-33619	156	33	encoder	encoder	NOUN
bracis-33619	156	34	.	.	PUNCT
bracis-33619	157	1	this	this	PRON
bracis-33619	157	2	is	be	AUX
bracis-33619	157	3	made	make	VERB
bracis-33619	157	4	to	to	PART
bracis-33619	157	5	assess	assess	VERB
bracis-33619	157	6	the	the	DET
bracis-33619	157	7	capability	capability	NOUN
bracis-33619	157	8	of	of	ADP
bracis-33619	157	9	the	the	DET
bracis-33619	157	10	features	feature	NOUN
bracis-33619	157	11	learned	learn	VERB
bracis-33619	157	12	by	by	ADP
bracis-33619	157	13	the	the	DET
bracis-33619	157	14	encoder	encoder	NOUN
bracis-33619	157	15	to	to	PART
bracis-33619	157	16	distinguish	distinguish	VERB
bracis-33619	157	17	between	between	ADP
bracis-33619	157	18	the	the	DET
bracis-33619	157	19	classes	class	NOUN
bracis-33619	157	20	using	use	VERB
bracis-33619	157	21	the	the	DET
bracis-33619	157	22	metrics	metric	NOUN
bracis-33619	157	23	accuracy	accuracy	NOUN
bracis-33619	157	24	,	,	PUNCT
bracis-33619	157	25	area	area	NOUN
bracis-33619	157	26	under	under	ADP
bracis-33619	157	27	the	the	DET
bracis-33619	157	28	precision	precision	NOUN
bracis-33619	157	29	-	-	PUNCT
bracis-33619	157	30	recall	recall	NOUN
bracis-33619	157	31	curve	curve	NOUN
bracis-33619	157	32	(	(	PUNCT
bracis-33619	157	33	auprc	auprc	ADJ
bracis-33619	157	34	)	)	PUNCT
bracis-33619	157	35	,	,	PUNCT
bracis-33619	157	36	balanced	balanced	ADJ
bracis-33619	157	37	accuracy	accuracy	NOUN
bracis-33619	157	38	,	,	PUNCT
bracis-33619	157	39	and	and	CCONJ
bracis-33619	157	40	\(f_1\)-score	\(f_1\)-score	PROPN
bracis-33619	157	41	.	.	PUNCT
bracis-33619	158	1	training	training	NOUN
bracis-33619	158	2	time	time	NOUN
bracis-33619	158	3	was	be	AUX
bracis-33619	158	4	measured	measure	VERB
bracis-33619	158	5	in	in	ADP
bracis-33619	158	6	a	a	DET
bracis-33619	158	7	machine	machine	NOUN
bracis-33619	158	8	with	with	ADP
bracis-33619	158	9	a	a	DET
bracis-33619	158	10	16	16	NUM
bracis-33619	158	11	gb	gb	NOUN
bracis-33619	158	12	intel(r	intel(r	PROPN
bracis-33619	158	13	)	)	PUNCT
bracis-33619	158	14	core(tm	core(tm	NOUN
bracis-33619	158	15	)	)	PUNCT
bracis-33619	158	16	i5	i5	PROPN
bracis-33619	158	17	-	-	PUNCT
bracis-33619	158	18	8500	8500	NUM
bracis-33619	158	19	cpu	cpu	NOUN
bracis-33619	158	20	@	@	ADP
bracis-33619	158	21	3.00ghz	3.00ghz	NUM
bracis-33619	158	22	and	and	CCONJ
bracis-33619	158	23	an	an	DET
bracis-33619	158	24	8	8	NUM
bracis-33619	158	25	gb	gb	NOUN
bracis-33619	158	26	nvidia	nvidia	PROPN
bracis-33619	158	27	gtx	gtx	PROPN
bracis-33619	158	28	1080	1080	NUM
bracis-33619	158	29	gpu	gpu	X
bracis-33619	158	30	.	.	PUNCT
bracis-33619	159	1	we	we	PRON
bracis-33619	159	2	also	also	ADV
bracis-33619	159	3	compared	compare	VERB
bracis-33619	159	4	the	the	DET
bracis-33619	159	5	variations	variation	NOUN
bracis-33619	159	6	of	of	ADP
bracis-33619	159	7	tnc	tnc	PROPN
bracis-33619	159	8	in	in	ADP
bracis-33619	159	9	a	a	DET
bracis-33619	159	10	qualitative	qualitative	ADJ
bracis-33619	159	11	manner	manner	NOUN
bracis-33619	159	12	by	by	ADP
bracis-33619	159	13	visualizing	visualize	VERB
bracis-33619	159	14	the	the	DET
bracis-33619	159	15	generated	generate	VERB
bracis-33619	159	16	representations	representation	NOUN
bracis-33619	159	17	in	in	ADP
bracis-33619	159	18	the	the	DET
bracis-33619	159	19	latent	latent	NOUN
bracis-33619	159	20	space	space	NOUN
bracis-33619	159	21	on	on	ADP
bracis-33619	159	22	a	a	DET
bracis-33619	159	23	2d	2d	NUM
bracis-33619	159	24	chart	chart	NOUN
bracis-33619	159	25	with	with	ADP
bracis-33619	159	26	the	the	DET
bracis-33619	159	27	aid	aid	NOUN
bracis-33619	159	28	of	of	ADP
bracis-33619	159	29	t	t	PROPN
bracis-33619	159	30	-	-	PUNCT
bracis-33619	159	31	sne	sne	NOUN
bracis-33619	159	32	 	 	SPACE
bracis-33619	159	33	[	[	X
bracis-33619	159	34	5	5	NUM
bracis-33619	159	35	]	]	PUNCT
bracis-33619	159	36	.	.	PUNCT
bracis-33619	160	1	the	the	DET
bracis-33619	160	2	goal	goal	NOUN
bracis-33619	160	3	was	be	AUX
bracis-33619	160	4	to	to	PART
bracis-33619	160	5	verify	verify	VERB
bracis-33619	160	6	whether	whether	SCONJ
bracis-33619	160	7	the	the	DET
bracis-33619	160	8	dataset	dataset	NOUN
bracis-33619	160	9	samples	sample	NOUN
bracis-33619	160	10	are	be	AUX
bracis-33619	160	11	clustered	cluster	VERB
bracis-33619	160	12	according	accord	VERB
bracis-33619	160	13	to	to	ADP
bracis-33619	160	14	their	their	PRON
bracis-33619	160	15	classes	class	NOUN
bracis-33619	160	16	.	.	PUNCT
bracis-33619	161	1	4.2	4.2	NUM
bracis-33619	161	2	quantitative	quantitative	ADJ
bracis-33619	161	3	analysis	analysis	NOUN
bracis-33619	161	4	table	table	NOUN
bracis-33619	161	5	 	 	SPACE
bracis-33619	161	6	2	2	NUM
bracis-33619	161	7	presents	present	VERB
bracis-33619	161	8	the	the	DET
bracis-33619	161	9	results	result	NOUN
bracis-33619	161	10	reported	report	VERB
bracis-33619	161	11	by	by	ADP
bracis-33619	161	12	tonekaboni	tonekaboni	NOUN
bracis-33619	161	13	et	et	PROPN
bracis-33619	161	14	al	al	PROPN
bracis-33619	161	15	.	.	PUNCT
bracis-33619	161	16	 	 	SPACE
bracis-33619	162	1	[	[	X
bracis-33619	162	2	10	10	NUM
bracis-33619	162	3	]	]	PUNCT
bracis-33619	162	4	and	and	CCONJ
bracis-33619	162	5	xu	xu	INTJ
bracis-33619	162	6	et	et	PROPN
bracis-33619	162	7	al	al	PROPN
bracis-33619	162	8	.	.	PUNCT
bracis-33619	162	9	 	 	SPACE
bracis-33619	163	1	[	[	X
bracis-33619	163	2	12	12	NUM
bracis-33619	163	3	]	]	X
bracis-33619	163	4	,	,	PUNCT
bracis-33619	163	5	along	along	ADP
bracis-33619	163	6	with	with	ADP
bracis-33619	163	7	the	the	DET
bracis-33619	163	8	results	result	NOUN
bracis-33619	163	9	produced	produce	VERB
bracis-33619	163	10	with	with	ADP
bracis-33619	163	11	our	our	PRON
bracis-33619	163	12	code	code	NOUN
bracis-33619	163	13	(	(	PUNCT
bracis-33619	163	14	named	name	VERB
bracis-33619	163	15	as	as	ADP
bracis-33619	163	16	“	"	PUNCT
bracis-33619	163	17	repro	repro	ADJ
bracis-33619	163	18	”	"	PUNCT
bracis-33619	163	19	)	)	PUNCT
bracis-33619	163	20	using	use	VERB
bracis-33619	163	21	the	the	DET
bracis-33619	163	22	same	same	ADJ
bracis-33619	163	23	parameters	parameter	NOUN
bracis-33619	163	24	they	they	PRON
bracis-33619	163	25	used	use	VERB
bracis-33619	163	26	.	.	PUNCT
bracis-33619	164	1	notice	notice	VERB
bracis-33619	164	2	that	that	SCONJ
bracis-33619	164	3	the	the	DET
bracis-33619	164	4	accuracy	accuracy	NOUN
bracis-33619	164	5	and	and	CCONJ
bracis-33619	164	6	auprc	auprc	ADJ
bracis-33619	164	7	results	result	NOUN
bracis-33619	164	8	are	be	AUX
bracis-33619	164	9	very	very	ADV
bracis-33619	164	10	similar	similar	ADJ
bracis-33619	164	11	to	to	ADP
bracis-33619	164	12	the	the	DET
bracis-33619	164	13	ones	one	NOUN
bracis-33619	164	14	reported	report	VERB
bracis-33619	164	15	by	by	ADP
bracis-33619	164	16	tonekaboni	tonekaboni	NOUN
bracis-33619	164	17	et	et	PROPN
bracis-33619	164	18	al	al	PROPN
bracis-33619	164	19	.	.	PROPN
bracis-33619	165	1	and	and	CCONJ
bracis-33619	165	2	xu	xu	INTJ
bracis-33619	165	3	et	et	PROPN
bracis-33619	165	4	al	al	PROPN
bracis-33619	165	5	.	.	PROPN
bracis-33619	165	6	table	table	PROPN
bracis-33619	165	7	2	2	NUM
bracis-33619	165	8	.	.	X
bracis-33619	165	9	results	result	NOUN
bracis-33619	165	10	in	in	ADP
bracis-33619	165	11	percentage	percentage	NOUN
bracis-33619	165	12	for	for	ADP
bracis-33619	165	13	replication	replication	NOUN
bracis-33619	165	14	of	of	ADP
bracis-33619	165	15	original	original	ADJ
bracis-33619	165	16	worksfull	worksfull	ADJ
bracis-33619	165	17	size	size	NOUN
bracis-33619	165	18	table	table	NOUN
bracis-33619	165	19	table	table	NOUN
bracis-33619	165	20	 	 	SPACE
bracis-33619	165	21	3	3	NUM
bracis-33619	165	22	shows	show	VERB
bracis-33619	165	23	the	the	DET
bracis-33619	165	24	results	result	NOUN
bracis-33619	165	25	for	for	ADP
bracis-33619	165	26	the	the	DET
bracis-33619	165	27	four	four	NUM
bracis-33619	165	28	tnc	tnc	PROPN
bracis-33619	165	29	variants	variant	NOUN
bracis-33619	165	30	with	with	ADP
bracis-33619	165	31	parameter	parameter	PROPN
bracis-33619	165	32	w	w	ADP
bracis-33619	165	33	equal	equal	ADJ
bracis-33619	165	34	to	to	ADP
bracis-33619	165	35	0.05	0.05	NUM
bracis-33619	165	36	and	and	CCONJ
bracis-33619	165	37	0.20	0.20	NUM
bracis-33619	165	38	.	.	PUNCT
bracis-33619	166	1	the	the	DET
bracis-33619	166	2	first	first	ADJ
bracis-33619	166	3	four	four	NUM
bracis-33619	166	4	rows	row	NOUN
bracis-33619	166	5	contain	contain	VERB
bracis-33619	166	6	the	the	DET
bracis-33619	166	7	variants	variant	NOUN
bracis-33619	166	8	with	with	ADP
bracis-33619	166	9	the	the	DET
bracis-33619	166	10	rnn	rnn	NOUN
bracis-33619	166	11	encoder	encoder	NOUN
bracis-33619	166	12	,	,	PUNCT
bracis-33619	166	13	while	while	SCONJ
bracis-33619	166	14	the	the	DET
bracis-33619	166	15	last	last	ADJ
bracis-33619	166	16	ones	one	NOUN
bracis-33619	166	17	contain	contain	VERB
bracis-33619	166	18	the	the	DET
bracis-33619	166	19	ones	one	NOUN
bracis-33619	166	20	with	with	ADP
bracis-33619	166	21	the	the	DET
bracis-33619	166	22	ts2vec	ts2vec	NOUN
bracis-33619	166	23	encoder	encoder	NOUN
bracis-33619	166	24	.	.	PUNCT
bracis-33619	167	1	the	the	DET
bracis-33619	167	2	first	first	ADJ
bracis-33619	167	3	observation	observation	NOUN
bracis-33619	167	4	is	be	AUX
bracis-33619	167	5	that	that	SCONJ
bracis-33619	167	6	the	the	DET
bracis-33619	167	7	ts2vec	ts2vec	PROPN
bracis-33619	167	8	encoder	encoder	NOUN
bracis-33619	167	9	significantly	significantly	ADV
bracis-33619	167	10	outperforms	outperform	VERB
bracis-33619	167	11	the	the	DET
bracis-33619	167	12	rnn	rnn	NOUN
bracis-33619	167	13	encoder	encoder	NOUN
bracis-33619	167	14	for	for	ADP
bracis-33619	167	15	this	this	DET
bracis-33619	167	16	task	task	NOUN
bracis-33619	167	17	,	,	PUNCT
bracis-33619	167	18	achieving	achieve	VERB
bracis-33619	167	19	accuracies	accuracy	NOUN
bracis-33619	167	20	that	that	PRON
bracis-33619	167	21	are	be	AUX
bracis-33619	167	22	15	15	NUM
bracis-33619	167	23	to	to	PART
bracis-33619	167	24	17	17	NUM
bracis-33619	167	25	%	%	NOUN
bracis-33619	167	26	points	point	NOUN
bracis-33619	167	27	higher	high	ADJ
bracis-33619	167	28	.	.	PUNCT
bracis-33619	168	1	table	table	NOUN
bracis-33619	168	2	3	3	NUM
bracis-33619	168	3	.	.	NOUN
bracis-33619	168	4	results	result	NOUN
bracis-33619	168	5	in	in	ADP
bracis-33619	168	6	percentage	percentage	NOUN
bracis-33619	168	7	with	with	ADP
bracis-33619	168	8	mean	mean	ADJ
bracis-33619	168	9	and	and	CCONJ
bracis-33619	168	10	standard	standard	ADJ
bracis-33619	168	11	deviation	deviation	NOUN
bracis-33619	168	12	for	for	ADP
bracis-33619	168	13	different	different	ADJ
bracis-33619	168	14	implementations	implementation	NOUN
bracis-33619	168	15	of	of	ADP
bracis-33619	168	16	tnc	tnc	PROPN
bracis-33619	168	17	on	on	ADP
bracis-33619	168	18	uci	uci	PROPN
bracis-33619	168	19	dataset	dataset	PROPN
bracis-33619	168	20	raw.full	raw.full	NOUN
bracis-33619	168	21	size	size	NOUN
bracis-33619	168	22	table	table	NOUN
bracis-33619	168	23	the	the	DET
bracis-33619	168	24	tnc	tnc	PROPN
bracis-33619	168	25	-	-	PUNCT
bracis-33619	168	26	ts2vec	ts2vec	PROPN
bracis-33619	168	27	-	-	PUNCT
bracis-33619	168	28	sim	sim	NOUN
bracis-33619	168	29	variant	variant	NOUN
bracis-33619	168	30	worked	work	VERB
bracis-33619	168	31	best	well	ADV
bracis-33619	168	32	with	with	ADP
bracis-33619	168	33	w	w	NOUN
bracis-33619	168	34	=	=	NOUN
bracis-33619	168	35	0.20	0.20	NUM
bracis-33619	168	36	while	while	SCONJ
bracis-33619	168	37	the	the	DET
bracis-33619	168	38	other	other	ADJ
bracis-33619	168	39	alternatives	alternative	NOUN
bracis-33619	168	40	worked	work	VERB
bracis-33619	168	41	best	well	ADV
bracis-33619	168	42	with	with	ADP
bracis-33619	168	43	w	w	NOUN
bracis-33619	168	44	=	=	NOUN
bracis-33619	168	45	0.05	0.05	NUM
bracis-33619	168	46	.	.	PUNCT
bracis-33619	169	1	however	however	ADV
bracis-33619	169	2	,	,	PUNCT
bracis-33619	169	3	the	the	DET
bracis-33619	169	4	impact	impact	NOUN
bracis-33619	169	5	on	on	ADP
bracis-33619	169	6	performance	performance	NOUN
bracis-33619	169	7	is	be	AUX
bracis-33619	169	8	very	very	ADV
bracis-33619	169	9	small	small	ADJ
bracis-33619	169	10	(	(	PUNCT
bracis-33619	169	11	\(\le	\(\le	PROPN
bracis-33619	169	12	\)1	\)1	PRON
bracis-33619	169	13	%	%	NOUN
bracis-33619	169	14	on	on	ADP
bracis-33619	169	15	accuracy	accuracy	NOUN
bracis-33619	169	16	)	)	PUNCT
bracis-33619	169	17	.	.	PUNCT
bracis-33619	170	1	as	as	ADP
bracis-33619	170	2	for	for	ADP
bracis-33619	170	3	using	use	VERB
bracis-33619	170	4	a	a	DET
bracis-33619	170	5	statistical	statistical	ADJ
bracis-33619	170	6	test	test	NOUN
bracis-33619	170	7	or	or	CCONJ
bracis-33619	170	8	cosine	cosine	NOUN
bracis-33619	170	9	similarity	similarity	NOUN
bracis-33619	170	10	,	,	PUNCT
bracis-33619	170	11	the	the	DET
bracis-33619	170	12	second	second	ADJ
bracis-33619	170	13	one	one	NOUN
bracis-33619	170	14	showed	show	VERB
bracis-33619	170	15	little	little	ADJ
bracis-33619	170	16	impact	impact	NOUN
bracis-33619	170	17	on	on	ADP
bracis-33619	170	18	the	the	DET
bracis-33619	170	19	metrics	metric	NOUN
bracis-33619	170	20	,	,	PUNCT
bracis-33619	170	21	which	which	PRON
bracis-33619	170	22	indicates	indicate	VERB
bracis-33619	170	23	that	that	SCONJ
bracis-33619	170	24	the	the	DET
bracis-33619	170	25	method	method	NOUN
bracis-33619	170	26	to	to	PART
bracis-33619	170	27	select	select	VERB
bracis-33619	170	28	the	the	DET
bracis-33619	170	29	neighborhood	neighborhood	NOUN
bracis-33619	170	30	did	do	AUX
bracis-33619	170	31	not	not	PART
bracis-33619	170	32	show	show	VERB
bracis-33619	170	33	major	major	ADJ
bracis-33619	170	34	differences	difference	NOUN
bracis-33619	170	35	in	in	ADP
bracis-33619	170	36	the	the	DET
bracis-33619	170	37	results	result	NOUN
bracis-33619	170	38	for	for	ADP
bracis-33619	170	39	har	har	NOUN
bracis-33619	170	40	data	datum	NOUN
bracis-33619	170	41	.	.	PUNCT
bracis-33619	171	1	however	however	ADV
bracis-33619	171	2	,	,	PUNCT
bracis-33619	171	3	one	one	NUM
bracis-33619	171	4	positive	positive	ADJ
bracis-33619	171	5	impact	impact	NOUN
bracis-33619	171	6	of	of	ADP
bracis-33619	171	7	using	use	VERB
bracis-33619	171	8	cosine	cosine	NOUN
bracis-33619	171	9	similarity	similarity	NOUN
bracis-33619	171	10	is	be	AUX
bracis-33619	171	11	the	the	DET
bracis-33619	171	12	training	training	NOUN
bracis-33619	171	13	time	time	NOUN
bracis-33619	171	14	(	(	PUNCT
bracis-33619	171	15	last	last	ADJ
bracis-33619	171	16	column	column	NOUN
bracis-33619	171	17	)	)	PUNCT
bracis-33619	171	18	,	,	PUNCT
bracis-33619	171	19	which	which	PRON
bracis-33619	171	20	showed	show	VERB
bracis-33619	171	21	to	to	PART
bracis-33619	171	22	be	be	AUX
bracis-33619	171	23	from	from	ADP
bracis-33619	171	24	\(7	\(7	PROPN
bracis-33619	171	25	\times	\times	PROPN
bracis-33619	171	26	\	\	NOUN
bracis-33619	171	27	)	)	PUNCT
bracis-33619	171	28	to	to	AUX
bracis-33619	171	29	\(9	\(9	VERB
bracis-33619	171	30	\times	\time	NOUN
bracis-33619	171	31	\	\	NOUN
bracis-33619	171	32	)	)	PUNCT
bracis-33619	171	33	faster	fast	ADV
bracis-33619	171	34	for	for	ADP
bracis-33619	171	35	both	both	PRON
bracis-33619	171	36	encoders	encoder	NOUN
bracis-33619	171	37	and	and	CCONJ
bracis-33619	171	38	weight	weight	NOUN
bracis-33619	171	39	parameters	parameter	NOUN
bracis-33619	171	40	,	,	PUNCT
bracis-33619	171	41	being	be	AUX
bracis-33619	171	42	even	even	ADV
bracis-33619	171	43	faster	fast	ADV
bracis-33619	171	44	when	when	SCONJ
bracis-33619	171	45	using	use	VERB
bracis-33619	171	46	rnn	rnn	NOUN
bracis-33619	171	47	as	as	ADP
bracis-33619	171	48	the	the	DET
bracis-33619	171	49	encoder	encoder	NOUN
bracis-33619	171	50	.	.	PUNCT
bracis-33619	172	1	training	training	NOUN
bracis-33619	172	2	time	time	NOUN
bracis-33619	172	3	is	be	AUX
bracis-33619	172	4	relevant	relevant	ADJ
bracis-33619	172	5	,	,	PUNCT
bracis-33619	172	6	especially	especially	ADV
bracis-33619	172	7	for	for	ADP
bracis-33619	172	8	works	work	NOUN
bracis-33619	172	9	that	that	PRON
bracis-33619	172	10	need	need	VERB
bracis-33619	172	11	a	a	DET
bracis-33619	172	12	fast	fast	ADJ
bracis-33619	172	13	implementation	implementation	NOUN
bracis-33619	172	14	to	to	PART
bracis-33619	172	15	evaluate	evaluate	VERB
bracis-33619	172	16	different	different	ADJ
bracis-33619	172	17	ssl	ssl	ADJ
bracis-33619	172	18	strategies	strategy	NOUN
bracis-33619	172	19	,	,	PUNCT
bracis-33619	172	20	as	as	SCONJ
bracis-33619	172	21	tnc	tnc	PROPN
bracis-33619	172	22	was	be	AUX
bracis-33619	172	23	presented	present	VERB
bracis-33619	172	24	as	as	ADP
bracis-33619	172	25	a	a	DET
bracis-33619	172	26	very	very	ADV
bracis-33619	172	27	time	time	NOUN
bracis-33619	172	28	-	-	PUNCT
bracis-33619	172	29	consuming	consume	VERB
bracis-33619	172	30	and	and	CCONJ
bracis-33619	172	31	less	less	ADV
bracis-33619	172	32	competitive	competitive	ADJ
bracis-33619	172	33	method	method	NOUN
bracis-33619	172	34	in	in	ADP
bracis-33619	172	35	works	work	NOUN
bracis-33619	172	36	such	such	ADJ
bracis-33619	172	37	as	as	ADP
bracis-33619	172	38	[	[	X
bracis-33619	172	39	12	12	NUM
bracis-33619	172	40	,	,	PUNCT
bracis-33619	172	41	17	17	NUM
bracis-33619	172	42	]	]	PUNCT
bracis-33619	172	43	,	,	PUNCT
bracis-33619	172	44	which	which	PRON
bracis-33619	172	45	considered	consider	VERB
bracis-33619	172	46	tnc	tnc	NOUN
bracis-33619	172	47	with	with	ADP
bracis-33619	172	48	rnn	rnn	PROPN
bracis-33619	172	49	as	as	ADP
bracis-33619	172	50	the	the	DET
bracis-33619	172	51	encoder	encoder	NOUN
bracis-33619	172	52	as	as	ADP
bracis-33619	172	53	being	be	AUX
bracis-33619	172	54	250	250	NUM
bracis-33619	172	55	 	 	SPACE
bracis-33619	172	56	times	time	NOUN
bracis-33619	172	57	slower	slow	ADJ
bracis-33619	172	58	than	than	ADP
bracis-33619	172	59	the	the	DET
bracis-33619	172	60	ts2vec	ts2vec	NOUN
bracis-33619	172	61	framework	framework	NOUN
bracis-33619	172	62	for	for	ADP
bracis-33619	172	63	time	time	NOUN
bracis-33619	172	64	series	series	PROPN
bracis-33619	172	65	representation	representation	PROPN
bracis-33619	172	66	learning	learning	NOUN
bracis-33619	172	67	.	.	PUNCT
bracis-33619	173	1	by	by	ADP
bracis-33619	173	2	analysing	analyse	VERB
bracis-33619	173	3	the	the	DET
bracis-33619	173	4	second	second	ADJ
bracis-33619	173	5	row	row	NOUN
bracis-33619	173	6	of	of	ADP
bracis-33619	173	7	table	table	NOUN
bracis-33619	173	8	 	 	SPACE
bracis-33619	173	9	2	2	NUM
bracis-33619	173	10	(	(	PUNCT
bracis-33619	173	11	tnc	tnc	NOUN
bracis-33619	173	12	-	-	PUNCT
bracis-33619	173	13	rnn	rnn	NOUN
bracis-33619	173	14	-	-	PUNCT
bracis-33619	173	15	adf/\(w=0.05\	adf/\(w=0.05\	NOUN
bracis-33619	173	16	)	)	PUNCT
bracis-33619	173	17	on	on	ADP
bracis-33619	173	18	uci	uci	PROPN
bracis-33619	173	19	-	-	PUNCT
bracis-33619	173	20	fe	fe	NOUN
bracis-33619	173	21	)	)	PUNCT
bracis-33619	173	22	and	and	CCONJ
bracis-33619	173	23	the	the	DET
bracis-33619	173	24	first	first	ADJ
bracis-33619	173	25	row	row	NOUN
bracis-33619	173	26	of	of	ADP
bracis-33619	173	27	table	table	NOUN
bracis-33619	173	28	 	 	SPACE
bracis-33619	173	29	3	3	NUM
bracis-33619	173	30	(	(	PUNCT
bracis-33619	173	31	tnc	tnc	NOUN
bracis-33619	173	32	-	-	PUNCT
bracis-33619	173	33	rnn	rnn	NOUN
bracis-33619	173	34	-	-	PUNCT
bracis-33619	173	35	adf/\(w=0.05\	adf/\(w=0.05\	NOUN
bracis-33619	173	36	)	)	PUNCT
bracis-33619	173	37	on	on	ADP
bracis-33619	173	38	uci	uci	PROPN
bracis-33619	173	39	-	-	PUNCT
bracis-33619	173	40	raw	raw	ADJ
bracis-33619	173	41	)	)	PUNCT
bracis-33619	173	42	it	it	PRON
bracis-33619	173	43	is	be	AUX
bracis-33619	173	44	possible	possible	ADJ
bracis-33619	173	45	to	to	PART
bracis-33619	173	46	see	see	VERB
bracis-33619	173	47	that	that	SCONJ
bracis-33619	173	48	it	it	PRON
bracis-33619	173	49	was	be	AUX
bracis-33619	173	50	easier	easy	ADJ
bracis-33619	173	51	for	for	SCONJ
bracis-33619	173	52	the	the	DET
bracis-33619	173	53	tnc	tnc	PROPN
bracis-33619	173	54	-	-	PUNCT
bracis-33619	173	55	rnn	rnn	PROPN
bracis-33619	173	56	-	-	PUNCT
bracis-33619	173	57	adf	adf	NOUN
bracis-33619	173	58	to	to	PART
bracis-33619	173	59	learn	learn	VERB
bracis-33619	173	60	from	from	ADP
bracis-33619	173	61	the	the	DET
bracis-33619	173	62	uci	uci	PROPN
bracis-33619	173	63	-	-	PUNCT
bracis-33619	173	64	fe	fe	PROPN
bracis-33619	173	65	(	(	PUNCT
bracis-33619	173	66	accuracy=88.0	accuracy=88.0	PROPN
bracis-33619	173	67	%	%	NOUN
bracis-33619	173	68	)	)	PUNCT
bracis-33619	173	69	dataset	dataset	NOUN
bracis-33619	173	70	than	than	ADP
bracis-33619	173	71	the	the	DET
bracis-33619	173	72	uci	uci	NOUN
bracis-33619	173	73	-	-	PUNCT
bracis-33619	173	74	raw	raw	ADJ
bracis-33619	173	75	(	(	PUNCT
bracis-33619	173	76	accuracy=78.7	accuracy=78.7	ADP
bracis-33619	173	77	%	%	NOUN
bracis-33619	173	78	)	)	PUNCT
bracis-33619	173	79	.	.	PUNCT
bracis-33619	174	1	this	this	PRON
bracis-33619	174	2	might	might	AUX
bracis-33619	174	3	be	be	AUX
bracis-33619	174	4	attributed	attribute	VERB
bracis-33619	174	5	to	to	ADP
bracis-33619	174	6	the	the	DET
bracis-33619	174	7	handcrafted	handcraft	VERB
bracis-33619	174	8	features	feature	NOUN
bracis-33619	174	9	.	.	PUNCT
bracis-33619	175	1	nonetheless	nonetheless	ADV
bracis-33619	175	2	,	,	PUNCT
bracis-33619	175	3	tnc	tnc	PROPN
bracis-33619	175	4	-	-	PUNCT
bracis-33619	175	5	ts2vec	ts2vec	PROPN
bracis-33619	175	6	-	-	PUNCT
bracis-33619	175	7	sim	sim	NOUN
bracis-33619	175	8	and	and	CCONJ
bracis-33619	175	9	tnc	tnc	PROPN
bracis-33619	175	10	-	-	PUNCT
bracis-33619	175	11	ts2vec	ts2vec	PROPN
bracis-33619	175	12	-	-	PUNCT
bracis-33619	175	13	adf	adf	PROPN
bracis-33619	175	14	were	be	AUX
bracis-33619	175	15	capable	capable	ADJ
bracis-33619	175	16	of	of	ADP
bracis-33619	175	17	learning	learn	VERB
bracis-33619	175	18	good	good	ADJ
bracis-33619	175	19	features	feature	NOUN
bracis-33619	175	20	from	from	ADP
bracis-33619	175	21	the	the	DET
bracis-33619	175	22	uci	uci	NOUN
bracis-33619	175	23	-	-	PUNCT
bracis-33619	175	24	raw	raw	ADJ
bracis-33619	175	25	dataset	dataset	NOUN
bracis-33619	175	26	,	,	PUNCT
bracis-33619	175	27	achieving	achieve	VERB
bracis-33619	175	28	95	95	NUM
bracis-33619	175	29	%	%	NOUN
bracis-33619	175	30	of	of	ADP
bracis-33619	175	31	accuracy	accuracy	NOUN
bracis-33619	175	32	.	.	PUNCT
bracis-33619	176	1	this	this	DET
bracis-33619	176	2	result	result	NOUN
bracis-33619	176	3	suggests	suggest	VERB
bracis-33619	176	4	that	that	SCONJ
bracis-33619	176	5	the	the	DET
bracis-33619	176	6	tnc	tnc	NOUN
bracis-33619	176	7	technique	technique	NOUN
bracis-33619	176	8	combined	combine	VERB
bracis-33619	176	9	with	with	ADP
bracis-33619	176	10	the	the	DET
bracis-33619	176	11	ts2vec	ts2vec	PROPN
bracis-33619	176	12	encoder	encoder	NOUN
bracis-33619	176	13	is	be	AUX
bracis-33619	176	14	capable	capable	ADJ
bracis-33619	176	15	of	of	ADP
bracis-33619	176	16	automatically	automatically	ADV
bracis-33619	176	17	learning	learn	VERB
bracis-33619	176	18	very	very	ADV
bracis-33619	176	19	discriminative	discriminative	NOUN
bracis-33619	176	20	features	feature	NOUN
bracis-33619	176	21	,	,	PUNCT
bracis-33619	176	22	reaching	reach	VERB
bracis-33619	176	23	the	the	DET
bracis-33619	176	24	best	good	ADJ
bracis-33619	176	25	performance	performance	NOUN
bracis-33619	176	26	for	for	ADP
bracis-33619	176	27	uci	uci	NOUN
bracis-33619	176	28	-	-	PUNCT
bracis-33619	176	29	raw	raw	ADJ
bracis-33619	176	30	in	in	ADP
bracis-33619	176	31	our	our	PRON
bracis-33619	176	32	experiments	experiment	NOUN
bracis-33619	176	33	.	.	PUNCT
bracis-33619	177	1	to	to	PART
bracis-33619	177	2	validate	validate	VERB
bracis-33619	177	3	our	our	PRON
bracis-33619	177	4	findings	finding	NOUN
bracis-33619	177	5	,	,	PUNCT
bracis-33619	177	6	we	we	PRON
bracis-33619	177	7	performed	perform	VERB
bracis-33619	177	8	a	a	DET
bracis-33619	177	9	statistical	statistical	ADJ
bracis-33619	177	10	analysis	analysis	NOUN
bracis-33619	177	11	after	after	ADP
bracis-33619	177	12	running	run	VERB
bracis-33619	177	13	each	each	DET
bracis-33619	177	14	one	one	NUM
bracis-33619	177	15	of	of	ADP
bracis-33619	177	16	the	the	DET
bracis-33619	177	17	rows	row	NOUN
bracis-33619	177	18	of	of	ADP
bracis-33619	177	19	table	table	NOUN
bracis-33619	177	20	 	 	SPACE
bracis-33619	177	21	3	3	NUM
bracis-33619	177	22	experiment	experiment	NOUN
bracis-33619	177	23	eight	eight	NUM
bracis-33619	177	24	times	time	NOUN
bracis-33619	177	25	,	,	PUNCT
bracis-33619	177	26	forming	form	VERB
bracis-33619	177	27	a	a	DET
bracis-33619	177	28	sample	sample	NOUN
bracis-33619	177	29	of	of	ADP
bracis-33619	177	30	64	64	NUM
bracis-33619	177	31	runs	run	NOUN
bracis-33619	177	32	,	,	PUNCT
bracis-33619	177	33	32	32	NUM
bracis-33619	177	34	for	for	ADP
bracis-33619	177	35	each	each	DET
bracis-33619	177	36	encoder	encoder	NOUN
bracis-33619	177	37	(	(	PUNCT
bracis-33619	177	38	rnn	rnn	NOUN
bracis-33619	177	39	and	and	CCONJ
bracis-33619	177	40	ts2vec	ts2vec	PROPN
bracis-33619	177	41	)	)	PUNCT
bracis-33619	177	42	.	.	PUNCT
bracis-33619	178	1	we	we	PRON
bracis-33619	178	2	first	first	ADV
bracis-33619	178	3	assessed	assess	VERB
bracis-33619	178	4	the	the	DET
bracis-33619	178	5	normality	normality	NOUN
bracis-33619	178	6	of	of	ADP
bracis-33619	178	7	the	the	DET
bracis-33619	178	8	data	datum	NOUN
bracis-33619	178	9	for	for	ADP
bracis-33619	178	10	each	each	DET
bracis-33619	178	11	encoder	encoder	NOUN
bracis-33619	178	12	,	,	PUNCT
bracis-33619	178	13	using	use	VERB
bracis-33619	178	14	shapiro	shapiro	PROPN
bracis-33619	178	15	-	-	PUNCT
bracis-33619	178	16	wilk	wilk	NOUN
bracis-33619	178	17	test	test	NOUN
bracis-33619	178	18	,	,	PUNCT
bracis-33619	178	19	that	that	PRON
bracis-33619	178	20	presented	present	VERB
bracis-33619	178	21	a	a	DET
bracis-33619	178	22	p	p	NOUN
bracis-33619	178	23	-	-	PUNCT
bracis-33619	178	24	value	value	NOUN
bracis-33619	178	25	below	below	ADP
bracis-33619	178	26	0.05	0.05	NUM
bracis-33619	178	27	for	for	ADP
bracis-33619	178	28	the	the	DET
bracis-33619	178	29	rnn	rnn	NOUN
bracis-33619	178	30	,	,	PUNCT
bracis-33619	178	31	indicating	indicate	VERB
bracis-33619	178	32	a	a	DET
bracis-33619	178	33	significant	significant	ADJ
bracis-33619	178	34	deviation	deviation	NOUN
bracis-33619	178	35	from	from	ADP
bracis-33619	178	36	a	a	DET
bracis-33619	178	37	normal	normal	ADJ
bracis-33619	178	38	distribution	distribution	NOUN
bracis-33619	178	39	.	.	PUNCT
bracis-33619	179	1	given	give	VERB
bracis-33619	179	2	that	that	PRON
bracis-33619	179	3	,	,	PUNCT
bracis-33619	179	4	we	we	PRON
bracis-33619	179	5	proceeded	proceed	VERB
bracis-33619	179	6	to	to	ADP
bracis-33619	179	7	the	the	DET
bracis-33619	179	8	non	non	ADJ
bracis-33619	179	9	-	-	ADJ
bracis-33619	179	10	parametric	parametric	ADJ
bracis-33619	179	11	paired	pair	VERB
bracis-33619	179	12	wilcoxon	wilcoxon	VERB
bracis-33619	179	13	signed	sign	VERB
bracis-33619	179	14	-	-	PUNCT
bracis-33619	179	15	rank	rank	NOUN
bracis-33619	179	16	test	test	NOUN
bracis-33619	179	17	.	.	PUNCT
bracis-33619	180	1	the	the	DET
bracis-33619	180	2	test	test	NOUN
bracis-33619	180	3	resulted	result	VERB
bracis-33619	180	4	in	in	ADP
bracis-33619	180	5	a	a	DET
bracis-33619	180	6	p	p	NOUN
bracis-33619	180	7	-	-	PUNCT
bracis-33619	180	8	value	value	NOUN
bracis-33619	180	9	below	below	ADP
bracis-33619	180	10	0.05	0.05	NUM
bracis-33619	180	11	,	,	PUNCT
bracis-33619	180	12	which	which	PRON
bracis-33619	180	13	indicates	indicate	VERB
bracis-33619	180	14	that	that	SCONJ
bracis-33619	180	15	the	the	DET
bracis-33619	180	16	two	two	NUM
bracis-33619	180	17	encoder	encoder	NOUN
bracis-33619	180	18	means	mean	VERB
bracis-33619	180	19	are	be	AUX
bracis-33619	180	20	statistically	statistically	ADV
bracis-33619	180	21	significant	significant	ADJ
bracis-33619	180	22	different	different	ADJ
bracis-33619	180	23	.	.	PUNCT
bracis-33619	181	1	4.3	4.3	NUM
bracis-33619	181	2	qualitative	qualitative	ADJ
bracis-33619	181	3	analysis	analysis	NOUN
bracis-33619	181	4	this	this	DET
bracis-33619	181	5	section	section	NOUN
bracis-33619	181	6	provides	provide	VERB
bracis-33619	181	7	a	a	DET
bracis-33619	181	8	qualitative	qualitative	ADJ
bracis-33619	181	9	analysis	analysis	NOUN
bracis-33619	181	10	of	of	ADP
bracis-33619	181	11	the	the	DET
bracis-33619	181	12	learned	learn	VERB
bracis-33619	181	13	representations	representation	NOUN
bracis-33619	181	14	.	.	PUNCT
bracis-33619	182	1	first	first	ADV
bracis-33619	182	2	,	,	PUNCT
bracis-33619	182	3	we	we	PRON
bracis-33619	182	4	reproduce	reproduce	VERB
bracis-33619	182	5	the	the	DET
bracis-33619	182	6	t	t	PROPN
bracis-33619	182	7	-	-	PUNCT
bracis-33619	182	8	sne	sne	NOUN
bracis-33619	182	9	plots	plot	NOUN
bracis-33619	182	10	presented	present	VERB
bracis-33619	182	11	by	by	ADP
bracis-33619	182	12	tonekaboni	tonekaboni	NOUN
bracis-33619	182	13	et	et	PROPN
bracis-33619	182	14	al	al	PROPN
bracis-33619	182	15	.	.	PUNCT
bracis-33619	182	16	 	 	SPACE
bracis-33619	183	1	[	[	X
bracis-33619	183	2	10	10	NUM
bracis-33619	183	3	]	]	PUNCT
bracis-33619	183	4	.	.	PUNCT
bracis-33619	184	1	figure	figure	NOUN
bracis-33619	184	2	 	 	SPACE
bracis-33619	184	3	2	2	NUM
bracis-33619	184	4	shows	show	VERB
bracis-33619	184	5	the	the	DET
bracis-33619	184	6	t	t	PROPN
bracis-33619	184	7	-	-	PUNCT
bracis-33619	184	8	sne	sne	NOUN
bracis-33619	184	9	plot	plot	NOUN
bracis-33619	184	10	for	for	ADP
bracis-33619	184	11	the	the	DET
bracis-33619	184	12	test	test	NOUN
bracis-33619	184	13	set	set	NOUN
bracis-33619	184	14	of	of	ADP
bracis-33619	184	15	the	the	DET
bracis-33619	184	16	uci	uci	PROPN
bracis-33619	184	17	-	-	PUNCT
bracis-33619	184	18	fe	fe	NOUN
bracis-33619	184	19	dataset	dataset	NOUN
bracis-33619	184	20	(	(	PUNCT
bracis-33619	184	21	left	left	ADJ
bracis-33619	184	22	)	)	PUNCT
bracis-33619	184	23	and	and	CCONJ
bracis-33619	184	24	for	for	ADP
bracis-33619	184	25	its	its	PRON
bracis-33619	184	26	samples	sample	NOUN
bracis-33619	184	27	encoded	encode	VERB
bracis-33619	184	28	by	by	ADP
bracis-33619	184	29	the	the	DET
bracis-33619	184	30	tnc	tnc	PROPN
bracis-33619	184	31	-	-	PUNCT
bracis-33619	184	32	rnn	rnn	PROPN
bracis-33619	184	33	-	-	PUNCT
bracis-33619	184	34	adf	adf	NOUN
bracis-33619	184	35	variant	variant	NOUN
bracis-33619	184	36	(	(	PUNCT
bracis-33619	184	37	right	right	NOUN
bracis-33619	184	38	)	)	PUNCT
bracis-33619	184	39	.	.	PUNCT
bracis-33619	185	1	it	it	PRON
bracis-33619	185	2	is	be	AUX
bracis-33619	185	3	possible	possible	ADJ
bracis-33619	185	4	to	to	PART
bracis-33619	185	5	notice	notice	VERB
bracis-33619	185	6	that	that	SCONJ
bracis-33619	185	7	the	the	DET
bracis-33619	185	8	handcrafted	handcraft	VERB
bracis-33619	185	9	features	feature	NOUN
bracis-33619	185	10	already	already	ADV
bracis-33619	185	11	splits	split	VERB
bracis-33619	185	12	the	the	DET
bracis-33619	185	13	data	datum	NOUN
bracis-33619	185	14	in	in	ADP
bracis-33619	185	15	three	three	NUM
bracis-33619	185	16	major	major	ADJ
bracis-33619	185	17	clusters	cluster	NOUN
bracis-33619	185	18	:	:	PUNCT
bracis-33619	185	19	(	(	PUNCT
bracis-33619	185	20	laying	lay	VERB
bracis-33619	185	21	)	)	PUNCT
bracis-33619	185	22	,	,	PUNCT
bracis-33619	185	23	(	(	PUNCT
bracis-33619	185	24	walking	walk	VERB
bracis-33619	185	25	downstairs	downstairs	ADV
bracis-33619	185	26	;	;	PUNCT
bracis-33619	185	27	walking	walk	VERB
bracis-33619	185	28	upstairs	upstairs	ADV
bracis-33619	185	29	)	)	PUNCT
bracis-33619	185	30	,	,	PUNCT
bracis-33619	185	31	and	and	CCONJ
bracis-33619	185	32	(	(	PUNCT
bracis-33619	185	33	sitting	sitting	NOUN
bracis-33619	185	34	;	;	PUNCT
bracis-33619	185	35	standing	standing	NOUN
bracis-33619	185	36	;	;	PUNCT
bracis-33619	185	37	walking	walk	VERB
bracis-33619	185	38	)	)	PUNCT
bracis-33619	185	39	.	.	PUNCT
bracis-33619	186	1	however	however	ADV
bracis-33619	186	2	,	,	PUNCT
bracis-33619	186	3	there	there	PRON
bracis-33619	186	4	is	be	VERB
bracis-33619	186	5	still	still	ADV
bracis-33619	186	6	some	some	DET
bracis-33619	186	7	confusion	confusion	NOUN
bracis-33619	186	8	among	among	ADP
bracis-33619	186	9	classes	class	NOUN
bracis-33619	186	10	inside	inside	ADP
bracis-33619	186	11	these	these	DET
bracis-33619	186	12	clusters	cluster	NOUN
bracis-33619	186	13	.	.	PUNCT
bracis-33619	187	1	the	the	DET
bracis-33619	187	2	tcn	tcn	PROPN
bracis-33619	187	3	-	-	PUNCT
bracis-33619	187	4	rnn	rnn	PROPN
bracis-33619	187	5	-	-	PUNCT
bracis-33619	187	6	adf	adf	NOUN
bracis-33619	187	7	encoder	encoder	NOUN
bracis-33619	187	8	,	,	PUNCT
bracis-33619	187	9	on	on	ADP
bracis-33619	187	10	the	the	DET
bracis-33619	187	11	other	other	ADJ
bracis-33619	187	12	hand	hand	NOUN
bracis-33619	187	13	,	,	PUNCT
bracis-33619	187	14	was	be	AUX
bracis-33619	187	15	capable	capable	ADJ
bracis-33619	187	16	of	of	ADP
bracis-33619	187	17	improving	improve	VERB
bracis-33619	187	18	the	the	DET
bracis-33619	187	19	representation	representation	NOUN
bracis-33619	187	20	by	by	ADP
bracis-33619	187	21	separating	separate	VERB
bracis-33619	187	22	the	the	DET
bracis-33619	187	23	classes	class	NOUN
bracis-33619	187	24	on	on	ADP
bracis-33619	187	25	six	six	NUM
bracis-33619	187	26	,	,	PUNCT
bracis-33619	187	27	more	more	ADV
bracis-33619	187	28	separable	separable	ADJ
bracis-33619	187	29	,	,	PUNCT
bracis-33619	187	30	clusters	cluster	NOUN
bracis-33619	187	31	,	,	PUNCT
bracis-33619	187	32	in	in	ADP
bracis-33619	187	33	line	line	NOUN
bracis-33619	187	34	with	with	ADP
bracis-33619	187	35	the	the	DET
bracis-33619	187	36	results	result	NOUN
bracis-33619	187	37	reported	report	VERB
bracis-33619	187	38	by	by	ADP
bracis-33619	187	39	tonekaboni	tonekaboni	NOUN
bracis-33619	187	40	et	et	PROPN
bracis-33619	187	41	al	al	PROPN
bracis-33619	187	42	.	.	PUNCT
bracis-33619	187	43	 	 	SPACE
bracis-33619	188	1	[	[	X
bracis-33619	188	2	10	10	NUM
bracis-33619	188	3	]	]	PUNCT
bracis-33619	188	4	at	at	ADP
bracis-33619	188	5	appendix	appendix	PROPN
bracis-33619	188	6	a.7.2	a.7.2	PROPN
bracis-33619	188	7	.	.	PUNCT
bracis-33619	189	1	fig	fig	NOUN
bracis-33619	189	2	.	.	PUNCT
bracis-33619	190	1	2	2	NUM
bracis-33619	190	2	.	.	X
bracis-33619	190	3	t	t	PROPN
bracis-33619	190	4	-	-	PUNCT
bracis-33619	190	5	sne	sne	PROPN
bracis-33619	190	6	of	of	ADP
bracis-33619	190	7	tnc	tnc	PROPN
bracis-33619	190	8	-	-	PUNCT
bracis-33619	190	9	rnn	rnn	PROPN
bracis-33619	190	10	-	-	PUNCT
bracis-33619	190	11	adf	adf	NOUN
bracis-33619	190	12	encoder	encoder	NOUN
bracis-33619	190	13	on	on	ADP
bracis-33619	190	14	data	datum	NOUN
bracis-33619	190	15	with	with	ADP
bracis-33619	190	16	features	feature	NOUN
bracis-33619	190	17	full	full	ADJ
bracis-33619	190	18	size	size	NOUN
bracis-33619	190	19	image	image	NOUN
bracis-33619	190	20	now	now	ADV
bracis-33619	190	21	,	,	PUNCT
bracis-33619	190	22	we	we	PRON
bracis-33619	190	23	turn	turn	VERB
bracis-33619	190	24	our	our	PRON
bracis-33619	190	25	attention	attention	NOUN
bracis-33619	190	26	to	to	ADP
bracis-33619	190	27	the	the	DET
bracis-33619	190	28	representations	representation	NOUN
bracis-33619	190	29	learned	learn	VERB
bracis-33619	190	30	by	by	ADP
bracis-33619	190	31	the	the	DET
bracis-33619	190	32	four	four	NUM
bracis-33619	190	33	variants	variant	NOUN
bracis-33619	190	34	of	of	ADP
bracis-33619	190	35	tnc	tnc	PROPN
bracis-33619	190	36	on	on	ADP
bracis-33619	190	37	the	the	DET
bracis-33619	190	38	uci	uci	NOUN
bracis-33619	190	39	-	-	PUNCT
bracis-33619	190	40	raw	raw	ADJ
bracis-33619	190	41	dataset	dataset	NOUN
bracis-33619	190	42	.	.	PUNCT
bracis-33619	191	1	we	we	PRON
bracis-33619	191	2	start	start	VERB
bracis-33619	191	3	by	by	ADP
bracis-33619	191	4	analyzing	analyze	VERB
bracis-33619	191	5	the	the	DET
bracis-33619	191	6	t	t	PROPN
bracis-33619	191	7	-	-	PUNCT
bracis-33619	191	8	sne	sne	PROPN
bracis-33619	191	9	chart	chart	NOUN
bracis-33619	191	10	for	for	ADP
bracis-33619	191	11	the	the	DET
bracis-33619	191	12	raw	raw	ADJ
bracis-33619	191	13	test	test	NOUN
bracis-33619	191	14	set	set	NOUN
bracis-33619	191	15	,	,	PUNCT
bracis-33619	191	16	showed	show	VERB
bracis-33619	191	17	in	in	ADP
bracis-33619	191	18	fig	fig	NOUN
bracis-33619	191	19	.	.	PUNCT
bracis-33619	191	20	 	 	SPACE
bracis-33619	192	1	3	3	X
bracis-33619	192	2	.	.	X
bracis-33619	192	3	notice	notice	VERB
bracis-33619	192	4	that	that	SCONJ
bracis-33619	192	5	,	,	PUNCT
bracis-33619	192	6	despite	despite	SCONJ
bracis-33619	192	7	the	the	DET
bracis-33619	192	8	existence	existence	NOUN
bracis-33619	192	9	of	of	ADP
bracis-33619	192	10	two	two	NUM
bracis-33619	192	11	clusters	cluster	NOUN
bracis-33619	192	12	,	,	PUNCT
bracis-33619	192	13	there	there	PRON
bracis-33619	192	14	is	be	VERB
bracis-33619	192	15	no	no	DET
bracis-33619	192	16	clear	clear	ADJ
bracis-33619	192	17	separation	separation	NOUN
bracis-33619	192	18	between	between	ADP
bracis-33619	192	19	most	most	ADJ
bracis-33619	192	20	classes	class	NOUN
bracis-33619	192	21	.	.	PUNCT
bracis-33619	193	1	this	this	PRON
bracis-33619	193	2	explains	explain	VERB
bracis-33619	193	3	why	why	SCONJ
bracis-33619	193	4	it	it	PRON
bracis-33619	193	5	is	be	AUX
bracis-33619	193	6	easier	easy	ADJ
bracis-33619	193	7	to	to	PART
bracis-33619	193	8	learn	learn	VERB
bracis-33619	193	9	from	from	ADP
bracis-33619	193	10	the	the	DET
bracis-33619	193	11	uci	uci	PROPN
bracis-33619	193	12	-	-	PUNCT
bracis-33619	193	13	fe	fe	NOUN
bracis-33619	193	14	dataset	dataset	NOUN
bracis-33619	193	15	than	than	ADP
bracis-33619	193	16	from	from	ADP
bracis-33619	193	17	the	the	DET
bracis-33619	193	18	uci	uci	NOUN
bracis-33619	193	19	-	-	PUNCT
bracis-33619	193	20	raw	raw	ADJ
bracis-33619	193	21	one	one	NOUN
bracis-33619	193	22	.	.	PUNCT
bracis-33619	194	1	fig	fig	NOUN
bracis-33619	194	2	.	.	PUNCT
bracis-33619	195	1	3	3	X
bracis-33619	195	2	.	.	X
bracis-33619	195	3	t	t	PROPN
bracis-33619	195	4	-	-	PUNCT
bracis-33619	195	5	sne	sne	PROPN
bracis-33619	195	6	chart	chart	NOUN
bracis-33619	195	7	for	for	ADP
bracis-33619	195	8	the	the	DET
bracis-33619	195	9	uci	uci	PROPN
bracis-33619	195	10	-	-	PUNCT
bracis-33619	195	11	raw	raw	ADJ
bracis-33619	195	12	dataset	dataset	NOUN
bracis-33619	195	13	full	full	ADJ
bracis-33619	195	14	size	size	NOUN
bracis-33619	195	15	image	image	NOUN
bracis-33619	195	16	figure	figure	NOUN
bracis-33619	195	17	 	 	SPACE
bracis-33619	195	18	4	4	NUM
bracis-33619	195	19	shows	show	VERB
bracis-33619	195	20	the	the	DET
bracis-33619	195	21	t	t	PROPN
bracis-33619	195	22	-	-	PUNCT
bracis-33619	195	23	sne	sne	NOUN
bracis-33619	195	24	charts	chart	NOUN
bracis-33619	195	25	for	for	ADP
bracis-33619	195	26	the	the	DET
bracis-33619	195	27	representations	representation	NOUN
bracis-33619	195	28	learned	learn	VERB
bracis-33619	195	29	by	by	ADP
bracis-33619	195	30	the	the	DET
bracis-33619	195	31	four	four	NUM
bracis-33619	195	32	variants	variant	NOUN
bracis-33619	195	33	of	of	ADP
bracis-33619	195	34	tnc	tnc	PROPN
bracis-33619	195	35	.	.	PUNCT
bracis-33619	196	1	since	since	SCONJ
bracis-33619	196	2	the	the	DET
bracis-33619	196	3	w	w	PROPN
bracis-33619	196	4	parameter	parameter	NOUN
bracis-33619	196	5	had	have	VERB
bracis-33619	196	6	little	little	ADJ
bracis-33619	196	7	impact	impact	NOUN
bracis-33619	196	8	on	on	ADP
bracis-33619	196	9	the	the	DET
bracis-33619	196	10	result	result	NOUN
bracis-33619	196	11	,	,	PUNCT
bracis-33619	196	12	we	we	PRON
bracis-33619	196	13	decided	decide	VERB
bracis-33619	196	14	to	to	PART
bracis-33619	196	15	report	report	VERB
bracis-33619	196	16	only	only	ADV
bracis-33619	196	17	the	the	DET
bracis-33619	196	18	best	good	ADJ
bracis-33619	196	19	result	result	NOUN
bracis-33619	196	20	for	for	ADP
bracis-33619	196	21	each	each	DET
bracis-33619	196	22	one	one	NUM
bracis-33619	196	23	of	of	ADP
bracis-33619	196	24	the	the	DET
bracis-33619	196	25	variants	variant	NOUN
bracis-33619	196	26	in	in	ADP
bracis-33619	196	27	terms	term	NOUN
bracis-33619	196	28	of	of	ADP
bracis-33619	196	29	accuracy	accuracy	NOUN
bracis-33619	196	30	.	.	PUNCT
bracis-33619	197	1	notice	notice	VERB
bracis-33619	197	2	that	that	SCONJ
bracis-33619	197	3	the	the	DET
bracis-33619	197	4	variants	variant	NOUN
bracis-33619	197	5	with	with	ADP
bracis-33619	197	6	the	the	DET
bracis-33619	197	7	ts2vec	ts2vec	PROPN
bracis-33619	197	8	encoder	encoder	NOUN
bracis-33619	197	9	(	(	PUNCT
bracis-33619	197	10	bottom	bottom	ADJ
bracis-33619	197	11	)	)	PUNCT
bracis-33619	197	12	perform	perform	VERB
bracis-33619	197	13	better	well	ADJ
bracis-33619	197	14	than	than	ADP
bracis-33619	197	15	the	the	DET
bracis-33619	197	16	ones	one	NOUN
bracis-33619	197	17	with	with	ADP
bracis-33619	197	18	the	the	DET
bracis-33619	197	19	rnn	rnn	NOUN
bracis-33619	197	20	encoder	encoder	NOUN
bracis-33619	197	21	(	(	PUNCT
bracis-33619	197	22	top	top	NOUN
bracis-33619	197	23	)	)	PUNCT
bracis-33619	197	24	,	,	PUNCT
bracis-33619	197	25	managing	manage	VERB
bracis-33619	197	26	to	to	PART
bracis-33619	197	27	provide	provide	VERB
bracis-33619	197	28	a	a	DET
bracis-33619	197	29	clear	clear	ADJ
bracis-33619	197	30	separation	separation	NOUN
bracis-33619	197	31	between	between	ADP
bracis-33619	197	32	most	most	ADJ
bracis-33619	197	33	classes	class	NOUN
bracis-33619	197	34	.	.	PUNCT
bracis-33619	198	1	also	also	ADV
bracis-33619	198	2	,	,	PUNCT
bracis-33619	198	3	the	the	DET
bracis-33619	198	4	choice	choice	NOUN
bracis-33619	198	5	of	of	ADP
bracis-33619	198	6	using	use	VERB
bracis-33619	198	7	adf	adf	PROPN
bracis-33619	198	8	or	or	CCONJ
bracis-33619	198	9	cosine	cosine	NOUN
bracis-33619	198	10	similarity	similarity	NOUN
bracis-33619	198	11	to	to	PART
bracis-33619	198	12	select	select	VERB
bracis-33619	198	13	the	the	DET
bracis-33619	198	14	neighborhood	neighborhood	NOUN
bracis-33619	198	15	had	have	VERB
bracis-33619	198	16	little	little	ADJ
bracis-33619	198	17	impact	impact	NOUN
bracis-33619	198	18	on	on	ADP
bracis-33619	198	19	the	the	DET
bracis-33619	198	20	clustering	clustering	NOUN
bracis-33619	198	21	.	.	PUNCT
bracis-33619	199	1	fig	fig	NOUN
bracis-33619	199	2	.	.	PUNCT
bracis-33619	200	1	4	4	X
bracis-33619	200	2	.	.	X
bracis-33619	200	3	comparison	comparison	NOUN
bracis-33619	200	4	between	between	ADP
bracis-33619	200	5	t	t	PROPN
bracis-33619	200	6	-	-	PUNCT
bracis-33619	200	7	sne	sne	NOUN
bracis-33619	200	8	on	on	ADP
bracis-33619	200	9	different	different	ADJ
bracis-33619	200	10	tnc	tnc	NOUN
bracis-33619	200	11	variations	variation	NOUN
bracis-33619	200	12	full	full	ADJ
bracis-33619	200	13	size	size	NOUN
bracis-33619	200	14	image	image	NOUN
bracis-33619	200	15	5	5	NUM
bracis-33619	200	16	conclusions	conclusion	NOUN
bracis-33619	200	17	and	and	CCONJ
bracis-33619	200	18	 	 	SPACE
bracis-33619	200	19	future	future	ADJ
bracis-33619	200	20	work	work	NOUN
bracis-33619	200	21	in	in	ADP
bracis-33619	200	22	this	this	DET
bracis-33619	200	23	work	work	NOUN
bracis-33619	200	24	,	,	PUNCT
bracis-33619	200	25	we	we	PRON
bracis-33619	200	26	evaluated	evaluate	VERB
bracis-33619	200	27	different	different	ADJ
bracis-33619	200	28	variants	variant	NOUN
bracis-33619	200	29	of	of	ADP
bracis-33619	200	30	tnc	tnc	PROPN
bracis-33619	200	31	using	use	VERB
bracis-33619	200	32	the	the	DET
bracis-33619	200	33	feature	feature	NOUN
bracis-33619	200	34	engineered	engineer	VERB
bracis-33619	200	35	(	(	PUNCT
bracis-33619	200	36	uci	uci	PROPN
bracis-33619	200	37	-	-	PUNCT
bracis-33619	200	38	fe	fe	NOUN
bracis-33619	200	39	)	)	PUNCT
bracis-33619	200	40	and	and	CCONJ
bracis-33619	200	41	the	the	DET
bracis-33619	200	42	raw	raw	ADJ
bracis-33619	200	43	(	(	PUNCT
bracis-33619	200	44	uci	uci	NOUN
bracis-33619	200	45	-	-	PUNCT
bracis-33619	200	46	raw	raw	ADJ
bracis-33619	200	47	)	)	PUNCT
bracis-33619	200	48	versions	version	NOUN
bracis-33619	200	49	of	of	ADP
bracis-33619	200	50	the	the	DET
bracis-33619	200	51	uci	uci	PROPN
bracis-33619	200	52	har	har	PROPN
bracis-33619	200	53	dataset	dataset	PROPN
bracis-33619	200	54	.	.	PUNCT
bracis-33619	201	1	uci	uci	PROPN
bracis-33619	201	2	-	-	PUNCT
bracis-33619	201	3	fe	fe	PROPN
bracis-33619	201	4	was	be	AUX
bracis-33619	201	5	the	the	DET
bracis-33619	201	6	version	version	NOUN
bracis-33619	201	7	used	use	VERB
bracis-33619	201	8	by	by	ADP
bracis-33619	201	9	the	the	DET
bracis-33619	201	10	original	original	ADJ
bracis-33619	201	11	work	work	NOUN
bracis-33619	201	12	of	of	ADP
bracis-33619	201	13	tnc	tnc	PROPN
bracis-33619	201	14	 	 	SPACE
bracis-33619	202	1	[	[	X
bracis-33619	202	2	10	10	NUM
bracis-33619	202	3	]	]	PUNCT
bracis-33619	202	4	,	,	PUNCT
bracis-33619	202	5	while	while	SCONJ
bracis-33619	202	6	uci	uci	NOUN
bracis-33619	202	7	-	-	PUNCT
bracis-33619	202	8	raw	raw	ADJ
bracis-33619	202	9	is	be	AUX
bracis-33619	202	10	more	more	ADV
bracis-33619	202	11	often	often	ADV
bracis-33619	202	12	used	use	VERB
bracis-33619	202	13	to	to	PART
bracis-33619	202	14	evaluate	evaluate	VERB
bracis-33619	202	15	machine	machine	NOUN
bracis-33619	202	16	learning	learning	NOUN
bracis-33619	202	17	techniques	technique	NOUN
bracis-33619	202	18	.	.	PUNCT
bracis-33619	203	1	regarding	regard	VERB
bracis-33619	203	2	the	the	DET
bracis-33619	203	3	tnc	tnc	NOUN
bracis-33619	203	4	,	,	PUNCT
bracis-33619	203	5	we	we	PRON
bracis-33619	203	6	evaluate	evaluate	VERB
bracis-33619	203	7	the	the	DET
bracis-33619	203	8	impact	impact	NOUN
bracis-33619	203	9	of	of	ADP
bracis-33619	203	10	two	two	NUM
bracis-33619	203	11	different	different	ADJ
bracis-33619	203	12	encoders	encoder	NOUN
bracis-33619	203	13	(	(	PUNCT
bracis-33619	203	14	rnn	rnn	NOUN
bracis-33619	203	15	and	and	CCONJ
bracis-33619	203	16	ts2vec	ts2vec	PROPN
bracis-33619	203	17	)	)	PUNCT
bracis-33619	203	18	and	and	CCONJ
bracis-33619	203	19	two	two	NUM
bracis-33619	203	20	different	different	ADJ
bracis-33619	203	21	neighborhood	neighborhood	NOUN
bracis-33619	203	22	selection	selection	NOUN
bracis-33619	203	23	functions	function	NOUN
bracis-33619	203	24	(	(	PUNCT
bracis-33619	203	25	adf	adf	NOUN
bracis-33619	203	26	and	and	CCONJ
bracis-33619	203	27	cos	cos	PROPN
bracis-33619	203	28	.	.	PROPN
bracis-33619	203	29	sim	sim	PROPN
bracis-33619	203	30	.	.	PUNCT
bracis-33619	203	31	)	)	PUNCT
bracis-33619	204	1	have	have	VERB
bracis-33619	204	2	on	on	ADP
bracis-33619	204	3	the	the	DET
bracis-33619	204	4	performance	performance	NOUN
bracis-33619	204	5	of	of	ADP
bracis-33619	204	6	the	the	DET
bracis-33619	204	7	model	model	NOUN
bracis-33619	204	8	when	when	SCONJ
bracis-33619	204	9	trained	train	VERB
bracis-33619	204	10	with	with	ADP
bracis-33619	204	11	the	the	DET
bracis-33619	204	12	uci	uci	NOUN
bracis-33619	204	13	-	-	PUNCT
bracis-33619	204	14	raw	raw	ADJ
bracis-33619	204	15	dataset	dataset	NOUN
bracis-33619	204	16	.	.	PUNCT
bracis-33619	205	1	our	our	PRON
bracis-33619	205	2	evaluation	evaluation	NOUN
bracis-33619	205	3	of	of	ADP
bracis-33619	205	4	different	different	ADJ
bracis-33619	205	5	tnc	tnc	NOUN
bracis-33619	205	6	variants	variant	NOUN
bracis-33619	205	7	using	use	VERB
bracis-33619	205	8	the	the	DET
bracis-33619	205	9	uci	uci	NOUN
bracis-33619	205	10	-	-	PUNCT
bracis-33619	205	11	raw	raw	ADJ
bracis-33619	205	12	dataset	dataset	NOUN
bracis-33619	205	13	demonstrated	demonstrate	VERB
bracis-33619	205	14	that	that	SCONJ
bracis-33619	205	15	the	the	DET
bracis-33619	205	16	ts2vec	ts2vec	PROPN
bracis-33619	205	17	encoder	encoder	NOUN
bracis-33619	205	18	significantly	significantly	ADV
bracis-33619	205	19	outperforms	outperform	VERB
bracis-33619	205	20	the	the	DET
bracis-33619	205	21	rnn	rnn	NOUN
bracis-33619	205	22	encoder	encoder	NOUN
bracis-33619	205	23	for	for	ADP
bracis-33619	205	24	this	this	DET
bracis-33619	205	25	task	task	NOUN
bracis-33619	205	26	,	,	PUNCT
bracis-33619	205	27	achieving	achieve	VERB
bracis-33619	205	28	accuracies	accuracy	NOUN
bracis-33619	205	29	that	that	PRON
bracis-33619	205	30	are	be	AUX
bracis-33619	205	31	15	15	NUM
bracis-33619	205	32	to	to	PART
bracis-33619	205	33	17	17	NUM
bracis-33619	205	34	%	%	NOUN
bracis-33619	205	35	points	point	NOUN
bracis-33619	205	36	higher	higher	ADV
bracis-33619	205	37	.	.	PUNCT
bracis-33619	206	1	additionally	additionally	ADV
bracis-33619	206	2	,	,	PUNCT
bracis-33619	206	3	we	we	PRON
bracis-33619	206	4	found	find	VERB
bracis-33619	206	5	that	that	SCONJ
bracis-33619	206	6	replacing	replace	VERB
bracis-33619	206	7	the	the	DET
bracis-33619	206	8	adf	adf	NOUN
bracis-33619	206	9	statistical	statistical	ADJ
bracis-33619	206	10	test	test	NOUN
bracis-33619	206	11	with	with	ADP
bracis-33619	206	12	cosine	cosine	NOUN
bracis-33619	206	13	similarity	similarity	NOUN
bracis-33619	206	14	has	have	VERB
bracis-33619	206	15	a	a	DET
bracis-33619	206	16	minimal	minimal	ADJ
bracis-33619	206	17	impact	impact	NOUN
bracis-33619	206	18	on	on	ADP
bracis-33619	206	19	model	model	NOUN
bracis-33619	206	20	accuracy	accuracy	NOUN
bracis-33619	206	21	but	but	CCONJ
bracis-33619	206	22	reduces	reduce	VERB
bracis-33619	206	23	training	training	NOUN
bracis-33619	206	24	times	time	NOUN
bracis-33619	206	25	from	from	ADP
bracis-33619	206	26	\(7	\(7	PROPN
bracis-33619	206	27	\times	\times	PROPN
bracis-33619	206	28	\	\	NOUN
bracis-33619	206	29	)	)	PUNCT
bracis-33619	206	30	to	to	AUX
bracis-33619	206	31	\(9	\(9	VERB
bracis-33619	206	32	\times	\time	NOUN
bracis-33619	206	33	\	\	NOUN
bracis-33619	206	34	)	)	PUNCT
bracis-33619	206	35	.	.	PUNCT
bracis-33619	207	1	furthermore	furthermore	ADV
bracis-33619	207	2	,	,	PUNCT
bracis-33619	207	3	our	our	PRON
bracis-33619	207	4	assessment	assessment	NOUN
bracis-33619	207	5	of	of	ADP
bracis-33619	207	6	the	the	DET
bracis-33619	207	7	impact	impact	NOUN
bracis-33619	207	8	of	of	ADP
bracis-33619	207	9	applying	apply	VERB
bracis-33619	207	10	a	a	DET
bracis-33619	207	11	tnc	tnc	NOUN
bracis-33619	207	12	encoder	encoder	NOUN
bracis-33619	207	13	to	to	ADP
bracis-33619	207	14	both	both	DET
bracis-33619	207	15	raw	raw	ADJ
bracis-33619	207	16	data	datum	NOUN
bracis-33619	207	17	(	(	PUNCT
bracis-33619	207	18	uci	uci	NOUN
bracis-33619	207	19	-	-	PUNCT
bracis-33619	207	20	raw	raw	ADJ
bracis-33619	207	21	)	)	PUNCT
bracis-33619	207	22	and	and	CCONJ
bracis-33619	207	23	data	datum	NOUN
bracis-33619	207	24	represented	represent	VERB
bracis-33619	207	25	by	by	ADP
bracis-33619	207	26	handcrafted	handcrafted	ADJ
bracis-33619	207	27	features	feature	NOUN
bracis-33619	207	28	(	(	PUNCT
bracis-33619	207	29	uci	uci	PROPN
bracis-33619	207	30	-	-	PUNCT
bracis-33619	207	31	fe	fe	NOUN
bracis-33619	207	32	)	)	PUNCT
bracis-33619	207	33	indicates	indicate	VERB
bracis-33619	207	34	that	that	SCONJ
bracis-33619	207	35	,	,	PUNCT
bracis-33619	207	36	while	while	SCONJ
bracis-33619	207	37	learning	learn	VERB
bracis-33619	207	38	from	from	ADP
bracis-33619	207	39	handcrafted	handcrafted	ADJ
bracis-33619	207	40	features	feature	NOUN
bracis-33619	207	41	is	be	AUX
bracis-33619	207	42	easier	easy	ADJ
bracis-33619	207	43	,	,	PUNCT
bracis-33619	207	44	the	the	DET
bracis-33619	207	45	more	more	ADV
bracis-33619	207	46	advanced	advanced	ADJ
bracis-33619	207	47	versions	version	NOUN
bracis-33619	207	48	of	of	ADP
bracis-33619	207	49	tnc	tnc	PROPN
bracis-33619	207	50	can	can	AUX
bracis-33619	207	51	effectively	effectively	ADV
bracis-33619	207	52	learn	learn	VERB
bracis-33619	207	53	robust	robust	ADJ
bracis-33619	207	54	features	feature	NOUN
bracis-33619	207	55	from	from	ADP
bracis-33619	207	56	raw	raw	ADJ
bracis-33619	207	57	data	datum	NOUN
bracis-33619	207	58	,	,	PUNCT
bracis-33619	207	59	achieving	achieve	VERB
bracis-33619	207	60	performance	performance	NOUN
bracis-33619	207	61	comparable	comparable	ADJ
bracis-33619	207	62	to	to	ADP
bracis-33619	207	63	models	model	NOUN
bracis-33619	207	64	trained	train	VERB
bracis-33619	207	65	on	on	ADP
bracis-33619	207	66	handcrafted	handcraft	VERB
bracis-33619	207	67	features	feature	NOUN
bracis-33619	207	68	,	,	PUNCT
bracis-33619	207	69	i.e.	i.e.	X
bracis-33619	207	70	,	,	PUNCT
bracis-33619	207	71	95	95	NUM
bracis-33619	207	72	%	%	NOUN
bracis-33619	207	73	of	of	ADP
bracis-33619	207	74	accuracy	accuracy	NOUN
bracis-33619	207	75	.	.	PUNCT
bracis-33619	208	1	as	as	ADP
bracis-33619	208	2	future	future	ADJ
bracis-33619	208	3	work	work	NOUN
bracis-33619	208	4	,	,	PUNCT
bracis-33619	208	5	an	an	DET
bracis-33619	208	6	ablation	ablation	NOUN
bracis-33619	208	7	study	study	NOUN
bracis-33619	208	8	of	of	ADP
bracis-33619	208	9	different	different	ADJ
bracis-33619	208	10	hyperparameters	hyperparameter	NOUN
bracis-33619	208	11	can	can	AUX
bracis-33619	208	12	be	be	AUX
bracis-33619	208	13	added	add	VERB
bracis-33619	208	14	to	to	ADP
bracis-33619	208	15	the	the	DET
bracis-33619	208	16	discussion	discussion	NOUN
bracis-33619	208	17	,	,	PUNCT
bracis-33619	208	18	specially	specially	ADV
bracis-33619	208	19	the	the	DET
bracis-33619	208	20	weight	weight	NOUN
bracis-33619	208	21	parameter	parameter	NOUN
bracis-33619	208	22	and	and	CCONJ
bracis-33619	208	23	window	window	NOUN
bracis-33619	208	24	size	size	NOUN
bracis-33619	208	25	and	and	CCONJ
bracis-33619	208	26	the	the	DET
bracis-33619	208	27	performance	performance	NOUN
bracis-33619	208	28	of	of	ADP
bracis-33619	208	29	the	the	DET
bracis-33619	208	30	fully	fully	ADV
bracis-33619	208	31	supervised	supervised	ADJ
bracis-33619	208	32	training	training	NOUN
bracis-33619	208	33	using	use	VERB
bracis-33619	208	34	the	the	DET
bracis-33619	208	35	encoders	encoder	NOUN
bracis-33619	208	36	with	with	ADP
bracis-33619	208	37	a	a	DET
bracis-33619	208	38	linear	linear	ADJ
bracis-33619	208	39	classification	classification	NOUN
bracis-33619	208	40	layer	layer	NOUN
bracis-33619	208	41	can	can	AUX
bracis-33619	208	42	be	be	AUX
bracis-33619	208	43	added	add	VERB
bracis-33619	208	44	.	.	PUNCT
bracis-33619	209	1	also	also	ADV
bracis-33619	209	2	,	,	PUNCT
bracis-33619	209	3	an	an	DET
bracis-33619	209	4	analysis	analysis	NOUN
bracis-33619	209	5	of	of	ADP
bracis-33619	209	6	the	the	DET
bracis-33619	209	7	model	model	NOUN
bracis-33619	209	8	’s	’s	PART
bracis-33619	209	9	performance	performance	NOUN
bracis-33619	209	10	on	on	ADP
bracis-33619	209	11	different	different	ADJ
bracis-33619	209	12	training	training	NOUN
bracis-33619	209	13	sets	set	NOUN
bracis-33619	209	14	at	at	ADP
bracis-33619	209	15	the	the	DET
bracis-33619	209	16	downstream	downstream	ADJ
bracis-33619	209	17	task	task	NOUN
bracis-33619	209	18	can	can	AUX
bracis-33619	209	19	also	also	ADV
bracis-33619	209	20	be	be	AUX
bracis-33619	209	21	included	include	VERB
bracis-33619	209	22	.	.	PUNCT
bracis-33619	210	1	other	other	ADJ
bracis-33619	210	2	har	har	NOUN
bracis-33619	210	3	datasets	dataset	NOUN
bracis-33619	210	4	or	or	CCONJ
bracis-33619	210	5	encoders	encoder	NOUN
bracis-33619	210	6	can	can	AUX
bracis-33619	210	7	be	be	AUX
bracis-33619	210	8	used	use	VERB
bracis-33619	210	9	in	in	ADP
bracis-33619	210	10	the	the	DET
bracis-33619	210	11	same	same	ADJ
bracis-33619	210	12	analysis	analysis	NOUN
bracis-33619	210	13	to	to	PART
bracis-33619	210	14	assess	assess	VERB
bracis-33619	210	15	their	their	PRON
bracis-33619	210	16	impact	impact	NOUN
bracis-33619	210	17	at	at	ADP
bracis-33619	210	18	the	the	DET
bracis-33619	210	19	tnc	tnc	PROPN
bracis-33619	210	20	variations	variation	NOUN
bracis-33619	210	21	.	.	PUNCT
bracis-33619	211	1	also	also	ADV
bracis-33619	211	2	,	,	PUNCT
bracis-33619	211	3	other	other	ADJ
bracis-33619	211	4	methods	method	NOUN
bracis-33619	211	5	can	can	AUX
bracis-33619	211	6	be	be	AUX
bracis-33619	211	7	tested	test	VERB
bracis-33619	211	8	with	with	ADP
bracis-33619	211	9	different	different	ADJ
bracis-33619	211	10	encoders	encoder	NOUN
bracis-33619	211	11	in	in	ADP
bracis-33619	211	12	the	the	DET
bracis-33619	211	13	same	same	ADJ
bracis-33619	211	14	data	datum	NOUN
bracis-33619	211	15	to	to	PART
bracis-33619	211	16	enrich	enrich	VERB
bracis-33619	211	17	the	the	DET
bracis-33619	211	18	comparison	comparison	NOUN
bracis-33619	211	19	.	.	PUNCT
bracis-33619	212	1	other	other	ADJ
bracis-33619	212	2	tasks	task	NOUN
bracis-33619	212	3	can	can	AUX
bracis-33619	212	4	also	also	ADV
bracis-33619	212	5	be	be	AUX
bracis-33619	212	6	used	use	VERB
bracis-33619	212	7	in	in	ADP
bracis-33619	212	8	the	the	DET
bracis-33619	212	9	intention	intention	NOUN
bracis-33619	212	10	of	of	ADP
bracis-33619	212	11	to	to	PART
bracis-33619	212	12	evaluate	evaluate	VERB
bracis-33619	212	13	tnc	tnc	NOUN
bracis-33619	212	14	not	not	PART
bracis-33619	212	15	in	in	ADP
bracis-33619	212	16	a	a	DET
bracis-33619	212	17	specific	specific	ADJ
bracis-33619	212	18	downstream	downstream	ADJ
bracis-33619	212	19	task	task	NOUN
bracis-33619	212	20	such	such	ADJ
bracis-33619	212	21	as	as	ADP
bracis-33619	212	22	har	har	NOUN
bracis-33619	212	23	.	.	PUNCT
bracis-33619	212	24	reproducibility	reproducibility	NOUN
bracis-33619	212	25	statement	statement	NOUN
bracis-33619	212	26	.	.	PUNCT
bracis-33619	213	1	sect	sect	NOUN
bracis-33619	213	2	.	.	PUNCT
bracis-33619	213	3	 	 	SPACE
bracis-33619	214	1	4	4	NUM
bracis-33619	214	2	defines	define	NOUN
bracis-33619	214	3	materials	material	NOUN
bracis-33619	214	4	and	and	CCONJ
bracis-33619	214	5	methods	method	NOUN
bracis-33619	214	6	used	use	VERB
bracis-33619	214	7	in	in	ADP
bracis-33619	214	8	our	our	PRON
bracis-33619	214	9	evaluations	evaluation	NOUN
bracis-33619	214	10	.	.	PUNCT
bracis-33619	215	1	the	the	DET
bracis-33619	215	2	code	code	NOUN
bracis-33619	215	3	used	use	VERB
bracis-33619	215	4	is	be	AUX
bracis-33619	215	5	released	release	VERB
bracis-33619	215	6	publicly	publicly	ADV
bracis-33619	215	7	at	at	ADP
bracis-33619	215	8	githubfootnote	githubfootnote	NOUN
bracis-33619	215	9	3	3	NUM
bracis-33619	215	10	.	.	PUNCT
bracis-33619	216	1	the	the	DET
bracis-33619	216	2	datasets	dataset	NOUN
bracis-33619	216	3	used	use	VERB
bracis-33619	216	4	are	be	AUX
bracis-33619	216	5	publicly	publicly	ADV
bracis-33619	216	6	available	available	ADJ
bracis-33619	216	7	,	,	PUNCT
bracis-33619	216	8	and	and	CCONJ
bracis-33619	216	9	a	a	DET
bracis-33619	216	10	script	script	NOUN
bracis-33619	216	11	containing	contain	VERB
bracis-33619	216	12	data	datum	NOUN
bracis-33619	216	13	processing	processing	NOUN
bracis-33619	216	14	is	be	AUX
bracis-33619	216	15	also	also	ADV
bracis-33619	216	16	available	available	ADJ
bracis-33619	216	17	.	.	PUNCT
bracis-33619	217	1	notes	note	NOUN
bracis-33619	217	2	1.https://github.com/sanatonek/tnc_representation_learning	1.https://github.com/sanatonek/tnc_representation_learning	NUM
bracis-33619	217	3	.	.	PUNCT
bracis-33619	218	1	2.https://github.com/maxxu05/rebar	2.https://github.com/maxxu05/rebar	NUM
bracis-33619	218	2	.	.	PUNCT
bracis-33619	219	1	3.https://github.com/h-iaac/kr-papers-artifacts	3.https://github.com/h-iaac/kr-papers-artifacts	NUM
bracis-33619	219	2	.	.	PUNCT
bracis-33619	220	1	references	reference	NOUN
bracis-33619	220	2	bai	bai	PROPN
bracis-33619	220	3	,	,	PUNCT
bracis-33619	220	4	s.	s.	PROPN
bracis-33619	220	5	,	,	PUNCT
bracis-33619	220	6	kolter	kolter	PROPN
bracis-33619	220	7	,	,	PUNCT
bracis-33619	220	8	j.z	j.z	PROPN
bracis-33619	220	9	.	.	PROPN
bracis-33619	220	10	,	,	PUNCT
bracis-33619	220	11	koltun	koltun	PROPN
bracis-33619	220	12	,	,	PUNCT
bracis-33619	220	13	v.	v.	ADV
bracis-33619	220	14	:	:	PUNCT
bracis-33619	220	15	an	an	DET
bracis-33619	220	16	empirical	empirical	ADJ
bracis-33619	220	17	evaluation	evaluation	NOUN
bracis-33619	220	18	of	of	ADP
bracis-33619	220	19	generic	generic	ADJ
bracis-33619	220	20	convolutional	convolutional	ADJ
bracis-33619	220	21	and	and	CCONJ
bracis-33619	220	22	recurrent	recurrent	ADJ
bracis-33619	220	23	networks	network	NOUN
bracis-33619	220	24	for	for	ADP
bracis-33619	220	25	sequence	sequence	NOUN
bracis-33619	220	26	modeling	modeling	NOUN
bracis-33619	220	27	.	.	PUNCT
bracis-33619	221	1	arxiv	arxiv	PROPN
bracis-33619	221	2	preprint	preprint	NOUN
bracis-33619	221	3	arxiv:1803.01271	arxiv:1803.01271	NOUN
bracis-33619	221	4	(	(	PUNCT
bracis-33619	221	5	2018	2018	NUM
bracis-33619	221	6	)	)	PUNCT
bracis-33619	221	7	ericsson	ericsson	PROPN
bracis-33619	221	8	,	,	PUNCT
bracis-33619	221	9	l.	l.	PROPN
bracis-33619	221	10	,	,	PUNCT
bracis-33619	221	11	gouk	gouk	PROPN
bracis-33619	221	12	,	,	PUNCT
bracis-33619	221	13	h.	h.	PROPN
bracis-33619	221	14	,	,	PUNCT
bracis-33619	221	15	loy	loy	PROPN
bracis-33619	221	16	,	,	PUNCT
bracis-33619	221	17	c.c	c.c	PROPN
bracis-33619	221	18	.	.	PROPN
bracis-33619	221	19	,	,	PUNCT
bracis-33619	221	20	hospedales	hospedale	VERB
bracis-33619	221	21	,	,	PUNCT
bracis-33619	221	22	t.m	t.m	PROPN
bracis-33619	221	23	.	.	NOUN
bracis-33619	221	24	:	:	PUNCT
bracis-33619	221	25	self	self	NOUN
bracis-33619	221	26	-	-	PUNCT
bracis-33619	221	27	supervised	supervise	VERB
bracis-33619	221	28	representation	representation	NOUN
bracis-33619	221	29	learning	learning	NOUN
bracis-33619	221	30	:	:	PUNCT
bracis-33619	222	1	introduction	introduction	NOUN
bracis-33619	222	2	,	,	PUNCT
bracis-33619	222	3	advances	advance	NOUN
bracis-33619	222	4	,	,	PUNCT
bracis-33619	222	5	and	and	CCONJ
bracis-33619	222	6	challenges	challenge	NOUN
bracis-33619	222	7	.	.	PUNCT
bracis-33619	223	1	ieee	ieee	PROPN
bracis-33619	223	2	sig	sig	PROPN
bracis-33619	223	3	.	.	PUNCT
bracis-33619	223	4	process	process	NOUN
bracis-33619	223	5	.	.	PUNCT
bracis-33619	224	1	mag	mag	INTJ
bracis-33619	224	2	.	.	PUNCT
bracis-33619	225	1	39(3	39(3	NUM
bracis-33619	225	2	)	)	PUNCT
bracis-33619	225	3	,	,	PUNCT
bracis-33619	225	4	42–62	42–62	NUM
bracis-33619	225	5	(	(	PUNCT
bracis-33619	225	6	2022	2022	NUM
bracis-33619	225	7	)	)	PUNCT
bracis-33619	225	8	article	article	NOUN
bracis-33619	225	9	  	  	SPACE
bracis-33619	225	10	math	math	NOUN
bracis-33619	225	11	  	  	SPACE
bracis-33619	225	12	google	google	PROPN
bracis-33619	225	13	scholar	scholar	NOUN
bracis-33619	225	14	  	  	SPACE
bracis-33619	225	15	franceschi	franceschi	NOUN
bracis-33619	225	16	,	,	PUNCT
bracis-33619	225	17	j.y	j.y	PROPN
bracis-33619	225	18	.	.	PROPN
bracis-33619	225	19	,	,	PUNCT
bracis-33619	225	20	dieuleveut	dieuleveut	NOUN
bracis-33619	225	21	,	,	PUNCT
bracis-33619	225	22	a.	a.	NOUN
bracis-33619	225	23	,	,	PUNCT
bracis-33619	225	24	jaggi	jaggi	NOUN
bracis-33619	225	25	,	,	PUNCT
bracis-33619	225	26	m.	m.	NOUN
bracis-33619	225	27	:	:	PUNCT
bracis-33619	225	28	unsupervised	unsupervised	ADJ
bracis-33619	225	29	scalable	scalable	ADJ
bracis-33619	225	30	representation	representation	NOUN
bracis-33619	225	31	learning	learn	VERB
bracis-33619	225	32	for	for	ADP
bracis-33619	225	33	multivariate	multivariate	NOUN
bracis-33619	225	34	time	time	NOUN
bracis-33619	225	35	series	series	NOUN
bracis-33619	225	36	.	.	PUNCT
bracis-33619	226	1	in	in	ADP
bracis-33619	226	2	:	:	PUNCT
bracis-33619	226	3	advances	advance	NOUN
bracis-33619	226	4	in	in	ADP
bracis-33619	226	5	neural	neural	ADJ
bracis-33619	226	6	information	information	NOUN
bracis-33619	226	7	processing	processing	NOUN
bracis-33619	226	8	systems	system	NOUN
bracis-33619	226	9	(	(	PUNCT
bracis-33619	226	10	2019	2019	NUM
bracis-33619	226	11	)	)	PUNCT
bracis-33619	226	12	google	google	NOUN
bracis-33619	226	13	scholar	scholar	NOUN
bracis-33619	226	14	  	  	SPACE
bracis-33619	226	15	fredriksson	fredriksson	NOUN
bracis-33619	226	16	,	,	PUNCT
bracis-33619	226	17	t.	t.	PROPN
bracis-33619	226	18	,	,	PUNCT
bracis-33619	226	19	bosch	bosch	PROPN
bracis-33619	226	20	,	,	PUNCT
bracis-33619	226	21	j.	j.	PROPN
bracis-33619	226	22	,	,	PUNCT
bracis-33619	226	23	olsson	olsson	PROPN
bracis-33619	226	24	,	,	PUNCT
bracis-33619	226	25	h.h	h.h	PROPN
bracis-33619	226	26	.	.	PROPN
bracis-33619	226	27	:	:	PUNCT
bracis-33619	226	28	machine	machine	NOUN
bracis-33619	226	29	learning	learning	NOUN
bracis-33619	226	30	models	model	NOUN
bracis-33619	226	31	for	for	ADP
bracis-33619	226	32	automatic	automatic	ADJ
bracis-33619	226	33	labeling	labeling	NOUN
bracis-33619	226	34	:	:	PUNCT
bracis-33619	226	35	a	a	DET
bracis-33619	226	36	systematic	systematic	ADJ
bracis-33619	226	37	literature	literature	NOUN
bracis-33619	226	38	review	review	NOUN
bracis-33619	226	39	.	.	PUNCT
bracis-33619	227	1	in	in	ADP
bracis-33619	227	2	:	:	PUNCT
bracis-33619	227	3	icsoft	icsoft	ADJ
bracis-33619	227	4	,	,	PUNCT
bracis-33619	227	5	pp	pp	ADJ
bracis-33619	227	6	.	.	PUNCT
bracis-33619	228	1	552–561	552–561	NUM
bracis-33619	228	2	(	(	PUNCT
bracis-33619	228	3	2020	2020	NUM
bracis-33619	228	4	)	)	PUNCT
bracis-33619	228	5	google	google	PROPN
bracis-33619	228	6	scholar	scholar	NOUN
bracis-33619	228	7	  	  	SPACE
bracis-33619	228	8	van	van	PROPN
bracis-33619	228	9	 	 	SPACE
bracis-33619	228	10	der	der	NOUN
bracis-33619	228	11	maaten	maaten	VERB
bracis-33619	228	12	,	,	PUNCT
bracis-33619	228	13	l.	l.	PROPN
bracis-33619	228	14	,	,	PUNCT
bracis-33619	228	15	hinton	hinton	PROPN
bracis-33619	228	16	,	,	PUNCT
bracis-33619	228	17	g.	g.	PROPN
bracis-33619	228	18	:	:	PUNCT
bracis-33619	228	19	visualizing	visualize	VERB
bracis-33619	228	20	data	datum	NOUN
bracis-33619	228	21	using	use	VERB
bracis-33619	228	22	t	t	PROPN
bracis-33619	228	23	-	-	PUNCT
bracis-33619	228	24	sne	sne	NOUN
bracis-33619	228	25	.	.	PUNCT
bracis-33619	229	1	j.	j.	PROPN
bracis-33619	229	2	mach	mach	PROPN
bracis-33619	229	3	.	.	PUNCT
bracis-33619	230	1	learn	learn	VERB
bracis-33619	230	2	.	.	PUNCT
bracis-33619	231	1	res	re	NOUN
bracis-33619	231	2	.	.	PUNCT
bracis-33619	232	1	9(11	9(11	NUM
bracis-33619	232	2	)	)	PUNCT
bracis-33619	232	3	(	(	PUNCT
bracis-33619	232	4	2008	2008	NUM
bracis-33619	232	5	)	)	PUNCT
bracis-33619	232	6	google	google	PROPN
bracis-33619	232	7	scholar	scholar	NOUN
bracis-33619	232	8	  	  	SPACE
bracis-33619	232	9	meng	meng	PROPN
bracis-33619	232	10	,	,	PUNCT
bracis-33619	232	11	q.	q.	PROPN
bracis-33619	232	12	,	,	PUNCT
bracis-33619	232	13	qian	qian	PROPN
bracis-33619	232	14	,	,	PUNCT
bracis-33619	232	15	h.	h.	PROPN
bracis-33619	232	16	,	,	PUNCT
bracis-33619	232	17	liu	liu	PROPN
bracis-33619	232	18	,	,	PUNCT
bracis-33619	232	19	y.	y.	PROPN
bracis-33619	232	20	,	,	PUNCT
bracis-33619	232	21	xu	xu	PROPN
bracis-33619	232	22	,	,	PUNCT
bracis-33619	232	23	y.	y.	PROPN
bracis-33619	232	24	,	,	PUNCT
bracis-33619	232	25	shen	shen	PROPN
bracis-33619	232	26	,	,	PUNCT
bracis-33619	232	27	z.	z.	PROPN
bracis-33619	232	28	,	,	PUNCT
bracis-33619	232	29	cui	cui	PROPN
bracis-33619	232	30	,	,	PUNCT
bracis-33619	232	31	l.	l.	PROPN
bracis-33619	232	32	:	:	PUNCT
bracis-33619	232	33	unsupervised	unsupervised	ADJ
bracis-33619	232	34	representation	representation	NOUN
bracis-33619	232	35	learning	learning	NOUN
bracis-33619	232	36	for	for	ADP
bracis-33619	232	37	time	time	NOUN
bracis-33619	232	38	series	series	PROPN
bracis-33619	232	39	:	:	PUNCT
bracis-33619	232	40	a	a	DET
bracis-33619	232	41	review	review	NOUN
bracis-33619	232	42	.	.	PUNCT
bracis-33619	233	1	arxiv	arxiv	PROPN
bracis-33619	233	2	preprint	preprint	VERB
bracis-33619	233	3	arxiv:2308.01578	arxiv:2308.01578	PROPN
bracis-33619	233	4	(	(	PUNCT
bracis-33619	233	5	2023	2023	NUM
bracis-33619	233	6	)	)	PUNCT
bracis-33619	233	7	mushtaq	mushtaq	PROPN
bracis-33619	233	8	,	,	PUNCT
bracis-33619	233	9	r.	r.	PROPN
bracis-33619	233	10	:	:	PUNCT
bracis-33619	233	11	augmented	augment	VERB
bracis-33619	233	12	dickey	dickey	PROPN
bracis-33619	233	13	fuller	full	ADJ
bracis-33619	233	14	test	test	NOUN
bracis-33619	233	15	(	(	PUNCT
bracis-33619	233	16	2011	2011	NUM
bracis-33619	233	17	)	)	PUNCT
bracis-33619	233	18	google	google	PROPN
bracis-33619	233	19	scholar	scholar	NOUN
bracis-33619	233	20	  	  	SPACE
bracis-33619	233	21	reyes	reyes	PROPN
bracis-33619	233	22	-	-	PUNCT
bracis-33619	233	23	ortiz	ortiz	PROPN
bracis-33619	233	24	,	,	PUNCT
bracis-33619	233	25	j.l	j.l	PROPN
bracis-33619	233	26	.	.	PROPN
bracis-33619	233	27	,	,	PUNCT
bracis-33619	233	28	anguita	anguita	PROPN
bracis-33619	233	29	,	,	PUNCT
bracis-33619	233	30	d.	d.	PROPN
bracis-33619	233	31	,	,	PUNCT
bracis-33619	233	32	ghio	ghio	PROPN
bracis-33619	233	33	,	,	PUNCT
bracis-33619	233	34	a.	a.	NOUN
bracis-33619	233	35	,	,	PUNCT
bracis-33619	233	36	oneto	oneto	PROPN
bracis-33619	233	37	,	,	PUNCT
bracis-33619	233	38	l.	l.	PROPN
bracis-33619	233	39	,	,	PUNCT
bracis-33619	233	40	parra	parra	PROPN
bracis-33619	233	41	,	,	PUNCT
bracis-33619	233	42	x.	x.	NOUN
bracis-33619	233	43	:	:	PUNCT
bracis-33619	233	44	human	human	ADJ
bracis-33619	233	45	activity	activity	NOUN
bracis-33619	233	46	recognition	recognition	NOUN
bracis-33619	233	47	using	use	VERB
bracis-33619	233	48	smartphones	smartphone	NOUN
bracis-33619	233	49	in	in	ADP
bracis-33619	233	50	:	:	PUNCT
bracis-33619	233	51	ismsit	ismsit	NOUN
bracis-33619	233	52	(	(	PUNCT
bracis-33619	233	53	2012	2012	NUM
bracis-33619	233	54	)	)	PUNCT
bracis-33619	233	55	google	google	PROPN
bracis-33619	233	56	scholar	scholar	NOUN
bracis-33619	233	57	  	  	SPACE
bracis-33619	233	58	reyes	reyes	PROPN
bracis-33619	233	59	-	-	PUNCT
bracis-33619	233	60	ortiz	ortiz	PROPN
bracis-33619	233	61	,	,	PUNCT
bracis-33619	233	62	j.l	j.l	PROPN
bracis-33619	233	63	.	.	PROPN
bracis-33619	233	64	,	,	PUNCT
bracis-33619	233	65	oneto	oneto	PROPN
bracis-33619	233	66	,	,	PUNCT
bracis-33619	233	67	l.	l.	PROPN
bracis-33619	233	68	,	,	PUNCT
bracis-33619	233	69	ghio	ghio	PROPN
bracis-33619	233	70	,	,	PUNCT
bracis-33619	233	71	a.	a.	NOUN
bracis-33619	233	72	,	,	PUNCT
bracis-33619	233	73	samá	samá	NOUN
bracis-33619	233	74	,	,	PUNCT
bracis-33619	233	75	a.	a.	NOUN
bracis-33619	233	76	,	,	PUNCT
bracis-33619	233	77	anguita	anguita	PROPN
bracis-33619	233	78	,	,	PUNCT
bracis-33619	233	79	d.	d.	PROPN
bracis-33619	233	80	,	,	PUNCT
bracis-33619	233	81	parra	parra	PROPN
bracis-33619	233	82	,	,	PUNCT
bracis-33619	233	83	x.	x.	NOUN
bracis-33619	233	84	:	:	PUNCT
bracis-33619	233	85	human	human	ADJ
bracis-33619	233	86	activity	activity	NOUN
bracis-33619	233	87	recognition	recognition	NOUN
bracis-33619	233	88	on	on	ADP
bracis-33619	233	89	smartphones	smartphone	NOUN
bracis-33619	233	90	with	with	ADP
bracis-33619	233	91	awareness	awareness	NOUN
bracis-33619	233	92	of	of	ADP
bracis-33619	233	93	basic	basic	ADJ
bracis-33619	233	94	activities	activity	NOUN
bracis-33619	233	95	and	and	CCONJ
bracis-33619	233	96	postural	postural	ADJ
bracis-33619	233	97	transitions	transition	NOUN
bracis-33619	233	98	.	.	PUNCT
bracis-33619	234	1	in	in	ADP
bracis-33619	234	2	:	:	PUNCT
bracis-33619	234	3	artificial	artificial	ADJ
bracis-33619	234	4	neural	neural	ADJ
bracis-33619	234	5	networks	network	NOUN
bracis-33619	234	6	and	and	CCONJ
bracis-33619	234	7	machine	machine	NOUN
bracis-33619	234	8	learning	learning	NOUN
bracis-33619	234	9	–	–	PUNCT
bracis-33619	234	10	icann	icann	PROPN
bracis-33619	234	11	2014	2014	NUM
bracis-33619	234	12	:	:	PUNCT
bracis-33619	234	13	24th	24th	ADJ
bracis-33619	234	14	international	international	ADJ
bracis-33619	234	15	conference	conference	NOUN
bracis-33619	234	16	on	on	ADP
bracis-33619	234	17	artificial	artificial	ADJ
bracis-33619	234	18	neural	neural	ADJ
bracis-33619	234	19	networks	network	NOUN
bracis-33619	234	20	,	,	PUNCT
bracis-33619	234	21	hamburg	hamburg	PROPN
bracis-33619	234	22	,	,	PUNCT
bracis-33619	234	23	germany	germany	PROPN
bracis-33619	234	24	,	,	PUNCT
bracis-33619	234	25	september	september	PROPN
bracis-33619	234	26	15	15	NUM
bracis-33619	234	27	-	-	SYM
bracis-33619	234	28	19	19	NUM
bracis-33619	234	29	,	,	PUNCT
bracis-33619	234	30	2014	2014	NUM
bracis-33619	234	31	.	.	PUNCT
bracis-33619	235	1	proceedings	proceeding	NOUN
bracis-33619	235	2	24	24	NUM
bracis-33619	235	3	,	,	PUNCT
bracis-33619	235	4	pp	pp	ADJ
bracis-33619	235	5	.	.	PUNCT
bracis-33619	236	1	177–184	177–184	NUM
bracis-33619	236	2	.	.	NOUN
bracis-33619	236	3	springer	springer	NOUN
bracis-33619	236	4	(	(	PUNCT
bracis-33619	236	5	2014	2014	NUM
bracis-33619	236	6	)	)	PUNCT
bracis-33619	236	7	google	google	PROPN
bracis-33619	236	8	scholar	scholar	NOUN
bracis-33619	236	9	  	  	SPACE
bracis-33619	236	10	tonekaboni	tonekaboni	NOUN
bracis-33619	236	11	,	,	PUNCT
bracis-33619	236	12	s.	s.	PROPN
bracis-33619	236	13	,	,	PUNCT
bracis-33619	236	14	eytan	eytan	PROPN
bracis-33619	236	15	,	,	PUNCT
bracis-33619	236	16	d.	d.	PROPN
bracis-33619	236	17	,	,	PUNCT
bracis-33619	236	18	goldenberg	goldenberg	PROPN
bracis-33619	236	19	,	,	PUNCT
bracis-33619	236	20	a.	a.	NOUN
bracis-33619	236	21	:	:	PUNCT
bracis-33619	236	22	unsupervised	unsupervised	ADJ
bracis-33619	236	23	representation	representation	NOUN
bracis-33619	236	24	learning	learning	NOUN
bracis-33619	236	25	for	for	ADP
bracis-33619	236	26	time	time	NOUN
bracis-33619	236	27	series	series	NOUN
bracis-33619	236	28	with	with	ADP
bracis-33619	236	29	temporal	temporal	ADJ
bracis-33619	236	30	neighborhood	neighborhood	NOUN
bracis-33619	236	31	coding	coding	NOUN
bracis-33619	236	32	.	.	PUNCT
bracis-33619	237	1	arxiv	arxiv	PROPN
bracis-33619	237	2	preprint	preprint	VERB
bracis-33619	237	3	arxiv:2106.00750	arxiv:2106.00750	NOUN
bracis-33619	237	4	(	(	PUNCT
bracis-33619	237	5	2021	2021	NUM
bracis-33619	237	6	)	)	PUNCT
bracis-33619	237	7	wang	wang	PROPN
bracis-33619	237	8	,	,	PUNCT
bracis-33619	237	9	y.	y.	PROPN
bracis-33619	237	10	,	,	PUNCT
bracis-33619	237	11	liang	liang	PROPN
bracis-33619	237	12	,	,	PUNCT
bracis-33619	237	13	h.	h.	PROPN
bracis-33619	237	14	,	,	PUNCT
bracis-33619	237	15	zhai	zhai	PROPN
bracis-33619	237	16	,	,	PUNCT
bracis-33619	237	17	b.	b.	PROPN
bracis-33619	237	18	:	:	PUNCT
bracis-33619	237	19	temporal	temporal	ADJ
bracis-33619	237	20	neighborhood	neighborhood	NOUN
bracis-33619	237	21	based	base	VERB
bracis-33619	237	22	self	self	NOUN
bracis-33619	237	23	-	-	PUNCT
bracis-33619	237	24	supervised	supervise	VERB
bracis-33619	237	25	pre	pre	ADJ
bracis-33619	237	26	-	-	ADJ
bracis-33619	237	27	training	training	ADJ
bracis-33619	237	28	model	model	NOUN
bracis-33619	237	29	for	for	ADP
bracis-33619	237	30	sleep	sleep	NOUN
bracis-33619	237	31	stages	stage	NOUN
bracis-33619	237	32	classification	classification	NOUN
bracis-33619	237	33	.	.	PUNCT
bracis-33619	238	1	in	in	ADP
bracis-33619	238	2	:	:	PUNCT
bracis-33619	238	3	proceedings	proceeding	NOUN
bracis-33619	238	4	of	of	ADP
bracis-33619	238	5	the	the	DET
bracis-33619	238	6	2023	2023	NUM
bracis-33619	238	7	15th	15th	ADJ
bracis-33619	238	8	international	international	ADJ
bracis-33619	238	9	conference	conference	NOUN
bracis-33619	238	10	on	on	ADP
bracis-33619	238	11	bioinformatics	bioinformatics	NOUN
bracis-33619	238	12	and	and	CCONJ
bracis-33619	238	13	biomedical	biomedical	ADJ
bracis-33619	238	14	technology	technology	NOUN
bracis-33619	238	15	,	,	PUNCT
bracis-33619	238	16	pp	pp	ADJ
bracis-33619	238	17	.	.	PUNCT
bracis-33619	239	1	149–155	149–155	NUM
bracis-33619	239	2	(	(	PUNCT
bracis-33619	239	3	2023	2023	NUM
bracis-33619	239	4	)	)	PUNCT
bracis-33619	239	5	google	google	NOUN
bracis-33619	239	6	scholar	scholar	NOUN
bracis-33619	239	7	  	  	SPACE
bracis-33619	239	8	xu	xu	PROPN
bracis-33619	239	9	,	,	PUNCT
bracis-33619	239	10	m.	m.	NOUN
bracis-33619	239	11	,	,	PUNCT
bracis-33619	239	12	moreno	moreno	PROPN
bracis-33619	239	13	,	,	PUNCT
bracis-33619	239	14	a.	a.	PROPN
bracis-33619	239	15	,	,	PUNCT
bracis-33619	239	16	wei	wei	PROPN
bracis-33619	239	17	,	,	PUNCT
bracis-33619	239	18	h.	h.	PROPN
bracis-33619	239	19	,	,	PUNCT
bracis-33619	239	20	marlin	marlin	PROPN
bracis-33619	239	21	,	,	PUNCT
bracis-33619	239	22	b.	b.	PROPN
bracis-33619	239	23	,	,	PUNCT
bracis-33619	239	24	rehg	rehg	PROPN
bracis-33619	239	25	,	,	PUNCT
bracis-33619	239	26	j.m	j.m	PROPN
bracis-33619	239	27	.	.	PROPN
bracis-33619	239	28	:	:	PUNCT
bracis-33619	239	29	retrieval	retrieval	NOUN
bracis-33619	239	30	-	-	PUNCT
bracis-33619	239	31	based	base	VERB
bracis-33619	239	32	reconstruction	reconstruction	NOUN
bracis-33619	239	33	for	for	ADP
bracis-33619	239	34	time	time	NOUN
bracis-33619	239	35	-	-	PUNCT
bracis-33619	239	36	series	series	NOUN
bracis-33619	239	37	contrastive	contrastive	ADJ
bracis-33619	239	38	learning	learning	NOUN
bracis-33619	239	39	.	.	PUNCT
bracis-33619	240	1	in	in	ADP
bracis-33619	240	2	:	:	PUNCT
bracis-33619	240	3	the	the	DET
bracis-33619	240	4	twelfth	twelfth	ADJ
bracis-33619	240	5	international	international	ADJ
bracis-33619	240	6	conference	conference	NOUN
bracis-33619	240	7	on	on	ADP
bracis-33619	240	8	learning	learn	VERB
bracis-33619	240	9	representations	representation	NOUN
bracis-33619	240	10	(	(	PUNCT
bracis-33619	240	11	2023	2023	NUM
bracis-33619	240	12	)	)	PUNCT
bracis-33619	240	13	google	google	NOUN
bracis-33619	240	14	scholar	scholar	NOUN
bracis-33619	240	15	  	  	SPACE
bracis-33619	240	16	yin	yin	PROPN
bracis-33619	240	17	,	,	PUNCT
bracis-33619	240	18	y.	y.	PROPN
bracis-33619	240	19	,	,	PUNCT
bracis-33619	240	20	xie	xie	PROPN
bracis-33619	240	21	,	,	PUNCT
bracis-33619	240	22	l.	l.	PROPN
bracis-33619	240	23	,	,	PUNCT
bracis-33619	240	24	jiang	jiang	PROPN
bracis-33619	240	25	,	,	PUNCT
bracis-33619	240	26	z.	z.	PROPN
bracis-33619	240	27	,	,	PUNCT
bracis-33619	240	28	xiao	xiao	PROPN
bracis-33619	240	29	,	,	PUNCT
bracis-33619	240	30	f.	f.	PROPN
bracis-33619	240	31	,	,	PUNCT
bracis-33619	240	32	cao	cao	PROPN
bracis-33619	240	33	,	,	PUNCT
bracis-33619	240	34	j.	j.	PROPN
bracis-33619	240	35	,	,	PUNCT
bracis-33619	240	36	lu	lu	PROPN
bracis-33619	240	37	,	,	PUNCT
bracis-33619	240	38	s.	s.	PROPN
bracis-33619	240	39	:	:	PUNCT
bracis-33619	240	40	a	a	DET
bracis-33619	240	41	systematic	systematic	ADJ
bracis-33619	240	42	review	review	NOUN
bracis-33619	240	43	of	of	ADP
bracis-33619	240	44	human	human	ADJ
bracis-33619	240	45	activity	activity	NOUN
bracis-33619	240	46	recognition	recognition	NOUN
bracis-33619	240	47	based	base	VERB
bracis-33619	240	48	on	on	ADP
bracis-33619	240	49	mobile	mobile	ADJ
bracis-33619	240	50	devices	device	NOUN
bracis-33619	240	51	:	:	PUNCT
bracis-33619	240	52	overview	overview	NOUN
bracis-33619	240	53	,	,	PUNCT
bracis-33619	240	54	progress	progress	NOUN
bracis-33619	240	55	and	and	CCONJ
bracis-33619	240	56	trends	trend	NOUN
bracis-33619	240	57	.	.	PUNCT
bracis-33619	241	1	ieee	ieee	PROPN
bracis-33619	241	2	commun	commun	PROPN
bracis-33619	241	3	.	.	PUNCT
bracis-33619	242	1	surv	surv	PROPN
bracis-33619	242	2	.	.	PUNCT
bracis-33619	243	1	tut	tut	NOUN
bracis-33619	243	2	.	.	PUNCT
bracis-33619	244	1	26(2	26(2	NUM
bracis-33619	244	2	)	)	PUNCT
bracis-33619	244	3	(	(	PUNCT
bracis-33619	244	4	2024	2024	NUM
bracis-33619	244	5	)	)	PUNCT
bracis-33619	244	6	google	google	NOUN
bracis-33619	244	7	scholar	scholar	NOUN
bracis-33619	244	8	  	  	SPACE
bracis-33619	244	9	yuan	yuan	NOUN
bracis-33619	244	10	,	,	PUNCT
bracis-33619	244	11	h.	h.	PROPN
bracis-33619	244	12	,	,	PUNCT
bracis-33619	244	13	et	et	PROPN
bracis-33619	244	14	al	al	PROPN
bracis-33619	244	15	.	.	PROPN
bracis-33619	244	16	:	:	PUNCT
bracis-33619	244	17	self	self	NOUN
bracis-33619	244	18	-	-	PUNCT
bracis-33619	244	19	supervised	supervise	VERB
bracis-33619	244	20	learning	learning	NOUN
bracis-33619	244	21	for	for	ADP
bracis-33619	244	22	human	human	ADJ
bracis-33619	244	23	activity	activity	NOUN
bracis-33619	244	24	recognition	recognition	NOUN
bracis-33619	244	25	using	use	VERB
bracis-33619	244	26	700,000	700,000	NUM
bracis-33619	244	27	person	person	NOUN
bracis-33619	244	28	-	-	PUNCT
bracis-33619	244	29	days	day	NOUN
bracis-33619	244	30	of	of	ADP
bracis-33619	244	31	wearable	wearable	ADJ
bracis-33619	244	32	data	datum	NOUN
bracis-33619	244	33	.	.	PUNCT
bracis-33619	245	1	npj	npj	PROPN
bracis-33619	245	2	dig	dig	PROPN
bracis-33619	245	3	.	.	PUNCT
bracis-33619	246	1	med	med	PROPN
bracis-33619	246	2	.	.	PUNCT
bracis-33619	247	1	7(1	7(1	NUM
bracis-33619	247	2	)	)	PUNCT
bracis-33619	247	3	,	,	PUNCT
bracis-33619	247	4	91	91	NUM
bracis-33619	247	5	(	(	PUNCT
bracis-33619	247	6	2024	2024	NUM
bracis-33619	247	7	)	)	PUNCT
bracis-33619	247	8	article	article	NOUN
bracis-33619	247	9	  	  	SPACE
bracis-33619	247	10	math	math	NOUN
bracis-33619	247	11	  	  	SPACE
bracis-33619	247	12	google	google	PROPN
bracis-33619	247	13	scholar	scholar	NOUN
bracis-33619	247	14	  	  	SPACE
bracis-33619	247	15	yue	yue	PROPN
bracis-33619	247	16	,	,	PUNCT
bracis-33619	247	17	z.	z.	PROPN
bracis-33619	247	18	,	,	PUNCT
bracis-33619	247	19	et	et	PROPN
bracis-33619	247	20	al	al	PROPN
bracis-33619	247	21	.	.	PUNCT
bracis-33619	247	22	:	:	PUNCT
bracis-33619	248	1	ts2vec	ts2vec	NOUN
bracis-33619	248	2	:	:	PUNCT
bracis-33619	248	3	towards	towards	ADP
bracis-33619	248	4	universal	universal	ADJ
bracis-33619	248	5	representation	representation	NOUN
bracis-33619	248	6	of	of	ADP
bracis-33619	248	7	time	time	NOUN
bracis-33619	248	8	series	series	NOUN
bracis-33619	248	9	.	.	PUNCT
bracis-33619	249	1	in	in	ADP
bracis-33619	249	2	:	:	PUNCT
bracis-33619	249	3	proceedings	proceeding	NOUN
bracis-33619	249	4	of	of	ADP
bracis-33619	249	5	the	the	DET
bracis-33619	249	6	aaai	aaai	PROPN
bracis-33619	249	7	conference	conference	NOUN
bracis-33619	249	8	on	on	ADP
bracis-33619	249	9	artificial	artificial	ADJ
bracis-33619	249	10	intelligence	intelligence	NOUN
bracis-33619	249	11	,	,	PUNCT
bracis-33619	249	12	vol	vol	NOUN
bracis-33619	249	13	.	.	PUNCT
bracis-33619	249	14	 	 	SPACE
bracis-33619	249	15	36	36	NUM
bracis-33619	249	16	,	,	PUNCT
bracis-33619	249	17	pp	pp	ADJ
bracis-33619	249	18	.	.	PUNCT
bracis-33619	249	19	8980–8987	8980–8987	NUM
bracis-33619	249	20	(	(	PUNCT
bracis-33619	249	21	2022	2022	NUM
bracis-33619	249	22	)	)	PUNCT
bracis-33619	249	23	google	google	PROPN
bracis-33619	249	24	scholar	scholar	NOUN
bracis-33619	249	25	  	  	SPACE
bracis-33619	249	26	zhang	zhang	PROPN
bracis-33619	249	27	,	,	PUNCT
bracis-33619	249	28	k.	k.	PROPN
bracis-33619	249	29	,	,	PUNCT
bracis-33619	249	30	et	et	PROPN
bracis-33619	249	31	al	al	PROPN
bracis-33619	249	32	.	.	PROPN
bracis-33619	249	33	:	:	PUNCT
bracis-33619	250	1	self	self	NOUN
bracis-33619	250	2	-	-	PUNCT
bracis-33619	250	3	supervised	supervise	VERB
bracis-33619	250	4	learning	learning	NOUN
bracis-33619	250	5	for	for	ADP
bracis-33619	250	6	time	time	NOUN
bracis-33619	250	7	series	series	NOUN
bracis-33619	250	8	analysis	analysis	NOUN
bracis-33619	250	9	:	:	PUNCT
bracis-33619	250	10	taxonomy	taxonomy	NOUN
bracis-33619	250	11	,	,	PUNCT
bracis-33619	250	12	progress	progress	NOUN
bracis-33619	250	13	,	,	PUNCT
bracis-33619	250	14	and	and	CCONJ
bracis-33619	250	15	prospects	prospect	NOUN
bracis-33619	250	16	.	.	PUNCT
bracis-33619	251	1	ieee	ieee	PROPN
bracis-33619	251	2	trans	trans	PROPN
bracis-33619	251	3	.	.	PUNCT
bracis-33619	251	4	pattern	pattern	PROPN
bracis-33619	251	5	anal	anal	PROPN
bracis-33619	251	6	.	.	PUNCT
bracis-33619	252	1	mach	mach	PROPN
bracis-33619	252	2	.	.	PUNCT
bracis-33619	253	1	intell	intell	PROPN
bracis-33619	253	2	.	.	PUNCT
bracis-33619	254	1	46(10	46(10	NUM
bracis-33619	254	2	)	)	PUNCT
bracis-33619	254	3	,	,	PUNCT
bracis-33619	254	4	6775–6794	6775–6794	NUM
bracis-33619	254	5	(	(	PUNCT
bracis-33619	254	6	2024	2024	NUM
bracis-33619	254	7	)	)	PUNCT
bracis-33619	254	8	article	article	NOUN
bracis-33619	254	9	  	  	SPACE
bracis-33619	254	10	math	math	NOUN
bracis-33619	254	11	  	  	SPACE
bracis-33619	254	12	google	google	PROPN
bracis-33619	254	13	scholar	scholar	NOUN
bracis-33619	254	14	  	  	SPACE
bracis-33619	254	15	zhang	zhang	PROPN
bracis-33619	254	16	,	,	PUNCT
bracis-33619	254	17	x.	x.	PROPN
bracis-33619	254	18	,	,	PUNCT
bracis-33619	254	19	zhao	zhao	PROPN
bracis-33619	254	20	,	,	PUNCT
bracis-33619	254	21	z.	z.	PROPN
bracis-33619	254	22	,	,	PUNCT
bracis-33619	254	23	tsiligkaridis	tsiligkaridis	PROPN
bracis-33619	254	24	,	,	PUNCT
bracis-33619	254	25	t.	t.	PROPN
bracis-33619	254	26	,	,	PUNCT
bracis-33619	254	27	zitnik	zitnik	X
bracis-33619	254	28	,	,	PUNCT
bracis-33619	254	29	m.	m.	NOUN
bracis-33619	254	30	:	:	PUNCT
bracis-33619	254	31	self	self	NOUN
bracis-33619	254	32	-	-	PUNCT
bracis-33619	254	33	supervised	supervise	VERB
bracis-33619	254	34	contrastive	contrastive	ADJ
bracis-33619	254	35	pre	pre	NOUN
bracis-33619	254	36	-	-	NOUN
bracis-33619	254	37	training	training	NOUN
bracis-33619	254	38	for	for	ADP
bracis-33619	254	39	time	time	NOUN
bracis-33619	254	40	series	series	NOUN
bracis-33619	254	41	via	via	ADP
bracis-33619	254	42	time	time	NOUN
bracis-33619	254	43	-	-	PUNCT
bracis-33619	254	44	frequency	frequency	NOUN
bracis-33619	254	45	consistency	consistency	NOUN
bracis-33619	254	46	.	.	PUNCT
bracis-33619	255	1	adv	adv	PROPN
bracis-33619	255	2	.	.	PUNCT
bracis-33619	255	3	neural	neural	PROPN
bracis-33619	255	4	.	.	PUNCT
bracis-33619	256	1	inf	inf	PROPN
bracis-33619	256	2	.	.	PROPN
bracis-33619	256	3	process	process	NOUN
bracis-33619	256	4	.	.	PUNCT
bracis-33619	257	1	syst	syst	PROPN
bracis-33619	257	2	.	.	PROPN
bracis-33619	258	1	35	35	NUM
bracis-33619	258	2	,	,	PUNCT
bracis-33619	258	3	3988–4003	3988–4003	NUM
bracis-33619	258	4	(	(	PUNCT
bracis-33619	258	5	2022	2022	NUM
bracis-33619	258	6	)	)	PUNCT
bracis-33619	258	7	math	math	NOUN
bracis-33619	258	8	  	  	SPACE
bracis-33619	258	9	google	google	PROPN
bracis-33619	258	10	scholar	scholar	NOUN
bracis-33619	258	11	  	  	SPACE
bracis-33619	258	12	zhao	zhao	PROPN
bracis-33619	258	13	,	,	PUNCT
bracis-33619	258	14	z.	z.	PROPN
bracis-33619	258	15	,	,	PUNCT
bracis-33619	258	16	alzubaidi	alzubaidi	PROPN
bracis-33619	258	17	,	,	PUNCT
bracis-33619	258	18	l.	l.	PROPN
bracis-33619	258	19	,	,	PUNCT
bracis-33619	258	20	zhang	zhang	PROPN
bracis-33619	258	21	,	,	PUNCT
bracis-33619	258	22	j.	j.	PROPN
bracis-33619	258	23	,	,	PUNCT
bracis-33619	258	24	duan	duan	PROPN
bracis-33619	258	25	,	,	PUNCT
bracis-33619	258	26	y.	y.	PROPN
bracis-33619	258	27	,	,	PUNCT
bracis-33619	258	28	gu	gu	NOUN
bracis-33619	258	29	,	,	PUNCT
bracis-33619	258	30	y.	y.	PROPN
bracis-33619	258	31	:	:	PUNCT
bracis-33619	258	32	a	a	DET
bracis-33619	258	33	comparison	comparison	NOUN
bracis-33619	258	34	review	review	NOUN
bracis-33619	258	35	of	of	ADP
bracis-33619	258	36	transfer	transfer	NOUN
bracis-33619	258	37	learning	learning	NOUN
bracis-33619	258	38	and	and	CCONJ
bracis-33619	258	39	self	self	NOUN
bracis-33619	258	40	-	-	PUNCT
bracis-33619	258	41	supervised	supervise	VERB
bracis-33619	258	42	learning	learning	NOUN
bracis-33619	258	43	:	:	PUNCT
bracis-33619	259	1	definitions	definition	NOUN
bracis-33619	259	2	,	,	PUNCT
bracis-33619	259	3	applications	application	NOUN
bracis-33619	259	4	,	,	PUNCT
bracis-33619	259	5	advantages	advantage	NOUN
bracis-33619	259	6	and	and	CCONJ
bracis-33619	259	7	limitations	limitation	NOUN
bracis-33619	259	8	.	.	PUNCT
bracis-33619	260	1	expert	expert	NOUN
bracis-33619	260	2	syst	syst	PROPN
bracis-33619	260	3	.	.	PUNCT
bracis-33619	261	1	appl	appl	PROPN
bracis-33619	261	2	.	.	PROPN
bracis-33619	261	3	,	,	PUNCT
bracis-33619	262	1	p.	p.	NOUN
bracis-33619	262	2	122807	122807	NUM
bracis-33619	262	3	(	(	PUNCT
bracis-33619	262	4	2023	2023	NUM
bracis-33619	262	5	)	)	PUNCT
bracis-33619	262	6	google	google	NOUN
bracis-33619	262	7	scholar	scholar	NOUN
bracis-33619	262	8	  	  	SPACE
bracis-33619	262	9	download	download	NOUN
bracis-33619	262	10	references	reference	NOUN
bracis-33619	262	11	acknowledgments	acknowledgment	NOUN
bracis-33619	262	12	this	this	DET
bracis-33619	262	13	project	project	NOUN
bracis-33619	262	14	was	be	AUX
bracis-33619	262	15	supported	support	VERB
bracis-33619	262	16	by	by	ADP
bracis-33619	262	17	the	the	DET
bracis-33619	262	18	ministry	ministry	PROPN
bracis-33619	262	19	of	of	ADP
bracis-33619	262	20	science	science	PROPN
bracis-33619	262	21	,	,	PUNCT
bracis-33619	262	22	technology	technology	NOUN
bracis-33619	262	23	,	,	PUNCT
bracis-33619	262	24	and	and	CCONJ
bracis-33619	262	25	innovation	innovation	NOUN
bracis-33619	262	26	of	of	ADP
bracis-33619	262	27	brazil	brazil	PROPN
bracis-33619	262	28	,	,	PUNCT
bracis-33619	262	29	with	with	ADP
bracis-33619	262	30	resources	resource	NOUN
bracis-33619	262	31	granted	grant	VERB
bracis-33619	262	32	by	by	ADP
bracis-33619	262	33	the	the	DET
bracis-33619	262	34	federal	federal	ADJ
bracis-33619	262	35	law	law	NOUN
bracis-33619	262	36	8.248	8.248	NUM
bracis-33619	262	37	of	of	ADP
bracis-33619	262	38	october	october	PROPN
bracis-33619	262	39	23	23	NUM
bracis-33619	262	40	,	,	PUNCT
bracis-33619	262	41	1991	1991	NUM
bracis-33619	262	42	,	,	PUNCT
bracis-33619	262	43	under	under	ADP
bracis-33619	262	44	the	the	DET
bracis-33619	262	45	ppi	ppi	NOUN
bracis-33619	262	46	-	-	NOUN
bracis-33619	262	47	softex	softex	NOUN
bracis-33619	263	1	[	[	X
bracis-33619	263	2	01245.003479/2024	01245.003479/2024	NUM
bracis-33619	263	3	-	-	SYM
bracis-33619	263	4	10	10	NUM
bracis-33619	263	5	]	]	PUNCT
bracis-33619	263	6	.	.	PUNCT
bracis-33619	264	1	the	the	DET
bracis-33619	264	2	authors	author	NOUN
bracis-33619	264	3	also	also	ADV
bracis-33619	264	4	thank	thank	VERB
bracis-33619	264	5	cnpq	cnpq	NOUN
bracis-33619	264	6	(	(	PUNCT
bracis-33619	264	7	315399/2023	315399/2023	NUM
bracis-33619	264	8	-	-	SYM
bracis-33619	264	9	6	6	NUM
bracis-33619	264	10	,	,	PUNCT
bracis-33619	264	11	404087/2021	404087/2021	NUM
bracis-33619	264	12	-	-	SYM
bracis-33619	264	13	3	3	NUM
bracis-33619	264	14	and	and	CCONJ
bracis-33619	264	15	88887.999360/2024	88887.999360/2024	NUM
bracis-33619	264	16	-	-	SYM
bracis-33619	264	17	00	00	NUM
bracis-33619	264	18	)	)	PUNCT
bracis-33619	264	19	and	and	CCONJ
bracis-33619	264	20	fapesp	fapesp	NOUN
bracis-33619	264	21	(	(	PUNCT
bracis-33619	264	22	2013/08293	2013/08293	NUM
bracis-33619	264	23	-	-	SYM
bracis-33619	264	24	7	7	NUM
bracis-33619	264	25	)	)	PUNCT
bracis-33619	264	26	for	for	ADP
bracis-33619	264	27	their	their	PRON
bracis-33619	264	28	financial	financial	ADJ
bracis-33619	264	29	support	support	NOUN
bracis-33619	264	30	.	.	PUNCT
bracis-33619	265	1	author	author	NOUN
bracis-33619	265	2	information	information	NOUN
bracis-33619	265	3	authors	author	NOUN
bracis-33619	265	4	and	and	CCONJ
bracis-33619	265	5	affiliations	affiliation	NOUN
bracis-33619	265	6	hub	hub	NOUN
bracis-33619	265	7	for	for	ADP
bracis-33619	265	8	artificial	artificial	ADJ
bracis-33619	265	9	intelligence	intelligence	NOUN
bracis-33619	265	10	and	and	CCONJ
bracis-33619	265	11	cognitive	cognitive	ADJ
bracis-33619	265	12	architectures	architecture	NOUN
bracis-33619	265	13	(	(	PUNCT
bracis-33619	265	14	h.iaac	h.iaac	NOUN
bracis-33619	265	15	)	)	PUNCT
bracis-33619	265	16	,	,	PUNCT
bracis-33619	265	17	university	university	NOUN
bracis-33619	265	18	of	of	ADP
bracis-33619	265	19	campinas	campinas	PROPN
bracis-33619	265	20	,	,	PUNCT
bracis-33619	265	21	campinas	campinas	PROPN
bracis-33619	265	22	,	,	PUNCT
bracis-33619	265	23	13083	13083	NUM
bracis-33619	265	24	-	-	SYM
bracis-33619	265	25	852	852	NUM
bracis-33619	265	26	,	,	PUNCT
bracis-33619	266	1	brazil	brazil	PROPN
bracis-33619	266	2	gustavo	gustavo	PROPN
bracis-33619	266	3	p.	p.	PROPN
bracis-33619	266	4	c.	c.	PROPN
bracis-33619	267	1	p.	p.	PROPN
bracis-33619	267	2	da	da	PROPN
bracis-33619	267	3	luz	luz	PROPN
bracis-33619	267	4	,	,	PUNCT
bracis-33619	267	5	 	 	SPACE
bracis-33619	267	6	otávio	otávio	NOUN
bracis-33619	267	7	o.	o.	PROPN
bracis-33619	267	8	napoli	napoli	PROPN
bracis-33619	267	9	,	,	PUNCT
bracis-33619	267	10	 	 	SPACE
bracis-33619	267	11	j.	j.	PROPN
bracis-33619	267	12	v.	v.	PROPN
bracis-33619	267	13	delgado	delgado	PROPN
bracis-33619	267	14	,	,	PUNCT
bracis-33619	267	15	 	 	SPACE
bracis-33619	267	16	anderson	anderson	PROPN
bracis-33619	267	17	r.	r.	PROPN
bracis-33619	267	18	rocha	rocha	PROPN
bracis-33619	267	19	,	,	PUNCT
bracis-33619	267	20	 	 	SPACE
bracis-33619	267	21	levy	levy	NOUN
bracis-33619	267	22	boccato	boccato	NOUN
bracis-33619	267	23	 	 	SPACE
bracis-33619	267	24	&	&	CCONJ
bracis-33619	267	25	 	 	SPACE
bracis-33619	267	26	edson	edson	PROPN
bracis-33619	267	27	borin	borin	PROPN
bracis-33619	267	28	authors	author	NOUN
bracis-33619	267	29	gustavo	gustavo	VERB
bracis-33619	267	30	p.	p.	PROPN
bracis-33619	267	31	c.	c.	PROPN
bracis-33619	268	1	p.	p.	PROPN
bracis-33619	268	2	da	da	PROPN
bracis-33619	269	1	luzview	luzview	PROPN
bracis-33619	269	2	author	author	NOUN
bracis-33619	269	3	publications	publication	NOUN
bracis-33619	269	4	search	search	NOUN
bracis-33619	269	5	author	author	NOUN
bracis-33619	269	6	on	on	ADP
bracis-33619	269	7	:	:	PUNCT
bracis-33619	269	8	pubmed	pubmed	PROPN
bracis-33619	269	9	 	 	SPACE
bracis-33619	269	10	google	google	PROPN
bracis-33619	269	11	scholar	scholar	NOUN
bracis-33619	269	12	otávio	otávio	NOUN
bracis-33619	269	13	o.	o.	PROPN
bracis-33619	269	14	napoliview	napoliview	PROPN
bracis-33619	269	15	author	author	NOUN
bracis-33619	269	16	publications	publication	NOUN
bracis-33619	269	17	search	search	NOUN
bracis-33619	269	18	author	author	NOUN
bracis-33619	269	19	on	on	ADP
bracis-33619	269	20	:	:	PUNCT
bracis-33619	269	21	pubmed	pubmed	PROPN
bracis-33619	269	22	 	 	SPACE
bracis-33619	269	23	google	google	PROPN
bracis-33619	269	24	scholar	scholar	NOUN
bracis-33619	269	25	j.	j.	PROPN
bracis-33619	269	26	v.	v.	ADP
bracis-33619	269	27	delgadoview	delgadoview	PROPN
bracis-33619	269	28	author	author	NOUN
bracis-33619	269	29	publications	publication	NOUN
bracis-33619	269	30	search	search	NOUN
bracis-33619	269	31	author	author	NOUN
bracis-33619	269	32	on	on	ADP
bracis-33619	269	33	:	:	PUNCT
bracis-33619	269	34	pubmed	pubmed	PROPN
bracis-33619	269	35	 	 	SPACE
bracis-33619	269	36	google	google	PROPN
bracis-33619	269	37	scholar	scholar	PROPN
bracis-33619	269	38	anderson	anderson	PROPN
bracis-33619	269	39	r.	r.	PROPN
bracis-33619	269	40	rochaview	rochaview	PROPN
bracis-33619	269	41	author	author	NOUN
bracis-33619	269	42	publications	publication	NOUN
bracis-33619	269	43	search	search	NOUN
bracis-33619	269	44	author	author	NOUN
bracis-33619	269	45	on	on	ADP
bracis-33619	269	46	:	:	PUNCT
bracis-33619	269	47	pubmed	pubmed	PROPN
bracis-33619	269	48	 	 	SPACE
bracis-33619	269	49	google	google	PROPN
bracis-33619	269	50	scholar	scholar	NOUN
bracis-33619	269	51	levy	levy	NOUN
bracis-33619	269	52	boccatoview	boccatoview	NOUN
bracis-33619	269	53	author	author	NOUN
bracis-33619	269	54	publications	publication	NOUN
bracis-33619	269	55	search	search	NOUN
bracis-33619	269	56	author	author	NOUN
bracis-33619	269	57	on	on	ADP
bracis-33619	269	58	:	:	PUNCT
bracis-33619	269	59	pubmed	pubmed	PROPN
bracis-33619	269	60	 	 	SPACE
bracis-33619	269	61	google	google	PROPN
bracis-33619	269	62	scholar	scholar	PROPN
bracis-33619	269	63	edson	edson	PROPN
bracis-33619	269	64	borinview	borinview	PROPN
bracis-33619	269	65	author	author	NOUN
bracis-33619	269	66	publications	publication	NOUN
bracis-33619	269	67	search	search	NOUN
bracis-33619	269	68	author	author	NOUN
bracis-33619	269	69	on	on	ADP
bracis-33619	269	70	:	:	PUNCT
bracis-33619	269	71	pubmed	pubmed	PROPN
bracis-33619	269	72	 	 	SPACE
bracis-33619	269	73	google	google	PROPN
bracis-33619	269	74	scholar	scholar	NOUN
bracis-33619	269	75	corresponding	correspond	VERB
bracis-33619	269	76	author	author	NOUN
bracis-33619	269	77	correspondence	correspondence	NOUN
bracis-33619	269	78	to	to	ADP
bracis-33619	269	79	gustavo	gustavo	PROPN
bracis-33619	269	80	p.	p.	PROPN
bracis-33619	269	81	c.	c.	PROPN
bracis-33619	270	1	p.	p.	PROPN
bracis-33619	270	2	da	da	PROPN
bracis-33619	270	3	luz	luz	PROPN
bracis-33619	270	4	.	.	PUNCT
bracis-33619	271	1	editor	editor	NOUN
bracis-33619	271	2	information	information	NOUN
bracis-33619	271	3	editors	editor	NOUN
bracis-33619	271	4	and	and	CCONJ
bracis-33619	271	5	affiliations	affiliation	NOUN
bracis-33619	271	6	universidade	universidade	VERB
bracis-33619	271	7	federal	federal	PROPN
bracis-33619	271	8	fluminense	fluminense	PROPN
bracis-33619	271	9	,	,	PUNCT
bracis-33619	271	10	niterói	niterói	PROPN
bracis-33619	271	11	,	,	PUNCT
bracis-33619	271	12	brazil	brazil	PROPN
bracis-33619	271	13	aline	aline	PROPN
bracis-33619	271	14	paes	paes	PROPN
bracis-33619	271	15	instituto	instituto	PROPN
bracis-33619	271	16	tecnológico	tecnológico	PROPN
bracis-33619	271	17	de	de	PROPN
bracis-33619	271	18	aeronáutica	aeronáutica	PROPN
bracis-33619	271	19	,	,	PUNCT
bracis-33619	271	20	são	são	PROPN
bracis-33619	271	21	josé	josé	PROPN
bracis-33619	271	22	dos	dos	PROPN
bracis-33619	271	23	campos	campos	PROPN
bracis-33619	271	24	,	,	PUNCT
bracis-33619	271	25	brazil	brazil	PROPN
bracis-33619	271	26	filipe	filipe	PROPN
bracis-33619	271	27	a.	a.	PROPN
bracis-33619	271	28	n.	n.	PROPN
bracis-33619	271	29	verri	verri	PROPN
bracis-33619	271	30	rights	right	NOUN
bracis-33619	271	31	and	and	CCONJ
bracis-33619	271	32	permissions	permission	NOUN
bracis-33619	271	33	reprints	reprint	NOUN
bracis-33619	271	34	and	and	CCONJ
bracis-33619	271	35	permissions	permission	VERB
bracis-33619	271	36	copyright	copyright	NOUN
bracis-33619	271	37	information	information	NOUN
bracis-33619	271	38	©	©	ADP
bracis-33619	271	39	2025	2025	NUM
bracis-33619	271	40	the	the	DET
bracis-33619	271	41	author(s	author(s	NOUN
bracis-33619	271	42	)	)	PUNCT
bracis-33619	271	43	,	,	PUNCT
bracis-33619	271	44	under	under	ADP
bracis-33619	271	45	exclusive	exclusive	ADJ
bracis-33619	271	46	license	license	NOUN
bracis-33619	271	47	to	to	ADP
bracis-33619	271	48	springer	springer	NOUN
bracis-33619	271	49	nature	nature	PROPN
bracis-33619	271	50	switzerland	switzerland	PROPN
bracis-33619	271	51	ag	ag	PROPN
bracis-33619	271	52	about	about	ADP
bracis-33619	271	53	this	this	DET
bracis-33619	271	54	paper	paper	NOUN
bracis-33619	271	55	cite	cite	VERB
bracis-33619	271	56	this	this	DET
bracis-33619	271	57	paper	paper	NOUN
bracis-33619	271	58	da	da	PROPN
bracis-33619	271	59	luz	luz	PROPN
bracis-33619	271	60	,	,	PUNCT
bracis-33619	271	61	g.p.c.p	g.p.c.p	PROPN
bracis-33619	271	62	.	.	PROPN
bracis-33619	271	63	,	,	PUNCT
bracis-33619	271	64	napoli	napoli	PROPN
bracis-33619	271	65	,	,	PUNCT
bracis-33619	271	66	o.o	o.o	PROPN
bracis-33619	271	67	.	.	PROPN
bracis-33619	271	68	,	,	PUNCT
bracis-33619	271	69	delgado	delgado	PROPN
bracis-33619	271	70	,	,	PUNCT
bracis-33619	271	71	j.v	j.v	PROPN
bracis-33619	271	72	.	.	PROPN
bracis-33619	271	73	,	,	PUNCT
bracis-33619	271	74	rocha	rocha	PROPN
bracis-33619	271	75	,	,	PUNCT
bracis-33619	271	76	a.r	a.r	PROPN
bracis-33619	271	77	.	.	PROPN
bracis-33619	271	78	,	,	PUNCT
bracis-33619	271	79	boccato	boccato	PROPN
bracis-33619	271	80	,	,	PUNCT
bracis-33619	271	81	l.	l.	PROPN
bracis-33619	271	82	,	,	PUNCT
bracis-33619	271	83	borin	borin	PROPN
bracis-33619	271	84	,	,	PUNCT
bracis-33619	271	85	e.	e.	PROPN
bracis-33619	271	86	(	(	PUNCT
bracis-33619	271	87	2025	2025	NUM
bracis-33619	271	88	)	)	PUNCT
bracis-33619	271	89	.	.	PUNCT
bracis-33619	272	1	an	an	DET
bracis-33619	272	2	evaluation	evaluation	NOUN
bracis-33619	272	3	of	of	ADP
bracis-33619	272	4	 	 	SPACE
bracis-33619	272	5	temporal	temporal	ADJ
bracis-33619	272	6	neighborhood	neighborhood	NOUN
bracis-33619	272	7	coding	code	VERB
bracis-33619	272	8	variants	variant	NOUN
bracis-33619	272	9	in	in	ADP
bracis-33619	272	10	 	 	SPACE
bracis-33619	272	11	smartphone	smartphone	NOUN
bracis-33619	272	12	-	-	PUNCT
bracis-33619	272	13	based	base	VERB
bracis-33619	272	14	human	human	ADJ
bracis-33619	272	15	activity	activity	NOUN
bracis-33619	272	16	recognition	recognition	NOUN
bracis-33619	272	17	.	.	PUNCT
bracis-33619	273	1	in	in	ADP
bracis-33619	273	2	:	:	PUNCT
bracis-33619	273	3	paes	paes	PROPN
bracis-33619	273	4	,	,	PUNCT
bracis-33619	273	5	a.	a.	PROPN
bracis-33619	273	6	,	,	PUNCT
bracis-33619	273	7	verri	verri	NOUN
bracis-33619	273	8	,	,	PUNCT
bracis-33619	273	9	f.a.n	f.a.n	ADJ
bracis-33619	273	10	.	.	PUNCT
bracis-33619	273	11	(	(	PUNCT
bracis-33619	273	12	eds	ed	NOUN
bracis-33619	273	13	)	)	PUNCT
bracis-33619	273	14	intelligent	intelligent	ADJ
bracis-33619	273	15	systems	system	NOUN
bracis-33619	273	16	.	.	PUNCT
bracis-33619	273	17	bracis	bracis	PROPN
bracis-33619	273	18	2024	2024	NUM
bracis-33619	273	19	.	.	PUNCT
bracis-33619	274	1	lecture	lecture	NOUN
bracis-33619	274	2	notes	note	NOUN
bracis-33619	274	3	in	in	ADP
bracis-33619	274	4	computer	computer	NOUN
bracis-33619	274	5	science	science	NOUN
bracis-33619	274	6	(	(	PUNCT
bracis-33619	274	7	)	)	PUNCT
bracis-33619	274	8	,	,	PUNCT
bracis-33619	274	9	vol	vol	NOUN
bracis-33619	274	10	15414	15414	NUM
bracis-33619	274	11	.	.	PUNCT
bracis-33619	275	1	springer	springer	NOUN
bracis-33619	275	2	,	,	PUNCT
bracis-33619	275	3	cham	cham	PROPN
bracis-33619	275	4	.	.	PUNCT
bracis-33619	276	1	https://doi.org/10.1007/978-3-031-79035-5_6	https://doi.org/10.1007/978-3-031-79035-5_6	PROPN
bracis-33619	276	2	download	download	NOUN
bracis-33619	276	3	citation	citation	NOUN
bracis-33619	276	4	.ris	.ris	PUNCT
bracis-33619	276	5	.enw	.enw	PROPN
bracis-33619	276	6	.bib	.bib	PUNCT
bracis-33619	277	1	doi	doi	PROPN
bracis-33619	277	2	:	:	PUNCT
bracis-33619	277	3	https://doi.org/10.1007/978-3-031-79035-5_6	https://doi.org/10.1007/978-3-031-79035-5_6	X
bracis-33619	277	4	published	publish	VERB
bracis-33619	277	5	:	:	PUNCT
bracis-33619	277	6	30	30	NUM
bracis-33619	277	7	january	january	PROPN
bracis-33619	277	8	2025	2025	NUM
bracis-33619	277	9	publisher	publisher	NOUN
bracis-33619	277	10	name	name	NOUN
bracis-33619	277	11	:	:	PUNCT
bracis-33619	277	12	springer	springer	NOUN
bracis-33619	277	13	,	,	PUNCT
bracis-33619	277	14	cham	cham	PROPN
bracis-33619	277	15	print	print	PROPN
bracis-33619	277	16	isbn	isbn	PROPN
bracis-33619	277	17	:	:	PUNCT
bracis-33619	277	18	978	978	NUM
bracis-33619	277	19	-	-	SYM
bracis-33619	277	20	3	3	NUM
bracis-33619	277	21	-	-	PUNCT
bracis-33619	277	22	031	031	NUM
bracis-33619	277	23	-	-	PUNCT
bracis-33619	277	24	79034	79034	NUM
bracis-33619	277	25	-	-	SYM
bracis-33619	277	26	8	8	NUM
bracis-33619	277	27	online	online	ADJ
bracis-33619	277	28	isbn	isbn	NOUN
bracis-33619	277	29	:	:	PUNCT
bracis-33619	277	30	978	978	NUM
bracis-33619	277	31	-	-	SYM
bracis-33619	277	32	3	3	NUM
bracis-33619	277	33	-	-	PUNCT
bracis-33619	277	34	031	031	NUM
bracis-33619	277	35	-	-	PUNCT
bracis-33619	277	36	79035	79035	NUM
bracis-33619	277	37	-	-	PUNCT
bracis-33619	277	38	5	5	NUM
bracis-33619	277	39	ebook	ebook	NOUN
bracis-33619	277	40	packages	package	NOUN
bracis-33619	277	41	:	:	PUNCT
bracis-33619	277	42	computer	computer	NOUN
bracis-33619	277	43	sciencecomputer	sciencecomputer	NOUN
bracis-33619	277	44	science	science	NOUN
bracis-33619	277	45	(	(	PUNCT
bracis-33619	277	46	r0	r0	NOUN
bracis-33619	277	47	)	)	PUNCT
bracis-33619	277	48	share	share	VERB
bracis-33619	277	49	this	this	DET
bracis-33619	277	50	paper	paper	NOUN
bracis-33619	277	51	anyone	anyone	PRON
bracis-33619	277	52	you	you	PRON
bracis-33619	277	53	share	share	VERB
bracis-33619	277	54	the	the	DET
bracis-33619	277	55	following	follow	VERB
bracis-33619	277	56	link	link	NOUN
bracis-33619	277	57	with	with	ADP
bracis-33619	277	58	will	will	AUX
bracis-33619	277	59	be	be	AUX
bracis-33619	277	60	able	able	ADJ
bracis-33619	277	61	to	to	PART
bracis-33619	277	62	read	read	VERB
bracis-33619	277	63	this	this	DET
bracis-33619	277	64	content	content	NOUN
bracis-33619	277	65	:	:	PUNCT
bracis-33619	277	66	get	get	VERB
bracis-33619	277	67	shareable	shareable	ADJ
bracis-33619	277	68	linksorry	linksorry	NOUN
bracis-33619	277	69	,	,	PUNCT
bracis-33619	277	70	a	a	DET
bracis-33619	277	71	shareable	shareable	ADJ
bracis-33619	277	72	link	link	NOUN
bracis-33619	277	73	is	be	AUX
bracis-33619	277	74	not	not	PART
bracis-33619	277	75	currently	currently	ADV
bracis-33619	277	76	available	available	ADJ
bracis-33619	277	77	for	for	ADP
bracis-33619	277	78	this	this	DET
bracis-33619	277	79	article	article	NOUN
bracis-33619	277	80	.	.	PUNCT
bracis-33619	278	1	copy	copy	VERB
bracis-33619	278	2	shareable	shareable	ADJ
bracis-33619	278	3	link	link	NOUN
bracis-33619	278	4	to	to	PART
bracis-33619	278	5	clipboard	clipboard	NOUN
bracis-33619	278	6	provided	provide	VERB
bracis-33619	278	7	by	by	ADP
bracis-33619	278	8	the	the	DET
bracis-33619	278	9	springer	springer	NOUN
bracis-33619	278	10	nature	nature	PROPN
bracis-33619	278	11	sharedit	sharedit	PROPN
bracis-33619	278	12	content	content	NOUN
bracis-33619	278	13	-	-	PUNCT
bracis-33619	278	14	sharing	share	VERB
bracis-33619	278	15	initiative	initiative	NOUN
bracis-33619	278	16	keywords	keyword	VERB
bracis-33619	278	17	human	human	ADJ
bracis-33619	278	18	activity	activity	NOUN
bracis-33619	278	19	recognition	recognition	NOUN
bracis-33619	278	20	representation	representation	NOUN
bracis-33619	278	21	learning	learn	VERB
bracis-33619	278	22	self	self	NOUN
bracis-33619	278	23	supervised	supervise	VERB
bracis-33619	278	24	learning	learn	VERB
bracis-33619	278	25	temporal	temporal	ADJ
bracis-33619	278	26	neighborhood	neighborhood	NOUN
bracis-33619	278	27	coding	coding	NOUN
bracis-33619	278	28	publish	publish	NOUN
bracis-33619	278	29	with	with	ADP
bracis-33619	278	30	us	us	PROPN
bracis-33619	278	31	policies	policy	NOUN
bracis-33619	278	32	and	and	CCONJ
bracis-33619	278	33	ethics	ethic	NOUN
bracis-33619	278	34	search	search	NOUN
bracis-33619	278	35	search	search	NOUN
bracis-33619	278	36	by	by	ADP
bracis-33619	278	37	keyword	keyword	NOUN
bracis-33619	278	38	or	or	CCONJ
bracis-33619	278	39	author	author	NOUN
bracis-33619	278	40	search	search	NOUN
bracis-33619	278	41	navigation	navigation	NOUN
bracis-33619	278	42	find	find	VERB
bracis-33619	278	43	a	a	DET
bracis-33619	278	44	journal	journal	NOUN
bracis-33619	278	45	publish	publish	VERB
bracis-33619	278	46	with	with	ADP
bracis-33619	278	47	us	we	PRON
bracis-33619	278	48	track	track	VERB
bracis-33619	278	49	your	your	PRON
bracis-33619	278	50	research	research	NOUN
bracis-33619	278	51	discover	discover	VERB
bracis-33619	278	52	content	content	NOUN
bracis-33619	278	53	journals	journal	NOUN
bracis-33619	278	54	a	a	DET
bracis-33619	278	55	-	-	PUNCT
bracis-33619	278	56	z	z	NOUN
bracis-33619	278	57	books	book	NOUN
bracis-33619	278	58	a	a	DET
bracis-33619	278	59	-	-	PUNCT
bracis-33619	278	60	z	z	NOUN
bracis-33619	278	61	publish	publish	NOUN
bracis-33619	278	62	with	with	ADP
bracis-33619	278	63	us	us	PROPN
bracis-33619	278	64	journal	journal	PROPN
bracis-33619	278	65	finder	finder	PROPN
bracis-33619	278	66	publish	publish	VERB
bracis-33619	278	67	your	your	PRON
bracis-33619	278	68	research	research	NOUN
bracis-33619	278	69	language	language	NOUN
bracis-33619	278	70	editing	edit	VERB
bracis-33619	278	71	open	open	ADJ
bracis-33619	278	72	access	access	NOUN
bracis-33619	278	73	publishing	publishing	NOUN
bracis-33619	278	74	products	product	NOUN
bracis-33619	278	75	and	and	CCONJ
bracis-33619	278	76	services	service	NOUN
bracis-33619	278	77	our	our	PRON
bracis-33619	278	78	products	product	NOUN
bracis-33619	278	79	librarians	librarian	VERB
bracis-33619	278	80	societies	society	NOUN
bracis-33619	278	81	partners	partner	NOUN
bracis-33619	278	82	and	and	CCONJ
bracis-33619	278	83	advertisers	advertiser	NOUN
bracis-33619	278	84	our	our	PRON
bracis-33619	278	85	brands	brand	NOUN
bracis-33619	278	86	springer	springer	NOUN
bracis-33619	278	87	nature	nature	PROPN
bracis-33619	278	88	portfolio	portfolio	PROPN
bracis-33619	278	89	bmc	bmc	PROPN
bracis-33619	278	90	palgrave	palgrave	PROPN
bracis-33619	278	91	macmillan	macmillan	PROPN
bracis-33619	278	92	apress	apress	PROPN
bracis-33619	278	93	discover	discover	VERB
bracis-33619	278	94	your	your	PRON
bracis-33619	278	95	privacy	privacy	NOUN
bracis-33619	278	96	choices	choice	NOUN
bracis-33619	278	97	/	/	SYM
bracis-33619	278	98	manage	manage	NOUN
bracis-33619	278	99	cookies	cookie	NOUN
bracis-33619	278	100	your	your	PRON
bracis-33619	278	101	us	us	PROPN
bracis-33619	279	1	state	state	NOUN
bracis-33619	279	2	privacy	privacy	NOUN
bracis-33619	279	3	rights	right	NOUN
bracis-33619	279	4	accessibility	accessibility	NOUN
bracis-33619	279	5	statement	statement	NOUN
bracis-33619	279	6	terms	term	NOUN
bracis-33619	279	7	and	and	CCONJ
bracis-33619	279	8	conditions	condition	NOUN
bracis-33619	279	9	privacy	privacy	NOUN
bracis-33619	279	10	policy	policy	NOUN
bracis-33619	279	11	help	help	NOUN
bracis-33619	279	12	and	and	CCONJ
bracis-33619	279	13	support	support	VERB
bracis-33619	279	14	legal	legal	ADJ
bracis-33619	279	15	notice	notice	NOUN
bracis-33619	279	16	cancel	cancel	VERB
bracis-33619	279	17	contracts	contract	NOUN
bracis-33619	279	18	here	here	ADV
bracis-33619	279	19	129.74.145.123	129.74.145.123	NUM
bracis-33619	279	20	hesburgh	hesburgh	PROPN
bracis-33619	279	21	library	library	PROPN
bracis-33619	279	22	er	er	INTJ
bracis-33619	279	23	unit	unit	NOUN
bracis-33619	279	24	(	(	PUNCT
bracis-33619	279	25	3005732405	3005732405	NUM
bracis-33619	279	26	)	)	PUNCT
bracis-33619	279	27	northeast	northeast	ADJ
bracis-33619	279	28	research	research	NOUN
bracis-33619	279	29	libraries	library	NOUN
bracis-33619	279	30	(	(	PUNCT
bracis-33619	279	31	nerl	nerl	PROPN
bracis-33619	279	32	)	)	PUNCT
bracis-33619	279	33	(	(	PUNCT
bracis-33619	279	34	8200828607	8200828607	NUM
bracis-33619	279	35	)	)	PUNCT
bracis-33619	279	36	nerl	nerl	VERB
bracis-33619	279	37	ta	ta	X
bracis-33619	279	38	account	account	NOUN
bracis-33619	279	39	(	(	PUNCT
bracis-33619	279	40	3006206169	3006206169	NUM
bracis-33619	279	41	)	)	PUNCT
bracis-33619	279	42	university	university	NOUN
bracis-33619	279	43	of	of	ADP
bracis-33619	279	44	notre	notre	PROPN
bracis-33619	279	45	dame	dame	PROPN
bracis-33619	279	46	hesburgh	hesburgh	PROPN
bracis-33619	279	47	library	library	NOUN
bracis-33619	279	48	(	(	PUNCT
bracis-33619	279	49	3000184373	3000184373	NUM
bracis-33619	279	50	)	)	PUNCT
bracis-33619	280	1	©	©	ADP
bracis-33619	280	2	2025	2025	NUM
bracis-33619	280	3	springer	springer	NOUN
bracis-33619	280	4	nature	nature	NOUN