id	sid	tid	token	lemma	pos
bracis-33618	1	1	an	an	DET
bracis-33618	1	2	analysis	analysis	NOUN
bracis-33618	1	3	of	of	ADP
bracis-33618	1	4	 	 	SPACE
bracis-33618	1	5	time	time	NOUN
bracis-33618	1	6	-	-	PUNCT
bracis-33618	1	7	frequency	frequency	NOUN
bracis-33618	1	8	consistency	consistency	NOUN
bracis-33618	1	9	in	in	ADP
bracis-33618	1	10	 	 	SPACE
bracis-33618	1	11	human	human	ADJ
bracis-33618	1	12	activity	activity	NOUN
bracis-33618	1	13	recognition	recognition	NOUN
bracis-33618	1	14	|	|	NOUN
bracis-33618	1	15	springer	springer	NOUN
bracis-33618	1	16	nature	nature	PROPN
bracis-33618	1	17	link	link	PROPN
bracis-33618	1	18	(	(	PUNCT
bracis-33618	1	19	formerly	formerly	ADV
bracis-33618	1	20	springerlink	springerlink	NOUN
bracis-33618	1	21	)	)	PUNCT
bracis-33618	1	22	skip	skip	VERB
bracis-33618	1	23	to	to	ADP
bracis-33618	1	24	main	main	ADJ
bracis-33618	1	25	content	content	NOUN
bracis-33618	1	26	advertisement	advertisement	NOUN
bracis-33618	1	27	log	log	NOUN
bracis-33618	1	28	in	in	ADP
bracis-33618	1	29	menu	menu	NOUN
bracis-33618	1	30	find	find	VERB
bracis-33618	1	31	a	a	DET
bracis-33618	1	32	journal	journal	NOUN
bracis-33618	1	33	publish	publish	VERB
bracis-33618	1	34	with	with	ADP
bracis-33618	1	35	us	we	PRON
bracis-33618	1	36	track	track	VERB
bracis-33618	1	37	your	your	PRON
bracis-33618	1	38	research	research	NOUN
bracis-33618	1	39	search	search	NOUN
bracis-33618	1	40	cart	cart	NOUN
bracis-33618	1	41	home	home	NOUN
bracis-33618	1	42	intelligent	intelligent	ADJ
bracis-33618	1	43	systems	system	NOUN
bracis-33618	1	44	conference	conference	NOUN
bracis-33618	1	45	paper	paper	NOUN
bracis-33618	1	46	an	an	DET
bracis-33618	1	47	analysis	analysis	NOUN
bracis-33618	1	48	of	of	ADP
bracis-33618	1	49	 	 	SPACE
bracis-33618	1	50	time	time	NOUN
bracis-33618	1	51	-	-	PUNCT
bracis-33618	1	52	frequency	frequency	NOUN
bracis-33618	1	53	consistency	consistency	NOUN
bracis-33618	1	54	in	in	ADP
bracis-33618	1	55	 	 	SPACE
bracis-33618	1	56	human	human	ADJ
bracis-33618	1	57	activity	activity	NOUN
bracis-33618	1	58	recognition	recognition	NOUN
bracis-33618	1	59	conference	conference	NOUN
bracis-33618	1	60	paper	paper	NOUN
bracis-33618	1	61	first	first	ADV
bracis-33618	1	62	online	online	ADV
bracis-33618	1	63	:	:	PUNCT
bracis-33618	1	64	30	30	NUM
bracis-33618	1	65	january	january	NOUN
bracis-33618	1	66	2025	2025	NUM
bracis-33618	1	67	pp	pp	ADP
bracis-33618	1	68	66–81	66–81	NUM
bracis-33618	1	69	cite	cite	VERB
bracis-33618	1	70	this	this	DET
bracis-33618	1	71	conference	conference	NOUN
bracis-33618	1	72	paper	paper	NOUN
bracis-33618	1	73	access	access	NOUN
bracis-33618	1	74	provided	provide	VERB
bracis-33618	1	75	by	by	ADP
bracis-33618	1	76	university	university	PROPN
bracis-33618	1	77	of	of	ADP
bracis-33618	1	78	notre	notre	PROPN
bracis-33618	1	79	dame	dame	PROPN
bracis-33618	1	80	hesburgh	hesburgh	PROPN
bracis-33618	1	81	library	library	PROPN
bracis-33618	1	82	download	download	PROPN
bracis-33618	1	83	book	book	NOUN
bracis-33618	1	84	pdf	pdf	PROPN
bracis-33618	1	85	download	download	NOUN
bracis-33618	1	86	book	book	NOUN
bracis-33618	1	87	epub	epub	PROPN
bracis-33618	1	88	intelligent	intelligent	ADJ
bracis-33618	1	89	systems	system	NOUN
bracis-33618	1	90	(	(	PUNCT
bracis-33618	1	91	bracis	bracis	NOUN
bracis-33618	1	92	2024	2024	NUM
bracis-33618	1	93	)	)	PUNCT
bracis-33618	1	94	an	an	DET
bracis-33618	1	95	analysis	analysis	NOUN
bracis-33618	1	96	of	of	ADP
bracis-33618	1	97	 	 	SPACE
bracis-33618	1	98	time	time	NOUN
bracis-33618	1	99	-	-	PUNCT
bracis-33618	1	100	frequency	frequency	NOUN
bracis-33618	1	101	consistency	consistency	NOUN
bracis-33618	1	102	in	in	ADP
bracis-33618	1	103	 	 	SPACE
bracis-33618	1	104	human	human	ADJ
bracis-33618	1	105	activity	activity	NOUN
bracis-33618	1	106	recognition	recognition	NOUN
bracis-33618	1	107	download	download	NOUN
bracis-33618	1	108	book	book	NOUN
bracis-33618	1	109	pdf	pdf	PROPN
bracis-33618	1	110	download	download	NOUN
bracis-33618	1	111	book	book	PROPN
bracis-33618	1	112	epub	epub	PROPN
bracis-33618	1	113	nícolas	nícolas	PROPN
bracis-33618	1	114	hecker9	hecker9	PROPN
bracis-33618	1	115	,	,	PUNCT
bracis-33618	1	116	otávio	otávio	NOUN
bracis-33618	1	117	o.	o.	NOUN
bracis-33618	1	118	napoli9	napoli9	PROPN
bracis-33618	1	119	,	,	PUNCT
bracis-33618	1	120	jaime	jaime	NOUN
bracis-33618	1	121	delgado9	delgado9	PROPN
bracis-33618	1	122	,	,	PUNCT
bracis-33618	1	123	anderson	anderson	PROPN
bracis-33618	1	124	r.	r.	PROPN
bracis-33618	1	125	rocha9	rocha9	PROPN
bracis-33618	1	126	,	,	PUNCT
bracis-33618	1	127	levy	levy	NOUN
bracis-33618	1	128	boccato9	boccato9	PROPN
bracis-33618	1	129	&	&	CCONJ
bracis-33618	1	130	…	…	PUNCT
bracis-33618	1	131	edson	edson	PROPN
bracis-33618	1	132	borin9	borin9	PROPN
bracis-33618	1	133	  	  	SPACE
bracis-33618	1	134	show	show	VERB
bracis-33618	1	135	authors	author	NOUN
bracis-33618	1	136	part	part	NOUN
bracis-33618	1	137	of	of	ADP
bracis-33618	1	138	the	the	DET
bracis-33618	1	139	book	book	NOUN
bracis-33618	1	140	series	series	NOUN
bracis-33618	1	141	:	:	PUNCT
bracis-33618	1	142	lecture	lecture	NOUN
bracis-33618	1	143	notes	note	NOUN
bracis-33618	1	144	in	in	ADP
bracis-33618	1	145	computer	computer	NOUN
bracis-33618	1	146	science	science	NOUN
bracis-33618	1	147	(	(	PUNCT
bracis-33618	1	148	(	(	PUNCT
bracis-33618	1	149	lnai	lnai	ADJ
bracis-33618	1	150	,	,	PUNCT
bracis-33618	1	151	volume	volume	NOUN
bracis-33618	1	152	15414	15414	NUM
bracis-33618	1	153	)	)	PUNCT
bracis-33618	1	154	)	)	PUNCT
bracis-33618	1	155	included	include	VERB
bracis-33618	1	156	in	in	ADP
bracis-33618	1	157	the	the	DET
bracis-33618	1	158	following	follow	VERB
bracis-33618	1	159	conference	conference	NOUN
bracis-33618	1	160	series	series	NOUN
bracis-33618	1	161	:	:	PUNCT
bracis-33618	1	162	brazilian	brazilian	ADJ
bracis-33618	1	163	conference	conference	NOUN
bracis-33618	1	164	on	on	ADP
bracis-33618	1	165	intelligent	intelligent	ADJ
bracis-33618	1	166	systems	system	NOUN
bracis-33618	1	167	385	385	NUM
bracis-33618	1	168	accesses	access	NOUN
bracis-33618	1	169	abstract	abstract	ADV
bracis-33618	1	170	this	this	DET
bracis-33618	1	171	work	work	NOUN
bracis-33618	1	172	relies	rely	VERB
bracis-33618	1	173	upon	upon	SCONJ
bracis-33618	1	174	raw	raw	ADJ
bracis-33618	1	175	data	datum	NOUN
bracis-33618	1	176	to	to	PART
bracis-33618	1	177	present	present	VERB
bracis-33618	1	178	the	the	DET
bracis-33618	1	179	time	time	NOUN
bracis-33618	1	180	-	-	PUNCT
bracis-33618	1	181	frequency	frequency	NOUN
bracis-33618	1	182	consistency	consistency	NOUN
bracis-33618	1	183	(	(	PUNCT
bracis-33618	1	184	tf	tf	NOUN
bracis-33618	1	185	-	-	PUNCT
bracis-33618	1	186	c	c	NOUN
bracis-33618	1	187	)	)	PUNCT
bracis-33618	1	188	evaluation	evaluation	NOUN
bracis-33618	1	189	for	for	ADP
bracis-33618	1	190	human	human	ADJ
bracis-33618	1	191	activity	activity	NOUN
bracis-33618	1	192	recognition	recognition	NOUN
bracis-33618	1	193	(	(	PUNCT
bracis-33618	1	194	har	har	NOUN
bracis-33618	1	195	)	)	PUNCT
bracis-33618	1	196	.	.	PUNCT
bracis-33618	2	1	the	the	DET
bracis-33618	2	2	original	original	ADJ
bracis-33618	2	3	paper	paper	NOUN
bracis-33618	2	4	utilized	utilize	VERB
bracis-33618	2	5	data	datum	NOUN
bracis-33618	2	6	for	for	ADP
bracis-33618	2	7	this	this	DET
bracis-33618	2	8	task	task	NOUN
bracis-33618	2	9	in	in	ADP
bracis-33618	2	10	the	the	DET
bracis-33618	2	11	pretext	pretext	NOUN
bracis-33618	2	12	stage	stage	NOUN
bracis-33618	2	13	but	but	CCONJ
bracis-33618	2	14	did	do	AUX
bracis-33618	2	15	not	not	PART
bracis-33618	2	16	explore	explore	VERB
bracis-33618	2	17	its	its	PRON
bracis-33618	2	18	application	application	NOUN
bracis-33618	2	19	in	in	ADP
bracis-33618	2	20	the	the	DET
bracis-33618	2	21	downstream	downstream	ADJ
bracis-33618	2	22	task	task	NOUN
bracis-33618	2	23	.	.	PUNCT
bracis-33618	3	1	an	an	DET
bracis-33618	3	2	application	application	NOUN
bracis-33618	3	3	with	with	ADP
bracis-33618	3	4	a	a	DET
bracis-33618	3	5	modified	modified	ADJ
bracis-33618	3	6	tf	tf	PROPN
bracis-33618	3	7	-	-	PUNCT
bracis-33618	3	8	c	c	NOUN
bracis-33618	3	9	architecture	architecture	NOUN
bracis-33618	3	10	uses	use	VERB
bracis-33618	3	11	har	har	NOUN
bracis-33618	3	12	data	datum	NOUN
bracis-33618	3	13	on	on	ADP
bracis-33618	3	14	the	the	DET
bracis-33618	3	15	downstream	downstream	ADJ
bracis-33618	3	16	task	task	NOUN
bracis-33618	3	17	,	,	PUNCT
bracis-33618	3	18	reporting	report	VERB
bracis-33618	3	19	an	an	DET
bracis-33618	3	20	accuracy	accuracy	NOUN
bracis-33618	3	21	of	of	ADP
bracis-33618	3	22	64.08	64.08	NUM
bracis-33618	3	23	%	%	NOUN
bracis-33618	3	24	.	.	PUNCT
bracis-33618	4	1	we	we	PRON
bracis-33618	4	2	propose	propose	VERB
bracis-33618	4	3	three	three	NUM
bracis-33618	4	4	experiments	experiment	NOUN
bracis-33618	4	5	.	.	PUNCT
bracis-33618	5	1	first	first	ADV
bracis-33618	5	2	,	,	PUNCT
bracis-33618	5	3	we	we	PRON
bracis-33618	5	4	reproduce	reproduce	VERB
bracis-33618	5	5	the	the	DET
bracis-33618	5	6	original	original	ADJ
bracis-33618	5	7	experiment	experiment	NOUN
bracis-33618	5	8	with	with	ADP
bracis-33618	5	9	the	the	DET
bracis-33618	5	10	epilepsy	epilepsy	NOUN
bracis-33618	5	11	dataset	dataset	NOUN
bracis-33618	5	12	,	,	PUNCT
bracis-33618	5	13	comparing	compare	VERB
bracis-33618	5	14	the	the	DET
bracis-33618	5	15	results	result	NOUN
bracis-33618	5	16	with	with	ADP
bracis-33618	5	17	the	the	DET
bracis-33618	5	18	reported	report	VERB
bracis-33618	5	19	ones	one	NOUN
bracis-33618	5	20	.	.	PUNCT
bracis-33618	6	1	second	second	ADJ
bracis-33618	6	2	,	,	PUNCT
bracis-33618	6	3	we	we	PRON
bracis-33618	6	4	make	make	VERB
bracis-33618	6	5	a	a	DET
bracis-33618	6	6	performance	performance	NOUN
bracis-33618	6	7	comparison	comparison	NOUN
bracis-33618	6	8	test	test	NOUN
bracis-33618	6	9	using	use	VERB
bracis-33618	6	10	different	different	ADJ
bracis-33618	6	11	percentages	percentage	NOUN
bracis-33618	6	12	of	of	ADP
bracis-33618	6	13	data	datum	NOUN
bracis-33618	6	14	from	from	ADP
bracis-33618	6	15	0.1	0.1	NUM
bracis-33618	6	16	%	%	NOUN
bracis-33618	6	17	to	to	PART
bracis-33618	6	18	100	100	NUM
bracis-33618	6	19	%	%	NOUN
bracis-33618	6	20	and	and	CCONJ
bracis-33618	6	21	report	report	VERB
bracis-33618	6	22	the	the	DET
bracis-33618	6	23	corresponding	corresponding	ADJ
bracis-33618	6	24	accuracy	accuracy	NOUN
bracis-33618	6	25	.	.	PUNCT
bracis-33618	7	1	finally	finally	ADV
bracis-33618	7	2	,	,	PUNCT
bracis-33618	7	3	we	we	PRON
bracis-33618	7	4	compare	compare	VERB
bracis-33618	7	5	the	the	DET
bracis-33618	7	6	results	result	NOUN
bracis-33618	7	7	with	with	ADP
bracis-33618	7	8	supervised	supervised	ADJ
bracis-33618	7	9	convolutional	convolutional	ADJ
bracis-33618	7	10	neural	neural	ADJ
bracis-33618	7	11	networks	network	NOUN
bracis-33618	7	12	and	and	CCONJ
bracis-33618	7	13	the	the	DET
bracis-33618	7	14	supervised	supervised	ADJ
bracis-33618	7	15	tf	tf	PROPN
bracis-33618	7	16	-	-	PUNCT
bracis-33618	7	17	c.	c.	NOUN
bracis-33618	7	18	this	this	DET
bracis-33618	7	19	work	work	NOUN
bracis-33618	7	20	demonstrates	demonstrate	VERB
bracis-33618	7	21	the	the	DET
bracis-33618	7	22	feasibility	feasibility	NOUN
bracis-33618	7	23	of	of	ADP
bracis-33618	7	24	utilizing	utilize	VERB
bracis-33618	7	25	tf	tf	PROPN
bracis-33618	7	26	-	-	PUNCT
bracis-33618	7	27	c	c	NOUN
bracis-33618	7	28	to	to	PART
bracis-33618	7	29	perform	perform	VERB
bracis-33618	7	30	har	har	PRON
bracis-33618	7	31	as	as	ADP
bracis-33618	7	32	downstream	downstream	ADJ
bracis-33618	7	33	task	task	NOUN
bracis-33618	7	34	,	,	PUNCT
bracis-33618	7	35	achieving	achieve	VERB
bracis-33618	7	36	an	an	DET
bracis-33618	7	37	accuracy	accuracy	NOUN
bracis-33618	7	38	of	of	ADP
bracis-33618	7	39	96	96	NUM
bracis-33618	7	40	%	%	NOUN
bracis-33618	7	41	utilizing	utilize	VERB
bracis-33618	7	42	all	all	DET
bracis-33618	7	43	data	datum	NOUN
bracis-33618	7	44	of	of	ADP
bracis-33618	7	45	the	the	DET
bracis-33618	7	46	training	training	NOUN
bracis-33618	7	47	dataset	dataset	NOUN
bracis-33618	7	48	in	in	ADP
bracis-33618	7	49	fine	fine	ADV
bracis-33618	7	50	-	-	PUNCT
bracis-33618	7	51	tuning	tuning	NOUN
bracis-33618	7	52	.	.	PUNCT
bracis-33618	8	1	even	even	ADV
bracis-33618	8	2	with	with	ADP
bracis-33618	8	3	just	just	ADV
bracis-33618	8	4	42	42	NUM
bracis-33618	8	5	samples	sample	NOUN
bracis-33618	8	6	of	of	ADP
bracis-33618	8	7	the	the	DET
bracis-33618	8	8	training	training	NOUN
bracis-33618	8	9	dataset	dataset	NOUN
bracis-33618	8	10	,	,	PUNCT
bracis-33618	8	11	the	the	DET
bracis-33618	8	12	model	model	NOUN
bracis-33618	8	13	achieved	achieve	VERB
bracis-33618	8	14	an	an	DET
bracis-33618	8	15	accuracy	accuracy	NOUN
bracis-33618	8	16	of	of	ADP
bracis-33618	8	17	85	85	NUM
bracis-33618	8	18	%	%	NOUN
bracis-33618	8	19	and	and	CCONJ
bracis-33618	8	20	to	to	PART
bracis-33618	8	21	obtain	obtain	VERB
bracis-33618	8	22	an	an	DET
bracis-33618	8	23	accuracy	accuracy	NOUN
bracis-33618	8	24	greater	great	ADJ
bracis-33618	8	25	than	than	ADP
bracis-33618	8	26	90	90	NUM
bracis-33618	8	27	%	%	NOUN
bracis-33618	8	28	it	it	PRON
bracis-33618	8	29	is	be	AUX
bracis-33618	8	30	only	only	ADV
bracis-33618	8	31	necessary	necessary	ADJ
bracis-33618	8	32	126	126	NUM
bracis-33618	8	33	train	train	NOUN
bracis-33618	8	34	samples	sample	NOUN
bracis-33618	8	35	.	.	PUNCT
bracis-33618	9	1	access	access	NOUN
bracis-33618	9	2	provided	provide	VERB
bracis-33618	9	3	by	by	ADP
bracis-33618	9	4	university	university	PROPN
bracis-33618	9	5	of	of	ADP
bracis-33618	9	6	notre	notre	PROPN
bracis-33618	9	7	dame	dame	PROPN
bracis-33618	9	8	hesburgh	hesburgh	PROPN
bracis-33618	9	9	library	library	PROPN
bracis-33618	9	10	.	.	PUNCT
bracis-33618	10	1	download	download	PROPN
bracis-33618	10	2	conference	conference	NOUN
bracis-33618	10	3	paper	paper	NOUN
bracis-33618	10	4	pdf	pdf	NOUN
bracis-33618	10	5	similar	similar	ADJ
bracis-33618	10	6	content	content	NOUN
bracis-33618	10	7	being	be	AUX
bracis-33618	10	8	viewed	view	VERB
bracis-33618	10	9	by	by	ADP
bracis-33618	10	10	others	other	NOUN
bracis-33618	10	11	implementation	implementation	NOUN
bracis-33618	10	12	of	of	ADP
bracis-33618	10	13	a	a	DET
bracis-33618	10	14	convolutional	convolutional	ADJ
bracis-33618	10	15	recurrent	recurrent	ADJ
bracis-33618	10	16	fuzzy	fuzzy	ADJ
bracis-33618	10	17	neural	neural	ADJ
bracis-33618	10	18	network	network	NOUN
bracis-33618	10	19	model	model	NOUN
bracis-33618	10	20	on	on	ADP
bracis-33618	10	21	a	a	DET
bracis-33618	10	22	high	high	ADJ
bracis-33618	10	23	-	-	PUNCT
bracis-33618	10	24	performance	performance	NOUN
bracis-33618	10	25	field	field	NOUN
bracis-33618	10	26	-	-	PUNCT
bracis-33618	10	27	programmable	programmable	ADJ
bracis-33618	10	28	gate	gate	NOUN
bracis-33618	10	29	array	array	PROPN
bracis-33618	10	30	accelerator	accelerator	NOUN
bracis-33618	10	31	for	for	ADP
bracis-33618	10	32	real	real	ADJ
bracis-33618	10	33	-	-	PUNCT
bracis-33618	10	34	time	time	NOUN
bracis-33618	10	35	human	human	ADJ
bracis-33618	10	36	activity	activity	NOUN
bracis-33618	10	37	recognition	recognition	NOUN
bracis-33618	10	38	article	article	NOUN
bracis-33618	10	39	12	12	NUM
bracis-33618	10	40	august	august	PROPN
bracis-33618	10	41	2025	2025	NUM
bracis-33618	10	42	a	a	DET
bracis-33618	10	43	deep	deep	ADJ
bracis-33618	10	44	learning	learning	NOUN
bracis-33618	10	45	framework	framework	NOUN
bracis-33618	10	46	for	for	ADP
bracis-33618	10	47	smartphone	smartphone	NOUN
bracis-33618	10	48	based	base	VERB
bracis-33618	10	49	human	human	ADJ
bracis-33618	10	50	activity	activity	NOUN
bracis-33618	10	51	recognition	recognition	NOUN
bracis-33618	10	52	article	article	NOUN
bracis-33618	10	53	15	15	NUM
bracis-33618	10	54	may	may	PROPN
bracis-33618	10	55	2023	2023	NUM
bracis-33618	10	56	modeling	model	VERB
bracis-33618	10	57	transformer	transformer	NOUN
bracis-33618	10	58	architecture	architecture	NOUN
bracis-33618	10	59	with	with	ADP
bracis-33618	10	60	attention	attention	NOUN
bracis-33618	10	61	layer	layer	NOUN
bracis-33618	10	62	for	for	ADP
bracis-33618	10	63	human	human	ADJ
bracis-33618	10	64	activity	activity	NOUN
bracis-33618	10	65	recognition	recognition	NOUN
bracis-33618	10	66	article	article	NOUN
bracis-33618	10	67	10	10	NUM
bracis-33618	10	68	january	january	PROPN
bracis-33618	10	69	2024	2024	NUM
bracis-33618	10	70	1	1	NUM
bracis-33618	10	71	introduction	introduction	NOUN
bracis-33618	10	72	the	the	DET
bracis-33618	10	73	smartphone	smartphone	NOUN
bracis-33618	10	74	-	-	PUNCT
bracis-33618	10	75	based	base	VERB
bracis-33618	10	76	human	human	ADJ
bracis-33618	10	77	activity	activity	NOUN
bracis-33618	10	78	recognition	recognition	NOUN
bracis-33618	10	79	(	(	PUNCT
bracis-33618	10	80	har	har	NOUN
bracis-33618	10	81	)	)	PUNCT
bracis-33618	10	82	task	task	NOUN
bracis-33618	10	83	amounts	amount	VERB
bracis-33618	10	84	to	to	ADP
bracis-33618	10	85	identifying	identify	VERB
bracis-33618	10	86	the	the	DET
bracis-33618	10	87	activity	activity	NOUN
bracis-33618	10	88	performed	perform	VERB
bracis-33618	10	89	by	by	ADP
bracis-33618	10	90	an	an	DET
bracis-33618	10	91	individual	individual	NOUN
bracis-33618	10	92	given	give	VERB
bracis-33618	10	93	samples	sample	NOUN
bracis-33618	10	94	from	from	ADP
bracis-33618	10	95	inertial	inertial	ADJ
bracis-33618	10	96	sensors	sensor	NOUN
bracis-33618	10	97	,	,	PUNCT
bracis-33618	10	98	such	such	ADJ
bracis-33618	10	99	as	as	ADP
bracis-33618	10	100	gyroscope	gyroscope	NOUN
bracis-33618	10	101	and	and	CCONJ
bracis-33618	10	102	accelerometer	accelerometer	NOUN
bracis-33618	10	103	.	.	PUNCT
bracis-33618	11	1	in	in	ADP
bracis-33618	11	2	recent	recent	ADJ
bracis-33618	11	3	years	year	NOUN
bracis-33618	11	4	,	,	PUNCT
bracis-33618	11	5	approaches	approach	NOUN
bracis-33618	11	6	based	base	VERB
bracis-33618	11	7	on	on	ADP
bracis-33618	11	8	deep	deep	ADJ
bracis-33618	11	9	neural	neural	ADJ
bracis-33618	11	10	networks	network	NOUN
bracis-33618	11	11	(	(	PUNCT
bracis-33618	11	12	dnns	dnn	NOUN
bracis-33618	11	13	)	)	PUNCT
bracis-33618	11	14	,	,	PUNCT
bracis-33618	11	15	including	include	VERB
bracis-33618	11	16	convolutional	convolutional	ADJ
bracis-33618	11	17	networks	network	NOUN
bracis-33618	11	18	(	(	PUNCT
bracis-33618	11	19	cnns	cnns	PROPN
bracis-33618	11	20	)	)	PUNCT
bracis-33618	11	21	,	,	PUNCT
bracis-33618	11	22	have	have	AUX
bracis-33618	11	23	achieved	achieve	VERB
bracis-33618	11	24	good	good	ADJ
bracis-33618	11	25	results	result	NOUN
bracis-33618	11	26	for	for	ADP
bracis-33618	11	27	different	different	ADJ
bracis-33618	11	28	datasets	dataset	NOUN
bracis-33618	11	29	 	 	SPACE
bracis-33618	12	1	[	[	X
bracis-33618	12	2	4	4	NUM
bracis-33618	12	3	,	,	PUNCT
bracis-33618	12	4	7	7	NUM
bracis-33618	12	5	,	,	PUNCT
bracis-33618	12	6	14	14	NUM
bracis-33618	12	7	]	]	PUNCT
bracis-33618	12	8	.	.	PUNCT
bracis-33618	13	1	training	train	VERB
bracis-33618	13	2	deep	deep	ADJ
bracis-33618	13	3	models	model	NOUN
bracis-33618	13	4	in	in	ADP
bracis-33618	13	5	a	a	DET
bracis-33618	13	6	supervised	supervised	ADJ
bracis-33618	13	7	fashion	fashion	NOUN
bracis-33618	13	8	requires	require	VERB
bracis-33618	13	9	a	a	DET
bracis-33618	13	10	significant	significant	ADJ
bracis-33618	13	11	amount	amount	NOUN
bracis-33618	13	12	of	of	ADP
bracis-33618	13	13	labeled	label	VERB
bracis-33618	13	14	data	datum	NOUN
bracis-33618	13	15	,	,	PUNCT
bracis-33618	13	16	which	which	PRON
bracis-33618	13	17	,	,	PUNCT
bracis-33618	13	18	in	in	ADP
bracis-33618	13	19	turn	turn	NOUN
bracis-33618	13	20	,	,	PUNCT
bracis-33618	13	21	depends	depend	VERB
bracis-33618	13	22	on	on	ADP
bracis-33618	13	23	a	a	DET
bracis-33618	13	24	labor	labor	NOUN
bracis-33618	13	25	-	-	PUNCT
bracis-33618	13	26	intensive	intensive	ADJ
bracis-33618	13	27	and	and	CCONJ
bracis-33618	13	28	error	error	NOUN
bracis-33618	13	29	-	-	PUNCT
bracis-33618	13	30	prone	prone	ADJ
bracis-33618	13	31	process	process	NOUN
bracis-33618	13	32	of	of	ADP
bracis-33618	13	33	manually	manually	ADV
bracis-33618	13	34	labelling	label	VERB
bracis-33618	13	35	each	each	DET
bracis-33618	13	36	sample	sample	NOUN
bracis-33618	13	37	or	or	CCONJ
bracis-33618	13	38	even	even	ADV
bracis-33618	13	39	each	each	DET
bracis-33618	13	40	time	time	NOUN
bracis-33618	13	41	window	window	NOUN
bracis-33618	13	42	.	.	PUNCT
bracis-33618	14	1	in	in	ADP
bracis-33618	14	2	this	this	DET
bracis-33618	14	3	context	context	NOUN
bracis-33618	14	4	,	,	PUNCT
bracis-33618	14	5	adopting	adopt	VERB
bracis-33618	14	6	self	self	NOUN
bracis-33618	14	7	-	-	PUNCT
bracis-33618	14	8	supervised	supervise	VERB
bracis-33618	14	9	learning	learning	NOUN
bracis-33618	14	10	(	(	PUNCT
bracis-33618	14	11	ssl	ssl	ADJ
bracis-33618	14	12	)	)	PUNCT
bracis-33618	14	13	methods	method	NOUN
bracis-33618	14	14	to	to	PART
bracis-33618	14	15	pretrain	pretrain	VERB
bracis-33618	14	16	part	part	NOUN
bracis-33618	14	17	of	of	ADP
bracis-33618	14	18	the	the	DET
bracis-33618	14	19	network	network	NOUN
bracis-33618	14	20	structure	structure	NOUN
bracis-33618	14	21	emerges	emerge	VERB
bracis-33618	14	22	as	as	ADP
bracis-33618	14	23	an	an	DET
bracis-33618	14	24	interesting	interesting	ADJ
bracis-33618	14	25	alternative	alternative	NOUN
bracis-33618	14	26	,	,	PUNCT
bracis-33618	14	27	since	since	SCONJ
bracis-33618	14	28	it	it	PRON
bracis-33618	14	29	may	may	AUX
bracis-33618	14	30	lead	lead	VERB
bracis-33618	14	31	to	to	ADP
bracis-33618	14	32	learning	learn	VERB
bracis-33618	14	33	an	an	DET
bracis-33618	14	34	effective	effective	ADJ
bracis-33618	14	35	latent	latent	NOUN
bracis-33618	14	36	representation	representation	NOUN
bracis-33618	14	37	using	use	VERB
bracis-33618	14	38	only	only	ADV
bracis-33618	14	39	unlabeled	unlabeled	ADJ
bracis-33618	14	40	data	datum	NOUN
bracis-33618	14	41	,	,	PUNCT
bracis-33618	14	42	which	which	PRON
bracis-33618	14	43	are	be	AUX
bracis-33618	14	44	more	more	ADV
bracis-33618	14	45	easily	easily	ADV
bracis-33618	14	46	collected	collect	VERB
bracis-33618	14	47	.	.	PUNCT
bracis-33618	15	1	additionally	additionally	ADV
bracis-33618	15	2	,	,	PUNCT
bracis-33618	15	3	it	it	PRON
bracis-33618	15	4	may	may	AUX
bracis-33618	15	5	also	also	ADV
bracis-33618	15	6	allow	allow	VERB
bracis-33618	15	7	the	the	DET
bracis-33618	15	8	use	use	NOUN
bracis-33618	15	9	of	of	ADP
bracis-33618	15	10	a	a	DET
bracis-33618	15	11	relatively	relatively	ADV
bracis-33618	15	12	small	small	ADJ
bracis-33618	15	13	labeled	label	VERB
bracis-33618	15	14	dataset	dataset	NOUN
bracis-33618	15	15	for	for	ADP
bracis-33618	15	16	training	train	VERB
bracis-33618	15	17	the	the	DET
bracis-33618	15	18	model	model	NOUN
bracis-33618	15	19	in	in	ADP
bracis-33618	15	20	the	the	DET
bracis-33618	15	21	target	target	NOUN
bracis-33618	15	22	task	task	NOUN
bracis-33618	15	23	(	(	PUNCT
bracis-33618	15	24	har	har	X
bracis-33618	15	25	,	,	PUNCT
bracis-33618	15	26	for	for	ADP
bracis-33618	15	27	instance	instance	NOUN
bracis-33618	15	28	)	)	PUNCT
bracis-33618	15	29	,	,	PUNCT
bracis-33618	15	30	so	so	SCONJ
bracis-33618	15	31	that	that	SCONJ
bracis-33618	15	32	an	an	DET
bracis-33618	15	33	adequate	adequate	ADJ
bracis-33618	15	34	classifier	classifier	NOUN
bracis-33618	15	35	can	can	AUX
bracis-33618	15	36	be	be	AUX
bracis-33618	15	37	obtained	obtain	VERB
bracis-33618	15	38	even	even	ADV
bracis-33618	15	39	with	with	ADP
bracis-33618	15	40	a	a	DET
bracis-33618	15	41	few	few	ADJ
bracis-33618	15	42	labeled	label	VERB
bracis-33618	15	43	samples	sample	NOUN
bracis-33618	15	44	.	.	PUNCT
bracis-33618	16	1	a	a	DET
bracis-33618	16	2	common	common	ADJ
bracis-33618	16	3	ssl	ssl	ADJ
bracis-33618	16	4	framework	framework	NOUN
bracis-33618	16	5	involves	involve	VERB
bracis-33618	16	6	two	two	NUM
bracis-33618	16	7	training	training	NOUN
bracis-33618	16	8	steps	step	NOUN
bracis-33618	16	9	:	:	PUNCT
bracis-33618	16	10	the	the	DET
bracis-33618	16	11	pretext	pretext	NOUN
bracis-33618	16	12	task	task	NOUN
bracis-33618	16	13	and	and	CCONJ
bracis-33618	16	14	training	training	NOUN
bracis-33618	16	15	for	for	ADP
bracis-33618	16	16	the	the	DET
bracis-33618	16	17	downstream	downstream	ADJ
bracis-33618	16	18	task	task	NOUN
bracis-33618	16	19	.	.	PUNCT
bracis-33618	17	1	in	in	ADP
bracis-33618	17	2	the	the	DET
bracis-33618	17	3	first	first	ADJ
bracis-33618	17	4	step	step	NOUN
bracis-33618	17	5	,	,	PUNCT
bracis-33618	17	6	a	a	DET
bracis-33618	17	7	feature	feature	NOUN
bracis-33618	17	8	extractor	extractor	NOUN
bracis-33618	17	9	,	,	PUNCT
bracis-33618	17	10	called	call	VERB
bracis-33618	17	11	the	the	DET
bracis-33618	17	12	backbone	backbone	NOUN
bracis-33618	17	13	,	,	PUNCT
bracis-33618	17	14	followed	follow	VERB
bracis-33618	17	15	by	by	ADP
bracis-33618	17	16	a	a	DET
bracis-33618	17	17	projection	projection	ADJ
bracis-33618	17	18	head	head	NOUN
bracis-33618	17	19	—	—	PUNCT
bracis-33618	17	20	typically	typically	ADV
bracis-33618	17	21	a	a	DET
bracis-33618	17	22	shallow	shallow	ADJ
bracis-33618	17	23	neural	neural	ADJ
bracis-33618	17	24	network	network	NOUN
bracis-33618	17	25	—	—	PUNCT
bracis-33618	17	26	is	be	AUX
bracis-33618	17	27	trained	train	VERB
bracis-33618	17	28	to	to	PART
bracis-33618	17	29	solve	solve	VERB
bracis-33618	17	30	a	a	DET
bracis-33618	17	31	supervised	supervised	ADJ
bracis-33618	17	32	learning	learn	VERB
bracis-33618	17	33	task	task	NOUN
bracis-33618	17	34	with	with	ADP
bracis-33618	17	35	labels	label	NOUN
bracis-33618	17	36	automatically	automatically	ADV
bracis-33618	17	37	derived	derive	VERB
bracis-33618	17	38	from	from	ADP
bracis-33618	17	39	the	the	DET
bracis-33618	17	40	original	original	ADJ
bracis-33618	17	41	unlabeled	unlabele	VERB
bracis-33618	17	42	input	input	NOUN
bracis-33618	17	43	samples	sample	NOUN
bracis-33618	17	44	.	.	PUNCT
bracis-33618	18	1	this	this	DET
bracis-33618	18	2	task	task	NOUN
bracis-33618	18	3	,	,	PUNCT
bracis-33618	18	4	although	although	SCONJ
bracis-33618	18	5	not	not	PART
bracis-33618	18	6	particularly	particularly	ADV
bracis-33618	18	7	useful	useful	ADJ
bracis-33618	18	8	in	in	ADP
bracis-33618	18	9	practice	practice	NOUN
bracis-33618	18	10	,	,	PUNCT
bracis-33618	18	11	is	be	AUX
bracis-33618	18	12	designed	design	VERB
bracis-33618	18	13	to	to	PART
bracis-33618	18	14	encourage	encourage	VERB
bracis-33618	18	15	the	the	DET
bracis-33618	18	16	model	model	NOUN
bracis-33618	18	17	to	to	PART
bracis-33618	18	18	learn	learn	VERB
bracis-33618	18	19	meaningful	meaningful	ADJ
bracis-33618	18	20	data	datum	NOUN
bracis-33618	18	21	representations	representation	NOUN
bracis-33618	18	22	.	.	PUNCT
bracis-33618	19	1	the	the	DET
bracis-33618	19	2	idea	idea	NOUN
bracis-33618	19	3	is	be	AUX
bracis-33618	19	4	that	that	SCONJ
bracis-33618	19	5	by	by	ADP
bracis-33618	19	6	training	train	VERB
bracis-33618	19	7	the	the	DET
bracis-33618	19	8	structure	structure	NOUN
bracis-33618	19	9	to	to	PART
bracis-33618	19	10	solve	solve	VERB
bracis-33618	19	11	this	this	DET
bracis-33618	19	12	pretext	pretext	NOUN
bracis-33618	19	13	task	task	NOUN
bracis-33618	19	14	,	,	PUNCT
bracis-33618	19	15	the	the	DET
bracis-33618	19	16	backbone	backbone	NOUN
bracis-33618	19	17	learns	learn	VERB
bracis-33618	19	18	to	to	PART
bracis-33618	19	19	capture	capture	VERB
bracis-33618	19	20	general	general	ADJ
bracis-33618	19	21	and	and	CCONJ
bracis-33618	19	22	relevant	relevant	ADJ
bracis-33618	19	23	information	information	NOUN
bracis-33618	19	24	from	from	ADP
bracis-33618	19	25	the	the	DET
bracis-33618	19	26	input	input	NOUN
bracis-33618	19	27	data	datum	NOUN
bracis-33618	19	28	into	into	ADP
bracis-33618	19	29	a	a	DET
bracis-33618	19	30	latent	latent	NOUN
bracis-33618	19	31	representation	representation	NOUN
bracis-33618	19	32	,	,	PUNCT
bracis-33618	19	33	which	which	PRON
bracis-33618	19	34	can	can	AUX
bracis-33618	19	35	then	then	ADV
bracis-33618	19	36	be	be	AUX
bracis-33618	19	37	used	use	VERB
bracis-33618	19	38	in	in	ADP
bracis-33618	19	39	the	the	DET
bracis-33618	19	40	downstream	downstream	ADJ
bracis-33618	19	41	task	task	NOUN
bracis-33618	19	42	.	.	PUNCT
bracis-33618	20	1	examples	example	NOUN
bracis-33618	20	2	of	of	ADP
bracis-33618	20	3	pretext	pretext	NOUN
bracis-33618	20	4	tasks	task	NOUN
bracis-33618	20	5	include	include	VERB
bracis-33618	20	6	reconstruction	reconstruction	NOUN
bracis-33618	20	7	tasks	task	NOUN
bracis-33618	20	8	,	,	PUNCT
bracis-33618	20	9	jigsaw	jigsaw	NOUN
bracis-33618	20	10	tasks	task	NOUN
bracis-33618	20	11	,	,	PUNCT
bracis-33618	20	12	and	and	CCONJ
bracis-33618	20	13	contrastive	contrastive	ADJ
bracis-33618	20	14	techniques	technique	NOUN
bracis-33618	20	15	(	(	PUNCT
bracis-33618	20	16	performing	perform	VERB
bracis-33618	20	17	augmentations	augmentation	NOUN
bracis-33618	20	18	and	and	CCONJ
bracis-33618	20	19	comparing	compare	VERB
bracis-33618	20	20	similar	similar	ADJ
bracis-33618	20	21	samples	sample	NOUN
bracis-33618	20	22	)	)	PUNCT
bracis-33618	20	23	,	,	PUNCT
bracis-33618	20	24	such	such	ADJ
bracis-33618	20	25	as	as	ADP
bracis-33618	20	26	tf	tf	PROPN
bracis-33618	20	27	-	-	PUNCT
bracis-33618	20	28	c.	c.	NOUN
bracis-33618	20	29	in	in	ADP
bracis-33618	20	30	the	the	DET
bracis-33618	20	31	second	second	ADJ
bracis-33618	20	32	step	step	NOUN
bracis-33618	20	33	,	,	PUNCT
bracis-33618	20	34	the	the	DET
bracis-33618	20	35	pretrained	pretraine	VERB
bracis-33618	20	36	backbone	backbone	NOUN
bracis-33618	20	37	is	be	AUX
bracis-33618	20	38	combined	combine	VERB
bracis-33618	20	39	with	with	ADP
bracis-33618	20	40	a	a	DET
bracis-33618	20	41	new	new	ADJ
bracis-33618	20	42	prediction	prediction	NOUN
bracis-33618	20	43	head	head	NOUN
bracis-33618	20	44	to	to	PART
bracis-33618	20	45	create	create	VERB
bracis-33618	20	46	the	the	DET
bracis-33618	20	47	downstream	downstream	ADJ
bracis-33618	20	48	model	model	NOUN
bracis-33618	20	49	,	,	PUNCT
bracis-33618	20	50	which	which	PRON
bracis-33618	20	51	is	be	AUX
bracis-33618	20	52	trained	train	VERB
bracis-33618	20	53	to	to	PART
bracis-33618	20	54	solve	solve	VERB
bracis-33618	20	55	the	the	DET
bracis-33618	20	56	target	target	NOUN
bracis-33618	20	57	task	task	NOUN
bracis-33618	20	58	using	use	VERB
bracis-33618	20	59	a	a	DET
bracis-33618	20	60	labeled	label	VERB
bracis-33618	20	61	dataset	dataset	NOUN
bracis-33618	20	62	.	.	PUNCT
bracis-33618	21	1	most	most	ADJ
bracis-33618	21	2	ssl	ssl	ADJ
bracis-33618	21	3	techniques	technique	NOUN
bracis-33618	21	4	are	be	AUX
bracis-33618	21	5	first	first	ADV
bracis-33618	21	6	proposed	propose	VERB
bracis-33618	21	7	and	and	CCONJ
bracis-33618	21	8	evaluated	evaluate	VERB
bracis-33618	21	9	on	on	ADP
bracis-33618	21	10	image	image	NOUN
bracis-33618	21	11	classification	classification	NOUN
bracis-33618	21	12	tasks	task	NOUN
bracis-33618	21	13	 	 	SPACE
bracis-33618	22	1	[	[	X
bracis-33618	22	2	3	3	NUM
bracis-33618	22	3	,	,	PUNCT
bracis-33618	22	4	5	5	NUM
bracis-33618	22	5	,	,	PUNCT
bracis-33618	22	6	6	6	NUM
bracis-33618	22	7	,	,	PUNCT
bracis-33618	22	8	9	9	NUM
bracis-33618	22	9	,	,	PUNCT
bracis-33618	22	10	26	26	NUM
bracis-33618	22	11	]	]	PUNCT
bracis-33618	22	12	.	.	PUNCT
bracis-33618	23	1	nonetheless	nonetheless	ADV
bracis-33618	23	2	,	,	PUNCT
bracis-33618	23	3	several	several	ADJ
bracis-33618	23	4	methods	method	NOUN
bracis-33618	23	5	have	have	AUX
bracis-33618	23	6	also	also	ADV
bracis-33618	23	7	been	be	AUX
bracis-33618	23	8	proposed	propose	VERB
bracis-33618	23	9	for	for	ADP
bracis-33618	23	10	time	time	NOUN
bracis-33618	23	11	-	-	PUNCT
bracis-33618	23	12	series	series	NOUN
bracis-33618	23	13	 	 	SPACE
bracis-33618	23	14	[	[	X
bracis-33618	23	15	27	27	NUM
bracis-33618	23	16	]	]	X
bracis-33618	23	17	,	,	PUNCT
bracis-33618	23	18	such	such	ADJ
bracis-33618	23	19	as	as	ADP
bracis-33618	23	20	cpc	cpc	PROPN
bracis-33618	23	21	 	 	SPACE
bracis-33618	24	1	[	[	X
bracis-33618	24	2	17	17	NUM
bracis-33618	24	3	]	]	PUNCT
bracis-33618	24	4	,	,	PUNCT
bracis-33618	24	5	tnc	tnc	PROPN
bracis-33618	24	6	 	 	SPACE
bracis-33618	25	1	[	[	X
bracis-33618	25	2	23	23	NUM
bracis-33618	25	3	]	]	PUNCT
bracis-33618	25	4	,	,	PUNCT
bracis-33618	25	5	and	and	CCONJ
bracis-33618	25	6	tf	tf	X
bracis-33618	25	7	-	-	PUNCT
bracis-33618	25	8	c	c	NOUN
bracis-33618	25	9	 	 	SPACE
bracis-33618	26	1	[	[	X
bracis-33618	26	2	28	28	NUM
bracis-33618	26	3	]	]	PUNCT
bracis-33618	26	4	.	.	PUNCT
bracis-33618	27	1	tf	tf	PROPN
bracis-33618	27	2	-	-	PUNCT
bracis-33618	27	3	c	c	PROPN
bracis-33618	27	4	is	be	AUX
bracis-33618	27	5	a	a	DET
bracis-33618	27	6	contrastive	contrastive	ADJ
bracis-33618	27	7	learning	learning	NOUN
bracis-33618	27	8	technique	technique	NOUN
bracis-33618	27	9	focused	focus	VERB
bracis-33618	27	10	on	on	ADP
bracis-33618	27	11	time	time	NOUN
bracis-33618	27	12	series	series	PROPN
bracis-33618	27	13	problems	problem	NOUN
bracis-33618	27	14	with	with	ADP
bracis-33618	27	15	two	two	NUM
bracis-33618	27	16	main	main	ADJ
bracis-33618	27	17	characteristics	characteristic	NOUN
bracis-33618	27	18	:	:	PUNCT
bracis-33618	27	19	(	(	PUNCT
bracis-33618	27	20	i	i	NOUN
bracis-33618	27	21	)	)	PUNCT
bracis-33618	27	22	the	the	DET
bracis-33618	27	23	backbone	backbone	NOUN
bracis-33618	27	24	is	be	AUX
bracis-33618	27	25	divided	divide	VERB
bracis-33618	27	26	in	in	ADP
bracis-33618	27	27	two	two	NUM
bracis-33618	27	28	separate	separate	ADJ
bracis-33618	27	29	parts	part	NOUN
bracis-33618	27	30	that	that	PRON
bracis-33618	27	31	process	process	VERB
bracis-33618	27	32	the	the	DET
bracis-33618	27	33	raw	raw	ADJ
bracis-33618	27	34	time	time	NOUN
bracis-33618	27	35	windows	window	NOUN
bracis-33618	27	36	and	and	CCONJ
bracis-33618	27	37	the	the	DET
bracis-33618	27	38	frequency	frequency	NOUN
bracis-33618	27	39	spectra	spectra	NOUN
bracis-33618	27	40	,	,	PUNCT
bracis-33618	27	41	respectively	respectively	ADV
bracis-33618	27	42	;	;	PUNCT
bracis-33618	27	43	 	 	SPACE
bracis-33618	27	44	and	and	CCONJ
bracis-33618	27	45	(	(	PUNCT
bracis-33618	27	46	ii	ii	NOUN
bracis-33618	27	47	)	)	PUNCT
bracis-33618	27	48	the	the	DET
bracis-33618	27	49	pretext	pretext	NOUN
bracis-33618	27	50	task	task	NOUN
bracis-33618	27	51	encompasses	encompass	VERB
bracis-33618	27	52	three	three	NUM
bracis-33618	27	53	losses	loss	NOUN
bracis-33618	27	54	a	a	DET
bracis-33618	27	55	contrastive	contrastive	ADJ
bracis-33618	27	56	time	time	NOUN
bracis-33618	27	57	domain	domain	NOUN
bracis-33618	27	58	loss	loss	NOUN
bracis-33618	27	59	,	,	PUNCT
bracis-33618	27	60	a	a	DET
bracis-33618	27	61	contrastive	contrastive	ADJ
bracis-33618	27	62	frequency	frequency	NOUN
bracis-33618	27	63	domain	domain	NOUN
bracis-33618	27	64	loss	loss	NOUN
bracis-33618	27	65	,	,	PUNCT
bracis-33618	27	66	and	and	CCONJ
bracis-33618	27	67	a	a	DET
bracis-33618	27	68	cross	cross	ADJ
bracis-33618	27	69	-	-	ADJ
bracis-33618	27	70	domain	domain	ADJ
bracis-33618	27	71	contrastive	contrastive	ADJ
bracis-33618	27	72	loss	loss	NOUN
bracis-33618	27	73	.	.	PUNCT
bracis-33618	28	1	recent	recent	ADJ
bracis-33618	28	2	works	work	NOUN
bracis-33618	28	3	analyzed	analyze	VERB
bracis-33618	28	4	tf	tf	PROPN
bracis-33618	28	5	-	-	PUNCT
bracis-33618	28	6	c	c	NOUN
bracis-33618	28	7	in	in	ADP
bracis-33618	28	8	different	different	ADJ
bracis-33618	28	9	time	time	NOUN
bracis-33618	28	10	series	series	NOUN
bracis-33618	28	11	scenarios	scenario	NOUN
bracis-33618	28	12	,	,	PUNCT
bracis-33618	28	13	with	with	ADP
bracis-33618	28	14	modifications	modification	NOUN
bracis-33618	28	15	on	on	ADP
bracis-33618	28	16	the	the	DET
bracis-33618	28	17	framework	framework	NOUN
bracis-33618	28	18	and	and	CCONJ
bracis-33618	28	19	on	on	ADP
bracis-33618	28	20	the	the	DET
bracis-33618	28	21	architecture	architecture	NOUN
bracis-33618	28	22	for	for	ADP
bracis-33618	28	23	backbone	backbone	NOUN
bracis-33618	28	24	 	 	SPACE
bracis-33618	29	1	[	[	X
bracis-33618	29	2	8	8	NUM
bracis-33618	29	3	,	,	PUNCT
bracis-33618	29	4	10	10	NUM
bracis-33618	29	5	,	,	PUNCT
bracis-33618	29	6	24	24	NUM
bracis-33618	29	7	,	,	PUNCT
bracis-33618	29	8	28	28	NUM
bracis-33618	29	9	]	]	PUNCT
bracis-33618	29	10	.	.	PUNCT
bracis-33618	30	1	however	however	ADV
bracis-33618	30	2	,	,	PUNCT
bracis-33618	30	3	there	there	PRON
bracis-33618	30	4	are	be	VERB
bracis-33618	30	5	few	few	ADJ
bracis-33618	30	6	works	work	NOUN
bracis-33618	30	7	that	that	PRON
bracis-33618	30	8	studied	study	VERB
bracis-33618	30	9	tf	tf	PROPN
bracis-33618	30	10	-	-	PUNCT
bracis-33618	30	11	c	c	NOUN
bracis-33618	30	12	for	for	ADP
bracis-33618	30	13	har	har	NOUN
bracis-33618	30	14	in	in	ADP
bracis-33618	30	15	the	the	DET
bracis-33618	30	16	downstream	downstream	ADJ
bracis-33618	30	17	task	task	NOUN
bracis-33618	30	18	and	and	CCONJ
bracis-33618	30	19	with	with	ADP
bracis-33618	30	20	a	a	DET
bracis-33618	30	21	cnn	cnn	NOUN
bracis-33618	30	22	architecture	architecture	NOUN
bracis-33618	30	23	.	.	PUNCT
bracis-33618	31	1	this	this	DET
bracis-33618	31	2	work	work	NOUN
bracis-33618	31	3	focus	focus	NOUN
bracis-33618	31	4	on	on	ADP
bracis-33618	31	5	tf	tf	PROPN
bracis-33618	31	6	-	-	PUNCT
bracis-33618	31	7	c	c	NOUN
bracis-33618	31	8	for	for	ADP
bracis-33618	31	9	har	har	NOUN
bracis-33618	31	10	,	,	PUNCT
bracis-33618	31	11	expanding	expand	VERB
bracis-33618	31	12	the	the	DET
bracis-33618	31	13	comparison	comparison	NOUN
bracis-33618	31	14	between	between	ADP
bracis-33618	31	15	ssl	ssl	PROPN
bracis-33618	31	16	and	and	CCONJ
bracis-33618	31	17	supervised	supervised	ADJ
bracis-33618	31	18	strategies	strategy	NOUN
bracis-33618	31	19	by	by	ADP
bracis-33618	31	20	:	:	PUNCT
bracis-33618	31	21	(	(	PUNCT
bracis-33618	31	22	i	i	NOUN
bracis-33618	31	23	)	)	PUNCT
bracis-33618	31	24	considering	consider	VERB
bracis-33618	31	25	the	the	DET
bracis-33618	31	26	influence	influence	NOUN
bracis-33618	31	27	of	of	ADP
bracis-33618	31	28	the	the	DET
bracis-33618	31	29	number	number	NOUN
bracis-33618	31	30	of	of	ADP
bracis-33618	31	31	labeled	label	VERB
bracis-33618	31	32	training	training	NOUN
bracis-33618	31	33	samples	sample	NOUN
bracis-33618	31	34	in	in	ADP
bracis-33618	31	35	the	the	DET
bracis-33618	31	36	downstream	downstream	ADJ
bracis-33618	31	37	task	task	NOUN
bracis-33618	31	38	performance	performance	NOUN
bracis-33618	31	39	;	;	PUNCT
bracis-33618	31	40	(	(	PUNCT
bracis-33618	31	41	ii	ii	NOUN
bracis-33618	31	42	)	)	PUNCT
bracis-33618	31	43	comparing	compare	VERB
bracis-33618	31	44	the	the	DET
bracis-33618	31	45	latent	latent	NOUN
bracis-33618	31	46	spaces	space	NOUN
bracis-33618	31	47	;	;	PUNCT
bracis-33618	31	48	 	 	SPACE
bracis-33618	31	49	and	and	CCONJ
bracis-33618	31	50	(	(	PUNCT
bracis-33618	31	51	iii	iii	NOUN
bracis-33618	31	52	)	)	PUNCT
bracis-33618	31	53	analyzing	analyze	VERB
bracis-33618	31	54	the	the	DET
bracis-33618	31	55	impact	impact	NOUN
bracis-33618	31	56	of	of	ADP
bracis-33618	31	57	time	time	NOUN
bracis-33618	31	58	and	and	CCONJ
bracis-33618	31	59	frequency	frequency	NOUN
bracis-33618	31	60	-	-	PUNCT
bracis-33618	31	61	domain	domain	NOUN
bracis-33618	31	62	pipelines	pipeline	NOUN
bracis-33618	31	63	in	in	ADP
bracis-33618	31	64	the	the	DET
bracis-33618	31	65	final	final	ADJ
bracis-33618	31	66	performance	performance	NOUN
bracis-33618	31	67	.	.	PUNCT
bracis-33618	32	1	the	the	DET
bracis-33618	32	2	obtained	obtain	VERB
bracis-33618	32	3	results	result	NOUN
bracis-33618	32	4	indicate	indicate	VERB
bracis-33618	32	5	a	a	DET
bracis-33618	32	6	similar	similar	ADJ
bracis-33618	32	7	accuracy	accuracy	NOUN
bracis-33618	32	8	in	in	ADP
bracis-33618	32	9	comparison	comparison	NOUN
bracis-33618	32	10	to	to	ADP
bracis-33618	32	11	the	the	DET
bracis-33618	32	12	state	state	NOUN
bracis-33618	32	13	-	-	PUNCT
bracis-33618	32	14	of	of	ADP
bracis-33618	32	15	-	-	PUNCT
bracis-33618	32	16	the	the	DET
bracis-33618	32	17	-	-	PUNCT
bracis-33618	32	18	art	art	NOUN
bracis-33618	32	19	and	and	CCONJ
bracis-33618	32	20	an	an	DET
bracis-33618	32	21	excellent	excellent	ADJ
bracis-33618	32	22	class	class	NOUN
bracis-33618	32	23	separation	separation	NOUN
bracis-33618	32	24	in	in	ADP
bracis-33618	32	25	latent	latent	NOUN
bracis-33618	32	26	space	space	NOUN
bracis-33618	32	27	,	,	PUNCT
bracis-33618	32	28	even	even	ADV
bracis-33618	32	29	when	when	SCONJ
bracis-33618	32	30	only	only	ADV
bracis-33618	32	31	a	a	DET
bracis-33618	32	32	few	few	ADJ
bracis-33618	32	33	samples	sample	NOUN
bracis-33618	32	34	are	be	AUX
bracis-33618	32	35	employed	employ	VERB
bracis-33618	32	36	in	in	ADP
bracis-33618	32	37	the	the	DET
bracis-33618	32	38	training	training	NOUN
bracis-33618	32	39	stage	stage	NOUN
bracis-33618	32	40	.	.	PUNCT
bracis-33618	33	1	the	the	DET
bracis-33618	33	2	remainder	remainder	NOUN
bracis-33618	33	3	of	of	ADP
bracis-33618	33	4	this	this	DET
bracis-33618	33	5	text	text	NOUN
bracis-33618	33	6	is	be	AUX
bracis-33618	33	7	organized	organize	VERB
bracis-33618	33	8	as	as	SCONJ
bracis-33618	33	9	follows	follow	VERB
bracis-33618	33	10	:	:	PUNCT
bracis-33618	33	11	sect	sect	NOUN
bracis-33618	33	12	.	.	PUNCT
bracis-33618	33	13	 	 	SPACE
bracis-33618	34	1	2	2	NUM
bracis-33618	34	2	presents	present	VERB
bracis-33618	34	3	the	the	DET
bracis-33618	34	4	related	related	ADJ
bracis-33618	34	5	work	work	NOUN
bracis-33618	34	6	;	;	PUNCT
bracis-33618	34	7	sect	sect	NOUN
bracis-33618	34	8	.	.	PUNCT
bracis-33618	34	9	 	 	SPACE
bracis-33618	34	10	3	3	NUM
bracis-33618	34	11	provides	provide	VERB
bracis-33618	34	12	an	an	DET
bracis-33618	34	13	overview	overview	NOUN
bracis-33618	34	14	of	of	ADP
bracis-33618	34	15	the	the	DET
bracis-33618	34	16	tf	tf	PROPN
bracis-33618	34	17	-	-	PUNCT
bracis-33618	34	18	c	c	NOUN
bracis-33618	34	19	technique	technique	NOUN
bracis-33618	34	20	;	;	PUNCT
bracis-33618	34	21	sect	sect	NOUN
bracis-33618	34	22	.	.	PUNCT
bracis-33618	34	23	 	 	SPACE
bracis-33618	34	24	4	4	NUM
bracis-33618	34	25	discusses	discuss	VERB
bracis-33618	34	26	the	the	DET
bracis-33618	34	27	experimental	experimental	ADJ
bracis-33618	34	28	results	result	NOUN
bracis-33618	34	29	;	;	PUNCT
bracis-33618	35	1	finally	finally	ADV
bracis-33618	35	2	,	,	PUNCT
bracis-33618	35	3	sect	sect	NOUN
bracis-33618	35	4	.	.	PUNCT
bracis-33618	35	5	 	 	SPACE
bracis-33618	35	6	5	5	NUM
bracis-33618	35	7	presents	present	VERB
bracis-33618	35	8	the	the	DET
bracis-33618	35	9	conclusions	conclusion	NOUN
bracis-33618	35	10	and	and	CCONJ
bracis-33618	35	11	future	future	ADJ
bracis-33618	35	12	work	work	NOUN
bracis-33618	35	13	.	.	PUNCT
bracis-33618	36	1	2	2	NUM
bracis-33618	36	2	related	related	ADJ
bracis-33618	36	3	work	work	NOUN
bracis-33618	36	4	this	this	DET
bracis-33618	36	5	section	section	NOUN
bracis-33618	36	6	presents	present	VERB
bracis-33618	36	7	the	the	DET
bracis-33618	36	8	related	related	ADJ
bracis-33618	36	9	work	work	NOUN
bracis-33618	36	10	.	.	PUNCT
bracis-33618	37	1	first	first	ADV
bracis-33618	37	2	it	it	PRON
bracis-33618	37	3	provices	provice	VERB
bracis-33618	37	4	an	an	DET
bracis-33618	37	5	overview	overview	NOUN
bracis-33618	37	6	of	of	ADP
bracis-33618	37	7	works	work	NOUN
bracis-33618	37	8	that	that	PRON
bracis-33618	37	9	employed	employ	VERB
bracis-33618	37	10	ssl	ssl	PROPN
bracis-33618	37	11	techniques	technique	NOUN
bracis-33618	37	12	to	to	PART
bracis-33618	37	13	support	support	VERB
bracis-33618	37	14	the	the	DET
bracis-33618	37	15	development	development	NOUN
bracis-33618	37	16	of	of	ADP
bracis-33618	37	17	models	model	NOUN
bracis-33618	37	18	for	for	ADP
bracis-33618	37	19	har	har	PRON
bracis-33618	37	20	.	.	PUNCT
bracis-33618	38	1	then	then	ADV
bracis-33618	38	2	,	,	PUNCT
bracis-33618	38	3	it	it	PRON
bracis-33618	38	4	lists	list	VERB
bracis-33618	38	5	works	work	VERB
bracis-33618	38	6	that	that	PRON
bracis-33618	38	7	evaluated	evaluate	VERB
bracis-33618	38	8	tf	tf	PROPN
bracis-33618	38	9	-	-	PUNCT
bracis-33618	38	10	c	c	NOUN
bracis-33618	38	11	on	on	ADP
bracis-33618	38	12	non	non	ADJ
bracis-33618	38	13	-	-	ADJ
bracis-33618	38	14	har	har	ADJ
bracis-33618	38	15	tasks	task	NOUN
bracis-33618	38	16	.	.	PUNCT
bracis-33618	39	1	finally	finally	ADV
bracis-33618	39	2	,	,	PUNCT
bracis-33618	39	3	it	it	PRON
bracis-33618	39	4	discusses	discuss	VERB
bracis-33618	39	5	works	work	NOUN
bracis-33618	39	6	that	that	PRON
bracis-33618	39	7	assess	assess	VERB
bracis-33618	39	8	the	the	DET
bracis-33618	39	9	performance	performance	NOUN
bracis-33618	39	10	of	of	ADP
bracis-33618	39	11	tf	tf	PROPN
bracis-33618	39	12	-	-	PUNCT
bracis-33618	39	13	c	c	PROPN
bracis-33618	39	14	on	on	ADP
bracis-33618	39	15	har	har	X
bracis-33618	39	16	.	.	PUNCT
bracis-33618	40	1	ssl	ssl	PROPN
bracis-33618	40	2	for	for	ADP
bracis-33618	40	3	har	har	PROPN
bracis-33618	40	4	:	:	PUNCT
bracis-33618	40	5	several	several	ADJ
bracis-33618	40	6	works	work	NOUN
bracis-33618	40	7	evaluate	evaluate	VERB
bracis-33618	40	8	the	the	DET
bracis-33618	40	9	potential	potential	NOUN
bracis-33618	40	10	of	of	ADP
bracis-33618	40	11	ssl	ssl	ADJ
bracis-33618	40	12	techniques	technique	NOUN
bracis-33618	40	13	on	on	ADP
bracis-33618	40	14	human	human	ADJ
bracis-33618	40	15	activity	activity	NOUN
bracis-33618	40	16	recognition	recognition	NOUN
bracis-33618	40	17	tasks	task	NOUN
bracis-33618	40	18	.	.	PUNCT
bracis-33618	41	1	saeed	saeed	PROPN
bracis-33618	41	2	et	et	PROPN
bracis-33618	41	3	al	al	PROPN
bracis-33618	41	4	.	.	PUNCT
bracis-33618	41	5	 	 	SPACE
bracis-33618	42	1	[	[	X
bracis-33618	42	2	20	20	NUM
bracis-33618	42	3	]	]	PUNCT
bracis-33618	42	4	introduced	introduce	VERB
bracis-33618	42	5	an	an	DET
bracis-33618	42	6	ssl	ssl	ADJ
bracis-33618	42	7	technique	technique	NOUN
bracis-33618	42	8	using	use	VERB
bracis-33618	42	9	transformation	transformation	NOUN
bracis-33618	42	10	classification	classification	NOUN
bracis-33618	42	11	as	as	ADP
bracis-33618	42	12	a	a	DET
bracis-33618	42	13	pretext	pretext	NOUN
bracis-33618	42	14	task	task	NOUN
bracis-33618	42	15	.	.	PUNCT
bracis-33618	43	1	the	the	DET
bracis-33618	43	2	model	model	NOUN
bracis-33618	43	3	is	be	AUX
bracis-33618	43	4	composed	compose	VERB
bracis-33618	43	5	of	of	ADP
bracis-33618	43	6	a	a	DET
bracis-33618	43	7	three	three	NUM
bracis-33618	43	8	-	-	PUNCT
bracis-33618	43	9	layer	layer	NOUN
bracis-33618	43	10	1d	1d	NUM
bracis-33618	43	11	cnn	cnn	NOUN
bracis-33618	43	12	backbone	backbone	NOUN
bracis-33618	43	13	with	with	ADP
bracis-33618	43	14	multiple	multiple	ADJ
bracis-33618	43	15	binary	binary	ADJ
bracis-33618	43	16	prediction	prediction	NOUN
bracis-33618	43	17	heads	head	NOUN
bracis-33618	43	18	,	,	PUNCT
bracis-33618	43	19	each	each	PRON
bracis-33618	43	20	identifying	identify	VERB
bracis-33618	43	21	a	a	DET
bracis-33618	43	22	single	single	ADJ
bracis-33618	43	23	transformation	transformation	NOUN
bracis-33618	43	24	such	such	ADJ
bracis-33618	43	25	as	as	ADP
bracis-33618	43	26	noise	noise	NOUN
bracis-33618	43	27	addition	addition	NOUN
bracis-33618	43	28	,	,	PUNCT
bracis-33618	43	29	rescaling	rescaling	NOUN
bracis-33618	43	30	,	,	PUNCT
bracis-33618	43	31	rotation	rotation	NOUN
bracis-33618	43	32	,	,	PUNCT
bracis-33618	43	33	negation	negation	NOUN
bracis-33618	43	34	,	,	PUNCT
bracis-33618	43	35	horizontal	horizontal	ADJ
bracis-33618	43	36	flipping	flipping	NOUN
bracis-33618	43	37	,	,	PUNCT
bracis-33618	43	38	permutation	permutation	NOUN
bracis-33618	43	39	,	,	PUNCT
bracis-33618	43	40	time	time	NOUN
bracis-33618	43	41	warping	warping	NOUN
bracis-33618	43	42	,	,	PUNCT
bracis-33618	43	43	and	and	CCONJ
bracis-33618	43	44	channel	channel	NOUN
bracis-33618	43	45	shuffling	shuffling	NOUN
bracis-33618	43	46	.	.	PUNCT
bracis-33618	44	1	applied	apply	VERB
bracis-33618	44	2	to	to	ADP
bracis-33618	44	3	accelerometer	accelerometer	VERB
bracis-33618	44	4	and	and	CCONJ
bracis-33618	44	5	gyroscope	gyroscope	PROPN
bracis-33618	44	6	data	datum	NOUN
bracis-33618	44	7	,	,	PUNCT
bracis-33618	44	8	their	their	PRON
bracis-33618	44	9	approach	approach	NOUN
bracis-33618	44	10	outperforms	outperform	VERB
bracis-33618	44	11	both	both	CCONJ
bracis-33618	44	12	supervised	supervised	ADJ
bracis-33618	44	13	and	and	CCONJ
bracis-33618	44	14	unsupervised	unsupervised	ADJ
bracis-33618	44	15	methods	method	NOUN
bracis-33618	44	16	on	on	ADP
bracis-33618	44	17	datasets	dataset	NOUN
bracis-33618	44	18	like	like	ADP
bracis-33618	44	19	hhar	hhar	NOUN
bracis-33618	44	20	,	,	PUNCT
bracis-33618	44	21	unimib	unimib	NOUN
bracis-33618	44	22	,	,	PUNCT
bracis-33618	44	23	uci	uci	PROPN
bracis-33618	44	24	-	-	PUNCT
bracis-33618	44	25	har	har	PROPN
bracis-33618	44	26	,	,	PUNCT
bracis-33618	44	27	wisdm	wisdm	NOUN
bracis-33618	44	28	,	,	PUNCT
bracis-33618	44	29	and	and	CCONJ
bracis-33618	44	30	motionsense	motionsense	NOUN
bracis-33618	44	31	,	,	PUNCT
bracis-33618	44	32	with	with	ADP
bracis-33618	44	33	improvements	improvement	NOUN
bracis-33618	44	34	in	in	ADP
bracis-33618	44	35	performance	performance	NOUN
bracis-33618	44	36	up	up	ADP
bracis-33618	44	37	to	to	PART
bracis-33618	44	38	4	4	NUM
bracis-33618	44	39	%	%	NOUN
bracis-33618	44	40	.	.	PUNCT
bracis-33618	45	1	haresamudram	haresamudram	NOUN
bracis-33618	45	2	et	et	PROPN
bracis-33618	45	3	al	al	PROPN
bracis-33618	45	4	.	.	PUNCT
bracis-33618	45	5	 	 	SPACE
bracis-33618	46	1	[	[	X
bracis-33618	46	2	11	11	NUM
bracis-33618	46	3	]	]	PUNCT
bracis-33618	46	4	proposed	propose	VERB
bracis-33618	46	5	an	an	DET
bracis-33618	46	6	ssl	ssl	ADJ
bracis-33618	46	7	technique	technique	NOUN
bracis-33618	46	8	using	use	VERB
bracis-33618	46	9	masked	mask	VERB
bracis-33618	46	10	autoencoders	autoencoder	NOUN
bracis-33618	46	11	.	.	PUNCT
bracis-33618	47	1	here	here	ADV
bracis-33618	47	2	,	,	PUNCT
bracis-33618	47	3	n	n	PRON
bracis-33618	47	4	distinct	distinct	ADJ
bracis-33618	47	5	time	time	NOUN
bracis-33618	47	6	instants	instant	NOUN
bracis-33618	47	7	are	be	AUX
bracis-33618	47	8	randomly	randomly	ADV
bracis-33618	47	9	selected	select	VERB
bracis-33618	47	10	and	and	CCONJ
bracis-33618	47	11	perturbed	perturb	VERB
bracis-33618	47	12	.	.	PUNCT
bracis-33618	48	1	this	this	DET
bracis-33618	48	2	input	input	NOUN
bracis-33618	48	3	is	be	AUX
bracis-33618	48	4	passed	pass	VERB
bracis-33618	48	5	to	to	ADP
bracis-33618	48	6	a	a	DET
bracis-33618	48	7	transformer	transformer	NOUN
bracis-33618	48	8	-	-	PUNCT
bracis-33618	48	9	based	base	VERB
bracis-33618	48	10	autoencoder	autoencoder	NOUN
bracis-33618	48	11	that	that	SCONJ
bracis-33618	48	12	,	,	PUNCT
bracis-33618	48	13	then	then	ADV
bracis-33618	48	14	,	,	PUNCT
bracis-33618	48	15	go	go	VERB
bracis-33618	48	16	through	through	ADP
bracis-33618	48	17	fully	fully	ADV
bracis-33618	48	18	connected	connected	ADJ
bracis-33618	48	19	layers	layer	NOUN
bracis-33618	48	20	aiming	aim	VERB
bracis-33618	48	21	to	to	PART
bracis-33618	48	22	reconstruct	reconstruct	VERB
bracis-33618	48	23	the	the	DET
bracis-33618	48	24	original	original	ADJ
bracis-33618	48	25	input	input	NOUN
bracis-33618	48	26	,	,	PUNCT
bracis-33618	48	27	with	with	ADP
bracis-33618	48	28	the	the	DET
bracis-33618	48	29	loss	loss	NOUN
bracis-33618	48	30	function	function	NOUN
bracis-33618	48	31	calculated	calculate	VERB
bracis-33618	48	32	only	only	ADV
bracis-33618	48	33	on	on	ADP
bracis-33618	48	34	the	the	DET
bracis-33618	48	35	perturbed	perturb	VERB
bracis-33618	48	36	part	part	NOUN
bracis-33618	48	37	.	.	PUNCT
bracis-33618	49	1	the	the	DET
bracis-33618	49	2	authors	author	NOUN
bracis-33618	49	3	demonstrate	demonstrate	VERB
bracis-33618	49	4	that	that	SCONJ
bracis-33618	49	5	the	the	DET
bracis-33618	49	6	model	model	NOUN
bracis-33618	49	7	learns	learn	VERB
bracis-33618	49	8	useful	useful	ADJ
bracis-33618	49	9	representations	representation	NOUN
bracis-33618	49	10	and	and	CCONJ
bracis-33618	49	11	achieves	achieve	VERB
bracis-33618	49	12	good	good	ADJ
bracis-33618	49	13	results	result	NOUN
bracis-33618	49	14	in	in	ADP
bracis-33618	49	15	har	har	NOUN
bracis-33618	49	16	using	use	VERB
bracis-33618	49	17	the	the	DET
bracis-33618	49	18	motionsense	motionsense	NOUN
bracis-33618	49	19	and	and	CCONJ
bracis-33618	49	20	usc	usc	NOUN
bracis-33618	49	21	-	-	PUNCT
bracis-33618	49	22	had	have	VERB
bracis-33618	49	23	datasets	dataset	NOUN
bracis-33618	49	24	.	.	PUNCT
bracis-33618	50	1	tang	tang	PROPN
bracis-33618	50	2	et	et	PROPN
bracis-33618	50	3	al	al	PROPN
bracis-33618	50	4	.	.	PUNCT
bracis-33618	50	5	 	 	SPACE
bracis-33618	51	1	[	[	X
bracis-33618	51	2	22	22	NUM
bracis-33618	51	3	]	]	PUNCT
bracis-33618	51	4	adapted	adapt	VERB
bracis-33618	51	5	simclr	simclr	NOUN
bracis-33618	51	6	 	 	SPACE
bracis-33618	51	7	[	[	X
bracis-33618	51	8	5	5	NUM
bracis-33618	51	9	]	]	PUNCT
bracis-33618	51	10	for	for	ADP
bracis-33618	51	11	har	har	PRON
bracis-33618	51	12	.	.	PUNCT
bracis-33618	52	1	simclr	simclr	NOUN
bracis-33618	52	2	is	be	AUX
bracis-33618	52	3	a	a	DET
bracis-33618	52	4	popular	popular	ADJ
bracis-33618	52	5	ssl	ssl	ADJ
bracis-33618	52	6	method	method	NOUN
bracis-33618	52	7	that	that	PRON
bracis-33618	52	8	uses	use	VERB
bracis-33618	52	9	contrastive	contrastive	ADJ
bracis-33618	52	10	learning	learning	NOUN
bracis-33618	52	11	to	to	PART
bracis-33618	52	12	learn	learn	VERB
bracis-33618	52	13	discriminative	discriminative	NOUN
bracis-33618	52	14	representations	representation	NOUN
bracis-33618	52	15	by	by	ADP
bracis-33618	52	16	maximizing	maximize	VERB
bracis-33618	52	17	the	the	DET
bracis-33618	52	18	similarity	similarity	NOUN
bracis-33618	52	19	between	between	ADP
bracis-33618	52	20	positive	positive	ADJ
bracis-33618	52	21	pairs	pair	NOUN
bracis-33618	52	22	and	and	CCONJ
bracis-33618	52	23	minimizing	minimize	VERB
bracis-33618	52	24	it	it	PRON
bracis-33618	52	25	between	between	ADP
bracis-33618	52	26	negative	negative	ADJ
bracis-33618	52	27	pairs	pair	NOUN
bracis-33618	52	28	.	.	PUNCT
bracis-33618	53	1	positive	positive	ADJ
bracis-33618	53	2	pairs	pair	NOUN
bracis-33618	53	3	are	be	AUX
bracis-33618	53	4	generated	generate	VERB
bracis-33618	53	5	from	from	ADP
bracis-33618	53	6	two	two	NUM
bracis-33618	53	7	augmentations	augmentation	NOUN
bracis-33618	53	8	of	of	ADP
bracis-33618	53	9	the	the	DET
bracis-33618	53	10	same	same	ADJ
bracis-33618	53	11	input	input	NOUN
bracis-33618	53	12	,	,	PUNCT
bracis-33618	53	13	while	while	SCONJ
bracis-33618	53	14	negative	negative	ADJ
bracis-33618	53	15	pairs	pair	NOUN
bracis-33618	53	16	come	come	VERB
bracis-33618	53	17	from	from	ADP
bracis-33618	53	18	different	different	ADJ
bracis-33618	53	19	inputs	input	NOUN
bracis-33618	53	20	.	.	PUNCT
bracis-33618	54	1	in	in	ADP
bracis-33618	54	2	their	their	PRON
bracis-33618	54	3	work	work	NOUN
bracis-33618	54	4	,	,	PUNCT
bracis-33618	54	5	the	the	DET
bracis-33618	54	6	authors	author	NOUN
bracis-33618	54	7	use	use	VERB
bracis-33618	54	8	eight	eight	NUM
bracis-33618	54	9	augmentations	augmentation	NOUN
bracis-33618	54	10	for	for	ADP
bracis-33618	54	11	time	time	NOUN
bracis-33618	54	12	-	-	PUNCT
bracis-33618	54	13	series	series	NOUN
bracis-33618	54	14	data	datum	NOUN
bracis-33618	54	15	and	and	CCONJ
bracis-33618	54	16	reported	report	VERB
bracis-33618	54	17	a	a	DET
bracis-33618	54	18	performance	performance	NOUN
bracis-33618	54	19	gain	gain	NOUN
bracis-33618	54	20	of	of	ADP
bracis-33618	54	21	over	over	ADP
bracis-33618	54	22	2	2	NUM
bracis-33618	54	23	%	%	NOUN
bracis-33618	54	24	with	with	ADP
bracis-33618	54	25	pretrained	pretraine	VERB
bracis-33618	54	26	models	model	NOUN
bracis-33618	54	27	.	.	PUNCT
bracis-33618	55	1	in	in	ADP
bracis-33618	55	2	a	a	DET
bracis-33618	55	3	later	later	ADJ
bracis-33618	55	4	work	work	NOUN
bracis-33618	55	5	,	,	PUNCT
bracis-33618	55	6	tang	tang	X
bracis-33618	55	7	et	et	PROPN
bracis-33618	55	8	al	al	PROPN
bracis-33618	55	9	.	.	PUNCT
bracis-33618	55	10	 	 	SPACE
bracis-33618	56	1	[	[	X
bracis-33618	56	2	21	21	NUM
bracis-33618	56	3	]	]	PUNCT
bracis-33618	56	4	introduced	introduce	VERB
bracis-33618	56	5	selfhar	selfhar	PROPN
bracis-33618	56	6	,	,	PUNCT
bracis-33618	56	7	a	a	DET
bracis-33618	56	8	teacher	teacher	NOUN
bracis-33618	56	9	-	-	PUNCT
bracis-33618	56	10	student	student	NOUN
bracis-33618	56	11	architecture	architecture	NOUN
bracis-33618	56	12	for	for	ADP
bracis-33618	56	13	har	har	PRON
bracis-33618	56	14	that	that	PRON
bracis-33618	56	15	integrates	integrate	VERB
bracis-33618	56	16	semi	semi	ADV
bracis-33618	56	17	-	-	ADJ
bracis-33618	56	18	supervised	supervised	ADJ
bracis-33618	56	19	and	and	CCONJ
bracis-33618	56	20	ssl	ssl	ADJ
bracis-33618	56	21	techniques	technique	NOUN
bracis-33618	56	22	.	.	PUNCT
bracis-33618	57	1	the	the	DET
bracis-33618	57	2	teacher	teacher	NOUN
bracis-33618	57	3	model	model	NOUN
bracis-33618	57	4	,	,	PUNCT
bracis-33618	57	5	a	a	DET
bracis-33618	57	6	1d	1d	NUM
bracis-33618	57	7	cnn	cnn	NOUN
bracis-33618	57	8	,	,	PUNCT
bracis-33618	57	9	generates	generate	VERB
bracis-33618	57	10	pseudo	pseudo	NOUN
bracis-33618	57	11	-	-	NOUN
bracis-33618	57	12	labels	label	NOUN
bracis-33618	57	13	for	for	ADP
bracis-33618	57	14	unlabeled	unlabeled	ADJ
bracis-33618	57	15	data	datum	NOUN
bracis-33618	57	16	,	,	PUNCT
bracis-33618	57	17	which	which	PRON
bracis-33618	57	18	are	be	AUX
bracis-33618	57	19	then	then	ADV
bracis-33618	57	20	used	use	VERB
bracis-33618	57	21	to	to	PART
bracis-33618	57	22	train	train	VERB
bracis-33618	57	23	the	the	DET
bracis-33618	57	24	student	student	NOUN
bracis-33618	57	25	model	model	NOUN
bracis-33618	57	26	on	on	ADP
bracis-33618	57	27	high	high	ADJ
bracis-33618	57	28	-	-	PUNCT
bracis-33618	57	29	confidence	confidence	NOUN
bracis-33618	57	30	samples	sample	NOUN
bracis-33618	57	31	.	.	PUNCT
bracis-33618	58	1	the	the	DET
bracis-33618	58	2	student	student	NOUN
bracis-33618	58	3	model	model	NOUN
bracis-33618	58	4	employs	employ	VERB
bracis-33618	58	5	a	a	DET
bracis-33618	58	6	self	self	NOUN
bracis-33618	58	7	-	-	PUNCT
bracis-33618	58	8	supervised	supervise	VERB
bracis-33618	58	9	,	,	PUNCT
bracis-33618	58	10	multi	multi	ADJ
bracis-33618	58	11	-	-	ADJ
bracis-33618	58	12	task	task	ADJ
bracis-33618	58	13	learning	learn	VERB
bracis-33618	58	14	approach	approach	NOUN
bracis-33618	58	15	with	with	ADP
bracis-33618	58	16	transformation	transformation	NOUN
bracis-33618	58	17	classification	classification	NOUN
bracis-33618	58	18	as	as	ADP
bracis-33618	58	19	the	the	DET
bracis-33618	58	20	pretext	pretext	NOUN
bracis-33618	58	21	task	task	NOUN
bracis-33618	58	22	,	,	PUNCT
bracis-33618	58	23	similar	similar	ADJ
bracis-33618	58	24	to	to	ADP
bracis-33618	58	25	saeed	saeed	PROPN
bracis-33618	58	26	et	et	PROPN
bracis-33618	58	27	al	al	PROPN
bracis-33618	58	28	.	.	PUNCT
bracis-33618	58	29	 	 	SPACE
bracis-33618	59	1	[	[	X
bracis-33618	59	2	20	20	NUM
bracis-33618	59	3	]	]	PUNCT
bracis-33618	59	4	.	.	PUNCT
bracis-33618	60	1	self	self	NOUN
bracis-33618	60	2	-	-	PUNCT
bracis-33618	60	3	supervised	supervise	VERB
bracis-33618	60	4	training	training	NOUN
bracis-33618	60	5	utilized	utilize	VERB
bracis-33618	60	6	the	the	DET
bracis-33618	60	7	fenland	fenland	PROPN
bracis-33618	60	8	study	study	PROPN
bracis-33618	60	9	data	data	PROPN
bracis-33618	60	10	,	,	PUNCT
bracis-33618	60	11	encompassing	encompass	VERB
bracis-33618	60	12	over	over	ADP
bracis-33618	60	13	12,000	12,000	NUM
bracis-33618	60	14	participants	participant	NOUN
bracis-33618	60	15	to	to	PART
bracis-33618	60	16	identify	identify	VERB
bracis-33618	60	17	causes	cause	NOUN
bracis-33618	60	18	of	of	ADP
bracis-33618	60	19	obesity	obesity	NOUN
bracis-33618	60	20	and	and	CCONJ
bracis-33618	60	21	type	type	NOUN
bracis-33618	60	22	2	2	NUM
bracis-33618	60	23	diabetes	diabetes	NOUN
bracis-33618	60	24	.	.	PUNCT
bracis-33618	61	1	evaluated	evaluate	VERB
bracis-33618	61	2	on	on	ADP
bracis-33618	61	3	six	six	NUM
bracis-33618	61	4	datasets	dataset	NOUN
bracis-33618	61	5	(	(	PUNCT
bracis-33618	61	6	hhar	hhar	ADJ
bracis-33618	61	7	,	,	PUNCT
bracis-33618	61	8	motionsense	motionsense	NOUN
bracis-33618	61	9	,	,	PUNCT
bracis-33618	61	10	mobiact	mobiact	ADJ
bracis-33618	61	11	,	,	PUNCT
bracis-33618	61	12	paas	paas	NOUN
bracis-33618	61	13	,	,	PUNCT
bracis-33618	61	14	unimib	unimib	NOUN
bracis-33618	61	15	,	,	PUNCT
bracis-33618	61	16	uci	uci	PROPN
bracis-33618	61	17	,	,	PUNCT
bracis-33618	61	18	and	and	CCONJ
bracis-33618	61	19	wisdm	wisdm	NOUN
bracis-33618	61	20	)	)	PUNCT
bracis-33618	61	21	,	,	PUNCT
bracis-33618	61	22	selfhar	selfhar	PROPN
bracis-33618	61	23	showed	show	VERB
bracis-33618	61	24	significant	significant	ADJ
bracis-33618	61	25	performance	performance	NOUN
bracis-33618	61	26	improvements	improvement	NOUN
bracis-33618	61	27	,	,	PUNCT
bracis-33618	61	28	with	with	ADP
bracis-33618	61	29	a	a	DET
bracis-33618	61	30	12	12	NUM
bracis-33618	61	31	%	%	NOUN
bracis-33618	61	32	gain	gain	NOUN
bracis-33618	61	33	on	on	ADP
bracis-33618	61	34	unimib	unimib	NOUN
bracis-33618	61	35	compared	compare	VERB
bracis-33618	61	36	to	to	ADP
bracis-33618	61	37	fully	fully	ADV
bracis-33618	61	38	supervised	supervised	ADJ
bracis-33618	61	39	methods	method	NOUN
bracis-33618	61	40	,	,	PUNCT
bracis-33618	61	41	and	and	CCONJ
bracis-33618	61	42	outperformed	outperform	VERB
bracis-33618	61	43	saeed	saeed	PROPN
bracis-33618	61	44	’s	’s	PART
bracis-33618	61	45	method	method	NOUN
bracis-33618	61	46	.	.	PUNCT
bracis-33618	62	1	contrastive	contrastive	ADJ
bracis-33618	62	2	predictive	predictive	ADJ
bracis-33618	62	3	coding	code	VERB
bracis-33618	62	4	(	(	PUNCT
bracis-33618	62	5	cpc	cpc	PROPN
bracis-33618	62	6	)	)	PUNCT
bracis-33618	62	7	 	 	SPACE
bracis-33618	63	1	[	[	X
bracis-33618	63	2	17	17	NUM
bracis-33618	63	3	]	]	PUNCT
bracis-33618	63	4	is	be	AUX
bracis-33618	63	5	an	an	DET
bracis-33618	63	6	ssl	ssl	ADJ
bracis-33618	63	7	technique	technique	NOUN
bracis-33618	63	8	where	where	SCONJ
bracis-33618	63	9	the	the	DET
bracis-33618	63	10	pretext	pretext	NOUN
bracis-33618	63	11	task	task	NOUN
bracis-33618	63	12	is	be	AUX
bracis-33618	63	13	to	to	PART
bracis-33618	63	14	predict	predict	VERB
bracis-33618	63	15	future	future	ADJ
bracis-33618	63	16	information	information	NOUN
bracis-33618	63	17	based	base	VERB
bracis-33618	63	18	on	on	ADP
bracis-33618	63	19	present	present	ADJ
bracis-33618	63	20	context	context	NOUN
bracis-33618	63	21	,	,	PUNCT
bracis-33618	63	22	similar	similar	ADJ
bracis-33618	63	23	to	to	ADP
bracis-33618	63	24	time	time	NOUN
bracis-33618	63	25	-	-	PUNCT
bracis-33618	63	26	series	series	NOUN
bracis-33618	63	27	forecasting	forecasting	NOUN
bracis-33618	63	28	tasks	task	NOUN
bracis-33618	63	29	.	.	PUNCT
bracis-33618	64	1	it	it	PRON
bracis-33618	64	2	has	have	VERB
bracis-33618	64	3	two	two	NUM
bracis-33618	64	4	main	main	ADJ
bracis-33618	64	5	components	component	NOUN
bracis-33618	64	6	:	:	PUNCT
bracis-33618	64	7	an	an	DET
bracis-33618	64	8	encoder	encoder	NOUN
bracis-33618	64	9	,	,	PUNCT
bracis-33618	64	10	which	which	PRON
bracis-33618	64	11	maps	map	VERB
bracis-33618	64	12	input	input	NOUN
bracis-33618	64	13	data	datum	NOUN
bracis-33618	64	14	to	to	ADP
bracis-33618	64	15	a	a	DET
bracis-33618	64	16	latent	latent	NOUN
bracis-33618	64	17	representation	representation	NOUN
bracis-33618	64	18	,	,	PUNCT
bracis-33618	64	19	and	and	CCONJ
bracis-33618	64	20	an	an	DET
bracis-33618	64	21	autoregressive	autoregressive	ADJ
bracis-33618	64	22	model	model	NOUN
bracis-33618	64	23	,	,	PUNCT
bracis-33618	64	24	which	which	PRON
bracis-33618	64	25	processes	process	VERB
bracis-33618	64	26	this	this	DET
bracis-33618	64	27	latent	latent	NOUN
bracis-33618	64	28	representation	representation	NOUN
bracis-33618	64	29	to	to	PART
bracis-33618	64	30	capture	capture	VERB
bracis-33618	64	31	temporal	temporal	ADJ
bracis-33618	64	32	dependencies	dependency	NOUN
bracis-33618	64	33	.	.	PUNCT
bracis-33618	65	1	haresamudram	haresamudram	NOUN
bracis-33618	65	2	et	et	PROPN
bracis-33618	65	3	al	al	PROPN
bracis-33618	65	4	.	.	PUNCT
bracis-33618	65	5	 	 	SPACE
bracis-33618	66	1	[	[	X
bracis-33618	66	2	12	12	NUM
bracis-33618	66	3	]	]	PUNCT
bracis-33618	66	4	proposed	propose	VERB
bracis-33618	66	5	a	a	DET
bracis-33618	66	6	modified	modified	ADJ
bracis-33618	66	7	encoder	encoder	NOUN
bracis-33618	66	8	architecture	architecture	NOUN
bracis-33618	66	9	for	for	ADP
bracis-33618	66	10	cpc	cpc	PROPN
bracis-33618	66	11	on	on	ADP
bracis-33618	66	12	har	har	PROPN
bracis-33618	66	13	,	,	PUNCT
bracis-33618	66	14	with	with	ADP
bracis-33618	66	15	three	three	NUM
bracis-33618	66	16	one	one	NUM
bracis-33618	66	17	-	-	PUNCT
bracis-33618	66	18	dimensional	dimensional	ADJ
bracis-33618	66	19	convolutional	convolutional	ADJ
bracis-33618	66	20	layers	layer	NOUN
bracis-33618	66	21	,	,	PUNCT
bracis-33618	66	22	while	while	SCONJ
bracis-33618	66	23	retaining	retain	VERB
bracis-33618	66	24	the	the	DET
bracis-33618	66	25	autoregressive	autoregressive	ADJ
bracis-33618	66	26	network	network	NOUN
bracis-33618	66	27	as	as	ADP
bracis-33618	66	28	a	a	DET
bracis-33618	66	29	gru	gru	NOUN
bracis-33618	66	30	with	with	ADP
bracis-33618	66	31	256	256	NUM
bracis-33618	66	32	states	state	NOUN
bracis-33618	66	33	.	.	PUNCT
bracis-33618	67	1	the	the	DET
bracis-33618	67	2	authors	author	NOUN
bracis-33618	67	3	achieved	achieve	VERB
bracis-33618	67	4	strong	strong	ADJ
bracis-33618	67	5	results	result	NOUN
bracis-33618	67	6	by	by	ADP
bracis-33618	67	7	using	use	VERB
bracis-33618	67	8	a	a	DET
bracis-33618	67	9	pretrained	pretraine	VERB
bracis-33618	67	10	backbone	backbone	NOUN
bracis-33618	67	11	,	,	PUNCT
bracis-33618	67	12	rather	rather	ADV
bracis-33618	67	13	than	than	ADP
bracis-33618	67	14	training	train	VERB
bracis-33618	67	15	the	the	DET
bracis-33618	67	16	network	network	NOUN
bracis-33618	67	17	from	from	ADP
bracis-33618	67	18	scratch	scratch	NOUN
bracis-33618	67	19	,	,	PUNCT
bracis-33618	67	20	in	in	ADP
bracis-33618	67	21	a	a	DET
bracis-33618	67	22	supervised	supervised	ADJ
bracis-33618	67	23	manner	manner	NOUN
bracis-33618	67	24	.	.	PUNCT
bracis-33618	68	1	qian	qian	PROPN
bracis-33618	68	2	et	et	PROPN
bracis-33618	68	3	al	al	PROPN
bracis-33618	68	4	.	.	PUNCT
bracis-33618	68	5	 	 	SPACE
bracis-33618	69	1	[	[	X
bracis-33618	69	2	18	18	NUM
bracis-33618	69	3	]	]	PUNCT
bracis-33618	69	4	conducted	conduct	VERB
bracis-33618	69	5	an	an	DET
bracis-33618	69	6	empirical	empirical	ADJ
bracis-33618	69	7	study	study	NOUN
bracis-33618	69	8	on	on	ADP
bracis-33618	69	9	contrastive	contrastive	ADJ
bracis-33618	69	10	-	-	PUNCT
bracis-33618	69	11	based	base	VERB
bracis-33618	69	12	methods	method	NOUN
bracis-33618	69	13	of	of	ADP
bracis-33618	69	14	ssl	ssl	PROPN
bracis-33618	69	15	in	in	ADP
bracis-33618	69	16	har	har	PROPN
bracis-33618	69	17	context	context	NOUN
bracis-33618	69	18	,	,	PUNCT
bracis-33618	69	19	evaluating	evaluate	VERB
bracis-33618	69	20	several	several	ADJ
bracis-33618	69	21	properties	property	NOUN
bracis-33618	69	22	(	(	PUNCT
bracis-33618	69	23	e.g.	e.g.	ADV
bracis-33618	69	24	backbone	backbone	NOUN
bracis-33618	69	25	architecture	architecture	NOUN
bracis-33618	69	26	,	,	PUNCT
bracis-33618	69	27	augmentation	augmentation	NOUN
bracis-33618	69	28	strategies	strategy	NOUN
bracis-33618	69	29	,	,	PUNCT
bracis-33618	69	30	and	and	CCONJ
bracis-33618	69	31	pair	pair	NOUN
bracis-33618	69	32	construction	construction	NOUN
bracis-33618	69	33	)	)	PUNCT
bracis-33618	69	34	.	.	PUNCT
bracis-33618	70	1	comparing	compare	VERB
bracis-33618	70	2	five	five	NUM
bracis-33618	70	3	ssl	ssl	ADJ
bracis-33618	70	4	methods	method	NOUN
bracis-33618	70	5	,	,	PUNCT
bracis-33618	70	6	byol	byol	NOUN
bracis-33618	70	7	,	,	PUNCT
bracis-33618	70	8	simsiam	simsiam	NOUN
bracis-33618	70	9	,	,	PUNCT
bracis-33618	70	10	simclr	simclr	NOUN
bracis-33618	70	11	,	,	PUNCT
bracis-33618	70	12	nnclr	nnclr	NOUN
bracis-33618	70	13	,	,	PUNCT
bracis-33618	70	14	and	and	CCONJ
bracis-33618	70	15	ts	ts	PROPN
bracis-33618	70	16	-	-	PUNCT
bracis-33618	70	17	tcc	tcc	NOUN
bracis-33618	70	18	,	,	PUNCT
bracis-33618	70	19	they	they	PRON
bracis-33618	70	20	made	make	VERB
bracis-33618	70	21	an	an	DET
bracis-33618	70	22	interesting	interesting	ADJ
bracis-33618	70	23	insight	insight	NOUN
bracis-33618	70	24	related	relate	VERB
bracis-33618	70	25	to	to	ADP
bracis-33618	70	26	data	data	NOUN
bracis-33618	70	27	-	-	PUNCT
bracis-33618	70	28	scarce	scarce	NOUN
bracis-33618	70	29	cross	cross	ADJ
bracis-33618	70	30	-	-	ADJ
bracis-33618	70	31	person	person	ADJ
bracis-33618	70	32	generalization	generalization	NOUN
bracis-33618	70	33	.	.	PUNCT
bracis-33618	71	1	nnclr	nnclr	NOUN
bracis-33618	71	2	achieved	achieve	VERB
bracis-33618	71	3	the	the	DET
bracis-33618	71	4	best	good	ADJ
bracis-33618	71	5	performance	performance	NOUN
bracis-33618	71	6	in	in	ADP
bracis-33618	71	7	the	the	DET
bracis-33618	71	8	uci	uci	PROPN
bracis-33618	71	9	dataset	dataset	NOUN
bracis-33618	71	10	,	,	PUNCT
bracis-33618	71	11	while	while	SCONJ
bracis-33618	71	12	simclr	simclr	NOUN
bracis-33618	71	13	performed	perform	VERB
bracis-33618	71	14	best	well	ADV
bracis-33618	71	15	with	with	ADP
bracis-33618	71	16	the	the	DET
bracis-33618	71	17	shar	shar	PROPN
bracis-33618	71	18	dataset	dataset	PROPN
bracis-33618	71	19	,	,	PUNCT
bracis-33618	71	20	highlighting	highlight	VERB
bracis-33618	71	21	that	that	SCONJ
bracis-33618	71	22	the	the	DET
bracis-33618	71	23	effectiveness	effectiveness	NOUN
bracis-33618	71	24	of	of	ADP
bracis-33618	71	25	ssl	ssl	ADJ
bracis-33618	71	26	methods	method	NOUN
bracis-33618	71	27	can	can	AUX
bracis-33618	71	28	be	be	AUX
bracis-33618	71	29	dataset	dataset	NOUN
bracis-33618	71	30	-	-	PUNCT
bracis-33618	71	31	dependent	dependent	ADJ
bracis-33618	71	32	,	,	PUNCT
bracis-33618	71	33	with	with	ADP
bracis-33618	71	34	nearest	near	ADJ
bracis-33618	71	35	neighbor	neighbor	NOUN
bracis-33618	71	36	pair	pair	NOUN
bracis-33618	71	37	construction	construction	NOUN
bracis-33618	71	38	being	be	AUX
bracis-33618	71	39	particularly	particularly	ADV
bracis-33618	71	40	effective	effective	ADJ
bracis-33618	71	41	for	for	ADP
bracis-33618	71	42	certain	certain	ADJ
bracis-33618	71	43	datasets	dataset	NOUN
bracis-33618	71	44	like	like	ADP
bracis-33618	71	45	uci	uci	PROPN
bracis-33618	71	46	.	.	PROPN
bracis-33618	72	1	similarly	similarly	ADV
bracis-33618	72	2	to	to	ADP
bracis-33618	72	3	qian	qian	PROPN
bracis-33618	72	4	et	et	PROPN
bracis-33618	72	5	al	al	PROPN
bracis-33618	72	6	.	.	PROPN
bracis-33618	72	7	,	,	PUNCT
bracis-33618	72	8	in	in	ADP
bracis-33618	72	9	2022	2022	NUM
bracis-33618	72	10	haresamudram	haresamudram	NOUN
bracis-33618	72	11	et	et	NOUN
bracis-33618	72	12	al	al	PROPN
bracis-33618	72	13	.	.	PUNCT
bracis-33618	72	14	 	 	SPACE
bracis-33618	73	1	[	[	X
bracis-33618	73	2	13	13	NUM
bracis-33618	73	3	]	]	PUNCT
bracis-33618	73	4	also	also	ADV
bracis-33618	73	5	assessed	assess	VERB
bracis-33618	73	6	the	the	DET
bracis-33618	73	7	performance	performance	NOUN
bracis-33618	73	8	of	of	ADP
bracis-33618	73	9	several	several	ADJ
bracis-33618	73	10	ssl	ssl	ADJ
bracis-33618	73	11	methods	method	NOUN
bracis-33618	73	12	on	on	ADP
bracis-33618	73	13	har	har	NOUN
bracis-33618	73	14	tasks	task	NOUN
bracis-33618	73	15	.	.	PUNCT
bracis-33618	74	1	the	the	DET
bracis-33618	74	2	multi	multi	ADJ
bracis-33618	74	3	-	-	ADJ
bracis-33618	74	4	task	task	ADJ
bracis-33618	74	5	self	self	NOUN
bracis-33618	74	6	-	-	PUNCT
bracis-33618	74	7	supervision	supervision	NOUN
bracis-33618	74	8	 	 	SPACE
bracis-33618	75	1	[	[	X
bracis-33618	75	2	20	20	NUM
bracis-33618	75	3	]	]	PUNCT
bracis-33618	75	4	,	,	PUNCT
bracis-33618	75	5	masked	mask	VERB
bracis-33618	75	6	reconstruction	reconstruction	NOUN
bracis-33618	75	7	 	 	SPACE
bracis-33618	76	1	[	[	X
bracis-33618	76	2	11	11	NUM
bracis-33618	76	3	]	]	PUNCT
bracis-33618	76	4	,	,	PUNCT
bracis-33618	76	5	cpc	cpc	PROPN
bracis-33618	76	6	 	 	SPACE
bracis-33618	77	1	[	[	X
bracis-33618	77	2	12	12	NUM
bracis-33618	77	3	]	]	PUNCT
bracis-33618	77	4	,	,	PUNCT
bracis-33618	77	5	autoencoder	autoencoder	NOUN
bracis-33618	77	6	 	 	SPACE
bracis-33618	78	1	[	[	X
bracis-33618	78	2	20	20	NUM
bracis-33618	78	3	]	]	PUNCT
bracis-33618	78	4	,	,	PUNCT
bracis-33618	78	5	simclr	simclr	NOUN
bracis-33618	78	6	 	 	SPACE
bracis-33618	78	7	[	[	X
bracis-33618	78	8	5	5	NUM
bracis-33618	78	9	,	,	PUNCT
bracis-33618	78	10	22	22	NUM
bracis-33618	78	11	]	]	PUNCT
bracis-33618	78	12	,	,	PUNCT
bracis-33618	78	13	simsiam	simsiam	PROPN
bracis-33618	78	14	 	 	SPACE
bracis-33618	79	1	[	[	X
bracis-33618	79	2	6	6	NUM
bracis-33618	79	3	]	]	PUNCT
bracis-33618	79	4	,	,	PUNCT
bracis-33618	79	5	and	and	CCONJ
bracis-33618	79	6	byol	byol	NOUN
bracis-33618	79	7	 	 	SPACE
bracis-33618	80	1	[	[	X
bracis-33618	80	2	9	9	NUM
bracis-33618	80	3	]	]	PUNCT
bracis-33618	80	4	techniques	technique	NOUN
bracis-33618	80	5	were	be	AUX
bracis-33618	80	6	evaluated	evaluate	VERB
bracis-33618	80	7	under	under	ADP
bracis-33618	80	8	different	different	ADJ
bracis-33618	80	9	criteria	criterion	NOUN
bracis-33618	80	10	on	on	ADP
bracis-33618	80	11	10	10	NUM
bracis-33618	80	12	different	different	ADJ
bracis-33618	80	13	datasets	dataset	NOUN
bracis-33618	80	14	.	.	PUNCT
bracis-33618	81	1	the	the	DET
bracis-33618	81	2	authors	author	NOUN
bracis-33618	81	3	affirm	affirm	VERB
bracis-33618	81	4	the	the	DET
bracis-33618	81	5	capability	capability	NOUN
bracis-33618	81	6	of	of	ADP
bracis-33618	81	7	these	these	DET
bracis-33618	81	8	techniques	technique	NOUN
bracis-33618	81	9	for	for	ADP
bracis-33618	81	10	empowering	empower	VERB
bracis-33618	81	11	har	har	NOUN
bracis-33618	81	12	tasks	task	NOUN
bracis-33618	81	13	.	.	PUNCT
bracis-33618	82	1	recently	recently	ADV
bracis-33618	82	2	,	,	PUNCT
bracis-33618	82	3	yuan	yuan	PROPN
bracis-33618	82	4	et	et	PROPN
bracis-33618	82	5	al	al	PROPN
bracis-33618	82	6	.	.	PUNCT
bracis-33618	82	7	 	 	SPACE
bracis-33618	83	1	[	[	X
bracis-33618	83	2	25	25	NUM
bracis-33618	83	3	]	]	PUNCT
bracis-33618	83	4	employed	employ	VERB
bracis-33618	83	5	a	a	DET
bracis-33618	83	6	multi	multi	ADJ
bracis-33618	83	7	-	-	ADJ
bracis-33618	83	8	task	task	ADJ
bracis-33618	83	9	ssl	ssl	ADJ
bracis-33618	83	10	approach	approach	NOUN
bracis-33618	83	11	to	to	PART
bracis-33618	83	12	train	train	VERB
bracis-33618	83	13	a	a	DET
bracis-33618	83	14	resnet	resnet	NOUN
bracis-33618	83	15	backbone	backbone	NOUN
bracis-33618	83	16	using	use	VERB
bracis-33618	83	17	the	the	DET
bracis-33618	83	18	uk	uk	PROPN
bracis-33618	83	19	biobank	biobank	PROPN
bracis-33618	83	20	data	data	PROPN
bracis-33618	83	21	,	,	PUNCT
bracis-33618	83	22	a	a	DET
bracis-33618	83	23	large	large	ADJ
bracis-33618	83	24	-	-	PUNCT
bracis-33618	83	25	scale	scale	NOUN
bracis-33618	83	26	dataset	dataset	NOUN
bracis-33618	83	27	with	with	ADP
bracis-33618	83	28	more	more	ADJ
bracis-33618	83	29	than	than	ADP
bracis-33618	83	30	700,000	700,000	NUM
bracis-33618	83	31	person	person	NOUN
bracis-33618	83	32	-	-	PUNCT
bracis-33618	83	33	days	day	NOUN
bracis-33618	83	34	of	of	ADP
bracis-33618	83	35	data	datum	NOUN
bracis-33618	83	36	from	from	ADP
bracis-33618	83	37	wearable	wearable	ADJ
bracis-33618	83	38	sensors	sensor	NOUN
bracis-33618	83	39	.	.	PUNCT
bracis-33618	84	1	the	the	DET
bracis-33618	84	2	ssl	ssl	PROPN
bracis-33618	84	3	method	method	NOUN
bracis-33618	84	4	is	be	AUX
bracis-33618	84	5	the	the	DET
bracis-33618	84	6	same	same	ADJ
bracis-33618	84	7	as	as	ADP
bracis-33618	84	8	in	in	ADP
bracis-33618	84	9	saaed	saaed	NOUN
bracis-33618	84	10	’s	’s	PART
bracis-33618	84	11	work	work	NOUN
bracis-33618	84	12	 	 	SPACE
bracis-33618	85	1	[	[	X
bracis-33618	85	2	20	20	NUM
bracis-33618	85	3	]	]	PUNCT
bracis-33618	85	4	,	,	PUNCT
bracis-33618	85	5	however	however	ADV
bracis-33618	85	6	,	,	PUNCT
bracis-33618	85	7	the	the	DET
bracis-33618	85	8	authors	author	NOUN
bracis-33618	85	9	incorporated	incorporate	VERB
bracis-33618	85	10	weighted	weight	VERB
bracis-33618	85	11	sampling	sample	VERB
bracis-33618	85	12	to	to	PART
bracis-33618	85	13	improve	improve	VERB
bracis-33618	85	14	training	train	VERB
bracis-33618	85	15	stability	stability	NOUN
bracis-33618	85	16	.	.	PUNCT
bracis-33618	86	1	they	they	PRON
bracis-33618	86	2	sampled	sample	VERB
bracis-33618	86	3	data	datum	NOUN
bracis-33618	86	4	windows	window	NOUN
bracis-33618	86	5	in	in	ADP
bracis-33618	86	6	proportion	proportion	NOUN
bracis-33618	86	7	to	to	ADP
bracis-33618	86	8	their	their	PRON
bracis-33618	86	9	standard	standard	ADJ
bracis-33618	86	10	deviation	deviation	NOUN
bracis-33618	86	11	,	,	PUNCT
bracis-33618	86	12	giving	give	VERB
bracis-33618	86	13	more	more	ADJ
bracis-33618	86	14	weight	weight	NOUN
bracis-33618	86	15	to	to	ADP
bracis-33618	86	16	high	high	ADJ
bracis-33618	86	17	-	-	PUNCT
bracis-33618	86	18	movement	movement	NOUN
bracis-33618	86	19	periods	period	NOUN
bracis-33618	86	20	.	.	PUNCT
bracis-33618	87	1	the	the	DET
bracis-33618	87	2	authors	author	NOUN
bracis-33618	87	3	demonstrated	demonstrate	VERB
bracis-33618	87	4	significant	significant	ADJ
bracis-33618	87	5	performance	performance	NOUN
bracis-33618	87	6	improvements	improvement	NOUN
bracis-33618	87	7	in	in	ADP
bracis-33618	87	8	several	several	ADJ
bracis-33618	87	9	har	har	NOUN
bracis-33618	87	10	datasets	dataset	NOUN
bracis-33618	87	11	compared	compare	VERB
bracis-33618	87	12	to	to	ADP
bracis-33618	87	13	classical	classical	ADJ
bracis-33618	87	14	algorithms	algorithm	NOUN
bracis-33618	87	15	and	and	CCONJ
bracis-33618	87	16	fully	fully	ADV
bracis-33618	87	17	-	-	PUNCT
bracis-33618	87	18	supervised	supervise	VERB
bracis-33618	87	19	resnet	resnet	NOUN
bracis-33618	87	20	training	training	NOUN
bracis-33618	87	21	.	.	PUNCT
bracis-33618	88	1	tf	tf	X
bracis-33618	88	2	-	-	PUNCT
bracis-33618	88	3	c	c	NOUN
bracis-33618	88	4	:	:	PUNCT
bracis-33618	88	5	tf	tf	NUM
bracis-33618	88	6	-	-	PUNCT
bracis-33618	88	7	c	c	PROPN
bracis-33618	88	8	is	be	AUX
bracis-33618	88	9	an	an	DET
bracis-33618	88	10	ssl	ssl	ADJ
bracis-33618	88	11	technique	technique	NOUN
bracis-33618	88	12	that	that	PRON
bracis-33618	88	13	was	be	AUX
bracis-33618	88	14	proposed	propose	VERB
bracis-33618	88	15	by	by	ADP
bracis-33618	88	16	zhang	zhang	PROPN
bracis-33618	88	17	et	et	PROPN
bracis-33618	88	18	al	al	PROPN
bracis-33618	88	19	.	.	PUNCT
bracis-33618	88	20	 	 	SPACE
bracis-33618	89	1	[	[	X
bracis-33618	89	2	28	28	NUM
bracis-33618	89	3	]	]	PUNCT
bracis-33618	89	4	,	,	PUNCT
bracis-33618	89	5	in	in	ADP
bracis-33618	89	6	2022	2022	NUM
bracis-33618	89	7	.	.	PUNCT
bracis-33618	90	1	in	in	ADP
bracis-33618	90	2	their	their	PRON
bracis-33618	90	3	work	work	NOUN
bracis-33618	90	4	,	,	PUNCT
bracis-33618	90	5	the	the	DET
bracis-33618	90	6	authors	author	NOUN
bracis-33618	90	7	evaluated	evaluate	VERB
bracis-33618	90	8	the	the	DET
bracis-33618	90	9	technique	technique	NOUN
bracis-33618	90	10	on	on	ADP
bracis-33618	90	11	a	a	DET
bracis-33618	90	12	variety	variety	NOUN
bracis-33618	90	13	of	of	ADP
bracis-33618	90	14	time	time	NOUN
bracis-33618	90	15	-	-	PUNCT
bracis-33618	90	16	series	series	NOUN
bracis-33618	90	17	related	relate	VERB
bracis-33618	90	18	tasks	task	NOUN
bracis-33618	90	19	,	,	PUNCT
bracis-33618	90	20	such	such	ADJ
bracis-33618	90	21	as	as	ADP
bracis-33618	90	22	epilepsy	epilepsy	ADJ
bracis-33618	90	23	detection	detection	NOUN
bracis-33618	90	24	 	 	SPACE
bracis-33618	91	1	[	[	X
bracis-33618	91	2	1	1	NUM
bracis-33618	91	3	]	]	PUNCT
bracis-33618	91	4	,	,	PUNCT
bracis-33618	91	5	sleeping	sleep	VERB
bracis-33618	91	6	disorder	disorder	NOUN
bracis-33618	91	7	classification	classification	NOUN
bracis-33618	91	8	 	 	SPACE
bracis-33618	92	1	[	[	X
bracis-33618	92	2	15	15	NUM
bracis-33618	92	3	]	]	PUNCT
bracis-33618	92	4	,	,	PUNCT
bracis-33618	92	5	and	and	CCONJ
bracis-33618	92	6	hand	hand	NOUN
bracis-33618	92	7	gesture	gesture	NOUN
bracis-33618	92	8	recognition	recognition	NOUN
bracis-33618	92	9	 	 	SPACE
bracis-33618	93	1	[	[	X
bracis-33618	93	2	16	16	NUM
bracis-33618	93	3	]	]	PUNCT
bracis-33618	93	4	.	.	PUNCT
bracis-33618	94	1	they	they	PRON
bracis-33618	94	2	also	also	ADV
bracis-33618	94	3	employed	employ	VERB
bracis-33618	94	4	a	a	DET
bracis-33618	94	5	har	har	NOUN
bracis-33618	94	6	dataset	dataset	VERB
bracis-33618	94	7	to	to	PART
bracis-33618	94	8	pretrain	pretrain	VERB
bracis-33618	94	9	the	the	DET
bracis-33618	94	10	tf	tf	PROPN
bracis-33618	94	11	-	-	PUNCT
bracis-33618	94	12	c	c	NOUN
bracis-33618	94	13	backbone	backbone	NOUN
bracis-33618	94	14	,	,	PUNCT
bracis-33618	94	15	however	however	ADV
bracis-33618	94	16	,	,	PUNCT
bracis-33618	94	17	they	they	PRON
bracis-33618	94	18	did	do	AUX
bracis-33618	94	19	not	not	PART
bracis-33618	94	20	evaluate	evaluate	VERB
bracis-33618	94	21	the	the	DET
bracis-33618	94	22	impact	impact	NOUN
bracis-33618	94	23	of	of	ADP
bracis-33618	94	24	tf	tf	PROPN
bracis-33618	94	25	-	-	PUNCT
bracis-33618	94	26	c	c	NOUN
bracis-33618	94	27	on	on	ADP
bracis-33618	94	28	the	the	DET
bracis-33618	94	29	har	har	NOUN
bracis-33618	94	30	task	task	NOUN
bracis-33618	94	31	.	.	PUNCT
bracis-33618	95	1	recently	recently	ADV
bracis-33618	95	2	,	,	PUNCT
bracis-33618	95	3	in	in	ADP
bracis-33618	95	4	2024	2024	NUM
bracis-33618	95	5	,	,	PUNCT
bracis-33618	95	6	xiao	xiao	PROPN
bracis-33618	95	7	et	et	PROPN
bracis-33618	95	8	al	al	PROPN
bracis-33618	95	9	.	.	PUNCT
bracis-33618	95	10	 	 	SPACE
bracis-33618	96	1	[	[	X
bracis-33618	96	2	24	24	NUM
bracis-33618	96	3	]	]	PUNCT
bracis-33618	96	4	employed	employ	VERB
bracis-33618	96	5	a	a	DET
bracis-33618	96	6	modified	modify	VERB
bracis-33618	96	7	version	version	NOUN
bracis-33618	96	8	of	of	ADP
bracis-33618	96	9	tf	tf	PROPN
bracis-33618	96	10	-	-	PUNCT
bracis-33618	96	11	c	c	PROPN
bracis-33618	96	12	,	,	PUNCT
bracis-33618	96	13	known	know	VERB
bracis-33618	96	14	as	as	ADP
bracis-33618	96	15	tfcsrec	tfcsrec	NOUN
bracis-33618	96	16	,	,	PUNCT
bracis-33618	96	17	for	for	ADP
bracis-33618	96	18	product	product	NOUN
bracis-33618	96	19	recommendations	recommendation	NOUN
bracis-33618	96	20	.	.	PUNCT
bracis-33618	97	1	this	this	DET
bracis-33618	97	2	adapted	adapt	VERB
bracis-33618	97	3	version	version	NOUN
bracis-33618	97	4	learns	learn	VERB
bracis-33618	97	5	frequency	frequency	NOUN
bracis-33618	97	6	-	-	PUNCT
bracis-33618	97	7	domain	domain	NOUN
bracis-33618	97	8	representations	representation	NOUN
bracis-33618	97	9	through	through	ADP
bracis-33618	97	10	a	a	DET
bracis-33618	97	11	trainable	trainable	ADJ
bracis-33618	97	12	frequency	frequency	NOUN
bracis-33618	97	13	-	-	PUNCT
bracis-33618	97	14	domain	domain	NOUN
bracis-33618	97	15	encoder	encoder	NOUN
bracis-33618	97	16	,	,	PUNCT
bracis-33618	97	17	similar	similar	ADJ
bracis-33618	97	18	to	to	ADP
bracis-33618	97	19	the	the	DET
bracis-33618	97	20	original	original	ADJ
bracis-33618	97	21	tf	tf	PROPN
bracis-33618	97	22	-	-	PUNCT
bracis-33618	97	23	c.	c.	PROPN
bracis-33618	97	24	however	however	ADV
bracis-33618	97	25	,	,	PUNCT
bracis-33618	97	26	this	this	DET
bracis-33618	97	27	study	study	NOUN
bracis-33618	97	28	does	do	AUX
bracis-33618	97	29	not	not	PART
bracis-33618	97	30	extend	extend	VERB
bracis-33618	97	31	its	its	PRON
bracis-33618	97	32	analysis	analysis	NOUN
bracis-33618	97	33	to	to	ADP
bracis-33618	97	34	the	the	DET
bracis-33618	97	35	har	har	NOUN
bracis-33618	97	36	domain	domain	NOUN
bracis-33618	97	37	,	,	PUNCT
bracis-33618	97	38	focusing	focus	VERB
bracis-33618	97	39	solely	solely	ADV
bracis-33618	97	40	on	on	ADP
bracis-33618	97	41	recommendation	recommendation	NOUN
bracis-33618	97	42	systems	system	NOUN
bracis-33618	97	43	.	.	PUNCT
bracis-33618	98	1	dong	dong	PROPN
bracis-33618	98	2	et	et	PROPN
bracis-33618	98	3	al	al	PROPN
bracis-33618	98	4	.	.	PUNCT
bracis-33618	98	5	 	 	SPACE
bracis-33618	99	1	[	[	X
bracis-33618	99	2	8	8	NUM
bracis-33618	99	3	]	]	PUNCT
bracis-33618	99	4	introduced	introduce	VERB
bracis-33618	99	5	a	a	DET
bracis-33618	99	6	another	another	DET
bracis-33618	99	7	variant	variant	NOUN
bracis-33618	99	8	of	of	ADP
bracis-33618	99	9	the	the	DET
bracis-33618	99	10	tf	tf	PROPN
bracis-33618	99	11	-	-	PUNCT
bracis-33618	99	12	c	c	NOUN
bracis-33618	99	13	framework	framework	NOUN
bracis-33618	99	14	named	name	VERB
bracis-33618	99	15	simmtm	simmtm	VERB
bracis-33618	99	16	,	,	PUNCT
bracis-33618	99	17	focusing	focus	VERB
bracis-33618	99	18	on	on	ADP
bracis-33618	99	19	masked	mask	VERB
bracis-33618	99	20	time	time	NOUN
bracis-33618	99	21	-	-	PUNCT
bracis-33618	99	22	series	series	NOUN
bracis-33618	99	23	modeling	modeling	NOUN
bracis-33618	99	24	tasks	task	NOUN
bracis-33618	99	25	.	.	PUNCT
bracis-33618	100	1	unlike	unlike	ADP
bracis-33618	100	2	traditional	traditional	ADJ
bracis-33618	100	3	methods	method	NOUN
bracis-33618	100	4	that	that	PRON
bracis-33618	100	5	reconstruct	reconstruct	VERB
bracis-33618	100	6	the	the	DET
bracis-33618	100	7	original	original	ADJ
bracis-33618	100	8	series	series	NOUN
bracis-33618	100	9	from	from	ADP
bracis-33618	100	10	unmasked	unmasked	ADJ
bracis-33618	100	11	points	point	NOUN
bracis-33618	100	12	,	,	PUNCT
bracis-33618	100	13	simmtm	simmtm	VERB
bracis-33618	100	14	reconstructs	reconstruct	VERB
bracis-33618	100	15	the	the	DET
bracis-33618	100	16	original	original	ADJ
bracis-33618	100	17	series	series	NOUN
bracis-33618	100	18	from	from	ADP
bracis-33618	100	19	multiple	multiple	ADJ
bracis-33618	100	20	neighboring	neighbor	VERB
bracis-33618	100	21	masked	mask	VERB
bracis-33618	100	22	series	series	NOUN
bracis-33618	100	23	.	.	PUNCT
bracis-33618	101	1	although	although	SCONJ
bracis-33618	101	2	,	,	PUNCT
bracis-33618	101	3	this	this	DET
bracis-33618	101	4	study	study	NOUN
bracis-33618	101	5	utilized	utilize	VERB
bracis-33618	101	6	tf	tf	PROPN
bracis-33618	101	7	-	-	PUNCT
bracis-33618	101	8	c	c	PROPN
bracis-33618	101	9	and	and	CCONJ
bracis-33618	101	10	an	an	DET
bracis-33618	101	11	architecture	architecture	NOUN
bracis-33618	101	12	with	with	ADP
bracis-33618	101	13	minor	minor	ADJ
bracis-33618	101	14	modifications	modification	NOUN
bracis-33618	101	15	,	,	PUNCT
bracis-33618	101	16	retaining	retain	VERB
bracis-33618	101	17	the	the	DET
bracis-33618	101	18	convolutional	convolutional	ADJ
bracis-33618	101	19	structure	structure	NOUN
bracis-33618	101	20	,	,	PUNCT
bracis-33618	101	21	it	it	PRON
bracis-33618	101	22	did	do	AUX
bracis-33618	101	23	not	not	PART
bracis-33618	101	24	perform	perform	VERB
bracis-33618	101	25	pretraining	pretraine	VERB
bracis-33618	101	26	and	and	CCONJ
bracis-33618	101	27	downstream	downstream	ADJ
bracis-33618	101	28	tasks	task	NOUN
bracis-33618	101	29	in	in	ADP
bracis-33618	101	30	the	the	DET
bracis-33618	101	31	har	har	NOUN
bracis-33618	101	32	domain	domain	NOUN
bracis-33618	101	33	.	.	PUNCT
bracis-33618	102	1	tf	tf	PROPN
bracis-33618	102	2	-	-	PUNCT
bracis-33618	102	3	c	c	PROPN
bracis-33618	102	4	for	for	ADP
bracis-33618	102	5	har	har	NOUN
bracis-33618	102	6	:	:	PUNCT
bracis-33618	102	7	guo	guo	PROPN
bracis-33618	102	8	et	et	PROPN
bracis-33618	102	9	al	al	PROPN
bracis-33618	102	10	.	.	PUNCT
bracis-33618	102	11	 	 	SPACE
bracis-33618	103	1	[	[	X
bracis-33618	103	2	10	10	NUM
bracis-33618	103	3	]	]	PUNCT
bracis-33618	103	4	explored	explore	VERB
bracis-33618	103	5	the	the	DET
bracis-33618	103	6	tf	tf	PROPN
bracis-33618	103	7	-	-	PUNCT
bracis-33618	103	8	c	c	PROPN
bracis-33618	103	9	method	method	NOUN
bracis-33618	103	10	for	for	ADP
bracis-33618	103	11	har	har	PRON
bracis-33618	103	12	.	.	PUNCT
bracis-33618	104	1	the	the	DET
bracis-33618	104	2	authors	author	NOUN
bracis-33618	104	3	evaluate	evaluate	VERB
bracis-33618	104	4	two	two	NUM
bracis-33618	104	5	training	training	NOUN
bracis-33618	104	6	schemes	scheme	NOUN
bracis-33618	104	7	:	:	PUNCT
bracis-33618	104	8	(	(	PUNCT
bracis-33618	104	9	a	a	X
bracis-33618	104	10	)	)	PUNCT
bracis-33618	104	11	pretraining	pretraine	VERB
bracis-33618	104	12	in	in	ADP
bracis-33618	104	13	pamap2	pamap2	ADJ
bracis-33618	104	14	dataset	dataset	NOUN
bracis-33618	104	15	and	and	CCONJ
bracis-33618	104	16	,	,	PUNCT
bracis-33618	104	17	then	then	ADV
bracis-33618	104	18	,	,	PUNCT
bracis-33618	104	19	fine	fine	ADV
bracis-33618	104	20	-	-	PUNCT
bracis-33618	104	21	tuning	tuning	NOUN
bracis-33618	104	22	using	use	VERB
bracis-33618	104	23	the	the	DET
bracis-33618	104	24	uci	uci	NOUN
bracis-33618	104	25	-	-	PUNCT
bracis-33618	104	26	har	har	PROPN
bracis-33618	104	27	dataset	dataset	NOUN
bracis-33618	104	28	,	,	PUNCT
bracis-33618	104	29	reaching	reach	VERB
bracis-33618	104	30	an	an	DET
bracis-33618	104	31	accuracy	accuracy	NOUN
bracis-33618	104	32	of	of	ADP
bracis-33618	104	33	60.31	60.31	NUM
bracis-33618	104	34	%	%	NOUN
bracis-33618	104	35	;	;	PUNCT
bracis-33618	104	36	 	 	SPACE
bracis-33618	104	37	and	and	CCONJ
bracis-33618	104	38	(	(	PUNCT
bracis-33618	104	39	b	b	NOUN
bracis-33618	104	40	)	)	PUNCT
bracis-33618	104	41	 	 	SPACE
bracis-33618	104	42	pretraining	pretraine	VERB
bracis-33618	104	43	in	in	ADP
bracis-33618	104	44	opportunity	opportunity	NOUN
bracis-33618	104	45	dataset	dataset	NOUN
bracis-33618	104	46	and	and	CCONJ
bracis-33618	104	47	,	,	PUNCT
bracis-33618	104	48	then	then	ADV
bracis-33618	104	49	,	,	PUNCT
bracis-33618	104	50	fine	fine	ADV
bracis-33618	104	51	-	-	PUNCT
bracis-33618	104	52	tuning	tuning	NOUN
bracis-33618	104	53	using	use	VERB
bracis-33618	104	54	the	the	DET
bracis-33618	104	55	uci	uci	NOUN
bracis-33618	104	56	-	-	PUNCT
bracis-33618	104	57	har	har	PROPN
bracis-33618	104	58	dataset	dataset	NOUN
bracis-33618	104	59	,	,	PUNCT
bracis-33618	104	60	reaching	reach	VERB
bracis-33618	104	61	an	an	DET
bracis-33618	104	62	accuracy	accuracy	NOUN
bracis-33618	104	63	of	of	ADP
bracis-33618	104	64	64.04	64.04	NUM
bracis-33618	104	65	%	%	NOUN
bracis-33618	104	66	.	.	PUNCT
bracis-33618	105	1	however	however	ADV
bracis-33618	105	2	,	,	PUNCT
bracis-33618	105	3	the	the	DET
bracis-33618	105	4	main	main	ADJ
bracis-33618	105	5	focus	focus	NOUN
bracis-33618	105	6	of	of	ADP
bracis-33618	105	7	this	this	DET
bracis-33618	105	8	work	work	NOUN
bracis-33618	105	9	is	be	AUX
bracis-33618	105	10	the	the	DET
bracis-33618	105	11	modcl	modcl	ADJ
bracis-33618	105	12	framework	framework	NOUN
bracis-33618	105	13	,	,	PUNCT
bracis-33618	105	14	similar	similar	ADJ
bracis-33618	105	15	to	to	ADP
bracis-33618	105	16	tf	tf	PROPN
bracis-33618	105	17	-	-	PUNCT
bracis-33618	105	18	c	c	NOUN
bracis-33618	105	19	due	due	ADP
bracis-33618	105	20	to	to	ADP
bracis-33618	105	21	its	its	PRON
bracis-33618	105	22	pipeline	pipeline	NOUN
bracis-33618	105	23	,	,	PUNCT
bracis-33618	105	24	with	with	ADP
bracis-33618	105	25	contrastive	contrastive	ADJ
bracis-33618	105	26	learning	learning	NOUN
bracis-33618	105	27	and	and	CCONJ
bracis-33618	105	28	data	datum	NOUN
bracis-33618	105	29	augmentation	augmentation	NOUN
bracis-33618	105	30	.	.	PUNCT
bracis-33618	106	1	the	the	DET
bracis-33618	106	2	architecture	architecture	NOUN
bracis-33618	106	3	for	for	ADP
bracis-33618	106	4	both	both	PRON
bracis-33618	106	5	was	be	AUX
bracis-33618	106	6	a	a	DET
bracis-33618	106	7	resnet	resnet	NOUN
bracis-33618	106	8	.	.	PUNCT
bracis-33618	107	1	table	table	NOUN
bracis-33618	107	2	 	 	SPACE
bracis-33618	107	3	1	1	NUM
bracis-33618	107	4	provides	provide	VERB
bracis-33618	107	5	a	a	DET
bracis-33618	107	6	summary	summary	NOUN
bracis-33618	107	7	of	of	ADP
bracis-33618	107	8	the	the	DET
bracis-33618	107	9	work	work	NOUN
bracis-33618	107	10	presented	present	VERB
bracis-33618	107	11	in	in	ADP
bracis-33618	107	12	this	this	DET
bracis-33618	107	13	section	section	NOUN
bracis-33618	107	14	.	.	PUNCT
bracis-33618	108	1	to	to	ADP
bracis-33618	108	2	the	the	DET
bracis-33618	108	3	best	good	ADJ
bracis-33618	108	4	of	of	ADP
bracis-33618	108	5	our	our	PRON
bracis-33618	108	6	knowledge	knowledge	NOUN
bracis-33618	108	7	,	,	PUNCT
bracis-33618	108	8	only	only	ADV
bracis-33618	108	9	the	the	DET
bracis-33618	108	10	work	work	NOUN
bracis-33618	108	11	of	of	ADP
bracis-33618	108	12	guo	guo	PROPN
bracis-33618	108	13	et	et	PROPN
bracis-33618	108	14	al	al	PROPN
bracis-33618	108	15	.	.	PUNCT
bracis-33618	108	16	 	 	SPACE
bracis-33618	109	1	[	[	X
bracis-33618	109	2	10	10	NUM
bracis-33618	109	3	]	]	PUNCT
bracis-33618	109	4	assess	assess	VERB
bracis-33618	109	5	the	the	DET
bracis-33618	109	6	performance	performance	NOUN
bracis-33618	109	7	of	of	ADP
bracis-33618	109	8	tf	tf	PROPN
bracis-33618	109	9	-	-	PUNCT
bracis-33618	109	10	c	c	NOUN
bracis-33618	109	11	on	on	ADP
bracis-33618	109	12	the	the	DET
bracis-33618	109	13	human	human	ADJ
bracis-33618	109	14	activity	activity	NOUN
bracis-33618	109	15	recognition	recognition	NOUN
bracis-33618	109	16	task	task	NOUN
bracis-33618	109	17	,	,	PUNCT
bracis-33618	109	18	however	however	ADV
bracis-33618	109	19	,	,	PUNCT
bracis-33618	109	20	as	as	SCONJ
bracis-33618	109	21	discussed	discuss	VERB
bracis-33618	109	22	previously	previously	ADV
bracis-33618	109	23	,	,	PUNCT
bracis-33618	109	24	it	it	PRON
bracis-33618	109	25	does	do	AUX
bracis-33618	109	26	not	not	PART
bracis-33618	109	27	achieve	achieve	VERB
bracis-33618	109	28	high	high	ADJ
bracis-33618	109	29	performances	performance	NOUN
bracis-33618	109	30	with	with	ADP
bracis-33618	109	31	tf	tf	PROPN
bracis-33618	109	32	-	-	PUNCT
bracis-33618	109	33	c	c	NOUN
bracis-33618	109	34	due	due	ADP
bracis-33618	109	35	to	to	ADP
bracis-33618	109	36	its	its	PRON
bracis-33618	109	37	backbone	backbone	NOUN
bracis-33618	109	38	architecture	architecture	NOUN
bracis-33618	109	39	.	.	PUNCT
bracis-33618	110	1	here	here	ADV
bracis-33618	110	2	we	we	PRON
bracis-33618	110	3	analyze	analyze	VERB
bracis-33618	110	4	the	the	DET
bracis-33618	110	5	convolutional	convolutional	ADJ
bracis-33618	110	6	neural	neural	ADJ
bracis-33618	110	7	network	network	NOUN
bracis-33618	110	8	as	as	ADP
bracis-33618	110	9	the	the	DET
bracis-33618	110	10	backbone	backbone	NOUN
bracis-33618	110	11	,	,	PUNCT
bracis-33618	110	12	which	which	PRON
bracis-33618	110	13	generates	generate	VERB
bracis-33618	110	14	better	well	ADJ
bracis-33618	110	15	results	result	NOUN
bracis-33618	110	16	,	,	PUNCT
bracis-33618	110	17	and	and	CCONJ
bracis-33618	110	18	take	take	VERB
bracis-33618	110	19	the	the	DET
bracis-33618	110	20	opportunity	opportunity	NOUN
bracis-33618	110	21	to	to	PART
bracis-33618	110	22	discuss	discuss	VERB
bracis-33618	110	23	the	the	DET
bracis-33618	110	24	quality	quality	NOUN
bracis-33618	110	25	of	of	ADP
bracis-33618	110	26	latent	latent	NOUN
bracis-33618	110	27	space	space	NOUN
bracis-33618	110	28	and	and	CCONJ
bracis-33618	110	29	compares	compare	VERB
bracis-33618	110	30	different	different	ADJ
bracis-33618	110	31	amount	amount	NOUN
bracis-33618	110	32	of	of	ADP
bracis-33618	110	33	fine	fine	ADV
bracis-33618	110	34	-	-	PUNCT
bracis-33618	110	35	tuning	tune	VERB
bracis-33618	110	36	data	datum	NOUN
bracis-33618	110	37	.	.	PUNCT
bracis-33618	111	1	table	table	NOUN
bracis-33618	111	2	1	1	NUM
bracis-33618	111	3	.	.	PUNCT
bracis-33618	111	4	related	relate	VERB
bracis-33618	111	5	works	work	NOUN
bracis-33618	111	6	.	.	PUNCT
bracis-33618	112	1	tf	tf	X
bracis-33618	112	2	-	-	PUNCT
bracis-33618	112	3	c	c	NOUN
bracis-33618	112	4	:	:	PUNCT
bracis-33618	112	5	evaluated	evaluate	VERB
bracis-33618	112	6	the	the	DET
bracis-33618	112	7	tf	tf	PROPN
bracis-33618	112	8	-	-	PUNCT
bracis-33618	112	9	c	c	NOUN
bracis-33618	112	10	technique	technique	NOUN
bracis-33618	112	11	.	.	PUNCT
bracis-33618	113	1	har	har	PROPN
bracis-33618	113	2	:	:	PUNCT
bracis-33618	113	3	analyzed	analyze	VERB
bracis-33618	113	4	har	har	NOUN
bracis-33618	113	5	as	as	ADP
bracis-33618	113	6	a	a	DET
bracis-33618	113	7	target	target	NOUN
bracis-33618	113	8	task	task	NOUN
bracis-33618	113	9	.	.	PUNCT
bracis-33618	114	1	cnn	cnn	PROPN
bracis-33618	114	2	:	:	PUNCT
bracis-33618	114	3	employed	employ	VERB
bracis-33618	114	4	a	a	DET
bracis-33618	114	5	cnn	cnn	NOUN
bracis-33618	114	6	as	as	ADP
bracis-33618	114	7	the	the	DET
bracis-33618	114	8	backbone.full	backbone.full	ADJ
bracis-33618	114	9	size	size	NOUN
bracis-33618	114	10	table	table	NOUN
bracis-33618	114	11	3	3	NUM
bracis-33618	114	12	the	the	DET
bracis-33618	114	13	time	time	NOUN
bracis-33618	114	14	frequency	frequency	NOUN
bracis-33618	114	15	consistency	consistency	NOUN
bracis-33618	114	16	framework	framework	NOUN
bracis-33618	114	17	(	(	PUNCT
bracis-33618	114	18	tf	tf	NOUN
bracis-33618	114	19	-	-	PUNCT
bracis-33618	114	20	c	c	NOUN
bracis-33618	114	21	)	)	PUNCT
bracis-33618	114	22	the	the	DET
bracis-33618	114	23	time	time	NOUN
bracis-33618	114	24	frequency	frequency	NOUN
bracis-33618	114	25	consistency	consistency	NOUN
bracis-33618	114	26	(	(	PUNCT
bracis-33618	114	27	tf	tf	NOUN
bracis-33618	114	28	-	-	PUNCT
bracis-33618	114	29	c	c	NOUN
bracis-33618	114	30	)	)	PUNCT
bracis-33618	114	31	framework	framework	NOUN
bracis-33618	114	32	is	be	AUX
bracis-33618	114	33	a	a	DET
bracis-33618	114	34	self	self	NOUN
bracis-33618	114	35	-	-	PUNCT
bracis-33618	114	36	supervised	supervise	VERB
bracis-33618	114	37	learning	learning	NOUN
bracis-33618	114	38	approach	approach	NOUN
bracis-33618	114	39	based	base	VERB
bracis-33618	114	40	on	on	ADP
bracis-33618	114	41	contrastive	contrastive	ADJ
bracis-33618	114	42	learning	learning	NOUN
bracis-33618	114	43	that	that	PRON
bracis-33618	114	44	simultaneously	simultaneously	ADV
bracis-33618	114	45	explores	explore	VERB
bracis-33618	114	46	information	information	NOUN
bracis-33618	114	47	in	in	ADP
bracis-33618	114	48	both	both	CCONJ
bracis-33618	114	49	the	the	DET
bracis-33618	114	50	time	time	NOUN
bracis-33618	114	51	and	and	CCONJ
bracis-33618	114	52	frequency	frequency	NOUN
bracis-33618	114	53	domains	domain	NOUN
bracis-33618	114	54	.	.	PUNCT
bracis-33618	115	1	figure	figure	NOUN
bracis-33618	115	2	 	 	SPACE
bracis-33618	115	3	1	1	NUM
bracis-33618	115	4	exhibits	exhibit	VERB
bracis-33618	115	5	the	the	DET
bracis-33618	115	6	main	main	ADJ
bracis-33618	115	7	elements	element	NOUN
bracis-33618	115	8	of	of	ADP
bracis-33618	115	9	tf	tf	PROPN
bracis-33618	115	10	-	-	PUNCT
bracis-33618	115	11	c	c	PROPN
bracis-33618	115	12	and	and	CCONJ
bracis-33618	115	13	the	the	DET
bracis-33618	115	14	corresponding	corresponding	ADJ
bracis-33618	115	15	pretext	pretext	NOUN
bracis-33618	115	16	task	task	NOUN
bracis-33618	115	17	.	.	PUNCT
bracis-33618	116	1	the	the	DET
bracis-33618	116	2	backbone	backbone	NOUN
bracis-33618	116	3	is	be	AUX
bracis-33618	116	4	composed	compose	VERB
bracis-33618	116	5	of	of	ADP
bracis-33618	116	6	two	two	NUM
bracis-33618	116	7	encoders	encoder	NOUN
bracis-33618	116	8	(	(	PUNCT
bracis-33618	116	9	\(g_t\	\(g_t\	PROPN
bracis-33618	116	10	)	)	PUNCT
bracis-33618	116	11	and	and	CCONJ
bracis-33618	116	12	\(g_f\	\(g_f\	NOUN
bracis-33618	116	13	)	)	PUNCT
bracis-33618	116	14	)	)	PUNCT
bracis-33618	116	15	and	and	CCONJ
bracis-33618	116	16	two	two	NUM
bracis-33618	116	17	projectors	projector	NOUN
bracis-33618	116	18	(	(	PUNCT
bracis-33618	116	19	\(r_t\	\(r_t\	NOUN
bracis-33618	116	20	)	)	PUNCT
bracis-33618	116	21	and	and	CCONJ
bracis-33618	116	22	\(r_f\	\(r_f\	NOUN
bracis-33618	116	23	)	)	PUNCT
bracis-33618	116	24	)	)	PUNCT
bracis-33618	116	25	and	and	CCONJ
bracis-33618	116	26	organized	organize	VERB
bracis-33618	116	27	in	in	ADP
bracis-33618	116	28	three	three	NUM
bracis-33618	116	29	pipelines	pipeline	NOUN
bracis-33618	116	30	,	,	PUNCT
bracis-33618	116	31	one	one	NUM
bracis-33618	116	32	that	that	PRON
bracis-33618	116	33	processes	process	VERB
bracis-33618	116	34	the	the	DET
bracis-33618	116	35	data	datum	NOUN
bracis-33618	116	36	in	in	ADP
bracis-33618	116	37	the	the	DET
bracis-33618	116	38	time	time	NOUN
bracis-33618	116	39	domain	domain	NOUN
bracis-33618	116	40	(	(	PUNCT
bracis-33618	116	41	top	top	NOUN
bracis-33618	116	42	)	)	PUNCT
bracis-33618	116	43	and	and	CCONJ
bracis-33618	116	44	another	another	PRON
bracis-33618	116	45	that	that	PRON
bracis-33618	116	46	processes	process	VERB
bracis-33618	116	47	the	the	DET
bracis-33618	116	48	data	datum	NOUN
bracis-33618	116	49	in	in	ADP
bracis-33618	116	50	the	the	DET
bracis-33618	116	51	frequency	frequency	NOUN
bracis-33618	116	52	domain	domain	NOUN
bracis-33618	116	53	(	(	PUNCT
bracis-33618	116	54	bottom	bottom	NOUN
bracis-33618	116	55	)	)	PUNCT
bracis-33618	116	56	,	,	PUNCT
bracis-33618	116	57	and	and	CCONJ
bracis-33618	116	58	one	one	NUM
bracis-33618	116	59	that	that	PRON
bracis-33618	116	60	projects	project	VERB
bracis-33618	116	61	the	the	DET
bracis-33618	116	62	time	time	NOUN
bracis-33618	116	63	and	and	CCONJ
bracis-33618	116	64	frequency	frequency	NOUN
bracis-33618	116	65	embeddings	embedding	NOUN
bracis-33618	116	66	into	into	ADP
bracis-33618	116	67	a	a	DET
bracis-33618	116	68	common	common	ADJ
bracis-33618	116	69	latent	latent	NOUN
bracis-33618	116	70	space	space	NOUN
bracis-33618	116	71	for	for	ADP
bracis-33618	116	72	consistency	consistency	NOUN
bracis-33618	116	73	(	(	PUNCT
bracis-33618	116	74	right	right	NOUN
bracis-33618	116	75	)	)	PUNCT
bracis-33618	116	76	.	.	PUNCT
bracis-33618	117	1	fig	fig	NOUN
bracis-33618	117	2	.	.	PUNCT
bracis-33618	118	1	1	1	X
bracis-33618	118	2	.	.	X
bracis-33618	118	3	general	general	ADJ
bracis-33618	118	4	scheme	scheme	NOUN
bracis-33618	118	5	and	and	CCONJ
bracis-33618	118	6	elements	element	NOUN
bracis-33618	118	7	of	of	ADP
bracis-33618	118	8	tf	tf	PROPN
bracis-33618	118	9	-	-	PUNCT
bracis-33618	118	10	c.	c.	NOUN
bracis-33618	118	11	full	full	ADJ
bracis-33618	118	12	size	size	NOUN
bracis-33618	118	13	image	image	NOUN
bracis-33618	118	14	the	the	DET
bracis-33618	118	15	time	time	NOUN
bracis-33618	118	16	pipeline	pipeline	NOUN
bracis-33618	118	17	processes	process	VERB
bracis-33618	118	18	the	the	DET
bracis-33618	118	19	original	original	ADJ
bracis-33618	118	20	time	time	NOUN
bracis-33618	118	21	series	series	NOUN
bracis-33618	118	22	(	(	PUNCT
bracis-33618	118	23	\(x_i^t\	\(x_i^t\	PROPN
bracis-33618	118	24	)	)	PUNCT
bracis-33618	118	25	)	)	PUNCT
bracis-33618	118	26	and	and	CCONJ
bracis-33618	118	27	its	its	PRON
bracis-33618	118	28	augmented	augment	VERB
bracis-33618	118	29	version	version	NOUN
bracis-33618	118	30	(	(	PUNCT
bracis-33618	118	31	\(\tilde{x}_i^t\	\(\tilde{x}_i^t\	PROPN
bracis-33618	118	32	)	)	PUNCT
bracis-33618	118	33	)	)	PUNCT
bracis-33618	118	34	using	use	VERB
bracis-33618	118	35	the	the	DET
bracis-33618	118	36	\(g_t\	\(g_t\	ADJ
bracis-33618	118	37	)	)	PUNCT
bracis-33618	118	38	encoder	encoder	NOUN
bracis-33618	118	39	,	,	PUNCT
bracis-33618	118	40	resulting	result	VERB
bracis-33618	118	41	in	in	ADP
bracis-33618	118	42	the	the	DET
bracis-33618	118	43	embeddings	embedding	NOUN
bracis-33618	118	44	\(h_i^t\	\(h_i^t\	NOUN
bracis-33618	118	45	)	)	PUNCT
bracis-33618	118	46	and	and	CCONJ
bracis-33618	118	47	\(\tilde{h}_i^t\	\(\tilde{h}_i^t\	NOUN
bracis-33618	118	48	)	)	PUNCT
bracis-33618	118	49	.	.	PUNCT
bracis-33618	119	1	meanwhile	meanwhile	ADV
bracis-33618	119	2	,	,	PUNCT
bracis-33618	119	3	the	the	DET
bracis-33618	119	4	frequency	frequency	NOUN
bracis-33618	119	5	pipeline	pipeline	NOUN
bracis-33618	119	6	converts	convert	VERB
bracis-33618	119	7	the	the	DET
bracis-33618	119	8	original	original	ADJ
bracis-33618	119	9	time	time	NOUN
bracis-33618	119	10	series	series	NOUN
bracis-33618	119	11	into	into	ADP
bracis-33618	119	12	its	its	PRON
bracis-33618	119	13	frequency	frequency	NOUN
bracis-33618	119	14	domain	domain	NOUN
bracis-33618	119	15	version	version	NOUN
bracis-33618	119	16	(	(	PUNCT
bracis-33618	119	17	\(x_i^f\	\(x_i^f\	PROPN
bracis-33618	119	18	)	)	PUNCT
bracis-33618	119	19	)	)	PUNCT
bracis-33618	119	20	using	use	VERB
bracis-33618	119	21	a	a	DET
bracis-33618	119	22	fast	fast	ADJ
bracis-33618	119	23	fourier	fourier	NOUN
bracis-33618	119	24	transform	transform	NOUN
bracis-33618	119	25	(	(	PUNCT
bracis-33618	119	26	fft	fft	NOUN
bracis-33618	119	27	)	)	PUNCT
bracis-33618	119	28	algorithm	algorithm	NOUN
bracis-33618	119	29	.	.	PUNCT
bracis-33618	120	1	an	an	DET
bracis-33618	120	2	augmented	augment	VERB
bracis-33618	120	3	version	version	NOUN
bracis-33618	120	4	of	of	ADP
bracis-33618	120	5	this	this	DET
bracis-33618	120	6	frequency	frequency	NOUN
bracis-33618	120	7	data	datum	NOUN
bracis-33618	120	8	(	(	PUNCT
bracis-33618	120	9	\(\tilde{x}_i^f\	\(\tilde{x}_i^f\	NOUN
bracis-33618	120	10	)	)	PUNCT
bracis-33618	120	11	)	)	PUNCT
bracis-33618	120	12	is	be	AUX
bracis-33618	120	13	also	also	ADV
bracis-33618	120	14	produced	produce	VERB
bracis-33618	120	15	.	.	PUNCT
bracis-33618	121	1	both	both	CCONJ
bracis-33618	121	2	the	the	DET
bracis-33618	121	3	original	original	ADJ
bracis-33618	121	4	and	and	CCONJ
bracis-33618	121	5	augmented	augment	VERB
bracis-33618	121	6	frequency	frequency	NOUN
bracis-33618	121	7	data	datum	NOUN
bracis-33618	121	8	are	be	AUX
bracis-33618	121	9	encoded	encode	VERB
bracis-33618	121	10	by	by	ADP
bracis-33618	121	11	the	the	DET
bracis-33618	121	12	\(g_f\	\(g_f\	NOUN
bracis-33618	121	13	)	)	PUNCT
bracis-33618	121	14	encoder	encoder	NOUN
bracis-33618	121	15	,	,	PUNCT
bracis-33618	121	16	yielding	yield	VERB
bracis-33618	121	17	the	the	DET
bracis-33618	121	18	representations	representation	NOUN
bracis-33618	121	19	\(h_i^f\	\(h_i^f\	NOUN
bracis-33618	121	20	)	)	PUNCT
bracis-33618	121	21	and	and	CCONJ
bracis-33618	121	22	\(\tilde{h}_i^f\	\(\tilde{h}_i^f\	NOUN
bracis-33618	121	23	)	)	PUNCT
bracis-33618	121	24	.	.	PUNCT
bracis-33618	122	1	finally	finally	ADV
bracis-33618	122	2	,	,	PUNCT
bracis-33618	122	3	the	the	DET
bracis-33618	122	4	consistency	consistency	NOUN
bracis-33618	122	5	pipeline	pipeline	NOUN
bracis-33618	122	6	(	(	PUNCT
bracis-33618	122	7	right	right	ADJ
bracis-33618	122	8	)	)	PUNCT
bracis-33618	122	9	encode	encode	VERB
bracis-33618	122	10	the	the	DET
bracis-33618	122	11	time	time	NOUN
bracis-33618	122	12	embeddings	embedding	NOUN
bracis-33618	122	13	(	(	PUNCT
bracis-33618	122	14	i.e.	i.e.	X
bracis-33618	122	15	,	,	PUNCT
bracis-33618	122	16	\(h_i^t\	\(h_i^t\	NOUN
bracis-33618	122	17	)	)	PUNCT
bracis-33618	122	18	and	and	CCONJ
bracis-33618	122	19	\(\tilde{h}_i^t\	\(\tilde{h}_i^t\	NOUN
bracis-33618	122	20	)	)	PUNCT
bracis-33618	122	21	)	)	PUNCT
bracis-33618	122	22	using	use	VERB
bracis-33618	122	23	the	the	DET
bracis-33618	122	24	time	time	NOUN
bracis-33618	122	25	projector	projector	NOUN
bracis-33618	122	26	(	(	PUNCT
bracis-33618	122	27	\(r_t\	\(r_t\	PROPN
bracis-33618	122	28	)	)	PUNCT
bracis-33618	122	29	)	)	PUNCT
bracis-33618	122	30	,	,	PUNCT
bracis-33618	122	31	producing	produce	VERB
bracis-33618	122	32	the	the	DET
bracis-33618	122	33	\(z_i^t\	\(z_i^t\	NOUN
bracis-33618	122	34	)	)	PUNCT
bracis-33618	122	35	and	and	CCONJ
bracis-33618	122	36	\(\tilde{z}_i^t\	\(\tilde{z}_i^t\	ADJ
bracis-33618	122	37	)	)	PUNCT
bracis-33618	122	38	embeddings	embedding	NOUN
bracis-33618	122	39	,	,	PUNCT
bracis-33618	122	40	and	and	CCONJ
bracis-33618	122	41	encode	encode	VERB
bracis-33618	122	42	the	the	DET
bracis-33618	122	43	frequency	frequency	NOUN
bracis-33618	122	44	embeddings	embedding	NOUN
bracis-33618	122	45	(	(	PUNCT
bracis-33618	122	46	i.e.	i.e.	X
bracis-33618	122	47	,	,	PUNCT
bracis-33618	122	48	\(h_i^f\	\(h_i^f\	NOUN
bracis-33618	122	49	)	)	PUNCT
bracis-33618	122	50	and	and	CCONJ
bracis-33618	122	51	\(\tilde{h}_i^f\	\(\tilde{h}_i^f\	NOUN
bracis-33618	122	52	)	)	PUNCT
bracis-33618	122	53	)	)	PUNCT
bracis-33618	122	54	using	use	VERB
bracis-33618	122	55	the	the	DET
bracis-33618	122	56	frequency	frequency	NOUN
bracis-33618	122	57	projector	projector	NOUN
bracis-33618	122	58	(	(	PUNCT
bracis-33618	122	59	\(r_f\	\(r_f\	PROPN
bracis-33618	122	60	)	)	PUNCT
bracis-33618	122	61	)	)	PUNCT
bracis-33618	122	62	,	,	PUNCT
bracis-33618	122	63	producing	produce	VERB
bracis-33618	122	64	the	the	DET
bracis-33618	122	65	\(z_i^f\	\(z_i^f\	NOUN
bracis-33618	122	66	)	)	PUNCT
bracis-33618	122	67	and	and	CCONJ
bracis-33618	122	68	\(\tilde{z}_i^f\	\(\tilde{z}_i^f\	NOUN
bracis-33618	122	69	)	)	PUNCT
bracis-33618	122	70	embeddings	embedding	NOUN
bracis-33618	122	71	.	.	PUNCT
bracis-33618	123	1	the	the	DET
bracis-33618	123	2	time	time	NOUN
bracis-33618	123	3	and	and	CCONJ
bracis-33618	123	4	frequency	frequency	NOUN
bracis-33618	123	5	encoders	encoder	NOUN
bracis-33618	123	6	(	(	PUNCT
bracis-33618	123	7	\(g_t\	\(g_t\	PROPN
bracis-33618	123	8	)	)	PUNCT
bracis-33618	123	9	and	and	CCONJ
bracis-33618	123	10	\(g_f\	\(g_f\	NOUN
bracis-33618	123	11	)	)	PUNCT
bracis-33618	123	12	)	)	PUNCT
bracis-33618	123	13	are	be	AUX
bracis-33618	123	14	trained	train	VERB
bracis-33618	123	15	to	to	PART
bracis-33618	123	16	ensure	ensure	VERB
bracis-33618	123	17	that	that	SCONJ
bracis-33618	123	18	the	the	DET
bracis-33618	123	19	representations	representation	NOUN
bracis-33618	123	20	produced	produce	VERB
bracis-33618	123	21	by	by	ADP
bracis-33618	123	22	the	the	DET
bracis-33618	123	23	time	time	NOUN
bracis-33618	123	24	and	and	CCONJ
bracis-33618	123	25	frequency	frequency	NOUN
bracis-33618	123	26	pipelines	pipeline	NOUN
bracis-33618	123	27	are	be	AUX
bracis-33618	123	28	discriminative	discriminative	NOUN
bracis-33618	123	29	.	.	PUNCT
bracis-33618	124	1	additionally	additionally	ADV
bracis-33618	124	2	,	,	PUNCT
bracis-33618	124	3	the	the	DET
bracis-33618	124	4	encoders	encoder	NOUN
bracis-33618	124	5	and	and	CCONJ
bracis-33618	124	6	the	the	DET
bracis-33618	124	7	projectors	projector	NOUN
bracis-33618	124	8	in	in	ADP
bracis-33618	124	9	the	the	DET
bracis-33618	124	10	consistency	consistency	NOUN
bracis-33618	124	11	pipeline	pipeline	NOUN
bracis-33618	124	12	(	(	PUNCT
bracis-33618	124	13	i.e.	i.e.	X
bracis-33618	124	14	,	,	PUNCT
bracis-33618	124	15	\(r_t\	\(r_t\	NOUN
bracis-33618	124	16	)	)	PUNCT
bracis-33618	124	17	and	and	CCONJ
bracis-33618	124	18	\(r_f\	\(r_f\	NOUN
bracis-33618	124	19	)	)	PUNCT
bracis-33618	124	20	)	)	PUNCT
bracis-33618	124	21	are	be	AUX
bracis-33618	124	22	trained	train	VERB
bracis-33618	124	23	to	to	PART
bracis-33618	124	24	produce	produce	VERB
bracis-33618	124	25	time	time	NOUN
bracis-33618	124	26	and	and	CCONJ
bracis-33618	124	27	frequency	frequency	NOUN
bracis-33618	124	28	representations	representation	NOUN
bracis-33618	124	29	that	that	PRON
bracis-33618	124	30	are	be	AUX
bracis-33618	124	31	consistent	consistent	ADJ
bracis-33618	124	32	with	with	ADP
bracis-33618	124	33	each	each	DET
bracis-33618	124	34	other	other	ADJ
bracis-33618	124	35	.	.	PUNCT
bracis-33618	125	1	to	to	PART
bracis-33618	125	2	achieve	achieve	VERB
bracis-33618	125	3	this	this	PRON
bracis-33618	125	4	,	,	PUNCT
bracis-33618	125	5	the	the	DET
bracis-33618	125	6	tfc	tfc	PROPN
bracis-33618	125	7	framework	framework	NOUN
bracis-33618	125	8	employs	employ	VERB
bracis-33618	125	9	a	a	DET
bracis-33618	125	10	loss	loss	NOUN
bracis-33618	125	11	function	function	NOUN
bracis-33618	125	12	with	with	ADP
bracis-33618	125	13	three	three	NUM
bracis-33618	125	14	components	component	NOUN
bracis-33618	125	15	:	:	PUNCT
bracis-33618	125	16	time	time	NOUN
bracis-33618	125	17	loss	loss	NOUN
bracis-33618	125	18	,	,	PUNCT
bracis-33618	125	19	frequency	frequency	NOUN
bracis-33618	125	20	loss	loss	NOUN
bracis-33618	125	21	,	,	PUNCT
bracis-33618	125	22	and	and	CCONJ
bracis-33618	125	23	consistency	consistency	NOUN
bracis-33618	125	24	loss	loss	NOUN
bracis-33618	125	25	.	.	PUNCT
bracis-33618	126	1	the	the	DET
bracis-33618	126	2	time	time	NOUN
bracis-33618	126	3	and	and	CCONJ
bracis-33618	126	4	frequency	frequency	NOUN
bracis-33618	126	5	losses	loss	NOUN
bracis-33618	126	6	ensure	ensure	VERB
bracis-33618	126	7	that	that	SCONJ
bracis-33618	126	8	the	the	DET
bracis-33618	126	9	time	time	NOUN
bracis-33618	126	10	and	and	CCONJ
bracis-33618	126	11	frequency	frequency	NOUN
bracis-33618	126	12	representations	representation	NOUN
bracis-33618	126	13	of	of	ADP
bracis-33618	126	14	the	the	DET
bracis-33618	126	15	data	datum	NOUN
bracis-33618	126	16	are	be	AUX
bracis-33618	126	17	discriminative	discriminative	NOUN
bracis-33618	126	18	and	and	CCONJ
bracis-33618	126	19	invariant	invariant	ADJ
bracis-33618	126	20	to	to	ADP
bracis-33618	126	21	augmentations	augmentation	NOUN
bracis-33618	126	22	.	.	PUNCT
bracis-33618	127	1	they	they	PRON
bracis-33618	127	2	use	use	VERB
bracis-33618	127	3	contrastive	contrastive	ADJ
bracis-33618	127	4	loss	loss	NOUN
bracis-33618	127	5	to	to	PART
bracis-33618	127	6	make	make	VERB
bracis-33618	127	7	the	the	DET
bracis-33618	127	8	embeddings	embedding	NOUN
bracis-33618	127	9	of	of	ADP
bracis-33618	127	10	the	the	DET
bracis-33618	127	11	original	original	ADJ
bracis-33618	127	12	and	and	CCONJ
bracis-33618	127	13	augmented	augment	VERB
bracis-33618	127	14	versions	version	NOUN
bracis-33618	127	15	of	of	ADP
bracis-33618	127	16	the	the	DET
bracis-33618	127	17	data	datum	NOUN
bracis-33618	127	18	(	(	PUNCT
bracis-33618	127	19	positive	positive	ADJ
bracis-33618	127	20	pairs	pair	NOUN
bracis-33618	127	21	)	)	PUNCT
bracis-33618	127	22	similar	similar	ADJ
bracis-33618	127	23	,	,	PUNCT
bracis-33618	127	24	while	while	SCONJ
bracis-33618	127	25	ensuring	ensure	VERB
bracis-33618	127	26	embeddings	embedding	NOUN
bracis-33618	127	27	from	from	ADP
bracis-33618	127	28	distinct	distinct	ADJ
bracis-33618	127	29	samples	sample	NOUN
bracis-33618	127	30	in	in	ADP
bracis-33618	127	31	the	the	DET
bracis-33618	127	32	batch	batch	NOUN
bracis-33618	127	33	are	be	AUX
bracis-33618	127	34	different	different	ADJ
bracis-33618	127	35	.	.	PUNCT
bracis-33618	128	1	the	the	DET
bracis-33618	128	2	consistency	consistency	NOUN
bracis-33618	128	3	loss	loss	NOUN
bracis-33618	128	4	,	,	PUNCT
bracis-33618	128	5	also	also	ADV
bracis-33618	128	6	a	a	DET
bracis-33618	128	7	contrastive	contrastive	ADJ
bracis-33618	128	8	loss	loss	NOUN
bracis-33618	128	9	,	,	PUNCT
bracis-33618	128	10	is	be	AUX
bracis-33618	128	11	designed	design	VERB
bracis-33618	128	12	to	to	PART
bracis-33618	128	13	ensure	ensure	VERB
bracis-33618	128	14	that	that	SCONJ
bracis-33618	128	15	the	the	DET
bracis-33618	128	16	representations	representation	NOUN
bracis-33618	128	17	produced	produce	VERB
bracis-33618	128	18	by	by	ADP
bracis-33618	128	19	the	the	DET
bracis-33618	128	20	projectors	projector	NOUN
bracis-33618	128	21	are	be	AUX
bracis-33618	128	22	consistent	consistent	ADJ
bracis-33618	128	23	across	across	ADP
bracis-33618	128	24	the	the	DET
bracis-33618	128	25	time	time	NOUN
bracis-33618	128	26	and	and	CCONJ
bracis-33618	128	27	frequency	frequency	NOUN
bracis-33618	128	28	domains	domain	NOUN
bracis-33618	128	29	.	.	PUNCT
bracis-33618	129	1	encoder	encoder	NOUN
bracis-33618	129	2	’s	’s	PART
bracis-33618	129	3	architecture	architecture	NOUN
bracis-33618	129	4	:	:	PUNCT
bracis-33618	129	5	in	in	ADP
bracis-33618	129	6	our	our	PRON
bracis-33618	129	7	experiments	experiment	NOUN
bracis-33618	129	8	,	,	PUNCT
bracis-33618	129	9	we	we	PRON
bracis-33618	129	10	employ	employ	VERB
bracis-33618	129	11	convolutional	convolutional	ADJ
bracis-33618	129	12	neural	neural	ADJ
bracis-33618	129	13	networks	network	NOUN
bracis-33618	129	14	to	to	PART
bracis-33618	129	15	implement	implement	VERB
bracis-33618	129	16	the	the	DET
bracis-33618	129	17	time	time	NOUN
bracis-33618	129	18	(	(	PUNCT
bracis-33618	129	19	\(g_t\	\(g_t\	NOUN
bracis-33618	129	20	)	)	PUNCT
bracis-33618	129	21	)	)	PUNCT
bracis-33618	129	22	and	and	CCONJ
bracis-33618	129	23	frequency	frequency	NOUN
bracis-33618	129	24	encoders	encoder	NOUN
bracis-33618	129	25	(	(	PUNCT
bracis-33618	129	26	\(g_f\	\(g_f\	NOUN
bracis-33618	129	27	)	)	PUNCT
bracis-33618	129	28	)	)	PUNCT
bracis-33618	129	29	.	.	PUNCT
bracis-33618	130	1	these	these	DET
bracis-33618	130	2	cnns	cnn	NOUN
bracis-33618	130	3	have	have	VERB
bracis-33618	130	4	the	the	DET
bracis-33618	130	5	same	same	ADJ
bracis-33618	130	6	architecture	architecture	NOUN
bracis-33618	130	7	/	/	SYM
bracis-33618	130	8	layers	layer	NOUN
bracis-33618	130	9	,	,	PUNCT
bracis-33618	130	10	but	but	CCONJ
bracis-33618	130	11	with	with	ADP
bracis-33618	130	12	independent	independent	ADJ
bracis-33618	130	13	weights	weight	NOUN
bracis-33618	130	14	.	.	PUNCT
bracis-33618	131	1	all	all	DET
bracis-33618	131	2	convolutional	convolutional	ADJ
bracis-33618	131	3	layers	layer	NOUN
bracis-33618	131	4	implement	implement	VERB
bracis-33618	131	5	one	one	NUM
bracis-33618	131	6	-	-	PUNCT
bracis-33618	131	7	dimensional	dimensional	ADJ
bracis-33618	131	8	(	(	PUNCT
bracis-33618	131	9	1d	1d	NUM
bracis-33618	131	10	)	)	PUNCT
bracis-33618	131	11	convolutions	convolution	NOUN
bracis-33618	131	12	with	with	ADP
bracis-33618	131	13	kernel	kernel	PROPN
bracis-33618	131	14	size	size	NOUN
bracis-33618	131	15	of	of	ADP
bracis-33618	131	16	8	8	NUM
bracis-33618	131	17	,	,	PUNCT
bracis-33618	131	18	stride	stride	NOUN
bracis-33618	131	19	of	of	ADP
bracis-33618	131	20	1	1	NUM
bracis-33618	131	21	,	,	PUNCT
bracis-33618	131	22	padding	padding	NOUN
bracis-33618	131	23	of	of	ADP
bracis-33618	131	24	4	4	NUM
bracis-33618	131	25	,	,	PUNCT
bracis-33618	131	26	and	and	CCONJ
bracis-33618	131	27	no	no	DET
bracis-33618	131	28	bias	bias	NOUN
bracis-33618	131	29	.	.	PUNCT
bracis-33618	132	1	the	the	DET
bracis-33618	132	2	first	first	ADJ
bracis-33618	132	3	convolutional	convolutional	ADJ
bracis-33618	132	4	block	block	NOUN
bracis-33618	132	5	produces	produce	VERB
bracis-33618	132	6	32	32	NUM
bracis-33618	132	7	channels	channel	NOUN
bracis-33618	132	8	and	and	CCONJ
bracis-33618	132	9	is	be	AUX
bracis-33618	132	10	composed	compose	VERB
bracis-33618	132	11	of	of	ADP
bracis-33618	132	12	the	the	DET
bracis-33618	132	13	conv	conv	ADJ
bracis-33618	132	14	.	.	PUNCT
bracis-33618	132	15	layer	layer	NOUN
bracis-33618	132	16	,	,	PUNCT
bracis-33618	132	17	batch	batch	VERB
bracis-33618	132	18	normalization	normalization	NOUN
bracis-33618	132	19	,	,	PUNCT
bracis-33618	132	20	relu	relu	NOUN
bracis-33618	132	21	activation	activation	NOUN
bracis-33618	132	22	and	and	CCONJ
bracis-33618	132	23	max	max	PROPN
bracis-33618	132	24	-	-	PUNCT
bracis-33618	132	25	pool	pool	NOUN
bracis-33618	132	26	1d	1d	NUM
bracis-33618	132	27	(	(	PUNCT
bracis-33618	132	28	kernel	kernel	NOUN
bracis-33618	132	29	size	size	NOUN
bracis-33618	132	30	of	of	ADP
bracis-33618	132	31	2	2	NUM
bracis-33618	132	32	,	,	PUNCT
bracis-33618	132	33	stride	stride	NOUN
bracis-33618	132	34	of	of	ADP
bracis-33618	132	35	2	2	NUM
bracis-33618	132	36	,	,	PUNCT
bracis-33618	132	37	and	and	CCONJ
bracis-33618	132	38	padding	padding	NOUN
bracis-33618	132	39	of	of	ADP
bracis-33618	132	40	1	1	NUM
bracis-33618	132	41	)	)	PUNCT
bracis-33618	132	42	.	.	PUNCT
bracis-33618	133	1	only	only	ADV
bracis-33618	133	2	this	this	DET
bracis-33618	133	3	block	block	NOUN
bracis-33618	133	4	includes	include	VERB
bracis-33618	133	5	a	a	DET
bracis-33618	133	6	dropout	dropout	NOUN
bracis-33618	133	7	layer	layer	NOUN
bracis-33618	133	8	with	with	ADP
bracis-33618	133	9	a	a	DET
bracis-33618	133	10	rate	rate	NOUN
bracis-33618	133	11	of	of	ADP
bracis-33618	133	12	0.35	0.35	NUM
bracis-33618	133	13	at	at	ADP
bracis-33618	133	14	the	the	DET
bracis-33618	133	15	output	output	NOUN
bracis-33618	133	16	.	.	PUNCT
bracis-33618	134	1	the	the	DET
bracis-33618	134	2	subsequent	subsequent	ADJ
bracis-33618	134	3	convolutional	convolutional	ADJ
bracis-33618	134	4	blocks	block	NOUN
bracis-33618	134	5	only	only	ADV
bracis-33618	134	6	differ	differ	VERB
bracis-33618	134	7	in	in	ADP
bracis-33618	134	8	the	the	DET
bracis-33618	134	9	number	number	NOUN
bracis-33618	134	10	of	of	ADP
bracis-33618	134	11	channels	channel	NOUN
bracis-33618	134	12	–	–	PUNCT
bracis-33618	134	13	64	64	NUM
bracis-33618	134	14	and	and	CCONJ
bracis-33618	134	15	128	128	NUM
bracis-33618	134	16	,	,	PUNCT
bracis-33618	134	17	respectively	respectively	ADV
bracis-33618	134	18	–	–	PUNCT
bracis-33618	134	19	,	,	PUNCT
bracis-33618	134	20	and	and	CCONJ
bracis-33618	134	21	explore	explore	VERB
bracis-33618	134	22	the	the	DET
bracis-33618	134	23	same	same	ADJ
bracis-33618	134	24	structure	structure	NOUN
bracis-33618	134	25	and	and	CCONJ
bracis-33618	134	26	hyper	hyper	NOUN
bracis-33618	134	27	-	-	NOUN
bracis-33618	134	28	parameters	parameter	NOUN
bracis-33618	134	29	of	of	ADP
bracis-33618	134	30	the	the	DET
bracis-33618	134	31	first	first	ADJ
bracis-33618	134	32	block	block	NOUN
bracis-33618	134	33	(	(	PUNCT
bracis-33618	134	34	except	except	SCONJ
bracis-33618	134	35	dropout	dropout	NOUN
bracis-33618	134	36	)	)	PUNCT
bracis-33618	134	37	.	.	PUNCT
bracis-33618	135	1	this	this	DET
bracis-33618	135	2	architecture	architecture	NOUN
bracis-33618	135	3	is	be	AUX
bracis-33618	135	4	illustrated	illustrate	VERB
bracis-33618	135	5	in	in	ADP
bracis-33618	135	6	fig	fig	NOUN
bracis-33618	135	7	.	.	PUNCT
bracis-33618	135	8	 	 	SPACE
bracis-33618	136	1	2a	2a	NUM
bracis-33618	136	2	.	.	PUNCT
bracis-33618	137	1	fig	fig	NOUN
bracis-33618	137	2	.	.	PUNCT
bracis-33618	138	1	2	2	X
bracis-33618	138	2	.	.	X
bracis-33618	138	3	architecture	architecture	NOUN
bracis-33618	138	4	parts	part	NOUN
bracis-33618	138	5	used	use	VERB
bracis-33618	138	6	on	on	ADP
bracis-33618	138	7	this	this	DET
bracis-33618	138	8	work	work	NOUN
bracis-33618	138	9	full	full	ADJ
bracis-33618	138	10	size	size	NOUN
bracis-33618	138	11	image	image	NOUN
bracis-33618	138	12	projector	projector	NOUN
bracis-33618	138	13	’s	’s	PART
bracis-33618	138	14	architecture	architecture	NOUN
bracis-33618	138	15	:	:	PUNCT
bracis-33618	138	16	the	the	DET
bracis-33618	138	17	projectors	projector	NOUN
bracis-33618	138	18	(	(	PUNCT
bracis-33618	138	19	both	both	DET
bracis-33618	138	20	\(r_t\	\(r_t\	NOUN
bracis-33618	138	21	)	)	PUNCT
bracis-33618	138	22	and	and	CCONJ
bracis-33618	138	23	\(r_f\	\(r_f\	NOUN
bracis-33618	138	24	)	)	PUNCT
bracis-33618	138	25	)	)	PUNCT
bracis-33618	138	26	are	be	AUX
bracis-33618	138	27	composed	compose	VERB
bracis-33618	138	28	of	of	ADP
bracis-33618	138	29	a	a	DET
bracis-33618	138	30	dense	dense	ADJ
bracis-33618	138	31	linear	linear	NOUN
bracis-33618	138	32	layer	layer	NOUN
bracis-33618	138	33	with	with	ADP
bracis-33618	138	34	256	256	NUM
bracis-33618	138	35	neurons	neuron	NOUN
bracis-33618	138	36	,	,	PUNCT
bracis-33618	138	37	followed	follow	VERB
bracis-33618	138	38	by	by	ADP
bracis-33618	138	39	batch	batch	NOUN
bracis-33618	138	40	-	-	PUNCT
bracis-33618	138	41	normalization	normalization	NOUN
bracis-33618	138	42	,	,	PUNCT
bracis-33618	138	43	relu	relu	NOUN
bracis-33618	138	44	activation	activation	NOUN
bracis-33618	138	45	and	and	CCONJ
bracis-33618	138	46	another	another	DET
bracis-33618	138	47	linear	linear	ADJ
bracis-33618	138	48	layer	layer	NOUN
bracis-33618	138	49	with	with	ADP
bracis-33618	138	50	128	128	NUM
bracis-33618	138	51	units	unit	NOUN
bracis-33618	138	52	,	,	PUNCT
bracis-33618	138	53	as	as	SCONJ
bracis-33618	138	54	indicated	indicate	VERB
bracis-33618	138	55	in	in	ADP
bracis-33618	138	56	fig	fig	NOUN
bracis-33618	138	57	.	.	PUNCT
bracis-33618	138	58	 	 	SPACE
bracis-33618	139	1	2b	2b	NOUN
bracis-33618	139	2	.	.	PUNCT
bracis-33618	139	3	prediction	prediction	NOUN
bracis-33618	139	4	head	head	NOUN
bracis-33618	139	5	and	and	CCONJ
bracis-33618	139	6	downstream	downstream	ADJ
bracis-33618	139	7	model	model	NOUN
bracis-33618	139	8	:	:	PUNCT
bracis-33618	139	9	once	once	SCONJ
bracis-33618	139	10	the	the	DET
bracis-33618	139	11	model	model	NOUN
bracis-33618	139	12	components	component	NOUN
bracis-33618	139	13	(	(	PUNCT
bracis-33618	139	14	i.e.	i.e.	X
bracis-33618	139	15	,	,	PUNCT
bracis-33618	139	16	\(g_t\	\(g_t\	ADJ
bracis-33618	139	17	)	)	PUNCT
bracis-33618	139	18	,	,	PUNCT
bracis-33618	139	19	\(g_f\	\(g_f\	NOUN
bracis-33618	139	20	)	)	PUNCT
bracis-33618	139	21	,	,	PUNCT
bracis-33618	139	22	\(r_t\	\(r_t\	PROPN
bracis-33618	139	23	)	)	PUNCT
bracis-33618	139	24	,	,	PUNCT
bracis-33618	139	25	and	and	CCONJ
bracis-33618	139	26	\(r_f\	\(r_f\	NOUN
bracis-33618	139	27	)	)	PUNCT
bracis-33618	139	28	)	)	PUNCT
bracis-33618	139	29	are	be	AUX
bracis-33618	139	30	trained	train	VERB
bracis-33618	139	31	in	in	ADP
bracis-33618	139	32	the	the	DET
bracis-33618	139	33	pretext	pretext	NOUN
bracis-33618	139	34	task	task	NOUN
bracis-33618	139	35	,	,	PUNCT
bracis-33618	139	36	a	a	DET
bracis-33618	139	37	downstream	downstream	ADJ
bracis-33618	139	38	model	model	NOUN
bracis-33618	139	39	is	be	AUX
bracis-33618	139	40	build	build	VERB
bracis-33618	139	41	by	by	ADP
bracis-33618	139	42	combining	combine	VERB
bracis-33618	139	43	with	with	ADP
bracis-33618	139	44	a	a	DET
bracis-33618	139	45	prediction	prediction	NOUN
bracis-33618	139	46	head	head	NOUN
bracis-33618	139	47	.	.	PUNCT
bracis-33618	140	1	the	the	DET
bracis-33618	140	2	prediction	prediction	NOUN
bracis-33618	140	3	head	head	NOUN
bracis-33618	140	4	is	be	AUX
bracis-33618	140	5	attached	attach	VERB
bracis-33618	140	6	after	after	ADP
bracis-33618	140	7	the	the	DET
bracis-33618	140	8	time	time	NOUN
bracis-33618	140	9	(	(	PUNCT
bracis-33618	140	10	\(r_t\	\(r_t\	NOUN
bracis-33618	140	11	)	)	PUNCT
bracis-33618	140	12	)	)	PUNCT
bracis-33618	140	13	and	and	CCONJ
bracis-33618	140	14	frequency	frequency	NOUN
bracis-33618	140	15	(	(	PUNCT
bracis-33618	140	16	\(r_f\	\(r_f\	PROPN
bracis-33618	140	17	)	)	PUNCT
bracis-33618	140	18	)	)	PUNCT
bracis-33618	140	19	projectors	projector	NOUN
bracis-33618	140	20	,	,	PUNCT
bracis-33618	140	21	receiving	receive	VERB
bracis-33618	140	22	as	as	ADP
bracis-33618	140	23	input	input	NOUN
bracis-33618	140	24	the	the	DET
bracis-33618	140	25	concatenation	concatenation	NOUN
bracis-33618	140	26	of	of	ADP
bracis-33618	140	27	\(z^t\	\(z^t\	NOUN
bracis-33618	140	28	)	)	PUNCT
bracis-33618	140	29	and	and	CCONJ
bracis-33618	140	30	\(z^f\	\(z^f\	NOUN
bracis-33618	140	31	)	)	PUNCT
bracis-33618	140	32	.	.	PUNCT
bracis-33618	141	1	it	it	PRON
bracis-33618	141	2	is	be	AUX
bracis-33618	141	3	composed	compose	VERB
bracis-33618	141	4	of	of	ADP
bracis-33618	141	5	a	a	DET
bracis-33618	141	6	linear	linear	ADJ
bracis-33618	141	7	dense	dense	ADJ
bracis-33618	141	8	layer	layer	NOUN
bracis-33618	141	9	with	with	ADP
bracis-33618	141	10	64	64	NUM
bracis-33618	141	11	elements	element	NOUN
bracis-33618	141	12	,	,	PUNCT
bracis-33618	141	13	a	a	DET
bracis-33618	141	14	relu	relu	NOUN
bracis-33618	141	15	activation	activation	NOUN
bracis-33618	141	16	and	and	CCONJ
bracis-33618	141	17	another	another	DET
bracis-33618	141	18	linear	linear	ADJ
bracis-33618	141	19	dense	dense	ADJ
bracis-33618	141	20	layer	layer	NOUN
bracis-33618	141	21	with	with	ADP
bracis-33618	141	22	6	6	NUM
bracis-33618	141	23	neurons	neuron	NOUN
bracis-33618	141	24	to	to	PART
bracis-33618	141	25	produce	produce	VERB
bracis-33618	141	26	the	the	DET
bracis-33618	141	27	class	class	NOUN
bracis-33618	141	28	-	-	PUNCT
bracis-33618	141	29	logits	logit	NOUN
bracis-33618	141	30	,	,	PUNCT
bracis-33618	141	31	as	as	SCONJ
bracis-33618	141	32	illustrated	illustrate	VERB
bracis-33618	141	33	in	in	ADP
bracis-33618	141	34	fig	fig	NOUN
bracis-33618	141	35	.	.	PUNCT
bracis-33618	141	36	 	 	SPACE
bracis-33618	142	1	2c	2c	NUM
bracis-33618	142	2	.	.	PUNCT
bracis-33618	142	3	time	time	NOUN
bracis-33618	142	4	-	-	PUNCT
bracis-33618	142	5	frequency	frequency	NOUN
bracis-33618	142	6	consistency	consistency	NOUN
bracis-33618	142	7	augmentations	augmentation	NOUN
bracis-33618	142	8	:	:	PUNCT
bracis-33618	142	9	in	in	ADP
bracis-33618	142	10	the	the	DET
bracis-33618	142	11	time	time	NOUN
bracis-33618	142	12	domain	domain	NOUN
bracis-33618	142	13	,	,	PUNCT
bracis-33618	142	14	the	the	DET
bracis-33618	142	15	data	data	NOUN
bracis-33618	142	16	is	be	AUX
bracis-33618	142	17	augmented	augment	VERB
bracis-33618	142	18	by	by	ADP
bracis-33618	142	19	a	a	DET
bracis-33618	142	20	jitter	jitter	NOUN
bracis-33618	142	21	transformation	transformation	NOUN
bracis-33618	142	22	with	with	ADP
bracis-33618	142	23	scale	scale	NOUN
bracis-33618	142	24	of	of	ADP
bracis-33618	142	25	0.8	0.8	NUM
bracis-33618	142	26	.	.	PUNCT
bracis-33618	143	1	in	in	ADP
bracis-33618	143	2	the	the	DET
bracis-33618	143	3	frequency	frequency	NOUN
bracis-33618	143	4	domain	domain	NOUN
bracis-33618	143	5	some	some	DET
bracis-33618	143	6	frequencies	frequency	NOUN
bracis-33618	143	7	,	,	PUNCT
bracis-33618	143	8	selected	select	VERB
bracis-33618	143	9	when	when	SCONJ
bracis-33618	143	10	a	a	DET
bracis-33618	143	11	random	random	ADJ
bracis-33618	143	12	variable	variable	NOUN
bracis-33618	143	13	with	with	ADP
bracis-33618	143	14	normal	normal	ADJ
bracis-33618	143	15	distribution	distribution	NOUN
bracis-33618	143	16	(	(	PUNCT
bracis-33618	143	17	mean	mean	NOUN
bracis-33618	143	18	0.5	0.5	NUM
bracis-33618	143	19	and	and	CCONJ
bracis-33618	143	20	standard	standard	ADJ
bracis-33618	143	21	deviation	deviation	NOUN
bracis-33618	143	22	0.5	0.5	NUM
bracis-33618	143	23	)	)	PUNCT
bracis-33618	143	24	is	be	AUX
bracis-33618	143	25	greater	great	ADJ
bracis-33618	143	26	than	than	ADP
bracis-33618	143	27	1	1	NUM
bracis-33618	143	28	.	.	NOUN
bracis-33618	143	29	4	4	NUM
bracis-33618	143	30	experimental	experimental	ADJ
bracis-33618	143	31	results	result	NOUN
bracis-33618	143	32	this	this	DET
bracis-33618	143	33	section	section	NOUN
bracis-33618	143	34	presents	present	VERB
bracis-33618	143	35	the	the	DET
bracis-33618	143	36	analyses	analysis	NOUN
bracis-33618	143	37	of	of	ADP
bracis-33618	143	38	the	the	DET
bracis-33618	143	39	tf	tf	PROPN
bracis-33618	143	40	-	-	PUNCT
bracis-33618	143	41	c	c	NOUN
bracis-33618	143	42	framework	framework	NOUN
bracis-33618	143	43	.	.	PUNCT
bracis-33618	144	1	first	first	ADV
bracis-33618	144	2	,	,	PUNCT
bracis-33618	144	3	sect	sect	NOUN
bracis-33618	144	4	.	.	PUNCT
bracis-33618	144	5	 	 	SPACE
bracis-33618	145	1	4.1	4.1	NUM
bracis-33618	145	2	lists	list	VERB
bracis-33618	145	3	the	the	DET
bracis-33618	145	4	materials	material	NOUN
bracis-33618	145	5	and	and	CCONJ
bracis-33618	145	6	methods	method	NOUN
bracis-33618	145	7	used	use	VERB
bracis-33618	145	8	in	in	ADP
bracis-33618	145	9	our	our	PRON
bracis-33618	145	10	experiments	experiment	NOUN
bracis-33618	145	11	.	.	PUNCT
bracis-33618	146	1	then	then	ADV
bracis-33618	146	2	,	,	PUNCT
bracis-33618	146	3	sect	sect	NOUN
bracis-33618	146	4	.	.	PUNCT
bracis-33618	146	5	 	 	SPACE
bracis-33618	147	1	4.2	4.2	NUM
bracis-33618	147	2	presents	present	VERB
bracis-33618	147	3	the	the	DET
bracis-33618	147	4	validation	validation	NOUN
bracis-33618	147	5	results	result	NOUN
bracis-33618	147	6	,	,	PUNCT
bracis-33618	147	7	demonstrating	demonstrate	VERB
bracis-33618	147	8	that	that	SCONJ
bracis-33618	147	9	our	our	PRON
bracis-33618	147	10	code	code	NOUN
bracis-33618	147	11	is	be	AUX
bracis-33618	147	12	competitive	competitive	ADJ
bracis-33618	147	13	with	with	ADP
bracis-33618	147	14	the	the	DET
bracis-33618	147	15	state	state	NOUN
bracis-33618	147	16	-	-	PUNCT
bracis-33618	147	17	of	of	ADP
bracis-33618	147	18	-	-	PUNCT
bracis-33618	147	19	the	the	DET
bracis-33618	147	20	-	-	PUNCT
bracis-33618	147	21	art	art	NOUN
bracis-33618	147	22	.	.	PUNCT
bracis-33618	148	1	next	next	ADJ
bracis-33618	148	2	,	,	PUNCT
bracis-33618	148	3	sect	sect	NOUN
bracis-33618	148	4	.	.	PUNCT
bracis-33618	148	5	 	 	SPACE
bracis-33618	148	6	4.3	4.3	NUM
bracis-33618	148	7	discusses	discuss	VERB
bracis-33618	148	8	the	the	DET
bracis-33618	148	9	quantitative	quantitative	ADJ
bracis-33618	148	10	results	result	NOUN
bracis-33618	148	11	,	,	PUNCT
bracis-33618	148	12	assessing	assess	VERB
bracis-33618	148	13	the	the	DET
bracis-33618	148	14	performance	performance	NOUN
bracis-33618	148	15	of	of	ADP
bracis-33618	148	16	the	the	DET
bracis-33618	148	17	ml	ml	PROPN
bracis-33618	148	18	models	model	NOUN
bracis-33618	148	19	under	under	ADP
bracis-33618	148	20	different	different	ADJ
bracis-33618	148	21	data	datum	NOUN
bracis-33618	148	22	regimen	regiman	NOUN
bracis-33618	148	23	.	.	PUNCT
bracis-33618	149	1	finally	finally	ADV
bracis-33618	149	2	,	,	PUNCT
bracis-33618	149	3	sect	sect	NOUN
bracis-33618	149	4	.	.	PUNCT
bracis-33618	149	5	 	 	SPACE
bracis-33618	149	6	4.4	4.4	NUM
bracis-33618	149	7	assess	assess	VERB
bracis-33618	149	8	the	the	DET
bracis-33618	149	9	quality	quality	NOUN
bracis-33618	149	10	of	of	ADP
bracis-33618	149	11	the	the	DET
bracis-33618	149	12	representations	representation	NOUN
bracis-33618	149	13	learned	learn	VERB
bracis-33618	149	14	by	by	ADP
bracis-33618	149	15	the	the	DET
bracis-33618	149	16	models	model	NOUN
bracis-33618	149	17	.	.	PUNCT
bracis-33618	150	1	4.1	4.1	NUM
bracis-33618	150	2	materials	material	NOUN
bracis-33618	150	3	and	and	CCONJ
bracis-33618	150	4	 	 	SPACE
bracis-33618	150	5	methods	method	NOUN
bracis-33618	150	6	models	model	NOUN
bracis-33618	150	7	:	:	PUNCT
bracis-33618	150	8	to	to	PART
bracis-33618	150	9	understand	understand	VERB
bracis-33618	150	10	the	the	DET
bracis-33618	150	11	importance	importance	NOUN
bracis-33618	150	12	of	of	ADP
bracis-33618	150	13	each	each	DET
bracis-33618	150	14	component	component	NOUN
bracis-33618	150	15	of	of	ADP
bracis-33618	150	16	tf	tf	PROPN
bracis-33618	150	17	-	-	PUNCT
bracis-33618	150	18	c	c	PROPN
bracis-33618	150	19	on	on	ADP
bracis-33618	150	20	har	har	PROPN
bracis-33618	150	21	,	,	PUNCT
bracis-33618	150	22	we	we	PRON
bracis-33618	150	23	evaluate	evaluate	VERB
bracis-33618	150	24	four	four	NUM
bracis-33618	150	25	models	model	NOUN
bracis-33618	150	26	in	in	ADP
bracis-33618	150	27	this	this	DET
bracis-33618	150	28	work	work	NOUN
bracis-33618	150	29	:	:	PUNCT
bracis-33618	150	30	tfc	tfc	PROPN
bracis-33618	150	31	:	:	PUNCT
bracis-33618	150	32	corresponds	correspond	VERB
bracis-33618	150	33	to	to	ADP
bracis-33618	150	34	the	the	DET
bracis-33618	150	35	tf	tf	PROPN
bracis-33618	150	36	-	-	PUNCT
bracis-33618	150	37	c	c	PROPN
bracis-33618	150	38	downstream	downstream	PROPN
bracis-33618	150	39	model	model	NOUN
bracis-33618	150	40	.	.	PUNCT
bracis-33618	151	1	it	it	PRON
bracis-33618	151	2	is	be	AUX
bracis-33618	151	3	composed	compose	VERB
bracis-33618	151	4	of	of	ADP
bracis-33618	151	5	the	the	DET
bracis-33618	151	6	tf	tf	PROPN
bracis-33618	151	7	-	-	PUNCT
bracis-33618	151	8	c	c	PROPN
bracis-33618	151	9	backbone	backbone	NOUN
bracis-33618	151	10	(	(	PUNCT
bracis-33618	151	11	i.e.	i.e.	X
bracis-33618	151	12	,	,	PUNCT
bracis-33618	151	13	\(g_t\	\(g_t\	ADJ
bracis-33618	151	14	)	)	PUNCT
bracis-33618	151	15	,	,	PUNCT
bracis-33618	151	16	\(g_f\	\(g_f\	NOUN
bracis-33618	151	17	)	)	PUNCT
bracis-33618	151	18	,	,	PUNCT
bracis-33618	151	19	\(r_t\	\(r_t\	PROPN
bracis-33618	151	20	)	)	PUNCT
bracis-33618	151	21	,	,	PUNCT
bracis-33618	151	22	and	and	CCONJ
bracis-33618	151	23	\(r_f\	\(r_f\	NOUN
bracis-33618	151	24	)	)	PUNCT
bracis-33618	151	25	)	)	PUNCT
bracis-33618	151	26	and	and	CCONJ
bracis-33618	151	27	a	a	DET
bracis-33618	151	28	prediction	prediction	NOUN
bracis-33618	151	29	head	head	NOUN
bracis-33618	151	30	.	.	PUNCT
bracis-33618	152	1	the	the	DET
bracis-33618	152	2	backbone	backbone	NOUN
bracis-33618	152	3	structures	structure	NOUN
bracis-33618	152	4	are	be	AUX
bracis-33618	152	5	pretrained	pretraine	VERB
bracis-33618	152	6	by	by	ADP
bracis-33618	152	7	the	the	DET
bracis-33618	152	8	tf	tf	PROPN
bracis-33618	152	9	-	-	PUNCT
bracis-33618	152	10	c	c	PROPN
bracis-33618	152	11	pretext	pretext	NOUN
bracis-33618	152	12	task	task	NOUN
bracis-33618	152	13	and	and	CCONJ
bracis-33618	152	14	further	far	ADV
bracis-33618	152	15	finetuned	finetune	VERB
bracis-33618	152	16	together	together	ADV
bracis-33618	152	17	with	with	ADP
bracis-33618	152	18	the	the	DET
bracis-33618	152	19	prediction	prediction	NOUN
bracis-33618	152	20	head	head	NOUN
bracis-33618	152	21	on	on	ADP
bracis-33618	152	22	the	the	DET
bracis-33618	152	23	target	target	NOUN
bracis-33618	152	24	(	(	PUNCT
bracis-33618	152	25	downstream	downstream	ADJ
bracis-33618	152	26	)	)	PUNCT
bracis-33618	152	27	task	task	NOUN
bracis-33618	152	28	.	.	PUNCT
bracis-33618	153	1	sup	sup	PROPN
bracis-33618	153	2	tfc	tfc	PROPN
bracis-33618	153	3	:	:	PUNCT
bracis-33618	153	4	has	have	VERB
bracis-33618	153	5	the	the	DET
bracis-33618	153	6	same	same	ADJ
bracis-33618	153	7	architecture	architecture	NOUN
bracis-33618	153	8	as	as	ADP
bracis-33618	153	9	the	the	DET
bracis-33618	153	10	previous	previous	ADJ
bracis-33618	153	11	model	model	NOUN
bracis-33618	153	12	(	(	PUNCT
bracis-33618	153	13	i.e.	i.e.	X
bracis-33618	153	14	,	,	PUNCT
bracis-33618	153	15	tfc	tfc	PROPN
bracis-33618	153	16	)	)	PUNCT
bracis-33618	153	17	,	,	PUNCT
bracis-33618	153	18	however	however	ADV
bracis-33618	153	19	,	,	PUNCT
bracis-33618	153	20	the	the	DET
bracis-33618	153	21	backbone	backbone	NOUN
bracis-33618	153	22	is	be	AUX
bracis-33618	153	23	not	not	PART
bracis-33618	153	24	pretrained	pretraine	VERB
bracis-33618	153	25	on	on	ADP
bracis-33618	153	26	the	the	DET
bracis-33618	153	27	pretext	pretext	NOUN
bracis-33618	153	28	task	task	NOUN
bracis-33618	153	29	.	.	PUNCT
bracis-33618	154	1	it	it	PRON
bracis-33618	154	2	serves	serve	VERB
bracis-33618	154	3	as	as	ADP
bracis-33618	154	4	a	a	DET
bracis-33618	154	5	reference	reference	NOUN
bracis-33618	154	6	to	to	PART
bracis-33618	154	7	measure	measure	VERB
bracis-33618	154	8	the	the	DET
bracis-33618	154	9	impact	impact	NOUN
bracis-33618	154	10	of	of	ADP
bracis-33618	154	11	the	the	DET
bracis-33618	154	12	pretraining	pretraine	VERB
bracis-33618	154	13	process	process	NOUN
bracis-33618	154	14	.	.	PUNCT
bracis-33618	155	1	sup	sup	NOUN
bracis-33618	155	2	time	time	NOUN
bracis-33618	155	3	:	:	PUNCT
bracis-33618	155	4	is	be	AUX
bracis-33618	155	5	composed	compose	VERB
bracis-33618	155	6	of	of	ADP
bracis-33618	155	7	\(g_t\	\(g_t\	PROPN
bracis-33618	155	8	)	)	PUNCT
bracis-33618	155	9	concatenated	concatenate	VERB
bracis-33618	155	10	with	with	ADP
bracis-33618	155	11	\(r_t\	\(r_t\	PROPN
bracis-33618	155	12	)	)	PUNCT
bracis-33618	155	13	and	and	CCONJ
bracis-33618	155	14	the	the	DET
bracis-33618	155	15	prediction	prediction	NOUN
bracis-33618	155	16	head	head	NOUN
bracis-33618	155	17	.	.	PUNCT
bracis-33618	156	1	this	this	DET
bracis-33618	156	2	model	model	NOUN
bracis-33618	156	3	is	be	AUX
bracis-33618	156	4	not	not	PART
bracis-33618	156	5	pretrained	pretraine	VERB
bracis-33618	156	6	.	.	PUNCT
bracis-33618	157	1	in	in	ADP
bracis-33618	157	2	other	other	ADJ
bracis-33618	157	3	words	word	NOUN
bracis-33618	157	4	,	,	PUNCT
bracis-33618	157	5	this	this	DET
bracis-33618	157	6	model	model	NOUN
bracis-33618	157	7	consists	consist	VERB
bracis-33618	157	8	of	of	ADP
bracis-33618	157	9	the	the	DET
bracis-33618	157	10	time	time	NOUN
bracis-33618	157	11	portion	portion	NOUN
bracis-33618	157	12	of	of	ADP
bracis-33618	157	13	the	the	DET
bracis-33618	157	14	backbone	backbone	NOUN
bracis-33618	157	15	,	,	PUNCT
bracis-33618	157	16	followed	follow	VERB
bracis-33618	157	17	by	by	ADP
bracis-33618	157	18	the	the	DET
bracis-33618	157	19	prediction	prediction	NOUN
bracis-33618	157	20	head	head	NOUN
bracis-33618	157	21	(	(	PUNCT
bracis-33618	157	22	which	which	PRON
bracis-33618	157	23	here	here	ADV
bracis-33618	157	24	has	have	VERB
bracis-33618	157	25	half	half	DET
bracis-33618	157	26	the	the	DET
bracis-33618	157	27	number	number	NOUN
bracis-33618	157	28	of	of	ADP
bracis-33618	157	29	input	input	NOUN
bracis-33618	157	30	features	feature	NOUN
bracis-33618	157	31	)	)	PUNCT
bracis-33618	157	32	.	.	PUNCT
bracis-33618	158	1	sup	sup	PROPN
bracis-33618	158	2	frequency	frequency	NOUN
bracis-33618	158	3	:	:	PUNCT
bracis-33618	158	4	is	be	AUX
bracis-33618	158	5	similar	similar	ADJ
bracis-33618	158	6	to	to	ADP
bracis-33618	158	7	sup	sup	NOUN
bracis-33618	158	8	time	time	NOUN
bracis-33618	158	9	,	,	PUNCT
bracis-33618	158	10	but	but	CCONJ
bracis-33618	158	11	using	use	VERB
bracis-33618	158	12	the	the	DET
bracis-33618	158	13	frequency	frequency	NOUN
bracis-33618	158	14	portion	portion	NOUN
bracis-33618	158	15	of	of	ADP
bracis-33618	158	16	the	the	DET
bracis-33618	158	17	tf	tf	PROPN
bracis-33618	158	18	-	-	PUNCT
bracis-33618	158	19	c	c	PROPN
bracis-33618	158	20	backbone	backbone	NOUN
bracis-33618	158	21	.	.	PUNCT
bracis-33618	159	1	the	the	DET
bracis-33618	159	2	architecture	architecture	NOUN
bracis-33618	159	3	of	of	ADP
bracis-33618	159	4	the	the	DET
bracis-33618	159	5	sup	sup	ADJ
bracis-33618	159	6	time	time	NOUN
bracis-33618	159	7	and	and	CCONJ
bracis-33618	159	8	sup	sup	NOUN
bracis-33618	159	9	frequency	frequency	NOUN
bracis-33618	159	10	models	model	NOUN
bracis-33618	159	11	is	be	AUX
bracis-33618	159	12	depicted	depict	VERB
bracis-33618	159	13	in	in	ADP
bracis-33618	159	14	fig	fig	NOUN
bracis-33618	159	15	.	.	PUNCT
bracis-33618	159	16	 	 	SPACE
bracis-33618	160	1	2d	2d	NOUN
bracis-33618	160	2	.	.	PUNCT
bracis-33618	161	1	tf	tf	PROPN
bracis-33618	161	2	-	-	PUNCT
bracis-33618	161	3	c	c	PROPN
bracis-33618	161	4	framework	framework	NOUN
bracis-33618	161	5	modifications	modification	NOUN
bracis-33618	161	6	:	:	PUNCT
bracis-33618	161	7	we	we	PRON
bracis-33618	161	8	utilized	utilize	VERB
bracis-33618	161	9	the	the	DET
bracis-33618	161	10	code	code	NOUN
bracis-33618	161	11	made	make	VERB
bracis-33618	161	12	by	by	ADP
bracis-33618	161	13	zhang	zhang	PROPN
bracis-33618	161	14	et	et	PROPN
bracis-33618	161	15	al	al	PROPN
bracis-33618	161	16	.	.	PUNCT
bracis-33618	161	17	 	 	SPACE
bracis-33618	162	1	[	[	X
bracis-33618	162	2	28	28	NUM
bracis-33618	162	3	]	]	PUNCT
bracis-33618	162	4	,	,	PUNCT
bracis-33618	162	5	which	which	PRON
bracis-33618	162	6	is	be	AUX
bracis-33618	162	7	publicly	publicly	ADV
bracis-33618	162	8	available	available	ADJ
bracis-33618	162	9	on	on	ADP
bracis-33618	162	10	github	github	PROPN
bracis-33618	162	11	.	.	PUNCT
bracis-33618	163	1	however	however	ADV
bracis-33618	163	2	,	,	PUNCT
bracis-33618	163	3	in	in	ADP
bracis-33618	163	4	order	order	NOUN
bracis-33618	163	5	to	to	PART
bracis-33618	163	6	conduct	conduct	VERB
bracis-33618	163	7	our	our	PRON
bracis-33618	163	8	experiments	experiment	NOUN
bracis-33618	163	9	in	in	ADP
bracis-33618	163	10	har	har	NOUN
bracis-33618	163	11	,	,	PUNCT
bracis-33618	163	12	we	we	PRON
bracis-33618	163	13	carried	carry	VERB
bracis-33618	163	14	out	out	ADP
bracis-33618	163	15	two	two	NUM
bracis-33618	163	16	main	main	ADJ
bracis-33618	163	17	modifications	modification	NOUN
bracis-33618	163	18	.	.	PUNCT
bracis-33618	164	1	first	first	ADV
bracis-33618	164	2	,	,	PUNCT
bracis-33618	164	3	the	the	PRON
bracis-33618	164	4	code	code	NOUN
bracis-33618	164	5	employed	employ	VERB
bracis-33618	164	6	transformer	transformer	NOUN
bracis-33618	164	7	models	model	NOUN
bracis-33618	164	8	as	as	ADP
bracis-33618	164	9	time	time	NOUN
bracis-33618	164	10	(	(	PUNCT
bracis-33618	164	11	\(g_t\	\(g_t\	NOUN
bracis-33618	164	12	)	)	PUNCT
bracis-33618	164	13	)	)	PUNCT
bracis-33618	164	14	and	and	CCONJ
bracis-33618	164	15	frequency	frequency	NOUN
bracis-33618	164	16	(	(	PUNCT
bracis-33618	164	17	\(g_f\	\(g_f\	NOUN
bracis-33618	164	18	)	)	PUNCT
bracis-33618	164	19	)	)	PUNCT
bracis-33618	164	20	encoders	encoder	NOUN
bracis-33618	164	21	.	.	PUNCT
bracis-33618	165	1	here	here	ADV
bracis-33618	165	2	,	,	PUNCT
bracis-33618	165	3	we	we	PRON
bracis-33618	165	4	adapted	adapt	VERB
bracis-33618	165	5	the	the	DET
bracis-33618	165	6	encoders	encoder	NOUN
bracis-33618	165	7	in	in	ADP
bracis-33618	165	8	order	order	NOUN
bracis-33618	165	9	to	to	PART
bracis-33618	165	10	explore	explore	VERB
bracis-33618	165	11	cnns	cnn	NOUN
bracis-33618	165	12	,	,	PUNCT
bracis-33618	165	13	as	as	SCONJ
bracis-33618	165	14	occurs	occur	VERB
bracis-33618	165	15	in	in	ADP
bracis-33618	165	16	their	their	PRON
bracis-33618	165	17	original	original	ADJ
bracis-33618	165	18	paper	paper	NOUN
bracis-33618	165	19	 	 	SPACE
bracis-33618	166	1	[	[	X
bracis-33618	166	2	28	28	NUM
bracis-33618	166	3	]	]	PUNCT
bracis-33618	166	4	.	.	PUNCT
bracis-33618	167	1	second	second	ADJ
bracis-33618	167	2	,	,	PUNCT
bracis-33618	167	3	the	the	DET
bracis-33618	167	4	original	original	ADJ
bracis-33618	167	5	implementation	implementation	NOUN
bracis-33618	167	6	combined	combine	VERB
bracis-33618	167	7	cross	cross	NOUN
bracis-33618	167	8	-	-	NOUN
bracis-33618	167	9	entropy	entropy	NOUN
bracis-33618	167	10	with	with	ADP
bracis-33618	167	11	the	the	DET
bracis-33618	167	12	tf	tf	PROPN
bracis-33618	167	13	-	-	PUNCT
bracis-33618	167	14	c	c	NOUN
bracis-33618	167	15	overall	overall	ADJ
bracis-33618	167	16	loss	loss	NOUN
bracis-33618	167	17	during	during	ADP
bracis-33618	167	18	the	the	DET
bracis-33618	167	19	training	training	NOUN
bracis-33618	167	20	stage	stage	NOUN
bracis-33618	167	21	for	for	ADP
bracis-33618	167	22	the	the	DET
bracis-33618	167	23	downstream	downstream	ADJ
bracis-33618	167	24	task	task	NOUN
bracis-33618	167	25	.	.	PUNCT
bracis-33618	168	1	in	in	ADP
bracis-33618	168	2	our	our	PRON
bracis-33618	168	3	work	work	NOUN
bracis-33618	168	4	,	,	PUNCT
bracis-33618	168	5	we	we	PRON
bracis-33618	168	6	simplified	simplify	VERB
bracis-33618	168	7	the	the	DET
bracis-33618	168	8	downstream	downstream	ADJ
bracis-33618	168	9	loss	loss	NOUN
bracis-33618	168	10	to	to	PART
bracis-33618	168	11	be	be	AUX
bracis-33618	168	12	only	only	ADV
bracis-33618	168	13	the	the	DET
bracis-33618	168	14	cross	cross	NOUN
bracis-33618	168	15	-	-	NOUN
bracis-33618	168	16	entropy	entropy	ADJ
bracis-33618	168	17	,	,	PUNCT
bracis-33618	168	18	since	since	SCONJ
bracis-33618	168	19	this	this	PRON
bracis-33618	168	20	led	lead	VERB
bracis-33618	168	21	to	to	ADP
bracis-33618	168	22	similar	similar	ADJ
bracis-33618	168	23	or	or	CCONJ
bracis-33618	168	24	better	well	ADJ
bracis-33618	168	25	results	result	NOUN
bracis-33618	168	26	in	in	ADP
bracis-33618	168	27	the	the	DET
bracis-33618	168	28	performed	perform	VERB
bracis-33618	168	29	tests	test	NOUN
bracis-33618	168	30	and	and	CCONJ
bracis-33618	168	31	fewer	few	ADJ
bracis-33618	168	32	terms	term	NOUN
bracis-33618	168	33	.	.	PUNCT
bracis-33618	169	1	the	the	DET
bracis-33618	169	2	loss	loss	NOUN
bracis-33618	169	3	in	in	ADP
bracis-33618	169	4	eq	eq	PROPN
bracis-33618	169	5	.	.	PUNCT
bracis-33618	169	6	 	 	SPACE
bracis-33618	169	7	1	1	NUM
bracis-33618	169	8	was	be	AUX
bracis-33618	169	9	presented	present	VERB
bracis-33618	169	10	by	by	ADP
bracis-33618	169	11	tf	tf	PROPN
bracis-33618	169	12	-	-	PUNCT
bracis-33618	169	13	c	c	NOUN
bracis-33618	169	14	authors	author	NOUN
bracis-33618	169	15	as	as	ADP
bracis-33618	169	16	the	the	DET
bracis-33618	169	17	fine	fine	ADJ
bracis-33618	169	18	-	-	PUNCT
bracis-33618	169	19	tune	tune	NOUN
bracis-33618	169	20	total	total	NOUN
bracis-33618	169	21	loss	loss	NOUN
bracis-33618	169	22	,	,	PUNCT
bracis-33618	169	23	where	where	SCONJ
bracis-33618	169	24	\(\lambda	\(\lambda	NOUN
bracis-33618	169	25	\	\	NOUN
bracis-33618	169	26	)	)	PUNCT
bracis-33618	169	27	is	be	AUX
bracis-33618	169	28	a	a	DET
bracis-33618	169	29	hyper	hyper	NOUN
bracis-33618	169	30	-	-	NOUN
bracis-33618	169	31	parameter	parameter	NOUN
bracis-33618	169	32	,	,	PUNCT
bracis-33618	169	33	\(\mathcal	\(\mathcal	ADJ
bracis-33618	169	34	{	{	PUNCT
bracis-33618	169	35	l}_{\text	l}_{\text	PROPN
bracis-33618	169	36	{	{	PUNCT
bracis-33618	169	37	t	t	PROPN
bracis-33618	169	38	}	}	PUNCT
bracis-33618	169	39	,	,	PUNCT
bracis-33618	169	40	i}\	i}\	NUM
bracis-33618	169	41	)	)	PUNCT
bracis-33618	169	42	is	be	AUX
bracis-33618	169	43	the	the	DET
bracis-33618	169	44	temporal	temporal	ADJ
bracis-33618	169	45	loss	loss	NOUN
bracis-33618	169	46	,	,	PUNCT
bracis-33618	169	47	\(\mathcal	\(\mathcal	ADJ
bracis-33618	169	48	{	{	PUNCT
bracis-33618	169	49	l}_{\text	l}_{\text	PROPN
bracis-33618	169	50	{	{	PUNCT
bracis-33618	169	51	f	f	NOUN
bracis-33618	169	52	}	}	PUNCT
bracis-33618	169	53	,	,	PUNCT
bracis-33618	169	54	i}\	i}\	NUM
bracis-33618	169	55	)	)	PUNCT
bracis-33618	169	56	is	be	AUX
bracis-33618	169	57	the	the	DET
bracis-33618	169	58	frequency	frequency	NOUN
bracis-33618	169	59	loss	loss	NOUN
bracis-33618	169	60	,	,	PUNCT
bracis-33618	169	61	\(\mathcal	\(\mathcal	ADJ
bracis-33618	169	62	{	{	PUNCT
bracis-33618	169	63	l}_{\text	l}_{\text	PROPN
bracis-33618	169	64	{	{	PUNCT
bracis-33618	169	65	c	c	NOUN
bracis-33618	169	66	}	}	PUNCT
bracis-33618	169	67	,	,	PUNCT
bracis-33618	169	68	i}\	i}\	NUM
bracis-33618	169	69	)	)	PUNCT
bracis-33618	169	70	is	be	AUX
bracis-33618	169	71	the	the	DET
bracis-33618	169	72	consistency	consistency	NOUN
bracis-33618	169	73	loss	loss	NOUN
bracis-33618	169	74	and	and	CCONJ
bracis-33618	169	75	\(\mathcal	\(\mathcal	ADJ
bracis-33618	169	76	{	{	PUNCT
bracis-33618	169	77	l}_{\text	l}_{\text	PROPN
bracis-33618	169	78	{	{	PUNCT
bracis-33618	169	79	p}i}\	p}i}\	NOUN
bracis-33618	169	80	)	)	PUNCT
bracis-33618	169	81	is	be	AUX
bracis-33618	169	82	a	a	DET
bracis-33618	169	83	common	common	ADJ
bracis-33618	169	84	cross	cross	NOUN
bracis-33618	169	85	entropy	entropy	PROPN
bracis-33618	169	86	loss	loss	NOUN
bracis-33618	169	87	.	.	PUNCT
bracis-33618	170	1	on	on	ADP
bracis-33618	170	2	the	the	DET
bracis-33618	170	3	other	other	ADJ
bracis-33618	170	4	hand	hand	NOUN
bracis-33618	170	5	the	the	DET
bracis-33618	170	6	loss	loss	NOUN
bracis-33618	170	7	in	in	ADP
bracis-33618	170	8	eq	eq	PROPN
bracis-33618	170	9	.	.	PUNCT
bracis-33618	170	10	 	 	SPACE
bracis-33618	170	11	2	2	NUM
bracis-33618	170	12	is	be	AUX
bracis-33618	170	13	the	the	DET
bracis-33618	170	14	fine	fine	ADJ
bracis-33618	170	15	-	-	PUNCT
bracis-33618	170	16	tune	tune	NOUN
bracis-33618	170	17	loss	loss	NOUN
bracis-33618	170	18	used	use	VERB
bracis-33618	170	19	on	on	ADP
bracis-33618	170	20	this	this	DET
bracis-33618	170	21	work	work	NOUN
bracis-33618	170	22	,	,	PUNCT
bracis-33618	170	23	which	which	PRON
bracis-33618	170	24	is	be	AUX
bracis-33618	170	25	simply	simply	ADV
bracis-33618	170	26	the	the	DET
bracis-33618	170	27	\(\mathcal	\(\mathcal	ADJ
bracis-33618	170	28	{	{	PUNCT
bracis-33618	170	29	l}_{\text	l}_{\text	PROPN
bracis-33618	170	30	{	{	PUNCT
bracis-33618	170	31	p}i}\	p}i}\	PROPN
bracis-33618	170	32	)	)	PUNCT
bracis-33618	170	33	.	.	PUNCT
bracis-33618	171	1	$	$	SYM
bracis-33618	171	2	$	$	SYM
bracis-33618	171	3	\begin{aligned	\begin{aligne	VERB
bracis-33618	171	4	}	}	PUNCT
bracis-33618	171	5	\mathcal	\mathcal	ADJ
bracis-33618	171	6	{	{	PUNCT
bracis-33618	171	7	l}_{fine	l}_{fine	NOUN
bracis-33618	171	8	-	-	ADJ
bracis-33618	171	9	original	original	ADJ
bracis-33618	171	10	}	}	PUNCT
bracis-33618	171	11	=	=	SYM
bracis-33618	171	12	\lambda	\lambda	PROPN
bracis-33618	171	13	{	{	PUNCT
bracis-33618	171	14	(	(	PUNCT
bracis-33618	171	15	\mathcal	\mathcal	PROPN
bracis-33618	171	16	{	{	PUNCT
bracis-33618	171	17	l}_{\text	l}_{\text	PROPN
bracis-33618	171	18	{	{	PUNCT
bracis-33618	171	19	t	t	PROPN
bracis-33618	171	20	}	}	PUNCT
bracis-33618	171	21	,	,	PUNCT
bracis-33618	171	22	i	i	NOUN
bracis-33618	171	23	}	}	PUNCT
bracis-33618	171	24	+	+	PROPN
bracis-33618	172	1	\mathcal	\mathcal	ADJ
bracis-33618	172	2	{	{	PUNCT
bracis-33618	172	3	l}_{\text	l}_{\text	PROPN
bracis-33618	172	4	{	{	PUNCT
bracis-33618	172	5	f	f	PROPN
bracis-33618	172	6	}	}	PUNCT
bracis-33618	172	7	,	,	PUNCT
bracis-33618	172	8	i	i	NOUN
bracis-33618	172	9	}	}	PUNCT
bracis-33618	172	10	)	)	PUNCT
bracis-33618	172	11	}	}	PUNCT
bracis-33618	173	1	+	+	CCONJ
bracis-33618	173	2	{	{	PUNCT
bracis-33618	173	3	(	(	PUNCT
bracis-33618	173	4	1	1	NUM
bracis-33618	173	5	\lambda	\lambda	PROPN
bracis-33618	173	6	)	)	PUNCT
bracis-33618	173	7	}	}	PUNCT
bracis-33618	174	1	\mathcal	\mathcal	INTJ
bracis-33618	174	2	{	{	PUNCT
bracis-33618	174	3	l}_{\text	l}_{\text	PROPN
bracis-33618	174	4	{	{	PUNCT
bracis-33618	174	5	c	c	NOUN
bracis-33618	174	6	}	}	PUNCT
bracis-33618	174	7	,	,	PUNCT
bracis-33618	174	8	i	i	NOUN
bracis-33618	174	9	}	}	PUNCT
bracis-33618	174	10	+	+	PROPN
bracis-33618	174	11	\mathcal	\mathcal	ADJ
bracis-33618	174	12	{	{	PUNCT
bracis-33618	174	13	l}_{\text	l}_{\text	PROPN
bracis-33618	174	14	{	{	PUNCT
bracis-33618	174	15	p}i	p}i	PROPN
bracis-33618	174	16	}	}	PUNCT
bracis-33618	174	17	\end{aligned}$$	\end{aligned}$$	X
bracis-33618	174	18	(	(	PUNCT
bracis-33618	174	19	1	1	NUM
bracis-33618	174	20	)	)	PUNCT
bracis-33618	174	21	$	$	SYM
bracis-33618	174	22	$	$	SYM
bracis-33618	174	23	\begin{aligned	\begin{aligne	VERB
bracis-33618	174	24	}	}	PUNCT
bracis-33618	174	25	\mathcal	\mathcal	ADJ
bracis-33618	174	26	{	{	PUNCT
bracis-33618	174	27	l}_{fine	l}_{fine	NOUN
bracis-33618	174	28	-	-	ADJ
bracis-33618	174	29	current	current	ADJ
bracis-33618	174	30	}	}	PUNCT
bracis-33618	174	31	=	=	SYM
bracis-33618	174	32	\mathcal	\mathcal	PROPN
bracis-33618	174	33	{	{	PUNCT
bracis-33618	174	34	l}_{\text	l}_{\text	PROPN
bracis-33618	174	35	{	{	PUNCT
bracis-33618	174	36	p}i	p}i	PROPN
bracis-33618	174	37	}	}	PUNCT
bracis-33618	174	38	\end{aligned}$$	\end{aligned}$$	X
bracis-33618	175	1	(	(	PUNCT
bracis-33618	175	2	2	2	NUM
bracis-33618	175	3	)	)	PUNCT
bracis-33618	175	4	in	in	ADP
bracis-33618	175	5	summary	summary	NOUN
bracis-33618	175	6	,	,	PUNCT
bracis-33618	175	7	the	the	DET
bracis-33618	175	8	changes	change	NOUN
bracis-33618	175	9	were	be	AUX
bracis-33618	175	10	in	in	ADP
bracis-33618	175	11	the	the	DET
bracis-33618	175	12	backbone	backbone	NOUN
bracis-33618	175	13	and	and	CCONJ
bracis-33618	175	14	the	the	DET
bracis-33618	175	15	downstream	downstream	ADJ
bracis-33618	175	16	loss	loss	NOUN
bracis-33618	175	17	.	.	PUNCT
bracis-33618	176	1	datasets	dataset	NOUN
bracis-33618	176	2	:	:	PUNCT
bracis-33618	176	3	we	we	PRON
bracis-33618	176	4	employed	employ	VERB
bracis-33618	176	5	the	the	DET
bracis-33618	176	6	sleepeeg	sleepeeg	NOUN
bracis-33618	176	7	 	 	SPACE
bracis-33618	177	1	[	[	X
bracis-33618	178	1	15	15	NUM
bracis-33618	178	2	]	]	PUNCT
bracis-33618	178	3	,	,	PUNCT
bracis-33618	178	4	epilepsy	epilepsy	PROPN
bracis-33618	178	5	 	 	SPACE
bracis-33618	179	1	[	[	X
bracis-33618	179	2	1	1	NUM
bracis-33618	179	3	]	]	PUNCT
bracis-33618	179	4	,	,	PUNCT
bracis-33618	179	5	and	and	CCONJ
bracis-33618	179	6	the	the	DET
bracis-33618	179	7	uci	uci	PROPN
bracis-33618	179	8	 	 	SPACE
bracis-33618	179	9	[	[	X
bracis-33618	179	10	2	2	NUM
bracis-33618	179	11	,	,	PUNCT
bracis-33618	179	12	19	19	NUM
bracis-33618	179	13	]	]	PUNCT
bracis-33618	179	14	datasets	dataset	NOUN
bracis-33618	179	15	on	on	ADP
bracis-33618	179	16	this	this	DET
bracis-33618	179	17	work	work	NOUN
bracis-33618	179	18	.	.	PUNCT
bracis-33618	180	1	table	table	NOUN
bracis-33618	180	2	 	 	SPACE
bracis-33618	180	3	2	2	NUM
bracis-33618	180	4	summarizes	summarize	NOUN
bracis-33618	180	5	the	the	DET
bracis-33618	180	6	characteristics	characteristic	NOUN
bracis-33618	180	7	of	of	ADP
bracis-33618	180	8	these	these	DET
bracis-33618	180	9	datasets	dataset	NOUN
bracis-33618	180	10	,	,	PUNCT
bracis-33618	180	11	but	but	CCONJ
bracis-33618	180	12	,	,	PUNCT
bracis-33618	180	13	in	in	ADP
bracis-33618	180	14	particular	particular	ADJ
bracis-33618	180	15	,	,	PUNCT
bracis-33618	180	16	the	the	DET
bracis-33618	180	17	uci	uci	PROPN
bracis-33618	180	18	dataset	dataset	PROPN
bracis-33618	180	19	has	have	VERB
bracis-33618	180	20	windows	window	NOUN
bracis-33618	180	21	of	of	ADP
bracis-33618	180	22	length	length	NOUN
bracis-33618	180	23	128	128	NUM
bracis-33618	180	24	and	and	CCONJ
bracis-33618	180	25	9	9	NUM
bracis-33618	180	26	channels	channel	NOUN
bracis-33618	180	27	of	of	ADP
bracis-33618	180	28	the	the	DET
bracis-33618	180	29	inertial	inertial	ADJ
bracis-33618	180	30	signals	signal	NOUN
bracis-33618	180	31	:	:	PUNCT
bracis-33618	180	32	total	total	ADJ
bracis-33618	180	33	acceleration	acceleration	NOUN
bracis-33618	180	34	,	,	PUNCT
bracis-33618	180	35	body	body	NOUN
bracis-33618	180	36	acceleration	acceleration	NOUN
bracis-33618	180	37	and	and	CCONJ
bracis-33618	180	38	body	body	NOUN
bracis-33618	180	39	gyroscope	gyroscope	NOUN
bracis-33618	180	40	.	.	PUNCT
bracis-33618	181	1	the	the	DET
bracis-33618	181	2	train	train	NOUN
bracis-33618	181	3	set	set	NOUN
bracis-33618	181	4	has	have	VERB
bracis-33618	181	5	7352	7352	NUM
bracis-33618	181	6	samples	sample	NOUN
bracis-33618	181	7	and	and	CCONJ
bracis-33618	181	8	the	the	DET
bracis-33618	181	9	test	test	NOUN
bracis-33618	181	10	set	set	NOUN
bracis-33618	181	11	has	have	VERB
bracis-33618	181	12	2947	2947	NUM
bracis-33618	181	13	samples	sample	NOUN
bracis-33618	181	14	.	.	PUNCT
bracis-33618	182	1	the	the	DET
bracis-33618	182	2	uci	uci	PROPN
bracis-33618	182	3	labels	label	NOUN
bracis-33618	182	4	used	use	VERB
bracis-33618	182	5	were	be	AUX
bracis-33618	182	6	:	:	PUNCT
bracis-33618	182	7	walking	walk	VERB
bracis-33618	182	8	,	,	PUNCT
bracis-33618	182	9	walking	walk	VERB
bracis-33618	182	10	upstairs	upstairs	ADV
bracis-33618	182	11	,	,	PUNCT
bracis-33618	182	12	walking	walk	VERB
bracis-33618	182	13	downstairs	downstairs	ADV
bracis-33618	182	14	,	,	PUNCT
bracis-33618	182	15	sitting	sit	VERB
bracis-33618	182	16	,	,	PUNCT
bracis-33618	182	17	standing	standing	NOUN
bracis-33618	182	18	,	,	PUNCT
bracis-33618	182	19	and	and	CCONJ
bracis-33618	182	20	lying	lie	VERB
bracis-33618	182	21	.	.	PUNCT
bracis-33618	182	22	table	table	NOUN
bracis-33618	182	23	2	2	NUM
bracis-33618	182	24	.	.	PUNCT
bracis-33618	182	25	dataset	dataset	VERB
bracis-33618	182	26	characteristicsfull	characteristicsfull	ADJ
bracis-33618	182	27	size	size	NOUN
bracis-33618	182	28	table	table	NOUN
bracis-33618	182	29	hyperparameters	hyperparameter	VERB
bracis-33618	182	30	:	:	PUNCT
bracis-33618	182	31	we	we	PRON
bracis-33618	182	32	used	use	VERB
bracis-33618	182	33	the	the	DET
bracis-33618	182	34	adam	adam	PROPN
bracis-33618	182	35	optimizer	optimizer	NOUN
bracis-33618	182	36	with	with	ADP
bracis-33618	182	37	learning	learn	VERB
bracis-33618	182	38	rate	rate	NOUN
bracis-33618	182	39	of	of	ADP
bracis-33618	182	40	\(3\cdot	\(3\cdot	NOUN
bracis-33618	182	41	10^{-4}\	10^{-4}\	NUM
bracis-33618	182	42	)	)	PUNCT
bracis-33618	182	43	.	.	PUNCT
bracis-33618	183	1	the	the	DET
bracis-33618	183	2	temperature	temperature	NOUN
bracis-33618	183	3	was	be	AUX
bracis-33618	183	4	0.2	0.2	NUM
bracis-33618	183	5	and	and	CCONJ
bracis-33618	183	6	the	the	DET
bracis-33618	183	7	model	model	NOUN
bracis-33618	183	8	was	be	AUX
bracis-33618	183	9	trained	train	VERB
bracis-33618	183	10	for	for	ADP
bracis-33618	183	11	40	40	NUM
bracis-33618	183	12	epochs	epoch	NOUN
bracis-33618	183	13	,	,	PUNCT
bracis-33618	183	14	with	with	ADP
bracis-33618	183	15	an	an	DET
bracis-33618	183	16	early	early	ADJ
bracis-33618	183	17	stopping	stopping	NOUN
bracis-33618	183	18	based	base	VERB
bracis-33618	183	19	on	on	ADP
bracis-33618	183	20	validation	validation	NOUN
bracis-33618	183	21	loss	loss	NOUN
bracis-33618	183	22	.	.	PUNCT
bracis-33618	184	1	any	any	DET
bracis-33618	184	2	other	other	ADJ
bracis-33618	184	3	hyperparameter	hyperparameter	NOUN
bracis-33618	184	4	was	be	AUX
bracis-33618	184	5	the	the	DET
bracis-33618	184	6	same	same	ADJ
bracis-33618	184	7	adopted	adopt	VERB
bracis-33618	184	8	by	by	ADP
bracis-33618	184	9	zhang	zhang	PROPN
bracis-33618	184	10	et	et	PROPN
bracis-33618	184	11	al	al	PROPN
bracis-33618	184	12	.	.	PUNCT
bracis-33618	184	13	 	 	SPACE
bracis-33618	185	1	[	[	X
bracis-33618	185	2	28	28	NUM
bracis-33618	185	3	]	]	SYM
bracis-33618	185	4	4.2	4.2	NUM
bracis-33618	185	5	validating	validate	VERB
bracis-33618	185	6	our	our	PRON
bracis-33618	185	7	implementation	implementation	NOUN
bracis-33618	185	8	the	the	DET
bracis-33618	185	9	first	first	ADJ
bracis-33618	185	10	experiment	experiment	NOUN
bracis-33618	185	11	mimics	mimic	VERB
bracis-33618	185	12	one	one	NUM
bracis-33618	185	13	of	of	ADP
bracis-33618	185	14	the	the	DET
bracis-33618	185	15	scenarios	scenario	NOUN
bracis-33618	185	16	explored	explore	VERB
bracis-33618	185	17	by	by	ADP
bracis-33618	185	18	the	the	DET
bracis-33618	185	19	zhang	zhang	PROPN
bracis-33618	185	20	et	et	PROPN
bracis-33618	185	21	al	al	PROPN
bracis-33618	185	22	.	.	PUNCT
bracis-33618	185	23	 	 	SPACE
bracis-33618	186	1	[	[	X
bracis-33618	186	2	28	28	NUM
bracis-33618	186	3	]	]	PUNCT
bracis-33618	186	4	,	,	PUNCT
bracis-33618	186	5	and	and	CCONJ
bracis-33618	186	6	is	be	AUX
bracis-33618	186	7	performed	perform	VERB
bracis-33618	186	8	in	in	ADP
bracis-33618	186	9	order	order	NOUN
bracis-33618	186	10	to	to	PART
bracis-33618	186	11	assess	assess	VERB
bracis-33618	186	12	the	the	DET
bracis-33618	186	13	correctness	correctness	NOUN
bracis-33618	186	14	of	of	ADP
bracis-33618	186	15	our	our	PRON
bracis-33618	186	16	implementation	implementation	NOUN
bracis-33618	186	17	.	.	PUNCT
bracis-33618	187	1	we	we	PRON
bracis-33618	187	2	pretrain	pretrain	VERB
bracis-33618	187	3	the	the	DET
bracis-33618	187	4	tf	tf	PROPN
bracis-33618	187	5	-	-	PUNCT
bracis-33618	187	6	c	c	PROPN
bracis-33618	187	7	backbone	backbone	NOUN
bracis-33618	187	8	using	use	VERB
bracis-33618	187	9	the	the	DET
bracis-33618	187	10	sleepeeg	sleepeeg	ADJ
bracis-33618	187	11	dataset	dataset	NOUN
bracis-33618	187	12	.	.	PUNCT
bracis-33618	188	1	once	once	SCONJ
bracis-33618	188	2	the	the	DET
bracis-33618	188	3	backbone	backbone	NOUN
bracis-33618	188	4	is	be	AUX
bracis-33618	188	5	trained	train	VERB
bracis-33618	188	6	,	,	PUNCT
bracis-33618	188	7	we	we	PRON
bracis-33618	188	8	train	train	VERB
bracis-33618	188	9	and	and	CCONJ
bracis-33618	188	10	evaluate	evaluate	VERB
bracis-33618	188	11	the	the	DET
bracis-33618	188	12	downstream	downstream	ADJ
bracis-33618	188	13	model	model	NOUN
bracis-33618	188	14	on	on	ADP
bracis-33618	188	15	the	the	DET
bracis-33618	188	16	epilepsy	epilepsy	NOUN
bracis-33618	188	17	dataset	dataset	NOUN
bracis-33618	188	18	.	.	PUNCT
bracis-33618	189	1	finally	finally	ADV
bracis-33618	189	2	,	,	PUNCT
bracis-33618	189	3	we	we	PRON
bracis-33618	189	4	select	select	VERB
bracis-33618	189	5	the	the	DET
bracis-33618	189	6	model	model	NOUN
bracis-33618	189	7	with	with	ADP
bracis-33618	189	8	the	the	DET
bracis-33618	189	9	best	good	ADJ
bracis-33618	189	10	accuracy	accuracy	NOUN
bracis-33618	189	11	(	(	PUNCT
bracis-33618	189	12	acc	acc	PROPN
bracis-33618	189	13	)	)	PUNCT
bracis-33618	189	14	,	,	PUNCT
bracis-33618	189	15	the	the	DET
bracis-33618	189	16	area	area	NOUN
bracis-33618	189	17	under	under	ADP
bracis-33618	189	18	receiver	receiver	NOUN
bracis-33618	189	19	operating	operate	VERB
bracis-33618	189	20	characteristic	characteristic	NOUN
bracis-33618	189	21	(	(	PUNCT
bracis-33618	189	22	auroc	auroc	NOUN
bracis-33618	189	23	)	)	PUNCT
bracis-33618	189	24	,	,	PUNCT
bracis-33618	189	25	and	and	CCONJ
bracis-33618	189	26	area	area	NOUN
bracis-33618	189	27	under	under	ADP
bracis-33618	189	28	the	the	DET
bracis-33618	189	29	precision	precision	NOUN
bracis-33618	189	30	-	-	PUNCT
bracis-33618	189	31	recall	recall	NOUN
bracis-33618	189	32	curve	curve	NOUN
bracis-33618	189	33	(	(	PUNCT
bracis-33618	189	34	auprc	auprc	ADJ
bracis-33618	189	35	)	)	PUNCT
bracis-33618	189	36	metrics	metric	NOUN
bracis-33618	189	37	on	on	ADP
bracis-33618	189	38	the	the	DET
bracis-33618	189	39	test	test	NOUN
bracis-33618	189	40	dataset	dataset	NOUN
bracis-33618	189	41	.	.	PUNCT
bracis-33618	190	1	this	this	PRON
bracis-33618	190	2	was	be	AUX
bracis-33618	190	3	the	the	DET
bracis-33618	190	4	process	process	NOUN
bracis-33618	190	5	adopted	adopt	VERB
bracis-33618	190	6	for	for	ADP
bracis-33618	190	7	original	original	ADJ
bracis-33618	190	8	authors	author	NOUN
bracis-33618	190	9	,	,	PUNCT
bracis-33618	190	10	which	which	PRON
bracis-33618	190	11	may	may	AUX
bracis-33618	190	12	introduce	introduce	VERB
bracis-33618	190	13	some	some	DET
bracis-33618	190	14	bias	bias	NOUN
bracis-33618	190	15	.	.	PUNCT
bracis-33618	191	1	once	once	SCONJ
bracis-33618	191	2	we	we	PRON
bracis-33618	191	3	need	need	VERB
bracis-33618	191	4	to	to	PART
bracis-33618	191	5	replicate	replicate	VERB
bracis-33618	191	6	the	the	DET
bracis-33618	191	7	pipeline	pipeline	NOUN
bracis-33618	191	8	,	,	PUNCT
bracis-33618	191	9	at	at	ADP
bracis-33618	191	10	this	this	DET
bracis-33618	191	11	stage	stage	NOUN
bracis-33618	191	12	we	we	PRON
bracis-33618	191	13	use	use	VERB
bracis-33618	191	14	the	the	DET
bracis-33618	191	15	test	test	NOUN
bracis-33618	191	16	set	set	NOUN
bracis-33618	191	17	,	,	PUNCT
bracis-33618	191	18	while	while	SCONJ
bracis-33618	191	19	in	in	ADP
bracis-33618	191	20	the	the	DET
bracis-33618	191	21	next	next	ADJ
bracis-33618	191	22	experiments	experiment	NOUN
bracis-33618	191	23	the	the	DET
bracis-33618	191	24	best	good	ADJ
bracis-33618	191	25	model	model	NOUN
bracis-33618	191	26	is	be	AUX
bracis-33618	191	27	selected	select	VERB
bracis-33618	191	28	by	by	ADP
bracis-33618	191	29	the	the	DET
bracis-33618	191	30	loss	loss	NOUN
bracis-33618	191	31	value	value	NOUN
bracis-33618	191	32	on	on	ADP
bracis-33618	191	33	the	the	DET
bracis-33618	191	34	validation	validation	NOUN
bracis-33618	191	35	set	set	NOUN
bracis-33618	191	36	and	and	CCONJ
bracis-33618	191	37	its	its	PRON
bracis-33618	191	38	test	test	NOUN
bracis-33618	191	39	performance	performance	NOUN
bracis-33618	191	40	is	be	AUX
bracis-33618	191	41	reported	report	VERB
bracis-33618	191	42	.	.	PUNCT
bracis-33618	192	1	we	we	PRON
bracis-33618	192	2	repeat	repeat	VERB
bracis-33618	192	3	the	the	DET
bracis-33618	192	4	experiment	experiment	NOUN
bracis-33618	192	5	five	five	NUM
bracis-33618	192	6	times	time	NOUN
bracis-33618	192	7	and	and	CCONJ
bracis-33618	192	8	report	report	VERB
bracis-33618	192	9	the	the	DET
bracis-33618	192	10	average	average	ADJ
bracis-33618	192	11	and	and	CCONJ
bracis-33618	192	12	standard	standard	ADJ
bracis-33618	192	13	deviation	deviation	NOUN
bracis-33618	192	14	for	for	ADP
bracis-33618	192	15	each	each	DET
bracis-33618	192	16	metric	metric	ADJ
bracis-33618	192	17	.	.	PUNCT
bracis-33618	193	1	table	table	NOUN
bracis-33618	193	2	 	 	SPACE
bracis-33618	193	3	3	3	NUM
bracis-33618	193	4	shows	show	VERB
bracis-33618	193	5	the	the	DET
bracis-33618	193	6	results	result	NOUN
bracis-33618	193	7	reported	report	VERB
bracis-33618	193	8	by	by	ADP
bracis-33618	193	9	zhang	zhang	PROPN
bracis-33618	193	10	et	et	PROPN
bracis-33618	193	11	al	al	PROPN
bracis-33618	193	12	.	.	PUNCT
bracis-33618	193	13	 	 	SPACE
bracis-33618	194	1	[	[	X
bracis-33618	194	2	28	28	NUM
bracis-33618	194	3	]	]	PUNCT
bracis-33618	194	4	and	and	CCONJ
bracis-33618	194	5	our	our	PRON
bracis-33618	194	6	results	result	NOUN
bracis-33618	194	7	.	.	PUNCT
bracis-33618	195	1	our	our	PRON
bracis-33618	195	2	reproduction	reproduction	NOUN
bracis-33618	195	3	of	of	ADP
bracis-33618	195	4	tf	tf	PROPN
bracis-33618	195	5	-	-	PUNCT
bracis-33618	195	6	c	c	NOUN
bracis-33618	195	7	yields	yield	NOUN
bracis-33618	195	8	accuracy	accuracy	NOUN
bracis-33618	195	9	similar	similar	ADJ
bracis-33618	195	10	to	to	ADP
bracis-33618	195	11	that	that	PRON
bracis-33618	195	12	reported	report	VERB
bracis-33618	195	13	by	by	ADP
bracis-33618	195	14	the	the	DET
bracis-33618	195	15	authors	author	NOUN
bracis-33618	195	16	of	of	ADP
bracis-33618	195	17	tf	tf	PROPN
bracis-33618	195	18	-	-	PUNCT
bracis-33618	195	19	c	c	PROPN
bracis-33618	195	20	(	(	PUNCT
bracis-33618	195	21	taking	take	VERB
bracis-33618	195	22	into	into	ADP
bracis-33618	195	23	account	account	NOUN
bracis-33618	195	24	both	both	DET
bracis-33618	195	25	uncertainties	uncertainty	NOUN
bracis-33618	195	26	)	)	PUNCT
bracis-33618	195	27	,	,	PUNCT
bracis-33618	195	28	validating	validate	VERB
bracis-33618	195	29	our	our	PRON
bracis-33618	195	30	implementation	implementation	NOUN
bracis-33618	195	31	.	.	PUNCT
bracis-33618	196	1	table	table	NOUN
bracis-33618	196	2	3	3	NUM
bracis-33618	196	3	.	.	PUNCT
bracis-33618	197	1	performance	performance	NOUN
bracis-33618	197	2	of	of	ADP
bracis-33618	197	3	tf	tf	PROPN
bracis-33618	197	4	-	-	PUNCT
bracis-33618	197	5	c	c	NOUN
bracis-33618	197	6	on	on	ADP
bracis-33618	197	7	the	the	DET
bracis-33618	197	8	epilepsy	epilepsy	NOUN
bracis-33618	197	9	dataset	dataset	NOUN
bracis-33618	197	10	.	.	PUNCT
bracis-33618	198	1	all	all	DET
bracis-33618	198	2	values	value	NOUN
bracis-33618	198	3	are	be	AUX
bracis-33618	198	4	mean	mean	ADJ
bracis-33618	198	5	and	and	CCONJ
bracis-33618	198	6	standard	standard	ADJ
bracis-33618	198	7	deviation	deviation	NOUN
bracis-33618	198	8	of	of	ADP
bracis-33618	198	9	5	5	NUM
bracis-33618	198	10	independent	independent	ADJ
bracis-33618	198	11	runs.full	runs.full	NOUN
bracis-33618	198	12	size	size	NOUN
bracis-33618	198	13	table	table	NOUN
bracis-33618	198	14	4.3	4.3	NUM
bracis-33618	198	15	accuracy	accuracy	NOUN
bracis-33618	198	16	by	by	ADP
bracis-33618	198	17	 	 	SPACE
bracis-33618	198	18	percentage	percentage	NOUN
bracis-33618	198	19	of	of	ADP
bracis-33618	198	20	 	 	SPACE
bracis-33618	198	21	har	har	NOUN
bracis-33618	198	22	data	datum	NOUN
bracis-33618	198	23	in	in	ADP
bracis-33618	198	24	this	this	DET
bracis-33618	198	25	experiment	experiment	NOUN
bracis-33618	198	26	we	we	PRON
bracis-33618	198	27	evaluate	evaluate	VERB
bracis-33618	198	28	the	the	DET
bracis-33618	198	29	performance	performance	NOUN
bracis-33618	198	30	of	of	ADP
bracis-33618	198	31	tf	tf	PROPN
bracis-33618	198	32	-	-	PUNCT
bracis-33618	198	33	c	c	NOUN
bracis-33618	198	34	on	on	ADP
bracis-33618	198	35	the	the	DET
bracis-33618	198	36	har	har	NOUN
bracis-33618	198	37	task	task	NOUN
bracis-33618	198	38	.	.	PUNCT
bracis-33618	199	1	first	first	ADV
bracis-33618	199	2	,	,	PUNCT
bracis-33618	199	3	we	we	PRON
bracis-33618	199	4	pretrain	pretrain	VERB
bracis-33618	199	5	the	the	DET
bracis-33618	199	6	tf	tf	PROPN
bracis-33618	199	7	-	-	PUNCT
bracis-33618	199	8	c	c	PROPN
bracis-33618	199	9	backbone	backbone	NOUN
bracis-33618	199	10	using	use	VERB
bracis-33618	199	11	all	all	DET
bracis-33618	199	12	the	the	DET
bracis-33618	199	13	samples	sample	NOUN
bracis-33618	199	14	of	of	ADP
bracis-33618	199	15	the	the	DET
bracis-33618	199	16	uci	uci	PROPN
bracis-33618	199	17	dataset	dataset	NOUN
bracis-33618	199	18	,	,	PUNCT
bracis-33618	199	19	but	but	CCONJ
bracis-33618	199	20	without	without	ADP
bracis-33618	199	21	labels	label	NOUN
bracis-33618	199	22	.	.	PUNCT
bracis-33618	200	1	then	then	ADV
bracis-33618	200	2	,	,	PUNCT
bracis-33618	200	3	we	we	PRON
bracis-33618	200	4	build	build	VERB
bracis-33618	200	5	the	the	DET
bracis-33618	200	6	downstream	downstream	ADJ
bracis-33618	200	7	model	model	NOUN
bracis-33618	200	8	and	and	CCONJ
bracis-33618	200	9	fine	fine	ADJ
bracis-33618	200	10	-	-	PUNCT
bracis-33618	200	11	tune	tune	NOUN
bracis-33618	200	12	it	it	PRON
bracis-33618	200	13	using	use	VERB
bracis-33618	200	14	the	the	DET
bracis-33618	200	15	uci	uci	PROPN
bracis-33618	200	16	train	train	NOUN
bracis-33618	200	17	set	set	NOUN
bracis-33618	200	18	.	.	PUNCT
bracis-33618	201	1	we	we	PRON
bracis-33618	201	2	conduct	conduct	VERB
bracis-33618	201	3	several	several	ADJ
bracis-33618	201	4	experiments	experiment	NOUN
bracis-33618	201	5	with	with	ADP
bracis-33618	201	6	different	different	ADJ
bracis-33618	201	7	subsets	subset	NOUN
bracis-33618	201	8	of	of	ADP
bracis-33618	201	9	the	the	DET
bracis-33618	201	10	train	train	NOUN
bracis-33618	201	11	set	set	NOUN
bracis-33618	201	12	to	to	PART
bracis-33618	201	13	assess	assess	VERB
bracis-33618	201	14	the	the	DET
bracis-33618	201	15	benefits	benefit	NOUN
bracis-33618	201	16	of	of	ADP
bracis-33618	201	17	tf	tf	PROPN
bracis-33618	201	18	-	-	PUNCT
bracis-33618	201	19	c	c	NOUN
bracis-33618	201	20	in	in	ADP
bracis-33618	201	21	a	a	DET
bracis-33618	201	22	low	low	ADJ
bracis-33618	201	23	-	-	PUNCT
bracis-33618	201	24	data	data	NOUN
bracis-33618	201	25	regime	regime	NOUN
bracis-33618	201	26	.	.	PUNCT
bracis-33618	202	1	specifically	specifically	ADV
bracis-33618	202	2	,	,	PUNCT
bracis-33618	202	3	we	we	PRON
bracis-33618	202	4	train	train	VERB
bracis-33618	202	5	the	the	DET
bracis-33618	202	6	downstream	downstream	ADJ
bracis-33618	202	7	model	model	NOUN
bracis-33618	202	8	using	use	VERB
bracis-33618	202	9	0.1	0.1	NUM
bracis-33618	202	10	%	%	NOUN
bracis-33618	202	11	,	,	PUNCT
bracis-33618	202	12	1	1	NUM
bracis-33618	202	13	%	%	NOUN
bracis-33618	202	14	,	,	PUNCT
bracis-33618	202	15	10	10	NUM
bracis-33618	202	16	%	%	NOUN
bracis-33618	202	17	,	,	PUNCT
bracis-33618	202	18	and	and	CCONJ
bracis-33618	202	19	100	100	NUM
bracis-33618	202	20	%	%	NOUN
bracis-33618	202	21	of	of	ADP
bracis-33618	202	22	the	the	DET
bracis-33618	202	23	training	training	NOUN
bracis-33618	202	24	set	set	NOUN
bracis-33618	202	25	.	.	PUNCT
bracis-33618	203	1	to	to	PART
bracis-33618	203	2	maintain	maintain	VERB
bracis-33618	203	3	a	a	DET
bracis-33618	203	4	consistent	consistent	ADJ
bracis-33618	203	5	number	number	NOUN
bracis-33618	203	6	of	of	ADP
bracis-33618	203	7	training	training	NOUN
bracis-33618	203	8	iterations	iteration	NOUN
bracis-33618	203	9	across	across	ADP
bracis-33618	203	10	experiments	experiment	NOUN
bracis-33618	203	11	,	,	PUNCT
bracis-33618	203	12	we	we	PRON
bracis-33618	203	13	proportionally	proportionally	ADV
bracis-33618	203	14	increase	increase	VERB
bracis-33618	203	15	the	the	DET
bracis-33618	203	16	number	number	NOUN
bracis-33618	203	17	of	of	ADP
bracis-33618	203	18	epochs	epoch	NOUN
bracis-33618	203	19	relative	relative	ADJ
bracis-33618	203	20	to	to	ADP
bracis-33618	203	21	the	the	DET
bracis-33618	203	22	reduction	reduction	NOUN
bracis-33618	203	23	in	in	ADP
bracis-33618	203	24	the	the	DET
bracis-33618	203	25	training	training	NOUN
bracis-33618	203	26	set	set	NOUN
bracis-33618	203	27	size	size	NOUN
bracis-33618	203	28	.	.	PUNCT
bracis-33618	204	1	finally	finally	ADV
bracis-33618	204	2	,	,	PUNCT
bracis-33618	204	3	we	we	PRON
bracis-33618	204	4	select	select	VERB
bracis-33618	204	5	the	the	DET
bracis-33618	204	6	best	good	ADJ
bracis-33618	204	7	model	model	NOUN
bracis-33618	204	8	according	accord	VERB
bracis-33618	204	9	to	to	ADP
bracis-33618	204	10	the	the	DET
bracis-33618	204	11	validation	validation	NOUN
bracis-33618	204	12	loss	loss	NOUN
bracis-33618	204	13	computed	compute	VERB
bracis-33618	204	14	at	at	ADP
bracis-33618	204	15	the	the	DET
bracis-33618	204	16	end	end	NOUN
bracis-33618	204	17	of	of	ADP
bracis-33618	204	18	each	each	DET
bracis-33618	204	19	epoch	epoch	NOUN
bracis-33618	204	20	.	.	PUNCT
bracis-33618	205	1	this	this	DET
bracis-33618	205	2	model	model	NOUN
bracis-33618	205	3	is	be	AUX
bracis-33618	205	4	tested	test	VERB
bracis-33618	205	5	on	on	ADP
bracis-33618	205	6	the	the	DET
bracis-33618	205	7	uci	uci	PROPN
bracis-33618	205	8	test	test	NOUN
bracis-33618	205	9	set	set	VERB
bracis-33618	205	10	and	and	CCONJ
bracis-33618	205	11	the	the	DET
bracis-33618	205	12	accuracy	accuracy	NOUN
bracis-33618	205	13	,	,	PUNCT
bracis-33618	205	14	auroc	auroc	NOUN
bracis-33618	205	15	,	,	PUNCT
bracis-33618	205	16	and	and	CCONJ
bracis-33618	205	17	auprc	auprc	ADJ
bracis-33618	205	18	metrics	metric	NOUN
bracis-33618	205	19	are	be	AUX
bracis-33618	205	20	exhibited	exhibit	VERB
bracis-33618	205	21	on	on	ADP
bracis-33618	205	22	table	table	NOUN
bracis-33618	205	23	 	 	SPACE
bracis-33618	205	24	4	4	NUM
bracis-33618	205	25	and	and	CCONJ
bracis-33618	205	26	fig	fig	NOUN
bracis-33618	205	27	.	.	PUNCT
bracis-33618	205	28	 	 	SPACE
bracis-33618	206	1	3	3	NUM
bracis-33618	206	2	,	,	PUNCT
bracis-33618	206	3	as	as	ADP
bracis-33618	206	4	average	average	ADJ
bracis-33618	206	5	of	of	ADP
bracis-33618	206	6	five	five	NUM
bracis-33618	206	7	runs	run	NOUN
bracis-33618	206	8	.	.	PUNCT
bracis-33618	207	1	table	table	NOUN
bracis-33618	207	2	4	4	NUM
bracis-33618	207	3	.	.	PUNCT
bracis-33618	207	4	performance	performance	NOUN
bracis-33618	207	5	of	of	ADP
bracis-33618	207	6	the	the	DET
bracis-33618	207	7	tfc	tfc	PROPN
bracis-33618	207	8	and	and	CCONJ
bracis-33618	207	9	sup	sup	PROPN
bracis-33618	207	10	tfc	tfc	PROPN
bracis-33618	207	11	models	model	NOUN
bracis-33618	207	12	trained	train	VERB
bracis-33618	207	13	with	with	ADP
bracis-33618	207	14	different	different	ADJ
bracis-33618	207	15	percentages	percentage	NOUN
bracis-33618	207	16	of	of	ADP
bracis-33618	207	17	the	the	DET
bracis-33618	207	18	training	training	NOUN
bracis-33618	207	19	set.full	set.full	NOUN
bracis-33618	207	20	size	size	NOUN
bracis-33618	207	21	table	table	NOUN
bracis-33618	207	22	regarding	regard	VERB
bracis-33618	207	23	table	table	NOUN
bracis-33618	207	24	 	 	SPACE
bracis-33618	207	25	4	4	NUM
bracis-33618	207	26	,	,	PUNCT
bracis-33618	207	27	we	we	PRON
bracis-33618	207	28	can	can	AUX
bracis-33618	207	29	observe	observe	VERB
bracis-33618	207	30	that	that	DET
bracis-33618	207	31	pretrained	pretraine	VERB
bracis-33618	207	32	models	model	NOUN
bracis-33618	207	33	(	(	PUNCT
bracis-33618	207	34	tfc	tfc	PROPN
bracis-33618	207	35	)	)	PUNCT
bracis-33618	207	36	have	have	VERB
bracis-33618	207	37	better	well	ADJ
bracis-33618	207	38	performance	performance	NOUN
bracis-33618	207	39	when	when	SCONJ
bracis-33618	207	40	compared	compare	VERB
bracis-33618	207	41	to	to	ADP
bracis-33618	207	42	the	the	DET
bracis-33618	207	43	models	model	NOUN
bracis-33618	207	44	trained	train	VERB
bracis-33618	207	45	from	from	ADP
bracis-33618	207	46	scratch	scratch	NOUN
bracis-33618	207	47	(	(	PUNCT
bracis-33618	207	48	sup	sup	PROPN
bracis-33618	207	49	tfc	tfc	PROPN
bracis-33618	207	50	)	)	PUNCT
bracis-33618	207	51	in	in	ADP
bracis-33618	207	52	low	low	ADJ
bracis-33618	207	53	data	datum	NOUN
bracis-33618	207	54	scenarios	scenario	NOUN
bracis-33618	207	55	(	(	PUNCT
bracis-33618	207	56	1	1	NUM
bracis-33618	207	57	%	%	NOUN
bracis-33618	207	58	and	and	CCONJ
bracis-33618	207	59	0.1	0.1	NUM
bracis-33618	207	60	%	%	NOUN
bracis-33618	207	61	of	of	ADP
bracis-33618	207	62	the	the	DET
bracis-33618	207	63	data	datum	NOUN
bracis-33618	207	64	)	)	PUNCT
bracis-33618	207	65	.	.	PUNCT
bracis-33618	208	1	on	on	ADP
bracis-33618	208	2	the	the	DET
bracis-33618	208	3	other	other	ADJ
bracis-33618	208	4	hand	hand	NOUN
bracis-33618	208	5	,	,	PUNCT
bracis-33618	208	6	in	in	ADP
bracis-33618	208	7	the	the	DET
bracis-33618	208	8	10	10	NUM
bracis-33618	208	9	%	%	NOUN
bracis-33618	208	10	and	and	CCONJ
bracis-33618	208	11	100	100	NUM
bracis-33618	208	12	%	%	NOUN
bracis-33618	208	13	scenarios	scenario	NOUN
bracis-33618	208	14	,	,	PUNCT
bracis-33618	208	15	the	the	DET
bracis-33618	208	16	difference	difference	NOUN
bracis-33618	208	17	between	between	ADP
bracis-33618	208	18	the	the	DET
bracis-33618	208	19	models	model	NOUN
bracis-33618	208	20	is	be	AUX
bracis-33618	208	21	not	not	PART
bracis-33618	208	22	so	so	ADV
bracis-33618	208	23	significant	significant	ADJ
bracis-33618	208	24	.	.	PUNCT
bracis-33618	209	1	a	a	DET
bracis-33618	209	2	similar	similar	ADJ
bracis-33618	209	3	behavior	behavior	NOUN
bracis-33618	209	4	is	be	AUX
bracis-33618	209	5	observed	observe	VERB
bracis-33618	209	6	in	in	ADP
bracis-33618	209	7	fig	fig	NOUN
bracis-33618	209	8	.	.	PUNCT
bracis-33618	209	9	 	 	SPACE
bracis-33618	210	1	3	3	NUM
bracis-33618	210	2	,	,	PUNCT
bracis-33618	210	3	where	where	SCONJ
bracis-33618	210	4	we	we	PRON
bracis-33618	210	5	compare	compare	VERB
bracis-33618	210	6	the	the	DET
bracis-33618	210	7	accuracy	accuracy	NOUN
bracis-33618	210	8	of	of	ADP
bracis-33618	210	9	the	the	DET
bracis-33618	210	10	four	four	NUM
bracis-33618	210	11	models	model	NOUN
bracis-33618	210	12	evaluated	evaluate	VERB
bracis-33618	210	13	in	in	ADP
bracis-33618	210	14	this	this	DET
bracis-33618	210	15	work	work	NOUN
bracis-33618	210	16	.	.	PUNCT
bracis-33618	211	1	we	we	PRON
bracis-33618	211	2	can	can	AUX
bracis-33618	211	3	observe	observe	VERB
bracis-33618	211	4	that	that	SCONJ
bracis-33618	211	5	the	the	DET
bracis-33618	211	6	tfc	tfc	PROPN
bracis-33618	211	7	model	model	NOUN
bracis-33618	211	8	has	have	VERB
bracis-33618	211	9	the	the	DET
bracis-33618	211	10	best	good	ADJ
bracis-33618	211	11	performance	performance	NOUN
bracis-33618	211	12	in	in	ADP
bracis-33618	211	13	almost	almost	ADV
bracis-33618	211	14	all	all	PRON
bracis-33618	211	15	cases	case	NOUN
bracis-33618	211	16	.	.	PUNCT
bracis-33618	212	1	in	in	ADP
bracis-33618	212	2	a	a	DET
bracis-33618	212	3	low	low	ADJ
bracis-33618	212	4	-	-	PUNCT
bracis-33618	212	5	data	data	NOUN
bracis-33618	212	6	regime	regime	NOUN
bracis-33618	212	7	,	,	PUNCT
bracis-33618	212	8	ssl	ssl	PROPN
bracis-33618	212	9	plays	play	VERB
bracis-33618	212	10	a	a	DET
bracis-33618	212	11	crucial	crucial	ADJ
bracis-33618	212	12	role	role	NOUN
bracis-33618	212	13	in	in	ADP
bracis-33618	212	14	the	the	DET
bracis-33618	212	15	performance	performance	NOUN
bracis-33618	212	16	of	of	ADP
bracis-33618	212	17	the	the	DET
bracis-33618	212	18	model	model	NOUN
bracis-33618	212	19	,	,	PUNCT
bracis-33618	212	20	as	as	SCONJ
bracis-33618	212	21	indicated	indicate	VERB
bracis-33618	212	22	by	by	ADP
bracis-33618	212	23	the	the	DET
bracis-33618	212	24	performance	performance	NOUN
bracis-33618	212	25	differences	difference	NOUN
bracis-33618	212	26	between	between	ADP
bracis-33618	212	27	the	the	DET
bracis-33618	212	28	tfc	tfc	PROPN
bracis-33618	212	29	and	and	CCONJ
bracis-33618	212	30	the	the	DET
bracis-33618	212	31	sup	sup	NOUN
bracis-33618	212	32	tfc	tfc	PROPN
bracis-33618	212	33	models	model	NOUN
bracis-33618	212	34	.	.	PUNCT
bracis-33618	213	1	despite	despite	SCONJ
bracis-33618	213	2	on	on	ADP
bracis-33618	213	3	very	very	ADV
bracis-33618	213	4	low	low	ADJ
bracis-33618	213	5	data	datum	NOUN
bracis-33618	213	6	scenarios	scenario	NOUN
bracis-33618	213	7	(	(	PUNCT
bracis-33618	213	8	using	use	VERB
bracis-33618	213	9	0.1	0.1	NUM
bracis-33618	213	10	%	%	NOUN
bracis-33618	213	11	of	of	ADP
bracis-33618	213	12	the	the	DET
bracis-33618	213	13	data	datum	NOUN
bracis-33618	213	14	)	)	PUNCT
bracis-33618	213	15	where	where	SCONJ
bracis-33618	213	16	sup	sup	NOUN
bracis-33618	213	17	frequency	frequency	NOUN
bracis-33618	213	18	achieves	achieve	VERB
bracis-33618	213	19	a	a	DET
bracis-33618	213	20	slightly	slightly	ADV
bracis-33618	213	21	better	well	ADJ
bracis-33618	213	22	(	(	PUNCT
bracis-33618	213	23	but	but	CCONJ
bracis-33618	213	24	poor	poor	ADJ
bracis-33618	213	25	)	)	PUNCT
bracis-33618	213	26	performance	performance	NOUN
bracis-33618	213	27	,	,	PUNCT
bracis-33618	213	28	the	the	DET
bracis-33618	213	29	pretraining	pretraine	VERB
bracis-33618	213	30	seems	seem	VERB
bracis-33618	213	31	to	to	PART
bracis-33618	213	32	allow	allow	VERB
bracis-33618	213	33	the	the	DET
bracis-33618	213	34	model	model	NOUN
bracis-33618	213	35	to	to	PART
bracis-33618	213	36	achieve	achieve	VERB
bracis-33618	213	37	a	a	DET
bracis-33618	213	38	better	well	ADJ
bracis-33618	213	39	performance	performance	NOUN
bracis-33618	213	40	faster	fast	ADV
bracis-33618	213	41	than	than	ADP
bracis-33618	213	42	other	other	ADJ
bracis-33618	213	43	supervised	supervised	ADJ
bracis-33618	213	44	models	model	NOUN
bracis-33618	213	45	.	.	PUNCT
bracis-33618	214	1	in	in	ADP
bracis-33618	214	2	fact	fact	NOUN
bracis-33618	214	3	,	,	PUNCT
bracis-33618	214	4	only	only	ADV
bracis-33618	214	5	1	1	NUM
bracis-33618	214	6	%	%	NOUN
bracis-33618	214	7	of	of	ADP
bracis-33618	214	8	the	the	DET
bracis-33618	214	9	data	data	NOUN
bracis-33618	214	10	is	be	AUX
bracis-33618	214	11	necessary	necessary	ADJ
bracis-33618	214	12	to	to	PART
bracis-33618	214	13	achieve	achieve	VERB
bracis-33618	214	14	an	an	DET
bracis-33618	214	15	accuracy	accuracy	NOUN
bracis-33618	214	16	above	above	ADP
bracis-33618	214	17	85	85	NUM
bracis-33618	214	18	%	%	NOUN
bracis-33618	214	19	,	,	PUNCT
bracis-33618	214	20	while	while	SCONJ
bracis-33618	214	21	others	other	NOUN
bracis-33618	214	22	models	model	NOUN
bracis-33618	214	23	need	need	VERB
bracis-33618	214	24	,	,	PUNCT
bracis-33618	214	25	at	at	ADP
bracis-33618	214	26	least	least	ADJ
bracis-33618	214	27	,	,	PUNCT
bracis-33618	214	28	2	2	NUM
bracis-33618	214	29	%	%	NOUN
bracis-33618	214	30	of	of	ADP
bracis-33618	214	31	the	the	DET
bracis-33618	214	32	data	datum	NOUN
bracis-33618	214	33	to	to	PART
bracis-33618	214	34	reach	reach	VERB
bracis-33618	214	35	this	this	DET
bracis-33618	214	36	threshold	threshold	NOUN
bracis-33618	214	37	.	.	PUNCT
bracis-33618	215	1	in	in	ADP
bracis-33618	215	2	the	the	DET
bracis-33618	215	3	100	100	NUM
bracis-33618	215	4	%	%	NOUN
bracis-33618	215	5	scenario	scenario	NOUN
bracis-33618	215	6	,	,	PUNCT
bracis-33618	215	7	the	the	DET
bracis-33618	215	8	difference	difference	NOUN
bracis-33618	215	9	between	between	ADP
bracis-33618	215	10	the	the	DET
bracis-33618	215	11	models	model	NOUN
bracis-33618	215	12	is	be	AUX
bracis-33618	215	13	not	not	PART
bracis-33618	215	14	so	so	ADV
bracis-33618	215	15	significant	significant	ADJ
bracis-33618	215	16	,	,	PUNCT
bracis-33618	215	17	which	which	PRON
bracis-33618	215	18	suggests	suggest	VERB
bracis-33618	215	19	that	that	SCONJ
bracis-33618	215	20	the	the	DET
bracis-33618	215	21	uci	uci	PROPN
bracis-33618	215	22	training	training	NOUN
bracis-33618	215	23	set	set	NOUN
bracis-33618	215	24	is	be	AUX
bracis-33618	215	25	large	large	ADJ
bracis-33618	215	26	enough	enough	ADV
bracis-33618	215	27	to	to	PART
bracis-33618	215	28	support	support	VERB
bracis-33618	215	29	the	the	DET
bracis-33618	215	30	supervised	supervised	ADJ
bracis-33618	215	31	training	training	NOUN
bracis-33618	215	32	of	of	ADP
bracis-33618	215	33	the	the	DET
bracis-33618	215	34	discussed	discuss	VERB
bracis-33618	215	35	models	model	NOUN
bracis-33618	215	36	.	.	PUNCT
bracis-33618	216	1	fig	fig	NOUN
bracis-33618	216	2	.	.	PUNCT
bracis-33618	217	1	3	3	X
bracis-33618	217	2	.	.	X
bracis-33618	217	3	performance	performance	NOUN
bracis-33618	217	4	of	of	ADP
bracis-33618	217	5	the	the	DET
bracis-33618	217	6	four	four	NUM
bracis-33618	217	7	methods	method	NOUN
bracis-33618	217	8	evaluated	evaluate	VERB
bracis-33618	217	9	in	in	ADP
bracis-33618	217	10	this	this	DET
bracis-33618	217	11	work	work	NOUN
bracis-33618	217	12	with	with	ADP
bracis-33618	217	13	different	different	ADJ
bracis-33618	217	14	percentages	percentage	NOUN
bracis-33618	217	15	of	of	ADP
bracis-33618	217	16	data	datum	NOUN
bracis-33618	217	17	,	,	PUNCT
bracis-33618	217	18	in	in	ADP
bracis-33618	217	19	fine	fine	ADV
bracis-33618	217	20	-	-	PUNCT
bracis-33618	217	21	tuning	tune	VERB
bracis-33618	217	22	process	process	NOUN
bracis-33618	217	23	representing	represent	VERB
bracis-33618	217	24	different	different	ADJ
bracis-33618	217	25	times	time	NOUN
bracis-33618	217	26	necessary	necessary	ADJ
bracis-33618	217	27	for	for	ADP
bracis-33618	217	28	training	training	NOUN
bracis-33618	217	29	.	.	PUNCT
bracis-33618	218	1	the	the	DET
bracis-33618	218	2	x	x	X
bracis-33618	218	3	-	-	NOUN
bracis-33618	218	4	axis	axis	NOUN
bracis-33618	218	5	is	be	AUX
bracis-33618	218	6	in	in	ADP
bracis-33618	218	7	logarithmic	logarithmic	ADJ
bracis-33618	218	8	scale	scale	NOUN
bracis-33618	218	9	.	.	PUNCT
bracis-33618	219	1	full	full	ADJ
bracis-33618	219	2	size	size	NOUN
bracis-33618	219	3	image	image	NOUN
bracis-33618	219	4	a	a	DET
bracis-33618	219	5	wilcoxon	wilcoxon	NOUN
bracis-33618	219	6	signed	sign	VERB
bracis-33618	219	7	rank	rank	NOUN
bracis-33618	219	8	hypothesis	hypothesis	NOUN
bracis-33618	219	9	test	test	NOUN
bracis-33618	219	10	was	be	AUX
bracis-33618	219	11	conducted	conduct	VERB
bracis-33618	219	12	in	in	ADP
bracis-33618	219	13	order	order	NOUN
bracis-33618	219	14	to	to	PART
bracis-33618	219	15	analyze	analyze	VERB
bracis-33618	219	16	the	the	DET
bracis-33618	219	17	influence	influence	NOUN
bracis-33618	219	18	of	of	ADP
bracis-33618	219	19	the	the	DET
bracis-33618	219	20	ssl	ssl	ADJ
bracis-33618	219	21	technique	technique	NOUN
bracis-33618	219	22	on	on	ADP
bracis-33618	219	23	the	the	DET
bracis-33618	219	24	accuracy	accuracy	NOUN
bracis-33618	219	25	of	of	ADP
bracis-33618	219	26	the	the	DET
bracis-33618	219	27	tfc	tfc	PROPN
bracis-33618	219	28	,	,	PUNCT
bracis-33618	219	29	comparing	compare	VERB
bracis-33618	219	30	it	it	PRON
bracis-33618	219	31	with	with	ADP
bracis-33618	219	32	the	the	DET
bracis-33618	219	33	values	value	NOUN
bracis-33618	219	34	of	of	ADP
bracis-33618	219	35	the	the	DET
bracis-33618	219	36	tests	test	NOUN
bracis-33618	219	37	of	of	ADP
bracis-33618	219	38	the	the	DET
bracis-33618	219	39	sup	sup	NOUN
bracis-33618	219	40	tfc	tfc	PROPN
bracis-33618	219	41	,	,	PUNCT
bracis-33618	219	42	sup	sup	NOUN
bracis-33618	219	43	time	time	NOUN
bracis-33618	219	44	,	,	PUNCT
bracis-33618	219	45	and	and	CCONJ
bracis-33618	219	46	sup	sup	NOUN
bracis-33618	219	47	frequency	frequency	NOUN
bracis-33618	219	48	models	model	NOUN
bracis-33618	219	49	individually	individually	ADV
bracis-33618	219	50	.	.	PUNCT
bracis-33618	220	1	the	the	DET
bracis-33618	220	2	comparison	comparison	NOUN
bracis-33618	220	3	between	between	ADP
bracis-33618	220	4	the	the	DET
bracis-33618	220	5	9	9	NUM
bracis-33618	220	6	samples	sample	NOUN
bracis-33618	220	7	of	of	ADP
bracis-33618	220	8	the	the	DET
bracis-33618	220	9	tf	tf	PROPN
bracis-33618	220	10	-	-	PUNCT
bracis-33618	220	11	c	c	PROPN
bracis-33618	220	12	and	and	CCONJ
bracis-33618	220	13	the	the	DET
bracis-33618	220	14	9	9	NUM
bracis-33618	220	15	samples	sample	NOUN
bracis-33618	220	16	of	of	ADP
bracis-33618	220	17	the	the	DET
bracis-33618	220	18	sup	sup	NOUN
bracis-33618	220	19	tfc	tfc	PROPN
bracis-33618	220	20	(	(	PUNCT
bracis-33618	220	21	as	as	SCONJ
bracis-33618	220	22	shown	show	VERB
bracis-33618	220	23	in	in	ADP
bracis-33618	220	24	fig	fig	NOUN
bracis-33618	220	25	.	.	PUNCT
bracis-33618	220	26	 	 	SPACE
bracis-33618	220	27	3	3	X
bracis-33618	220	28	)	)	PUNCT
bracis-33618	220	29	yielded	yield	VERB
bracis-33618	220	30	a	a	DET
bracis-33618	220	31	p	p	NOUN
bracis-33618	220	32	-	-	PUNCT
bracis-33618	220	33	value	value	NOUN
bracis-33618	220	34	 	 	SPACE
bracis-33618	220	35	of	of	ADP
bracis-33618	220	36	0.01953	0.01953	NUM
bracis-33618	220	37	,	,	PUNCT
bracis-33618	220	38	which	which	PRON
bracis-33618	220	39	is	be	AUX
bracis-33618	220	40	below	below	ADP
bracis-33618	220	41	the	the	DET
bracis-33618	220	42	5	5	NUM
bracis-33618	220	43	%	%	NOUN
bracis-33618	220	44	significance	significance	NOUN
bracis-33618	220	45	threshold	threshold	NOUN
bracis-33618	220	46	.	.	PUNCT
bracis-33618	221	1	this	this	DET
bracis-33618	221	2	result	result	NOUN
bracis-33618	221	3	supports	support	VERB
bracis-33618	221	4	the	the	DET
bracis-33618	221	5	alternative	alternative	ADJ
bracis-33618	221	6	hypothesis	hypothesis	NOUN
bracis-33618	221	7	,	,	PUNCT
bracis-33618	221	8	indicating	indicate	VERB
bracis-33618	221	9	an	an	DET
bracis-33618	221	10	improvement	improvement	NOUN
bracis-33618	221	11	with	with	ADP
bracis-33618	221	12	the	the	DET
bracis-33618	221	13	ssl	ssl	ADJ
bracis-33618	221	14	technique	technique	NOUN
bracis-33618	221	15	.	.	PUNCT
bracis-33618	222	1	similarly	similarly	ADV
bracis-33618	222	2	,	,	PUNCT
bracis-33618	222	3	when	when	SCONJ
bracis-33618	222	4	comparing	compare	VERB
bracis-33618	222	5	the	the	DET
bracis-33618	222	6	ssl	ssl	ADJ
bracis-33618	222	7	technique	technique	NOUN
bracis-33618	222	8	with	with	ADP
bracis-33618	222	9	the	the	DET
bracis-33618	222	10	temporal	temporal	ADJ
bracis-33618	222	11	pipeline	pipeline	NOUN
bracis-33618	222	12	(	(	PUNCT
bracis-33618	222	13	sup	sup	NOUN
bracis-33618	222	14	time	time	NOUN
bracis-33618	222	15	)	)	PUNCT
bracis-33618	222	16	,	,	PUNCT
bracis-33618	222	17	a	a	DET
bracis-33618	222	18	p	p	NOUN
bracis-33618	222	19	-	-	PUNCT
bracis-33618	222	20	value	value	NOUN
bracis-33618	222	21	of	of	ADP
bracis-33618	222	22	0.01172	0.01172	NUM
bracis-33618	222	23	was	be	AUX
bracis-33618	222	24	obtained	obtain	VERB
bracis-33618	222	25	,	,	PUNCT
bracis-33618	222	26	further	far	ADV
bracis-33618	222	27	supporting	support	VERB
bracis-33618	222	28	the	the	DET
bracis-33618	222	29	alternative	alternative	ADJ
bracis-33618	222	30	hypothesis	hypothesis	NOUN
bracis-33618	222	31	.	.	PUNCT
bracis-33618	223	1	however	however	ADV
bracis-33618	223	2	,	,	PUNCT
bracis-33618	223	3	when	when	SCONJ
bracis-33618	223	4	the	the	DET
bracis-33618	223	5	ssl	ssl	ADJ
bracis-33618	223	6	technique	technique	NOUN
bracis-33618	223	7	was	be	AUX
bracis-33618	223	8	compared	compare	VERB
bracis-33618	223	9	with	with	ADP
bracis-33618	223	10	the	the	DET
bracis-33618	223	11	frequency	frequency	NOUN
bracis-33618	223	12	pipeline	pipeline	NOUN
bracis-33618	223	13	(	(	PUNCT
bracis-33618	223	14	sup	sup	NOUN
bracis-33618	223	15	frequency	frequency	NOUN
bracis-33618	223	16	)	)	PUNCT
bracis-33618	223	17	,	,	PUNCT
bracis-33618	223	18	the	the	DET
bracis-33618	223	19	resulting	result	VERB
bracis-33618	223	20	p	p	NOUN
bracis-33618	223	21	-	-	PUNCT
bracis-33618	223	22	value	value	NOUN
bracis-33618	223	23	was	be	AUX
bracis-33618	223	24	0.3594	0.3594	NUM
bracis-33618	223	25	,	,	PUNCT
bracis-33618	223	26	indicating	indicate	VERB
bracis-33618	223	27	that	that	SCONJ
bracis-33618	223	28	we	we	PRON
bracis-33618	223	29	can	can	AUX
bracis-33618	223	30	not	not	PART
bracis-33618	223	31	conclude	conclude	VERB
bracis-33618	223	32	there	there	PRON
bracis-33618	223	33	is	be	VERB
bracis-33618	223	34	a	a	DET
bracis-33618	223	35	significant	significant	ADJ
bracis-33618	223	36	difference	difference	NOUN
bracis-33618	223	37	between	between	ADP
bracis-33618	223	38	the	the	DET
bracis-33618	223	39	results	result	NOUN
bracis-33618	223	40	produced	produce	VERB
bracis-33618	223	41	by	by	ADP
bracis-33618	223	42	the	the	DET
bracis-33618	223	43	tf	tf	PROPN
bracis-33618	223	44	-	-	PUNCT
bracis-33618	223	45	c	c	PROPN
bracis-33618	223	46	and	and	CCONJ
bracis-33618	223	47	sup	sup	NOUN
bracis-33618	223	48	frequency	frequency	NOUN
bracis-33618	223	49	models	model	NOUN
bracis-33618	223	50	.	.	PUNCT
bracis-33618	224	1	the	the	DET
bracis-33618	224	2	test	test	NOUN
bracis-33618	224	3	was	be	AUX
bracis-33618	224	4	conducted	conduct	VERB
bracis-33618	224	5	comparing	compare	VERB
bracis-33618	224	6	the	the	DET
bracis-33618	224	7	ssl	ssl	PROPN
bracis-33618	224	8	results	result	NOUN
bracis-33618	224	9	with	with	ADP
bracis-33618	224	10	complete	complete	ADJ
bracis-33618	224	11	sup	sup	PROPN
bracis-33618	224	12	tfc	tfc	PROPN
bracis-33618	224	13	,	,	PUNCT
bracis-33618	224	14	separately	separately	ADV
bracis-33618	224	15	from	from	ADP
bracis-33618	224	16	sup	sup	NOUN
bracis-33618	224	17	time	time	NOUN
bracis-33618	224	18	and	and	CCONJ
bracis-33618	224	19	after	after	ADP
bracis-33618	224	20	sup	sup	NOUN
bracis-33618	224	21	frequency	frequency	NOUN
bracis-33618	224	22	.	.	PUNCT
bracis-33618	225	1	4.4	4.4	NUM
bracis-33618	225	2	qualitative	qualitative	ADJ
bracis-33618	225	3	assessment	assessment	NOUN
bracis-33618	225	4	of	of	ADP
bracis-33618	225	5	 	 	SPACE
bracis-33618	225	6	learned	learn	VERB
bracis-33618	225	7	representations	representation	NOUN
bracis-33618	225	8	another	another	DET
bracis-33618	225	9	perspective	perspective	NOUN
bracis-33618	225	10	to	to	PART
bracis-33618	225	11	consider	consider	VERB
bracis-33618	225	12	in	in	ADP
bracis-33618	225	13	this	this	DET
bracis-33618	225	14	analysis	analysis	NOUN
bracis-33618	225	15	involves	involve	VERB
bracis-33618	225	16	the	the	DET
bracis-33618	225	17	distribution	distribution	NOUN
bracis-33618	225	18	of	of	ADP
bracis-33618	225	19	samples	sample	NOUN
bracis-33618	225	20	in	in	ADP
bracis-33618	225	21	the	the	DET
bracis-33618	225	22	latent	latent	NOUN
bracis-33618	225	23	spaces	space	NOUN
bracis-33618	225	24	generated	generate	VERB
bracis-33618	225	25	by	by	ADP
bracis-33618	225	26	each	each	DET
bracis-33618	225	27	model	model	NOUN
bracis-33618	225	28	.	.	PUNCT
bracis-33618	226	1	hence	hence	ADV
bracis-33618	226	2	,	,	PUNCT
bracis-33618	226	3	we	we	PRON
bracis-33618	226	4	exhibit	exhibit	VERB
bracis-33618	226	5	in	in	ADP
bracis-33618	226	6	fig	fig	NOUN
bracis-33618	226	7	.	.	PUNCT
bracis-33618	226	8	 	 	SPACE
bracis-33618	227	1	4	4	NUM
bracis-33618	227	2	the	the	DET
bracis-33618	227	3	visualization	visualization	NOUN
bracis-33618	227	4	in	in	ADP
bracis-33618	227	5	two	two	NUM
bracis-33618	227	6	dimensions	dimension	NOUN
bracis-33618	227	7	produced	produce	VERB
bracis-33618	227	8	by	by	ADP
bracis-33618	227	9	t	t	PROPN
bracis-33618	227	10	-	-	PUNCT
bracis-33618	227	11	sne	sne	PROPN
bracis-33618	227	12	(	(	PUNCT
bracis-33618	227	13	with	with	ADP
bracis-33618	227	14	standard	standard	ADJ
bracis-33618	227	15	parameters	parameter	NOUN
bracis-33618	227	16	)	)	PUNCT
bracis-33618	227	17	of	of	ADP
bracis-33618	227	18	the	the	DET
bracis-33618	227	19	test	test	NOUN
bracis-33618	227	20	samples	sample	NOUN
bracis-33618	227	21	considering	consider	VERB
bracis-33618	227	22	:	:	PUNCT
bracis-33618	227	23	(	(	PUNCT
bracis-33618	227	24	i	i	NOUN
bracis-33618	227	25	)	)	PUNCT
bracis-33618	227	26	the	the	DET
bracis-33618	227	27	raw	raw	ADJ
bracis-33618	227	28	representation	representation	NOUN
bracis-33618	227	29	in	in	ADP
bracis-33618	227	30	time	time	NOUN
bracis-33618	227	31	domain	domain	NOUN
bracis-33618	227	32	(	(	PUNCT
bracis-33618	227	33	fig	fig	NOUN
bracis-33618	227	34	.	.	PUNCT
bracis-33618	227	35	 	 	SPACE
bracis-33618	227	36	4a	4a	NOUN
bracis-33618	227	37	)	)	PUNCT
bracis-33618	227	38	;	;	PUNCT
bracis-33618	227	39	(	(	PUNCT
bracis-33618	227	40	ii	ii	X
bracis-33618	227	41	)	)	PUNCT
bracis-33618	227	42	the	the	DET
bracis-33618	227	43	corresponding	corresponding	ADJ
bracis-33618	227	44	frequency	frequency	NOUN
bracis-33618	227	45	-	-	PUNCT
bracis-33618	227	46	domain	domain	NOUN
bracis-33618	227	47	representation	representation	NOUN
bracis-33618	227	48	(	(	PUNCT
bracis-33618	227	49	magnitude	magnitude	NOUN
bracis-33618	227	50	of	of	ADP
bracis-33618	227	51	fourier	fouri	ADJ
bracis-33618	227	52	transform	transform	NOUN
bracis-33618	227	53	)	)	PUNCT
bracis-33618	227	54	(	(	PUNCT
bracis-33618	227	55	fig	fig	NOUN
bracis-33618	227	56	.	.	PUNCT
bracis-33618	227	57	 	 	SPACE
bracis-33618	227	58	4b	4b	PROPN
bracis-33618	227	59	)	)	PUNCT
bracis-33618	227	60	;	;	PUNCT
bracis-33618	227	61	(	(	PUNCT
bracis-33618	227	62	iii	iii	X
bracis-33618	227	63	)	)	PUNCT
bracis-33618	227	64	the	the	DET
bracis-33618	227	65	latent	latent	NOUN
bracis-33618	227	66	representation	representation	NOUN
bracis-33618	227	67	(	(	PUNCT
bracis-33618	227	68	embedding	embed	VERB
bracis-33618	227	69	with	with	ADP
bracis-33618	227	70	256	256	NUM
bracis-33618	227	71	dimensions	dimension	NOUN
bracis-33618	227	72	)	)	PUNCT
bracis-33618	227	73	associated	associate	VERB
bracis-33618	227	74	with	with	ADP
bracis-33618	227	75	the	the	DET
bracis-33618	227	76	backbone	backbone	NOUN
bracis-33618	227	77	+	+	SYM
bracis-33618	227	78	projector	projector	NOUN
bracis-33618	227	79	pretrained	pretraine	VERB
bracis-33618	227	80	with	with	ADP
bracis-33618	227	81	tf	tf	PROPN
bracis-33618	227	82	-	-	PUNCT
bracis-33618	227	83	c	c	PROPN
bracis-33618	227	84	(	(	PUNCT
bracis-33618	227	85	fig	fig	NOUN
bracis-33618	227	86	.	.	PUNCT
bracis-33618	227	87	 	 	SPACE
bracis-33618	227	88	4c	4c	NOUN
bracis-33618	227	89	)	)	PUNCT
bracis-33618	227	90	;	;	PUNCT
bracis-33618	227	91	 	 	SPACE
bracis-33618	227	92	and	and	CCONJ
bracis-33618	227	93	(	(	PUNCT
bracis-33618	227	94	iv	iv	X
bracis-33618	227	95	)	)	PUNCT
bracis-33618	227	96	the	the	DET
bracis-33618	227	97	latent	latent	NOUN
bracis-33618	227	98	representation	representation	NOUN
bracis-33618	227	99	(	(	PUNCT
bracis-33618	227	100	embedding	embed	VERB
bracis-33618	227	101	with	with	ADP
bracis-33618	227	102	256	256	NUM
bracis-33618	227	103	dimensions	dimension	NOUN
bracis-33618	227	104	)	)	PUNCT
bracis-33618	227	105	of	of	ADP
bracis-33618	227	106	backbone	backbone	NOUN
bracis-33618	227	107	+	+	CCONJ
bracis-33618	227	108	projector	projector	NOUN
bracis-33618	227	109	after	after	ADP
bracis-33618	227	110	fine	fine	ADV
bracis-33618	227	111	-	-	PUNCT
bracis-33618	227	112	tuning	tuning	NOUN
bracis-33618	227	113	with	with	ADP
bracis-33618	227	114	the	the	DET
bracis-33618	227	115	complete	complete	ADJ
bracis-33618	227	116	train	train	NOUN
bracis-33618	227	117	dataset	dataset	NOUN
bracis-33618	227	118	(	(	PUNCT
bracis-33618	227	119	fig	fig	NOUN
bracis-33618	227	120	.	.	PUNCT
bracis-33618	227	121	 	 	SPACE
bracis-33618	227	122	4d	4d	NUM
bracis-33618	227	123	)	)	PUNCT
bracis-33618	227	124	.	.	PUNCT
bracis-33618	228	1	fig	fig	NOUN
bracis-33618	228	2	.	.	PUNCT
bracis-33618	229	1	4	4	NUM
bracis-33618	229	2	.	.	X
bracis-33618	229	3	t	t	PROPN
bracis-33618	229	4	-	-	PUNCT
bracis-33618	229	5	sne	sne	NOUN
bracis-33618	229	6	representations	representation	NOUN
bracis-33618	229	7	of	of	ADP
bracis-33618	229	8	high	high	ADJ
bracis-33618	229	9	dimensional	dimensional	ADJ
bracis-33618	229	10	data	datum	NOUN
bracis-33618	229	11	in	in	ADP
bracis-33618	229	12	different	different	ADJ
bracis-33618	229	13	scenarios	scenario	NOUN
bracis-33618	229	14	of	of	ADP
bracis-33618	229	15	separability	separability	NOUN
bracis-33618	229	16	full	full	ADJ
bracis-33618	229	17	size	size	NOUN
bracis-33618	229	18	image	image	NOUN
bracis-33618	229	19	it	it	PRON
bracis-33618	229	20	is	be	AUX
bracis-33618	229	21	possible	possible	ADJ
bracis-33618	229	22	to	to	PART
bracis-33618	229	23	draw	draw	VERB
bracis-33618	229	24	some	some	DET
bracis-33618	229	25	important	important	ADJ
bracis-33618	229	26	observations	observation	NOUN
bracis-33618	229	27	from	from	ADP
bracis-33618	229	28	fig	fig	NOUN
bracis-33618	229	29	.	.	PUNCT
bracis-33618	229	30	 	 	SPACE
bracis-33618	230	1	4	4	NUM
bracis-33618	230	2	.	.	PUNCT
bracis-33618	230	3	firstly	firstly	ADV
bracis-33618	230	4	,	,	PUNCT
bracis-33618	230	5	fig	fig	NOUN
bracis-33618	230	6	.	.	PUNCT
bracis-33618	230	7	 	 	SPACE
bracis-33618	230	8	4a	4a	NOUN
bracis-33618	230	9	indicates	indicate	VERB
bracis-33618	230	10	that	that	SCONJ
bracis-33618	230	11	the	the	DET
bracis-33618	230	12	raw	raw	ADJ
bracis-33618	230	13	data	datum	NOUN
bracis-33618	230	14	present	present	VERB
bracis-33618	230	15	a	a	DET
bracis-33618	230	16	significant	significant	ADJ
bracis-33618	230	17	overlap	overlap	NOUN
bracis-33618	230	18	between	between	ADP
bracis-33618	230	19	the	the	DET
bracis-33618	230	20	activities	activity	NOUN
bracis-33618	230	21	;	;	PUNCT
bracis-33618	230	22	it	it	PRON
bracis-33618	230	23	is	be	AUX
bracis-33618	230	24	possible	possible	ADJ
bracis-33618	230	25	to	to	PART
bracis-33618	230	26	recognize	recognize	VERB
bracis-33618	230	27	parts	part	NOUN
bracis-33618	230	28	that	that	PRON
bracis-33618	230	29	resemble	resemble	VERB
bracis-33618	230	30	clusters	cluster	NOUN
bracis-33618	230	31	,	,	PUNCT
bracis-33618	230	32	mainly	mainly	ADV
bracis-33618	230	33	for	for	ADP
bracis-33618	230	34	the	the	DET
bracis-33618	230	35	“	"	PUNCT
bracis-33618	230	36	laying	lay	VERB
bracis-33618	230	37	”	"	PUNCT
bracis-33618	230	38	samples	sample	NOUN
bracis-33618	230	39	,	,	PUNCT
bracis-33618	230	40	but	but	CCONJ
bracis-33618	230	41	in	in	ADP
bracis-33618	230	42	general	general	ADJ
bracis-33618	230	43	the	the	DET
bracis-33618	230	44	data	datum	NOUN
bracis-33618	230	45	are	be	AUX
bracis-33618	230	46	mixed	mixed	ADJ
bracis-33618	230	47	.	.	PUNCT
bracis-33618	231	1	secondly	secondly	ADV
bracis-33618	231	2	,	,	PUNCT
bracis-33618	231	3	as	as	SCONJ
bracis-33618	231	4	indicated	indicate	VERB
bracis-33618	231	5	by	by	ADP
bracis-33618	231	6	fig	fig	NOUN
bracis-33618	231	7	.	.	PUNCT
bracis-33618	231	8	 	 	SPACE
bracis-33618	232	1	4b	4b	PROPN
bracis-33618	232	2	,	,	PUNCT
bracis-33618	232	3	by	by	ADP
bracis-33618	232	4	simply	simply	ADV
bracis-33618	232	5	mapping	map	VERB
bracis-33618	232	6	the	the	DET
bracis-33618	232	7	samples	sample	NOUN
bracis-33618	232	8	to	to	ADP
bracis-33618	232	9	the	the	DET
bracis-33618	232	10	frequency	frequency	NOUN
bracis-33618	232	11	domain	domain	NOUN
bracis-33618	232	12	,	,	PUNCT
bracis-33618	232	13	we	we	PRON
bracis-33618	232	14	can	can	AUX
bracis-33618	232	15	notice	notice	VERB
bracis-33618	232	16	a	a	DET
bracis-33618	232	17	more	more	ADV
bracis-33618	232	18	distinctive	distinctive	ADJ
bracis-33618	232	19	separation	separation	NOUN
bracis-33618	232	20	between	between	ADP
bracis-33618	232	21	the	the	DET
bracis-33618	232	22	activities	activity	NOUN
bracis-33618	232	23	,	,	PUNCT
bracis-33618	232	24	which	which	PRON
bracis-33618	232	25	corroborates	corroborate	VERB
bracis-33618	232	26	the	the	DET
bracis-33618	232	27	appeal	appeal	NOUN
bracis-33618	232	28	for	for	ADP
bracis-33618	232	29	exploring	explore	VERB
bracis-33618	232	30	the	the	DET
bracis-33618	232	31	fourier	fourier	NOUN
bracis-33618	232	32	transform	transform	NOUN
bracis-33618	232	33	in	in	ADP
bracis-33618	232	34	har	har	NOUN
bracis-33618	232	35	.	.	PUNCT
bracis-33618	233	1	in	in	ADP
bracis-33618	233	2	fig	fig	NOUN
bracis-33618	233	3	.	.	PUNCT
bracis-33618	233	4	 	 	SPACE
bracis-33618	233	5	4c	4c	NOUN
bracis-33618	233	6	,	,	PUNCT
bracis-33618	233	7	we	we	PRON
bracis-33618	233	8	can	can	AUX
bracis-33618	233	9	see	see	VERB
bracis-33618	233	10	three	three	NUM
bracis-33618	233	11	main	main	ADJ
bracis-33618	233	12	groups	group	NOUN
bracis-33618	233	13	of	of	ADP
bracis-33618	233	14	activities	activity	NOUN
bracis-33618	233	15	:	:	PUNCT
bracis-33618	233	16	(	(	PUNCT
bracis-33618	233	17	a	a	X
bracis-33618	233	18	)	)	PUNCT
bracis-33618	233	19	laying	laying	NOUN
bracis-33618	233	20	;	;	PUNCT
bracis-33618	233	21	(	(	PUNCT
bracis-33618	233	22	b	b	X
bracis-33618	233	23	)	)	PUNCT
bracis-33618	233	24	sitting	sit	VERB
bracis-33618	233	25	and	and	CCONJ
bracis-33618	233	26	standing	standing	NOUN
bracis-33618	233	27	;	;	PUNCT
bracis-33618	233	28	and	and	CCONJ
bracis-33618	233	29	(	(	PUNCT
bracis-33618	233	30	c	c	NOUN
bracis-33618	233	31	)	)	PUNCT
bracis-33618	233	32	walking	walking	NOUN
bracis-33618	233	33	,	,	PUNCT
bracis-33618	233	34	upstairs	upstairs	ADV
bracis-33618	233	35	and	and	CCONJ
bracis-33618	233	36	downstairs	downstairs	ADV
bracis-33618	233	37	,	,	PUNCT
bracis-33618	233	38	with	with	ADP
bracis-33618	233	39	a	a	DET
bracis-33618	233	40	non	non	ADJ
bracis-33618	233	41	-	-	ADJ
bracis-33618	233	42	negligible	negligible	ADJ
bracis-33618	233	43	overlap	overlap	NOUN
bracis-33618	233	44	between	between	ADP
bracis-33618	233	45	classes	class	NOUN
bracis-33618	233	46	within	within	ADP
bracis-33618	233	47	the	the	DET
bracis-33618	233	48	last	last	ADJ
bracis-33618	233	49	two	two	NUM
bracis-33618	233	50	groups	group	NOUN
bracis-33618	233	51	.	.	PUNCT
bracis-33618	234	1	this	this	PRON
bracis-33618	234	2	suggests	suggest	VERB
bracis-33618	234	3	that	that	SCONJ
bracis-33618	234	4	by	by	ADP
bracis-33618	234	5	pretraining	pretraine	VERB
bracis-33618	234	6	the	the	DET
bracis-33618	234	7	model	model	NOUN
bracis-33618	234	8	without	without	ADP
bracis-33618	234	9	exploring	explore	VERB
bracis-33618	234	10	the	the	DET
bracis-33618	234	11	activity	activity	NOUN
bracis-33618	234	12	labels	label	NOUN
bracis-33618	234	13	,	,	PUNCT
bracis-33618	234	14	the	the	DET
bracis-33618	234	15	model	model	NOUN
bracis-33618	234	16	still	still	ADV
bracis-33618	234	17	was	be	AUX
bracis-33618	234	18	capable	capable	ADJ
bracis-33618	234	19	of	of	ADP
bracis-33618	234	20	recognizing	recognize	VERB
bracis-33618	234	21	features	feature	NOUN
bracis-33618	234	22	that	that	PRON
bracis-33618	234	23	end	end	VERB
bracis-33618	234	24	up	up	ADP
bracis-33618	234	25	discriminating	discriminate	VERB
bracis-33618	234	26	certain	certain	ADJ
bracis-33618	234	27	aspects	aspect	NOUN
bracis-33618	234	28	of	of	ADP
bracis-33618	234	29	the	the	DET
bracis-33618	234	30	underlying	underlie	VERB
bracis-33618	234	31	activities	activity	NOUN
bracis-33618	234	32	.	.	PUNCT
bracis-33618	235	1	finally	finally	ADV
bracis-33618	235	2	,	,	PUNCT
bracis-33618	235	3	as	as	SCONJ
bracis-33618	235	4	indicated	indicate	VERB
bracis-33618	235	5	by	by	ADP
bracis-33618	235	6	fig	fig	NOUN
bracis-33618	235	7	.	.	PUNCT
bracis-33618	235	8	 	 	SPACE
bracis-33618	236	1	4d	4d	NOUN
bracis-33618	236	2	,	,	PUNCT
bracis-33618	236	3	when	when	SCONJ
bracis-33618	236	4	we	we	PRON
bracis-33618	236	5	perform	perform	VERB
bracis-33618	236	6	a	a	DET
bracis-33618	236	7	fine	fine	ADV
bracis-33618	236	8	-	-	PUNCT
bracis-33618	236	9	tuning	tuning	NOUN
bracis-33618	236	10	of	of	ADP
bracis-33618	236	11	the	the	DET
bracis-33618	236	12	backbone	backbone	NOUN
bracis-33618	236	13	and	and	CCONJ
bracis-33618	236	14	projector	projector	NOUN
bracis-33618	236	15	using	use	VERB
bracis-33618	236	16	labeled	label	VERB
bracis-33618	236	17	samples	sample	NOUN
bracis-33618	236	18	,	,	PUNCT
bracis-33618	236	19	the	the	DET
bracis-33618	236	20	activities	activity	NOUN
bracis-33618	236	21	become	become	VERB
bracis-33618	236	22	even	even	ADV
bracis-33618	236	23	more	more	ADV
bracis-33618	236	24	separated	separate	VERB
bracis-33618	236	25	,	,	PUNCT
bracis-33618	236	26	with	with	ADP
bracis-33618	236	27	well	well	ADV
bracis-33618	236	28	-	-	PUNCT
bracis-33618	236	29	defined	define	VERB
bracis-33618	236	30	clusters	cluster	NOUN
bracis-33618	236	31	that	that	PRON
bracis-33618	236	32	could	could	AUX
bracis-33618	236	33	be	be	AUX
bracis-33618	236	34	more	more	ADV
bracis-33618	236	35	easily	easily	ADV
bracis-33618	236	36	identified	identify	VERB
bracis-33618	236	37	by	by	ADP
bracis-33618	236	38	machine	machine	NOUN
bracis-33618	236	39	learning	learning	NOUN
bracis-33618	236	40	methods	method	NOUN
bracis-33618	236	41	.	.	PUNCT
bracis-33618	237	1	5	5	NUM
bracis-33618	237	2	conclusions	conclusion	NOUN
bracis-33618	237	3	and	and	CCONJ
bracis-33618	237	4	 	 	SPACE
bracis-33618	237	5	future	future	ADJ
bracis-33618	237	6	work	work	NOUN
bracis-33618	237	7	our	our	PRON
bracis-33618	237	8	work	work	NOUN
bracis-33618	237	9	effectively	effectively	ADV
bracis-33618	237	10	utilizes	utilize	VERB
bracis-33618	237	11	the	the	DET
bracis-33618	237	12	tf	tf	PROPN
bracis-33618	237	13	-	-	PUNCT
bracis-33618	237	14	c	c	PROPN
bracis-33618	237	15	model	model	NOUN
bracis-33618	237	16	from	from	ADP
bracis-33618	237	17	original	original	ADJ
bracis-33618	237	18	authors	author	NOUN
bracis-33618	237	19	 	 	SPACE
bracis-33618	237	20	[	[	X
bracis-33618	237	21	28	28	NUM
bracis-33618	237	22	]	]	PUNCT
bracis-33618	237	23	to	to	PART
bracis-33618	237	24	test	test	VERB
bracis-33618	237	25	performance	performance	NOUN
bracis-33618	237	26	across	across	ADP
bracis-33618	237	27	various	various	ADJ
bracis-33618	237	28	amounts	amount	NOUN
bracis-33618	237	29	of	of	ADP
bracis-33618	237	30	training	training	NOUN
bracis-33618	237	31	data	datum	NOUN
bracis-33618	237	32	.	.	PUNCT
bracis-33618	238	1	the	the	DET
bracis-33618	238	2	tf	tf	PROPN
bracis-33618	238	3	-	-	PUNCT
bracis-33618	238	4	c	c	PROPN
bracis-33618	238	5	,	,	PUNCT
bracis-33618	238	6	exhibits	exhibit	VERB
bracis-33618	238	7	a	a	DET
bracis-33618	238	8	significant	significant	ADJ
bracis-33618	238	9	facility	facility	NOUN
bracis-33618	238	10	in	in	ADP
bracis-33618	238	11	solving	solve	VERB
bracis-33618	238	12	tasks	task	NOUN
bracis-33618	238	13	of	of	ADP
bracis-33618	238	14	time	time	NOUN
bracis-33618	238	15	series	series	NOUN
bracis-33618	238	16	in	in	ADP
bracis-33618	238	17	scenarios	scenario	NOUN
bracis-33618	238	18	with	with	ADP
bracis-33618	238	19	limited	limited	ADJ
bracis-33618	238	20	labeled	label	VERB
bracis-33618	238	21	data	datum	NOUN
bracis-33618	238	22	and	and	CCONJ
bracis-33618	238	23	an	an	DET
bracis-33618	238	24	abundance	abundance	NOUN
bracis-33618	238	25	of	of	ADP
bracis-33618	238	26	unlabeled	unlabeled	ADJ
bracis-33618	238	27	data	datum	NOUN
bracis-33618	238	28	.	.	PUNCT
bracis-33618	239	1	in	in	ADP
bracis-33618	239	2	scenarios	scenario	NOUN
bracis-33618	239	3	with	with	ADP
bracis-33618	239	4	large	large	ADJ
bracis-33618	239	5	labeled	label	VERB
bracis-33618	239	6	data	datum	NOUN
bracis-33618	239	7	,	,	PUNCT
bracis-33618	239	8	pretrained	pretraine	VERB
bracis-33618	239	9	and	and	CCONJ
bracis-33618	239	10	supervised	supervised	ADJ
bracis-33618	239	11	strategies	strategy	NOUN
bracis-33618	239	12	perform	perform	VERB
bracis-33618	239	13	equally	equally	ADV
bracis-33618	239	14	well	well	ADV
bracis-33618	239	15	,	,	PUNCT
bracis-33618	239	16	while	while	SCONJ
bracis-33618	239	17	with	with	ADP
bracis-33618	239	18	small	small	ADJ
bracis-33618	239	19	amount	amount	NOUN
bracis-33618	239	20	of	of	ADP
bracis-33618	239	21	data	datum	NOUN
bracis-33618	239	22	,	,	PUNCT
bracis-33618	239	23	there	there	PRON
bracis-33618	239	24	is	be	VERB
bracis-33618	239	25	a	a	DET
bracis-33618	239	26	tiny	tiny	ADJ
bracis-33618	239	27	difference	difference	NOUN
bracis-33618	239	28	between	between	ADP
bracis-33618	239	29	both	both	PRON
bracis-33618	239	30	,	,	PUNCT
bracis-33618	239	31	but	but	CCONJ
bracis-33618	239	32	a	a	DET
bracis-33618	239	33	significant	significant	ADJ
bracis-33618	239	34	difference	difference	NOUN
bracis-33618	239	35	between	between	ADP
bracis-33618	239	36	only	only	ADJ
bracis-33618	239	37	time	time	NOUN
bracis-33618	239	38	pipeline	pipeline	NOUN
bracis-33618	239	39	of	of	ADP
bracis-33618	239	40	supervised	supervised	ADJ
bracis-33618	239	41	tf	tf	PROPN
bracis-33618	239	42	-	-	PUNCT
bracis-33618	239	43	c.	c.	NOUN
bracis-33618	239	44	these	these	DET
bracis-33618	239	45	conclusions	conclusion	NOUN
bracis-33618	239	46	are	be	AUX
bracis-33618	239	47	specific	specific	ADJ
bracis-33618	239	48	to	to	ADP
bracis-33618	239	49	the	the	DET
bracis-33618	239	50	har	har	NOUN
bracis-33618	239	51	domain.the	domain.the	DET
bracis-33618	239	52	source	source	NOUN
bracis-33618	239	53	code	code	NOUN
bracis-33618	239	54	can	can	AUX
bracis-33618	239	55	be	be	AUX
bracis-33618	239	56	found	find	VERB
bracis-33618	239	57	at	at	ADP
bracis-33618	239	58	https://github.com/h-iaac/kr-papers-artifacts	https://github.com/h-iaac/kr-papers-artifact	NOUN
bracis-33618	239	59	.	.	PUNCT
bracis-33618	240	1	first	first	ADV
bracis-33618	240	2	,	,	PUNCT
bracis-33618	240	3	we	we	PRON
bracis-33618	240	4	conducted	conduct	VERB
bracis-33618	240	5	a	a	DET
bracis-33618	240	6	performance	performance	NOUN
bracis-33618	240	7	comparison	comparison	NOUN
bracis-33618	240	8	test	test	NOUN
bracis-33618	240	9	using	use	VERB
bracis-33618	240	10	varying	vary	VERB
bracis-33618	240	11	percentages	percentage	NOUN
bracis-33618	240	12	of	of	ADP
bracis-33618	240	13	the	the	DET
bracis-33618	240	14	dataset	dataset	NOUN
bracis-33618	240	15	,	,	PUNCT
bracis-33618	240	16	ranging	range	VERB
bracis-33618	240	17	from	from	ADP
bracis-33618	240	18	0.1	0.1	NUM
bracis-33618	240	19	%	%	NOUN
bracis-33618	240	20	to	to	PART
bracis-33618	240	21	100	100	NUM
bracis-33618	240	22	%	%	NOUN
bracis-33618	240	23	.	.	PUNCT
bracis-33618	241	1	remarkably	remarkably	ADV
bracis-33618	241	2	,	,	PUNCT
bracis-33618	241	3	even	even	ADV
bracis-33618	241	4	with	with	ADP
bracis-33618	241	5	just	just	ADV
bracis-33618	241	6	1	1	NUM
bracis-33618	241	7	%	%	NOUN
bracis-33618	241	8	of	of	ADP
bracis-33618	241	9	training	training	NOUN
bracis-33618	241	10	set	set	NOUN
bracis-33618	241	11	(	(	PUNCT
bracis-33618	241	12	42	42	NUM
bracis-33618	241	13	samples	sample	NOUN
bracis-33618	241	14	)	)	PUNCT
bracis-33618	241	15	we	we	PRON
bracis-33618	241	16	achieved	achieve	VERB
bracis-33618	241	17	an	an	DET
bracis-33618	241	18	accuracy	accuracy	NOUN
bracis-33618	241	19	of	of	ADP
bracis-33618	241	20	\(85.9\%\	\(85.9\%\	NOUN
bracis-33618	241	21	)	)	PUNCT
bracis-33618	241	22	.	.	PUNCT
bracis-33618	242	1	the	the	DET
bracis-33618	242	2	highest	high	ADJ
bracis-33618	242	3	accuracy	accuracy	NOUN
bracis-33618	242	4	achieved	achieve	VERB
bracis-33618	242	5	was	be	AUX
bracis-33618	242	6	\(95.6\%\	\(95.6\%\	VERB
bracis-33618	242	7	)	)	PUNCT
bracis-33618	242	8	using	use	VERB
bracis-33618	242	9	the	the	DET
bracis-33618	242	10	entire	entire	ADJ
bracis-33618	242	11	dataset	dataset	NOUN
bracis-33618	242	12	,	,	PUNCT
bracis-33618	242	13	comprising	comprise	VERB
bracis-33618	242	14	7350	7350	NUM
bracis-33618	242	15	samples	sample	NOUN
bracis-33618	242	16	.	.	PUNCT
bracis-33618	243	1	the	the	DET
bracis-33618	243	2	minimal	minimal	ADJ
bracis-33618	243	3	number	number	NOUN
bracis-33618	243	4	of	of	ADP
bracis-33618	243	5	samples	sample	NOUN
bracis-33618	243	6	to	to	PART
bracis-33618	243	7	obtain	obtain	VERB
bracis-33618	243	8	an	an	DET
bracis-33618	243	9	accuracy	accuracy	NOUN
bracis-33618	243	10	greater	great	ADJ
bracis-33618	243	11	than	than	ADP
bracis-33618	243	12	90	90	NUM
bracis-33618	243	13	%	%	NOUN
bracis-33618	243	14	was	be	AUX
bracis-33618	243	15	only	only	ADV
bracis-33618	243	16	126	126	NUM
bracis-33618	243	17	samples	sample	NOUN
bracis-33618	243	18	(	(	PUNCT
bracis-33618	243	19	0.2	0.2	NUM
bracis-33618	243	20	%	%	NOUN
bracis-33618	243	21	of	of	ADP
bracis-33618	243	22	dataset	dataset	NOUN
bracis-33618	243	23	)	)	PUNCT
bracis-33618	243	24	subsequently	subsequently	ADV
bracis-33618	243	25	,	,	PUNCT
bracis-33618	243	26	we	we	PRON
bracis-33618	243	27	compared	compare	VERB
bracis-33618	243	28	the	the	DET
bracis-33618	243	29	results	result	NOUN
bracis-33618	243	30	with	with	ADP
bracis-33618	243	31	supervised	supervised	ADJ
bracis-33618	243	32	cnns	cnn	NOUN
bracis-33618	243	33	,	,	PUNCT
bracis-33618	243	34	which	which	PRON
bracis-33618	243	35	showed	show	VERB
bracis-33618	243	36	a	a	DET
bracis-33618	243	37	significant	significant	ADJ
bracis-33618	243	38	performance	performance	NOUN
bracis-33618	243	39	drop	drop	NOUN
bracis-33618	243	40	in	in	ADP
bracis-33618	243	41	scenarios	scenario	NOUN
bracis-33618	243	42	with	with	ADP
bracis-33618	243	43	small	small	ADJ
bracis-33618	243	44	percentages	percentage	NOUN
bracis-33618	243	45	of	of	ADP
bracis-33618	243	46	the	the	DET
bracis-33618	243	47	dataset	dataset	NOUN
bracis-33618	243	48	.	.	PUNCT
bracis-33618	244	1	we	we	PRON
bracis-33618	244	2	can	can	AUX
bracis-33618	244	3	conclude	conclude	VERB
bracis-33618	244	4	that	that	SCONJ
bracis-33618	244	5	the	the	DET
bracis-33618	244	6	tf	tf	PROPN
bracis-33618	244	7	-	-	PUNCT
bracis-33618	244	8	c	c	NOUN
bracis-33618	244	9	technique	technique	NOUN
bracis-33618	244	10	with	with	ADP
bracis-33618	244	11	pretraining	pretraine	VERB
bracis-33618	244	12	is	be	AUX
bracis-33618	244	13	slightly	slightly	ADV
bracis-33618	244	14	advantageous	advantageous	ADJ
bracis-33618	244	15	in	in	ADP
bracis-33618	244	16	scenarios	scenario	NOUN
bracis-33618	244	17	with	with	ADP
bracis-33618	244	18	limited	limited	ADJ
bracis-33618	244	19	labeled	label	VERB
bracis-33618	244	20	data	datum	NOUN
bracis-33618	244	21	.	.	PUNCT
bracis-33618	245	1	except	except	SCONJ
bracis-33618	245	2	when	when	SCONJ
bracis-33618	245	3	compared	compare	VERB
bracis-33618	245	4	with	with	ADP
bracis-33618	245	5	the	the	DET
bracis-33618	245	6	complete	complete	ADJ
bracis-33618	245	7	frequency	frequency	NOUN
bracis-33618	245	8	pipeline	pipeline	NOUN
bracis-33618	245	9	.	.	PUNCT
bracis-33618	246	1	analyzing	analyze	VERB
bracis-33618	246	2	the	the	DET
bracis-33618	246	3	latent	latent	NOUN
bracis-33618	246	4	space	space	NOUN
bracis-33618	246	5	,	,	PUNCT
bracis-33618	246	6	we	we	PRON
bracis-33618	246	7	conclude	conclude	VERB
bracis-33618	246	8	that	that	SCONJ
bracis-33618	246	9	tf	tf	PROPN
bracis-33618	246	10	-	-	PUNCT
bracis-33618	246	11	c	c	PROPN
bracis-33618	246	12	has	have	VERB
bracis-33618	246	13	a	a	DET
bracis-33618	246	14	great	great	ADJ
bracis-33618	246	15	ability	ability	NOUN
bracis-33618	246	16	to	to	PART
bracis-33618	246	17	combine	combine	VERB
bracis-33618	246	18	frequency	frequency	NOUN
bracis-33618	246	19	and	and	CCONJ
bracis-33618	246	20	temporal	temporal	ADJ
bracis-33618	246	21	features	feature	NOUN
bracis-33618	246	22	and	and	CCONJ
bracis-33618	246	23	work	work	VERB
bracis-33618	246	24	well	well	ADV
bracis-33618	246	25	in	in	ADP
bracis-33618	246	26	different	different	ADJ
bracis-33618	246	27	domains	domain	NOUN
bracis-33618	246	28	,	,	PUNCT
bracis-33618	246	29	but	but	CCONJ
bracis-33618	246	30	do	do	AUX
bracis-33618	246	31	not	not	PART
bracis-33618	246	32	help	help	VERB
bracis-33618	246	33	a	a	DET
bracis-33618	246	34	lot	lot	NOUN
bracis-33618	246	35	when	when	SCONJ
bracis-33618	246	36	the	the	DET
bracis-33618	246	37	downstream	downstream	ADJ
bracis-33618	246	38	and	and	CCONJ
bracis-33618	246	39	fine	fine	ADJ
bracis-33618	246	40	-	-	PUNCT
bracis-33618	246	41	tune	tune	NOUN
bracis-33618	246	42	tasks	task	NOUN
bracis-33618	246	43	were	be	AUX
bracis-33618	246	44	in	in	ADP
bracis-33618	246	45	the	the	DET
bracis-33618	246	46	same	same	ADJ
bracis-33618	246	47	dataset	dataset	NOUN
bracis-33618	246	48	.	.	PUNCT
bracis-33618	247	1	in	in	ADP
bracis-33618	247	2	these	these	DET
bracis-33618	247	3	cases	case	NOUN
bracis-33618	247	4	,	,	PUNCT
bracis-33618	247	5	the	the	DET
bracis-33618	247	6	backbone	backbone	NOUN
bracis-33618	247	7	after	after	ADP
bracis-33618	247	8	fine	fine	ADJ
bracis-33618	247	9	-	-	PUNCT
bracis-33618	247	10	tune	tune	NOUN
bracis-33618	247	11	produces	produce	VERB
bracis-33618	247	12	very	very	ADV
bracis-33618	247	13	relevant	relevant	ADJ
bracis-33618	247	14	features	feature	NOUN
bracis-33618	247	15	to	to	ADP
bracis-33618	247	16	the	the	DET
bracis-33618	247	17	target	target	NOUN
bracis-33618	247	18	task	task	NOUN
bracis-33618	247	19	and	and	CCONJ
bracis-33618	247	20	separate	separate	VERB
bracis-33618	247	21	the	the	DET
bracis-33618	247	22	data	datum	NOUN
bracis-33618	247	23	in	in	ADP
bracis-33618	247	24	distinctive	distinctive	ADJ
bracis-33618	247	25	clusters	cluster	NOUN
bracis-33618	247	26	based	base	VERB
bracis-33618	247	27	on	on	ADP
bracis-33618	247	28	their	their	PRON
bracis-33618	247	29	labels	label	NOUN
bracis-33618	247	30	.	.	PUNCT
bracis-33618	248	1	this	this	DET
bracis-33618	248	2	work	work	NOUN
bracis-33618	248	3	demonstrates	demonstrate	VERB
bracis-33618	248	4	the	the	DET
bracis-33618	248	5	potential	potential	NOUN
bracis-33618	248	6	of	of	ADP
bracis-33618	248	7	using	use	VERB
bracis-33618	248	8	har	har	NOUN
bracis-33618	248	9	datasets	dataset	NOUN
bracis-33618	248	10	in	in	ADP
bracis-33618	248	11	downstream	downstream	ADJ
bracis-33618	248	12	tasks	task	NOUN
bracis-33618	248	13	of	of	ADP
bracis-33618	248	14	tf	tf	PROPN
bracis-33618	248	15	-	-	PUNCT
bracis-33618	248	16	c	c	PROPN
bracis-33618	248	17	using	use	VERB
bracis-33618	248	18	a	a	DET
bracis-33618	248	19	pre	pre	ADJ
bracis-33618	248	20	-	-	ADJ
bracis-33618	248	21	trained	train	VERB
bracis-33618	248	22	model	model	NOUN
bracis-33618	248	23	with	with	ADP
bracis-33618	248	24	same	same	ADJ
bracis-33618	248	25	kind	kind	NOUN
bracis-33618	248	26	of	of	ADP
bracis-33618	248	27	data	datum	NOUN
bracis-33618	248	28	,	,	PUNCT
bracis-33618	248	29	achieving	achieve	VERB
bracis-33618	248	30	an	an	DET
bracis-33618	248	31	accuracy	accuracy	NOUN
bracis-33618	248	32	of	of	ADP
bracis-33618	248	33	95.6	95.6	NUM
bracis-33618	248	34	%	%	NOUN
bracis-33618	248	35	when	when	SCONJ
bracis-33618	248	36	utilizing	utilize	VERB
bracis-33618	248	37	the	the	DET
bracis-33618	248	38	entire	entire	ADJ
bracis-33618	248	39	training	training	NOUN
bracis-33618	248	40	dataset	dataset	NOUN
bracis-33618	248	41	for	for	ADP
bracis-33618	248	42	fine	fine	ADV
bracis-33618	248	43	-	-	PUNCT
bracis-33618	248	44	tuning	tuning	NOUN
bracis-33618	248	45	.	.	PUNCT
bracis-33618	249	1	even	even	ADV
bracis-33618	249	2	with	with	ADP
bracis-33618	249	3	just	just	ADV
bracis-33618	249	4	42	42	NUM
bracis-33618	249	5	samples	sample	NOUN
bracis-33618	249	6	of	of	ADP
bracis-33618	249	7	the	the	DET
bracis-33618	249	8	training	training	NOUN
bracis-33618	249	9	dataset	dataset	NOUN
bracis-33618	249	10	,	,	PUNCT
bracis-33618	249	11	our	our	PRON
bracis-33618	249	12	approach	approach	NOUN
bracis-33618	249	13	achieves	achieve	VERB
bracis-33618	249	14	an	an	DET
bracis-33618	249	15	accuracy	accuracy	NOUN
bracis-33618	249	16	of	of	ADP
bracis-33618	249	17	85.9	85.9	NUM
bracis-33618	249	18	%	%	NOUN
bracis-33618	249	19	.	.	PUNCT
bracis-33618	250	1	this	this	DET
bracis-33618	250	2	highlights	highlight	VERB
bracis-33618	250	3	the	the	DET
bracis-33618	250	4	effectiveness	effectiveness	NOUN
bracis-33618	250	5	of	of	ADP
bracis-33618	250	6	classifying	classify	VERB
bracis-33618	250	7	human	human	ADJ
bracis-33618	250	8	activity	activity	NOUN
bracis-33618	250	9	recognition	recognition	NOUN
bracis-33618	250	10	data	datum	NOUN
bracis-33618	250	11	using	use	VERB
bracis-33618	250	12	tf	tf	PROPN
bracis-33618	250	13	-	-	PUNCT
bracis-33618	250	14	c	c	PROPN
bracis-33618	250	15	,	,	PUNCT
bracis-33618	250	16	surpassing	surpass	VERB
bracis-33618	250	17	the	the	DET
bracis-33618	250	18	performance	performance	NOUN
bracis-33618	250	19	of	of	ADP
bracis-33618	250	20	individual	individual	ADJ
bracis-33618	250	21	supervised	supervise	VERB
bracis-33618	250	22	cnns	cnn	NOUN
bracis-33618	250	23	with	with	ADP
bracis-33618	250	24	same	same	ADJ
bracis-33618	250	25	architecture	architecture	NOUN
bracis-33618	250	26	.	.	PUNCT
bracis-33618	251	1	for	for	ADP
bracis-33618	251	2	future	future	ADJ
bracis-33618	251	3	work	work	NOUN
bracis-33618	251	4	,	,	PUNCT
bracis-33618	251	5	we	we	PRON
bracis-33618	251	6	aim	aim	VERB
bracis-33618	251	7	at	at	ADP
bracis-33618	251	8	expanding	expand	VERB
bracis-33618	251	9	the	the	DET
bracis-33618	251	10	analysis	analysis	NOUN
bracis-33618	251	11	of	of	ADP
bracis-33618	251	12	tf	tf	PROPN
bracis-33618	251	13	-	-	PUNCT
bracis-33618	251	14	c	c	NOUN
bracis-33618	251	15	considering	consider	VERB
bracis-33618	251	16	other	other	ADJ
bracis-33618	251	17	har	har	NOUN
bracis-33618	251	18	datasets	dataset	NOUN
bracis-33618	251	19	,	,	PUNCT
bracis-33618	251	20	as	as	ADV
bracis-33618	251	21	well	well	ADV
bracis-33618	251	22	as	as	ADP
bracis-33618	251	23	the	the	DET
bracis-33618	251	24	impact	impact	NOUN
bracis-33618	251	25	of	of	ADP
bracis-33618	251	26	tf	tf	PROPN
bracis-33618	251	27	-	-	PUNCT
bracis-33618	251	28	c	c	NOUN
bracis-33618	251	29	pretraining	pretraine	VERB
bracis-33618	251	30	for	for	ADP
bracis-33618	251	31	cross	cross	ADJ
bracis-33618	251	32	-	-	ADJ
bracis-33618	251	33	dataset	dataset	ADJ
bracis-33618	251	34	scenarios	scenario	NOUN
bracis-33618	251	35	,	,	PUNCT
bracis-33618	251	36	in	in	ADP
bracis-33618	251	37	addition	addition	NOUN
bracis-33618	251	38	to	to	ADP
bracis-33618	251	39	investigating	investigate	VERB
bracis-33618	251	40	the	the	DET
bracis-33618	251	41	effects	effect	NOUN
bracis-33618	251	42	of	of	ADP
bracis-33618	251	43	different	different	ADJ
bracis-33618	251	44	architectures	architecture	NOUN
bracis-33618	251	45	on	on	ADP
bracis-33618	251	46	tf	tf	PROPN
bracis-33618	251	47	-	-	PUNCT
bracis-33618	251	48	c	c	NOUN
bracis-33618	251	49	references	reference	NOUN
bracis-33618	251	50	andrzejak	andrzejak	PROPN
bracis-33618	251	51	,	,	PUNCT
bracis-33618	251	52	r.g	r.g	PROPN
bracis-33618	251	53	.	.	PROPN
bracis-33618	251	54	,	,	PUNCT
bracis-33618	251	55	lehnertz	lehnertz	PROPN
bracis-33618	251	56	,	,	PUNCT
bracis-33618	251	57	k.	k.	PROPN
bracis-33618	251	58	,	,	PUNCT
bracis-33618	251	59	mormann	mormann	PROPN
bracis-33618	251	60	,	,	PUNCT
bracis-33618	251	61	f.	f.	PROPN
bracis-33618	251	62	,	,	PUNCT
bracis-33618	251	63	rieke	rieke	ADJ
bracis-33618	251	64	,	,	PUNCT
bracis-33618	251	65	c.	c.	PROPN
bracis-33618	251	66	,	,	PUNCT
bracis-33618	251	67	david	david	PROPN
bracis-33618	251	68	,	,	PUNCT
bracis-33618	251	69	p.	p.	PROPN
bracis-33618	251	70	,	,	PUNCT
bracis-33618	251	71	elger	elger	PROPN
bracis-33618	251	72	,	,	PUNCT
bracis-33618	251	73	c.e	c.e	PROPN
bracis-33618	251	74	.	.	PROPN
bracis-33618	251	75	:	:	PUNCT
bracis-33618	252	1	indications	indication	NOUN
bracis-33618	252	2	of	of	ADP
bracis-33618	252	3	nonlinear	nonlinear	ADJ
bracis-33618	252	4	deterministic	deterministic	ADJ
bracis-33618	252	5	and	and	CCONJ
bracis-33618	252	6	finite	finite	ADJ
bracis-33618	252	7	-	-	ADJ
bracis-33618	252	8	dimensional	dimensional	ADJ
bracis-33618	252	9	structures	structure	NOUN
bracis-33618	252	10	in	in	ADP
bracis-33618	252	11	time	time	NOUN
bracis-33618	252	12	series	series	NOUN
bracis-33618	252	13	of	of	ADP
bracis-33618	252	14	brain	brain	NOUN
bracis-33618	252	15	electrical	electrical	ADJ
bracis-33618	252	16	activity	activity	NOUN
bracis-33618	252	17	:	:	PUNCT
bracis-33618	252	18	dependence	dependence	NOUN
bracis-33618	252	19	on	on	ADP
bracis-33618	252	20	recording	recording	NOUN
bracis-33618	252	21	region	region	NOUN
bracis-33618	252	22	and	and	CCONJ
bracis-33618	252	23	brain	brain	NOUN
bracis-33618	252	24	state	state	NOUN
bracis-33618	252	25	.	.	PUNCT
bracis-33618	253	1	phys	phy	NOUN
bracis-33618	253	2	.	.	PUNCT
bracis-33618	254	1	rev	rev	PROPN
bracis-33618	254	2	.	.	PUNCT
bracis-33618	255	1	e	e	PROPN
bracis-33618	255	2	64	64	NUM
bracis-33618	255	3	,	,	PUNCT
bracis-33618	255	4	061907	061907	NUM
bracis-33618	255	5	(	(	PUNCT
bracis-33618	255	6	2001	2001	NUM
bracis-33618	255	7	)	)	PUNCT
bracis-33618	255	8	.	.	PUNCT
bracis-33618	256	1	https://doi.org/10.1103/physreve.64.061907	https://doi.org/10.1103/physreve.64.061907	PROPN
bracis-33618	256	2	article	article	PROPN
bracis-33618	256	3	  	  	SPACE
bracis-33618	256	4	math	math	NOUN
bracis-33618	256	5	  	  	SPACE
bracis-33618	256	6	google	google	PROPN
bracis-33618	256	7	scholar	scholar	NOUN
bracis-33618	256	8	  	  	SPACE
bracis-33618	256	9	anguita	anguita	NOUN
bracis-33618	256	10	,	,	PUNCT
bracis-33618	256	11	d.	d.	PROPN
bracis-33618	256	12	,	,	PUNCT
bracis-33618	256	13	ghio	ghio	PROPN
bracis-33618	256	14	,	,	PUNCT
bracis-33618	256	15	a.	a.	NOUN
bracis-33618	256	16	,	,	PUNCT
bracis-33618	256	17	oneto	oneto	PROPN
bracis-33618	256	18	,	,	PUNCT
bracis-33618	256	19	l.	l.	PROPN
bracis-33618	256	20	,	,	PUNCT
bracis-33618	256	21	parra	parra	PROPN
bracis-33618	256	22	,	,	PUNCT
bracis-33618	256	23	x.	x.	PROPN
bracis-33618	256	24	,	,	PUNCT
bracis-33618	256	25	reyes	reyes	PROPN
bracis-33618	256	26	-	-	PUNCT
bracis-33618	256	27	ortiz	ortiz	PROPN
bracis-33618	256	28	,	,	PUNCT
bracis-33618	256	29	j.l	j.l	PROPN
bracis-33618	256	30	.	.	PROPN
bracis-33618	256	31	,	,	PUNCT
bracis-33618	256	32	et	et	PROPN
bracis-33618	256	33	 	 	SPACE
bracis-33618	256	34	al	al	PROPN
bracis-33618	256	35	.	.	PROPN
bracis-33618	256	36	:	:	PUNCT
bracis-33618	257	1	a	a	DET
bracis-33618	257	2	public	public	ADJ
bracis-33618	257	3	domain	domain	NOUN
bracis-33618	257	4	dataset	dataset	VERB
bracis-33618	257	5	for	for	ADP
bracis-33618	257	6	human	human	ADJ
bracis-33618	257	7	activity	activity	NOUN
bracis-33618	257	8	recognition	recognition	NOUN
bracis-33618	257	9	using	use	VERB
bracis-33618	257	10	smartphones	smartphone	NOUN
bracis-33618	257	11	.	.	PUNCT
bracis-33618	258	1	in	in	ADP
bracis-33618	258	2	:	:	PUNCT
bracis-33618	258	3	esann	esann	PROPN
bracis-33618	258	4	,	,	PUNCT
bracis-33618	258	5	vol	vol	NOUN
bracis-33618	258	6	.	.	PUNCT
bracis-33618	258	7	 	 	SPACE
bracis-33618	258	8	3	3	NUM
bracis-33618	258	9	,	,	PUNCT
bracis-33618	258	10	p.	p.	NOUN
bracis-33618	258	11	 	 	SPACE
bracis-33618	258	12	3	3	NUM
bracis-33618	258	13	(	(	PUNCT
bracis-33618	258	14	2013	2013	NUM
bracis-33618	258	15	)	)	PUNCT
bracis-33618	258	16	google	google	PROPN
bracis-33618	258	17	scholar	scholar	NOUN
bracis-33618	258	18	  	  	SPACE
bracis-33618	258	19	caron	caron	PROPN
bracis-33618	258	20	,	,	PUNCT
bracis-33618	258	21	m.	m.	NOUN
bracis-33618	258	22	,	,	PUNCT
bracis-33618	258	23	misra	misra	PROPN
bracis-33618	258	24	,	,	PUNCT
bracis-33618	258	25	i.	i.	NOUN
bracis-33618	258	26	,	,	PUNCT
bracis-33618	258	27	mairal	mairal	ADJ
bracis-33618	258	28	,	,	PUNCT
bracis-33618	258	29	j.	j.	PROPN
bracis-33618	258	30	,	,	PUNCT
bracis-33618	258	31	goyal	goyal	PROPN
bracis-33618	258	32	,	,	PUNCT
bracis-33618	258	33	p.	p.	NOUN
bracis-33618	258	34	,	,	PUNCT
bracis-33618	258	35	bojanowski	bojanowski	ADJ
bracis-33618	258	36	,	,	PUNCT
bracis-33618	258	37	p.	p.	PROPN
bracis-33618	258	38	,	,	PUNCT
bracis-33618	258	39	joulin	joulin	PROPN
bracis-33618	258	40	,	,	PUNCT
bracis-33618	258	41	a.	a.	NOUN
bracis-33618	258	42	:	:	PUNCT
bracis-33618	258	43	unsupervised	unsupervised	ADJ
bracis-33618	258	44	learning	learning	NOUN
bracis-33618	258	45	of	of	ADP
bracis-33618	258	46	visual	visual	ADJ
bracis-33618	258	47	features	feature	NOUN
bracis-33618	258	48	by	by	ADP
bracis-33618	258	49	contrasting	contrast	VERB
bracis-33618	258	50	cluster	cluster	NOUN
bracis-33618	258	51	assignments	assignment	NOUN
bracis-33618	258	52	.	.	PUNCT
bracis-33618	259	1	adv	adv	PROPN
bracis-33618	259	2	.	.	PUNCT
bracis-33618	259	3	neural	neural	PROPN
bracis-33618	259	4	.	.	PUNCT
bracis-33618	260	1	inf	inf	PROPN
bracis-33618	260	2	.	.	PROPN
bracis-33618	260	3	process	process	NOUN
bracis-33618	260	4	.	.	PUNCT
bracis-33618	261	1	syst	syst	PROPN
bracis-33618	261	2	.	.	PUNCT
bracis-33618	262	1	33	33	NUM
bracis-33618	262	2	,	,	PUNCT
bracis-33618	262	3	9912–9924	9912–9924	NUM
bracis-33618	262	4	(	(	PUNCT
bracis-33618	262	5	2020	2020	NUM
bracis-33618	262	6	)	)	PUNCT
bracis-33618	262	7	google	google	PROPN
bracis-33618	262	8	scholar	scholar	NOUN
bracis-33618	262	9	  	  	SPACE
bracis-33618	262	10	challa	challa	NOUN
bracis-33618	262	11	,	,	PUNCT
bracis-33618	262	12	s.k	s.k	PROPN
bracis-33618	262	13	.	.	PROPN
bracis-33618	262	14	,	,	PUNCT
bracis-33618	262	15	kumar	kumar	PROPN
bracis-33618	262	16	,	,	PUNCT
bracis-33618	262	17	a.	a.	PROPN
bracis-33618	262	18	,	,	PUNCT
bracis-33618	262	19	semwal	semwal	NOUN
bracis-33618	262	20	,	,	PUNCT
bracis-33618	262	21	v.b	v.b	PROPN
bracis-33618	262	22	.	.	PROPN
bracis-33618	262	23	:	:	PUNCT
bracis-33618	263	1	a	a	DET
bracis-33618	263	2	multibranch	multibranch	ADJ
bracis-33618	263	3	cnn	cnn	PROPN
bracis-33618	263	4	-	-	PUNCT
bracis-33618	263	5	bilstm	bilstm	NOUN
bracis-33618	263	6	model	model	NOUN
bracis-33618	263	7	for	for	ADP
bracis-33618	263	8	human	human	ADJ
bracis-33618	263	9	activity	activity	NOUN
bracis-33618	263	10	recognition	recognition	NOUN
bracis-33618	263	11	using	use	VERB
bracis-33618	263	12	wearable	wearable	ADJ
bracis-33618	263	13	sensor	sensor	NOUN
bracis-33618	263	14	data	datum	NOUN
bracis-33618	263	15	.	.	PUNCT
bracis-33618	264	1	vis	vis	X
bracis-33618	264	2	.	.	PUNCT
bracis-33618	264	3	comput	comput	NOUN
bracis-33618	264	4	.	.	PUNCT
bracis-33618	265	1	38(12	38(12	NUM
bracis-33618	265	2	)	)	PUNCT
bracis-33618	265	3	,	,	PUNCT
bracis-33618	265	4	4095–4109	4095–4109	NUM
bracis-33618	265	5	(	(	PUNCT
bracis-33618	265	6	2022	2022	NUM
bracis-33618	265	7	)	)	PUNCT
bracis-33618	265	8	article	article	NOUN
bracis-33618	265	9	  	  	SPACE
bracis-33618	265	10	math	math	NOUN
bracis-33618	265	11	  	  	SPACE
bracis-33618	265	12	google	google	PROPN
bracis-33618	265	13	scholar	scholar	NOUN
bracis-33618	265	14	  	  	SPACE
bracis-33618	265	15	chen	chen	PROPN
bracis-33618	265	16	,	,	PUNCT
bracis-33618	265	17	t.	t.	PROPN
bracis-33618	265	18	,	,	PUNCT
bracis-33618	265	19	kornblith	kornblith	PROPN
bracis-33618	265	20	,	,	PUNCT
bracis-33618	265	21	s.	s.	PROPN
bracis-33618	265	22	,	,	PUNCT
bracis-33618	265	23	norouzi	norouzi	PROPN
bracis-33618	265	24	,	,	PUNCT
bracis-33618	265	25	m.	m.	NOUN
bracis-33618	265	26	,	,	PUNCT
bracis-33618	265	27	hinton	hinton	PROPN
bracis-33618	265	28	,	,	PUNCT
bracis-33618	265	29	g.	g.	PROPN
bracis-33618	265	30	:	:	PUNCT
bracis-33618	265	31	simclr	simclr	NOUN
bracis-33618	265	32	:	:	PUNCT
bracis-33618	265	33	a	a	DET
bracis-33618	265	34	simple	simple	ADJ
bracis-33618	265	35	framework	framework	NOUN
bracis-33618	265	36	for	for	ADP
bracis-33618	265	37	contrastive	contrastive	ADJ
bracis-33618	265	38	learning	learning	NOUN
bracis-33618	265	39	of	of	ADP
bracis-33618	265	40	visual	visual	ADJ
bracis-33618	265	41	representations	representation	NOUN
bracis-33618	265	42	.	.	PUNCT
bracis-33618	266	1	in	in	ADP
bracis-33618	266	2	:	:	PUNCT
bracis-33618	266	3	international	international	ADJ
bracis-33618	266	4	conference	conference	NOUN
bracis-33618	266	5	on	on	ADP
bracis-33618	266	6	learning	learn	VERB
bracis-33618	266	7	representations	representation	NOUN
bracis-33618	266	8	,	,	PUNCT
bracis-33618	266	9	vol	vol	NOUN
bracis-33618	266	10	.	.	PUNCT
bracis-33618	266	11	 	 	SPACE
bracis-33618	266	12	2	2	NUM
bracis-33618	266	13	,	,	PUNCT
bracis-33618	266	14	p.	p.	NOUN
bracis-33618	266	15	 	 	SPACE
bracis-33618	266	16	4	4	NUM
bracis-33618	266	17	(	(	PUNCT
bracis-33618	266	18	2020	2020	NUM
bracis-33618	266	19	)	)	PUNCT
bracis-33618	266	20	google	google	PROPN
bracis-33618	266	21	scholar	scholar	NOUN
bracis-33618	266	22	  	  	SPACE
bracis-33618	266	23	chen	chen	PROPN
bracis-33618	266	24	,	,	PUNCT
bracis-33618	266	25	x.	x.	PROPN
bracis-33618	266	26	,	,	PUNCT
bracis-33618	266	27	he	he	PRON
bracis-33618	266	28	,	,	PUNCT
bracis-33618	266	29	k.	k.	PROPN
bracis-33618	266	30	:	:	PUNCT
bracis-33618	266	31	exploring	explore	VERB
bracis-33618	266	32	simple	simple	ADJ
bracis-33618	266	33	siamese	siamese	ADJ
bracis-33618	266	34	representation	representation	NOUN
bracis-33618	266	35	learning	learning	NOUN
bracis-33618	266	36	.	.	PUNCT
bracis-33618	267	1	in	in	ADP
bracis-33618	267	2	:	:	PUNCT
bracis-33618	267	3	proceedings	proceeding	NOUN
bracis-33618	267	4	of	of	ADP
bracis-33618	267	5	the	the	DET
bracis-33618	267	6	ieee	ieee	NOUN
bracis-33618	267	7	/	/	SYM
bracis-33618	267	8	cvf	cvf	NOUN
bracis-33618	267	9	conference	conference	NOUN
bracis-33618	267	10	on	on	ADP
bracis-33618	267	11	computer	computer	NOUN
bracis-33618	267	12	vision	vision	NOUN
bracis-33618	267	13	and	and	CCONJ
bracis-33618	267	14	pattern	pattern	NOUN
bracis-33618	267	15	recognition	recognition	NOUN
bracis-33618	267	16	,	,	PUNCT
bracis-33618	267	17	pp	pp	PROPN
bracis-33618	267	18	.	.	PUNCT
bracis-33618	268	1	15750–15758	15750–15758	NUM
bracis-33618	268	2	(	(	PUNCT
bracis-33618	268	3	2021	2021	NUM
bracis-33618	268	4	)	)	PUNCT
bracis-33618	268	5	google	google	NOUN
bracis-33618	268	6	scholar	scholar	NOUN
bracis-33618	268	7	  	  	SPACE
bracis-33618	268	8	cho	cho	PROPN
bracis-33618	268	9	,	,	PUNCT
bracis-33618	268	10	h.	h.	PROPN
bracis-33618	268	11	,	,	PUNCT
bracis-33618	268	12	yoon	yoon	PROPN
bracis-33618	268	13	,	,	PUNCT
bracis-33618	268	14	s.m	s.m	PROPN
bracis-33618	268	15	.	.	PROPN
bracis-33618	268	16	:	:	PUNCT
bracis-33618	269	1	divide	divide	VERB
bracis-33618	269	2	and	and	CCONJ
bracis-33618	269	3	conquer	conquer	NOUN
bracis-33618	269	4	-	-	PUNCT
bracis-33618	269	5	based	base	VERB
bracis-33618	269	6	1d	1d	PROPN
bracis-33618	269	7	cnn	cnn	PROPN
bracis-33618	269	8	human	human	ADJ
bracis-33618	269	9	activity	activity	NOUN
bracis-33618	269	10	recognition	recognition	NOUN
bracis-33618	269	11	using	use	VERB
bracis-33618	269	12	test	test	NOUN
bracis-33618	269	13	data	datum	NOUN
bracis-33618	269	14	sharpening	sharpening	NOUN
bracis-33618	269	15	.	.	PUNCT
bracis-33618	270	1	sensors	sensor	NOUN
bracis-33618	270	2	18(4	18(4	NUM
bracis-33618	270	3	)	)	PUNCT
bracis-33618	270	4	,	,	PUNCT
bracis-33618	270	5	1055	1055	NUM
bracis-33618	270	6	(	(	PUNCT
bracis-33618	270	7	2018	2018	NUM
bracis-33618	270	8	)	)	PUNCT
bracis-33618	270	9	article	article	NOUN
bracis-33618	270	10	  	  	SPACE
bracis-33618	270	11	math	math	NOUN
bracis-33618	270	12	  	  	SPACE
bracis-33618	270	13	google	google	PROPN
bracis-33618	270	14	scholar	scholar	NOUN
bracis-33618	270	15	  	  	SPACE
bracis-33618	270	16	dong	dong	NOUN
bracis-33618	270	17	,	,	PUNCT
bracis-33618	270	18	j.	j.	PROPN
bracis-33618	270	19	,	,	PUNCT
bracis-33618	270	20	wu	wu	PROPN
bracis-33618	270	21	,	,	PUNCT
bracis-33618	270	22	h.	h.	PROPN
bracis-33618	270	23	,	,	PUNCT
bracis-33618	270	24	zhang	zhang	PROPN
bracis-33618	270	25	,	,	PUNCT
bracis-33618	270	26	h.	h.	PROPN
bracis-33618	270	27	,	,	PUNCT
bracis-33618	270	28	zhang	zhang	PROPN
bracis-33618	270	29	,	,	PUNCT
bracis-33618	270	30	l.	l.	PROPN
bracis-33618	270	31	,	,	PUNCT
bracis-33618	270	32	wang	wang	PROPN
bracis-33618	270	33	,	,	PUNCT
bracis-33618	270	34	j.	j.	PROPN
bracis-33618	270	35	,	,	PUNCT
bracis-33618	270	36	long	long	ADV
bracis-33618	270	37	,	,	PUNCT
bracis-33618	270	38	m.	m.	NOUN
bracis-33618	270	39	:	:	PUNCT
bracis-33618	270	40	simmtm	simmtm	VERB
bracis-33618	270	41	:	:	PUNCT
bracis-33618	270	42	a	a	DET
bracis-33618	270	43	simple	simple	ADJ
bracis-33618	270	44	pre	pre	ADJ
bracis-33618	270	45	-	-	ADJ
bracis-33618	270	46	training	training	ADJ
bracis-33618	270	47	framework	framework	NOUN
bracis-33618	270	48	for	for	ADP
bracis-33618	270	49	masked	mask	VERB
bracis-33618	270	50	time	time	NOUN
bracis-33618	270	51	-	-	PUNCT
bracis-33618	270	52	series	series	NOUN
bracis-33618	270	53	modeling	modeling	NOUN
bracis-33618	270	54	.	.	PUNCT
bracis-33618	271	1	adv	adv	PROPN
bracis-33618	271	2	.	.	PUNCT
bracis-33618	271	3	neural	neural	ADJ
bracis-33618	271	4	info	info	NOUN
bracis-33618	271	5	.	.	PUNCT
bracis-33618	271	6	process	process	NOUN
bracis-33618	271	7	.	.	PUNCT
bracis-33618	272	1	syst	syst	PROPN
bracis-33618	272	2	.	.	PUNCT
bracis-33618	273	1	36	36	NUM
bracis-33618	273	2	(	(	PUNCT
bracis-33618	273	3	2024	2024	NUM
bracis-33618	273	4	)	)	PUNCT
bracis-33618	273	5	google	google	NOUN
bracis-33618	273	6	scholar	scholar	NOUN
bracis-33618	273	7	  	  	SPACE
bracis-33618	273	8	grill	grill	NOUN
bracis-33618	273	9	,	,	PUNCT
bracis-33618	273	10	j.b	j.b	PROPN
bracis-33618	273	11	.	.	PUNCT
bracis-33618	273	12	:	:	PUNCT
bracis-33618	273	13	bootstrap	bootstrap	VERB
bracis-33618	273	14	your	your	PRON
bracis-33618	273	15	own	own	ADJ
bracis-33618	273	16	latent	latent	NOUN
bracis-33618	273	17	-	-	PUNCT
bracis-33618	273	18	a	a	DET
bracis-33618	273	19	new	new	ADJ
bracis-33618	273	20	approach	approach	NOUN
bracis-33618	273	21	to	to	ADP
bracis-33618	273	22	self	self	NOUN
bracis-33618	273	23	-	-	PUNCT
bracis-33618	273	24	supervised	supervise	VERB
bracis-33618	273	25	learning	learning	NOUN
bracis-33618	273	26	.	.	PUNCT
bracis-33618	274	1	adv	adv	PROPN
bracis-33618	274	2	.	.	PUNCT
bracis-33618	274	3	neural	neural	PROPN
bracis-33618	274	4	.	.	PUNCT
bracis-33618	275	1	inf	inf	PROPN
bracis-33618	275	2	.	.	PROPN
bracis-33618	275	3	process	process	NOUN
bracis-33618	275	4	.	.	PUNCT
bracis-33618	276	1	syst	syst	PROPN
bracis-33618	276	2	.	.	PUNCT
bracis-33618	277	1	33	33	NUM
bracis-33618	277	2	,	,	PUNCT
bracis-33618	277	3	21271–21284	21271–21284	NUM
bracis-33618	277	4	(	(	PUNCT
bracis-33618	277	5	2020	2020	NUM
bracis-33618	277	6	)	)	PUNCT
bracis-33618	277	7	math	math	NOUN
bracis-33618	277	8	  	  	SPACE
bracis-33618	277	9	google	google	PROPN
bracis-33618	277	10	scholar	scholar	NOUN
bracis-33618	277	11	  	  	SPACE
bracis-33618	277	12	guo	guo	PROPN
bracis-33618	277	13	,	,	PUNCT
bracis-33618	277	14	c.	c.	PROPN
bracis-33618	277	15	,	,	PUNCT
bracis-33618	277	16	zhang	zhang	PROPN
bracis-33618	277	17	,	,	PUNCT
bracis-33618	277	18	y.	y.	PROPN
bracis-33618	277	19	,	,	PUNCT
bracis-33618	277	20	chen	chen	PROPN
bracis-33618	277	21	,	,	PUNCT
bracis-33618	277	22	y.	y.	PROPN
bracis-33618	277	23	,	,	PUNCT
bracis-33618	277	24	xu	xu	PROPN
bracis-33618	277	25	,	,	PUNCT
bracis-33618	277	26	c.	c.	PROPN
bracis-33618	277	27	,	,	PUNCT
bracis-33618	277	28	wang	wang	PROPN
bracis-33618	277	29	,	,	PUNCT
bracis-33618	277	30	z.	z.	PROPN
bracis-33618	277	31	:	:	PUNCT
bracis-33618	277	32	modality	modality	NOUN
bracis-33618	277	33	consistency	consistency	NOUN
bracis-33618	277	34	-	-	PUNCT
bracis-33618	277	35	guided	guide	VERB
bracis-33618	277	36	contrastive	contrastive	ADJ
bracis-33618	277	37	learning	learning	NOUN
bracis-33618	277	38	for	for	ADP
bracis-33618	277	39	wearable	wearable	ADJ
bracis-33618	277	40	-	-	PUNCT
bracis-33618	277	41	based	base	VERB
bracis-33618	277	42	human	human	ADJ
bracis-33618	277	43	activity	activity	NOUN
bracis-33618	277	44	recognition	recognition	NOUN
bracis-33618	277	45	.	.	PUNCT
bracis-33618	278	1	ieee	ieee	PROPN
bracis-33618	278	2	int	int	PROPN
bracis-33618	278	3	.	.	PUNCT
bracis-33618	279	1	things	thing	NOUN
bracis-33618	279	2	j.	j.	PROPN
bracis-33618	279	3	11(12	11(12	PROPN
bracis-33618	279	4	)	)	PUNCT
bracis-33618	279	5	,	,	PUNCT
bracis-33618	279	6	21750–21762	21750–21762	NUM
bracis-33618	279	7	(	(	PUNCT
bracis-33618	279	8	2024	2024	NUM
bracis-33618	279	9	)	)	PUNCT
bracis-33618	279	10	article	article	NOUN
bracis-33618	279	11	  	  	SPACE
bracis-33618	279	12	google	google	PROPN
bracis-33618	279	13	scholar	scholar	NOUN
bracis-33618	279	14	  	  	SPACE
bracis-33618	279	15	haresamudram	haresamudram	NOUN
bracis-33618	279	16	,	,	PUNCT
bracis-33618	279	17	h.	h.	PROPN
bracis-33618	279	18	,	,	PUNCT
bracis-33618	279	19	et	et	PROPN
bracis-33618	279	20	al	al	PROPN
bracis-33618	279	21	.	.	PROPN
bracis-33618	279	22	:	:	PUNCT
bracis-33618	279	23	masked	mask	VERB
bracis-33618	279	24	reconstruction	reconstruction	NOUN
bracis-33618	279	25	based	base	VERB
bracis-33618	279	26	self	self	NOUN
bracis-33618	279	27	-	-	PUNCT
bracis-33618	279	28	supervision	supervision	NOUN
bracis-33618	279	29	for	for	ADP
bracis-33618	279	30	human	human	ADJ
bracis-33618	279	31	activity	activity	NOUN
bracis-33618	279	32	recognition	recognition	NOUN
bracis-33618	279	33	.	.	PUNCT
bracis-33618	280	1	in	in	ADP
bracis-33618	280	2	:	:	PUNCT
bracis-33618	280	3	proceedings	proceeding	NOUN
bracis-33618	280	4	of	of	ADP
bracis-33618	280	5	the	the	DET
bracis-33618	280	6	2020	2020	NUM
bracis-33618	280	7	acm	acm	PROPN
bracis-33618	280	8	international	international	ADJ
bracis-33618	280	9	symposium	symposium	NOUN
bracis-33618	280	10	on	on	ADP
bracis-33618	280	11	wearable	wearable	ADJ
bracis-33618	280	12	computers	computer	NOUN
bracis-33618	280	13	,	,	PUNCT
bracis-33618	280	14	pp	pp	ADV
bracis-33618	280	15	.	.	PUNCT
bracis-33618	281	1	45–49	45–49	NUM
bracis-33618	281	2	(	(	PUNCT
bracis-33618	281	3	2020	2020	NUM
bracis-33618	281	4	)	)	PUNCT
bracis-33618	281	5	google	google	NOUN
bracis-33618	281	6	scholar	scholar	NOUN
bracis-33618	281	7	  	  	SPACE
bracis-33618	281	8	haresamudram	haresamudram	NOUN
bracis-33618	281	9	,	,	PUNCT
bracis-33618	281	10	h.	h.	PROPN
bracis-33618	281	11	,	,	PUNCT
bracis-33618	281	12	essa	essa	PROPN
bracis-33618	281	13	,	,	PUNCT
bracis-33618	281	14	i.	i.	PROPN
bracis-33618	281	15	,	,	PUNCT
bracis-33618	281	16	plötz	plötz	NOUN
bracis-33618	281	17	,	,	PUNCT
bracis-33618	281	18	t.	t.	PROPN
bracis-33618	281	19	:	:	PUNCT
bracis-33618	281	20	contrastive	contrastive	ADJ
bracis-33618	281	21	predictive	predictive	ADJ
bracis-33618	281	22	coding	coding	NOUN
bracis-33618	281	23	for	for	ADP
bracis-33618	281	24	human	human	ADJ
bracis-33618	281	25	activity	activity	NOUN
bracis-33618	281	26	recognition	recognition	NOUN
bracis-33618	281	27	.	.	PUNCT
bracis-33618	282	1	proc	proc	PROPN
bracis-33618	282	2	.	.	PUNCT
bracis-33618	282	3	acm	acm	PROPN
bracis-33618	282	4	interact	interact	PROPN
bracis-33618	282	5	.	.	PUNCT
bracis-33618	283	1	mob	mob	NOUN
bracis-33618	283	2	.	.	PUNCT
bracis-33618	284	1	wearable	wearable	ADJ
bracis-33618	284	2	ubiquit	ubiquit	NOUN
bracis-33618	284	3	.	.	PUNCT
bracis-33618	285	1	technol	technol	NOUN
bracis-33618	285	2	.	.	PUNCT
bracis-33618	286	1	5(2	5(2	NUM
bracis-33618	286	2	)	)	PUNCT
bracis-33618	286	3	,	,	PUNCT
bracis-33618	286	4	1–26	1–26	NOUN
bracis-33618	286	5	(	(	PUNCT
bracis-33618	286	6	2021	2021	NUM
bracis-33618	286	7	)	)	PUNCT
bracis-33618	286	8	article	article	NOUN
bracis-33618	286	9	  	  	SPACE
bracis-33618	286	10	google	google	PROPN
bracis-33618	286	11	scholar	scholar	NOUN
bracis-33618	286	12	  	  	SPACE
bracis-33618	286	13	haresamudram	haresamudram	NOUN
bracis-33618	286	14	,	,	PUNCT
bracis-33618	286	15	h.	h.	PROPN
bracis-33618	286	16	,	,	PUNCT
bracis-33618	286	17	essa	essa	PROPN
bracis-33618	286	18	,	,	PUNCT
bracis-33618	286	19	i.	i.	PROPN
bracis-33618	286	20	,	,	PUNCT
bracis-33618	286	21	plötz	plötz	NOUN
bracis-33618	286	22	,	,	PUNCT
bracis-33618	286	23	t.	t.	PROPN
bracis-33618	286	24	:	:	PUNCT
bracis-33618	286	25	assessing	assess	VERB
bracis-33618	286	26	the	the	DET
bracis-33618	286	27	state	state	NOUN
bracis-33618	286	28	of	of	ADP
bracis-33618	286	29	self	self	NOUN
bracis-33618	286	30	-	-	PUNCT
bracis-33618	286	31	supervised	supervise	VERB
bracis-33618	286	32	human	human	ADJ
bracis-33618	286	33	activity	activity	NOUN
bracis-33618	286	34	recognition	recognition	NOUN
bracis-33618	286	35	using	use	VERB
bracis-33618	286	36	wearables	wearable	NOUN
bracis-33618	286	37	.	.	PUNCT
bracis-33618	287	1	proc	proc	PROPN
bracis-33618	287	2	.	.	PUNCT
bracis-33618	287	3	acm	acm	PROPN
bracis-33618	287	4	interact	interact	PROPN
bracis-33618	287	5	.	.	PUNCT
bracis-33618	288	1	mob	mob	NOUN
bracis-33618	288	2	.	.	PUNCT
bracis-33618	289	1	wearable	wearable	ADJ
bracis-33618	289	2	ubiq	ubiq	PROPN
bracis-33618	289	3	.	.	PUNCT
bracis-33618	290	1	technol	technol	PROPN
bracis-33618	290	2	.	.	PUNCT
bracis-33618	291	1	6(3	6(3	NUM
bracis-33618	291	2	)	)	PUNCT
bracis-33618	291	3	(	(	PUNCT
bracis-33618	291	4	2022	2022	NUM
bracis-33618	291	5	)	)	PUNCT
bracis-33618	291	6	.	.	PUNCT
bracis-33618	292	1	https://doi.org/10.1145/3550299	https://doi.org/10.1145/3550299	X
bracis-33618	293	1	ismail	ismail	NOUN
bracis-33618	293	2	,	,	PUNCT
bracis-33618	293	3	w.n	w.n	PROPN
bracis-33618	293	4	.	.	PROPN
bracis-33618	293	5	,	,	PUNCT
bracis-33618	293	6	alsalamah	alsalamah	PROPN
bracis-33618	293	7	,	,	PUNCT
bracis-33618	293	8	h.a	h.a	PROPN
bracis-33618	293	9	.	.	PROPN
bracis-33618	293	10	,	,	PUNCT
bracis-33618	293	11	hassan	hassan	PROPN
bracis-33618	293	12	,	,	PUNCT
bracis-33618	293	13	m.m	m.m	PROPN
bracis-33618	293	14	.	.	PROPN
bracis-33618	293	15	,	,	PUNCT
bracis-33618	293	16	mohamed	mohamed	PROPN
bracis-33618	293	17	,	,	PUNCT
bracis-33618	293	18	e.	e.	PROPN
bracis-33618	293	19	:	:	PUNCT
bracis-33618	293	20	auto	auto	NOUN
bracis-33618	293	21	-	-	PUNCT
bracis-33618	293	22	har	har	NOUN
bracis-33618	293	23	:	:	PUNCT
bracis-33618	293	24	an	an	DET
bracis-33618	293	25	adaptive	adaptive	ADJ
bracis-33618	293	26	human	human	ADJ
bracis-33618	293	27	activity	activity	NOUN
bracis-33618	293	28	recognition	recognition	NOUN
bracis-33618	293	29	framework	framework	NOUN
bracis-33618	293	30	using	use	VERB
bracis-33618	293	31	an	an	DET
bracis-33618	293	32	automated	automate	VERB
bracis-33618	293	33	cnn	cnn	NOUN
bracis-33618	293	34	architecture	architecture	NOUN
bracis-33618	293	35	design	design	NOUN
bracis-33618	293	36	.	.	PUNCT
bracis-33618	294	1	heliyon	heliyon	NOUN
bracis-33618	294	2	9(2	9(2	NUM
bracis-33618	294	3	)	)	PUNCT
bracis-33618	294	4	(	(	PUNCT
bracis-33618	294	5	2023	2023	NUM
bracis-33618	294	6	)	)	PUNCT
bracis-33618	294	7	google	google	PROPN
bracis-33618	294	8	scholar	scholar	NOUN
bracis-33618	294	9	  	  	SPACE
bracis-33618	294	10	kemp	kemp	PROPN
bracis-33618	294	11	,	,	PUNCT
bracis-33618	294	12	b.	b.	PROPN
bracis-33618	294	13	,	,	PUNCT
bracis-33618	294	14	zwinderman	zwinderman	PROPN
bracis-33618	294	15	,	,	PUNCT
bracis-33618	294	16	a.	a.	NOUN
bracis-33618	294	17	,	,	PUNCT
bracis-33618	294	18	tuk	tuk	NOUN
bracis-33618	294	19	,	,	PUNCT
bracis-33618	294	20	b.	b.	PROPN
bracis-33618	294	21	,	,	PUNCT
bracis-33618	294	22	kamphuisen	kamphuisen	PROPN
bracis-33618	294	23	,	,	PUNCT
bracis-33618	294	24	h.	h.	PROPN
bracis-33618	294	25	,	,	PUNCT
bracis-33618	294	26	oberye	oberye	PROPN
bracis-33618	294	27	,	,	PUNCT
bracis-33618	294	28	j.	j.	PROPN
bracis-33618	294	29	:	:	PUNCT
bracis-33618	294	30	analysis	analysis	NOUN
bracis-33618	294	31	of	of	ADP
bracis-33618	294	32	a	a	DET
bracis-33618	294	33	sleep	sleep	NOUN
bracis-33618	294	34	-	-	PUNCT
bracis-33618	294	35	dependent	dependent	ADJ
bracis-33618	294	36	neuronal	neuronal	ADJ
bracis-33618	294	37	feedback	feedback	NOUN
bracis-33618	294	38	loop	loop	NOUN
bracis-33618	294	39	:	:	PUNCT
bracis-33618	294	40	the	the	DET
bracis-33618	294	41	slow	slow	ADJ
bracis-33618	294	42	-	-	PUNCT
bracis-33618	294	43	wave	wave	NOUN
bracis-33618	294	44	microcontinuity	microcontinuity	NOUN
bracis-33618	294	45	of	of	ADP
bracis-33618	294	46	the	the	DET
bracis-33618	294	47	eeg	eeg	PROPN
bracis-33618	294	48	.	.	PUNCT
bracis-33618	295	1	ieee	ieee	PROPN
bracis-33618	295	2	trans	trans	PROPN
bracis-33618	295	3	.	.	PROPN
bracis-33618	295	4	biomed	biome	VERB
bracis-33618	295	5	.	.	PUNCT
bracis-33618	296	1	eng	eng	PROPN
bracis-33618	296	2	.	.	PROPN
bracis-33618	296	3	47(9	47(9	NOUN
bracis-33618	296	4	)	)	PUNCT
bracis-33618	296	5	,	,	PUNCT
bracis-33618	296	6	1185–1194	1185–1194	NUM
bracis-33618	296	7	(	(	PUNCT
bracis-33618	296	8	2000	2000	NUM
bracis-33618	296	9	)	)	PUNCT
bracis-33618	296	10	.	.	PUNCT
bracis-33618	297	1	https://doi.org/10.1109/10.867928	https://doi.org/10.1109/10.867928	PROPN
bracis-33618	297	2	article	article	PROPN
bracis-33618	297	3	  	  	SPACE
bracis-33618	297	4	google	google	PROPN
bracis-33618	297	5	scholar	scholar	NOUN
bracis-33618	297	6	  	  	SPACE
bracis-33618	297	7	liu	liu	PROPN
bracis-33618	297	8	,	,	PUNCT
bracis-33618	297	9	j.	j.	PROPN
bracis-33618	297	10	,	,	PUNCT
bracis-33618	297	11	zhong	zhong	PROPN
bracis-33618	297	12	,	,	PUNCT
bracis-33618	297	13	l.	l.	PROPN
bracis-33618	297	14	,	,	PUNCT
bracis-33618	297	15	wickramasuriya	wickramasuriya	PROPN
bracis-33618	297	16	,	,	PUNCT
bracis-33618	297	17	j.	j.	PROPN
bracis-33618	297	18	,	,	PUNCT
bracis-33618	297	19	vasudevan	vasudevan	PROPN
bracis-33618	297	20	,	,	PUNCT
bracis-33618	297	21	v.	v.	ADV
bracis-33618	297	22	:	:	PUNCT
bracis-33618	297	23	uwave	uwave	VERB
bracis-33618	297	24	:	:	PUNCT
bracis-33618	297	25	accelerometer	accelerometer	NOUN
bracis-33618	297	26	-	-	PUNCT
bracis-33618	297	27	based	base	VERB
bracis-33618	297	28	personalized	personalized	ADJ
bracis-33618	297	29	gesture	gesture	NOUN
bracis-33618	297	30	recognition	recognition	NOUN
bracis-33618	297	31	and	and	CCONJ
bracis-33618	297	32	its	its	PRON
bracis-33618	297	33	applications	application	NOUN
bracis-33618	297	34	.	.	PUNCT
bracis-33618	298	1	pervasive	pervasive	ADJ
bracis-33618	298	2	mob	mob	NOUN
bracis-33618	298	3	.	.	PUNCT
bracis-33618	299	1	comput	comput	NOUN
bracis-33618	299	2	.	.	PUNCT
bracis-33618	300	1	5(6	5(6	NUM
bracis-33618	300	2	)	)	PUNCT
bracis-33618	300	3	,	,	PUNCT
bracis-33618	301	1	657–675	657–675	NUM
bracis-33618	301	2	(	(	PUNCT
bracis-33618	301	3	2009	2009	NUM
bracis-33618	301	4	)	)	PUNCT
bracis-33618	301	5	.	.	PUNCT
bracis-33618	302	1	https://doi.org/10.1016/j.pmcj.2009.07.007	https://doi.org/10.1016/j.pmcj.2009.07.007	ADJ
bracis-33618	302	2	article	article	NOUN
bracis-33618	302	3	  	  	SPACE
bracis-33618	302	4	google	google	PROPN
bracis-33618	302	5	scholar	scholar	NOUN
bracis-33618	302	6	  	  	SPACE
bracis-33618	302	7	oord	oord	PROPN
bracis-33618	302	8	,	,	PUNCT
bracis-33618	302	9	a.v.d	a.v.d	PROPN
bracis-33618	302	10	.	.	PROPN
bracis-33618	302	11	,	,	PUNCT
bracis-33618	302	12	li	li	PROPN
bracis-33618	302	13	,	,	PUNCT
bracis-33618	302	14	y.	y.	PROPN
bracis-33618	302	15	,	,	PUNCT
bracis-33618	302	16	vinyals	vinyal	NOUN
bracis-33618	302	17	,	,	PUNCT
bracis-33618	302	18	o.	o.	NOUN
bracis-33618	302	19	:	:	PUNCT
bracis-33618	302	20	representation	representation	NOUN
bracis-33618	302	21	learning	learn	VERB
bracis-33618	302	22	with	with	ADP
bracis-33618	302	23	contrastive	contrastive	ADJ
bracis-33618	302	24	predictive	predictive	ADJ
bracis-33618	302	25	coding	coding	NOUN
bracis-33618	302	26	.	.	PUNCT
bracis-33618	303	1	arxiv	arxiv	PROPN
bracis-33618	303	2	preprint	preprint	NOUN
bracis-33618	303	3	arxiv:1807.03748	arxiv:1807.03748	NOUN
bracis-33618	303	4	(	(	PUNCT
bracis-33618	303	5	2018	2018	NUM
bracis-33618	303	6	)	)	PUNCT
bracis-33618	304	1	qian	qian	PROPN
bracis-33618	304	2	,	,	PUNCT
bracis-33618	304	3	h.	h.	PROPN
bracis-33618	304	4	,	,	PUNCT
bracis-33618	304	5	tian	tian	PROPN
bracis-33618	304	6	,	,	PUNCT
bracis-33618	304	7	t.	t.	PROPN
bracis-33618	304	8	,	,	PUNCT
bracis-33618	304	9	miao	miao	NOUN
bracis-33618	304	10	,	,	PUNCT
bracis-33618	304	11	c.	c.	NOUN
bracis-33618	304	12	:	:	PUNCT
bracis-33618	304	13	what	what	PRON
bracis-33618	304	14	makes	make	VERB
bracis-33618	304	15	good	good	ADJ
bracis-33618	304	16	contrastive	contrastive	ADJ
bracis-33618	304	17	learning	learning	NOUN
bracis-33618	304	18	on	on	ADP
bracis-33618	304	19	small	small	ADJ
bracis-33618	304	20	-	-	PUNCT
bracis-33618	304	21	scale	scale	NOUN
bracis-33618	304	22	wearable	wearable	NOUN
bracis-33618	304	23	-	-	PUNCT
bracis-33618	304	24	based	base	VERB
bracis-33618	304	25	tasks	task	NOUN
bracis-33618	304	26	?	?	PUNCT
bracis-33618	305	1	in	in	ADP
bracis-33618	305	2	:	:	PUNCT
bracis-33618	305	3	zhang	zhang	PROPN
bracis-33618	305	4	,	,	PUNCT
bracis-33618	305	5	a.	a.	PROPN
bracis-33618	305	6	,	,	PUNCT
bracis-33618	305	7	rangwala	rangwala	NOUN
bracis-33618	305	8	,	,	PUNCT
bracis-33618	305	9	h.	h.	PROPN
bracis-33618	305	10	(	(	PUNCT
bracis-33618	305	11	eds	eds	PROPN
bracis-33618	305	12	.	.	PUNCT
bracis-33618	305	13	)	)	PUNCT
bracis-33618	306	1	kdd	kdd	PROPN
bracis-33618	306	2	’	’	PROPN
bracis-33618	306	3	22	22	NUM
bracis-33618	306	4	:	:	PUNCT
bracis-33618	306	5	the	the	DET
bracis-33618	306	6	28th	28th	ADJ
bracis-33618	306	7	acm	acm	NOUN
bracis-33618	306	8	sigkdd	sigkdd	NOUN
bracis-33618	306	9	conference	conference	NOUN
bracis-33618	306	10	on	on	ADP
bracis-33618	306	11	knowledge	knowledge	NOUN
bracis-33618	306	12	discovery	discovery	PROPN
bracis-33618	306	13	and	and	CCONJ
bracis-33618	306	14	data	datum	NOUN
bracis-33618	306	15	mining	mining	NOUN
bracis-33618	306	16	,	,	PUNCT
bracis-33618	306	17	washington	washington	PROPN
bracis-33618	306	18	,	,	PUNCT
bracis-33618	306	19	dc	dc	PROPN
bracis-33618	306	20	,	,	PUNCT
bracis-33618	306	21	usa	usa	PROPN
bracis-33618	306	22	,	,	PUNCT
bracis-33618	306	23	august	august	PROPN
bracis-33618	306	24	14	14	NUM
bracis-33618	306	25	18	18	NUM
bracis-33618	306	26	,	,	PUNCT
bracis-33618	306	27	2022	2022	NUM
bracis-33618	306	28	,	,	PUNCT
bracis-33618	306	29	pp	pp	ADJ
bracis-33618	306	30	.	.	PUNCT
bracis-33618	307	1	3761–3771	3761–3771	NUM
bracis-33618	307	2	.	.	PUNCT
bracis-33618	307	3	acm	acm	PROPN
bracis-33618	307	4	(	(	PUNCT
bracis-33618	307	5	2022	2022	NUM
bracis-33618	307	6	)	)	PUNCT
bracis-33618	307	7	.	.	PUNCT
bracis-33618	308	1	https://doi.org/10.1145/3534678.3539134	https://doi.org/10.1145/3534678.3539134	PROPN
bracis-33618	308	2	reyes	reyes	PROPN
bracis-33618	308	3	-	-	PUNCT
bracis-33618	308	4	ortiz	ortiz	PROPN
bracis-33618	308	5	,	,	PUNCT
bracis-33618	308	6	j.	j.	PROPN
bracis-33618	308	7	,	,	PUNCT
bracis-33618	308	8	anguita	anguita	PROPN
bracis-33618	308	9	,	,	PUNCT
bracis-33618	308	10	d.	d.	PROPN
bracis-33618	308	11	,	,	PUNCT
bracis-33618	308	12	ghio	ghio	PROPN
bracis-33618	308	13	,	,	PUNCT
bracis-33618	308	14	a.	a.	NOUN
bracis-33618	308	15	,	,	PUNCT
bracis-33618	308	16	oneto	oneto	PROPN
bracis-33618	308	17	,	,	PUNCT
bracis-33618	308	18	l.	l.	PROPN
bracis-33618	308	19	,	,	PUNCT
bracis-33618	308	20	parra	parra	PROPN
bracis-33618	308	21	,	,	PUNCT
bracis-33618	308	22	x.	x.	NOUN
bracis-33618	308	23	:	:	PUNCT
bracis-33618	309	1	human	human	ADJ
bracis-33618	309	2	activity	activity	NOUN
bracis-33618	309	3	recognition	recognition	NOUN
bracis-33618	309	4	using	use	VERB
bracis-33618	309	5	smartphones	smartphone	NOUN
bracis-33618	309	6	.	.	PUNCT
bracis-33618	310	1	uci	uci	PROPN
bracis-33618	310	2	mach	mach	PROPN
bracis-33618	310	3	.	.	PUNCT
bracis-33618	311	1	learn	learn	VERB
bracis-33618	311	2	.	.	PUNCT
bracis-33618	312	1	repository	repository	NOUN
bracis-33618	312	2	(	(	PUNCT
bracis-33618	312	3	2012	2012	NUM
bracis-33618	312	4	)	)	PUNCT
bracis-33618	312	5	.	.	PUNCT
bracis-33618	313	1	https://doi.org/10.24432/c54s4k	https://doi.org/10.24432/c54s4k	PROPN
bracis-33618	313	2	saeed	saeed	PROPN
bracis-33618	313	3	,	,	PUNCT
bracis-33618	313	4	a.	a.	NOUN
bracis-33618	313	5	,	,	PUNCT
bracis-33618	313	6	ozcelebi	ozcelebi	NOUN
bracis-33618	313	7	,	,	PUNCT
bracis-33618	313	8	t.	t.	PROPN
bracis-33618	313	9	,	,	PUNCT
bracis-33618	313	10	lukkien	lukkien	PROPN
bracis-33618	313	11	,	,	PUNCT
bracis-33618	313	12	j.	j.	PROPN
bracis-33618	313	13	:	:	PUNCT
bracis-33618	313	14	multi	multi	ADJ
bracis-33618	313	15	-	-	ADJ
bracis-33618	313	16	task	task	NOUN
bracis-33618	313	17	self	self	NOUN
bracis-33618	313	18	-	-	PUNCT
bracis-33618	313	19	supervised	supervise	VERB
bracis-33618	313	20	learning	learning	NOUN
bracis-33618	313	21	for	for	ADP
bracis-33618	313	22	human	human	ADJ
bracis-33618	313	23	activity	activity	NOUN
bracis-33618	313	24	detection	detection	NOUN
bracis-33618	313	25	.	.	PUNCT
bracis-33618	314	1	proc	proc	NOUN
bracis-33618	314	2	.	.	PUNCT
bracis-33618	314	3	acm	acm	PROPN
bracis-33618	314	4	interact	interact	PROPN
bracis-33618	314	5	.	.	PUNCT
bracis-33618	315	1	mob	mob	NOUN
bracis-33618	315	2	.	.	PUNCT
bracis-33618	316	1	wearable	wearable	ADJ
bracis-33618	316	2	ubiq	ubiq	PROPN
bracis-33618	316	3	.	.	PUNCT
bracis-33618	317	1	technol	technol	NOUN
bracis-33618	317	2	.	.	PUNCT
bracis-33618	318	1	3(2	3(2	NUM
bracis-33618	318	2	)	)	PUNCT
bracis-33618	318	3	(	(	PUNCT
bracis-33618	319	1	2019	2019	NUM
bracis-33618	319	2	)	)	PUNCT
bracis-33618	319	3	.	.	PUNCT
bracis-33618	320	1	https://doi.org/10.1145/3328932	https://doi.org/10.1145/3328932	ADJ
bracis-33618	320	2	tang	tang	PROPN
bracis-33618	320	3	,	,	PUNCT
bracis-33618	320	4	c.i	c.i	PROPN
bracis-33618	320	5	.	.	PROPN
bracis-33618	320	6	,	,	PUNCT
bracis-33618	320	7	perez	perez	PROPN
bracis-33618	320	8	-	-	PUNCT
bracis-33618	320	9	pozuelo	pozuelo	NOUN
bracis-33618	320	10	,	,	PUNCT
bracis-33618	320	11	i.	i.	PROPN
bracis-33618	320	12	,	,	PUNCT
bracis-33618	320	13	spathis	spathis	PROPN
bracis-33618	320	14	,	,	PUNCT
bracis-33618	320	15	d.	d.	PROPN
bracis-33618	320	16	,	,	PUNCT
bracis-33618	320	17	brage	brage	NOUN
bracis-33618	320	18	,	,	PUNCT
bracis-33618	320	19	s.	s.	PROPN
bracis-33618	320	20	,	,	PUNCT
bracis-33618	320	21	wareham	wareham	PROPN
bracis-33618	320	22	,	,	PUNCT
bracis-33618	320	23	n.	n.	PROPN
bracis-33618	320	24	,	,	PUNCT
bracis-33618	320	25	mascolo	mascolo	PROPN
bracis-33618	320	26	,	,	PUNCT
bracis-33618	320	27	c.	c.	PROPN
bracis-33618	320	28	:	:	PUNCT
bracis-33618	320	29	selfhar	selfhar	PROPN
bracis-33618	320	30	:	:	PUNCT
bracis-33618	320	31	improving	improve	VERB
bracis-33618	320	32	human	human	ADJ
bracis-33618	320	33	activity	activity	NOUN
bracis-33618	320	34	recognition	recognition	NOUN
bracis-33618	320	35	through	through	ADP
bracis-33618	320	36	self	self	NOUN
bracis-33618	320	37	-	-	PUNCT
bracis-33618	320	38	training	training	NOUN
bracis-33618	320	39	with	with	ADP
bracis-33618	320	40	unlabeled	unlabeled	ADJ
bracis-33618	320	41	data	datum	NOUN
bracis-33618	320	42	.	.	PUNCT
bracis-33618	321	1	proc	proc	PROPN
bracis-33618	321	2	.	.	PUNCT
bracis-33618	321	3	acm	acm	PROPN
bracis-33618	321	4	interact	interact	PROPN
bracis-33618	321	5	.	.	PUNCT
bracis-33618	322	1	mob	mob	NOUN
bracis-33618	322	2	.	.	PUNCT
bracis-33618	323	1	wearable	wearable	ADJ
bracis-33618	323	2	ubiq	ubiq	PROPN
bracis-33618	323	3	.	.	PUNCT
bracis-33618	324	1	technol	technol	PROPN
bracis-33618	324	2	.	.	PUNCT
bracis-33618	325	1	5(1	5(1	NUM
bracis-33618	325	2	)	)	PUNCT
bracis-33618	326	1	(	(	PUNCT
bracis-33618	326	2	2021	2021	NUM
bracis-33618	326	3	)	)	PUNCT
bracis-33618	326	4	.	.	PUNCT
bracis-33618	327	1	https://doi.org/10.1145/3448112	https://doi.org/10.1145/3448112	PROPN
bracis-33618	327	2	tang	tang	PROPN
bracis-33618	327	3	,	,	PUNCT
bracis-33618	327	4	c.i	c.i	PROPN
bracis-33618	327	5	.	.	PROPN
bracis-33618	327	6	,	,	PUNCT
bracis-33618	327	7	perez	perez	PROPN
bracis-33618	327	8	-	-	PUNCT
bracis-33618	327	9	pozuelo	pozuelo	NOUN
bracis-33618	327	10	,	,	PUNCT
bracis-33618	327	11	i.	i.	PROPN
bracis-33618	327	12	,	,	PUNCT
bracis-33618	327	13	spathis	spathis	PROPN
bracis-33618	327	14	,	,	PUNCT
bracis-33618	327	15	d.	d.	PROPN
bracis-33618	327	16	,	,	PUNCT
bracis-33618	327	17	mascolo	mascolo	PROPN
bracis-33618	327	18	,	,	PUNCT
bracis-33618	327	19	c.	c.	NOUN
bracis-33618	327	20	:	:	PUNCT
bracis-33618	327	21	exploring	explore	VERB
bracis-33618	327	22	contrastive	contrastive	ADJ
bracis-33618	327	23	learning	learning	NOUN
bracis-33618	327	24	in	in	ADP
bracis-33618	327	25	human	human	ADJ
bracis-33618	327	26	activity	activity	NOUN
bracis-33618	327	27	recognition	recognition	NOUN
bracis-33618	327	28	for	for	ADP
bracis-33618	327	29	healthcare	healthcare	PROPN
bracis-33618	327	30	.	.	PUNCT
bracis-33618	328	1	arxiv	arxiv	PROPN
bracis-33618	328	2	preprint	preprint	VERB
bracis-33618	328	3	arxiv:2011.11542	arxiv:2011.11542	NUM
bracis-33618	328	4	(	(	PUNCT
bracis-33618	328	5	2020	2020	NUM
bracis-33618	328	6	)	)	PUNCT
bracis-33618	328	7	tonekaboni	tonekaboni	NOUN
bracis-33618	328	8	,	,	PUNCT
bracis-33618	328	9	s.	s.	PROPN
bracis-33618	328	10	,	,	PUNCT
bracis-33618	328	11	eytan	eytan	PROPN
bracis-33618	328	12	,	,	PUNCT
bracis-33618	328	13	d.	d.	PROPN
bracis-33618	328	14	,	,	PUNCT
bracis-33618	328	15	goldenberg	goldenberg	PROPN
bracis-33618	328	16	,	,	PUNCT
bracis-33618	328	17	a.	a.	NOUN
bracis-33618	328	18	:	:	PUNCT
bracis-33618	328	19	unsupervised	unsupervised	ADJ
bracis-33618	328	20	representation	representation	NOUN
bracis-33618	328	21	learning	learning	NOUN
bracis-33618	328	22	for	for	ADP
bracis-33618	328	23	time	time	NOUN
bracis-33618	328	24	series	series	NOUN
bracis-33618	328	25	with	with	ADP
bracis-33618	328	26	temporal	temporal	ADJ
bracis-33618	328	27	neighborhood	neighborhood	NOUN
bracis-33618	328	28	coding	coding	NOUN
bracis-33618	328	29	.	.	PUNCT
bracis-33618	329	1	in	in	ADP
bracis-33618	329	2	:	:	PUNCT
bracis-33618	329	3	international	international	ADJ
bracis-33618	329	4	conference	conference	NOUN
bracis-33618	329	5	on	on	ADP
bracis-33618	329	6	learning	learn	VERB
bracis-33618	329	7	representations	representation	NOUN
bracis-33618	329	8	(	(	PUNCT
bracis-33618	329	9	2021	2021	NUM
bracis-33618	329	10	)	)	PUNCT
bracis-33618	329	11	.	.	PUNCT
bracis-33618	330	1	https://openreview.net/forum?id=8qdwejcucn	https://openreview.net/forum?id=8qdwejcucn	PROPN
bracis-33618	330	2	xiao	xiao	PROPN
bracis-33618	330	3	,	,	PUNCT
bracis-33618	330	4	y.	y.	PROPN
bracis-33618	330	5	,	,	PUNCT
bracis-33618	330	6	huang	huang	PROPN
bracis-33618	330	7	,	,	PUNCT
bracis-33618	330	8	j.	j.	PROPN
bracis-33618	330	9	,	,	PUNCT
bracis-33618	330	10	yang	yang	PROPN
bracis-33618	330	11	,	,	PUNCT
bracis-33618	330	12	j.	j.	PROPN
bracis-33618	330	13	:	:	PUNCT
bracis-33618	330	14	tfcsrec	tfcsrec	PROPN
bracis-33618	330	15	:	:	PUNCT
bracis-33618	330	16	time	time	NOUN
bracis-33618	330	17	-	-	PUNCT
bracis-33618	330	18	frequency	frequency	NOUN
bracis-33618	330	19	consistency	consistency	NOUN
bracis-33618	330	20	based	base	VERB
bracis-33618	330	21	contrastive	contrastive	ADJ
bracis-33618	330	22	learning	learning	NOUN
bracis-33618	330	23	for	for	ADP
bracis-33618	330	24	sequential	sequential	ADJ
bracis-33618	330	25	recommendation	recommendation	NOUN
bracis-33618	330	26	.	.	PUNCT
bracis-33618	331	1	expert	expert	NOUN
bracis-33618	331	2	syst	syst	PROPN
bracis-33618	331	3	.	.	PUNCT
bracis-33618	332	1	appl	appl	PROPN
bracis-33618	332	2	.	.	PROPN
bracis-33618	333	1	245	245	NUM
bracis-33618	333	2	,	,	PUNCT
bracis-33618	333	3	123118	123118	NUM
bracis-33618	333	4	(	(	PUNCT
bracis-33618	333	5	2024	2024	NUM
bracis-33618	333	6	)	)	PUNCT
bracis-33618	333	7	article	article	NOUN
bracis-33618	333	8	  	  	SPACE
bracis-33618	333	9	math	math	NOUN
bracis-33618	333	10	  	  	SPACE
bracis-33618	333	11	google	google	PROPN
bracis-33618	333	12	scholar	scholar	NOUN
bracis-33618	333	13	  	  	SPACE
bracis-33618	333	14	yuan	yuan	NOUN
bracis-33618	333	15	,	,	PUNCT
bracis-33618	333	16	h.	h.	PROPN
bracis-33618	333	17	,	,	PUNCT
bracis-33618	333	18	et	et	PROPN
bracis-33618	333	19	al	al	PROPN
bracis-33618	333	20	.	.	PROPN
bracis-33618	333	21	:	:	PUNCT
bracis-33618	333	22	self	self	NOUN
bracis-33618	333	23	-	-	PUNCT
bracis-33618	333	24	supervised	supervise	VERB
bracis-33618	333	25	learning	learning	NOUN
bracis-33618	333	26	for	for	ADP
bracis-33618	333	27	human	human	ADJ
bracis-33618	333	28	activity	activity	NOUN
bracis-33618	333	29	recognition	recognition	NOUN
bracis-33618	333	30	using	use	VERB
bracis-33618	333	31	700,000	700,000	NUM
bracis-33618	333	32	person	person	NOUN
bracis-33618	333	33	-	-	PUNCT
bracis-33618	333	34	days	day	NOUN
bracis-33618	333	35	of	of	ADP
bracis-33618	333	36	wearable	wearable	ADJ
bracis-33618	333	37	data	datum	NOUN
bracis-33618	333	38	.	.	PUNCT
bracis-33618	334	1	npj	npj	PROPN
bracis-33618	334	2	dig	dig	PROPN
bracis-33618	334	3	.	.	PUNCT
bracis-33618	335	1	med	med	PROPN
bracis-33618	335	2	.	.	PUNCT
bracis-33618	336	1	7(91	7(91	NUM
bracis-33618	336	2	)	)	PUNCT
bracis-33618	336	3	,	,	PUNCT
bracis-33618	337	1	1–10	1–10	NOUN
bracis-33618	337	2	(	(	PUNCT
bracis-33618	337	3	2024	2024	NUM
bracis-33618	337	4	)	)	PUNCT
bracis-33618	337	5	.	.	PUNCT
bracis-33618	338	1	https://doi.org/10.1038/s41746-024-01062-3	https://doi.org/10.1038/s41746-024-01062-3	NUM
bracis-33618	338	2	article	article	NOUN
bracis-33618	338	3	  	  	SPACE
bracis-33618	338	4	math	math	NOUN
bracis-33618	338	5	  	  	SPACE
bracis-33618	338	6	google	google	PROPN
bracis-33618	338	7	scholar	scholar	NOUN
bracis-33618	338	8	  	  	SPACE
bracis-33618	338	9	zbontar	zbontar	NOUN
bracis-33618	338	10	,	,	PUNCT
bracis-33618	338	11	j.	j.	PROPN
bracis-33618	338	12	,	,	PUNCT
bracis-33618	338	13	jing	jing	PROPN
bracis-33618	338	14	,	,	PUNCT
bracis-33618	338	15	l.	l.	PROPN
bracis-33618	338	16	,	,	PUNCT
bracis-33618	338	17	misra	misra	PROPN
bracis-33618	338	18	,	,	PUNCT
bracis-33618	338	19	i.	i.	NOUN
bracis-33618	338	20	,	,	PUNCT
bracis-33618	338	21	lecun	lecun	ADJ
bracis-33618	338	22	,	,	PUNCT
bracis-33618	338	23	y.	y.	NOUN
bracis-33618	338	24	,	,	PUNCT
bracis-33618	338	25	deny	deny	VERB
bracis-33618	338	26	,	,	PUNCT
bracis-33618	338	27	s.	s.	PROPN
bracis-33618	338	28	:	:	PUNCT
bracis-33618	338	29	barlow	barlow	PROPN
bracis-33618	338	30	twins	twins	PROPN
bracis-33618	338	31	:	:	PUNCT
bracis-33618	338	32	self	self	NOUN
bracis-33618	338	33	-	-	PUNCT
bracis-33618	338	34	supervised	supervise	VERB
bracis-33618	338	35	learning	learning	NOUN
bracis-33618	338	36	via	via	ADP
bracis-33618	338	37	redundancy	redundancy	NOUN
bracis-33618	338	38	reduction	reduction	NOUN
bracis-33618	338	39	.	.	PUNCT
bracis-33618	339	1	in	in	ADP
bracis-33618	339	2	:	:	PUNCT
bracis-33618	339	3	international	international	ADJ
bracis-33618	339	4	conference	conference	NOUN
bracis-33618	339	5	on	on	ADP
bracis-33618	339	6	machine	machine	NOUN
bracis-33618	339	7	learning	learning	NOUN
bracis-33618	339	8	,	,	PUNCT
bracis-33618	339	9	pp	pp	ADJ
bracis-33618	339	10	.	.	PUNCT
bracis-33618	339	11	12310–12320	12310–12320	NUM
bracis-33618	339	12	.	.	X
bracis-33618	339	13	pmlr	pmlr	NOUN
bracis-33618	339	14	(	(	PUNCT
bracis-33618	339	15	2021	2021	NUM
bracis-33618	339	16	)	)	PUNCT
bracis-33618	339	17	google	google	PROPN
bracis-33618	339	18	scholar	scholar	NOUN
bracis-33618	339	19	  	  	SPACE
bracis-33618	339	20	zhang	zhang	PROPN
bracis-33618	339	21	,	,	PUNCT
bracis-33618	339	22	k.	k.	PROPN
bracis-33618	339	23	,	,	PUNCT
bracis-33618	339	24	et	et	PROPN
bracis-33618	339	25	al	al	PROPN
bracis-33618	339	26	.	.	PROPN
bracis-33618	339	27	:	:	PUNCT
bracis-33618	340	1	self	self	NOUN
bracis-33618	340	2	-	-	PUNCT
bracis-33618	340	3	supervised	supervise	VERB
bracis-33618	340	4	learning	learning	NOUN
bracis-33618	340	5	for	for	ADP
bracis-33618	340	6	time	time	NOUN
bracis-33618	340	7	series	series	NOUN
bracis-33618	340	8	analysis	analysis	NOUN
bracis-33618	340	9	:	:	PUNCT
bracis-33618	340	10	taxonomy	taxonomy	NOUN
bracis-33618	340	11	,	,	PUNCT
bracis-33618	340	12	progress	progress	NOUN
bracis-33618	340	13	,	,	PUNCT
bracis-33618	340	14	and	and	CCONJ
bracis-33618	340	15	prospects	prospect	NOUN
bracis-33618	340	16	.	.	PUNCT
bracis-33618	341	1	ieee	ieee	PROPN
bracis-33618	341	2	trans	trans	PROPN
bracis-33618	341	3	.	.	PUNCT
bracis-33618	341	4	pattern	pattern	PROPN
bracis-33618	341	5	anal	anal	PROPN
bracis-33618	341	6	.	.	PUNCT
bracis-33618	342	1	mach	mach	PROPN
bracis-33618	342	2	.	.	PUNCT
bracis-33618	343	1	intell	intell	PROPN
bracis-33618	343	2	.	.	PUNCT
bracis-33618	344	1	46(10	46(10	NUM
bracis-33618	344	2	)	)	PUNCT
bracis-33618	344	3	,	,	PUNCT
bracis-33618	344	4	6775–6794	6775–6794	NUM
bracis-33618	344	5	(	(	PUNCT
bracis-33618	344	6	2024	2024	NUM
bracis-33618	344	7	)	)	PUNCT
bracis-33618	344	8	article	article	NOUN
bracis-33618	344	9	  	  	SPACE
bracis-33618	344	10	math	math	NOUN
bracis-33618	344	11	  	  	SPACE
bracis-33618	344	12	google	google	PROPN
bracis-33618	344	13	scholar	scholar	NOUN
bracis-33618	344	14	  	  	SPACE
bracis-33618	344	15	zhang	zhang	PROPN
bracis-33618	344	16	,	,	PUNCT
bracis-33618	344	17	x.	x.	PROPN
bracis-33618	344	18	,	,	PUNCT
bracis-33618	344	19	zhao	zhao	PROPN
bracis-33618	344	20	,	,	PUNCT
bracis-33618	344	21	z.	z.	PROPN
bracis-33618	344	22	,	,	PUNCT
bracis-33618	344	23	tsiligkaridis	tsiligkaridis	PROPN
bracis-33618	344	24	,	,	PUNCT
bracis-33618	344	25	t.	t.	PROPN
bracis-33618	344	26	,	,	PUNCT
bracis-33618	344	27	zitnik	zitnik	X
bracis-33618	344	28	,	,	PUNCT
bracis-33618	344	29	m.	m.	NOUN
bracis-33618	344	30	:	:	PUNCT
bracis-33618	344	31	self	self	NOUN
bracis-33618	344	32	-	-	PUNCT
bracis-33618	344	33	supervised	supervise	VERB
bracis-33618	344	34	contrastive	contrastive	ADJ
bracis-33618	344	35	pre	pre	NOUN
bracis-33618	344	36	-	-	NOUN
bracis-33618	344	37	training	training	NOUN
bracis-33618	344	38	for	for	ADP
bracis-33618	344	39	time	time	NOUN
bracis-33618	344	40	series	series	NOUN
bracis-33618	344	41	via	via	ADP
bracis-33618	344	42	time	time	NOUN
bracis-33618	344	43	-	-	PUNCT
bracis-33618	344	44	frequency	frequency	NOUN
bracis-33618	344	45	consistency	consistency	NOUN
bracis-33618	344	46	.	.	PUNCT
bracis-33618	345	1	adv	adv	PROPN
bracis-33618	345	2	.	.	PUNCT
bracis-33618	345	3	neural	neural	PROPN
bracis-33618	345	4	.	.	PUNCT
bracis-33618	346	1	inf	inf	PROPN
bracis-33618	346	2	.	.	PROPN
bracis-33618	346	3	process	process	NOUN
bracis-33618	346	4	.	.	PUNCT
bracis-33618	347	1	syst	syst	PROPN
bracis-33618	347	2	.	.	PROPN
bracis-33618	348	1	35	35	NUM
bracis-33618	348	2	,	,	PUNCT
bracis-33618	348	3	3988–4003	3988–4003	NUM
bracis-33618	348	4	(	(	PUNCT
bracis-33618	348	5	2022	2022	NUM
bracis-33618	348	6	)	)	PUNCT
bracis-33618	348	7	math	math	NOUN
bracis-33618	348	8	  	  	SPACE
bracis-33618	348	9	google	google	PROPN
bracis-33618	348	10	scholar	scholar	NOUN
bracis-33618	348	11	  	  	SPACE
bracis-33618	348	12	download	download	NOUN
bracis-33618	348	13	references	reference	NOUN
bracis-33618	348	14	acknowledgments	acknowledgment	NOUN
bracis-33618	348	15	this	this	DET
bracis-33618	348	16	project	project	NOUN
bracis-33618	348	17	was	be	AUX
bracis-33618	348	18	supported	support	VERB
bracis-33618	348	19	by	by	ADP
bracis-33618	348	20	the	the	DET
bracis-33618	348	21	ministry	ministry	PROPN
bracis-33618	348	22	of	of	ADP
bracis-33618	348	23	science	science	PROPN
bracis-33618	348	24	,	,	PUNCT
bracis-33618	348	25	technology	technology	NOUN
bracis-33618	348	26	,	,	PUNCT
bracis-33618	348	27	and	and	CCONJ
bracis-33618	348	28	innovation	innovation	NOUN
bracis-33618	348	29	of	of	ADP
bracis-33618	348	30	brazil	brazil	PROPN
bracis-33618	348	31	,	,	PUNCT
bracis-33618	348	32	with	with	ADP
bracis-33618	348	33	resources	resource	NOUN
bracis-33618	348	34	granted	grant	VERB
bracis-33618	348	35	by	by	ADP
bracis-33618	348	36	the	the	DET
bracis-33618	348	37	federal	federal	ADJ
bracis-33618	348	38	law	law	NOUN
bracis-33618	348	39	8.248	8.248	NUM
bracis-33618	348	40	of	of	ADP
bracis-33618	348	41	october	october	PROPN
bracis-33618	348	42	23	23	NUM
bracis-33618	348	43	,	,	PUNCT
bracis-33618	348	44	1991	1991	NUM
bracis-33618	348	45	,	,	PUNCT
bracis-33618	348	46	under	under	ADP
bracis-33618	348	47	the	the	DET
bracis-33618	348	48	ppi	ppi	NOUN
bracis-33618	348	49	-	-	NOUN
bracis-33618	348	50	softex	softex	NOUN
bracis-33618	349	1	[	[	X
bracis-33618	349	2	01245.003479/2024	01245.003479/2024	NUM
bracis-33618	349	3	-	-	SYM
bracis-33618	349	4	10	10	NUM
bracis-33618	349	5	]	]	PUNCT
bracis-33618	349	6	.	.	PUNCT
bracis-33618	350	1	the	the	DET
bracis-33618	350	2	authors	author	NOUN
bracis-33618	350	3	also	also	ADV
bracis-33618	350	4	thank	thank	VERB
bracis-33618	350	5	cnpq	cnpq	NOUN
bracis-33618	350	6	(	(	PUNCT
bracis-33618	350	7	315399/2023	315399/2023	NUM
bracis-33618	350	8	-	-	SYM
bracis-33618	350	9	6	6	NUM
bracis-33618	350	10	and	and	CCONJ
bracis-33618	350	11	404087/2021	404087/2021	NUM
bracis-33618	350	12	-	-	SYM
bracis-33618	350	13	3	3	NUM
bracis-33618	350	14	)	)	PUNCT
bracis-33618	350	15	and	and	CCONJ
bracis-33618	350	16	fapesp	fapesp	NOUN
bracis-33618	350	17	(	(	PUNCT
bracis-33618	350	18	2013/08293	2013/08293	NUM
bracis-33618	350	19	-	-	SYM
bracis-33618	350	20	7	7	NUM
bracis-33618	350	21	)	)	PUNCT
bracis-33618	350	22	for	for	ADP
bracis-33618	350	23	their	their	PRON
bracis-33618	350	24	financial	financial	ADJ
bracis-33618	350	25	support	support	NOUN
bracis-33618	350	26	.	.	PUNCT
bracis-33618	351	1	author	author	NOUN
bracis-33618	351	2	information	information	NOUN
bracis-33618	351	3	authors	author	NOUN
bracis-33618	351	4	and	and	CCONJ
bracis-33618	351	5	affiliations	affiliation	NOUN
bracis-33618	351	6	hub	hub	NOUN
bracis-33618	351	7	for	for	ADP
bracis-33618	351	8	artificial	artificial	ADJ
bracis-33618	351	9	intelligence	intelligence	NOUN
bracis-33618	351	10	and	and	CCONJ
bracis-33618	351	11	cognitive	cognitive	ADJ
bracis-33618	351	12	architectures	architecture	NOUN
bracis-33618	351	13	(	(	PUNCT
bracis-33618	351	14	h.iaac	h.iaac	NOUN
bracis-33618	351	15	)	)	PUNCT
bracis-33618	351	16	,	,	PUNCT
bracis-33618	351	17	university	university	NOUN
bracis-33618	351	18	of	of	ADP
bracis-33618	351	19	campinas	campinas	PROPN
bracis-33618	351	20	,	,	PUNCT
bracis-33618	351	21	campinas	campinas	PROPN
bracis-33618	351	22	,	,	PUNCT
bracis-33618	351	23	13083	13083	NUM
bracis-33618	351	24	-	-	SYM
bracis-33618	351	25	852	852	NUM
bracis-33618	351	26	,	,	PUNCT
bracis-33618	351	27	brazil	brazil	PROPN
bracis-33618	351	28	nícolas	nícolas	PROPN
bracis-33618	351	29	hecker	hecker	PROPN
bracis-33618	351	30	,	,	PUNCT
bracis-33618	351	31	 	 	SPACE
bracis-33618	351	32	otávio	otávio	NOUN
bracis-33618	351	33	o.	o.	PROPN
bracis-33618	351	34	napoli	napoli	PROPN
bracis-33618	351	35	,	,	PUNCT
bracis-33618	351	36	 	 	SPACE
bracis-33618	351	37	jaime	jaime	NOUN
bracis-33618	351	38	delgado	delgado	PROPN
bracis-33618	351	39	,	,	PUNCT
bracis-33618	351	40	 	 	SPACE
bracis-33618	351	41	anderson	anderson	PROPN
bracis-33618	351	42	r.	r.	PROPN
bracis-33618	351	43	rocha	rocha	PROPN
bracis-33618	351	44	,	,	PUNCT
bracis-33618	351	45	 	 	SPACE
bracis-33618	351	46	levy	levy	NOUN
bracis-33618	351	47	boccato	boccato	NOUN
bracis-33618	351	48	 	 	SPACE
bracis-33618	351	49	&	&	CCONJ
bracis-33618	351	50	 	 	SPACE
bracis-33618	351	51	edson	edson	PROPN
bracis-33618	351	52	borin	borin	PROPN
bracis-33618	351	53	authors	author	NOUN
bracis-33618	351	54	nícolas	nícolas	AUX
bracis-33618	351	55	heckerview	heckerview	VERB
bracis-33618	351	56	author	author	NOUN
bracis-33618	351	57	publications	publication	NOUN
bracis-33618	351	58	search	search	NOUN
bracis-33618	351	59	author	author	NOUN
bracis-33618	351	60	on	on	ADP
bracis-33618	351	61	:	:	PUNCT
bracis-33618	351	62	pubmed	pubmed	PROPN
bracis-33618	351	63	 	 	SPACE
bracis-33618	351	64	google	google	PROPN
bracis-33618	351	65	scholar	scholar	NOUN
bracis-33618	351	66	otávio	otávio	NOUN
bracis-33618	351	67	o.	o.	PROPN
bracis-33618	351	68	napoliview	napoliview	PROPN
bracis-33618	351	69	author	author	NOUN
bracis-33618	351	70	publications	publication	NOUN
bracis-33618	351	71	search	search	NOUN
bracis-33618	351	72	author	author	NOUN
bracis-33618	351	73	on	on	ADP
bracis-33618	351	74	:	:	PUNCT
bracis-33618	351	75	pubmed	pubmed	PROPN
bracis-33618	351	76	 	 	SPACE
bracis-33618	351	77	google	google	PROPN
bracis-33618	351	78	scholar	scholar	NOUN
bracis-33618	351	79	jaime	jaime	NOUN
bracis-33618	351	80	delgadoview	delgadoview	PROPN
bracis-33618	351	81	author	author	NOUN
bracis-33618	351	82	publications	publication	NOUN
bracis-33618	351	83	search	search	NOUN
bracis-33618	351	84	author	author	NOUN
bracis-33618	351	85	on	on	ADP
bracis-33618	351	86	:	:	PUNCT
bracis-33618	351	87	pubmed	pubmed	PROPN
bracis-33618	351	88	 	 	SPACE
bracis-33618	351	89	google	google	PROPN
bracis-33618	351	90	scholar	scholar	PROPN
bracis-33618	351	91	anderson	anderson	PROPN
bracis-33618	351	92	r.	r.	PROPN
bracis-33618	351	93	rochaview	rochaview	PROPN
bracis-33618	351	94	author	author	NOUN
bracis-33618	351	95	publications	publication	NOUN
bracis-33618	351	96	search	search	NOUN
bracis-33618	351	97	author	author	NOUN
bracis-33618	351	98	on	on	ADP
bracis-33618	351	99	:	:	PUNCT
bracis-33618	351	100	pubmed	pubmed	PROPN
bracis-33618	351	101	 	 	SPACE
bracis-33618	351	102	google	google	PROPN
bracis-33618	351	103	scholar	scholar	NOUN
bracis-33618	351	104	levy	levy	NOUN
bracis-33618	351	105	boccatoview	boccatoview	NOUN
bracis-33618	351	106	author	author	NOUN
bracis-33618	351	107	publications	publication	NOUN
bracis-33618	351	108	search	search	NOUN
bracis-33618	351	109	author	author	NOUN
bracis-33618	351	110	on	on	ADP
bracis-33618	351	111	:	:	PUNCT
bracis-33618	351	112	pubmed	pubmed	PROPN
bracis-33618	351	113	 	 	SPACE
bracis-33618	351	114	google	google	PROPN
bracis-33618	351	115	scholar	scholar	PROPN
bracis-33618	351	116	edson	edson	PROPN
bracis-33618	351	117	borinview	borinview	PROPN
bracis-33618	351	118	author	author	NOUN
bracis-33618	351	119	publications	publication	NOUN
bracis-33618	351	120	search	search	NOUN
bracis-33618	351	121	author	author	NOUN
bracis-33618	351	122	on	on	ADP
bracis-33618	351	123	:	:	PUNCT
bracis-33618	351	124	pubmed	pubmed	PROPN
bracis-33618	351	125	 	 	SPACE
bracis-33618	351	126	google	google	PROPN
bracis-33618	351	127	scholar	scholar	NOUN
bracis-33618	351	128	corresponding	correspond	VERB
bracis-33618	351	129	author	author	NOUN
bracis-33618	351	130	correspondence	correspondence	NOUN
bracis-33618	351	131	to	to	ADP
bracis-33618	351	132	nícolas	nícolas	PROPN
bracis-33618	351	133	hecker	hecker	PROPN
bracis-33618	351	134	.	.	PUNCT
bracis-33618	352	1	editor	editor	NOUN
bracis-33618	352	2	information	information	NOUN
bracis-33618	352	3	editors	editor	NOUN
bracis-33618	352	4	and	and	CCONJ
bracis-33618	352	5	affiliations	affiliation	NOUN
bracis-33618	352	6	universidade	universidade	VERB
bracis-33618	352	7	federal	federal	PROPN
bracis-33618	352	8	fluminense	fluminense	PROPN
bracis-33618	352	9	,	,	PUNCT
bracis-33618	352	10	niterói	niterói	PROPN
bracis-33618	352	11	,	,	PUNCT
bracis-33618	352	12	brazil	brazil	PROPN
bracis-33618	352	13	aline	aline	PROPN
bracis-33618	352	14	paes	paes	PROPN
bracis-33618	352	15	instituto	instituto	PROPN
bracis-33618	352	16	tecnológico	tecnológico	PROPN
bracis-33618	352	17	de	de	PROPN
bracis-33618	352	18	aeronáutica	aeronáutica	PROPN
bracis-33618	352	19	,	,	PUNCT
bracis-33618	352	20	são	são	PROPN
bracis-33618	352	21	josé	josé	PROPN
bracis-33618	352	22	dos	dos	PROPN
bracis-33618	352	23	campos	campos	PROPN
bracis-33618	352	24	,	,	PUNCT
bracis-33618	352	25	brazil	brazil	PROPN
bracis-33618	352	26	filipe	filipe	PROPN
bracis-33618	352	27	a.	a.	PROPN
bracis-33618	352	28	n.	n.	PROPN
bracis-33618	352	29	verri	verri	PROPN
bracis-33618	352	30	rights	right	NOUN
bracis-33618	352	31	and	and	CCONJ
bracis-33618	352	32	permissions	permission	NOUN
bracis-33618	352	33	reprints	reprint	NOUN
bracis-33618	352	34	and	and	CCONJ
bracis-33618	352	35	permissions	permission	VERB
bracis-33618	352	36	copyright	copyright	NOUN
bracis-33618	352	37	information	information	NOUN
bracis-33618	352	38	©	©	ADP
bracis-33618	352	39	2025	2025	NUM
bracis-33618	352	40	the	the	DET
bracis-33618	352	41	author(s	author(s	NOUN
bracis-33618	352	42	)	)	PUNCT
bracis-33618	352	43	,	,	PUNCT
bracis-33618	352	44	under	under	ADP
bracis-33618	352	45	exclusive	exclusive	ADJ
bracis-33618	352	46	license	license	NOUN
bracis-33618	352	47	to	to	ADP
bracis-33618	352	48	springer	springer	NOUN
bracis-33618	352	49	nature	nature	PROPN
bracis-33618	352	50	switzerland	switzerland	PROPN
bracis-33618	352	51	ag	ag	PROPN
bracis-33618	352	52	about	about	ADP
bracis-33618	352	53	this	this	DET
bracis-33618	352	54	paper	paper	NOUN
bracis-33618	352	55	cite	cite	VERB
bracis-33618	352	56	this	this	DET
bracis-33618	352	57	paper	paper	NOUN
bracis-33618	352	58	hecker	hecker	NOUN
bracis-33618	352	59	,	,	PUNCT
bracis-33618	352	60	n.	n.	NOUN
bracis-33618	352	61	,	,	PUNCT
bracis-33618	352	62	napoli	napoli	PROPN
bracis-33618	352	63	,	,	PUNCT
bracis-33618	352	64	o.o	o.o	PROPN
bracis-33618	352	65	.	.	PROPN
bracis-33618	352	66	,	,	PUNCT
bracis-33618	352	67	delgado	delgado	PROPN
bracis-33618	352	68	,	,	PUNCT
bracis-33618	352	69	j.	j.	PROPN
bracis-33618	352	70	,	,	PUNCT
bracis-33618	352	71	rocha	rocha	PROPN
bracis-33618	352	72	,	,	PUNCT
bracis-33618	352	73	a.r	a.r	PROPN
bracis-33618	352	74	.	.	PROPN
bracis-33618	352	75	,	,	PUNCT
bracis-33618	352	76	boccato	boccato	PROPN
bracis-33618	352	77	,	,	PUNCT
bracis-33618	352	78	l.	l.	PROPN
bracis-33618	352	79	,	,	PUNCT
bracis-33618	352	80	borin	borin	PROPN
bracis-33618	352	81	,	,	PUNCT
bracis-33618	352	82	e.	e.	PROPN
bracis-33618	352	83	(	(	PUNCT
bracis-33618	352	84	2025	2025	NUM
bracis-33618	352	85	)	)	PUNCT
bracis-33618	352	86	.	.	PUNCT
bracis-33618	353	1	an	an	DET
bracis-33618	353	2	analysis	analysis	NOUN
bracis-33618	353	3	of	of	ADP
bracis-33618	353	4	 	 	SPACE
bracis-33618	353	5	time	time	NOUN
bracis-33618	353	6	-	-	PUNCT
bracis-33618	353	7	frequency	frequency	NOUN
bracis-33618	353	8	consistency	consistency	NOUN
bracis-33618	353	9	in	in	ADP
bracis-33618	353	10	 	 	SPACE
bracis-33618	353	11	human	human	ADJ
bracis-33618	353	12	activity	activity	NOUN
bracis-33618	353	13	recognition	recognition	NOUN
bracis-33618	353	14	.	.	PUNCT
bracis-33618	354	1	in	in	ADP
bracis-33618	354	2	:	:	PUNCT
bracis-33618	354	3	paes	paes	PROPN
bracis-33618	354	4	,	,	PUNCT
bracis-33618	354	5	a.	a.	PROPN
bracis-33618	354	6	,	,	PUNCT
bracis-33618	354	7	verri	verri	NOUN
bracis-33618	354	8	,	,	PUNCT
bracis-33618	354	9	f.a.n	f.a.n	ADJ
bracis-33618	354	10	.	.	PUNCT
bracis-33618	354	11	(	(	PUNCT
bracis-33618	354	12	eds	ed	NOUN
bracis-33618	354	13	)	)	PUNCT
bracis-33618	354	14	intelligent	intelligent	ADJ
bracis-33618	354	15	systems	system	NOUN
bracis-33618	354	16	.	.	PUNCT
bracis-33618	354	17	bracis	bracis	PROPN
bracis-33618	354	18	2024	2024	NUM
bracis-33618	354	19	.	.	PUNCT
bracis-33618	355	1	lecture	lecture	NOUN
bracis-33618	355	2	notes	note	NOUN
bracis-33618	355	3	in	in	ADP
bracis-33618	355	4	computer	computer	NOUN
bracis-33618	355	5	science	science	NOUN
bracis-33618	355	6	(	(	PUNCT
bracis-33618	355	7	)	)	PUNCT
bracis-33618	355	8	,	,	PUNCT
bracis-33618	355	9	vol	vol	NOUN
bracis-33618	355	10	15414	15414	NUM
bracis-33618	355	11	.	.	PUNCT
bracis-33618	356	1	springer	springer	NOUN
bracis-33618	356	2	,	,	PUNCT
bracis-33618	356	3	cham	cham	PROPN
bracis-33618	356	4	.	.	PUNCT
bracis-33618	357	1	https://doi.org/10.1007/978-3-031-79035-5_5	https://doi.org/10.1007/978-3-031-79035-5_5	PROPN
bracis-33618	357	2	download	download	PROPN
bracis-33618	357	3	citation	citation	NOUN
bracis-33618	357	4	.ris	.ris	PUNCT
bracis-33618	357	5	.enw	.enw	PROPN
bracis-33618	357	6	.bib	.bib	PUNCT
bracis-33618	358	1	doi	doi	PROPN
bracis-33618	358	2	:	:	PUNCT
bracis-33618	358	3	https://doi.org/10.1007/978-3-031-79035-5_5	https://doi.org/10.1007/978-3-031-79035-5_5	NUM
bracis-33618	358	4	published	publish	VERB
bracis-33618	358	5	:	:	PUNCT
bracis-33618	358	6	30	30	NUM
bracis-33618	358	7	january	january	PROPN
bracis-33618	358	8	2025	2025	NUM
bracis-33618	358	9	publisher	publisher	NOUN
bracis-33618	358	10	name	name	NOUN
bracis-33618	358	11	:	:	PUNCT
bracis-33618	358	12	springer	springer	NOUN
bracis-33618	358	13	,	,	PUNCT
bracis-33618	358	14	cham	cham	PROPN
bracis-33618	358	15	print	print	PROPN
bracis-33618	358	16	isbn	isbn	PROPN
bracis-33618	358	17	:	:	PUNCT
bracis-33618	358	18	978	978	NUM
bracis-33618	358	19	-	-	SYM
bracis-33618	358	20	3	3	NUM
bracis-33618	358	21	-	-	PUNCT
bracis-33618	358	22	031	031	NUM
bracis-33618	358	23	-	-	PUNCT
bracis-33618	358	24	79034	79034	NUM
bracis-33618	358	25	-	-	SYM
bracis-33618	358	26	8	8	NUM
bracis-33618	358	27	online	online	ADJ
bracis-33618	358	28	isbn	isbn	NOUN
bracis-33618	358	29	:	:	PUNCT
bracis-33618	358	30	978	978	NUM
bracis-33618	358	31	-	-	SYM
bracis-33618	358	32	3	3	NUM
bracis-33618	358	33	-	-	PUNCT
bracis-33618	358	34	031	031	NUM
bracis-33618	358	35	-	-	PUNCT
bracis-33618	358	36	79035	79035	NUM
bracis-33618	358	37	-	-	PUNCT
bracis-33618	358	38	5	5	NUM
bracis-33618	358	39	ebook	ebook	NOUN
bracis-33618	358	40	packages	package	NOUN
bracis-33618	358	41	:	:	PUNCT
bracis-33618	358	42	computer	computer	NOUN
bracis-33618	358	43	sciencecomputer	sciencecomputer	NOUN
bracis-33618	358	44	science	science	NOUN
bracis-33618	358	45	(	(	PUNCT
bracis-33618	358	46	r0	r0	NOUN
bracis-33618	358	47	)	)	PUNCT
bracis-33618	358	48	share	share	VERB
bracis-33618	358	49	this	this	DET
bracis-33618	358	50	paper	paper	NOUN
bracis-33618	358	51	anyone	anyone	PRON
bracis-33618	358	52	you	you	PRON
bracis-33618	358	53	share	share	VERB
bracis-33618	358	54	the	the	DET
bracis-33618	358	55	following	follow	VERB
bracis-33618	358	56	link	link	NOUN
bracis-33618	358	57	with	with	ADP
bracis-33618	358	58	will	will	AUX
bracis-33618	358	59	be	be	AUX
bracis-33618	358	60	able	able	ADJ
bracis-33618	358	61	to	to	PART
bracis-33618	358	62	read	read	VERB
bracis-33618	358	63	this	this	DET
bracis-33618	358	64	content	content	NOUN
bracis-33618	358	65	:	:	PUNCT
bracis-33618	358	66	get	get	VERB
bracis-33618	358	67	shareable	shareable	ADJ
bracis-33618	358	68	linksorry	linksorry	NOUN
bracis-33618	358	69	,	,	PUNCT
bracis-33618	358	70	a	a	DET
bracis-33618	358	71	shareable	shareable	ADJ
bracis-33618	358	72	link	link	NOUN
bracis-33618	358	73	is	be	AUX
bracis-33618	358	74	not	not	PART
bracis-33618	358	75	currently	currently	ADV
bracis-33618	358	76	available	available	ADJ
bracis-33618	358	77	for	for	ADP
bracis-33618	358	78	this	this	DET
bracis-33618	358	79	article	article	NOUN
bracis-33618	358	80	.	.	PUNCT
bracis-33618	359	1	copy	copy	VERB
bracis-33618	359	2	shareable	shareable	ADJ
bracis-33618	359	3	link	link	NOUN
bracis-33618	359	4	to	to	PART
bracis-33618	359	5	clipboard	clipboard	NOUN
bracis-33618	359	6	provided	provide	VERB
bracis-33618	359	7	by	by	ADP
bracis-33618	359	8	the	the	DET
bracis-33618	359	9	springer	springer	NOUN
bracis-33618	359	10	nature	nature	PROPN
bracis-33618	359	11	sharedit	sharedit	PROPN
bracis-33618	359	12	content	content	NOUN
bracis-33618	359	13	-	-	PUNCT
bracis-33618	359	14	sharing	share	VERB
bracis-33618	359	15	initiative	initiative	NOUN
bracis-33618	359	16	keywords	keyword	VERB
bracis-33618	359	17	convolutional	convolutional	ADJ
bracis-33618	359	18	neural	neural	ADJ
bracis-33618	359	19	network	network	NOUN
bracis-33618	359	20	human	human	ADJ
bracis-33618	359	21	activity	activity	NOUN
bracis-33618	359	22	recognition	recognition	NOUN
bracis-33618	359	23	self	self	NOUN
bracis-33618	359	24	-	-	PUNCT
bracis-33618	359	25	supervised	supervise	VERB
bracis-33618	359	26	learning	learning	NOUN
bracis-33618	359	27	time	time	NOUN
bracis-33618	359	28	frequency	frequency	NOUN
bracis-33618	359	29	consistency	consistency	NOUN
bracis-33618	359	30	publish	publish	NOUN
bracis-33618	359	31	with	with	ADP
bracis-33618	359	32	us	us	PROPN
bracis-33618	359	33	policies	policy	NOUN
bracis-33618	359	34	and	and	CCONJ
bracis-33618	359	35	ethics	ethic	NOUN
bracis-33618	359	36	search	search	NOUN
bracis-33618	359	37	search	search	NOUN
bracis-33618	359	38	by	by	ADP
bracis-33618	359	39	keyword	keyword	NOUN
bracis-33618	359	40	or	or	CCONJ
bracis-33618	359	41	author	author	NOUN
bracis-33618	359	42	search	search	NOUN
bracis-33618	359	43	navigation	navigation	NOUN
bracis-33618	359	44	find	find	VERB
bracis-33618	359	45	a	a	DET
bracis-33618	359	46	journal	journal	NOUN
bracis-33618	359	47	publish	publish	VERB
bracis-33618	359	48	with	with	ADP
bracis-33618	359	49	us	we	PRON
bracis-33618	359	50	track	track	VERB
bracis-33618	359	51	your	your	PRON
bracis-33618	359	52	research	research	NOUN
bracis-33618	359	53	discover	discover	VERB
bracis-33618	359	54	content	content	NOUN
bracis-33618	359	55	journals	journal	NOUN
bracis-33618	359	56	a	a	DET
bracis-33618	359	57	-	-	PUNCT
bracis-33618	359	58	z	z	NOUN
bracis-33618	359	59	books	book	NOUN
bracis-33618	359	60	a	a	DET
bracis-33618	359	61	-	-	PUNCT
bracis-33618	359	62	z	z	NOUN
bracis-33618	359	63	publish	publish	NOUN
bracis-33618	359	64	with	with	ADP
bracis-33618	359	65	us	us	PROPN
bracis-33618	359	66	journal	journal	PROPN
bracis-33618	359	67	finder	finder	PROPN
bracis-33618	359	68	publish	publish	VERB
bracis-33618	359	69	your	your	PRON
bracis-33618	359	70	research	research	NOUN
bracis-33618	359	71	language	language	NOUN
bracis-33618	359	72	editing	edit	VERB
bracis-33618	359	73	open	open	ADJ
bracis-33618	359	74	access	access	NOUN
bracis-33618	359	75	publishing	publishing	NOUN
bracis-33618	359	76	products	product	NOUN
bracis-33618	359	77	and	and	CCONJ
bracis-33618	359	78	services	service	NOUN
bracis-33618	359	79	our	our	PRON
bracis-33618	359	80	products	product	NOUN
bracis-33618	359	81	librarians	librarian	VERB
bracis-33618	359	82	societies	society	NOUN
bracis-33618	359	83	partners	partner	NOUN
bracis-33618	359	84	and	and	CCONJ
bracis-33618	359	85	advertisers	advertiser	NOUN
bracis-33618	359	86	our	our	PRON
bracis-33618	359	87	brands	brand	NOUN
bracis-33618	359	88	springer	springer	NOUN
bracis-33618	359	89	nature	nature	PROPN
bracis-33618	359	90	portfolio	portfolio	PROPN
bracis-33618	359	91	bmc	bmc	PROPN
bracis-33618	359	92	palgrave	palgrave	PROPN
bracis-33618	359	93	macmillan	macmillan	PROPN
bracis-33618	359	94	apress	apress	PROPN
bracis-33618	359	95	discover	discover	VERB
bracis-33618	359	96	your	your	PRON
bracis-33618	359	97	privacy	privacy	NOUN
bracis-33618	359	98	choices	choice	NOUN
bracis-33618	359	99	/	/	SYM
bracis-33618	359	100	manage	manage	NOUN
bracis-33618	359	101	cookies	cookie	NOUN
bracis-33618	359	102	your	your	PRON
bracis-33618	359	103	us	us	PROPN
bracis-33618	360	1	state	state	NOUN
bracis-33618	360	2	privacy	privacy	NOUN
bracis-33618	360	3	rights	right	NOUN
bracis-33618	360	4	accessibility	accessibility	NOUN
bracis-33618	360	5	statement	statement	NOUN
bracis-33618	360	6	terms	term	NOUN
bracis-33618	360	7	and	and	CCONJ
bracis-33618	360	8	conditions	condition	NOUN
bracis-33618	360	9	privacy	privacy	NOUN
bracis-33618	360	10	policy	policy	NOUN
bracis-33618	360	11	help	help	NOUN
bracis-33618	360	12	and	and	CCONJ
bracis-33618	360	13	support	support	VERB
bracis-33618	360	14	legal	legal	ADJ
bracis-33618	360	15	notice	notice	NOUN
bracis-33618	360	16	cancel	cancel	VERB
bracis-33618	360	17	contracts	contract	NOUN
bracis-33618	360	18	here	here	ADV
bracis-33618	360	19	129.74.145.123	129.74.145.123	NUM
bracis-33618	360	20	hesburgh	hesburgh	PROPN
bracis-33618	360	21	library	library	PROPN
bracis-33618	360	22	er	er	INTJ
bracis-33618	360	23	unit	unit	NOUN
bracis-33618	360	24	(	(	PUNCT
bracis-33618	360	25	3005732405	3005732405	NUM
bracis-33618	360	26	)	)	PUNCT
bracis-33618	360	27	northeast	northeast	ADJ
bracis-33618	360	28	research	research	NOUN
bracis-33618	360	29	libraries	library	NOUN
bracis-33618	360	30	(	(	PUNCT
bracis-33618	360	31	nerl	nerl	PROPN
bracis-33618	360	32	)	)	PUNCT
bracis-33618	360	33	(	(	PUNCT
bracis-33618	360	34	8200828607	8200828607	NUM
bracis-33618	360	35	)	)	PUNCT
bracis-33618	360	36	nerl	nerl	VERB
bracis-33618	360	37	ta	ta	X
bracis-33618	360	38	account	account	NOUN
bracis-33618	360	39	(	(	PUNCT
bracis-33618	360	40	3006206169	3006206169	NUM
bracis-33618	360	41	)	)	PUNCT
bracis-33618	360	42	university	university	NOUN
bracis-33618	360	43	of	of	ADP
bracis-33618	360	44	notre	notre	PROPN
bracis-33618	360	45	dame	dame	PROPN
bracis-33618	360	46	hesburgh	hesburgh	PROPN
bracis-33618	360	47	library	library	NOUN
bracis-33618	360	48	(	(	PUNCT
bracis-33618	360	49	3000184373	3000184373	NUM
bracis-33618	360	50	)	)	PUNCT
bracis-33618	361	1	©	©	ADP
bracis-33618	361	2	2025	2025	NUM
bracis-33618	361	3	springer	springer	NOUN
bracis-33618	361	4	nature	nature	NOUN