id	sid	tid	token	lemma	pos
bracis-33634	1	1	impact	impact	NOUN
bracis-33634	1	2	of	of	ADP
bracis-33634	1	3	 	 	SPACE
bracis-33634	1	4	pre	pre	ADJ
bracis-33634	1	5	-	-	ADJ
bracis-33634	1	6	training	training	ADJ
bracis-33634	1	7	datasets	dataset	NOUN
bracis-33634	1	8	on	on	ADP
bracis-33634	1	9	 	 	SPACE
bracis-33634	1	10	human	human	ADJ
bracis-33634	1	11	activity	activity	NOUN
bracis-33634	1	12	recognition	recognition	NOUN
bracis-33634	1	13	with	with	ADP
bracis-33634	1	14	 	 	SPACE
bracis-33634	1	15	contrastive	contrastive	ADJ
bracis-33634	1	16	predictive	predictive	ADJ
bracis-33634	1	17	coding	coding	NOUN
bracis-33634	1	18	|	|	CCONJ
bracis-33634	1	19	springer	springer	NOUN
bracis-33634	1	20	nature	nature	NOUN
bracis-33634	1	21	link	link	PROPN
bracis-33634	1	22	(	(	PUNCT
bracis-33634	1	23	formerly	formerly	ADV
bracis-33634	1	24	springerlink	springerlink	NOUN
bracis-33634	1	25	)	)	PUNCT
bracis-33634	1	26	skip	skip	VERB
bracis-33634	1	27	to	to	ADP
bracis-33634	1	28	main	main	ADJ
bracis-33634	1	29	content	content	NOUN
bracis-33634	1	30	advertisement	advertisement	NOUN
bracis-33634	1	31	log	log	NOUN
bracis-33634	1	32	in	in	ADP
bracis-33634	1	33	menu	menu	NOUN
bracis-33634	1	34	find	find	VERB
bracis-33634	1	35	a	a	DET
bracis-33634	1	36	journal	journal	NOUN
bracis-33634	1	37	publish	publish	VERB
bracis-33634	1	38	with	with	ADP
bracis-33634	1	39	us	we	PRON
bracis-33634	1	40	track	track	VERB
bracis-33634	1	41	your	your	PRON
bracis-33634	1	42	research	research	NOUN
bracis-33634	1	43	search	search	NOUN
bracis-33634	1	44	cart	cart	NOUN
bracis-33634	1	45	home	home	NOUN
bracis-33634	1	46	intelligent	intelligent	ADJ
bracis-33634	1	47	systems	system	NOUN
bracis-33634	1	48	conference	conference	NOUN
bracis-33634	1	49	paper	paper	NOUN
bracis-33634	1	50	impact	impact	NOUN
bracis-33634	1	51	of	of	ADP
bracis-33634	1	52	 	 	SPACE
bracis-33634	1	53	pre	pre	ADJ
bracis-33634	1	54	-	-	ADJ
bracis-33634	1	55	training	training	ADJ
bracis-33634	1	56	datasets	dataset	NOUN
bracis-33634	1	57	on	on	ADP
bracis-33634	1	58	 	 	SPACE
bracis-33634	1	59	human	human	ADJ
bracis-33634	1	60	activity	activity	NOUN
bracis-33634	1	61	recognition	recognition	NOUN
bracis-33634	1	62	with	with	ADP
bracis-33634	1	63	 	 	SPACE
bracis-33634	1	64	contrastive	contrastive	ADJ
bracis-33634	1	65	predictive	predictive	ADJ
bracis-33634	1	66	coding	code	VERB
bracis-33634	1	67	conference	conference	NOUN
bracis-33634	1	68	paper	paper	NOUN
bracis-33634	1	69	first	first	ADV
bracis-33634	1	70	online	online	ADV
bracis-33634	1	71	:	:	PUNCT
bracis-33634	1	72	30	30	NUM
bracis-33634	1	73	january	january	NOUN
bracis-33634	1	74	2025	2025	NUM
bracis-33634	1	75	pp	pp	NUM
bracis-33634	1	76	306–320	306–320	NUM
bracis-33634	1	77	cite	cite	VERB
bracis-33634	1	78	this	this	DET
bracis-33634	1	79	conference	conference	NOUN
bracis-33634	1	80	paper	paper	NOUN
bracis-33634	1	81	access	access	NOUN
bracis-33634	1	82	provided	provide	VERB
bracis-33634	1	83	by	by	ADP
bracis-33634	1	84	university	university	PROPN
bracis-33634	1	85	of	of	ADP
bracis-33634	1	86	notre	notre	PROPN
bracis-33634	1	87	dame	dame	PROPN
bracis-33634	1	88	hesburgh	hesburgh	PROPN
bracis-33634	1	89	library	library	PROPN
bracis-33634	1	90	download	download	PROPN
bracis-33634	1	91	book	book	NOUN
bracis-33634	1	92	pdf	pdf	PROPN
bracis-33634	1	93	download	download	NOUN
bracis-33634	1	94	book	book	NOUN
bracis-33634	1	95	epub	epub	PROPN
bracis-33634	1	96	intelligent	intelligent	ADJ
bracis-33634	1	97	systems	system	NOUN
bracis-33634	1	98	(	(	PUNCT
bracis-33634	1	99	bracis	bracis	NOUN
bracis-33634	1	100	2024	2024	NUM
bracis-33634	1	101	)	)	PUNCT
bracis-33634	1	102	impact	impact	NOUN
bracis-33634	1	103	of	of	ADP
bracis-33634	1	104	 	 	SPACE
bracis-33634	1	105	pre	pre	ADJ
bracis-33634	1	106	-	-	ADJ
bracis-33634	1	107	training	training	ADJ
bracis-33634	1	108	datasets	dataset	NOUN
bracis-33634	1	109	on	on	ADP
bracis-33634	1	110	 	 	SPACE
bracis-33634	1	111	human	human	ADJ
bracis-33634	1	112	activity	activity	NOUN
bracis-33634	1	113	recognition	recognition	NOUN
bracis-33634	1	114	with	with	ADP
bracis-33634	1	115	 	 	SPACE
bracis-33634	1	116	contrastive	contrastive	ADJ
bracis-33634	1	117	predictive	predictive	ADJ
bracis-33634	1	118	coding	code	VERB
bracis-33634	1	119	download	download	NOUN
bracis-33634	1	120	book	book	NOUN
bracis-33634	1	121	pdf	pdf	PROPN
bracis-33634	1	122	download	download	NOUN
bracis-33634	1	123	book	book	PROPN
bracis-33634	1	124	epub	epub	PROPN
bracis-33634	1	125	betania	betania	PROPN
bracis-33634	1	126	e.	e.	PROPN
bracis-33634	1	127	r.	r.	PROPN
bracis-33634	1	128	da	da	PROPN
bracis-33634	1	129	silva9	silva9	PROPN
bracis-33634	1	130	,	,	PUNCT
bracis-33634	1	131	otávio	otávio	NOUN
bracis-33634	1	132	o.	o.	PROPN
bracis-33634	1	133	napoli9	napoli9	PROPN
bracis-33634	1	134	,	,	PUNCT
bracis-33634	1	135	j.	j.	PROPN
bracis-33634	1	136	v.	v.	PROPN
bracis-33634	1	137	delgado9	delgado9	PROPN
bracis-33634	1	138	,	,	PUNCT
bracis-33634	1	139	anderson	anderson	PROPN
bracis-33634	1	140	r.	r.	PROPN
bracis-33634	1	141	rocha9	rocha9	PROPN
bracis-33634	1	142	,	,	PUNCT
bracis-33634	1	143	levy	levy	NOUN
bracis-33634	1	144	boccato9	boccato9	PROPN
bracis-33634	1	145	&	&	CCONJ
bracis-33634	1	146	…	…	PUNCT
bracis-33634	1	147	edson	edson	PROPN
bracis-33634	1	148	borin9	borin9	PROPN
bracis-33634	1	149	  	  	SPACE
bracis-33634	1	150	show	show	VERB
bracis-33634	1	151	authors	author	NOUN
bracis-33634	1	152	part	part	NOUN
bracis-33634	1	153	of	of	ADP
bracis-33634	1	154	the	the	DET
bracis-33634	1	155	book	book	NOUN
bracis-33634	1	156	series	series	NOUN
bracis-33634	1	157	:	:	PUNCT
bracis-33634	1	158	lecture	lecture	NOUN
bracis-33634	1	159	notes	note	NOUN
bracis-33634	1	160	in	in	ADP
bracis-33634	1	161	computer	computer	NOUN
bracis-33634	1	162	science	science	NOUN
bracis-33634	1	163	(	(	PUNCT
bracis-33634	1	164	(	(	PUNCT
bracis-33634	1	165	lnai	lnai	ADJ
bracis-33634	1	166	,	,	PUNCT
bracis-33634	1	167	volume	volume	NOUN
bracis-33634	1	168	15414	15414	NUM
bracis-33634	1	169	)	)	PUNCT
bracis-33634	1	170	)	)	PUNCT
bracis-33634	1	171	included	include	VERB
bracis-33634	1	172	in	in	ADP
bracis-33634	1	173	the	the	DET
bracis-33634	1	174	following	follow	VERB
bracis-33634	1	175	conference	conference	NOUN
bracis-33634	1	176	series	series	NOUN
bracis-33634	1	177	:	:	PUNCT
bracis-33634	1	178	brazilian	brazilian	ADJ
bracis-33634	1	179	conference	conference	NOUN
bracis-33634	1	180	on	on	ADP
bracis-33634	1	181	intelligent	intelligent	ADJ
bracis-33634	1	182	systems	system	NOUN
bracis-33634	1	183	391	391	NUM
bracis-33634	1	184	accesses	access	NOUN
bracis-33634	1	185	abstract	abstract	ADJ
bracis-33634	1	186	self	self	NOUN
bracis-33634	1	187	-	-	PUNCT
bracis-33634	1	188	supervised	supervise	VERB
bracis-33634	1	189	learning	learning	NOUN
bracis-33634	1	190	(	(	PUNCT
bracis-33634	1	191	ssl	ssl	ADJ
bracis-33634	1	192	)	)	PUNCT
bracis-33634	1	193	techniques	technique	NOUN
bracis-33634	1	194	have	have	AUX
bracis-33634	1	195	 	 	SPACE
bracis-33634	1	196	been	be	AUX
bracis-33634	1	197	successfully	successfully	ADV
bracis-33634	1	198	employed	employ	VERB
bracis-33634	1	199	to	to	PART
bracis-33634	1	200	learn	learn	VERB
bracis-33634	1	201	useful	useful	ADJ
bracis-33634	1	202	representations	representation	NOUN
bracis-33634	1	203	for	for	ADP
bracis-33634	1	204	various	various	ADJ
bracis-33634	1	205	data	datum	NOUN
bracis-33634	1	206	modalities	modality	NOUN
bracis-33634	1	207	without	without	ADP
bracis-33634	1	208	labels	label	NOUN
bracis-33634	1	209	.	.	PUNCT
bracis-33634	2	1	these	these	DET
bracis-33634	2	2	techniques	technique	NOUN
bracis-33634	2	3	use	use	VERB
bracis-33634	2	4	a	a	DET
bracis-33634	2	5	pretext	pretext	NOUN
bracis-33634	2	6	 	 	SPACE
bracis-33634	2	7	task	task	NOUN
bracis-33634	2	8	to	to	PART
bracis-33634	2	9	train	train	VERB
bracis-33634	2	10	the	the	DET
bracis-33634	2	11	backbone	backbone	NOUN
bracis-33634	2	12	of	of	ADP
bracis-33634	2	13	a	a	DET
bracis-33634	2	14	deep	deep	ADJ
bracis-33634	2	15	-	-	PUNCT
bracis-33634	2	16	learning	learn	VERB
bracis-33634	2	17	model	model	NOUN
bracis-33634	2	18	without	without	ADP
bracis-33634	2	19	labels	label	NOUN
bracis-33634	2	20	 	 	SPACE
bracis-33634	2	21	and	and	CCONJ
bracis-33634	2	22	then	then	ADV
bracis-33634	2	23	leverage	leverage	VERB
bracis-33634	2	24	the	the	DET
bracis-33634	2	25	pre	pre	ADJ
bracis-33634	2	26	-	-	ADJ
bracis-33634	2	27	trained	train	VERB
bracis-33634	2	28	backbone	backbone	NOUN
bracis-33634	2	29	to	to	PART
bracis-33634	2	30	train	train	VERB
bracis-33634	2	31	a	a	DET
bracis-33634	2	32	downstream	downstream	ADJ
bracis-33634	2	33	 	 	SPACE
bracis-33634	2	34	model	model	NOUN
bracis-33634	2	35	with	with	ADP
bracis-33634	2	36	a	a	DET
bracis-33634	2	37	few	few	ADJ
bracis-33634	2	38	labeled	label	VERB
bracis-33634	2	39	samples	sample	NOUN
bracis-33634	2	40	.	.	PUNCT
bracis-33634	3	1	in	in	ADP
bracis-33634	3	2	this	this	DET
bracis-33634	3	3	context	context	NOUN
bracis-33634	3	4	,	,	PUNCT
bracis-33634	3	5	contrastive	contrastive	ADJ
bracis-33634	3	6	predictive	predictive	ADJ
bracis-33634	3	7	coding	code	VERB
bracis-33634	3	8	(	(	PUNCT
bracis-33634	3	9	cpc	cpc	PROPN
bracis-33634	3	10	)	)	PUNCT
bracis-33634	3	11	is	be	AUX
bracis-33634	3	12	an	an	DET
bracis-33634	3	13	ssl	ssl	ADJ
bracis-33634	3	14	technique	technique	NOUN
bracis-33634	3	15	that	that	PRON
bracis-33634	3	16	has	have	AUX
bracis-33634	3	17	demonstrated	demonstrate	VERB
bracis-33634	3	18	promising	promising	ADJ
bracis-33634	3	19	results	result	NOUN
bracis-33634	3	20	in	in	ADP
bracis-33634	3	21	several	several	ADJ
bracis-33634	3	22	tasks	task	NOUN
bracis-33634	3	23	,	,	PUNCT
bracis-33634	3	24	including	include	VERB
bracis-33634	3	25	human	human	ADJ
bracis-33634	3	26	activity	activity	NOUN
bracis-33634	3	27	recognition	recognition	NOUN
bracis-33634	3	28	(	(	PUNCT
bracis-33634	3	29	har	har	NOUN
bracis-33634	3	30	)	)	PUNCT
bracis-33634	3	31	.	.	PUNCT
bracis-33634	4	1	in	in	ADP
bracis-33634	4	2	this	this	DET
bracis-33634	4	3	work	work	NOUN
bracis-33634	4	4	,	,	PUNCT
bracis-33634	4	5	we	we	PRON
bracis-33634	4	6	explore	explore	VERB
bracis-33634	4	7	the	the	DET
bracis-33634	4	8	impact	impact	NOUN
bracis-33634	4	9	of	of	ADP
bracis-33634	4	10	data	datum	NOUN
bracis-33634	4	11	variety	variety	NOUN
bracis-33634	4	12	 	 	SPACE
bracis-33634	4	13	on	on	ADP
bracis-33634	4	14	backbone	backbone	NOUN
bracis-33634	4	15	pre	pre	NOUN
bracis-33634	4	16	-	-	NOUN
bracis-33634	4	17	training	training	NOUN
bracis-33634	4	18	when	when	SCONJ
bracis-33634	4	19	designing	design	VERB
bracis-33634	4	20	cpc	cpc	PROPN
bracis-33634	4	21	models	model	NOUN
bracis-33634	4	22	for	for	ADP
bracis-33634	4	23	har	har	NOUN
bracis-33634	4	24	and	and	CCONJ
bracis-33634	4	25	 	 	SPACE
bracis-33634	4	26	the	the	DET
bracis-33634	4	27	benefits	benefit	NOUN
bracis-33634	4	28	of	of	ADP
bracis-33634	4	29	pre	pre	NOUN
bracis-33634	4	30	-	-	NOUN
bracis-33634	4	31	training	training	NOUN
bracis-33634	4	32	on	on	ADP
bracis-33634	4	33	the	the	DET
bracis-33634	4	34	final	final	ADJ
bracis-33634	4	35	model	model	NOUN
bracis-33634	4	36	.	.	PUNCT
bracis-33634	5	1	we	we	PRON
bracis-33634	5	2	evaluated	evaluate	VERB
bracis-33634	5	3	the	the	DET
bracis-33634	5	4	impact	impact	NOUN
bracis-33634	5	5	of	of	ADP
bracis-33634	5	6	data	datum	NOUN
bracis-33634	5	7	variety	variety	NOUN
bracis-33634	5	8	on	on	ADP
bracis-33634	5	9	model	model	NOUN
bracis-33634	5	10	pre	pre	NOUN
bracis-33634	5	11	-	-	NOUN
bracis-33634	5	12	training	training	NOUN
bracis-33634	5	13	using	use	VERB
bracis-33634	5	14	fifteen	fifteen	NUM
bracis-33634	5	15	combinations	combination	NOUN
bracis-33634	5	16	 	 	SPACE
bracis-33634	5	17	of	of	ADP
bracis-33634	5	18	four	four	NUM
bracis-33634	5	19	distinct	distinct	ADJ
bracis-33634	5	20	har	har	NOUN
bracis-33634	5	21	datasets	dataset	NOUN
bracis-33634	5	22	,	,	PUNCT
bracis-33634	5	23	finding	find	VERB
bracis-33634	5	24	significant	significant	ADJ
bracis-33634	5	25	performance	performance	NOUN
bracis-33634	5	26	variability	variability	NOUN
bracis-33634	5	27	based	base	VERB
bracis-33634	5	28	on	on	ADP
bracis-33634	5	29	the	the	DET
bracis-33634	5	30	pre	pre	ADJ
bracis-33634	5	31	-	-	ADJ
bracis-33634	5	32	training	training	ADJ
bracis-33634	5	33	datasets	dataset	NOUN
bracis-33634	5	34	,	,	PUNCT
bracis-33634	5	35	with	with	ADP
bracis-33634	5	36	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	5	37	varying	varying	NOUN
bracis-33634	5	38	from	from	ADP
bracis-33634	5	39	9.6	9.6	NUM
bracis-33634	5	40	to	to	PART
bracis-33634	5	41	13	13	NUM
bracis-33634	5	42	%	%	NOUN
bracis-33634	5	43	points	point	NOUN
bracis-33634	5	44	across	across	ADP
bracis-33634	5	45	different	different	ADJ
bracis-33634	5	46	target	target	NOUN
bracis-33634	5	47	datasets	dataset	NOUN
bracis-33634	5	48	.	.	PUNCT
bracis-33634	6	1	we	we	PRON
bracis-33634	6	2	also	also	ADV
bracis-33634	6	3	found	find	VERB
bracis-33634	6	4	that	that	SCONJ
bracis-33634	6	5	including	include	VERB
bracis-33634	6	6	the	the	DET
bracis-33634	6	7	target	target	NOUN
bracis-33634	6	8	dataset	dataset	VERB
bracis-33634	6	9	in	in	ADP
bracis-33634	6	10	the	the	DET
bracis-33634	6	11	pre	pre	ADJ
bracis-33634	6	12	-	-	ADJ
bracis-33634	6	13	training	training	ADJ
bracis-33634	6	14	process	process	NOUN
bracis-33634	6	15	generally	generally	ADV
bracis-33634	6	16	improved	improve	VERB
bracis-33634	6	17	performance	performance	NOUN
bracis-33634	6	18	and	and	CCONJ
bracis-33634	6	19	that	that	SCONJ
bracis-33634	6	20	pre	pre	ADJ
bracis-33634	6	21	-	-	NOUN
bracis-33634	6	22	training	training	NOUN
bracis-33634	6	23	 	 	SPACE
bracis-33634	6	24	with	with	ADP
bracis-33634	6	25	all	all	DET
bracis-33634	6	26	four	four	NUM
bracis-33634	6	27	datasets	dataset	NOUN
bracis-33634	6	28	produced	produce	VERB
bracis-33634	6	29	a	a	DET
bracis-33634	6	30	high	high	ADJ
bracis-33634	6	31	-	-	PUNCT
bracis-33634	6	32	quality	quality	NOUN
bracis-33634	6	33	backbone	backbone	NOUN
bracis-33634	6	34	,	,	PUNCT
bracis-33634	6	35	yielding	yield	VERB
bracis-33634	6	36	downstream	downstream	ADJ
bracis-33634	6	37	models	model	NOUN
bracis-33634	6	38	performing	perform	VERB
bracis-33634	6	39	near	near	ADP
bracis-33634	6	40	the	the	DET
bracis-33634	6	41	best	good	ADJ
bracis-33634	6	42	on	on	ADP
bracis-33634	6	43	all	all	DET
bracis-33634	6	44	target	target	NOUN
bracis-33634	6	45	datasets	dataset	NOUN
bracis-33634	6	46	.	.	PUNCT
bracis-33634	7	1	these	these	DET
bracis-33634	7	2	findings	finding	NOUN
bracis-33634	7	3	emphasize	emphasize	VERB
bracis-33634	7	4	the	the	DET
bracis-33634	7	5	importance	importance	NOUN
bracis-33634	7	6	of	of	ADP
bracis-33634	7	7	selecting	select	VERB
bracis-33634	7	8	pre	pre	ADJ
bracis-33634	7	9	-	-	ADJ
bracis-33634	7	10	training	training	ADJ
bracis-33634	7	11	datasets	dataset	NOUN
bracis-33634	7	12	aligned	align	VERB
bracis-33634	7	13	with	with	ADP
bracis-33634	7	14	the	the	DET
bracis-33634	7	15	downstream	downstream	ADJ
bracis-33634	7	16	task	task	NOUN
bracis-33634	7	17	domain	domain	NOUN
bracis-33634	7	18	.	.	PUNCT
bracis-33634	8	1	additionally	additionally	ADV
bracis-33634	8	2	,	,	PUNCT
bracis-33634	8	3	 	 	SPACE
bracis-33634	8	4	we	we	PRON
bracis-33634	8	5	demonstrated	demonstrate	VERB
bracis-33634	8	6	that	that	SCONJ
bracis-33634	8	7	cpc	cpc	PROPN
bracis-33634	8	8	pre	pre	VERB
bracis-33634	8	9	-	-	VERB
bracis-33634	8	10	training	train	VERB
bracis-33634	8	11	significantly	significantly	ADV
bracis-33634	8	12	benefits	benefit	VERB
bracis-33634	8	13	downstream	downstream	ADJ
bracis-33634	8	14	model	model	NOUN
bracis-33634	8	15	performance	performance	NOUN
bracis-33634	8	16	with	with	ADP
bracis-33634	8	17	limited	limited	ADJ
bracis-33634	8	18	data	datum	NOUN
bracis-33634	8	19	,	,	PUNCT
bracis-33634	8	20	achieving	achieve	VERB
bracis-33634	8	21	comparable	comparable	ADJ
bracis-33634	8	22	\(f_1\)-scores	\(f_1\)-score	NOUN
bracis-33634	8	23	with	with	ADP
bracis-33634	8	24	just	just	ADV
bracis-33634	8	25	5	5	NUM
bracis-33634	8	26	%	%	NOUN
bracis-33634	8	27	of	of	ADP
bracis-33634	8	28	the	the	DET
bracis-33634	8	29	data	datum	NOUN
bracis-33634	8	30	as	as	ADP
bracis-33634	8	31	with	with	ADP
bracis-33634	8	32	100	100	NUM
bracis-33634	8	33	%	%	NOUN
bracis-33634	8	34	,	,	PUNCT
bracis-33634	8	35	indicating	indicate	VERB
bracis-33634	8	36	that	that	SCONJ
bracis-33634	8	37	 	 	SPACE
bracis-33634	8	38	cpc	cpc	PROPN
bracis-33634	8	39	effectively	effectively	ADV
bracis-33634	8	40	captures	capture	VERB
bracis-33634	8	41	essential	essential	ADJ
bracis-33634	8	42	features	feature	NOUN
bracis-33634	8	43	of	of	ADP
bracis-33634	8	44	the	the	DET
bracis-33634	8	45	problem	problem	NOUN
bracis-33634	8	46	domain	domain	NOUN
bracis-33634	8	47	.	.	PUNCT
bracis-33634	9	1	access	access	NOUN
bracis-33634	9	2	provided	provide	VERB
bracis-33634	9	3	by	by	ADP
bracis-33634	9	4	university	university	PROPN
bracis-33634	9	5	of	of	ADP
bracis-33634	9	6	notre	notre	PROPN
bracis-33634	9	7	dame	dame	PROPN
bracis-33634	9	8	hesburgh	hesburgh	PROPN
bracis-33634	9	9	library	library	PROPN
bracis-33634	9	10	.	.	PUNCT
bracis-33634	10	1	download	download	PROPN
bracis-33634	10	2	conference	conference	NOUN
bracis-33634	10	3	paper	paper	NOUN
bracis-33634	10	4	pdf	pdf	NOUN
bracis-33634	10	5	similar	similar	ADJ
bracis-33634	10	6	content	content	NOUN
bracis-33634	10	7	being	be	AUX
bracis-33634	10	8	viewed	view	VERB
bracis-33634	10	9	by	by	ADP
bracis-33634	10	10	others	other	NOUN
bracis-33634	10	11	personalized	personalize	VERB
bracis-33634	10	12	human	human	ADJ
bracis-33634	10	13	activity	activity	NOUN
bracis-33634	10	14	recognition	recognition	NOUN
bracis-33634	10	15	with	with	ADP
bracis-33634	10	16	transfer	transfer	NOUN
bracis-33634	10	17	learning	learn	VERB
bracis-33634	10	18	chapter	chapter	NOUN
bracis-33634	10	19	©	©	PROPN
bracis-33634	10	20	2026	2026	NUM
bracis-33634	10	21	smaller	small	ADJ
bracis-33634	10	22	can	can	AUX
bracis-33634	10	23	be	be	AUX
bracis-33634	10	24	better	well	ADJ
bracis-33634	10	25	:	:	PUNCT
bracis-33634	10	26	efficient	efficient	ADJ
bracis-33634	10	27	data	datum	NOUN
bracis-33634	10	28	selection	selection	NOUN
bracis-33634	10	29	for	for	ADP
bracis-33634	10	30	 	 	SPACE
bracis-33634	10	31	pre	pre	ADJ
bracis-33634	10	32	-	-	ADJ
bracis-33634	10	33	training	training	ADJ
bracis-33634	10	34	models	model	NOUN
bracis-33634	10	35	chapter	chapter	NOUN
bracis-33634	10	36	©	©	ADP
bracis-33634	10	37	2024	2024	NUM
bracis-33634	10	38	standardizing	standardize	VERB
bracis-33634	10	39	your	your	PRON
bracis-33634	10	40	training	training	NOUN
bracis-33634	10	41	process	process	NOUN
bracis-33634	10	42	for	for	ADP
bracis-33634	10	43	 	 	SPACE
bracis-33634	10	44	human	human	ADJ
bracis-33634	10	45	activity	activity	NOUN
bracis-33634	10	46	recognition	recognition	NOUN
bracis-33634	10	47	models	model	NOUN
bracis-33634	10	48	–	–	PUNCT
bracis-33634	10	49	a	a	DET
bracis-33634	10	50	comprehensive	comprehensive	ADJ
bracis-33634	10	51	review	review	NOUN
bracis-33634	10	52	in	in	ADP
bracis-33634	10	53	 	 	SPACE
bracis-33634	10	54	the	the	DET
bracis-33634	10	55	 	 	SPACE
bracis-33634	10	56	tunable	tunable	ADJ
bracis-33634	10	57	factors	factor	NOUN
bracis-33634	10	58	chapter	chapter	NOUN
bracis-33634	10	59	©	©	ADP
bracis-33634	10	60	2024	2024	NUM
bracis-33634	10	61	1	1	NUM
bracis-33634	10	62	introduction	introduction	NOUN
bracis-33634	10	63	self	self	NOUN
bracis-33634	10	64	-	-	PUNCT
bracis-33634	10	65	supervised	supervise	VERB
bracis-33634	10	66	learning	learning	NOUN
bracis-33634	10	67	(	(	PUNCT
bracis-33634	10	68	ssl	ssl	ADJ
bracis-33634	10	69	)	)	PUNCT
bracis-33634	10	70	has	have	AUX
bracis-33634	10	71	emerged	emerge	VERB
bracis-33634	10	72	as	as	ADP
bracis-33634	10	73	a	a	DET
bracis-33634	10	74	powerful	powerful	ADJ
bracis-33634	10	75	approach	approach	NOUN
bracis-33634	10	76	for	for	ADP
bracis-33634	10	77	extracting	extract	VERB
bracis-33634	10	78	meaningful	meaningful	ADJ
bracis-33634	10	79	representations	representation	NOUN
bracis-33634	10	80	from	from	ADP
bracis-33634	10	81	unlabeled	unlabeled	ADJ
bracis-33634	10	82	data	datum	NOUN
bracis-33634	10	83	.	.	PUNCT
bracis-33634	10	84	 	 	SPACE
bracis-33634	11	1	it	it	PRON
bracis-33634	11	2	leverages	leverage	VERB
bracis-33634	11	3	pretext	pretext	VERB
bracis-33634	11	4	tasks	task	NOUN
bracis-33634	11	5	to	to	PART
bracis-33634	11	6	learn	learn	VERB
bracis-33634	11	7	useful	useful	ADJ
bracis-33634	11	8	features	feature	NOUN
bracis-33634	11	9	without	without	ADP
bracis-33634	11	10	the	the	DET
bracis-33634	11	11	 	 	SPACE
bracis-33634	11	12	need	need	NOUN
bracis-33634	11	13	for	for	ADP
bracis-33634	11	14	manual	manual	ADJ
bracis-33634	11	15	annotations	annotation	NOUN
bracis-33634	11	16	.	.	PUNCT
bracis-33634	12	1	this	this	DET
bracis-33634	12	2	paradigm	paradigm	NOUN
bracis-33634	12	3	not	not	PART
bracis-33634	12	4	only	only	ADV
bracis-33634	12	5	expands	expand	VERB
bracis-33634	12	6	the	the	DET
bracis-33634	12	7	utility	utility	NOUN
bracis-33634	12	8	of	of	ADP
bracis-33634	12	9	available	available	ADJ
bracis-33634	12	10	data	datum	NOUN
bracis-33634	12	11	but	but	CCONJ
bracis-33634	12	12	also	also	ADV
bracis-33634	12	13	allows	allow	VERB
bracis-33634	12	14	for	for	ADP
bracis-33634	12	15	the	the	DET
bracis-33634	12	16	creation	creation	NOUN
bracis-33634	12	17	of	of	ADP
bracis-33634	12	18	models	model	NOUN
bracis-33634	12	19	 	 	SPACE
bracis-33634	12	20	that	that	PRON
bracis-33634	12	21	can	can	AUX
bracis-33634	12	22	be	be	AUX
bracis-33634	12	23	efficiently	efficiently	ADV
bracis-33634	12	24	tuned	tune	VERB
bracis-33634	12	25	to	to	ADP
bracis-33634	12	26	specific	specific	ADJ
bracis-33634	12	27	tasks	task	NOUN
bracis-33634	12	28	with	with	ADP
bracis-33634	12	29	minimal	minimal	ADJ
bracis-33634	12	30	effort	effort	NOUN
bracis-33634	12	31	 	 	SPACE
bracis-33634	13	1	[	[	X
bracis-33634	13	2	1	1	NUM
bracis-33634	13	3	,	,	PUNCT
bracis-33634	13	4	4	4	NUM
bracis-33634	13	5	]	]	PUNCT
bracis-33634	13	6	.	.	PUNCT
bracis-33634	14	1	within	within	ADP
bracis-33634	14	2	ssl	ssl	PROPN
bracis-33634	14	3	,	,	PUNCT
bracis-33634	14	4	contrastive	contrastive	ADJ
bracis-33634	14	5	predictive	predictive	ADJ
bracis-33634	14	6	coding	code	VERB
bracis-33634	14	7	(	(	PUNCT
bracis-33634	14	8	cpc	cpc	PROPN
bracis-33634	14	9	)	)	PUNCT
bracis-33634	14	10	 	 	SPACE
bracis-33634	15	1	[	[	X
bracis-33634	15	2	12	12	NUM
bracis-33634	15	3	]	]	X
bracis-33634	15	4	is	be	AUX
bracis-33634	15	5	 	 	SPACE
bracis-33634	15	6	an	an	DET
bracis-33634	15	7	effective	effective	ADJ
bracis-33634	15	8	technique	technique	NOUN
bracis-33634	15	9	for	for	ADP
bracis-33634	15	10	dealing	deal	VERB
bracis-33634	15	11	with	with	ADP
bracis-33634	15	12	temporal	temporal	ADJ
bracis-33634	15	13	data	datum	NOUN
bracis-33634	15	14	and	and	CCONJ
bracis-33634	15	15	 	 	SPACE
bracis-33634	15	16	have	have	AUX
bracis-33634	15	17	demonstrated	demonstrate	VERB
bracis-33634	15	18	promising	promising	ADJ
bracis-33634	15	19	results	result	NOUN
bracis-33634	15	20	in	in	ADP
bracis-33634	15	21	time	time	NOUN
bracis-33634	15	22	series	series	NOUN
bracis-33634	15	23	,	,	PUNCT
bracis-33634	15	24	especially	especially	ADV
bracis-33634	15	25	for	for	ADP
bracis-33634	15	26	 	 	SPACE
bracis-33634	15	27	human	human	ADJ
bracis-33634	15	28	activity	activity	NOUN
bracis-33634	15	29	recognition	recognition	NOUN
bracis-33634	15	30	(	(	PUNCT
bracis-33634	15	31	har	har	NOUN
bracis-33634	15	32	)	)	PUNCT
bracis-33634	15	33	 	 	SPACE
bracis-33634	16	1	[	[	X
bracis-33634	16	2	3	3	NUM
bracis-33634	16	3	,	,	PUNCT
bracis-33634	16	4	6	6	NUM
bracis-33634	16	5	]	]	PUNCT
bracis-33634	16	6	 	 	SPACE
bracis-33634	16	7	for	for	ADP
bracis-33634	16	8	example	example	NOUN
bracis-33634	16	9	,	,	PUNCT
bracis-33634	16	10	haresamudram	haresamudram	NOUN
bracis-33634	16	11	et	et	NOUN
bracis-33634	16	12	al	al	PROPN
bracis-33634	16	13	.	.	PUNCT
bracis-33634	16	14	 	 	SPACE
bracis-33634	17	1	[	[	X
bracis-33634	17	2	6	6	NUM
bracis-33634	17	3	]	]	PUNCT
bracis-33634	17	4	reported	report	VERB
bracis-33634	17	5	an	an	DET
bracis-33634	17	6	\(f_1\)-score	\(f_1\)-score	NOUN
bracis-33634	17	7	of	of	ADP
bracis-33634	17	8	0.832	0.832	NUM
bracis-33634	17	9	for	for	ADP
bracis-33634	17	10	the	the	DET
bracis-33634	17	11	uci	uci	PROPN
bracis-33634	17	12	dataset	dataset	NOUN
bracis-33634	17	13	and	and	CCONJ
bracis-33634	17	14	0.894	0.894	NUM
bracis-33634	17	15	for	for	ADP
bracis-33634	17	16	motionsense	motionsense	NOUN
bracis-33634	17	17	,	,	PUNCT
bracis-33634	17	18	reaching	reach	VERB
bracis-33634	17	19	performance	performance	NOUN
bracis-33634	17	20	levels	level	NOUN
bracis-33634	17	21	close	close	ADJ
bracis-33634	17	22	to	to	ADP
bracis-33634	17	23	those	those	PRON
bracis-33634	17	24	attained	attain	VERB
bracis-33634	17	25	by	by	ADP
bracis-33634	17	26	state	state	NOUN
bracis-33634	17	27	-	-	PUNCT
bracis-33634	17	28	of	of	ADP
bracis-33634	17	29	-	-	PUNCT
bracis-33634	17	30	the	the	DET
bracis-33634	17	31	-	-	PUNCT
bracis-33634	17	32	art	art	NOUN
bracis-33634	17	33	 	 	SPACE
bracis-33634	17	34	deep	deep	ADJ
bracis-33634	17	35	models	model	NOUN
bracis-33634	17	36	trained	train	VERB
bracis-33634	17	37	in	in	ADP
bracis-33634	17	38	a	a	DET
bracis-33634	17	39	fully	fully	ADV
bracis-33634	17	40	-	-	PUNCT
bracis-33634	17	41	supervised	supervise	VERB
bracis-33634	17	42	manner	manner	NOUN
bracis-33634	17	43	.	.	PUNCT
bracis-33634	18	1	although	although	SCONJ
bracis-33634	18	2	there	there	PRON
bracis-33634	18	3	is	be	VERB
bracis-33634	18	4	a	a	DET
bracis-33634	18	5	vast	vast	ADJ
bracis-33634	18	6	amount	amount	NOUN
bracis-33634	18	7	of	of	ADP
bracis-33634	18	8	literature	literature	NOUN
bracis-33634	18	9	on	on	ADP
bracis-33634	18	10	ssl	ssl	PROPN
bracis-33634	18	11	methods	method	NOUN
bracis-33634	18	12	 	 	SPACE
bracis-33634	18	13	for	for	ADP
bracis-33634	18	14	har	har	NOUN
bracis-33634	18	15	,	,	PUNCT
bracis-33634	18	16	few	few	ADJ
bracis-33634	18	17	works	work	NOUN
bracis-33634	18	18	explore	explore	VERB
bracis-33634	18	19	the	the	DET
bracis-33634	18	20	impact	impact	NOUN
bracis-33634	18	21	of	of	ADP
bracis-33634	18	22	pre	pre	ADJ
bracis-33634	18	23	-	-	ADJ
bracis-33634	18	24	training	training	ADJ
bracis-33634	18	25	datasets	dataset	NOUN
bracis-33634	18	26	on	on	ADP
bracis-33634	18	27	 	 	SPACE
bracis-33634	18	28	the	the	DET
bracis-33634	18	29	quality	quality	NOUN
bracis-33634	18	30	of	of	ADP
bracis-33634	18	31	representations	representation	NOUN
bracis-33634	18	32	learned	learn	VERB
bracis-33634	18	33	by	by	ADP
bracis-33634	18	34	ssl	ssl	PROPN
bracis-33634	18	35	models	model	NOUN
bracis-33634	18	36	.	.	PUNCT
bracis-33634	19	1	this	this	DET
bracis-33634	19	2	work	work	NOUN
bracis-33634	19	3	aims	aim	VERB
bracis-33634	19	4	 	 	SPACE
bracis-33634	19	5	to	to	PART
bracis-33634	19	6	explore	explore	VERB
bracis-33634	19	7	this	this	DET
bracis-33634	19	8	gap	gap	NOUN
bracis-33634	19	9	by	by	ADP
bracis-33634	19	10	evaluating	evaluate	VERB
bracis-33634	19	11	representations	representation	NOUN
bracis-33634	19	12	generated	generate	VERB
bracis-33634	19	13	by	by	ADP
bracis-33634	19	14	cpc	cpc	PROPN
bracis-33634	19	15	 	 	SPACE
bracis-33634	19	16	when	when	SCONJ
bracis-33634	19	17	trained	train	VERB
bracis-33634	19	18	with	with	ADP
bracis-33634	19	19	15	15	NUM
bracis-33634	19	20	different	different	ADJ
bracis-33634	19	21	combinations	combination	NOUN
bracis-33634	19	22	of	of	ADP
bracis-33634	19	23	four	four	NUM
bracis-33634	19	24	publicly	publicly	ADV
bracis-33634	19	25	available	available	ADJ
bracis-33634	19	26	har	har	NOUN
bracis-33634	19	27	datasets	dataset	NOUN
bracis-33634	19	28	kuhar	kuhar	PROPN
bracis-33634	19	29	,	,	PUNCT
bracis-33634	19	30	uci	uci	PROPN
bracis-33634	19	31	,	,	PUNCT
bracis-33634	19	32	motionsense	motionsense	NOUN
bracis-33634	19	33	,	,	PUNCT
bracis-33634	19	34	and	and	CCONJ
bracis-33634	19	35	real	real	ADJ
bracis-33634	19	36	world	world	NOUN
bracis-33634	19	37	(	(	PUNCT
bracis-33634	19	38	waist	waist	NOUN
bracis-33634	19	39	)	)	PUNCT
bracis-33634	19	40	.	.	PUNCT
bracis-33634	20	1	we	we	PRON
bracis-33634	20	2	quantitatively	quantitatively	ADV
bracis-33634	20	3	assessed	assess	VERB
bracis-33634	20	4	performance	performance	NOUN
bracis-33634	20	5	using	use	VERB
bracis-33634	20	6	the	the	DET
bracis-33634	20	7	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	20	8	metric	metric	NOUN
bracis-33634	20	9	 	 	SPACE
bracis-33634	20	10	and	and	CCONJ
bracis-33634	20	11	conducted	conduct	VERB
bracis-33634	20	12	a	a	DET
bracis-33634	20	13	qualitative	qualitative	ADJ
bracis-33634	20	14	analysis	analysis	NOUN
bracis-33634	20	15	of	of	ADP
bracis-33634	20	16	data	datum	NOUN
bracis-33634	20	17	distribution	distribution	NOUN
bracis-33634	20	18	 	 	SPACE
bracis-33634	20	19	using	use	VERB
bracis-33634	20	20	t	t	PROPN
bracis-33634	20	21	-	-	PUNCT
bracis-33634	20	22	sne	sne	NOUN
bracis-33634	20	23	 	 	SPACE
bracis-33634	21	1	[	[	X
bracis-33634	21	2	8	8	NUM
bracis-33634	21	3	]	]	PUNCT
bracis-33634	21	4	.	.	PUNCT
bracis-33634	22	1	furthermore	furthermore	ADV
bracis-33634	22	2	,	,	PUNCT
bracis-33634	22	3	we	we	PRON
bracis-33634	22	4	extended	extend	VERB
bracis-33634	22	5	 	 	SPACE
bracis-33634	22	6	our	our	PRON
bracis-33634	22	7	analysis	analysis	NOUN
bracis-33634	22	8	to	to	ADP
bracis-33634	22	9	low	low	ADJ
bracis-33634	22	10	-	-	PUNCT
bracis-33634	22	11	data	data	NOUN
bracis-33634	22	12	regimes	regime	NOUN
bracis-33634	22	13	by	by	ADP
bracis-33634	22	14	fine	fine	ADV
bracis-33634	22	15	-	-	PUNCT
bracis-33634	22	16	tuning	tune	VERB
bracis-33634	22	17	the	the	DET
bracis-33634	22	18	model	model	NOUN
bracis-33634	22	19	on	on	ADP
bracis-33634	22	20	 	 	SPACE
bracis-33634	22	21	the	the	DET
bracis-33634	22	22	downstream	downstream	ADJ
bracis-33634	22	23	task	task	NOUN
bracis-33634	22	24	with	with	ADP
bracis-33634	22	25	varying	vary	VERB
bracis-33634	22	26	percentages	percentage	NOUN
bracis-33634	22	27	of	of	ADP
bracis-33634	22	28	labeled	label	VERB
bracis-33634	22	29	samples	sample	NOUN
bracis-33634	22	30	.	.	PUNCT
bracis-33634	23	1	the	the	DET
bracis-33634	23	2	main	main	ADJ
bracis-33634	23	3	contributions	contribution	NOUN
bracis-33634	23	4	of	of	ADP
bracis-33634	23	5	this	this	DET
bracis-33634	23	6	work	work	NOUN
bracis-33634	23	7	are	be	AUX
bracis-33634	23	8	:	:	PUNCT
bracis-33634	23	9	demonstrated	demonstrate	VERB
bracis-33634	23	10	that	that	SCONJ
bracis-33634	23	11	 	 	SPACE
bracis-33634	23	12	data	datum	NOUN
bracis-33634	23	13	variety	variety	NOUN
bracis-33634	23	14	during	during	ADP
bracis-33634	23	15	pre	pre	ADJ
bracis-33634	23	16	-	-	NOUN
bracis-33634	23	17	training	training	NOUN
bracis-33634	23	18	can	can	AUX
bracis-33634	23	19	significantly	significantly	ADV
bracis-33634	23	20	impact	impact	VERB
bracis-33634	23	21	performance	performance	NOUN
bracis-33634	23	22	;	;	PUNCT
bracis-33634	23	23	showed	show	VERB
bracis-33634	23	24	that	that	SCONJ
bracis-33634	23	25	including	include	VERB
bracis-33634	23	26	the	the	DET
bracis-33634	23	27	target	target	NOUN
bracis-33634	23	28	dataset	dataset	VERB
bracis-33634	23	29	in	in	ADP
bracis-33634	23	30	pre	pre	ADJ
bracis-33634	23	31	-	-	ADJ
bracis-33634	23	32	training	training	NOUN
bracis-33634	23	33	improves	improve	VERB
bracis-33634	23	34	performance	performance	NOUN
bracis-33634	23	35	;	;	PUNCT
bracis-33634	23	36	and	and	CCONJ
bracis-33634	23	37	proved	prove	VERB
bracis-33634	23	38	that	that	SCONJ
bracis-33634	23	39	pre	pre	NOUN
bracis-33634	23	40	-	-	NOUN
bracis-33634	23	41	training	training	NOUN
bracis-33634	23	42	with	with	ADP
bracis-33634	23	43	all	all	DET
bracis-33634	23	44	datasets	dataset	NOUN
bracis-33634	23	45	produces	produce	VERB
bracis-33634	23	46	a	a	DET
bracis-33634	23	47	high	high	ADJ
bracis-33634	23	48	-	-	PUNCT
bracis-33634	23	49	quality	quality	NOUN
bracis-33634	23	50	backbone	backbone	NOUN
bracis-33634	23	51	,	,	PUNCT
bracis-33634	23	52	leading	lead	VERB
bracis-33634	23	53	to	to	ADP
bracis-33634	23	54	downstream	downstream	ADJ
bracis-33634	23	55	models	model	NOUN
bracis-33634	23	56	that	that	PRON
bracis-33634	23	57	perform	perform	VERB
bracis-33634	23	58	near	near	ADP
bracis-33634	23	59	the	the	DET
bracis-33634	23	60	best	good	ADJ
bracis-33634	23	61	across	across	ADP
bracis-33634	23	62	all	all	DET
bracis-33634	23	63	tasks	task	NOUN
bracis-33634	23	64	.	.	PUNCT
bracis-33634	24	1	additionally	additionally	ADV
bracis-33634	24	2	,	,	PUNCT
bracis-33634	24	3	we	we	PRON
bracis-33634	24	4	showed	show	VERB
bracis-33634	24	5	that	that	SCONJ
bracis-33634	24	6	 	 	SPACE
bracis-33634	24	7	cpc	cpc	PROPN
bracis-33634	24	8	pre	pre	VERB
bracis-33634	24	9	-	-	VERB
bracis-33634	24	10	training	training	NOUN
bracis-33634	24	11	provides	provide	VERB
bracis-33634	24	12	substantial	substantial	ADJ
bracis-33634	24	13	benefits	benefit	NOUN
bracis-33634	24	14	in	in	ADP
bracis-33634	24	15	low	low	ADJ
bracis-33634	24	16	-	-	PUNCT
bracis-33634	24	17	data	data	NOUN
bracis-33634	24	18	regimes	regime	NOUN
bracis-33634	24	19	,	,	PUNCT
bracis-33634	24	20	achieving	achieve	VERB
bracis-33634	24	21	results	result	NOUN
bracis-33634	24	22	comparable	comparable	ADJ
bracis-33634	24	23	to	to	ADP
bracis-33634	24	24	using	use	VERB
bracis-33634	24	25	100	100	NUM
bracis-33634	24	26	%	%	NOUN
bracis-33634	24	27	of	of	ADP
bracis-33634	24	28	the	the	DET
bracis-33634	24	29	data	datum	NOUN
bracis-33634	24	30	with	with	ADP
bracis-33634	24	31	 	 	SPACE
bracis-33634	24	32	only	only	ADV
bracis-33634	24	33	5	5	NUM
bracis-33634	24	34	%	%	NOUN
bracis-33634	24	35	of	of	ADP
bracis-33634	24	36	labeled	label	VERB
bracis-33634	24	37	samples	sample	NOUN
bracis-33634	24	38	.	.	PUNCT
bracis-33634	25	1	the	the	DET
bracis-33634	25	2	remainder	remainder	NOUN
bracis-33634	25	3	of	of	ADP
bracis-33634	25	4	this	this	DET
bracis-33634	25	5	paper	paper	NOUN
bracis-33634	25	6	is	be	AUX
bracis-33634	25	7	organized	organize	VERB
bracis-33634	25	8	as	as	SCONJ
bracis-33634	25	9	follows	follow	VERB
bracis-33634	25	10	:	:	PUNCT
bracis-33634	25	11	sect	sect	NOUN
bracis-33634	25	12	.	.	PUNCT
bracis-33634	25	13	 	 	SPACE
bracis-33634	26	1	2	2	NUM
bracis-33634	26	2	discusses	discuss	VERB
bracis-33634	26	3	the	the	DET
bracis-33634	26	4	related	related	ADJ
bracis-33634	26	5	work	work	NOUN
bracis-33634	26	6	.	.	PUNCT
bracis-33634	27	1	section	section	NOUN
bracis-33634	27	2	 	 	SPACE
bracis-33634	27	3	3	3	NUM
bracis-33634	27	4	introduces	introduce	VERB
bracis-33634	27	5	the	the	DET
bracis-33634	27	6	key	key	ADJ
bracis-33634	27	7	ssl	ssl	ADJ
bracis-33634	27	8	terms	term	NOUN
bracis-33634	27	9	used	use	VERB
bracis-33634	27	10	in	in	ADP
bracis-33634	27	11	this	this	DET
bracis-33634	27	12	 	 	SPACE
bracis-33634	27	13	work	work	NOUN
bracis-33634	27	14	in	in	ADP
bracis-33634	27	15	order	order	NOUN
bracis-33634	27	16	to	to	PART
bracis-33634	27	17	provides	provide	VERB
bracis-33634	27	18	an	an	DET
bracis-33634	27	19	overview	overview	NOUN
bracis-33634	27	20	of	of	ADP
bracis-33634	27	21	the	the	DET
bracis-33634	27	22	cpc	cpc	PROPN
bracis-33634	27	23	technique	technique	NOUN
bracis-33634	27	24	and	and	CCONJ
bracis-33634	27	25	 	 	SPACE
bracis-33634	27	26	its	its	PRON
bracis-33634	27	27	components	component	NOUN
bracis-33634	27	28	.	.	PUNCT
bracis-33634	28	1	section	section	NOUN
bracis-33634	28	2	 	 	SPACE
bracis-33634	28	3	4	4	NUM
bracis-33634	28	4	presents	present	NOUN
bracis-33634	28	5	 	 	SPACE
bracis-33634	28	6	the	the	DET
bracis-33634	28	7	experimental	experimental	ADJ
bracis-33634	28	8	results	result	NOUN
bracis-33634	28	9	.	.	PUNCT
bracis-33634	29	1	finally	finally	ADV
bracis-33634	29	2	,	,	PUNCT
bracis-33634	29	3	sect	sect	NOUN
bracis-33634	29	4	.	.	PUNCT
bracis-33634	29	5	 	 	SPACE
bracis-33634	30	1	5	5	NUM
bracis-33634	30	2	summarizes	summarize	VERB
bracis-33634	30	3	the	the	DET
bracis-33634	30	4	main	main	ADJ
bracis-33634	30	5	conclusions	conclusion	NOUN
bracis-33634	30	6	.	.	PUNCT
bracis-33634	31	1	2	2	NUM
bracis-33634	31	2	related	relate	VERB
bracis-33634	31	3	work	work	NOUN
bracis-33634	31	4	self	self	NOUN
bracis-33634	31	5	-	-	PUNCT
bracis-33634	31	6	supervised	supervise	VERB
bracis-33634	31	7	learning	learning	NOUN
bracis-33634	31	8	(	(	PUNCT
bracis-33634	31	9	ssl	ssl	ADJ
bracis-33634	31	10	)	)	PUNCT
bracis-33634	31	11	techniques	technique	NOUN
bracis-33634	31	12	aim	aim	VERB
bracis-33634	31	13	to	to	PART
bracis-33634	31	14	train	train	VERB
bracis-33634	31	15	a	a	DET
bracis-33634	31	16	robust	robust	ADJ
bracis-33634	31	17	feature	feature	NOUN
bracis-33634	31	18	extractor	extractor	NOUN
bracis-33634	31	19	,	,	PUNCT
bracis-33634	31	20	known	know	VERB
bracis-33634	31	21	as	as	ADP
bracis-33634	31	22	the	the	DET
bracis-33634	31	23	backbone	backbone	NOUN
bracis-33634	31	24	,	,	PUNCT
bracis-33634	31	25	which	which	PRON
bracis-33634	31	26	can	can	AUX
bracis-33634	31	27	later	later	ADV
bracis-33634	31	28	 	 	SPACE
bracis-33634	31	29	be	be	AUX
bracis-33634	31	30	combined	combine	VERB
bracis-33634	31	31	with	with	ADP
bracis-33634	31	32	a	a	DET
bracis-33634	31	33	prediction	prediction	NOUN
bracis-33634	31	34	head	head	NOUN
bracis-33634	31	35	(	(	PUNCT
bracis-33634	31	36	e.g.	e.g.	ADV
bracis-33634	31	37	,	,	PUNCT
bracis-33634	31	38	a	a	DET
bracis-33634	31	39	classifier	classifier	NOUN
bracis-33634	31	40	,	,	PUNCT
bracis-33634	31	41	regressor	regressor	NOUN
bracis-33634	31	42	,	,	PUNCT
bracis-33634	31	43	etc	etc	X
bracis-33634	31	44	..	..	X
bracis-33634	31	45	)	)	PUNCT
bracis-33634	31	46	to	to	PART
bracis-33634	31	47	solve	solve	VERB
bracis-33634	31	48	a	a	DET
bracis-33634	31	49	target	target	NOUN
bracis-33634	31	50	task	task	NOUN
bracis-33634	31	51	(	(	PUNCT
bracis-33634	31	52	e.g.	e.g.	ADV
bracis-33634	31	53	,	,	PUNCT
bracis-33634	31	54	har	har	NOUN
bracis-33634	31	55	)	)	PUNCT
bracis-33634	31	56	 	 	SPACE
bracis-33634	32	1	[	[	X
bracis-33634	32	2	1	1	NUM
bracis-33634	32	3	,	,	PUNCT
bracis-33634	32	4	4	4	NUM
bracis-33634	32	5	]	]	PUNCT
bracis-33634	32	6	.	.	PUNCT
bracis-33634	33	1	in	in	ADP
bracis-33634	33	2	essence	essence	NOUN
bracis-33634	33	3	,	,	PUNCT
bracis-33634	33	4	this	this	DET
bracis-33634	33	5	process	process	NOUN
bracis-33634	33	6	involves	involve	VERB
bracis-33634	33	7	two	two	NUM
bracis-33634	33	8	phases	phase	NOUN
bracis-33634	33	9	:	:	PUNCT
bracis-33634	33	10	pre	pre	ADJ
bracis-33634	33	11	-	-	NOUN
bracis-33634	33	12	training	training	ADJ
bracis-33634	33	13	 	 	SPACE
bracis-33634	33	14	and	and	CCONJ
bracis-33634	33	15	fine	fine	ADV
bracis-33634	33	16	-	-	PUNCT
bracis-33634	33	17	tuning	tuning	NOUN
bracis-33634	33	18	.	.	PUNCT
bracis-33634	34	1	in	in	ADP
bracis-33634	34	2	pre	pre	ADJ
bracis-33634	34	3	-	-	NOUN
bracis-33634	34	4	training	training	NOUN
bracis-33634	34	5	,	,	PUNCT
bracis-33634	34	6	a	a	DET
bracis-33634	34	7	machine	machine	NOUN
bracis-33634	34	8	learning	learning	NOUN
bracis-33634	34	9	model	model	NOUN
bracis-33634	34	10	is	be	AUX
bracis-33634	34	11	trained	train	VERB
bracis-33634	34	12	 	 	SPACE
bracis-33634	34	13	to	to	PART
bracis-33634	34	14	solve	solve	VERB
bracis-33634	34	15	a	a	DET
bracis-33634	34	16	pretext	pretext	NOUN
bracis-33634	34	17	task	task	NOUN
bracis-33634	34	18	,	,	PUNCT
bracis-33634	34	19	which	which	PRON
bracis-33634	34	20	is	be	AUX
bracis-33634	34	21	a	a	DET
bracis-33634	34	22	task	task	NOUN
bracis-33634	34	23	that	that	PRON
bracis-33634	34	24	does	do	AUX
bracis-33634	34	25	not	not	PART
bracis-33634	34	26	require	require	VERB
bracis-33634	34	27	labels	label	NOUN
bracis-33634	34	28	,	,	PUNCT
bracis-33634	34	29	but	but	CCONJ
bracis-33634	34	30	is	be	AUX
bracis-33634	34	31	designed	design	VERB
bracis-33634	34	32	to	to	PART
bracis-33634	34	33	boost	boost	VERB
bracis-33634	34	34	the	the	DET
bracis-33634	34	35	model	model	NOUN
bracis-33634	34	36	to	to	PART
bracis-33634	34	37	learn	learn	VERB
bracis-33634	34	38	useful	useful	ADJ
bracis-33634	34	39	features	feature	NOUN
bracis-33634	34	40	,	,	PUNCT
bracis-33634	34	41	 	 	SPACE
bracis-33634	34	42	for	for	ADP
bracis-33634	34	43	instance	instance	NOUN
bracis-33634	34	44	,	,	PUNCT
bracis-33634	34	45	predicting	predict	VERB
bracis-33634	34	46	the	the	DET
bracis-33634	34	47	missing	miss	VERB
bracis-33634	34	48	parts	part	NOUN
bracis-33634	34	49	of	of	ADP
bracis-33634	34	50	an	an	DET
bracis-33634	34	51	image	image	NOUN
bracis-33634	34	52	.	.	PUNCT
bracis-33634	35	1	the	the	DET
bracis-33634	35	2	model	model	NOUN
bracis-33634	35	3	,	,	PUNCT
bracis-33634	35	4	 	 	SPACE
bracis-33634	35	5	also	also	ADV
bracis-33634	35	6	known	know	VERB
bracis-33634	35	7	as	as	ADP
bracis-33634	35	8	“	"	PUNCT
bracis-33634	35	9	pretext	pretext	NOUN
bracis-33634	35	10	model	model	NOUN
bracis-33634	35	11	”	"	PUNCT
bracis-33634	35	12	,	,	PUNCT
bracis-33634	35	13	consists	consist	VERB
bracis-33634	35	14	of	of	ADP
bracis-33634	35	15	a	a	DET
bracis-33634	35	16	backbone	backbone	NOUN
bracis-33634	35	17	followed	follow	VERB
bracis-33634	35	18	by	by	ADP
bracis-33634	35	19	 	 	SPACE
bracis-33634	35	20	a	a	DET
bracis-33634	35	21	projection	projection	ADJ
bracis-33634	35	22	head	head	NOUN
bracis-33634	35	23	,	,	PUNCT
bracis-33634	35	24	which	which	PRON
bracis-33634	35	25	is	be	AUX
bracis-33634	35	26	usually	usually	ADV
bracis-33634	35	27	a	a	DET
bracis-33634	35	28	multi	multi	ADJ
bracis-33634	35	29	-	-	ADJ
bracis-33634	35	30	layer	layer	ADJ
bracis-33634	35	31	perceptron	perceptron	NOUN
bracis-33634	35	32	and	and	CCONJ
bracis-33634	35	33	it	it	PRON
bracis-33634	35	34	 	 	SPACE
bracis-33634	35	35	is	be	AUX
bracis-33634	35	36	trained	train	VERB
bracis-33634	35	37	using	use	VERB
bracis-33634	35	38	a	a	DET
bracis-33634	35	39	large	large	ADJ
bracis-33634	35	40	amount	amount	NOUN
bracis-33634	35	41	of	of	ADP
bracis-33634	35	42	unlabeled	unlabeled	ADJ
bracis-33634	35	43	data	datum	NOUN
bracis-33634	35	44	.	.	PUNCT
bracis-33634	36	1	in	in	ADP
bracis-33634	36	2	the	the	DET
bracis-33634	36	3	second	second	ADJ
bracis-33634	36	4	phase	phase	NOUN
bracis-33634	36	5	,	,	PUNCT
bracis-33634	36	6	the	the	DET
bracis-33634	36	7	pre	pre	ADJ
bracis-33634	36	8	-	-	ADJ
bracis-33634	36	9	trained	train	VERB
bracis-33634	36	10	backbonefootnote	backbonefootnote	NOUN
bracis-33634	36	11	1	1	NUM
bracis-33634	36	12	is	be	AUX
bracis-33634	36	13	combined	combine	VERB
bracis-33634	36	14	with	with	ADP
bracis-33634	36	15	a	a	DET
bracis-33634	36	16	prediction	prediction	NOUN
bracis-33634	36	17	head	head	NOUN
bracis-33634	36	18	to	to	PART
bracis-33634	36	19	form	form	VERB
bracis-33634	36	20	the	the	DET
bracis-33634	36	21	downstream	downstream	ADJ
bracis-33634	36	22	model	model	NOUN
bracis-33634	36	23	,	,	PUNCT
bracis-33634	36	24	which	which	PRON
bracis-33634	36	25	 	 	SPACE
bracis-33634	36	26	is	be	AUX
bracis-33634	36	27	trained	train	VERB
bracis-33634	36	28	in	in	ADP
bracis-33634	36	29	a	a	DET
bracis-33634	36	30	supervised	supervised	ADJ
bracis-33634	36	31	manner	manner	NOUN
bracis-33634	36	32	to	to	PART
bracis-33634	36	33	solve	solve	VERB
bracis-33634	36	34	the	the	DET
bracis-33634	36	35	target	target	NOUN
bracis-33634	36	36	(	(	PUNCT
bracis-33634	36	37	or	or	CCONJ
bracis-33634	36	38	downstream	downstream	ADJ
bracis-33634	36	39	)	)	PUNCT
bracis-33634	36	40	task	task	NOUN
bracis-33634	36	41	,	,	PUNCT
bracis-33634	36	42	for	for	ADP
bracis-33634	36	43	example	example	NOUN
bracis-33634	36	44	,	,	PUNCT
bracis-33634	36	45	har	har	X
bracis-33634	36	46	.	.	PUNCT
bracis-33634	37	1	this	this	DET
bracis-33634	37	2	phase	phase	NOUN
bracis-33634	37	3	usually	usually	ADV
bracis-33634	37	4	requires	require	VERB
bracis-33634	37	5	a	a	DET
bracis-33634	37	6	small	small	ADJ
bracis-33634	37	7	amount	amount	NOUN
bracis-33634	37	8	of	of	ADP
bracis-33634	37	9	labeled	label	VERB
bracis-33634	37	10	data	datum	NOUN
bracis-33634	37	11	,	,	PUNCT
bracis-33634	37	12	which	which	PRON
bracis-33634	37	13	is	be	AUX
bracis-33634	37	14	used	use	VERB
bracis-33634	37	15	to	to	ADP
bracis-33634	37	16	fine	fine	ADJ
bracis-33634	37	17	-	-	PUNCT
bracis-33634	37	18	tune	tune	NOUN
bracis-33634	37	19	the	the	DET
bracis-33634	37	20	model	model	NOUN
bracis-33634	37	21	to	to	ADP
bracis-33634	37	22	the	the	DET
bracis-33634	37	23	target	target	NOUN
bracis-33634	37	24	task	task	NOUN
bracis-33634	37	25	.	.	PUNCT
bracis-33634	38	1	recently	recently	ADV
bracis-33634	38	2	,	,	PUNCT
bracis-33634	38	3	ssl	ssl	PROPN
bracis-33634	38	4	has	have	AUX
bracis-33634	38	5	proved	prove	VERB
bracis-33634	38	6	to	to	PART
bracis-33634	38	7	be	be	AUX
bracis-33634	38	8	effective	effective	ADJ
bracis-33634	38	9	in	in	ADP
bracis-33634	38	10	har	har	NOUN
bracis-33634	38	11	,	,	PUNCT
bracis-33634	38	12	outperforming	outperform	VERB
bracis-33634	38	13	fully	fully	ADV
bracis-33634	38	14	-	-	PUNCT
bracis-33634	38	15	supervised	supervise	VERB
bracis-33634	38	16	training	training	NOUN
bracis-33634	38	17	schemes	scheme	NOUN
bracis-33634	38	18	.	.	PUNCT
bracis-33634	39	1	for	for	ADP
bracis-33634	39	2	instance	instance	NOUN
bracis-33634	39	3	,	,	PUNCT
bracis-33634	39	4	 	 	SPACE
bracis-33634	39	5	saeed	saeed	PROPN
bracis-33634	39	6	et	et	PROPN
bracis-33634	39	7	al	al	PROPN
bracis-33634	39	8	.	.	PUNCT
bracis-33634	39	9	 	 	SPACE
bracis-33634	40	1	[	[	X
bracis-33634	40	2	14	14	NUM
bracis-33634	40	3	]	]	PUNCT
bracis-33634	40	4	showed	show	VERB
bracis-33634	40	5	that	that	SCONJ
bracis-33634	40	6	,	,	PUNCT
bracis-33634	40	7	by	by	ADP
bracis-33634	40	8	using	use	VERB
bracis-33634	40	9	 	 	SPACE
bracis-33634	40	10	a	a	DET
bracis-33634	40	11	pretext	pretext	NOUN
bracis-33634	40	12	task	task	NOUN
bracis-33634	40	13	based	base	VERB
bracis-33634	40	14	on	on	ADP
bracis-33634	40	15	transformation	transformation	NOUN
bracis-33634	40	16	classification	classification	NOUN
bracis-33634	40	17	,	,	PUNCT
bracis-33634	40	18	they	they	PRON
bracis-33634	40	19	 	 	SPACE
bracis-33634	40	20	could	could	AUX
bracis-33634	40	21	improve	improve	VERB
bracis-33634	40	22	the	the	DET
bracis-33634	40	23	discrimination	discrimination	NOUN
bracis-33634	40	24	of	of	ADP
bracis-33634	40	25	the	the	DET
bracis-33634	40	26	model	model	NOUN
bracis-33634	40	27	by	by	ADP
bracis-33634	40	28	up	up	ADP
bracis-33634	40	29	to	to	PART
bracis-33634	40	30	4	4	NUM
bracis-33634	40	31	%	%	NOUN
bracis-33634	40	32	,	,	PUNCT
bracis-33634	40	33	in	in	ADP
bracis-33634	40	34	comparison	comparison	NOUN
bracis-33634	40	35	to	to	ADP
bracis-33634	40	36	fully	fully	ADV
bracis-33634	40	37	-	-	PUNCT
bracis-33634	40	38	supervised	supervise	VERB
bracis-33634	40	39	and	and	CCONJ
bracis-33634	40	40	unsupervised	unsupervised	ADJ
bracis-33634	40	41	methods	method	NOUN
bracis-33634	40	42	(	(	PUNCT
bracis-33634	40	43	e.g.	e.g.	ADV
bracis-33634	40	44	,	,	PUNCT
bracis-33634	40	45	auto	auto	NOUN
bracis-33634	40	46	-	-	PUNCT
bracis-33634	40	47	encoders	encoder	NOUN
bracis-33634	40	48	)	)	PUNCT
bracis-33634	40	49	,	,	PUNCT
bracis-33634	40	50	in	in	ADP
bracis-33634	40	51	datasets	dataset	NOUN
bracis-33634	40	52	like	like	ADP
bracis-33634	40	53	hhar	hhar	NOUN
bracis-33634	40	54	,	,	PUNCT
bracis-33634	40	55	unimib	unimib	NOUN
bracis-33634	40	56	,	,	PUNCT
bracis-33634	40	57	uci	uci	PROPN
bracis-33634	40	58	-	-	PUNCT
bracis-33634	40	59	har	har	PROPN
bracis-33634	40	60	,	,	PUNCT
bracis-33634	40	61	wisdm	wisdm	NOUN
bracis-33634	40	62	,	,	PUNCT
bracis-33634	40	63	and	and	CCONJ
bracis-33634	40	64	motionsense	motionsense	NOUN
bracis-33634	40	65	,	,	PUNCT
bracis-33634	40	66	using	use	VERB
bracis-33634	40	67	raw	raw	ADJ
bracis-33634	40	68	accelerometer	accelerometer	NOUN
bracis-33634	40	69	and	and	CCONJ
bracis-33634	40	70	gyroscope	gyroscope	NOUN
bracis-33634	40	71	data	datum	NOUN
bracis-33634	40	72	.	.	PUNCT
bracis-33634	41	1	haresamudram	haresamudram	NOUN
bracis-33634	41	2	et	et	PROPN
bracis-33634	41	3	al	al	PROPN
bracis-33634	41	4	.	.	PUNCT
bracis-33634	41	5	 	 	SPACE
bracis-33634	42	1	[	[	X
bracis-33634	42	2	5	5	X
bracis-33634	42	3	]	]	PUNCT
bracis-33634	42	4	proposed	propose	VERB
bracis-33634	42	5	a	a	DET
bracis-33634	42	6	 	 	SPACE
bracis-33634	42	7	ssl	ssl	ADJ
bracis-33634	42	8	technique	technique	NOUN
bracis-33634	42	9	using	use	VERB
bracis-33634	42	10	masked	mask	VERB
bracis-33634	42	11	auto	auto	NOUN
bracis-33634	42	12	encoders	encoder	NOUN
bracis-33634	42	13	where	where	SCONJ
bracis-33634	42	14	a	a	DET
bracis-33634	42	15	subset	subset	NOUN
bracis-33634	42	16	of	of	ADP
bracis-33634	42	17	the	the	DET
bracis-33634	42	18	 	 	SPACE
bracis-33634	42	19	input	input	NOUN
bracis-33634	42	20	data	datum	NOUN
bracis-33634	42	21	is	be	AUX
bracis-33634	42	22	randomly	randomly	ADV
bracis-33634	42	23	selected	select	VERB
bracis-33634	42	24	and	and	CCONJ
bracis-33634	42	25	perturbed	perturb	VERB
bracis-33634	42	26	.	.	PUNCT
bracis-33634	43	1	then	then	ADV
bracis-33634	43	2	,	,	PUNCT
bracis-33634	43	3	the	the	DET
bracis-33634	43	4	pretext	pretext	NOUN
bracis-33634	43	5	task	task	NOUN
bracis-33634	43	6	 	 	SPACE
bracis-33634	43	7	is	be	AUX
bracis-33634	43	8	to	to	PART
bracis-33634	43	9	reconstruct	reconstruct	VERB
bracis-33634	43	10	the	the	DET
bracis-33634	43	11	original	original	ADJ
bracis-33634	43	12	input	input	NOUN
bracis-33634	43	13	.	.	PUNCT
bracis-33634	44	1	the	the	DET
bracis-33634	44	2	authors	author	NOUN
bracis-33634	44	3	demonstrated	demonstrate	VERB
bracis-33634	44	4	that	that	SCONJ
bracis-33634	44	5	 	 	SPACE
bracis-33634	44	6	the	the	DET
bracis-33634	44	7	model	model	NOUN
bracis-33634	44	8	learns	learn	VERB
bracis-33634	44	9	useful	useful	ADJ
bracis-33634	44	10	representations	representation	NOUN
bracis-33634	44	11	and	and	CCONJ
bracis-33634	44	12	achieves	achieve	VERB
bracis-33634	44	13	good	good	ADJ
bracis-33634	44	14	results	result	NOUN
bracis-33634	44	15	in	in	ADP
bracis-33634	44	16	 	 	SPACE
bracis-33634	44	17	har	har	NOUN
bracis-33634	44	18	using	use	VERB
bracis-33634	44	19	the	the	DET
bracis-33634	44	20	motionsense	motionsense	NOUN
bracis-33634	44	21	and	and	CCONJ
bracis-33634	44	22	usc	usc	NOUN
bracis-33634	44	23	-	-	PUNCT
bracis-33634	44	24	had	have	VERB
bracis-33634	44	25	datasets	dataset	NOUN
bracis-33634	44	26	.	.	PUNCT
bracis-33634	45	1	tang	tang	PROPN
bracis-33634	45	2	et	et	PROPN
bracis-33634	45	3	al	al	PROPN
bracis-33634	45	4	.	.	PUNCT
bracis-33634	45	5	 	 	SPACE
bracis-33634	46	1	[	[	X
bracis-33634	46	2	16	16	NUM
bracis-33634	46	3	]	]	PUNCT
bracis-33634	46	4	adapted	adapt	VERB
bracis-33634	46	5	simclr	simclr	NOUN
bracis-33634	46	6	 	 	SPACE
bracis-33634	47	1	[	[	X
bracis-33634	47	2	2	2	NUM
bracis-33634	47	3	]	]	PUNCT
bracis-33634	47	4	,	,	PUNCT
bracis-33634	47	5	a	a	DET
bracis-33634	47	6	popular	popular	ADJ
bracis-33634	47	7	ssl	ssl	ADJ
bracis-33634	47	8	technique	technique	NOUN
bracis-33634	47	9	based	base	VERB
bracis-33634	47	10	 	 	SPACE
bracis-33634	47	11	on	on	ADP
bracis-33634	47	12	contrastive	contrastive	ADJ
bracis-33634	47	13	learning	learning	NOUN
bracis-33634	47	14	,	,	PUNCT
bracis-33634	47	15	for	for	ADP
bracis-33634	47	16	har	har	PRON
bracis-33634	47	17	.	.	PUNCT
bracis-33634	48	1	this	this	DET
bracis-33634	48	2	method	method	NOUN
bracis-33634	48	3	uses	use	VERB
bracis-33634	48	4	two	two	NUM
bracis-33634	48	5	augmentations	augmentation	NOUN
bracis-33634	48	6	 	 	SPACE
bracis-33634	48	7	of	of	ADP
bracis-33634	48	8	the	the	DET
bracis-33634	48	9	same	same	ADJ
bracis-33634	48	10	sample	sample	NOUN
bracis-33634	48	11	to	to	PART
bracis-33634	48	12	generate	generate	VERB
bracis-33634	48	13	positive	positive	ADJ
bracis-33634	48	14	pairs	pair	NOUN
bracis-33634	48	15	and	and	CCONJ
bracis-33634	48	16	different	different	ADJ
bracis-33634	48	17	samples	sample	NOUN
bracis-33634	48	18	 	 	SPACE
bracis-33634	48	19	to	to	PART
bracis-33634	48	20	generate	generate	VERB
bracis-33634	48	21	negative	negative	ADJ
bracis-33634	48	22	pairs	pair	NOUN
bracis-33634	48	23	.	.	PUNCT
bracis-33634	49	1	the	the	DET
bracis-33634	49	2	authors	author	NOUN
bracis-33634	49	3	reported	report	VERB
bracis-33634	49	4	a	a	DET
bracis-33634	49	5	performance	performance	NOUN
bracis-33634	49	6	gain	gain	NOUN
bracis-33634	49	7	 	 	SPACE
bracis-33634	49	8	of	of	ADP
bracis-33634	49	9	over	over	ADP
bracis-33634	49	10	2	2	NUM
bracis-33634	49	11	%	%	NOUN
bracis-33634	49	12	using	use	VERB
bracis-33634	49	13	their	their	PRON
bracis-33634	49	14	pre	pre	ADJ
bracis-33634	49	15	-	-	ADJ
bracis-33634	49	16	trained	train	VERB
bracis-33634	49	17	scheme	scheme	NOUN
bracis-33634	49	18	.	.	PUNCT
bracis-33634	50	1	in	in	ADP
bracis-33634	50	2	a	a	DET
bracis-33634	50	3	 	 	SPACE
bracis-33634	50	4	later	later	ADJ
bracis-33634	50	5	work	work	NOUN
bracis-33634	50	6	 	 	SPACE
bracis-33634	50	7	[	[	X
bracis-33634	50	8	15	15	NUM
bracis-33634	50	9	]	]	PUNCT
bracis-33634	50	10	,	,	PUNCT
bracis-33634	50	11	the	the	DET
bracis-33634	50	12	authors	author	NOUN
bracis-33634	50	13	proposed	propose	VERB
bracis-33634	50	14	selfhar	selfhar	PROPN
bracis-33634	50	15	,	,	PUNCT
bracis-33634	50	16	 	 	SPACE
bracis-33634	50	17	a	a	DET
bracis-33634	50	18	teacher	teacher	NOUN
bracis-33634	50	19	-	-	PUNCT
bracis-33634	50	20	student	student	NOUN
bracis-33634	50	21	architecture	architecture	NOUN
bracis-33634	50	22	for	for	ADP
bracis-33634	50	23	human	human	ADJ
bracis-33634	50	24	activity	activity	NOUN
bracis-33634	50	25	recognition	recognition	NOUN
bracis-33634	50	26	 	 	SPACE
bracis-33634	50	27	that	that	PRON
bracis-33634	50	28	combines	combine	VERB
bracis-33634	50	29	semi	semi	ADV
bracis-33634	50	30	-	-	ADJ
bracis-33634	50	31	supervised	supervised	ADJ
bracis-33634	50	32	and	and	CCONJ
bracis-33634	50	33	self	self	NOUN
bracis-33634	50	34	-	-	PUNCT
bracis-33634	50	35	supervised	supervise	VERB
bracis-33634	50	36	learning	learning	NOUN
bracis-33634	50	37	,	,	PUNCT
bracis-33634	50	38	reporting	report	VERB
bracis-33634	50	39	 	 	SPACE
bracis-33634	50	40	a	a	DET
bracis-33634	50	41	significant	significant	ADJ
bracis-33634	50	42	performance	performance	NOUN
bracis-33634	50	43	improvement	improvement	NOUN
bracis-33634	50	44	across	across	ADP
bracis-33634	50	45	six	six	NUM
bracis-33634	50	46	datasets	dataset	NOUN
bracis-33634	50	47	 	 	SPACE
bracis-33634	50	48	with	with	ADP
bracis-33634	50	49	different	different	ADJ
bracis-33634	50	50	device	device	NOUN
bracis-33634	50	51	placements	placement	NOUN
bracis-33634	50	52	.	.	PUNCT
bracis-33634	51	1	thukral	thukral	ADJ
bracis-33634	51	2	et	et	PROPN
bracis-33634	51	3	al	al	PROPN
bracis-33634	51	4	.	.	PUNCT
bracis-33634	51	5	 	 	SPACE
bracis-33634	52	1	[	[	X
bracis-33634	52	2	17	17	NUM
bracis-33634	52	3	]	]	PUNCT
bracis-33634	52	4	proposed	propose	VERB
bracis-33634	52	5	a	a	DET
bracis-33634	52	6	teacher	teacher	NOUN
bracis-33634	52	7	-	-	PUNCT
bracis-33634	52	8	student	student	NOUN
bracis-33634	52	9	architecture	architecture	NOUN
bracis-33634	52	10	for	for	ADP
bracis-33634	52	11	har	har	NOUN
bracis-33634	52	12	,	,	PUNCT
bracis-33634	52	13	combining	combine	VERB
bracis-33634	52	14	cross	cross	ADJ
bracis-33634	52	15	-	-	ADJ
bracis-33634	52	16	modal	modal	ADJ
bracis-33634	52	17	self	self	NOUN
bracis-33634	52	18	-	-	PUNCT
bracis-33634	52	19	supervised	supervise	VERB
bracis-33634	52	20	learning	learning	NOUN
bracis-33634	52	21	with	with	ADP
bracis-33634	52	22	semi	semi	ADJ
bracis-33634	52	23	-	-	ADJ
bracis-33634	52	24	supervised	supervised	ADJ
bracis-33634	52	25	learning	learning	NOUN
bracis-33634	52	26	.	.	PUNCT
bracis-33634	53	1	the	the	DET
bracis-33634	53	2	teacher	teacher	NOUN
bracis-33634	53	3	model	model	NOUN
bracis-33634	53	4	,	,	PUNCT
bracis-33634	53	5	trained	train	VERB
bracis-33634	53	6	 	 	SPACE
bracis-33634	53	7	with	with	ADP
bracis-33634	53	8	augmented	augment	VERB
bracis-33634	53	9	labeled	label	VERB
bracis-33634	53	10	data	datum	NOUN
bracis-33634	53	11	,	,	PUNCT
bracis-33634	53	12	generates	generate	VERB
bracis-33634	53	13	pseudo	pseudo	NOUN
bracis-33634	53	14	-	-	NOUN
bracis-33634	53	15	labels	label	NOUN
bracis-33634	53	16	for	for	ADP
bracis-33634	53	17	the	the	DET
bracis-33634	53	18	student	student	NOUN
bracis-33634	53	19	model	model	NOUN
bracis-33634	53	20	,	,	PUNCT
bracis-33634	53	21	which	which	PRON
bracis-33634	53	22	is	be	AUX
bracis-33634	53	23	trained	train	VERB
bracis-33634	53	24	with	with	ADP
bracis-33634	53	25	unlabeled	unlabeled	ADJ
bracis-33634	53	26	data	datum	NOUN
bracis-33634	53	27	using	use	VERB
bracis-33634	53	28	the	the	DET
bracis-33634	53	29	simclr	simclr	NOUN
bracis-33634	53	30	technique	technique	NOUN
bracis-33634	53	31	.	.	PUNCT
bracis-33634	54	1	the	the	DET
bracis-33634	54	2	student	student	NOUN
bracis-33634	54	3	model	model	NOUN
bracis-33634	54	4	can	can	AUX
bracis-33634	54	5	then	then	ADV
bracis-33634	54	6	be	be	AUX
bracis-33634	54	7	fine	fine	ADV
bracis-33634	54	8	-	-	PUNCT
bracis-33634	54	9	tuned	tune	VERB
bracis-33634	54	10	with	with	ADP
bracis-33634	54	11	a	a	DET
bracis-33634	54	12	 	 	SPACE
bracis-33634	54	13	small	small	ADJ
bracis-33634	54	14	amount	amount	NOUN
bracis-33634	54	15	of	of	ADP
bracis-33634	54	16	labeled	label	VERB
bracis-33634	54	17	data	datum	NOUN
bracis-33634	54	18	.	.	PUNCT
bracis-33634	55	1	their	their	PRON
bracis-33634	55	2	method	method	NOUN
bracis-33634	55	3	significantly	significantly	ADV
bracis-33634	55	4	improves	improve	VERB
bracis-33634	55	5	performance	performance	NOUN
bracis-33634	55	6	,	,	PUNCT
bracis-33634	55	7	especially	especially	ADV
bracis-33634	55	8	on	on	ADP
bracis-33634	55	9	the	the	DET
bracis-33634	55	10	mobiact	mobiact	ADJ
bracis-33634	55	11	dataset	dataset	NOUN
bracis-33634	55	12	,	,	PUNCT
bracis-33634	55	13	in	in	ADP
bracis-33634	55	14	a	a	DET
bracis-33634	55	15	few	few	ADJ
bracis-33634	55	16	-	-	PUNCT
bracis-33634	55	17	shot	shot	NOUN
bracis-33634	55	18	learning	learn	VERB
bracis-33634	55	19	scenario	scenario	NOUN
bracis-33634	55	20	.	.	PUNCT
bracis-33634	56	1	however	however	ADV
bracis-33634	56	2	,	,	PUNCT
bracis-33634	56	3	they	they	PRON
bracis-33634	56	4	note	note	VERB
bracis-33634	56	5	that	that	SCONJ
bracis-33634	56	6	techniques	technique	NOUN
bracis-33634	56	7	like	like	ADP
bracis-33634	56	8	cpc	cpc	PROPN
bracis-33634	56	9	 	 	SPACE
bracis-33634	56	10	excel	excel	VERB
bracis-33634	56	11	in	in	ADP
bracis-33634	56	12	few	few	ADJ
bracis-33634	56	13	-	-	PUNCT
bracis-33634	56	14	shot	shot	NOUN
bracis-33634	56	15	learning	learning	NOUN
bracis-33634	56	16	using	use	VERB
bracis-33634	56	17	the	the	DET
bracis-33634	56	18	hhar	hhar	ADJ
bracis-33634	56	19	dataset	dataset	NOUN
bracis-33634	56	20	for	for	ADP
bracis-33634	56	21	pre	pre	ADJ
bracis-33634	56	22	-	-	NOUN
bracis-33634	56	23	training	training	NOUN
bracis-33634	56	24	.	.	PUNCT
bracis-33634	57	1	among	among	ADP
bracis-33634	57	2	several	several	ADJ
bracis-33634	57	3	ssl	ssl	ADJ
bracis-33634	57	4	techniques	technique	NOUN
bracis-33634	57	5	,	,	PUNCT
bracis-33634	57	6	a	a	DET
bracis-33634	57	7	technique	technique	NOUN
bracis-33634	57	8	that	that	PRON
bracis-33634	57	9	has	have	AUX
bracis-33634	57	10	recently	recently	ADV
bracis-33634	57	11	 	 	SPACE
bracis-33634	57	12	stood	stand	VERB
bracis-33634	57	13	out	out	ADP
bracis-33634	57	14	in	in	ADP
bracis-33634	57	15	the	the	DET
bracis-33634	57	16	treatment	treatment	NOUN
bracis-33634	57	17	of	of	ADP
bracis-33634	57	18	temporal	temporal	ADJ
bracis-33634	57	19	signals	signal	NOUN
bracis-33634	57	20	is	be	AUX
bracis-33634	57	21	the	the	DET
bracis-33634	57	22	contrastive	contrastive	ADJ
bracis-33634	57	23	predictive	predictive	ADJ
bracis-33634	57	24	coding	code	VERB
bracis-33634	57	25	(	(	PUNCT
bracis-33634	57	26	cpc	cpc	PROPN
bracis-33634	57	27	)	)	PUNCT
bracis-33634	57	28	,	,	PUNCT
bracis-33634	57	29	first	first	ADV
bracis-33634	57	30	introduced	introduce	VERB
bracis-33634	57	31	in	in	ADP
bracis-33634	57	32	2018	2018	NUM
bracis-33634	57	33	by	by	ADP
bracis-33634	57	34	 	 	SPACE
bracis-33634	57	35	oord	oord	PROPN
bracis-33634	57	36	et	et	PROPN
bracis-33634	57	37	al	al	PROPN
bracis-33634	57	38	.	.	PUNCT
bracis-33634	57	39	 	 	SPACE
bracis-33634	58	1	[	[	X
bracis-33634	58	2	12	12	NUM
bracis-33634	58	3	]	]	PUNCT
bracis-33634	58	4	.	.	PUNCT
bracis-33634	59	1	cpc	cpc	PROPN
bracis-33634	59	2	aims	aim	VERB
bracis-33634	59	3	to	to	PART
bracis-33634	59	4	learn	learn	VERB
bracis-33634	59	5	useful	useful	ADJ
bracis-33634	59	6	representations	representation	NOUN
bracis-33634	59	7	 	 	SPACE
bracis-33634	59	8	from	from	ADP
bracis-33634	59	9	temporal	temporal	ADJ
bracis-33634	59	10	data	datum	NOUN
bracis-33634	59	11	by	by	ADP
bracis-33634	59	12	predicting	predict	VERB
bracis-33634	59	13	future	future	ADJ
bracis-33634	59	14	representations	representation	NOUN
bracis-33634	59	15	of	of	ADP
bracis-33634	59	16	the	the	DET
bracis-33634	59	17	data	datum	NOUN
bracis-33634	59	18	.	.	PUNCT
bracis-33634	59	19	 	 	SPACE
bracis-33634	60	1	this	this	DET
bracis-33634	60	2	technique	technique	NOUN
bracis-33634	60	3	will	will	AUX
bracis-33634	60	4	be	be	AUX
bracis-33634	60	5	further	far	ADV
bracis-33634	60	6	detailed	detail	VERB
bracis-33634	60	7	in	in	ADP
bracis-33634	60	8	sect	sect	NOUN
bracis-33634	60	9	.	.	PUNCT
bracis-33634	60	10	 	 	SPACE
bracis-33634	61	1	3	3	NUM
bracis-33634	61	2	.	.	PUNCT
bracis-33634	61	3	 	 	SPACE
bracis-33634	61	4	the	the	DET
bracis-33634	61	5	authors	author	NOUN
bracis-33634	61	6	demonstrated	demonstrate	VERB
bracis-33634	61	7	that	that	SCONJ
bracis-33634	61	8	cpc	cpc	PROPN
bracis-33634	61	9	can	can	AUX
bracis-33634	61	10	learn	learn	VERB
bracis-33634	61	11	useful	useful	ADJ
bracis-33634	61	12	representations	representation	NOUN
bracis-33634	61	13	,	,	PUNCT
bracis-33634	61	14	achieving	achieve	VERB
bracis-33634	61	15	strong	strong	ADJ
bracis-33634	61	16	performance	performance	NOUN
bracis-33634	61	17	across	across	ADP
bracis-33634	61	18	four	four	NUM
bracis-33634	61	19	distinct	distinct	ADJ
bracis-33634	61	20	domains	domain	NOUN
bracis-33634	61	21	:	:	PUNCT
bracis-33634	61	22	speech	speech	NOUN
bracis-33634	61	23	,	,	PUNCT
bracis-33634	61	24	images	image	NOUN
bracis-33634	61	25	,	,	PUNCT
bracis-33634	61	26	text	text	NOUN
bracis-33634	61	27	,	,	PUNCT
bracis-33634	61	28	and	and	CCONJ
bracis-33634	61	29	reinforcement	reinforcement	NOUN
bracis-33634	61	30	learning	learning	NOUN
bracis-33634	61	31	.	.	PUNCT
bracis-33634	62	1	however	however	ADV
bracis-33634	62	2	,	,	PUNCT
bracis-33634	62	3	their	their	PRON
bracis-33634	62	4	work	work	NOUN
bracis-33634	62	5	 	 	SPACE
bracis-33634	62	6	does	do	AUX
bracis-33634	62	7	not	not	PART
bracis-33634	62	8	address	address	VERB
bracis-33634	62	9	the	the	DET
bracis-33634	62	10	har	har	NOUN
bracis-33634	62	11	task	task	NOUN
bracis-33634	62	12	nor	nor	CCONJ
bracis-33634	62	13	the	the	DET
bracis-33634	62	14	impact	impact	NOUN
bracis-33634	62	15	that	that	PRON
bracis-33634	62	16	pre	pre	ADJ
bracis-33634	62	17	-	-	ADJ
bracis-33634	62	18	training	training	ADJ
bracis-33634	62	19	datasets	dataset	NOUN
bracis-33634	62	20	have	have	VERB
bracis-33634	62	21	on	on	ADP
bracis-33634	62	22	the	the	DET
bracis-33634	62	23	downstream	downstream	ADJ
bracis-33634	62	24	model	model	NOUN
bracis-33634	62	25	.	.	PUNCT
bracis-33634	63	1	in	in	ADP
bracis-33634	63	2	2021	2021	NUM
bracis-33634	63	3	,	,	PUNCT
bracis-33634	63	4	haresamudram	haresamudram	NOUN
bracis-33634	63	5	et	et	NOUN
bracis-33634	63	6	al	al	PROPN
bracis-33634	63	7	.	.	PUNCT
bracis-33634	63	8	 	 	SPACE
bracis-33634	64	1	[	[	X
bracis-33634	64	2	6	6	NUM
bracis-33634	64	3	]	]	PUNCT
bracis-33634	64	4	adapted	adapt	VERB
bracis-33634	64	5	the	the	DET
bracis-33634	64	6	 	 	SPACE
bracis-33634	64	7	cpc	cpc	NOUN
bracis-33634	64	8	technique	technique	NOUN
bracis-33634	64	9	for	for	ADP
bracis-33634	64	10	har	har	PRON
bracis-33634	64	11	.	.	PUNCT
bracis-33634	65	1	the	the	DET
bracis-33634	65	2	authors	author	NOUN
bracis-33634	65	3	reported	report	VERB
bracis-33634	65	4	an	an	DET
bracis-33634	65	5	improvement	improvement	NOUN
bracis-33634	65	6	of	of	ADP
bracis-33634	65	7	up	up	ADP
bracis-33634	65	8	to	to	PART
bracis-33634	65	9	9	9	NUM
bracis-33634	65	10	%	%	NOUN
bracis-33634	65	11	compared	compare	VERB
bracis-33634	65	12	to	to	ADP
bracis-33634	65	13	saeed	saeed	PROPN
bracis-33634	65	14	et	et	PROPN
bracis-33634	65	15	al	al	PROPN
bracis-33634	65	16	.	.	PUNCT
bracis-33634	65	17	 	 	SPACE
bracis-33634	66	1	[	[	X
bracis-33634	66	2	14	14	NUM
bracis-33634	66	3	]	]	X
bracis-33634	66	4	in	in	ADP
bracis-33634	66	5	 	 	SPACE
bracis-33634	66	6	the	the	DET
bracis-33634	66	7	mobiact	mobiact	ADJ
bracis-33634	66	8	dataset	dataset	NOUN
bracis-33634	66	9	and	and	CCONJ
bracis-33634	66	10	other	other	ADJ
bracis-33634	66	11	improvements	improvement	NOUN
bracis-33634	66	12	in	in	ADP
bracis-33634	66	13	motionsense	motionsense	NOUN
bracis-33634	66	14	,	,	PUNCT
bracis-33634	66	15	uci	uci	NOUN
bracis-33634	66	16	-	-	PUNCT
bracis-33634	66	17	har	har	PROPN
bracis-33634	66	18	,	,	PUNCT
bracis-33634	66	19	 	 	SPACE
bracis-33634	66	20	and	and	CCONJ
bracis-33634	66	21	usc	usc	NOUN
bracis-33634	66	22	-	-	PUNCT
bracis-33634	66	23	had	have	VERB
bracis-33634	66	24	datasets	dataset	NOUN
bracis-33634	66	25	.	.	PUNCT
bracis-33634	67	1	dhekane	dhekane	NOUN
bracis-33634	67	2	et	et	PROPN
bracis-33634	67	3	al	al	PROPN
bracis-33634	67	4	.	.	PUNCT
bracis-33634	67	5	 	 	SPACE
bracis-33634	68	1	[	[	X
bracis-33634	68	2	3	3	X
bracis-33634	68	3	]	]	PUNCT
bracis-33634	68	4	investigates	investigate	VERB
bracis-33634	68	5	the	the	DET
bracis-33634	68	6	 	 	SPACE
bracis-33634	68	7	data	datum	NOUN
bracis-33634	68	8	requirements	requirement	NOUN
bracis-33634	68	9	of	of	ADP
bracis-33634	68	10	cpc	cpc	PROPN
bracis-33634	68	11	for	for	ADP
bracis-33634	68	12	har	har	NOUN
bracis-33634	68	13	using	use	VERB
bracis-33634	68	14	the	the	DET
bracis-33634	68	15	hhar	hhar	ADJ
bracis-33634	68	16	,	,	PUNCT
bracis-33634	68	17	pamap2	pamap2	NOUN
bracis-33634	68	18	,	,	PUNCT
bracis-33634	68	19	and	and	CCONJ
bracis-33634	68	20	realworld	realworld	PROPN
bracis-33634	68	21	datasets	dataset	NOUN
bracis-33634	68	22	.	.	PUNCT
bracis-33634	69	1	they	they	PRON
bracis-33634	69	2	randomly	randomly	VERB
bracis-33634	69	3	selected	select	VERB
bracis-33634	69	4	data	datum	NOUN
bracis-33634	69	5	from	from	ADP
bracis-33634	69	6	these	these	DET
bracis-33634	69	7	datasets	dataset	NOUN
bracis-33634	69	8	 	 	SPACE
bracis-33634	69	9	for	for	ADP
bracis-33634	69	10	representation	representation	NOUN
bracis-33634	69	11	learning	learn	VERB
bracis-33634	69	12	with	with	ADP
bracis-33634	69	13	minimal	minimal	ADJ
bracis-33634	69	14	annotations	annotation	NOUN
bracis-33634	69	15	,	,	PUNCT
bracis-33634	69	16	applying	apply	VERB
bracis-33634	69	17	 	 	SPACE
bracis-33634	69	18	data	datum	NOUN
bracis-33634	69	19	augmentation	augmentation	NOUN
bracis-33634	69	20	techniques	technique	NOUN
bracis-33634	69	21	like	like	ADP
bracis-33634	69	22	noise	noise	NOUN
bracis-33634	69	23	addition	addition	NOUN
bracis-33634	69	24	,	,	PUNCT
bracis-33634	69	25	scaling	scaling	NOUN
bracis-33634	69	26	,	,	PUNCT
bracis-33634	69	27	and	and	CCONJ
bracis-33634	69	28	channel	channel	NOUN
bracis-33634	69	29	shuffling	shuffle	VERB
bracis-33634	69	30	.	.	PUNCT
bracis-33634	70	1	their	their	PRON
bracis-33634	70	2	work	work	NOUN
bracis-33634	70	3	includes	include	VERB
bracis-33634	70	4	two	two	NUM
bracis-33634	70	5	evaluations	evaluation	NOUN
bracis-33634	70	6	:	:	PUNCT
bracis-33634	70	7	“	"	PUNCT
bracis-33634	70	8	bottom	bottom	ADJ
bracis-33634	70	9	-	-	PUNCT
bracis-33634	70	10	up	up	ADP
bracis-33634	70	11	evaluation	evaluation	NOUN
bracis-33634	70	12	”	"	PUNCT
bracis-33634	70	13	,	,	PUNCT
bracis-33634	70	14	determining	determine	VERB
bracis-33634	70	15	the	the	DET
bracis-33634	70	16	minimal	minimal	ADJ
bracis-33634	70	17	amount	amount	NOUN
bracis-33634	70	18	of	of	ADP
bracis-33634	70	19	target	target	NOUN
bracis-33634	70	20	domain	domain	NOUN
bracis-33634	70	21	 	 	SPACE
bracis-33634	70	22	data	datum	NOUN
bracis-33634	70	23	needed	need	VERB
bracis-33634	70	24	for	for	ADP
bracis-33634	70	25	useful	useful	ADJ
bracis-33634	70	26	representations	representation	NOUN
bracis-33634	70	27	,	,	PUNCT
bracis-33634	70	28	and	and	CCONJ
bracis-33634	70	29	“	"	PUNCT
bracis-33634	70	30	transferred	transfer	VERB
bracis-33634	70	31	assessment	assessment	NOUN
bracis-33634	70	32	”	"	PUNCT
bracis-33634	70	33	,	,	PUNCT
bracis-33634	70	34	examining	examine	VERB
bracis-33634	70	35	the	the	DET
bracis-33634	70	36	minimal	minimal	ADJ
bracis-33634	70	37	external	external	ADJ
bracis-33634	70	38	data	datum	NOUN
bracis-33634	70	39	required	require	VERB
bracis-33634	70	40	for	for	ADP
bracis-33634	70	41	effective	effective	ADJ
bracis-33634	70	42	activity	activity	NOUN
bracis-33634	70	43	recognition	recognition	NOUN
bracis-33634	70	44	in	in	ADP
bracis-33634	70	45	the	the	DET
bracis-33634	70	46	target	target	NOUN
bracis-33634	70	47	domain	domain	NOUN
bracis-33634	70	48	.	.	PUNCT
bracis-33634	71	1	results	result	NOUN
bracis-33634	71	2	show	show	VERB
bracis-33634	71	3	cpc	cpc	PROPN
bracis-33634	71	4	is	be	AUX
bracis-33634	71	5	highly	highly	ADV
bracis-33634	71	6	data	data	NOUN
bracis-33634	71	7	-	-	PUNCT
bracis-33634	71	8	efficient	efficient	ADJ
bracis-33634	71	9	,	,	PUNCT
bracis-33634	71	10	needing	need	VERB
bracis-33634	71	11	only	only	ADV
bracis-33634	71	12	15	15	NUM
bracis-33634	71	13	and	and	CCONJ
bracis-33634	71	14	5	5	NUM
bracis-33634	71	15	 	 	SPACE
bracis-33634	71	16	min	min	NOUN
bracis-33634	71	17	of	of	ADP
bracis-33634	71	18	pre	pre	ADJ
bracis-33634	71	19	-	-	ADJ
bracis-33634	71	20	training	training	ADJ
bracis-33634	71	21	 	 	SPACE
bracis-33634	71	22	data	datum	NOUN
bracis-33634	71	23	for	for	ADP
bracis-33634	71	24	“	"	PUNCT
bracis-33634	71	25	bottom	bottom	ADJ
bracis-33634	71	26	-	-	PUNCT
bracis-33634	71	27	up	up	ADP
bracis-33634	71	28	evaluation	evaluation	NOUN
bracis-33634	71	29	”	"	PUNCT
bracis-33634	71	30	and	and	CCONJ
bracis-33634	71	31	“	"	PUNCT
bracis-33634	71	32	transferred	transfer	VERB
bracis-33634	71	33	assessment	assessment	NOUN
bracis-33634	71	34	”	"	PUNCT
bracis-33634	71	35	,	,	PUNCT
bracis-33634	71	36	respectively	respectively	ADV
bracis-33634	71	37	,	,	PUNCT
bracis-33634	71	38	to	to	PART
bracis-33634	71	39	achieve	achieve	VERB
bracis-33634	71	40	comparable	comparable	ADJ
bracis-33634	71	41	performance	performance	NOUN
bracis-33634	71	42	to	to	ADP
bracis-33634	71	43	full	full	ADJ
bracis-33634	71	44	 	 	SPACE
bracis-33634	71	45	data	datum	NOUN
bracis-33634	71	46	pre	pre	NOUN
bracis-33634	71	47	-	-	NOUN
bracis-33634	71	48	training	training	NOUN
bracis-33634	71	49	.	.	PUNCT
bracis-33634	72	1	the	the	DET
bracis-33634	72	2	authors	author	NOUN
bracis-33634	72	3	conclude	conclude	VERB
bracis-33634	72	4	that	that	SCONJ
bracis-33634	72	5	target	target	NOUN
bracis-33634	72	6	domain	domain	NOUN
bracis-33634	72	7	data	datum	NOUN
bracis-33634	72	8	is	be	AUX
bracis-33634	72	9	 	 	SPACE
bracis-33634	72	10	more	more	ADV
bracis-33634	72	11	beneficial	beneficial	ADJ
bracis-33634	72	12	for	for	ADP
bracis-33634	72	13	representation	representation	NOUN
bracis-33634	72	14	learning	learning	NOUN
bracis-33634	72	15	.	.	PUNCT
bracis-33634	73	1	the	the	DET
bracis-33634	73	2	choice	choice	NOUN
bracis-33634	73	3	of	of	ADP
bracis-33634	73	4	the	the	DET
bracis-33634	73	5	dataset	dataset	NOUN
bracis-33634	73	6	for	for	ADP
bracis-33634	73	7	pre	pre	ADJ
bracis-33634	73	8	-	-	NOUN
bracis-33634	73	9	training	training	NOUN
bracis-33634	73	10	can	can	AUX
bracis-33634	73	11	significantly	significantly	ADV
bracis-33634	73	12	impact	impact	VERB
bracis-33634	73	13	downstream	downstream	ADJ
bracis-33634	73	14	model	model	NOUN
bracis-33634	73	15	performance	performance	NOUN
bracis-33634	73	16	.	.	PUNCT
bracis-33634	73	17	 	 	SPACE
bracis-33634	74	1	qian	qian	PROPN
bracis-33634	74	2	et	et	PROPN
bracis-33634	74	3	al	al	PROPN
bracis-33634	74	4	.	.	PUNCT
bracis-33634	74	5	 	 	SPACE
bracis-33634	75	1	[	[	X
bracis-33634	75	2	13	13	NUM
bracis-33634	75	3	]	]	PUNCT
bracis-33634	75	4	examined	examine	VERB
bracis-33634	75	5	various	various	ADJ
bracis-33634	75	6	components	component	NOUN
bracis-33634	75	7	in	in	ADP
bracis-33634	75	8	contrastive	contrastive	ADJ
bracis-33634	75	9	-	-	PUNCT
bracis-33634	75	10	based	base	VERB
bracis-33634	75	11	ssl	ssl	ADJ
bracis-33634	75	12	techniques	technique	NOUN
bracis-33634	75	13	for	for	ADP
bracis-33634	75	14	har	har	NOUN
bracis-33634	75	15	,	,	PUNCT
bracis-33634	75	16	including	include	VERB
bracis-33634	75	17	backbone	backbone	NOUN
bracis-33634	75	18	architecture	architecture	NOUN
bracis-33634	75	19	,	,	PUNCT
bracis-33634	75	20	augmentations	augmentation	NOUN
bracis-33634	75	21	,	,	PUNCT
bracis-33634	75	22	and	and	CCONJ
bracis-33634	75	23	contrastive	contrastive	ADJ
bracis-33634	75	24	 	 	SPACE
bracis-33634	75	25	pair	pair	NOUN
bracis-33634	75	26	construction	construction	NOUN
bracis-33634	75	27	.	.	PUNCT
bracis-33634	76	1	they	they	PRON
bracis-33634	76	2	also	also	ADV
bracis-33634	76	3	analyzed	analyze	VERB
bracis-33634	76	4	data	datum	NOUN
bracis-33634	76	5	-	-	PUNCT
bracis-33634	76	6	scarce	scarce	NOUN
bracis-33634	76	7	cross	cross	ADJ
bracis-33634	76	8	-	-	ADJ
bracis-33634	76	9	person	person	ADJ
bracis-33634	76	10	generalization	generalization	NOUN
bracis-33634	76	11	,	,	PUNCT
bracis-33634	76	12	where	where	SCONJ
bracis-33634	76	13	models	model	NOUN
bracis-33634	76	14	are	be	AUX
bracis-33634	76	15	trained	train	VERB
bracis-33634	76	16	on	on	ADP
bracis-33634	76	17	a	a	DET
bracis-33634	76	18	small	small	ADJ
bracis-33634	76	19	subset	subset	NOUN
bracis-33634	76	20	 	 	SPACE
bracis-33634	76	21	of	of	ADP
bracis-33634	76	22	individuals	individual	NOUN
bracis-33634	76	23	and	and	CCONJ
bracis-33634	76	24	tested	test	VERB
bracis-33634	76	25	on	on	ADP
bracis-33634	76	26	a	a	DET
bracis-33634	76	27	left	leave	VERB
bracis-33634	76	28	-	-	PUNCT
bracis-33634	76	29	out	out	ADP
bracis-33634	76	30	individual	individual	NOUN
bracis-33634	76	31	.	.	PUNCT
bracis-33634	77	1	results	result	NOUN
bracis-33634	77	2	showed	show	VERB
bracis-33634	77	3	 	 	SPACE
bracis-33634	77	4	that	that	SCONJ
bracis-33634	77	5	generalization	generalization	NOUN
bracis-33634	77	6	levels	level	NOUN
bracis-33634	77	7	vary	vary	VERB
bracis-33634	77	8	with	with	ADP
bracis-33634	77	9	the	the	DET
bracis-33634	77	10	pre	pre	ADJ
bracis-33634	77	11	-	-	ADJ
bracis-33634	77	12	training	training	ADJ
bracis-33634	77	13	dataset	dataset	NOUN
bracis-33634	77	14	.	.	PUNCT
bracis-33634	77	15	 	 	SPACE
bracis-33634	78	1	the	the	DET
bracis-33634	78	2	authors	author	NOUN
bracis-33634	78	3	suggest	suggest	VERB
bracis-33634	78	4	that	that	SCONJ
bracis-33634	78	5	self	self	NOUN
bracis-33634	78	6	-	-	PUNCT
bracis-33634	78	7	supervised	supervise	VERB
bracis-33634	78	8	methods	method	NOUN
bracis-33634	78	9	’	'	PUNCT
bracis-33634	78	10	effectiveness	effectiveness	NOUN
bracis-33634	78	11	can	can	AUX
bracis-33634	78	12	 	 	SPACE
bracis-33634	78	13	be	be	AUX
bracis-33634	78	14	dataset	dataset	VERB
bracis-33634	78	15	-	-	PUNCT
bracis-33634	78	16	dependent	dependent	ADJ
bracis-33634	78	17	and	and	CCONJ
bracis-33634	78	18	that	that	SCONJ
bracis-33634	78	19	the	the	DET
bracis-33634	78	20	choice	choice	NOUN
bracis-33634	78	21	of	of	ADP
bracis-33634	78	22	backbone	backbone	NOUN
bracis-33634	78	23	architecture	architecture	NOUN
bracis-33634	78	24	 	 	SPACE
bracis-33634	78	25	is	be	AUX
bracis-33634	78	26	crucial	crucial	ADJ
bracis-33634	78	27	for	for	ADP
bracis-33634	78	28	model	model	NOUN
bracis-33634	78	29	performance	performance	NOUN
bracis-33634	78	30	.	.	PUNCT
bracis-33634	79	1	table	table	NOUN
bracis-33634	79	2	1	1	NUM
bracis-33634	79	3	.	.	PUNCT
bracis-33634	79	4	related	relate	VERB
bracis-33634	79	5	works	work	NOUN
bracis-33634	79	6	summary.full	summary.full	NUM
bracis-33634	79	7	size	size	NOUN
bracis-33634	79	8	table	table	NOUN
bracis-33634	79	9	as	as	SCONJ
bracis-33634	79	10	ssl	ssl	ADJ
bracis-33634	79	11	techniques	technique	NOUN
bracis-33634	79	12	have	have	AUX
bracis-33634	79	13	been	be	AUX
bracis-33634	79	14	shown	show	VERB
bracis-33634	79	15	to	to	PART
bracis-33634	79	16	be	be	AUX
bracis-33634	79	17	effective	effective	ADJ
bracis-33634	79	18	in	in	ADP
bracis-33634	79	19	several	several	ADJ
bracis-33634	79	20	scenarios	scenario	NOUN
bracis-33634	79	21	,	,	PUNCT
bracis-33634	79	22	table	table	NOUN
bracis-33634	79	23	 	 	SPACE
bracis-33634	79	24	1	1	NUM
bracis-33634	79	25	classify	classify	VERB
bracis-33634	79	26	the	the	DET
bracis-33634	79	27	related	relate	VERB
bracis-33634	79	28	works	work	NOUN
bracis-33634	79	29	according	accord	VERB
bracis-33634	79	30	to	to	ADP
bracis-33634	79	31	the	the	DET
bracis-33634	79	32	following	follow	VERB
bracis-33634	79	33	criteria	criterion	NOUN
bracis-33634	79	34	:	:	PUNCT
bracis-33634	79	35	cpc	cpc	NOUN
bracis-33634	79	36	:	:	PUNCT
bracis-33634	79	37	evaluate	evaluate	VERB
bracis-33634	79	38	the	the	DET
bracis-33634	79	39	contrastive	contrastive	ADJ
bracis-33634	79	40	predictive	predictive	ADJ
bracis-33634	79	41	coding	code	VERB
bracis-33634	79	42	ssl	ssl	ADJ
bracis-33634	79	43	technique	technique	NOUN
bracis-33634	79	44	;	;	PUNCT
bracis-33634	79	45	har	har	NOUN
bracis-33634	79	46	:	:	PUNCT
bracis-33634	79	47	perform	perform	VERB
bracis-33634	79	48	the	the	DET
bracis-33634	79	49	evaluation	evaluation	NOUN
bracis-33634	79	50	on	on	ADP
bracis-33634	79	51	har	har	NOUN
bracis-33634	79	52	;	;	PUNCT
bracis-33634	79	53	multiple	multiple	ADJ
bracis-33634	79	54	pre	pre	ADJ
bracis-33634	79	55	-	-	ADJ
bracis-33634	79	56	training	training	ADJ
bracis-33634	79	57	sets	set	NOUN
bracis-33634	79	58	:	:	PUNCT
bracis-33634	79	59	evaluate	evaluate	VERB
bracis-33634	79	60	the	the	DET
bracis-33634	79	61	impact	impact	NOUN
bracis-33634	79	62	of	of	ADP
bracis-33634	79	63	pre	pre	ADJ
bracis-33634	79	64	-	-	ADJ
bracis-33634	79	65	training	training	ADJ
bracis-33634	79	66	datasets	dataset	NOUN
bracis-33634	79	67	on	on	ADP
bracis-33634	79	68	final	final	ADJ
bracis-33634	79	69	model	model	NOUN
bracis-33634	79	70	performance	performance	NOUN
bracis-33634	79	71	,	,	PUNCT
bracis-33634	79	72	and	and	CCONJ
bracis-33634	79	73	few	few	ADJ
bracis-33634	79	74	-	-	PUNCT
bracis-33634	79	75	shot	shot	NOUN
bracis-33634	79	76	learning	learning	NOUN
bracis-33634	79	77	:	:	PUNCT
bracis-33634	79	78	evaluate	evaluate	VERB
bracis-33634	79	79	the	the	DET
bracis-33634	79	80	model	model	NOUN
bracis-33634	79	81	when	when	SCONJ
bracis-33634	79	82	trained	train	VERB
bracis-33634	79	83	with	with	ADP
bracis-33634	79	84	few	few	ADJ
bracis-33634	79	85	labeled	label	VERB
bracis-33634	79	86	data	datum	NOUN
bracis-33634	79	87	.	.	PUNCT
bracis-33634	80	1	notice	notice	VERB
bracis-33634	80	2	that	that	SCONJ
bracis-33634	80	3	the	the	DET
bracis-33634	80	4	closest	close	ADV
bracis-33634	80	5	related	related	ADJ
bracis-33634	80	6	work	work	NOUN
bracis-33634	80	7	is	be	AUX
bracis-33634	80	8	the	the	DET
bracis-33634	80	9	work	work	NOUN
bracis-33634	80	10	of	of	ADP
bracis-33634	80	11	dhekane	dhekane	NOUN
bracis-33634	80	12	et	et	PROPN
bracis-33634	80	13	al	al	PROPN
bracis-33634	80	14	.	.	PUNCT
bracis-33634	80	15	 	 	SPACE
bracis-33634	81	1	[	[	X
bracis-33634	81	2	3	3	NUM
bracis-33634	81	3	]	]	PUNCT
bracis-33634	81	4	,	,	PUNCT
bracis-33634	81	5	which	which	PRON
bracis-33634	81	6	evaluates	evaluate	VERB
bracis-33634	81	7	cpc	cpc	PROPN
bracis-33634	81	8	for	for	ADP
bracis-33634	81	9	har	har	NOUN
bracis-33634	81	10	taking	take	VERB
bracis-33634	81	11	into	into	ADP
bracis-33634	81	12	account	account	NOUN
bracis-33634	81	13	multiple	multiple	ADJ
bracis-33634	81	14	pre	pre	ADJ
bracis-33634	81	15	-	-	ADJ
bracis-33634	81	16	training	training	ADJ
bracis-33634	81	17	sets	set	NOUN
bracis-33634	81	18	and	and	CCONJ
bracis-33634	81	19	evaluating	evaluate	VERB
bracis-33634	81	20	the	the	DET
bracis-33634	81	21	 	 	SPACE
bracis-33634	81	22	model	model	NOUN
bracis-33634	81	23	when	when	SCONJ
bracis-33634	81	24	trained	train	VERB
bracis-33634	81	25	with	with	ADP
bracis-33634	81	26	few	few	ADJ
bracis-33634	81	27	labeled	label	VERB
bracis-33634	81	28	data	datum	NOUN
bracis-33634	81	29	.	.	PUNCT
bracis-33634	82	1	nonetheless	nonetheless	ADV
bracis-33634	82	2	,	,	PUNCT
bracis-33634	82	3	our	our	PRON
bracis-33634	82	4	work	work	NOUN
bracis-33634	82	5	differs	differ	VERB
bracis-33634	82	6	from	from	ADP
bracis-33634	82	7	theirs	theirs	PRON
bracis-33634	82	8	in	in	ADP
bracis-33634	82	9	the	the	DET
bracis-33634	82	10	following	follow	VERB
bracis-33634	82	11	aspects	aspect	NOUN
bracis-33634	82	12	:	:	PUNCT
bracis-33634	82	13	(	(	PUNCT
bracis-33634	82	14	i	i	NOUN
bracis-33634	82	15	)	)	PUNCT
bracis-33634	82	16	we	we	PRON
bracis-33634	82	17	perform	perform	VERB
bracis-33634	82	18	 	 	SPACE
bracis-33634	82	19	a	a	DET
bracis-33634	82	20	qualitative	qualitative	ADJ
bracis-33634	82	21	assessment	assessment	NOUN
bracis-33634	82	22	of	of	ADP
bracis-33634	82	23	the	the	DET
bracis-33634	82	24	learned	learn	VERB
bracis-33634	82	25	representations	representation	NOUN
bracis-33634	82	26	using	use	VERB
bracis-33634	82	27	t	t	PROPN
bracis-33634	82	28	-	-	PUNCT
bracis-33634	82	29	sne	sne	NOUN
bracis-33634	82	30	,	,	PUNCT
bracis-33634	82	31	(	(	PUNCT
bracis-33634	82	32	ii	ii	NOUN
bracis-33634	82	33	)	)	PUNCT
bracis-33634	82	34	we	we	PRON
bracis-33634	82	35	do	do	AUX
bracis-33634	82	36	not	not	PART
bracis-33634	82	37	employ	employ	VERB
bracis-33634	82	38	data	datum	NOUN
bracis-33634	82	39	augmentation	augmentation	NOUN
bracis-33634	82	40	and	and	CCONJ
bracis-33634	82	41	(	(	PUNCT
bracis-33634	82	42	iii	iii	X
bracis-33634	82	43	)	)	PUNCT
bracis-33634	82	44	we	we	PRON
bracis-33634	82	45	evaluate	evaluate	VERB
bracis-33634	82	46	the	the	DET
bracis-33634	82	47	impact	impact	NOUN
bracis-33634	82	48	of	of	ADP
bracis-33634	82	49	different	different	ADJ
bracis-33634	82	50	combinations	combination	NOUN
bracis-33634	82	51	of	of	ADP
bracis-33634	82	52	har	har	NOUN
bracis-33634	82	53	datasets	dataset	NOUN
bracis-33634	82	54	 	 	SPACE
bracis-33634	82	55	on	on	ADP
bracis-33634	82	56	the	the	DET
bracis-33634	82	57	quality	quality	NOUN
bracis-33634	82	58	of	of	ADP
bracis-33634	82	59	the	the	DET
bracis-33634	82	60	learned	learn	VERB
bracis-33634	82	61	representations	representation	NOUN
bracis-33634	82	62	.	.	PUNCT
bracis-33634	83	1	3	3	NUM
bracis-33634	83	2	contrastive	contrastive	ADJ
bracis-33634	83	3	predictive	predictive	ADJ
bracis-33634	83	4	coding	code	VERB
bracis-33634	83	5	(	(	PUNCT
bracis-33634	83	6	cpc	cpc	PROPN
bracis-33634	83	7	)	)	PUNCT
bracis-33634	83	8	the	the	DET
bracis-33634	83	9	cpc	cpc	PROPN
bracis-33634	83	10	technique	technique	NOUN
bracis-33634	83	11	was	be	AUX
bracis-33634	83	12	first	first	ADV
bracis-33634	83	13	introduced	introduce	VERB
bracis-33634	83	14	by	by	ADP
bracis-33634	83	15	oord	oord	PROPN
bracis-33634	83	16	et	et	PROPN
bracis-33634	83	17	al	al	PROPN
bracis-33634	83	18	.	.	PUNCT
bracis-33634	83	19	 	 	SPACE
bracis-33634	84	1	[	[	X
bracis-33634	84	2	12	12	NUM
bracis-33634	84	3	]	]	PUNCT
bracis-33634	84	4	,	,	PUNCT
bracis-33634	84	5	 	 	SPACE
bracis-33634	84	6	and	and	CCONJ
bracis-33634	84	7	later	later	ADV
bracis-33634	84	8	adapted	adapt	VERB
bracis-33634	84	9	by	by	ADP
bracis-33634	84	10	haresamudram	haresamudram	NOUN
bracis-33634	84	11	et	et	PROPN
bracis-33634	84	12	al	al	PROPN
bracis-33634	84	13	.	.	PUNCT
bracis-33634	84	14	 	 	SPACE
bracis-33634	85	1	[	[	X
bracis-33634	85	2	6	6	NUM
bracis-33634	85	3	]	]	PUNCT
bracis-33634	85	4	for	for	ADP
bracis-33634	85	5	har	har	PRON
bracis-33634	85	6	.	.	PUNCT
bracis-33634	86	1	we	we	PRON
bracis-33634	86	2	rely	rely	VERB
bracis-33634	86	3	 	 	SPACE
bracis-33634	86	4	on	on	ADP
bracis-33634	86	5	the	the	DET
bracis-33634	86	6	implementation	implementation	NOUN
bracis-33634	86	7	of	of	ADP
bracis-33634	86	8	haresamudram	haresamudram	NOUN
bracis-33634	86	9	et	et	PROPN
bracis-33634	86	10	al	al	PROPN
bracis-33634	86	11	.	.	PUNCT
bracis-33634	86	12	to	to	PART
bracis-33634	86	13	perform	perform	VERB
bracis-33634	86	14	our	our	PRON
bracis-33634	86	15	experiments	experiment	NOUN
bracis-33634	86	16	,	,	PUNCT
bracis-33634	86	17	which	which	PRON
bracis-33634	86	18	is	be	AUX
bracis-33634	86	19	illustrated	illustrate	VERB
bracis-33634	86	20	in	in	ADP
bracis-33634	86	21	fig	fig	NOUN
bracis-33634	86	22	.	.	PUNCT
bracis-33634	86	23	 	 	SPACE
bracis-33634	87	1	1	1	X
bracis-33634	87	2	.	.	PUNCT
bracis-33634	88	1	the	the	DET
bracis-33634	88	2	cpc	cpc	PROPN
bracis-33634	88	3	backbone	backbone	NOUN
bracis-33634	88	4	comprises	comprise	VERB
bracis-33634	88	5	two	two	NUM
bracis-33634	88	6	main	main	ADJ
bracis-33634	88	7	components	component	NOUN
bracis-33634	88	8	:	:	PUNCT
bracis-33634	88	9	the	the	DET
bracis-33634	88	10	input	input	NOUN
bracis-33634	88	11	encoder	encoder	NOUN
bracis-33634	88	12	(	(	PUNCT
bracis-33634	88	13	\(g_{enc}\	\(g_{enc}\	PROPN
bracis-33634	88	14	)	)	PUNCT
bracis-33634	88	15	)	)	PUNCT
bracis-33634	88	16	,	,	PUNCT
bracis-33634	88	17	which	which	PRON
bracis-33634	88	18	encodes	encode	VERB
bracis-33634	88	19	the	the	DET
bracis-33634	88	20	input	input	NOUN
bracis-33634	88	21	time	time	NOUN
bracis-33634	88	22	series	series	PROPN
bracis-33634	88	23	(	(	PUNCT
bracis-33634	88	24	x	x	NOUN
bracis-33634	88	25	)	)	PUNCT
bracis-33634	88	26	into	into	ADP
bracis-33634	88	27	z	z	PROPN
bracis-33634	88	28	,	,	PUNCT
bracis-33634	88	29	 	 	SPACE
bracis-33634	88	30	and	and	CCONJ
bracis-33634	88	31	an	an	DET
bracis-33634	88	32	auto	auto	NOUN
bracis-33634	88	33	-	-	PUNCT
bracis-33634	88	34	regressor	regressor	NOUN
bracis-33634	88	35	(	(	PUNCT
bracis-33634	88	36	\(g_{ar}\	\(g_{ar}\	PROPN
bracis-33634	88	37	)	)	PUNCT
bracis-33634	88	38	)	)	PUNCT
bracis-33634	88	39	,	,	PUNCT
bracis-33634	88	40	which	which	PRON
bracis-33634	88	41	encodes	encode	VERB
bracis-33634	88	42	the	the	DET
bracis-33634	88	43	initial	initial	ADJ
bracis-33634	88	44	time	time	NOUN
bracis-33634	88	45	 	 	SPACE
bracis-33634	88	46	steps	step	NOUN
bracis-33634	88	47	of	of	ADP
bracis-33634	88	48	z	z	NOUN
bracis-33634	88	49	(	(	PUNCT
bracis-33634	88	50	i.e.	i.e.	X
bracis-33634	88	51	,	,	PUNCT
bracis-33634	88	52	z[0	z[0	NOUN
bracis-33634	88	53	 	 	SPACE
bracis-33634	88	54	:	:	PUNCT
bracis-33634	88	55	 	 	SPACE
bracis-33634	88	56	t	t	X
bracis-33634	88	57	]	]	PUNCT
bracis-33634	88	58	)	)	PUNCT
bracis-33634	88	59	into	into	ADP
bracis-33634	88	60	a	a	DET
bracis-33634	88	61	representation	representation	NOUN
bracis-33634	88	62	called	call	VERB
bracis-33634	88	63	\(c_t\	\(c_t\	NOUN
bracis-33634	88	64	)	)	PUNCT
bracis-33634	88	65	.	.	PUNCT
bracis-33634	89	1	cpc	cpc	PROPN
bracis-33634	89	2	 	 	SPACE
bracis-33634	89	3	also	also	ADV
bracis-33634	89	4	contains	contain	VERB
bracis-33634	89	5	several	several	ADJ
bracis-33634	89	6	linear	linear	ADJ
bracis-33634	89	7	predictors	predictor	NOUN
bracis-33634	89	8	(	(	PUNCT
bracis-33634	89	9	\(w_1\	\(w_1\	PROPN
bracis-33634	89	10	)	)	PUNCT
bracis-33634	89	11	,	,	PUNCT
bracis-33634	89	12	...	...	PUNCT
bracis-33634	89	13	,	,	PUNCT
bracis-33634	89	14	\(w_k\	\(w_k\	PROPN
bracis-33634	89	15	)	)	PUNCT
bracis-33634	89	16	)	)	PUNCT
bracis-33634	89	17	,	,	PUNCT
bracis-33634	89	18	which	which	PRON
bracis-33634	89	19	 	 	SPACE
bracis-33634	89	20	are	be	AUX
bracis-33634	89	21	used	use	VERB
bracis-33634	89	22	to	to	PART
bracis-33634	89	23	predict	predict	VERB
bracis-33634	89	24	a	a	DET
bracis-33634	89	25	subset	subset	NOUN
bracis-33634	89	26	of	of	ADP
bracis-33634	89	27	z	z	NOUN
bracis-33634	89	28	(	(	PUNCT
bracis-33634	89	29	i.e.	i.e.	X
bracis-33634	89	30	,	,	PUNCT
bracis-33634	89	31	\(z[t+1	\(z[t+1	PROPN
bracis-33634	89	32	:	:	PUNCT
bracis-33634	89	33	t+k]\	t+k]\	NOUN
bracis-33634	89	34	)	)	PUNCT
bracis-33634	89	35	)	)	PUNCT
bracis-33634	89	36	from	from	ADP
bracis-33634	89	37	\(c_t\	\(c_t\	NOUN
bracis-33634	89	38	)	)	PUNCT
bracis-33634	89	39	.	.	PUNCT
bracis-33634	90	1	fig	fig	NOUN
bracis-33634	90	2	.	.	PUNCT
bracis-33634	91	1	1	1	X
bracis-33634	91	2	.	.	X
bracis-33634	91	3	overview	overview	NOUN
bracis-33634	91	4	of	of	ADP
bracis-33634	91	5	the	the	DET
bracis-33634	91	6	cpc	cpc	PROPN
bracis-33634	91	7	model	model	NOUN
bracis-33634	91	8	.	.	PUNCT
bracis-33634	92	1	full	full	ADJ
bracis-33634	92	2	size	size	NOUN
bracis-33634	92	3	image	image	NOUN
bracis-33634	92	4	during	during	ADP
bracis-33634	92	5	the	the	DET
bracis-33634	92	6	training	training	NOUN
bracis-33634	92	7	,	,	PUNCT
bracis-33634	92	8	a	a	DET
bracis-33634	92	9	random	random	ADJ
bracis-33634	92	10	time	time	NOUN
bracis-33634	92	11	step	step	NOUN
bracis-33634	92	12	t	t	PROPN
bracis-33634	92	13	is	be	AUX
bracis-33634	92	14	chosen	choose	VERB
bracis-33634	92	15	,	,	PUNCT
bracis-33634	92	16	dividing	divide	VERB
bracis-33634	92	17	z	z	NOUN
bracis-33634	92	18	into	into	ADP
bracis-33634	92	19	two	two	NUM
bracis-33634	92	20	segments	segment	NOUN
bracis-33634	92	21	:	:	PUNCT
bracis-33634	92	22	past	past	NOUN
bracis-33634	92	23	(	(	PUNCT
bracis-33634	92	24	elements	element	NOUN
bracis-33634	92	25	up	up	ADP
bracis-33634	92	26	to	to	ADP
bracis-33634	92	27	t	t	PROPN
bracis-33634	92	28	)	)	PUNCT
bracis-33634	92	29	and	and	CCONJ
bracis-33634	92	30	future	future	NOUN
bracis-33634	92	31	(	(	PUNCT
bracis-33634	92	32	elements	element	NOUN
bracis-33634	92	33	after	after	ADP
bracis-33634	92	34	t	t	PROPN
bracis-33634	92	35	)	)	PUNCT
bracis-33634	92	36	.	.	PUNCT
bracis-33634	93	1	the	the	DET
bracis-33634	93	2	time	time	NOUN
bracis-33634	93	3	steps	step	NOUN
bracis-33634	93	4	in	in	ADP
bracis-33634	93	5	the	the	DET
bracis-33634	93	6	past	past	ADJ
bracis-33634	93	7	segment	segment	NOUN
bracis-33634	93	8	(	(	PUNCT
bracis-33634	93	9	i.e.	i.e.	X
bracis-33634	93	10	,	,	PUNCT
bracis-33634	93	11	z[0	z[0	NOUN
bracis-33634	93	12	 	 	SPACE
bracis-33634	93	13	:	:	PUNCT
bracis-33634	93	14	 	 	SPACE
bracis-33634	93	15	t	t	X
bracis-33634	93	16	]	]	PUNCT
bracis-33634	93	17	)	)	PUNCT
bracis-33634	93	18	 	 	SPACE
bracis-33634	93	19	are	be	AUX
bracis-33634	93	20	encoded	encode	VERB
bracis-33634	93	21	by	by	ADP
bracis-33634	93	22	\(g_{ar}\	\(g_{ar}\	NOUN
bracis-33634	93	23	)	)	PUNCT
bracis-33634	93	24	,	,	PUNCT
bracis-33634	93	25	generating	generate	VERB
bracis-33634	93	26	the	the	DET
bracis-33634	93	27	context	context	NOUN
bracis-33634	93	28	vector	vector	NOUN
bracis-33634	93	29	\(c_t\	\(c_t\	NOUN
bracis-33634	93	30	)	)	PUNCT
bracis-33634	93	31	.	.	PUNCT
bracis-33634	93	32	 	 	SPACE
bracis-33634	94	1	this	this	DET
bracis-33634	94	2	vector	vector	NOUN
bracis-33634	94	3	is	be	AUX
bracis-33634	94	4	then	then	ADV
bracis-33634	94	5	used	use	VERB
bracis-33634	94	6	as	as	ADP
bracis-33634	94	7	input	input	NOUN
bracis-33634	94	8	to	to	ADP
bracis-33634	94	9	several	several	ADJ
bracis-33634	94	10	linear	linear	NOUN
bracis-33634	94	11	models	model	NOUN
bracis-33634	94	12	(	(	PUNCT
bracis-33634	94	13	\(w_1\	\(w_1\	PROPN
bracis-33634	94	14	)	)	PUNCT
bracis-33634	94	15	,	,	PUNCT
bracis-33634	94	16	\(w_2\	\(w_2\	PROPN
bracis-33634	94	17	)	)	PUNCT
bracis-33634	94	18	,	,	PUNCT
bracis-33634	94	19	...	...	PUNCT
bracis-33634	94	20	\(w_k\	\(w_k\	NUM
bracis-33634	94	21	)	)	PUNCT
bracis-33634	94	22	)	)	PUNCT
bracis-33634	94	23	to	to	PART
bracis-33634	94	24	predict	predict	VERB
bracis-33634	94	25	the	the	DET
bracis-33634	94	26	next	next	ADJ
bracis-33634	94	27	k	k	PROPN
bracis-33634	94	28	time	time	NOUN
bracis-33634	94	29	steps	step	NOUN
bracis-33634	94	30	in	in	ADP
bracis-33634	94	31	z	z	PROPN
bracis-33634	94	32	(	(	PUNCT
bracis-33634	94	33	i.e.	i.e.	X
bracis-33634	94	34	,	,	PUNCT
bracis-33634	94	35	\(z_{t+1}\	\(z_{t+1}\	NUM
bracis-33634	94	36	)	)	PUNCT
bracis-33634	94	37	,	,	PUNCT
bracis-33634	94	38	...	...	PUNCT
bracis-33634	94	39	,	,	PUNCT
bracis-33634	94	40	and	and	CCONJ
bracis-33634	94	41	\(z_{t+k-1}\	\(z_{t+k-1}\	ADJ
bracis-33634	94	42	)	)	PUNCT
bracis-33634	94	43	)	)	PUNCT
bracis-33634	94	44	.	.	PUNCT
bracis-33634	95	1	in	in	ADP
bracis-33634	95	2	this	this	DET
bracis-33634	95	3	case	case	NOUN
bracis-33634	95	4	,	,	PUNCT
bracis-33634	95	5	these	these	DET
bracis-33634	95	6	linear	linear	ADJ
bracis-33634	95	7	models	model	NOUN
bracis-33634	95	8	work	work	VERB
bracis-33634	95	9	as	as	ADP
bracis-33634	95	10	projection	projection	NOUN
bracis-33634	95	11	heads	head	NOUN
bracis-33634	95	12	.	.	PUNCT
bracis-33634	96	1	cpc	cpc	PROPN
bracis-33634	96	2	optimization	optimization	NOUN
bracis-33634	96	3	aims	aim	VERB
bracis-33634	96	4	to	to	PART
bracis-33634	96	5	maximize	maximize	VERB
bracis-33634	96	6	the	the	DET
bracis-33634	96	7	mutual	mutual	ADJ
bracis-33634	96	8	information	information	NOUN
bracis-33634	96	9	between	between	ADP
bracis-33634	96	10	\(c_t\	\(c_t\	NOUN
bracis-33634	96	11	)	)	PUNCT
bracis-33634	96	12	and	and	CCONJ
bracis-33634	96	13	\(z_{t+k}\	\(z_{t+k}\	NOUN
bracis-33634	96	14	)	)	PUNCT
bracis-33634	96	15	,	,	PUNCT
bracis-33634	96	16	(	(	PUNCT
bracis-33634	96	17	with	with	ADP
bracis-33634	96	18	\(k>0\	\(k>0\	NOUN
bracis-33634	96	19	)	)	PUNCT
bracis-33634	96	20	)	)	PUNCT
bracis-33634	96	21	.	.	PUNCT
bracis-33634	97	1	this	this	PRON
bracis-33634	97	2	is	be	AUX
bracis-33634	97	3	accomplished	accomplish	VERB
bracis-33634	97	4	through	through	ADP
bracis-33634	97	5	 	 	SPACE
bracis-33634	97	6	the	the	DET
bracis-33634	97	7	contrastive	contrastive	ADJ
bracis-33634	97	8	loss	loss	NOUN
bracis-33634	97	9	function	function	NOUN
bracis-33634	97	10	infonce	infonce	NOUN
bracis-33634	97	11	 	 	SPACE
bracis-33634	98	1	[	[	X
bracis-33634	98	2	12	12	NUM
bracis-33634	98	3	]	]	PUNCT
bracis-33634	98	4	,	,	PUNCT
bracis-33634	98	5	which	which	PRON
bracis-33634	98	6	increases	increase	VERB
bracis-33634	98	7	 	 	SPACE
bracis-33634	98	8	the	the	DET
bracis-33634	98	9	similarity	similarity	NOUN
bracis-33634	98	10	between	between	ADP
bracis-33634	98	11	the	the	DET
bracis-33634	98	12	positive	positive	ADJ
bracis-33634	98	13	pair	pair	NOUN
bracis-33634	98	14	(	(	PUNCT
bracis-33634	98	15	context	context	NOUN
bracis-33634	98	16	and	and	CCONJ
bracis-33634	98	17	correct	correct	VERB
bracis-33634	98	18	future	future	ADJ
bracis-33634	98	19	representation	representation	NOUN
bracis-33634	98	20	)	)	PUNCT
bracis-33634	98	21	and	and	CCONJ
bracis-33634	98	22	decreases	decrease	VERB
bracis-33634	98	23	the	the	DET
bracis-33634	98	24	similarity	similarity	NOUN
bracis-33634	98	25	between	between	ADP
bracis-33634	98	26	negative	negative	ADJ
bracis-33634	98	27	 	 	SPACE
bracis-33634	98	28	pairs	pair	NOUN
bracis-33634	98	29	(	(	PUNCT
bracis-33634	98	30	context	context	NOUN
bracis-33634	98	31	and	and	CCONJ
bracis-33634	98	32	incorrect	incorrect	ADJ
bracis-33634	98	33	future	future	ADJ
bracis-33634	98	34	representations	representation	NOUN
bracis-33634	98	35	)	)	PUNCT
bracis-33634	98	36	.	.	PUNCT
bracis-33634	99	1	once	once	SCONJ
bracis-33634	99	2	the	the	DET
bracis-33634	99	3	model	model	NOUN
bracis-33634	99	4	 	 	SPACE
bracis-33634	99	5	is	be	AUX
bracis-33634	99	6	trained	train	VERB
bracis-33634	99	7	,	,	PUNCT
bracis-33634	99	8	the	the	DET
bracis-33634	99	9	projection	projection	NOUN
bracis-33634	99	10	heads	head	NOUN
bracis-33634	99	11	are	be	AUX
bracis-33634	99	12	discarded	discard	VERB
bracis-33634	99	13	and	and	CCONJ
bracis-33634	99	14	the	the	DET
bracis-33634	99	15	\(g_{enc}\	\(g_{enc}\	PROPN
bracis-33634	99	16	)	)	PUNCT
bracis-33634	99	17	 	 	SPACE
bracis-33634	99	18	and	and	CCONJ
bracis-33634	99	19	\(g_{ar}\	\(g_{ar}\	ADJ
bracis-33634	99	20	)	)	PUNCT
bracis-33634	99	21	models	model	NOUN
bracis-33634	99	22	,	,	PUNCT
bracis-33634	99	23	i.e.	i.e.	X
bracis-33634	99	24	,	,	PUNCT
bracis-33634	99	25	the	the	DET
bracis-33634	99	26	backbone	backbone	NOUN
bracis-33634	99	27	,	,	PUNCT
bracis-33634	99	28	is	be	AUX
bracis-33634	99	29	attached	attach	VERB
bracis-33634	99	30	to	to	ADP
bracis-33634	99	31	a	a	DET
bracis-33634	99	32	prediction	prediction	NOUN
bracis-33634	99	33	 	 	SPACE
bracis-33634	99	34	head	head	NOUN
bracis-33634	99	35	to	to	PART
bracis-33634	99	36	compose	compose	VERB
bracis-33634	99	37	the	the	DET
bracis-33634	99	38	downstream	downstream	ADJ
bracis-33634	99	39	model	model	NOUN
bracis-33634	99	40	.	.	PUNCT
bracis-33634	100	1	in	in	ADP
bracis-33634	100	2	our	our	PRON
bracis-33634	100	3	experiments	experiment	NOUN
bracis-33634	100	4	,	,	PUNCT
bracis-33634	100	5	we	we	PRON
bracis-33634	100	6	employed	employ	VERB
bracis-33634	100	7	the	the	DET
bracis-33634	100	8	same	same	ADJ
bracis-33634	100	9	encoder	encoder	NOUN
bracis-33634	100	10	(	(	PUNCT
bracis-33634	100	11	\(g_{enc}\	\(g_{enc}\	PROPN
bracis-33634	100	12	)	)	PUNCT
bracis-33634	100	13	)	)	PUNCT
bracis-33634	100	14	 	 	SPACE
bracis-33634	100	15	and	and	CCONJ
bracis-33634	100	16	auto	auto	NOUN
bracis-33634	100	17	-	-	PUNCT
bracis-33634	100	18	regressor	regressor	NOUN
bracis-33634	100	19	(	(	PUNCT
bracis-33634	100	20	\(g_{ar}\	\(g_{ar}\	PROPN
bracis-33634	100	21	)	)	PUNCT
bracis-33634	100	22	)	)	PUNCT
bracis-33634	100	23	as	as	ADP
bracis-33634	100	24	haresamudram	haresamudram	NOUN
bracis-33634	100	25	et	et	NOUN
bracis-33634	100	26	al	al	PROPN
bracis-33634	100	27	.	.	PUNCT
bracis-33634	100	28	 	 	SPACE
bracis-33634	101	1	[	[	X
bracis-33634	101	2	6	6	NUM
bracis-33634	101	3	]	]	PUNCT
bracis-33634	101	4	:	:	PUNCT
bracis-33634	101	5	\(g_{enc}\	\(g_{enc}\	NUM
bracis-33634	101	6	)	)	PUNCT
bracis-33634	101	7	 	 	SPACE
bracis-33634	101	8	is	be	AUX
bracis-33634	101	9	composed	compose	VERB
bracis-33634	101	10	of	of	ADP
bracis-33634	101	11	three	three	NUM
bracis-33634	101	12	blocks	block	NOUN
bracis-33634	101	13	,	,	PUNCT
bracis-33634	101	14	each	each	PRON
bracis-33634	101	15	containing	contain	VERB
bracis-33634	101	16	a	a	DET
bracis-33634	101	17	1d	1d	NUM
bracis-33634	101	18	convolutional	convolutional	ADJ
bracis-33634	101	19	 	 	SPACE
bracis-33634	101	20	layer	layer	NOUN
bracis-33634	101	21	with	with	ADP
bracis-33634	101	22	32	32	NUM
bracis-33634	101	23	,	,	PUNCT
bracis-33634	101	24	64	64	NUM
bracis-33634	101	25	,	,	PUNCT
bracis-33634	101	26	and	and	CCONJ
bracis-33634	101	27	128	128	NUM
bracis-33634	101	28	channels	channel	NOUN
bracis-33634	101	29	,	,	PUNCT
bracis-33634	101	30	kernel	kernel	PROPN
bracis-33634	101	31	size	size	NOUN
bracis-33634	101	32	3	3	NUM
bracis-33634	101	33	,	,	PUNCT
bracis-33634	101	34	relu	relu	NOUN
bracis-33634	101	35	activation	activation	NOUN
bracis-33634	101	36	function	function	NOUN
bracis-33634	101	37	,	,	PUNCT
bracis-33634	101	38	and	and	CCONJ
bracis-33634	101	39	dropout	dropout	NOUN
bracis-33634	101	40	of	of	ADP
bracis-33634	101	41	0.2	0.2	NUM
bracis-33634	101	42	;	;	PUNCT
bracis-33634	101	43	and	and	CCONJ
bracis-33634	101	44	\(g_{ar}\	\(g_{ar}\	NOUN
bracis-33634	101	45	)	)	PUNCT
bracis-33634	101	46	is	be	AUX
bracis-33634	101	47	composed	compose	VERB
bracis-33634	101	48	of	of	ADP
bracis-33634	101	49	 	 	SPACE
bracis-33634	101	50	a	a	DET
bracis-33634	101	51	two	two	NUM
bracis-33634	101	52	-	-	PUNCT
bracis-33634	101	53	layer	layer	NOUN
bracis-33634	101	54	gated	gate	VERB
bracis-33634	101	55	recurrent	recurrent	ADJ
bracis-33634	101	56	unit	unit	NOUN
bracis-33634	101	57	(	(	PUNCT
bracis-33634	101	58	gru	gru	PROPN
bracis-33634	101	59	)	)	PUNCT
bracis-33634	101	60	with	with	ADP
bracis-33634	101	61	256	256	NUM
bracis-33634	101	62	units	unit	NOUN
bracis-33634	101	63	.	.	PUNCT
bracis-33634	102	1	this	this	DET
bracis-33634	102	2	network	network	NOUN
bracis-33634	102	3	uses	use	VERB
bracis-33634	102	4	a	a	DET
bracis-33634	102	5	dynamic	dynamic	ADJ
bracis-33634	102	6	attention	attention	NOUN
bracis-33634	102	7	mechanism	mechanism	NOUN
bracis-33634	102	8	,	,	PUNCT
bracis-33634	102	9	allowing	allow	VERB
bracis-33634	102	10	\(g_{ar}\	\(g_{ar}\	NOUN
bracis-33634	102	11	)	)	PUNCT
bracis-33634	102	12	to	to	PART
bracis-33634	102	13	capture	capture	VERB
bracis-33634	102	14	subtle	subtle	ADJ
bracis-33634	102	15	and	and	CCONJ
bracis-33634	102	16	relevant	relevant	ADJ
bracis-33634	102	17	temporal	temporal	ADJ
bracis-33634	102	18	features	feature	NOUN
bracis-33634	102	19	,	,	PUNCT
bracis-33634	102	20	even	even	ADV
bracis-33634	102	21	in	in	ADP
bracis-33634	102	22	long	long	ADJ
bracis-33634	102	23	sequences	sequence	NOUN
bracis-33634	102	24	,	,	PUNCT
bracis-33634	102	25	 	 	SPACE
bracis-33634	102	26	by	by	ADP
bracis-33634	102	27	considering	consider	VERB
bracis-33634	102	28	distant	distant	ADJ
bracis-33634	102	29	samples	sample	NOUN
bracis-33634	102	30	less	less	ADV
bracis-33634	102	31	relevant	relevant	ADJ
bracis-33634	102	32	.	.	PUNCT
bracis-33634	103	1	for	for	ADP
bracis-33634	103	2	the	the	DET
bracis-33634	103	3	downstream	downstream	ADJ
bracis-33634	103	4	model	model	NOUN
bracis-33634	103	5	,	,	PUNCT
bracis-33634	103	6	we	we	PRON
bracis-33634	103	7	used	use	VERB
bracis-33634	103	8	the	the	DET
bracis-33634	103	9	same	same	ADJ
bracis-33634	103	10	prediction	prediction	NOUN
bracis-33634	103	11	head	head	NOUN
bracis-33634	103	12	 	 	SPACE
bracis-33634	103	13	as	as	ADP
bracis-33634	103	14	haresamudram	haresamudram	NOUN
bracis-33634	103	15	et	et	NOUN
bracis-33634	103	16	al	al	PROPN
bracis-33634	103	17	.	.	PROPN
bracis-33634	103	18	,	,	PUNCT
bracis-33634	103	19	which	which	PRON
bracis-33634	103	20	consists	consist	VERB
bracis-33634	103	21	of	of	ADP
bracis-33634	103	22	an	an	DET
bracis-33634	103	23	mlp	mlp	NOUN
bracis-33634	103	24	with	with	ADP
bracis-33634	103	25	three	three	NUM
bracis-33634	103	26	linear	linear	ADJ
bracis-33634	103	27	layers	layer	NOUN
bracis-33634	103	28	.	.	PUNCT
bracis-33634	104	1	specifically	specifically	ADV
bracis-33634	104	2	,	,	PUNCT
bracis-33634	104	3	it	it	PRON
bracis-33634	104	4	includes	include	VERB
bracis-33634	104	5	a	a	DET
bracis-33634	104	6	linear	linear	ADJ
bracis-33634	104	7	layer	layer	NOUN
bracis-33634	104	8	with	with	ADP
bracis-33634	104	9	256	256	NUM
bracis-33634	104	10	neurons	neuron	NOUN
bracis-33634	104	11	,	,	PUNCT
bracis-33634	104	12	batch	batch	NOUN
bracis-33634	104	13	normalization	normalization	NOUN
bracis-33634	104	14	,	,	PUNCT
bracis-33634	104	15	relu	relu	NOUN
bracis-33634	104	16	activation	activation	NOUN
bracis-33634	104	17	,	,	PUNCT
bracis-33634	104	18	and	and	CCONJ
bracis-33634	104	19	a	a	DET
bracis-33634	104	20	0.2	0.2	NUM
bracis-33634	104	21	dropout	dropout	NOUN
bracis-33634	104	22	.	.	PUNCT
bracis-33634	105	1	this	this	PRON
bracis-33634	105	2	 	 	SPACE
bracis-33634	105	3	is	be	AUX
bracis-33634	105	4	followed	follow	VERB
bracis-33634	105	5	by	by	ADP
bracis-33634	105	6	another	another	DET
bracis-33634	105	7	linear	linear	ADJ
bracis-33634	105	8	layer	layer	NOUN
bracis-33634	105	9	with	with	ADP
bracis-33634	105	10	128	128	NUM
bracis-33634	105	11	neurons	neuron	NOUN
bracis-33634	105	12	,	,	PUNCT
bracis-33634	105	13	 	 	SPACE
bracis-33634	105	14	batch	batch	NOUN
bracis-33634	105	15	normalization	normalization	NOUN
bracis-33634	105	16	,	,	PUNCT
bracis-33634	105	17	relu	relu	NOUN
bracis-33634	105	18	activation	activation	NOUN
bracis-33634	105	19	,	,	PUNCT
bracis-33634	105	20	and	and	CCONJ
bracis-33634	105	21	a	a	DET
bracis-33634	105	22	0.2	0.2	NUM
bracis-33634	105	23	dropout	dropout	NOUN
bracis-33634	105	24	.	.	PUNCT
bracis-33634	106	1	the	the	DET
bracis-33634	106	2	final	final	ADJ
bracis-33634	106	3	linear	linear	NOUN
bracis-33634	106	4	layer	layer	NOUN
bracis-33634	106	5	reduces	reduce	VERB
bracis-33634	106	6	the	the	DET
bracis-33634	106	7	dimension	dimension	NOUN
bracis-33634	106	8	to	to	ADP
bracis-33634	106	9	the	the	DET
bracis-33634	106	10	number	number	NOUN
bracis-33634	106	11	of	of	ADP
bracis-33634	106	12	classes	class	NOUN
bracis-33634	106	13	.	.	PUNCT
bracis-33634	107	1	4	4	NUM
bracis-33634	107	2	experimental	experimental	ADJ
bracis-33634	107	3	results	result	NOUN
bracis-33634	107	4	this	this	DET
bracis-33634	107	5	section	section	NOUN
bracis-33634	107	6	details	detail	VERB
bracis-33634	107	7	the	the	DET
bracis-33634	107	8	experiments	experiment	NOUN
bracis-33634	107	9	conducted	conduct	VERB
bracis-33634	107	10	to	to	PART
bracis-33634	107	11	evaluate	evaluate	VERB
bracis-33634	107	12	cpc	cpc	PROPN
bracis-33634	107	13	’s	’s	PART
bracis-33634	107	14	effectiveness	effectiveness	NOUN
bracis-33634	107	15	for	for	ADP
bracis-33634	107	16	har	har	NOUN
bracis-33634	107	17	.	.	PUNCT
bracis-33634	108	1	section	section	NOUN
bracis-33634	108	2	 	 	SPACE
bracis-33634	108	3	4.1	4.1	NUM
bracis-33634	108	4	presents	present	NOUN
bracis-33634	108	5	 	 	SPACE
bracis-33634	108	6	the	the	DET
bracis-33634	108	7	materials	material	NOUN
bracis-33634	108	8	,	,	PUNCT
bracis-33634	108	9	while	while	SCONJ
bracis-33634	108	10	sect	sect	NOUN
bracis-33634	108	11	.	.	PUNCT
bracis-33634	108	12	 	 	SPACE
bracis-33634	109	1	4.2	4.2	NUM
bracis-33634	109	2	details	detail	NOUN
bracis-33634	109	3	the	the	DET
bracis-33634	109	4	methods	method	NOUN
bracis-33634	109	5	used	use	VERB
bracis-33634	109	6	.	.	PUNCT
bracis-33634	110	1	section	section	NOUN
bracis-33634	110	2	 	 	SPACE
bracis-33634	110	3	4.3	4.3	NUM
bracis-33634	110	4	shows	show	VERB
bracis-33634	110	5	validation	validation	NOUN
bracis-33634	110	6	experiments	experiment	NOUN
bracis-33634	110	7	,	,	PUNCT
bracis-33634	110	8	reproducing	reproduce	VERB
bracis-33634	110	9	literature	literature	NOUN
bracis-33634	110	10	results	result	NOUN
bracis-33634	110	11	to	to	PART
bracis-33634	110	12	ensure	ensure	VERB
bracis-33634	110	13	compatibility	compatibility	NOUN
bracis-33634	110	14	.	.	PUNCT
bracis-33634	111	1	section	section	NOUN
bracis-33634	111	2	 	 	SPACE
bracis-33634	111	3	4.4	4.4	NUM
bracis-33634	111	4	evaluates	evaluate	VERB
bracis-33634	111	5	the	the	DET
bracis-33634	111	6	impact	impact	NOUN
bracis-33634	111	7	 	 	SPACE
bracis-33634	111	8	of	of	ADP
bracis-33634	111	9	pre	pre	ADJ
bracis-33634	111	10	-	-	ADJ
bracis-33634	111	11	training	training	ADJ
bracis-33634	111	12	datasets	dataset	NOUN
bracis-33634	111	13	on	on	ADP
bracis-33634	111	14	the	the	DET
bracis-33634	111	15	downstream	downstream	ADJ
bracis-33634	111	16	task	task	NOUN
bracis-33634	111	17	for	for	ADP
bracis-33634	111	18	four	four	NUM
bracis-33634	111	19	target	target	NOUN
bracis-33634	111	20	scenarios	scenario	NOUN
bracis-33634	111	21	.	.	PUNCT
bracis-33634	112	1	section	section	NOUN
bracis-33634	112	2	 	 	SPACE
bracis-33634	112	3	4.5	4.5	PROPN
bracis-33634	112	4	uses	use	VERB
bracis-33634	112	5	\(t\)-sne	\(t\)-sne	NUM
bracis-33634	112	6	 	 	SPACE
bracis-33634	112	7	to	to	PART
bracis-33634	112	8	visualize	visualize	VERB
bracis-33634	112	9	sample	sample	NOUN
bracis-33634	112	10	distribution	distribution	NOUN
bracis-33634	112	11	in	in	ADP
bracis-33634	112	12	the	the	DET
bracis-33634	112	13	latent	latent	NOUN
bracis-33634	112	14	space	space	NOUN
bracis-33634	112	15	and	and	CCONJ
bracis-33634	112	16	qualitatively	qualitatively	ADV
bracis-33634	112	17	analyze	analyze	VERB
bracis-33634	112	18	cpc	cpc	PROPN
bracis-33634	112	19	’s	’s	PART
bracis-33634	112	20	learned	learn	VERB
bracis-33634	112	21	representation	representation	NOUN
bracis-33634	112	22	.	.	PUNCT
bracis-33634	113	1	finally	finally	ADV
bracis-33634	113	2	,	,	PUNCT
bracis-33634	113	3	sect	sect	NOUN
bracis-33634	113	4	.	.	PUNCT
bracis-33634	113	5	 	 	SPACE
bracis-33634	113	6	4.6	4.6	NUM
bracis-33634	113	7	assesses	assess	VERB
bracis-33634	113	8	the	the	DET
bracis-33634	113	9	impact	impact	NOUN
bracis-33634	113	10	of	of	ADP
bracis-33634	113	11	pre	pre	NOUN
bracis-33634	113	12	-	-	NOUN
bracis-33634	113	13	training	training	NOUN
bracis-33634	113	14	on	on	ADP
bracis-33634	113	15	downstream	downstream	ADJ
bracis-33634	113	16	model	model	NOUN
bracis-33634	113	17	performance	performance	NOUN
bracis-33634	113	18	with	with	ADP
bracis-33634	113	19	limited	limited	ADJ
bracis-33634	113	20	data	datum	NOUN
bracis-33634	113	21	.	.	PUNCT
bracis-33634	114	1	4.1	4.1	NUM
bracis-33634	114	2	materials	material	NOUN
bracis-33634	114	3	datasets	dataset	NOUN
bracis-33634	114	4	:	:	PUNCT
bracis-33634	114	5	the	the	DET
bracis-33634	114	6	experiments	experiment	NOUN
bracis-33634	114	7	were	be	AUX
bracis-33634	114	8	conducted	conduct	VERB
bracis-33634	114	9	with	with	ADP
bracis-33634	114	10	four	four	NUM
bracis-33634	114	11	publicly	publicly	ADV
bracis-33634	114	12	available	available	ADJ
bracis-33634	114	13	datasets	dataset	NOUN
bracis-33634	114	14	for	for	ADP
bracis-33634	114	15	human	human	ADJ
bracis-33634	114	16	activity	activity	NOUN
bracis-33634	114	17	recognition	recognition	NOUN
bracis-33634	114	18	:	:	PUNCT
bracis-33634	114	19	uci	uci	PROPN
bracis-33634	114	20	 	 	SPACE
bracis-33634	115	1	[	[	X
bracis-33634	115	2	7	7	NUM
bracis-33634	115	3	]	]	X
bracis-33634	115	4	(	(	PUNCT
bracis-33634	115	5	uci	uci	PROPN
bracis-33634	115	6	)	)	PUNCT
bracis-33634	115	7	,	,	PUNCT
bracis-33634	115	8	kuhar	kuhar	PROPN
bracis-33634	115	9	 	 	SPACE
bracis-33634	116	1	[	[	X
bracis-33634	116	2	10	10	NUM
bracis-33634	116	3	]	]	PUNCT
bracis-33634	116	4	(	(	PUNCT
bracis-33634	116	5	kh	kh	NOUN
bracis-33634	116	6	)	)	PUNCT
bracis-33634	116	7	,	,	PUNCT
bracis-33634	116	8	motionsense	motionsense	NOUN
bracis-33634	116	9	 	 	SPACE
bracis-33634	116	10	[	[	X
bracis-33634	116	11	9	9	NUM
bracis-33634	116	12	]	]	PUNCT
bracis-33634	116	13	(	(	PUNCT
bracis-33634	116	14	ms	ms	NOUN
bracis-33634	116	15	)	)	PUNCT
bracis-33634	116	16	,	,	PUNCT
bracis-33634	116	17	 	 	SPACE
bracis-33634	116	18	and	and	CCONJ
bracis-33634	116	19	realworld	realworld	PROPN
bracis-33634	116	20	 	 	SPACE
bracis-33634	117	1	[	[	X
bracis-33634	117	2	11	11	NUM
bracis-33634	117	3	]	]	X
bracis-33634	117	4	(	(	PUNCT
bracis-33634	117	5	rw	rw	NOUN
bracis-33634	117	6	)	)	PUNCT
bracis-33634	117	7	.	.	PUNCT
bracis-33634	118	1	these	these	DET
bracis-33634	118	2	datasets	dataset	NOUN
bracis-33634	118	3	consist	consist	VERB
bracis-33634	118	4	of	of	ADP
bracis-33634	118	5	time	time	NOUN
bracis-33634	118	6	series	series	PROPN
bracis-33634	118	7	data	datum	NOUN
bracis-33634	118	8	collected	collect	VERB
bracis-33634	118	9	from	from	ADP
bracis-33634	118	10	smartphone	smartphone	NOUN
bracis-33634	118	11	accelerometers	accelerometer	NOUN
bracis-33634	118	12	and	and	CCONJ
bracis-33634	118	13	gyroscopes	gyroscope	NOUN
bracis-33634	118	14	.	.	PUNCT
bracis-33634	119	1	the	the	DET
bracis-33634	119	2	smartphones	smartphone	NOUN
bracis-33634	119	3	were	be	AUX
bracis-33634	119	4	positioned	position	VERB
bracis-33634	119	5	differently	differently	ADV
bracis-33634	119	6	across	across	ADP
bracis-33634	119	7	the	the	DET
bracis-33634	119	8	datasets	dataset	NOUN
bracis-33634	119	9	:	:	PUNCT
bracis-33634	119	10	in	in	ADP
bracis-33634	119	11	a	a	DET
bracis-33634	119	12	waist	waist	NOUN
bracis-33634	119	13	bag	bag	NOUN
bracis-33634	119	14	for	for	ADP
bracis-33634	119	15	uci	uci	PROPN
bracis-33634	119	16	and	and	CCONJ
bracis-33634	119	17	kh	kh	PROPN
bracis-33634	119	18	,	,	PUNCT
bracis-33634	119	19	in	in	ADP
bracis-33634	119	20	 	 	SPACE
bracis-33634	119	21	a	a	DET
bracis-33634	119	22	pocket	pocket	NOUN
bracis-33634	119	23	for	for	ADP
bracis-33634	119	24	ms	ms	NOUN
bracis-33634	119	25	,	,	PUNCT
bracis-33634	119	26	and	and	CCONJ
bracis-33634	119	27	at	at	ADP
bracis-33634	119	28	the	the	DET
bracis-33634	119	29	waist	waist	NOUN
bracis-33634	119	30	for	for	ADP
bracis-33634	119	31	rw	rw	NOUN
bracis-33634	119	32	.	.	PUNCT
bracis-33634	120	1	to	to	PART
bracis-33634	120	2	explore	explore	VERB
bracis-33634	120	3	the	the	DET
bracis-33634	120	4	effectiveness	effectiveness	NOUN
bracis-33634	120	5	of	of	ADP
bracis-33634	120	6	cpc	cpc	PROPN
bracis-33634	120	7	in	in	ADP
bracis-33634	120	8	different	different	ADJ
bracis-33634	120	9	pre	pre	ADJ
bracis-33634	120	10	-	-	ADJ
bracis-33634	120	11	training	training	ADJ
bracis-33634	120	12	scenarios	scenario	NOUN
bracis-33634	120	13	,	,	PUNCT
bracis-33634	120	14	we	we	PRON
bracis-33634	120	15	generated	generate	VERB
bracis-33634	120	16	all	all	DET
bracis-33634	120	17	15	15	NUM
bracis-33634	120	18	combinations	combination	NOUN
bracis-33634	120	19	of	of	ADP
bracis-33634	120	20	the	the	DET
bracis-33634	120	21	 	 	SPACE
bracis-33634	120	22	four	four	NUM
bracis-33634	120	23	aforementioned	aforementioned	ADJ
bracis-33634	120	24	datasets	dataset	NOUN
bracis-33634	120	25	as	as	SCONJ
bracis-33634	120	26	follows	follow	VERB
bracis-33634	120	27	:	:	PUNCT
bracis-33634	120	28	using	use	VERB
bracis-33634	120	29	a	a	DET
bracis-33634	120	30	single	single	ADJ
bracis-33634	120	31	dataset	dataset	NOUN
bracis-33634	120	32	,	,	PUNCT
bracis-33634	120	33	combining	combine	VERB
bracis-33634	120	34	datasets	dataset	NOUN
bracis-33634	120	35	two	two	NUM
bracis-33634	120	36	by	by	ADP
bracis-33634	120	37	two	two	NUM
bracis-33634	120	38	,	,	PUNCT
bracis-33634	120	39	combining	combine	VERB
bracis-33634	120	40	three	three	NUM
bracis-33634	120	41	by	by	ADP
bracis-33634	120	42	three	three	NUM
bracis-33634	120	43	,	,	PUNCT
bracis-33634	120	44	and	and	CCONJ
bracis-33634	120	45	,	,	PUNCT
bracis-33634	120	46	finally	finally	ADV
bracis-33634	120	47	,	,	PUNCT
bracis-33634	120	48	combining	combine	VERB
bracis-33634	120	49	all	all	DET
bracis-33634	120	50	four	four	NUM
bracis-33634	120	51	datasets	dataset	NOUN
bracis-33634	120	52	.	.	PUNCT
bracis-33634	121	1	the	the	DET
bracis-33634	121	2	uci	uci	PROPN
bracis-33634	121	3	dataset	dataset	PROPN
bracis-33634	121	4	has	have	VERB
bracis-33634	121	5	12	12	NUM
bracis-33634	121	6	classes	class	NOUN
bracis-33634	121	7	,	,	PUNCT
bracis-33634	121	8	6	6	NUM
bracis-33634	121	9	that	that	PRON
bracis-33634	121	10	represent	represent	VERB
bracis-33634	121	11	continuous	continuous	ADJ
bracis-33634	121	12	activities	activity	NOUN
bracis-33634	121	13	(	(	PUNCT
bracis-33634	121	14	e.g.	e.g.	ADV
bracis-33634	121	15	,	,	PUNCT
bracis-33634	121	16	walking	walk	VERB
bracis-33634	121	17	)	)	PUNCT
bracis-33634	121	18	,	,	PUNCT
bracis-33634	121	19	and	and	CCONJ
bracis-33634	121	20	6	6	NUM
bracis-33634	121	21	for	for	ADP
bracis-33634	121	22	transitions	transition	NOUN
bracis-33634	121	23	(	(	PUNCT
bracis-33634	121	24	e.g.	e.g.	ADV
bracis-33634	121	25	,	,	PUNCT
bracis-33634	121	26	sit	sit	VERB
bracis-33634	121	27	 	 	SPACE
bracis-33634	121	28	to	to	PART
bracis-33634	121	29	stand	stand	VERB
bracis-33634	121	30	)	)	PUNCT
bracis-33634	121	31	.	.	PUNCT
bracis-33634	122	1	for	for	ADP
bracis-33634	122	2	the	the	DET
bracis-33634	122	3	pretext	pretext	NOUN
bracis-33634	122	4	task	task	NOUN
bracis-33634	122	5	,	,	PUNCT
bracis-33634	122	6	we	we	PRON
bracis-33634	122	7	employ	employ	VERB
bracis-33634	122	8	all	all	DET
bracis-33634	122	9	the	the	DET
bracis-33634	122	10	samples	sample	NOUN
bracis-33634	122	11	;	;	PUNCT
bracis-33634	122	12	however	however	ADV
bracis-33634	122	13	,	,	PUNCT
bracis-33634	122	14	for	for	ADP
bracis-33634	122	15	the	the	DET
bracis-33634	122	16	downstream	downstream	ADJ
bracis-33634	122	17	task	task	NOUN
bracis-33634	122	18	,	,	PUNCT
bracis-33634	122	19	only	only	ADV
bracis-33634	122	20	samples	sample	NOUN
bracis-33634	122	21	belonging	belong	VERB
bracis-33634	122	22	to	to	ADP
bracis-33634	122	23	the	the	DET
bracis-33634	122	24	continuous	continuous	ADJ
bracis-33634	122	25	activities	activity	NOUN
bracis-33634	122	26	are	be	AUX
bracis-33634	122	27	used	use	VERB
bracis-33634	122	28	.	.	PUNCT
bracis-33634	123	1	this	this	PRON
bracis-33634	123	2	is	be	AUX
bracis-33634	123	3	performed	perform	VERB
bracis-33634	123	4	to	to	PART
bracis-33634	123	5	ensure	ensure	VERB
bracis-33634	123	6	we	we	PRON
bracis-33634	123	7	do	do	AUX
bracis-33634	123	8	not	not	PART
bracis-33634	123	9	have	have	VERB
bracis-33634	123	10	 	 	SPACE
bracis-33634	123	11	to	to	PART
bracis-33634	123	12	discard	discard	VERB
bracis-33634	123	13	too	too	ADV
bracis-33634	123	14	much	much	ADJ
bracis-33634	123	15	data	datum	NOUN
bracis-33634	123	16	when	when	SCONJ
bracis-33634	123	17	balancing	balance	VERB
bracis-33634	123	18	the	the	DET
bracis-33634	123	19	dataset	dataset	NOUN
bracis-33634	123	20	for	for	ADP
bracis-33634	123	21	the	the	DET
bracis-33634	123	22	supervised	supervised	ADJ
bracis-33634	123	23	training	training	NOUN
bracis-33634	123	24	.	.	PUNCT
bracis-33634	124	1	we	we	PRON
bracis-33634	124	2	distinguish	distinguish	VERB
bracis-33634	124	3	these	these	DET
bracis-33634	124	4	subsets	subset	NOUN
bracis-33634	124	5	by	by	ADP
bracis-33634	124	6	the	the	DET
bracis-33634	124	7	acronyms	acronym	NOUN
bracis-33634	124	8	uci-12	uci-12	NOUN
bracis-33634	124	9	 	 	SPACE
bracis-33634	124	10	and	and	CCONJ
bracis-33634	124	11	uci-6	uci-6	NOUN
bracis-33634	124	12	,	,	PUNCT
bracis-33634	124	13	respectively	respectively	ADV
bracis-33634	124	14	.	.	PUNCT
bracis-33634	125	1	the	the	DET
bracis-33634	125	2	other	other	ADJ
bracis-33634	125	3	datasets	dataset	NOUN
bracis-33634	125	4	,	,	PUNCT
bracis-33634	125	5	i.e.	i.e.	X
bracis-33634	125	6	,	,	PUNCT
bracis-33634	125	7	kuhar	kuhar	NOUN
bracis-33634	125	8	,	,	PUNCT
bracis-33634	125	9	motionsense	motionsense	NOUN
bracis-33634	125	10	,	,	PUNCT
bracis-33634	125	11	and	and	CCONJ
bracis-33634	125	12	realworld	realworld	PROPN
bracis-33634	125	13	,	,	PUNCT
bracis-33634	125	14	remained	remain	VERB
bracis-33634	125	15	the	the	DET
bracis-33634	125	16	same	same	ADJ
bracis-33634	125	17	in	in	ADP
bracis-33634	125	18	the	the	DET
bracis-33634	125	19	downstream	downstream	NOUN
bracis-33634	125	20	and	and	CCONJ
bracis-33634	125	21	pretext	pretext	NOUN
bracis-33634	125	22	tasks	task	NOUN
bracis-33634	125	23	.	.	PUNCT
bracis-33634	126	1	table	table	NOUN
bracis-33634	126	2	 	 	SPACE
bracis-33634	126	3	2	2	NUM
bracis-33634	126	4	summarizes	summarize	NOUN
bracis-33634	126	5	the	the	DET
bracis-33634	126	6	datasets	dataset	NOUN
bracis-33634	126	7	’	'	PUNCT
bracis-33634	126	8	characteristics	characteristic	NOUN
bracis-33634	126	9	.	.	PUNCT
bracis-33634	127	1	table	table	NOUN
bracis-33634	127	2	2	2	NUM
bracis-33634	127	3	.	.	X
bracis-33634	127	4	overview	overview	NOUN
bracis-33634	127	5	of	of	ADP
bracis-33634	127	6	datasets	dataset	NOUN
bracis-33634	127	7	used	use	VERB
bracis-33634	127	8	in	in	ADP
bracis-33634	127	9	this	this	DET
bracis-33634	127	10	work.full	work.full	ADJ
bracis-33634	127	11	size	size	NOUN
bracis-33634	127	12	table	table	NOUN
bracis-33634	127	13	to	to	PART
bracis-33634	127	14	standardize	standardize	VERB
bracis-33634	127	15	and	and	CCONJ
bracis-33634	127	16	combine	combine	VERB
bracis-33634	127	17	the	the	DET
bracis-33634	127	18	datasets	dataset	NOUN
bracis-33634	127	19	,	,	PUNCT
bracis-33634	127	20	several	several	ADJ
bracis-33634	127	21	preprocessing	preprocessing	NOUN
bracis-33634	127	22	 	 	SPACE
bracis-33634	127	23	steps	step	NOUN
bracis-33634	127	24	were	be	AUX
bracis-33634	127	25	undertaken	undertake	VERB
bracis-33634	127	26	.	.	PUNCT
bracis-33634	128	1	first	first	ADV
bracis-33634	128	2	,	,	PUNCT
bracis-33634	128	3	we	we	PRON
bracis-33634	128	4	standardized	standardize	VERB
bracis-33634	128	5	the	the	DET
bracis-33634	128	6	sampling	sample	VERB
bracis-33634	128	7	rate	rate	NOUN
bracis-33634	128	8	to	to	ADP
bracis-33634	128	9	50	50	NUM
bracis-33634	128	10	 	 	SPACE
bracis-33634	128	11	hz	hz	VERB
bracis-33634	128	12	and	and	CCONJ
bracis-33634	128	13	converted	convert	VERB
bracis-33634	128	14	the	the	DET
bracis-33634	128	15	acceleration	acceleration	NOUN
bracis-33634	128	16	data	datum	NOUN
bracis-33634	128	17	to	to	ADP
bracis-33634	128	18	units	unit	NOUN
bracis-33634	128	19	of	of	ADP
bracis-33634	128	20	\(\frac{m}{{s}^{2}}\	\(\frac{m}{{s}^{2}}\	NOUN
bracis-33634	128	21	)	)	PUNCT
bracis-33634	128	22	.	.	PUNCT
bracis-33634	129	1	the	the	DET
bracis-33634	129	2	dataset	dataset	NOUN
bracis-33634	129	3	was	be	AUX
bracis-33634	129	4	then	then	ADV
bracis-33634	129	5	partitioned	partition	VERB
bracis-33634	129	6	based	base	VERB
bracis-33634	129	7	on	on	ADP
bracis-33634	129	8	user	user	NOUN
bracis-33634	129	9	ids	id	NOUN
bracis-33634	129	10	,	,	PUNCT
bracis-33634	129	11	with	with	ADP
bracis-33634	129	12	70	70	NUM
bracis-33634	129	13	%	%	NOUN
bracis-33634	129	14	 	 	SPACE
bracis-33634	129	15	of	of	ADP
bracis-33634	129	16	users	user	NOUN
bracis-33634	129	17	allocated	allocate	VERB
bracis-33634	129	18	to	to	ADP
bracis-33634	129	19	the	the	DET
bracis-33634	129	20	training	training	NOUN
bracis-33634	129	21	set	set	NOUN
bracis-33634	129	22	,	,	PUNCT
bracis-33634	129	23	10	10	NUM
bracis-33634	129	24	%	%	NOUN
bracis-33634	129	25	to	to	ADP
bracis-33634	129	26	the	the	DET
bracis-33634	129	27	validation	validation	NOUN
bracis-33634	129	28	set	set	NOUN
bracis-33634	129	29	,	,	PUNCT
bracis-33634	129	30	 	 	SPACE
bracis-33634	129	31	and	and	CCONJ
bracis-33634	129	32	20	20	NUM
bracis-33634	129	33	%	%	NOUN
bracis-33634	129	34	to	to	ADP
bracis-33634	129	35	the	the	DET
bracis-33634	129	36	test	test	NOUN
bracis-33634	129	37	set	set	NOUN
bracis-33634	129	38	,	,	PUNCT
bracis-33634	129	39	ensuring	ensure	VERB
bracis-33634	129	40	that	that	SCONJ
bracis-33634	129	41	no	no	DET
bracis-33634	129	42	samples	sample	NOUN
bracis-33634	129	43	from	from	ADP
bracis-33634	129	44	a	a	DET
bracis-33634	129	45	single	single	ADJ
bracis-33634	129	46	 	 	SPACE
bracis-33634	129	47	user	user	NOUN
bracis-33634	129	48	appeared	appear	VERB
bracis-33634	129	49	in	in	ADP
bracis-33634	129	50	multiple	multiple	ADJ
bracis-33634	129	51	subsets	subset	NOUN
bracis-33634	129	52	.	.	PUNCT
bracis-33634	130	1	finally	finally	ADV
bracis-33634	130	2	,	,	PUNCT
bracis-33634	130	3	the	the	DET
bracis-33634	130	4	data	datum	NOUN
bracis-33634	130	5	was	be	AUX
bracis-33634	130	6	segmented	segment	VERB
bracis-33634	130	7	 	 	SPACE
bracis-33634	130	8	into	into	ADP
bracis-33634	130	9	windows	window	NOUN
bracis-33634	130	10	of	of	ADP
bracis-33634	130	11	50	50	NUM
bracis-33634	130	12	time	time	NOUN
bracis-33634	130	13	steps	step	NOUN
bracis-33634	130	14	(	(	PUNCT
bracis-33634	130	15	1	1	NUM
bracis-33634	130	16	 	 	SPACE
bracis-33634	130	17	s	s	NOUN
bracis-33634	130	18	)	)	PUNCT
bracis-33634	130	19	with	with	ADP
bracis-33634	130	20	a	a	DET
bracis-33634	130	21	50	50	NUM
bracis-33634	130	22	%	%	NOUN
bracis-33634	130	23	overlap	overlap	NOUN
bracis-33634	130	24	.	.	PUNCT
bracis-33634	131	1	code	code	NOUN
bracis-33634	131	2	:	:	PUNCT
bracis-33634	132	1	we	we	PRON
bracis-33634	132	2	adapted	adapt	VERB
bracis-33634	132	3	the	the	DET
bracis-33634	132	4	code	code	NOUN
bracis-33634	132	5	made	make	VERB
bracis-33634	132	6	available	available	ADJ
bracis-33634	132	7	by	by	ADP
bracis-33634	132	8	haresamudram	haresamudram	NOUN
bracis-33634	132	9	et	et	NOUN
bracis-33634	132	10	al	al	PROPN
bracis-33634	132	11	.	.	PUNCT
bracis-33634	133	1	[	[	X
bracis-33634	133	2	6]footnote	6]footnote	NUM
bracis-33634	133	3	2	2	NUM
bracis-33634	133	4	.	.	PUNCT
bracis-33634	134	1	the	the	DET
bracis-33634	134	2	modified	modify	VERB
bracis-33634	134	3	version	version	NOUN
bracis-33634	134	4	of	of	ADP
bracis-33634	134	5	the	the	DET
bracis-33634	134	6	code	code	NOUN
bracis-33634	134	7	can	can	AUX
bracis-33634	134	8	be	be	AUX
bracis-33634	134	9	found	find	VERB
bracis-33634	134	10	at	at	ADP
bracis-33634	134	11	our	our	PRON
bracis-33634	134	12	github	github	NOUN
bracis-33634	134	13	repositoryfootnote	repositoryfootnote	VERB
bracis-33634	134	14	3	3	NUM
bracis-33634	134	15	.	.	PUNCT
bracis-33634	135	1	hyperparameters	hyperparameter	NOUN
bracis-33634	135	2	:	:	PUNCT
bracis-33634	135	3	we	we	PRON
bracis-33634	135	4	also	also	ADV
bracis-33634	135	5	employ	employ	VERB
bracis-33634	135	6	the	the	DET
bracis-33634	135	7	same	same	ADJ
bracis-33634	135	8	experimental	experimental	ADJ
bracis-33634	135	9	setup	setup	NOUN
bracis-33634	135	10	described	describe	VERB
bracis-33634	135	11	by	by	ADP
bracis-33634	135	12	haresamudram	haresamudram	NOUN
bracis-33634	135	13	et	et	PROPN
bracis-33634	135	14	al	al	PROPN
bracis-33634	135	15	.	.	PUNCT
bracis-33634	135	16	 	 	SPACE
bracis-33634	136	1	[	[	X
bracis-33634	136	2	6	6	NUM
bracis-33634	136	3	]	]	PUNCT
bracis-33634	136	4	to	to	PART
bracis-33634	136	5	ensure	ensure	VERB
bracis-33634	136	6	reproducibility	reproducibility	NOUN
bracis-33634	136	7	and	and	CCONJ
bracis-33634	136	8	comparability	comparability	NOUN
bracis-33634	136	9	of	of	ADP
bracis-33634	136	10	results	result	NOUN
bracis-33634	136	11	.	.	PUNCT
bracis-33634	137	1	table	table	NOUN
bracis-33634	137	2	 	 	SPACE
bracis-33634	137	3	3	3	NUM
bracis-33634	137	4	lists	list	VERB
bracis-33634	137	5	the	the	DET
bracis-33634	137	6	hyperparameters	hyperparameter	NOUN
bracis-33634	137	7	used	use	VERB
bracis-33634	137	8	 	 	SPACE
bracis-33634	137	9	in	in	ADP
bracis-33634	137	10	this	this	DET
bracis-33634	137	11	work	work	NOUN
bracis-33634	137	12	.	.	PUNCT
bracis-33634	138	1	table	table	NOUN
bracis-33634	138	2	3	3	NUM
bracis-33634	138	3	.	.	PUNCT
bracis-33634	139	1	hyperparameters	hyperparameter	NOUN
bracis-33634	139	2	 	 	SPACE
bracis-33634	139	3	used	use	VERB
bracis-33634	139	4	in	in	ADP
bracis-33634	139	5	the	the	DET
bracis-33634	139	6	experiments	experiment	NOUN
bracis-33634	139	7	for	for	ADP
bracis-33634	139	8	training	train	VERB
bracis-33634	139	9	the	the	DET
bracis-33634	139	10	pretext	pretext	NOUN
bracis-33634	139	11	and	and	CCONJ
bracis-33634	139	12	downstream	downstream	ADJ
bracis-33634	139	13	tasks.full	tasks.full	DET
bracis-33634	139	14	size	size	NOUN
bracis-33634	139	15	table	table	NOUN
bracis-33634	139	16	4.2	4.2	NUM
bracis-33634	139	17	methods	method	NOUN
bracis-33634	139	18	methodology	methodology	NOUN
bracis-33634	139	19	:	:	PUNCT
bracis-33634	139	20	the	the	DET
bracis-33634	139	21	cpc	cpc	PROPN
bracis-33634	139	22	model	model	NOUN
bracis-33634	139	23	,	,	PUNCT
bracis-33634	139	24	as	as	SCONJ
bracis-33634	139	25	described	describe	VERB
bracis-33634	139	26	in	in	ADP
bracis-33634	139	27	sect	sect	NOUN
bracis-33634	139	28	.	.	PUNCT
bracis-33634	139	29	 	 	SPACE
bracis-33634	140	1	3	3	NUM
bracis-33634	140	2	,	,	PUNCT
bracis-33634	140	3	is	be	AUX
bracis-33634	140	4	 	 	SPACE
bracis-33634	140	5	first	first	ADJ
bracis-33634	140	6	pre	pre	VERB
bracis-33634	140	7	-	-	VERB
bracis-33634	140	8	trained	train	VERB
bracis-33634	140	9	with	with	ADP
bracis-33634	140	10	the	the	DET
bracis-33634	140	11	unlabeled	unlabeled	ADJ
bracis-33634	140	12	combinations	combination	NOUN
bracis-33634	140	13	of	of	ADP
bracis-33634	140	14	datasets	dataset	NOUN
bracis-33634	140	15	,	,	PUNCT
bracis-33634	140	16	adjusting	adjust	VERB
bracis-33634	140	17	the	the	DET
bracis-33634	140	18	parameters	parameter	NOUN
bracis-33634	140	19	of	of	ADP
bracis-33634	140	20	the	the	DET
bracis-33634	140	21	backbone	backbone	NOUN
bracis-33634	140	22	,	,	PUNCT
bracis-33634	140	23	which	which	PRON
bracis-33634	140	24	is	be	AUX
bracis-33634	140	25	composed	compose	VERB
bracis-33634	140	26	of	of	ADP
bracis-33634	140	27	 	 	SPACE
bracis-33634	140	28	the	the	DET
bracis-33634	140	29	concatenation	concatenation	NOUN
bracis-33634	140	30	of	of	ADP
bracis-33634	140	31	the	the	DET
bracis-33634	140	32	\(g_{enc}\	\(g_{enc}\	PROPN
bracis-33634	140	33	)	)	PUNCT
bracis-33634	140	34	and	and	CCONJ
bracis-33634	140	35	\(g_{ar}\	\(g_{ar}\	NOUN
bracis-33634	140	36	)	)	PUNCT
bracis-33634	140	37	models	model	NOUN
bracis-33634	140	38	.	.	PUNCT
bracis-33634	141	1	then	then	ADV
bracis-33634	141	2	,	,	PUNCT
bracis-33634	141	3	 	 	SPACE
bracis-33634	141	4	the	the	DET
bracis-33634	141	5	downstream	downstream	ADJ
bracis-33634	141	6	model	model	NOUN
bracis-33634	141	7	is	be	AUX
bracis-33634	141	8	built	build	VERB
bracis-33634	141	9	by	by	ADP
bracis-33634	141	10	concatenating	concatenate	VERB
bracis-33634	141	11	the	the	DET
bracis-33634	141	12	pre	pre	ADJ
bracis-33634	141	13	-	-	ADJ
bracis-33634	141	14	trained	train	VERB
bracis-33634	141	15	backbone	backbone	NOUN
bracis-33634	141	16	to	to	ADP
bracis-33634	141	17	an	an	DET
bracis-33634	141	18	untrained	untrained	ADJ
bracis-33634	141	19	prediction	prediction	NOUN
bracis-33634	141	20	head	head	NOUN
bracis-33634	141	21	(	(	PUNCT
bracis-33634	141	22	an	an	DET
bracis-33634	141	23	mlp	mlp	NOUN
bracis-33634	141	24	with	with	ADP
bracis-33634	141	25	three	three	NUM
bracis-33634	141	26	linear	linear	ADJ
bracis-33634	141	27	layers	layer	NOUN
bracis-33634	141	28	)	)	PUNCT
bracis-33634	141	29	,	,	PUNCT
bracis-33634	141	30	and	and	CCONJ
bracis-33634	141	31	trained	train	VERB
bracis-33634	141	32	using	use	VERB
bracis-33634	141	33	the	the	DET
bracis-33634	141	34	training	training	NOUN
bracis-33634	141	35	subset	subset	NOUN
bracis-33634	141	36	of	of	ADP
bracis-33634	141	37	the	the	DET
bracis-33634	141	38	target	target	NOUN
bracis-33634	141	39	dataset	dataset	VERB
bracis-33634	141	40	.	.	PUNCT
bracis-33634	142	1	however	however	ADV
bracis-33634	142	2	,	,	PUNCT
bracis-33634	142	3	in	in	ADP
bracis-33634	142	4	this	this	DET
bracis-33634	142	5	process	process	NOUN
bracis-33634	142	6	,	,	PUNCT
bracis-33634	142	7	the	the	DET
bracis-33634	142	8	backbone	backbone	NOUN
bracis-33634	142	9	weights	weight	NOUN
bracis-33634	142	10	are	be	AUX
bracis-33634	142	11	frozen	frozen	ADJ
bracis-33634	142	12	and	and	CCONJ
bracis-33634	142	13	 	 	SPACE
bracis-33634	142	14	only	only	ADV
bracis-33634	142	15	the	the	DET
bracis-33634	142	16	prediction	prediction	NOUN
bracis-33634	142	17	head	head	NOUN
bracis-33634	142	18	parameters	parameter	NOUN
bracis-33634	142	19	are	be	AUX
bracis-33634	142	20	adjusted	adjust	VERB
bracis-33634	142	21	.	.	PUNCT
bracis-33634	143	1	finally	finally	ADV
bracis-33634	143	2	,	,	PUNCT
bracis-33634	143	3	we	we	PRON
bracis-33634	143	4	evaluate	evaluate	VERB
bracis-33634	143	5	the	the	DET
bracis-33634	143	6	downstream	downstream	ADJ
bracis-33634	143	7	model	model	NOUN
bracis-33634	143	8	on	on	ADP
bracis-33634	143	9	the	the	DET
bracis-33634	143	10	test	test	NOUN
bracis-33634	143	11	subset	subset	NOUN
bracis-33634	143	12	of	of	ADP
bracis-33634	143	13	the	the	DET
bracis-33634	143	14	target	target	NOUN
bracis-33634	143	15	dataset	dataset	NOUN
bracis-33634	143	16	,	,	PUNCT
bracis-33634	143	17	reporting	report	VERB
bracis-33634	143	18	the	the	DET
bracis-33634	143	19	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	143	20	metric	metric	NOUN
bracis-33634	143	21	.	.	PUNCT
bracis-33634	144	1	we	we	PRON
bracis-33634	144	2	also	also	ADV
bracis-33634	144	3	employ	employ	VERB
bracis-33634	144	4	\(t\)-sne	\(t\)-sne	NOUN
bracis-33634	144	5	to	to	PART
bracis-33634	144	6	visualize	visualize	VERB
bracis-33634	144	7	the	the	DET
bracis-33634	144	8	distribution	distribution	NOUN
bracis-33634	144	9	of	of	ADP
bracis-33634	144	10	the	the	DET
bracis-33634	144	11	samples	sample	NOUN
bracis-33634	144	12	 	 	SPACE
bracis-33634	144	13	on	on	ADP
bracis-33634	144	14	the	the	DET
bracis-33634	144	15	latent	latent	NOUN
bracis-33634	144	16	space	space	NOUN
bracis-33634	144	17	,	,	PUNCT
bracis-33634	144	18	i.e.	i.e.	X
bracis-33634	144	19	,	,	PUNCT
bracis-33634	144	20	using	use	VERB
bracis-33634	144	21	the	the	DET
bracis-33634	144	22	features	feature	NOUN
bracis-33634	144	23	extracted	extract	VERB
bracis-33634	144	24	by	by	ADP
bracis-33634	144	25	the	the	DET
bracis-33634	144	26	backbone	backbone	NOUN
bracis-33634	144	27	.	.	PUNCT
bracis-33634	145	1	this	this	PRON
bracis-33634	145	2	is	be	AUX
bracis-33634	145	3	performed	perform	VERB
bracis-33634	145	4	using	use	VERB
bracis-33634	145	5	the	the	DET
bracis-33634	145	6	training	training	NOUN
bracis-33634	145	7	subset	subset	NOUN
bracis-33634	145	8	of	of	ADP
bracis-33634	145	9	the	the	DET
bracis-33634	145	10	target	target	NOUN
bracis-33634	145	11	datasets	dataset	NOUN
bracis-33634	145	12	.	.	PUNCT
bracis-33634	146	1	4.3	4.3	NUM
bracis-33634	146	2	validation	validation	NOUN
bracis-33634	146	3	initially	initially	ADV
bracis-33634	146	4	,	,	PUNCT
bracis-33634	146	5	we	we	PRON
bracis-33634	146	6	validated	validate	VERB
bracis-33634	146	7	our	our	PRON
bracis-33634	146	8	code	code	NOUN
bracis-33634	146	9	base	base	NOUN
bracis-33634	146	10	by	by	ADP
bracis-33634	146	11	reproducing	reproduce	VERB
bracis-33634	146	12	state	state	NOUN
bracis-33634	146	13	-	-	PUNCT
bracis-33634	146	14	of	of	ADP
bracis-33634	146	15	-	-	PUNCT
bracis-33634	146	16	the	the	DET
bracis-33634	146	17	-	-	PUNCT
bracis-33634	146	18	art	art	NOUN
bracis-33634	146	19	results	result	NOUN
bracis-33634	146	20	.	.	PUNCT
bracis-33634	147	1	this	this	PRON
bracis-33634	147	2	involved	involve	VERB
bracis-33634	147	3	verifying	verify	VERB
bracis-33634	147	4	the	the	DET
bracis-33634	147	5	effectiveness	effectiveness	NOUN
bracis-33634	147	6	of	of	ADP
bracis-33634	147	7	cpc	cpc	PROPN
bracis-33634	147	8	through	through	ADP
bracis-33634	147	9	direct	direct	ADJ
bracis-33634	147	10	comparison	comparison	NOUN
bracis-33634	147	11	with	with	ADP
bracis-33634	147	12	results	result	NOUN
bracis-33634	147	13	reported	report	VERB
bracis-33634	147	14	 	 	SPACE
bracis-33634	147	15	by	by	ADP
bracis-33634	147	16	haresamudram	haresamudram	NOUN
bracis-33634	147	17	et	et	NOUN
bracis-33634	147	18	al	al	PROPN
bracis-33634	147	19	.	.	PUNCT
bracis-33634	147	20	 	 	SPACE
bracis-33634	148	1	[	[	X
bracis-33634	148	2	6	6	NUM
bracis-33634	148	3	]	]	PUNCT
bracis-33634	148	4	.	.	PUNCT
bracis-33634	148	5	 	 	SPACE
bracis-33634	149	1	we	we	PRON
bracis-33634	149	2	employed	employ	VERB
bracis-33634	149	3	the	the	DET
bracis-33634	149	4	same	same	ADJ
bracis-33634	149	5	hyperparameters	hyperparameter	NOUN
bracis-33634	149	6	,	,	PUNCT
bracis-33634	149	7	pre	pre	ADJ
bracis-33634	149	8	-	-	ADJ
bracis-33634	149	9	training	training	ADJ
bracis-33634	149	10	datasets	dataset	NOUN
bracis-33634	149	11	,	,	PUNCT
bracis-33634	149	12	and	and	CCONJ
bracis-33634	149	13	target	target	VERB
bracis-33634	149	14	datasets	dataset	NOUN
bracis-33634	149	15	:	:	PUNCT
bracis-33634	149	16	uci-6	uci-6	PUNCT
bracis-33634	149	17	without	without	ADP
bracis-33634	149	18	the	the	DET
bracis-33634	149	19	standardization	standardization	NOUN
bracis-33634	149	20	employed	employ	VERB
bracis-33634	149	21	in	in	ADP
bracis-33634	149	22	the	the	DET
bracis-33634	149	23	rest	rest	NOUN
bracis-33634	149	24	 	 	SPACE
bracis-33634	149	25	of	of	ADP
bracis-33634	149	26	our	our	PRON
bracis-33634	149	27	work	work	NOUN
bracis-33634	149	28	on	on	ADP
bracis-33634	149	29	acceleration	acceleration	NOUN
bracis-33634	149	30	unit	unit	NOUN
bracis-33634	149	31	in	in	ADP
bracis-33634	149	32	g	g	PROPN
bracis-33634	149	33	,	,	PUNCT
bracis-33634	149	34	and	and	CCONJ
bracis-33634	149	35	motionsense	motionsense	NOUN
bracis-33634	149	36	as	as	SCONJ
bracis-33634	149	37	described	describe	VERB
bracis-33634	149	38	in	in	ADP
bracis-33634	149	39	table	table	NOUN
bracis-33634	149	40	 	 	SPACE
bracis-33634	149	41	2	2	NUM
bracis-33634	149	42	.	.	PUNCT
bracis-33634	149	43	table	table	NOUN
bracis-33634	149	44	 	 	SPACE
bracis-33634	149	45	4	4	NUM
bracis-33634	149	46	shows	show	VERB
bracis-33634	149	47	 	 	SPACE
bracis-33634	149	48	the	the	DET
bracis-33634	149	49	\(f_1\)-score	\(f_1\)-score	PROPN
bracis-33634	149	50	reported	report	VERB
bracis-33634	149	51	by	by	ADP
bracis-33634	149	52	haresamudram	haresamudram	NOUN
bracis-33634	149	53	et	et	PROPN
bracis-33634	149	54	al	al	PROPN
bracis-33634	149	55	.	.	PROPN
bracis-33634	149	56	and	and	CCONJ
bracis-33634	149	57	the	the	DET
bracis-33634	149	58	ones	one	NOUN
bracis-33634	149	59	produced	produce	VERB
bracis-33634	149	60	in	in	ADP
bracis-33634	149	61	 	 	SPACE
bracis-33634	149	62	our	our	PRON
bracis-33634	149	63	own	own	ADJ
bracis-33634	149	64	experiments	experiment	NOUN
bracis-33634	149	65	.	.	PUNCT
bracis-33634	150	1	the	the	DET
bracis-33634	150	2	results	result	NOUN
bracis-33634	150	3	are	be	AUX
bracis-33634	150	4	very	very	ADV
bracis-33634	150	5	similar	similar	ADJ
bracis-33634	150	6	,	,	PUNCT
bracis-33634	150	7	indicating	indicate	VERB
bracis-33634	150	8	that	that	SCONJ
bracis-33634	150	9	 	 	SPACE
bracis-33634	150	10	the	the	DET
bracis-33634	150	11	reproduction	reproduction	NOUN
bracis-33634	150	12	was	be	AUX
bracis-33634	150	13	successful	successful	ADJ
bracis-33634	150	14	and	and	CCONJ
bracis-33634	150	15	our	our	PRON
bracis-33634	150	16	implementation	implementation	NOUN
bracis-33634	150	17	is	be	AUX
bracis-33634	150	18	a	a	DET
bracis-33634	150	19	solid	solid	ADJ
bracis-33634	150	20	 	 	SPACE
bracis-33634	150	21	basis	basis	NOUN
bracis-33634	150	22	for	for	ADP
bracis-33634	150	23	subsequent	subsequent	ADJ
bracis-33634	150	24	experiments	experiment	NOUN
bracis-33634	150	25	.	.	PUNCT
bracis-33634	151	1	table	table	NOUN
bracis-33634	151	2	4	4	NUM
bracis-33634	151	3	.	.	PUNCT
bracis-33634	151	4	\(f_1\)-score	\(f_1\)-score	ADV
bracis-33634	151	5	reported	report	VERB
bracis-33634	151	6	 	 	SPACE
bracis-33634	151	7	by	by	ADP
bracis-33634	151	8	haresamudram	haresamudram	NOUN
bracis-33634	151	9	et	et	NOUN
bracis-33634	151	10	al	al	PROPN
bracis-33634	151	11	.	.	PUNCT
bracis-33634	151	12	 	 	SPACE
bracis-33634	152	1	[	[	X
bracis-33634	152	2	6	6	NUM
bracis-33634	152	3	]	]	PUNCT
bracis-33634	152	4	 	 	SPACE
bracis-33634	152	5	and	and	CCONJ
bracis-33634	152	6	reproduced	reproduce	VERB
bracis-33634	152	7	by	by	ADP
bracis-33634	152	8	us	we	PRON
bracis-33634	152	9	for	for	ADP
bracis-33634	152	10	the	the	DET
bracis-33634	152	11	uci	uci	PROPN
bracis-33634	152	12	and	and	CCONJ
bracis-33634	152	13	motionsense	motionsense	NOUN
bracis-33634	152	14	datasets.full	datasets.full	NUM
bracis-33634	152	15	size	size	NOUN
bracis-33634	152	16	table	table	NOUN
bracis-33634	152	17	4.4	4.4	NUM
bracis-33634	152	18	impact	impact	NOUN
bracis-33634	152	19	of	of	ADP
bracis-33634	152	20	 	 	SPACE
bracis-33634	152	21	pre	pre	ADJ
bracis-33634	152	22	-	-	ADJ
bracis-33634	152	23	training	training	ADJ
bracis-33634	152	24	datasets	dataset	NOUN
bracis-33634	152	25	on	on	ADP
bracis-33634	152	26	 	 	SPACE
bracis-33634	152	27	downstream	downstream	ADJ
bracis-33634	152	28	tasks	task	NOUN
bracis-33634	152	29	we	we	PRON
bracis-33634	152	30	evaluate	evaluate	VERB
bracis-33634	152	31	the	the	DET
bracis-33634	152	32	datasets	dataset	NOUN
bracis-33634	152	33	impact	impact	NOUN
bracis-33634	152	34	used	use	VERB
bracis-33634	152	35	on	on	ADP
bracis-33634	152	36	pre	pre	ADJ
bracis-33634	152	37	-	-	NOUN
bracis-33634	152	38	training	training	NOUN
bracis-33634	152	39	have	have	AUX
bracis-33634	152	40	on	on	ADP
bracis-33634	152	41	 	 	SPACE
bracis-33634	152	42	four	four	NUM
bracis-33634	152	43	target	target	NOUN
bracis-33634	152	44	scenarios	scenario	NOUN
bracis-33634	152	45	.	.	PUNCT
bracis-33634	153	1	the	the	DET
bracis-33634	153	2	goal	goal	NOUN
bracis-33634	153	3	is	be	AUX
bracis-33634	153	4	to	to	PART
bracis-33634	153	5	investigate	investigate	VERB
bracis-33634	153	6	whether	whether	SCONJ
bracis-33634	153	7	the	the	DET
bracis-33634	153	8	set	set	NOUN
bracis-33634	153	9	 	 	SPACE
bracis-33634	153	10	of	of	ADP
bracis-33634	153	11	datasets	dataset	NOUN
bracis-33634	153	12	used	use	VERB
bracis-33634	153	13	in	in	ADP
bracis-33634	153	14	the	the	DET
bracis-33634	153	15	pre	pre	ADJ
bracis-33634	153	16	-	-	ADJ
bracis-33634	153	17	train	train	ADJ
bracis-33634	153	18	task	task	NOUN
bracis-33634	153	19	significantly	significantly	ADV
bracis-33634	153	20	affects	affect	VERB
bracis-33634	153	21	 	 	SPACE
bracis-33634	153	22	the	the	DET
bracis-33634	153	23	performance	performance	NOUN
bracis-33634	153	24	of	of	ADP
bracis-33634	153	25	the	the	DET
bracis-33634	153	26	downstream	downstream	ADJ
bracis-33634	153	27	model	model	NOUN
bracis-33634	153	28	.	.	PUNCT
bracis-33634	154	1	to	to	ADP
bracis-33634	154	2	this	this	DET
bracis-33634	154	3	end	end	NOUN
bracis-33634	154	4	,	,	PUNCT
bracis-33634	154	5	we	we	PRON
bracis-33634	154	6	pre	pre	VERB
bracis-33634	154	7	-	-	VERB
bracis-33634	154	8	trained	trained	ADJ
bracis-33634	154	9	 	 	SPACE
bracis-33634	154	10	the	the	DET
bracis-33634	154	11	cpc	cpc	PROPN
bracis-33634	154	12	backbone	backbone	NOUN
bracis-33634	154	13	using	use	VERB
bracis-33634	154	14	all	all	DET
bracis-33634	154	15	possible	possible	ADJ
bracis-33634	154	16	combinations	combination	NOUN
bracis-33634	154	17	of	of	ADP
bracis-33634	154	18	the	the	DET
bracis-33634	154	19	four	four	NUM
bracis-33634	154	20	original	original	ADJ
bracis-33634	154	21	datasets	dataset	NOUN
bracis-33634	154	22	,	,	PUNCT
bracis-33634	154	23	including	include	VERB
bracis-33634	154	24	training	training	NOUN
bracis-33634	154	25	on	on	ADP
bracis-33634	154	26	each	each	DET
bracis-33634	154	27	dataset	dataset	NOUN
bracis-33634	154	28	individually	individually	ADV
bracis-33634	154	29	,	,	PUNCT
bracis-33634	154	30	in	in	ADP
bracis-33634	154	31	pairs	pair	NOUN
bracis-33634	154	32	,	,	PUNCT
bracis-33634	154	33	in	in	ADP
bracis-33634	154	34	trios	trio	NOUN
bracis-33634	154	35	,	,	PUNCT
bracis-33634	154	36	and	and	CCONJ
bracis-33634	154	37	finally	finally	ADV
bracis-33634	154	38	,	,	PUNCT
bracis-33634	154	39	with	with	ADP
bracis-33634	154	40	all	all	DET
bracis-33634	154	41	datasets	dataset	NOUN
bracis-33634	154	42	combined	combine	VERB
bracis-33634	154	43	.	.	PUNCT
bracis-33634	155	1	the	the	DET
bracis-33634	155	2	results	result	NOUN
bracis-33634	155	3	are	be	AUX
bracis-33634	155	4	organized	organize	VERB
bracis-33634	155	5	into	into	ADP
bracis-33634	155	6	tables	table	NOUN
bracis-33634	155	7	,	,	PUNCT
bracis-33634	155	8	one	one	NUM
bracis-33634	155	9	for	for	ADP
bracis-33634	155	10	each	each	DET
bracis-33634	155	11	target	target	NOUN
bracis-33634	155	12	scenario	scenario	NOUN
bracis-33634	155	13	,	,	PUNCT
bracis-33634	155	14	i.e.	i.e.	X
bracis-33634	155	15	,	,	PUNCT
bracis-33634	155	16	a	a	DET
bracis-33634	155	17	target	target	NOUN
bracis-33634	155	18	har	har	NOUN
bracis-33634	155	19	dataset	dataset	VERB
bracis-33634	155	20	in	in	ADP
bracis-33634	155	21	the	the	DET
bracis-33634	155	22	har	har	NOUN
bracis-33634	155	23	task	task	NOUN
bracis-33634	155	24	(	(	PUNCT
bracis-33634	155	25	downstream	downstream	ADJ
bracis-33634	155	26	task	task	NOUN
bracis-33634	155	27	)	)	PUNCT
bracis-33634	155	28	.	.	PUNCT
bracis-33634	155	29	 	 	SPACE
bracis-33634	156	1	for	for	ADP
bracis-33634	156	2	example	example	NOUN
bracis-33634	156	3	,	,	PUNCT
bracis-33634	156	4	table	table	NOUN
bracis-33634	156	5	 	 	SPACE
bracis-33634	156	6	5	5	NUM
bracis-33634	156	7	shows	show	VERB
bracis-33634	156	8	the	the	DET
bracis-33634	156	9	results	result	NOUN
bracis-33634	156	10	when	when	SCONJ
bracis-33634	156	11	 	 	SPACE
bracis-33634	156	12	using	use	VERB
bracis-33634	156	13	kuhar	kuhar	NOUN
bracis-33634	156	14	as	as	SCONJ
bracis-33634	156	15	the	the	DET
bracis-33634	156	16	target	target	NOUN
bracis-33634	156	17	dataset	dataset	VERB
bracis-33634	156	18	.	.	PUNCT
bracis-33634	157	1	in	in	ADP
bracis-33634	157	2	this	this	DET
bracis-33634	157	3	case	case	NOUN
bracis-33634	157	4	,	,	PUNCT
bracis-33634	157	5	each	each	DET
bracis-33634	157	6	row	row	NOUN
bracis-33634	157	7	shows	show	NOUN
bracis-33634	157	8	 	 	SPACE
bracis-33634	157	9	which	which	DET
bracis-33634	157	10	datasets	dataset	NOUN
bracis-33634	157	11	were	be	AUX
bracis-33634	157	12	used	use	VERB
bracis-33634	157	13	on	on	ADP
bracis-33634	157	14	pre	pre	ADJ
bracis-33634	157	15	-	-	NOUN
bracis-33634	157	16	training	training	NOUN
bracis-33634	157	17	and	and	CCONJ
bracis-33634	157	18	the	the	DET
bracis-33634	157	19	\(f_1\)-score	\(f_1\)-score	NOUN
bracis-33634	157	20	of	of	ADP
bracis-33634	157	21	the	the	DET
bracis-33634	157	22	downstream	downstream	ADJ
bracis-33634	157	23	model	model	NOUN
bracis-33634	157	24	when	when	SCONJ
bracis-33634	157	25	evaluated	evaluate	VERB
bracis-33634	157	26	on	on	ADP
bracis-33634	157	27	the	the	DET
bracis-33634	157	28	test	test	NOUN
bracis-33634	157	29	subset	subset	NOUN
bracis-33634	157	30	of	of	ADP
bracis-33634	157	31	the	the	DET
bracis-33634	157	32	kuhar	kuhar	PROPN
bracis-33634	157	33	dataset	dataset	PROPN
bracis-33634	157	34	.	.	PUNCT
bracis-33634	158	1	tables	table	NOUN
bracis-33634	158	2	 	 	SPACE
bracis-33634	158	3	6	6	NUM
bracis-33634	158	4	,	,	PUNCT
bracis-33634	158	5	7	7	NUM
bracis-33634	158	6	,	,	PUNCT
bracis-33634	158	7	 	 	SPACE
bracis-33634	158	8	and	and	CCONJ
bracis-33634	158	9	8	8	NUM
bracis-33634	158	10	exhibit	exhibit	VERB
bracis-33634	158	11	the	the	DET
bracis-33634	158	12	results	result	NOUN
bracis-33634	158	13	when	when	SCONJ
bracis-33634	158	14	using	use	VERB
bracis-33634	158	15	motionsense	motionsense	NOUN
bracis-33634	158	16	,	,	PUNCT
bracis-33634	158	17	realworld	realworld	PROPN
bracis-33634	158	18	(	(	PUNCT
bracis-33634	158	19	waist	waist	NOUN
bracis-33634	158	20	)	)	PUNCT
bracis-33634	158	21	,	,	PUNCT
bracis-33634	158	22	and	and	CCONJ
bracis-33634	158	23	uci-6	uci-6	ADP
bracis-33634	158	24	as	as	ADP
bracis-33634	158	25	target	target	NOUN
bracis-33634	158	26	datasets	dataset	NOUN
bracis-33634	158	27	,	,	PUNCT
bracis-33634	158	28	respectively	respectively	ADV
bracis-33634	158	29	.	.	PUNCT
bracis-33634	158	30	 	 	SPACE
bracis-33634	159	1	the	the	DET
bracis-33634	159	2	rows	row	NOUN
bracis-33634	159	3	in	in	ADP
bracis-33634	159	4	tables	table	NOUN
bracis-33634	159	5	 	 	SPACE
bracis-33634	159	6	5	5	NUM
bracis-33634	159	7	through	through	ADP
bracis-33634	159	8	8	8	NUM
bracis-33634	159	9	are	be	AUX
bracis-33634	159	10	arranged	arrange	VERB
bracis-33634	159	11	in	in	ADP
bracis-33634	159	12	descending	descend	VERB
bracis-33634	159	13	order	order	NOUN
bracis-33634	159	14	based	base	VERB
bracis-33634	159	15	 	 	SPACE
bracis-33634	159	16	on	on	ADP
bracis-33634	159	17	the	the	DET
bracis-33634	159	18	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	159	19	.	.	PUNCT
bracis-33634	159	20	table	table	NOUN
bracis-33634	159	21	5	5	NUM
bracis-33634	159	22	.	.	PUNCT
bracis-33634	160	1	kuhar	kuhar	PROPN
bracis-33634	160	2	results.full	results.full	NOUN
bracis-33634	160	3	size	size	NOUN
bracis-33634	160	4	table	table	NOUN
bracis-33634	160	5	table	table	NOUN
bracis-33634	160	6	6	6	NUM
bracis-33634	160	7	.	.	PUNCT
bracis-33634	160	8	motionsense	motionsense	VERB
bracis-33634	160	9	results.full	results.full	NOUN
bracis-33634	160	10	size	size	NOUN
bracis-33634	160	11	table	table	NOUN
bracis-33634	160	12	table	table	NOUN
bracis-33634	160	13	7	7	NUM
bracis-33634	160	14	.	.	PUNCT
bracis-33634	161	1	realworld	realworld	PROPN
bracis-33634	161	2	(	(	PUNCT
bracis-33634	161	3	waist	waist	NOUN
bracis-33634	161	4	)	)	PUNCT
bracis-33634	161	5	results.full	results.full	NOUN
bracis-33634	161	6	size	size	NOUN
bracis-33634	161	7	table	table	NOUN
bracis-33634	161	8	table	table	NOUN
bracis-33634	161	9	8	8	NUM
bracis-33634	161	10	.	.	PUNCT
bracis-33634	161	11	uci-6	uci-6	NUM
bracis-33634	161	12	results.full	results.full	NUM
bracis-33634	161	13	size	size	NOUN
bracis-33634	161	14	table	table	NOUN
bracis-33634	161	15	the	the	DET
bracis-33634	161	16	initial	initial	ADJ
bracis-33634	161	17	observation	observation	NOUN
bracis-33634	161	18	is	be	AUX
bracis-33634	161	19	that	that	SCONJ
bracis-33634	161	20	the	the	DET
bracis-33634	161	21	\(f_1\)-score	\(f_1\)-score	NOUN
bracis-33634	161	22	can	can	AUX
bracis-33634	161	23	vary	vary	VERB
bracis-33634	161	24	significantly	significantly	ADV
bracis-33634	161	25	depending	depend	VERB
bracis-33634	161	26	on	on	ADP
bracis-33634	161	27	the	the	DET
bracis-33634	161	28	datasets	dataset	NOUN
bracis-33634	161	29	used	use	VERB
bracis-33634	161	30	for	for	ADP
bracis-33634	161	31	pre	pre	ADJ
bracis-33634	161	32	-	-	NOUN
bracis-33634	161	33	training	training	NOUN
bracis-33634	161	34	:	:	PUNCT
bracis-33634	161	35	observe	observe	VERB
bracis-33634	161	36	that	that	SCONJ
bracis-33634	161	37	 	 	SPACE
bracis-33634	161	38	the	the	DET
bracis-33634	161	39	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	161	40	varies	vary	VERB
bracis-33634	161	41	by	by	ADP
bracis-33634	161	42	up	up	ADP
bracis-33634	161	43	to	to	PART
bracis-33634	161	44	12.9	12.9	NUM
bracis-33634	161	45	,	,	PUNCT
bracis-33634	161	46	9.6	9.6	NUM
bracis-33634	161	47	,	,	PUNCT
bracis-33634	161	48	10.5	10.5	NUM
bracis-33634	161	49	,	,	PUNCT
bracis-33634	161	50	and	and	CCONJ
bracis-33634	161	51	13	13	NUM
bracis-33634	161	52	%	%	NOUN
bracis-33634	161	53	points	point	NOUN
bracis-33634	161	54	 	 	SPACE
bracis-33634	161	55	on	on	ADP
bracis-33634	161	56	kuhar	kuhar	PROPN
bracis-33634	161	57	,	,	PUNCT
bracis-33634	161	58	motionsense	motionsense	NOUN
bracis-33634	161	59	,	,	PUNCT
bracis-33634	161	60	realworld	realworld	PROPN
bracis-33634	161	61	,	,	PUNCT
bracis-33634	161	62	and	and	CCONJ
bracis-33634	161	63	uci-6	uci-6	NOUN
bracis-33634	161	64	,	,	PUNCT
bracis-33634	161	65	respectively	respectively	ADV
bracis-33634	161	66	.	.	PUNCT
bracis-33634	161	67	 	 	SPACE
bracis-33634	162	1	this	this	PRON
bracis-33634	162	2	indicates	indicate	VERB
bracis-33634	162	3	that	that	SCONJ
bracis-33634	162	4	the	the	DET
bracis-33634	162	5	quality	quality	NOUN
bracis-33634	162	6	of	of	ADP
bracis-33634	162	7	the	the	DET
bracis-33634	162	8	backbone	backbone	NOUN
bracis-33634	162	9	model	model	NOUN
bracis-33634	162	10	is	be	AUX
bracis-33634	162	11	sensitive	sensitive	ADJ
bracis-33634	162	12	to	to	ADP
bracis-33634	162	13	 	 	SPACE
bracis-33634	162	14	the	the	DET
bracis-33634	162	15	choice	choice	NOUN
bracis-33634	162	16	of	of	ADP
bracis-33634	162	17	pre	pre	ADJ
bracis-33634	162	18	-	-	ADJ
bracis-33634	162	19	training	training	ADJ
bracis-33634	162	20	datasets	dataset	NOUN
bracis-33634	162	21	.	.	PUNCT
bracis-33634	163	1	we	we	PRON
bracis-33634	163	2	also	also	ADV
bracis-33634	163	3	observed	observe	VERB
bracis-33634	163	4	that	that	SCONJ
bracis-33634	163	5	,	,	PUNCT
bracis-33634	163	6	in	in	ADP
bracis-33634	163	7	most	most	ADJ
bracis-33634	163	8	cases	case	NOUN
bracis-33634	163	9	,	,	PUNCT
bracis-33634	163	10	there	there	PRON
bracis-33634	163	11	is	be	VERB
bracis-33634	163	12	a	a	DET
bracis-33634	163	13	significant	significant	ADJ
bracis-33634	163	14	drop	drop	NOUN
bracis-33634	163	15	 	 	SPACE
bracis-33634	163	16	in	in	ADP
bracis-33634	163	17	performance	performance	NOUN
bracis-33634	163	18	when	when	SCONJ
bracis-33634	163	19	the	the	DET
bracis-33634	163	20	target	target	NOUN
bracis-33634	163	21	dataset	dataset	NOUN
bracis-33634	163	22	is	be	AUX
bracis-33634	163	23	not	not	PART
bracis-33634	163	24	included	include	VERB
bracis-33634	163	25	in	in	ADP
bracis-33634	163	26	 	 	SPACE
bracis-33634	163	27	the	the	DET
bracis-33634	163	28	pre	pre	ADJ
bracis-33634	163	29	-	-	NOUN
bracis-33634	163	30	training	training	ADJ
bracis-33634	163	31	set	set	NOUN
bracis-33634	163	32	for	for	ADP
bracis-33634	163	33	the	the	DET
bracis-33634	163	34	backbone	backbone	NOUN
bracis-33634	163	35	.	.	PUNCT
bracis-33634	164	1	this	this	DET
bracis-33634	164	2	effect	effect	NOUN
bracis-33634	164	3	is	be	AUX
bracis-33634	164	4	particularly	particularly	ADV
bracis-33634	164	5	pronounced	pronounce	VERB
bracis-33634	164	6	in	in	ADP
bracis-33634	164	7	the	the	DET
bracis-33634	164	8	kuhar	kuhar	NOUN
bracis-33634	164	9	and	and	CCONJ
bracis-33634	164	10	motionsense	motionsense	ADJ
bracis-33634	164	11	datasets	dataset	NOUN
bracis-33634	164	12	.	.	PUNCT
bracis-33634	165	1	for	for	ADP
bracis-33634	165	2	 	 	SPACE
bracis-33634	165	3	kuhar	kuhar	PROPN
bracis-33634	165	4	(	(	PUNCT
bracis-33634	165	5	table	table	NOUN
bracis-33634	165	6	 	 	SPACE
bracis-33634	165	7	5	5	NUM
bracis-33634	165	8	)	)	PUNCT
bracis-33634	165	9	,	,	PUNCT
bracis-33634	165	10	the	the	DET
bracis-33634	165	11	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	165	12	ranges	range	VERB
bracis-33634	165	13	from	from	ADP
bracis-33634	165	14	0.770	0.770	NUM
bracis-33634	165	15	 	 	SPACE
bracis-33634	165	16	to	to	ADP
bracis-33634	165	17	0.789	0.789	NUM
bracis-33634	165	18	when	when	SCONJ
bracis-33634	165	19	kuhar	kuhar	PROPN
bracis-33634	165	20	is	be	AUX
bracis-33634	165	21	part	part	NOUN
bracis-33634	165	22	of	of	ADP
bracis-33634	165	23	the	the	DET
bracis-33634	165	24	pre	pre	ADJ
bracis-33634	165	25	-	-	ADJ
bracis-33634	165	26	training	training	ADJ
bracis-33634	165	27	set	set	NOUN
bracis-33634	165	28	,	,	PUNCT
bracis-33634	165	29	but	but	CCONJ
bracis-33634	165	30	it	it	PRON
bracis-33634	165	31	drops	drop	VERB
bracis-33634	165	32	 	 	SPACE
bracis-33634	165	33	to	to	ADP
bracis-33634	165	34	below	below	ADP
bracis-33634	165	35	0.712	0.712	NUM
bracis-33634	165	36	when	when	SCONJ
bracis-33634	165	37	it	it	PRON
bracis-33634	165	38	is	be	AUX
bracis-33634	165	39	excluded	exclude	VERB
bracis-33634	165	40	.	.	PUNCT
bracis-33634	166	1	similarly	similarly	ADV
bracis-33634	166	2	,	,	PUNCT
bracis-33634	166	3	in	in	ADP
bracis-33634	166	4	the	the	DET
bracis-33634	166	5	motionsense	motionsense	NOUN
bracis-33634	166	6	dataset	dataset	NOUN
bracis-33634	166	7	,	,	PUNCT
bracis-33634	166	8	the	the	DET
bracis-33634	166	9	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	166	10	decreases	decrease	NOUN
bracis-33634	166	11	by	by	ADP
bracis-33634	166	12	three	three	NUM
bracis-33634	166	13	percentage	percentage	NOUN
bracis-33634	166	14	points	point	NOUN
bracis-33634	166	15	when	when	SCONJ
bracis-33634	166	16	 	 	SPACE
bracis-33634	166	17	the	the	DET
bracis-33634	166	18	target	target	NOUN
bracis-33634	166	19	dataset	dataset	NOUN
bracis-33634	166	20	is	be	AUX
bracis-33634	166	21	omitted	omit	VERB
bracis-33634	166	22	from	from	ADP
bracis-33634	166	23	pre	pre	ADJ
bracis-33634	166	24	-	-	NOUN
bracis-33634	166	25	training	training	NOUN
bracis-33634	166	26	.	.	PUNCT
bracis-33634	167	1	a	a	DET
bracis-33634	167	2	similar	similar	ADJ
bracis-33634	167	3	trend	trend	NOUN
bracis-33634	167	4	 	 	SPACE
bracis-33634	167	5	is	be	AUX
bracis-33634	167	6	observed	observe	VERB
bracis-33634	167	7	for	for	ADP
bracis-33634	167	8	uci-6	uci-6	DET
bracis-33634	167	9	(	(	PUNCT
bracis-33634	167	10	table	table	NOUN
bracis-33634	167	11	 	 	SPACE
bracis-33634	167	12	8)	8)	NUM
bracis-33634	167	13	,	,	PUNCT
bracis-33634	167	14	where	where	SCONJ
bracis-33634	167	15	 	 	SPACE
bracis-33634	167	16	the	the	DET
bracis-33634	167	17	highest	highest	ADV
bracis-33634	167	18	-	-	PUNCT
bracis-33634	167	19	performing	perform	VERB
bracis-33634	167	20	configurations	configuration	NOUN
bracis-33634	167	21	generally	generally	ADV
bracis-33634	167	22	include	include	VERB
bracis-33634	167	23	the	the	DET
bracis-33634	167	24	uci	uci	PROPN
bracis-33634	167	25	dataset	dataset	NOUN
bracis-33634	167	26	in	in	ADP
bracis-33634	167	27	the	the	DET
bracis-33634	167	28	pre	pre	ADJ
bracis-33634	167	29	-	-	ADJ
bracis-33634	167	30	training	training	ADJ
bracis-33634	167	31	set	set	NOUN
bracis-33634	167	32	.	.	PUNCT
bracis-33634	168	1	we	we	PRON
bracis-33634	168	2	employed	employ	VERB
bracis-33634	168	3	the	the	DET
bracis-33634	168	4	wilcoxon	wilcoxon	ADJ
bracis-33634	168	5	test	test	NOUN
bracis-33634	168	6	to	to	PART
bracis-33634	168	7	determine	determine	VERB
bracis-33634	168	8	whether	whether	SCONJ
bracis-33634	168	9	the	the	DET
bracis-33634	168	10	performance	performance	NOUN
bracis-33634	168	11	differences	difference	NOUN
bracis-33634	168	12	observed	observe	VERB
bracis-33634	168	13	when	when	SCONJ
bracis-33634	168	14	the	the	DET
bracis-33634	168	15	target	target	NOUN
bracis-33634	168	16	dataset	dataset	NOUN
bracis-33634	168	17	is	be	AUX
bracis-33634	168	18	included	include	VERB
bracis-33634	168	19	in	in	ADP
bracis-33634	168	20	 	 	SPACE
bracis-33634	168	21	the	the	DET
bracis-33634	168	22	pre	pre	ADJ
bracis-33634	168	23	-	-	ADJ
bracis-33634	168	24	training	training	ADJ
bracis-33634	168	25	set	set	NOUN
bracis-33634	168	26	are	be	AUX
bracis-33634	168	27	statistically	statistically	ADV
bracis-33634	168	28	significant	significant	ADJ
bracis-33634	168	29	.	.	PUNCT
bracis-33634	169	1	specifically	specifically	ADV
bracis-33634	169	2	,	,	PUNCT
bracis-33634	169	3	 	 	SPACE
bracis-33634	169	4	we	we	PRON
bracis-33634	169	5	compared	compare	VERB
bracis-33634	169	6	the	the	DET
bracis-33634	169	7	seven	seven	NUM
bracis-33634	169	8	configurations	configuration	NOUN
bracis-33634	169	9	that	that	PRON
bracis-33634	169	10	exclude	exclude	VERB
bracis-33634	169	11	the	the	DET
bracis-33634	169	12	target	target	NOUN
bracis-33634	169	13	dataset	dataset	VERB
bracis-33634	169	14	against	against	ADP
bracis-33634	169	15	the	the	DET
bracis-33634	169	16	corresponding	correspond	VERB
bracis-33634	169	17	seven	seven	NUM
bracis-33634	169	18	configurations	configuration	NOUN
bracis-33634	169	19	that	that	PRON
bracis-33634	169	20	include	include	VERB
bracis-33634	169	21	it	it	PRON
bracis-33634	169	22	.	.	PUNCT
bracis-33634	169	23	 	 	SPACE
bracis-33634	170	1	the	the	DET
bracis-33634	170	2	wilcoxon	wilcoxon	PROPN
bracis-33634	170	3	test	test	NOUN
bracis-33634	170	4	yielded	yield	VERB
bracis-33634	170	5	a	a	DET
bracis-33634	170	6	p	p	NOUN
bracis-33634	170	7	-	-	PUNCT
bracis-33634	170	8	value	value	NOUN
bracis-33634	170	9	of	of	ADP
bracis-33634	170	10	0.015625	0.015625	NUM
bracis-33634	170	11	for	for	ADP
bracis-33634	170	12	the	the	DET
bracis-33634	170	13	kuhar	kuhar	NOUN
bracis-33634	170	14	,	,	PUNCT
bracis-33634	170	15	motionsense	motionsense	NOUN
bracis-33634	170	16	,	,	PUNCT
bracis-33634	170	17	and	and	CCONJ
bracis-33634	170	18	uci-6	uci-6	ADV
bracis-33634	170	19	datasets	dataset	NOUN
bracis-33634	170	20	,	,	PUNCT
bracis-33634	170	21	indicating	indicate	VERB
bracis-33634	170	22	that	that	SCONJ
bracis-33634	170	23	the	the	DET
bracis-33634	170	24	observed	observed	ADJ
bracis-33634	170	25	differences	difference	NOUN
bracis-33634	170	26	are	be	AUX
bracis-33634	170	27	statistically	statistically	ADV
bracis-33634	170	28	significant	significant	ADJ
bracis-33634	170	29	.	.	PUNCT
bracis-33634	171	1	the	the	DET
bracis-33634	171	2	results	result	NOUN
bracis-33634	171	3	for	for	SCONJ
bracis-33634	171	4	the	the	DET
bracis-33634	171	5	realworld	realworld	PROPN
bracis-33634	171	6	dataset	dataset	PROPN
bracis-33634	171	7	deviate	deviate	NOUN
bracis-33634	171	8	from	from	ADP
bracis-33634	171	9	this	this	DET
bracis-33634	171	10	trend	trend	NOUN
bracis-33634	171	11	.	.	PUNCT
bracis-33634	171	12	 	 	SPACE
bracis-33634	172	1	as	as	SCONJ
bracis-33634	172	2	shown	show	VERB
bracis-33634	172	3	in	in	ADP
bracis-33634	172	4	table	table	NOUN
bracis-33634	172	5	 	 	SPACE
bracis-33634	172	6	7	7	NUM
bracis-33634	172	7	,	,	PUNCT
bracis-33634	172	8	although	although	SCONJ
bracis-33634	172	9	the	the	DET
bracis-33634	172	10	best	well	ADV
bracis-33634	172	11	-	-	PUNCT
bracis-33634	172	12	performing	perform	VERB
bracis-33634	172	13	configuration	configuration	NOUN
bracis-33634	172	14	includes	include	VERB
bracis-33634	172	15	realworld	realworld	NOUN
bracis-33634	172	16	in	in	ADP
bracis-33634	172	17	the	the	DET
bracis-33634	172	18	pre	pre	ADJ
bracis-33634	172	19	-	-	ADJ
bracis-33634	172	20	training	training	ADJ
bracis-33634	172	21	set	set	NOUN
bracis-33634	172	22	,	,	PUNCT
bracis-33634	172	23	several	several	ADJ
bracis-33634	172	24	other	other	ADJ
bracis-33634	172	25	configurations	configuration	NOUN
bracis-33634	172	26	,	,	PUNCT
bracis-33634	172	27	including	include	VERB
bracis-33634	172	28	the	the	DET
bracis-33634	172	29	second	second	ADV
bracis-33634	172	30	-	-	PUNCT
bracis-33634	172	31	best	good	ADJ
bracis-33634	172	32	one	one	NUM
bracis-33634	172	33	,	,	PUNCT
bracis-33634	172	34	achieve	achieve	VERB
bracis-33634	172	35	 	 	SPACE
bracis-33634	172	36	high	high	ADJ
bracis-33634	172	37	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	172	38	values	value	NOUN
bracis-33634	172	39	without	without	ADP
bracis-33634	172	40	it	it	PRON
bracis-33634	172	41	.	.	PUNCT
bracis-33634	173	1	in	in	ADP
bracis-33634	173	2	this	this	DET
bracis-33634	173	3	case	case	NOUN
bracis-33634	173	4	,	,	PUNCT
bracis-33634	173	5	the	the	DET
bracis-33634	173	6	wilcoxon	wilcoxon	ADJ
bracis-33634	173	7	test	test	NOUN
bracis-33634	173	8	produced	produce	VERB
bracis-33634	173	9	a	a	DET
bracis-33634	173	10	p	p	NOUN
bracis-33634	173	11	-	-	PUNCT
bracis-33634	173	12	value	value	NOUN
bracis-33634	173	13	of	of	ADP
bracis-33634	173	14	0.296875	0.296875	NUM
bracis-33634	173	15	,	,	PUNCT
bracis-33634	173	16	which	which	PRON
bracis-33634	173	17	is	be	AUX
bracis-33634	173	18	well	well	ADV
bracis-33634	173	19	above	above	ADP
bracis-33634	173	20	the	the	DET
bracis-33634	173	21	5	5	NUM
bracis-33634	173	22	%	%	NOUN
bracis-33634	173	23	significance	significance	NOUN
bracis-33634	173	24	threshold	threshold	NOUN
bracis-33634	173	25	.	.	PUNCT
bracis-33634	174	1	therefore	therefore	ADV
bracis-33634	174	2	,	,	PUNCT
bracis-33634	174	3	we	we	PRON
bracis-33634	174	4	can	can	AUX
bracis-33634	174	5	not	not	PART
bracis-33634	174	6	conclude	conclude	VERB
bracis-33634	174	7	that	that	PRON
bracis-33634	174	8	including	include	VERB
bracis-33634	174	9	 	 	SPACE
bracis-33634	174	10	the	the	DET
bracis-33634	174	11	realworld	realworld	PROPN
bracis-33634	174	12	dataset	dataset	VERB
bracis-33634	174	13	in	in	ADP
bracis-33634	174	14	pre	pre	ADJ
bracis-33634	174	15	-	-	ADJ
bracis-33634	174	16	training	training	NOUN
bracis-33634	174	17	led	lead	VERB
bracis-33634	174	18	to	to	ADP
bracis-33634	174	19	performance	performance	NOUN
bracis-33634	174	20	improvements	improvement	NOUN
bracis-33634	174	21	.	.	PUNCT
bracis-33634	175	1	it	it	PRON
bracis-33634	175	2	is	be	AUX
bracis-33634	175	3	worth	worth	ADJ
bracis-33634	175	4	noting	note	VERB
bracis-33634	175	5	that	that	SCONJ
bracis-33634	175	6	the	the	DET
bracis-33634	175	7	performance	performance	NOUN
bracis-33634	175	8	of	of	ADP
bracis-33634	175	9	the	the	DET
bracis-33634	175	10	realworld	realworld	PROPN
bracis-33634	175	11	dataset	dataset	PROPN
bracis-33634	175	12	generally	generally	ADV
bracis-33634	175	13	improves	improve	VERB
bracis-33634	175	14	when	when	SCONJ
bracis-33634	175	15	the	the	DET
bracis-33634	175	16	kuhar	kuhar	NOUN
bracis-33634	175	17	dataset	dataset	NOUN
bracis-33634	175	18	is	be	AUX
bracis-33634	175	19	included	include	VERB
bracis-33634	175	20	in	in	ADP
bracis-33634	175	21	 	 	SPACE
bracis-33634	175	22	the	the	DET
bracis-33634	175	23	pre	pre	ADJ
bracis-33634	175	24	-	-	ADJ
bracis-33634	175	25	training	training	ADJ
bracis-33634	175	26	set	set	NOUN
bracis-33634	175	27	.	.	PUNCT
bracis-33634	176	1	this	this	DET
bracis-33634	176	2	improvement	improvement	NOUN
bracis-33634	176	3	may	may	AUX
bracis-33634	176	4	be	be	AUX
bracis-33634	176	5	attributed	attribute	VERB
bracis-33634	176	6	to	to	ADP
bracis-33634	176	7	the	the	DET
bracis-33634	176	8	 	 	SPACE
bracis-33634	176	9	fact	fact	NOUN
bracis-33634	176	10	that	that	SCONJ
bracis-33634	176	11	both	both	DET
bracis-33634	176	12	datasets	dataset	NOUN
bracis-33634	176	13	were	be	AUX
bracis-33634	176	14	collected	collect	VERB
bracis-33634	176	15	with	with	ADP
bracis-33634	176	16	the	the	DET
bracis-33634	176	17	device	device	NOUN
bracis-33634	176	18	positioned	position	VERB
bracis-33634	176	19	at	at	ADP
bracis-33634	176	20	 	 	SPACE
bracis-33634	176	21	the	the	DET
bracis-33634	176	22	waist	waist	NOUN
bracis-33634	176	23	and	and	CCONJ
bracis-33634	176	24	that	that	SCONJ
bracis-33634	176	25	the	the	DET
bracis-33634	176	26	activity	activity	NOUN
bracis-33634	176	27	set	set	NOUN
bracis-33634	176	28	of	of	ADP
bracis-33634	176	29	realworld	realworld	PROPN
bracis-33634	176	30	is	be	AUX
bracis-33634	176	31	a	a	DET
bracis-33634	176	32	subset	subset	NOUN
bracis-33634	176	33	of	of	ADP
bracis-33634	176	34	 	 	SPACE
bracis-33634	176	35	the	the	DET
bracis-33634	176	36	kuhar	kuhar	NOUN
bracis-33634	176	37	activity	activity	NOUN
bracis-33634	176	38	set	set	NOUN
bracis-33634	176	39	.	.	PUNCT
bracis-33634	177	1	we	we	PRON
bracis-33634	177	2	plan	plan	VERB
bracis-33634	177	3	to	to	PART
bracis-33634	177	4	explore	explore	VERB
bracis-33634	177	5	this	this	DET
bracis-33634	177	6	relationship	relationship	NOUN
bracis-33634	177	7	further	far	ADV
bracis-33634	177	8	 	 	SPACE
bracis-33634	177	9	in	in	ADP
bracis-33634	177	10	future	future	ADJ
bracis-33634	177	11	work	work	NOUN
bracis-33634	177	12	.	.	PUNCT
bracis-33634	178	1	finally	finally	ADV
bracis-33634	178	2	,	,	PUNCT
bracis-33634	178	3	we	we	PRON
bracis-33634	178	4	observed	observe	VERB
bracis-33634	178	5	that	that	SCONJ
bracis-33634	178	6	the	the	DET
bracis-33634	178	7	performance	performance	NOUN
bracis-33634	178	8	obtained	obtain	VERB
bracis-33634	178	9	when	when	SCONJ
bracis-33634	178	10	pre	pre	ADJ
bracis-33634	178	11	-	-	VERB
bracis-33634	178	12	training	train	VERB
bracis-33634	178	13	the	the	DET
bracis-33634	178	14	backbone	backbone	NOUN
bracis-33634	178	15	using	use	VERB
bracis-33634	178	16	the	the	DET
bracis-33634	178	17	combination	combination	NOUN
bracis-33634	178	18	of	of	ADP
bracis-33634	178	19	the	the	DET
bracis-33634	178	20	four	four	NUM
bracis-33634	178	21	datasets	dataset	NOUN
bracis-33634	178	22	(	(	PUNCT
bracis-33634	178	23	kh+ms+rw+uci-12	kh+ms+rw+uci-12	X
bracis-33634	178	24	)	)	PUNCT
bracis-33634	178	25	is	be	AUX
bracis-33634	178	26	very	very	ADV
bracis-33634	178	27	close	close	ADJ
bracis-33634	178	28	or	or	CCONJ
bracis-33634	178	29	equal	equal	ADJ
bracis-33634	178	30	to	to	ADP
bracis-33634	178	31	the	the	DET
bracis-33634	178	32	best	good	ADJ
bracis-33634	178	33	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	178	34	 	 	SPACE
bracis-33634	178	35	value	value	NOUN
bracis-33634	178	36	achieved	achieve	VERB
bracis-33634	178	37	in	in	ADP
bracis-33634	178	38	the	the	DET
bracis-33634	178	39	downstream	downstream	ADJ
bracis-33634	178	40	task	task	NOUN
bracis-33634	178	41	for	for	ADP
bracis-33634	178	42	all	all	DET
bracis-33634	178	43	datasets	dataset	NOUN
bracis-33634	178	44	,	,	PUNCT
bracis-33634	178	45	as	as	SCONJ
bracis-33634	178	46	evidenced	evidence	VERB
bracis-33634	178	47	 	 	SPACE
bracis-33634	178	48	at	at	ADP
bracis-33634	178	49	table	table	NOUN
bracis-33634	178	50	 	 	SPACE
bracis-33634	178	51	9	9	NUM
bracis-33634	178	52	.	.	PUNCT
bracis-33634	178	53	table	table	NOUN
bracis-33634	178	54	9	9	NUM
bracis-33634	178	55	.	.	PUNCT
bracis-33634	178	56	performance	performance	NOUN
bracis-33634	178	57	rate	rate	NOUN
bracis-33634	178	58	when	when	SCONJ
bracis-33634	178	59	pre	pre	ADJ
bracis-33634	178	60	-	-	NOUN
bracis-33634	178	61	training	training	NOUN
bracis-33634	178	62	with	with	ADP
bracis-33634	178	63	all	all	DET
bracis-33634	178	64	datasets.full	datasets.full	NUM
bracis-33634	178	65	size	size	NOUN
bracis-33634	178	66	table	table	NOUN
bracis-33634	178	67	4.5	4.5	NUM
bracis-33634	178	68	qualitative	qualitative	ADJ
bracis-33634	178	69	analysis	analysis	NOUN
bracis-33634	178	70	of	of	ADP
bracis-33634	178	71	 	 	SPACE
bracis-33634	178	72	the	the	DET
bracis-33634	178	73	 	 	SPACE
bracis-33634	178	74	representations	representation	NOUN
bracis-33634	178	75	in	in	ADP
bracis-33634	178	76	order	order	NOUN
bracis-33634	178	77	to	to	PART
bracis-33634	178	78	perform	perform	VERB
bracis-33634	178	79	a	a	DET
bracis-33634	178	80	qualitative	qualitative	ADJ
bracis-33634	178	81	analysis	analysis	NOUN
bracis-33634	178	82	,	,	PUNCT
bracis-33634	178	83	we	we	PRON
bracis-33634	178	84	used	use	VERB
bracis-33634	178	85	t	t	NOUN
bracis-33634	178	86	-	-	PUNCT
bracis-33634	178	87	distributed	distribute	VERB
bracis-33634	178	88	stochastic	stochastic	ADJ
bracis-33634	178	89	neighbor	neighbor	NOUN
bracis-33634	178	90	embedding	embed	VERB
bracis-33634	178	91	(	(	PUNCT
bracis-33634	178	92	\(t\)-sne	\(t\)-sne	NUM
bracis-33634	178	93	)	)	PUNCT
bracis-33634	178	94	 	 	SPACE
bracis-33634	179	1	[	[	X
bracis-33634	179	2	8	8	NUM
bracis-33634	179	3	]	]	PUNCT
bracis-33634	179	4	to	to	PART
bracis-33634	179	5	visualize	visualize	VERB
bracis-33634	179	6	the	the	DET
bracis-33634	179	7	distributions	distribution	NOUN
bracis-33634	179	8	of	of	ADP
bracis-33634	179	9	the	the	DET
bracis-33634	179	10	dataset	dataset	NOUN
bracis-33634	179	11	samples	sample	NOUN
bracis-33634	179	12	on	on	ADP
bracis-33634	179	13	 	 	SPACE
bracis-33634	179	14	the	the	DET
bracis-33634	179	15	original	original	ADJ
bracis-33634	179	16	representation	representation	NOUN
bracis-33634	179	17	(	(	PUNCT
bracis-33634	179	18	i.e.	i.e.	X
bracis-33634	179	19	,	,	PUNCT
bracis-33634	179	20	time	time	NOUN
bracis-33634	179	21	domain	domain	NOUN
bracis-33634	179	22	or	or	CCONJ
bracis-33634	179	23	raw	raw	ADJ
bracis-33634	179	24	data	datum	NOUN
bracis-33634	179	25	)	)	PUNCT
bracis-33634	179	26	,	,	PUNCT
bracis-33634	179	27	and	and	CCONJ
bracis-33634	179	28	on	on	ADP
bracis-33634	179	29	 	 	SPACE
bracis-33634	179	30	the	the	DET
bracis-33634	179	31	representation	representation	NOUN
bracis-33634	179	32	learned	learn	VERB
bracis-33634	179	33	by	by	ADP
bracis-33634	179	34	the	the	DET
bracis-33634	179	35	backbone	backbone	NOUN
bracis-33634	179	36	when	when	SCONJ
bracis-33634	179	37	trained	train	VERB
bracis-33634	179	38	with	with	ADP
bracis-33634	179	39	the	the	DET
bracis-33634	179	40	 	 	SPACE
bracis-33634	179	41	best	good	ADJ
bracis-33634	179	42	combination	combination	NOUN
bracis-33634	179	43	of	of	ADP
bracis-33634	179	44	datasets	dataset	NOUN
bracis-33634	179	45	.	.	PUNCT
bracis-33634	180	1	these	these	DET
bracis-33634	180	2	combinations	combination	NOUN
bracis-33634	180	3	are	be	AUX
bracis-33634	180	4	indicated	indicate	VERB
bracis-33634	180	5	in	in	ADP
bracis-33634	180	6	 	 	SPACE
bracis-33634	180	7	the	the	DET
bracis-33634	180	8	first	first	ADJ
bracis-33634	180	9	row	row	NOUN
bracis-33634	180	10	of	of	ADP
bracis-33634	180	11	tables	table	NOUN
bracis-33634	180	12	 	 	SPACE
bracis-33634	180	13	5	5	NUM
bracis-33634	180	14	 	 	SPACE
bracis-33634	180	15	to	to	ADP
bracis-33634	180	16	8	8	NUM
bracis-33634	180	17	.	.	PUNCT
bracis-33634	181	1	figure	figure	NOUN
bracis-33634	181	2	 	 	SPACE
bracis-33634	181	3	2a	2a	PROPN
bracis-33634	181	4	shows	show	VERB
bracis-33634	181	5	the	the	DET
bracis-33634	181	6	\(t\)-sne	\(t\)-sne	NUM
bracis-33634	181	7	chart	chart	NOUN
bracis-33634	181	8	for	for	ADP
bracis-33634	181	9	 	 	SPACE
bracis-33634	181	10	two	two	NUM
bracis-33634	181	11	representations	representation	NOUN
bracis-33634	181	12	of	of	ADP
bracis-33634	181	13	the	the	DET
bracis-33634	181	14	uci	uci	PROPN
bracis-33634	181	15	dataset	dataset	NOUN
bracis-33634	181	16	,	,	PUNCT
bracis-33634	181	17	the	the	DET
bracis-33634	181	18	original	original	ADJ
bracis-33634	181	19	one	one	NOUN
bracis-33634	181	20	(	(	PUNCT
bracis-33634	181	21	uci	uci	PROPN
bracis-33634	181	22	raw	raw	PROPN
bracis-33634	181	23	)	)	PUNCT
bracis-33634	181	24	,	,	PUNCT
bracis-33634	181	25	 	 	SPACE
bracis-33634	181	26	and	and	CCONJ
bracis-33634	181	27	the	the	DET
bracis-33634	181	28	one	one	NOUN
bracis-33634	181	29	learned	learn	VERB
bracis-33634	181	30	by	by	ADP
bracis-33634	181	31	the	the	DET
bracis-33634	181	32	cpc	cpc	PROPN
bracis-33634	181	33	backbone	backbone	PROPN
bracis-33634	181	34	(	(	PUNCT
bracis-33634	181	35	uci	uci	PROPN
bracis-33634	181	36	+	+	CCONJ
bracis-33634	181	37	cpc	cpc	PROPN
bracis-33634	181	38	)	)	PUNCT
bracis-33634	181	39	.	.	PUNCT
bracis-33634	182	1	it	it	PRON
bracis-33634	182	2	is	be	AUX
bracis-33634	182	3	worth	worth	ADJ
bracis-33634	182	4	noting	note	VERB
bracis-33634	182	5	that	that	SCONJ
bracis-33634	182	6	the	the	DET
bracis-33634	182	7	cpc	cpc	PROPN
bracis-33634	182	8	backbone	backbone	NOUN
bracis-33634	182	9	provided	provide	VERB
bracis-33634	182	10	better	well	ADJ
bracis-33634	182	11	class	class	NOUN
bracis-33634	182	12	separation	separation	NOUN
bracis-33634	182	13	,	,	PUNCT
bracis-33634	182	14	with	with	ADP
bracis-33634	182	15	 	 	SPACE
bracis-33634	182	16	most	most	ADJ
bracis-33634	182	17	activities	activity	NOUN
bracis-33634	182	18	forming	form	VERB
bracis-33634	182	19	well	well	ADV
bracis-33634	182	20	-	-	PUNCT
bracis-33634	182	21	defined	define	VERB
bracis-33634	182	22	clusters	cluster	NOUN
bracis-33634	182	23	.	.	PUNCT
bracis-33634	183	1	however	however	ADV
bracis-33634	183	2	,	,	PUNCT
bracis-33634	183	3	there	there	PRON
bracis-33634	183	4	is	be	VERB
bracis-33634	183	5	 	 	SPACE
bracis-33634	183	6	some	some	DET
bracis-33634	183	7	overlap	overlap	NOUN
bracis-33634	183	8	between	between	ADP
bracis-33634	183	9	sitting	sit	VERB
bracis-33634	183	10	and	and	CCONJ
bracis-33634	183	11	standing	standing	NOUN
bracis-33634	183	12	,	,	PUNCT
bracis-33634	183	13	both	both	CCONJ
bracis-33634	183	14	low	low	ADJ
bracis-33634	183	15	-	-	PUNCT
bracis-33634	183	16	energy	energy	NOUN
bracis-33634	183	17	activities	activity	NOUN
bracis-33634	183	18	,	,	PUNCT
bracis-33634	183	19	and	and	CCONJ
bracis-33634	183	20	upstairs	upstairs	NOUN
bracis-33634	183	21	shows	show	VERB
bracis-33634	183	22	a	a	DET
bracis-33634	183	23	few	few	ADJ
bracis-33634	183	24	samples	sample	NOUN
bracis-33634	183	25	mixed	mix	VERB
bracis-33634	183	26	with	with	ADP
bracis-33634	183	27	other	other	ADJ
bracis-33634	183	28	activities	activity	NOUN
bracis-33634	183	29	.	.	PUNCT
bracis-33634	183	30	 	 	SPACE
bracis-33634	184	1	even	even	ADV
bracis-33634	184	2	so	so	ADV
bracis-33634	184	3	,	,	PUNCT
bracis-33634	184	4	the	the	DET
bracis-33634	184	5	overall	overall	ADJ
bracis-33634	184	6	separability	separability	NOUN
bracis-33634	184	7	remains	remain	VERB
bracis-33634	184	8	clearly	clearly	ADV
bracis-33634	184	9	visible	visible	ADJ
bracis-33634	184	10	.	.	PUNCT
bracis-33634	185	1	fig	fig	NOUN
bracis-33634	185	2	.	.	PUNCT
bracis-33634	186	1	2	2	X
bracis-33634	186	2	.	.	X
bracis-33634	186	3	\(t\)-sne	\(t\)-sne	NUM
bracis-33634	186	4	charts	chart	NOUN
bracis-33634	186	5	for	for	ADP
bracis-33634	186	6	the	the	DET
bracis-33634	186	7	uci	uci	PROPN
bracis-33634	186	8	and	and	CCONJ
bracis-33634	186	9	the	the	DET
bracis-33634	186	10	motionsense	motionsense	NOUN
bracis-33634	186	11	datasets	dataset	NOUN
bracis-33634	186	12	.	.	PUNCT
bracis-33634	187	1	full	full	ADJ
bracis-33634	187	2	size	size	NOUN
bracis-33634	187	3	image	image	NOUN
bracis-33634	187	4	figure	figure	NOUN
bracis-33634	187	5	 	 	SPACE
bracis-33634	187	6	2b	2b	NOUN
bracis-33634	187	7	shows	show	VERB
bracis-33634	187	8	the	the	DET
bracis-33634	187	9	\(t\)-sne	\(t\)-sne	NUM
bracis-33634	187	10	charts	chart	NOUN
bracis-33634	187	11	for	for	ADP
bracis-33634	187	12	motionsense	motionsense	NOUN
bracis-33634	187	13	.	.	PUNCT
bracis-33634	188	1	again	again	ADV
bracis-33634	188	2	,	,	PUNCT
bracis-33634	188	3	it	it	PRON
bracis-33634	188	4	indicates	indicate	VERB
bracis-33634	188	5	that	that	SCONJ
bracis-33634	188	6	the	the	DET
bracis-33634	188	7	cpc	cpc	PROPN
bracis-33634	188	8	backbone	backbone	NOUN
bracis-33634	188	9	was	be	AUX
bracis-33634	188	10	able	able	ADJ
bracis-33634	188	11	to	to	PART
bracis-33634	188	12	provide	provide	VERB
bracis-33634	188	13	 	 	SPACE
bracis-33634	188	14	a	a	DET
bracis-33634	188	15	better	well	ADJ
bracis-33634	188	16	separation	separation	NOUN
bracis-33634	188	17	of	of	ADP
bracis-33634	188	18	the	the	DET
bracis-33634	188	19	classes	class	NOUN
bracis-33634	188	20	,	,	PUNCT
bracis-33634	188	21	as	as	SCONJ
bracis-33634	188	22	the	the	DET
bracis-33634	188	23	sitting	sitting	NOUN
bracis-33634	188	24	and	and	CCONJ
bracis-33634	188	25	the	the	DET
bracis-33634	188	26	standing	standing	NOUN
bracis-33634	188	27	samples	sample	NOUN
bracis-33634	188	28	are	be	AUX
bracis-33634	188	29	clearly	clearly	ADV
bracis-33634	188	30	separated	separate	VERB
bracis-33634	188	31	from	from	ADP
bracis-33634	188	32	other	other	ADJ
bracis-33634	188	33	samples	sample	NOUN
bracis-33634	188	34	.	.	PUNCT
bracis-33634	189	1	similarly	similarly	ADV
bracis-33634	189	2	,	,	PUNCT
bracis-33634	189	3	the	the	DET
bracis-33634	189	4	cpc	cpc	PROPN
bracis-33634	189	5	backbone	backbone	NOUN
bracis-33634	189	6	was	be	AUX
bracis-33634	189	7	also	also	ADV
bracis-33634	189	8	able	able	ADJ
bracis-33634	189	9	to	to	PART
bracis-33634	189	10	provide	provide	VERB
bracis-33634	189	11	a	a	DET
bracis-33634	189	12	much	much	ADV
bracis-33634	189	13	better	well	ADJ
bracis-33634	189	14	separation	separation	NOUN
bracis-33634	189	15	of	of	ADP
bracis-33634	189	16	the	the	DET
bracis-33634	189	17	classes	class	NOUN
bracis-33634	189	18	on	on	ADP
bracis-33634	189	19	the	the	DET
bracis-33634	189	20	kuhar	kuhar	NOUN
bracis-33634	189	21	,	,	PUNCT
bracis-33634	189	22	as	as	SCONJ
bracis-33634	189	23	illustrated	illustrate	VERB
bracis-33634	189	24	 	 	SPACE
bracis-33634	189	25	in	in	ADP
bracis-33634	189	26	fig	fig	NOUN
bracis-33634	189	27	.	.	PUNCT
bracis-33634	189	28	 	 	SPACE
bracis-33634	189	29	3a	3a	NUM
bracis-33634	189	30	.	.	PUNCT
bracis-33634	190	1	the	the	DET
bracis-33634	190	2	18	18	NUM
bracis-33634	190	3	classes	class	NOUN
bracis-33634	190	4	were	be	AUX
bracis-33634	190	5	very	very	ADV
bracis-33634	190	6	mixed	mixed	ADJ
bracis-33634	190	7	in	in	ADP
bracis-33634	190	8	the	the	DET
bracis-33634	190	9	 	 	SPACE
bracis-33634	190	10	raw	raw	ADJ
bracis-33634	190	11	data	datum	NOUN
bracis-33634	190	12	,	,	PUNCT
bracis-33634	190	13	as	as	SCONJ
bracis-33634	190	14	indicated	indicate	VERB
bracis-33634	190	15	in	in	ADP
bracis-33634	190	16	fig	fig	NOUN
bracis-33634	190	17	.	.	PUNCT
bracis-33634	190	18	 	 	SPACE
bracis-33634	190	19	3a	3a	NUM
bracis-33634	190	20	.	.	PUNCT
bracis-33634	191	1	the	the	DET
bracis-33634	191	2	cpc	cpc	PROPN
bracis-33634	191	3	backbone	backbone	PROPN
bracis-33634	191	4	yielded	yield	VERB
bracis-33634	191	5	a	a	DET
bracis-33634	191	6	much	much	ADV
bracis-33634	191	7	better	well	ADJ
bracis-33634	191	8	separation	separation	NOUN
bracis-33634	191	9	,	,	PUNCT
bracis-33634	191	10	creating	create	VERB
bracis-33634	191	11	several	several	ADJ
bracis-33634	191	12	homogeneous	homogeneous	ADJ
bracis-33634	191	13	clusters	cluster	NOUN
bracis-33634	191	14	.	.	PUNCT
bracis-33634	192	1	finally	finally	ADV
bracis-33634	192	2	,	,	PUNCT
bracis-33634	192	3	the	the	DET
bracis-33634	192	4	samples	sample	NOUN
bracis-33634	192	5	from	from	ADP
bracis-33634	192	6	the	the	DET
bracis-33634	192	7	realworld	realworld	PROPN
bracis-33634	192	8	dataset	dataset	PROPN
bracis-33634	192	9	seem	seem	VERB
bracis-33634	192	10	to	to	PART
bracis-33634	192	11	already	already	ADV
bracis-33634	192	12	 	 	SPACE
bracis-33634	192	13	form	form	VERB
bracis-33634	192	14	clear	clear	ADJ
bracis-33634	192	15	activity	activity	NOUN
bracis-33634	192	16	clusters	cluster	NOUN
bracis-33634	192	17	on	on	ADP
bracis-33634	192	18	the	the	DET
bracis-33634	192	19	raw	raw	ADJ
bracis-33634	192	20	data	datum	NOUN
bracis-33634	192	21	,	,	PUNCT
bracis-33634	192	22	as	as	SCONJ
bracis-33634	192	23	illustrated	illustrate	VERB
bracis-33634	192	24	 	 	SPACE
bracis-33634	192	25	in	in	ADP
bracis-33634	192	26	fig	fig	NOUN
bracis-33634	192	27	.	.	PUNCT
bracis-33634	192	28	 	 	SPACE
bracis-33634	193	1	3b	3b	NUM
bracis-33634	193	2	.	.	PUNCT
bracis-33634	194	1	in	in	ADP
bracis-33634	194	2	this	this	DET
bracis-33634	194	3	case	case	NOUN
bracis-33634	194	4	,	,	PUNCT
bracis-33634	194	5	the	the	DET
bracis-33634	194	6	cpc	cpc	PROPN
bracis-33634	194	7	backbone	backbone	PROPN
bracis-33634	194	8	did	do	AUX
bracis-33634	194	9	 	 	SPACE
bracis-33634	194	10	not	not	PART
bracis-33634	194	11	offer	offer	VERB
bracis-33634	194	12	much	much	ADJ
bracis-33634	194	13	improvement	improvement	NOUN
bracis-33634	194	14	,	,	PUNCT
bracis-33634	194	15	but	but	CCONJ
bracis-33634	194	16	at	at	ADP
bracis-33634	194	17	least	least	ADJ
bracis-33634	194	18	it	it	PRON
bracis-33634	194	19	kept	keep	VERB
bracis-33634	194	20	the	the	DET
bracis-33634	194	21	same	same	ADJ
bracis-33634	194	22	degree	degree	NOUN
bracis-33634	194	23	 	 	SPACE
bracis-33634	194	24	of	of	ADP
bracis-33634	194	25	clustering	clustering	NOUN
bracis-33634	194	26	.	.	PUNCT
bracis-33634	195	1	therefore	therefore	ADV
bracis-33634	195	2	,	,	PUNCT
bracis-33634	195	3	we	we	PRON
bracis-33634	195	4	recognize	recognize	VERB
bracis-33634	195	5	that	that	SCONJ
bracis-33634	195	6	,	,	PUNCT
bracis-33634	195	7	in	in	ADP
bracis-33634	195	8	general	general	ADJ
bracis-33634	195	9	,	,	PUNCT
bracis-33634	195	10	the	the	DET
bracis-33634	195	11	 	 	SPACE
bracis-33634	195	12	cpc	cpc	PROPN
bracis-33634	195	13	backbone	backbone	NOUN
bracis-33634	195	14	was	be	AUX
bracis-33634	195	15	able	able	ADJ
bracis-33634	195	16	to	to	PART
bracis-33634	195	17	improve	improve	VERB
bracis-33634	195	18	the	the	DET
bracis-33634	195	19	samples	sample	NOUN
bracis-33634	195	20	clustering	cluster	VERB
bracis-33634	195	21	or	or	CCONJ
bracis-33634	195	22	preserve	preserve	VERB
bracis-33634	195	23	 	 	SPACE
bracis-33634	195	24	the	the	DET
bracis-33634	195	25	original	original	ADJ
bracis-33634	195	26	clustering	clustering	NOUN
bracis-33634	195	27	seen	see	VERB
bracis-33634	195	28	on	on	ADP
bracis-33634	195	29	the	the	DET
bracis-33634	195	30	raw	raw	ADJ
bracis-33634	195	31	data	datum	NOUN
bracis-33634	195	32	.	.	PUNCT
bracis-33634	196	1	fig	fig	NOUN
bracis-33634	196	2	.	.	PUNCT
bracis-33634	197	1	3	3	X
bracis-33634	197	2	.	.	X
bracis-33634	197	3	\(t\)-sne	\(t\)-sne	NUM
bracis-33634	197	4	charts	chart	NOUN
bracis-33634	197	5	for	for	ADP
bracis-33634	197	6	the	the	DET
bracis-33634	197	7	kuhar	kuhar	NOUN
bracis-33634	197	8	and	and	CCONJ
bracis-33634	197	9	the	the	DET
bracis-33634	197	10	realworld	realworld	PROPN
bracis-33634	197	11	datasets	datasets	PROPN
bracis-33634	197	12	.	.	PUNCT
bracis-33634	198	1	full	full	ADJ
bracis-33634	198	2	size	size	NOUN
bracis-33634	198	3	image	image	NOUN
bracis-33634	198	4	4.6	4.6	NUM
bracis-33634	198	5	impact	impact	NOUN
bracis-33634	198	6	of	of	ADP
bracis-33634	198	7	 	 	SPACE
bracis-33634	198	8	pre	pre	NOUN
bracis-33634	198	9	-	-	NOUN
bracis-33634	198	10	training	training	NOUN
bracis-33634	198	11	on	on	ADP
bracis-33634	198	12	 	 	SPACE
bracis-33634	198	13	performance	performance	NOUN
bracis-33634	198	14	with	with	ADP
bracis-33634	198	15	 	 	SPACE
bracis-33634	198	16	limited	limited	ADJ
bracis-33634	198	17	data	datum	NOUN
bracis-33634	198	18	ssl	ssl	ADJ
bracis-33634	198	19	excels	excel	NOUN
bracis-33634	198	20	when	when	SCONJ
bracis-33634	198	21	training	training	NOUN
bracis-33634	198	22	models	model	NOUN
bracis-33634	198	23	on	on	ADP
bracis-33634	198	24	large	large	ADJ
bracis-33634	198	25	datasets	dataset	NOUN
bracis-33634	198	26	with	with	ADP
bracis-33634	198	27	minimal	minimal	ADJ
bracis-33634	198	28	labeled	label	VERB
bracis-33634	198	29	data	datum	NOUN
bracis-33634	198	30	.	.	PUNCT
bracis-33634	199	1	in	in	ADP
bracis-33634	199	2	this	this	DET
bracis-33634	199	3	experiment	experiment	NOUN
bracis-33634	199	4	,	,	PUNCT
bracis-33634	199	5	we	we	PRON
bracis-33634	199	6	assess	assess	VERB
bracis-33634	199	7	how	how	SCONJ
bracis-33634	199	8	the	the	DET
bracis-33634	199	9	pre	pre	ADJ
bracis-33634	199	10	-	-	ADJ
bracis-33634	199	11	training	training	ADJ
bracis-33634	199	12	process	process	NOUN
bracis-33634	199	13	affects	affect	VERB
bracis-33634	199	14	the	the	DET
bracis-33634	199	15	performance	performance	NOUN
bracis-33634	199	16	of	of	ADP
bracis-33634	199	17	the	the	DET
bracis-33634	199	18	downstream	downstream	ADJ
bracis-33634	199	19	model	model	NOUN
bracis-33634	199	20	when	when	SCONJ
bracis-33634	199	21	trained	train	VERB
bracis-33634	199	22	with	with	ADP
bracis-33634	199	23	limited	limited	ADJ
bracis-33634	199	24	data	datum	NOUN
bracis-33634	199	25	,	,	PUNCT
bracis-33634	199	26	i.e.	i.e.	X
bracis-33634	199	27	,	,	PUNCT
bracis-33634	199	28	using	use	VERB
bracis-33634	199	29	fractions	fraction	NOUN
bracis-33634	199	30	of	of	ADP
bracis-33634	199	31	the	the	DET
bracis-33634	199	32	training	training	NOUN
bracis-33634	199	33	set	set	NOUN
bracis-33634	199	34	.	.	PUNCT
bracis-33634	199	35	 	 	SPACE
bracis-33634	200	1	we	we	PRON
bracis-33634	200	2	evaluate	evaluate	VERB
bracis-33634	200	3	two	two	NUM
bracis-33634	200	4	versions	version	NOUN
bracis-33634	200	5	of	of	ADP
bracis-33634	200	6	the	the	DET
bracis-33634	200	7	downstream	downstream	ADJ
bracis-33634	200	8	model	model	NOUN
bracis-33634	200	9	on	on	ADP
bracis-33634	200	10	each	each	DET
bracis-33634	200	11	dataset	dataset	NOUN
bracis-33634	200	12	:	:	PUNCT
bracis-33634	200	13	 	 	SPACE
bracis-33634	200	14	one	one	NUM
bracis-33634	200	15	trained	train	VERB
bracis-33634	200	16	from	from	ADP
bracis-33634	200	17	scratch	scratch	NOUN
bracis-33634	200	18	,	,	PUNCT
bracis-33634	200	19	without	without	ADP
bracis-33634	200	20	pre	pre	VERB
bracis-33634	200	21	-	-	NOUN
bracis-33634	200	22	training	training	NOUN
bracis-33634	200	23	(	(	PUNCT
bracis-33634	200	24	named	name	VERB
bracis-33634	200	25	“	"	PUNCT
bracis-33634	200	26	from	from	ADP
bracis-33634	200	27	scratch	scratch	NOUN
bracis-33634	200	28	”	"	PUNCT
bracis-33634	200	29	)	)	PUNCT
bracis-33634	200	30	,	,	PUNCT
bracis-33634	200	31	and	and	CCONJ
bracis-33634	200	32	the	the	DET
bracis-33634	200	33	other	other	ADJ
bracis-33634	200	34	utilizing	utilize	VERB
bracis-33634	200	35	backbone	backbone	NOUN
bracis-33634	200	36	weights	weight	NOUN
bracis-33634	200	37	\(g_{enc}\	\(g_{enc}\	PROPN
bracis-33634	200	38	)	)	PUNCT
bracis-33634	200	39	(	(	PUNCT
bracis-33634	200	40	convolutional	convolutional	ADJ
bracis-33634	200	41	)	)	PUNCT
bracis-33634	200	42	+	+	SYM
bracis-33634	200	43	\(g_{ar}\	\(g_{ar}\	NOUN
bracis-33634	200	44	)	)	PUNCT
bracis-33634	200	45	(	(	PUNCT
bracis-33634	200	46	gru	gru	NOUN
bracis-33634	200	47	)	)	PUNCT
bracis-33634	200	48	learned	learn	VERB
bracis-33634	200	49	during	during	ADP
bracis-33634	200	50	pre	pre	ADJ
bracis-33634	200	51	-	-	NOUN
bracis-33634	200	52	training	training	NOUN
bracis-33634	200	53	.	.	PUNCT
bracis-33634	201	1	the	the	DET
bracis-33634	201	2	pre	pre	NOUN
bracis-33634	201	3	-	-	NOUN
bracis-33634	201	4	training	training	NOUN
bracis-33634	201	5	 	 	SPACE
bracis-33634	201	6	is	be	AUX
bracis-33634	201	7	conducted	conduct	VERB
bracis-33634	201	8	with	with	ADP
bracis-33634	201	9	cpc	cpc	PROPN
bracis-33634	201	10	technique	technique	NOUN
bracis-33634	201	11	considering	consider	VERB
bracis-33634	201	12	the	the	DET
bracis-33634	201	13	combination	combination	NOUN
bracis-33634	201	14	of	of	ADP
bracis-33634	201	15	the	the	DET
bracis-33634	201	16	 	 	SPACE
bracis-33634	201	17	four	four	NUM
bracis-33634	201	18	datasets	dataset	NOUN
bracis-33634	201	19	.	.	PUNCT
bracis-33634	202	1	to	to	PART
bracis-33634	202	2	evaluate	evaluate	VERB
bracis-33634	202	3	the	the	DET
bracis-33634	202	4	impact	impact	NOUN
bracis-33634	202	5	of	of	ADP
bracis-33634	202	6	the	the	DET
bracis-33634	202	7	amount	amount	NOUN
bracis-33634	202	8	of	of	ADP
bracis-33634	202	9	labeled	label	VERB
bracis-33634	202	10	data	datum	NOUN
bracis-33634	202	11	on	on	ADP
bracis-33634	202	12	 	 	SPACE
bracis-33634	202	13	the	the	DET
bracis-33634	202	14	downstream	downstream	ADJ
bracis-33634	202	15	models	model	NOUN
bracis-33634	202	16	,	,	PUNCT
bracis-33634	202	17	we	we	PRON
bracis-33634	202	18	train	train	VERB
bracis-33634	202	19	them	they	PRON
bracis-33634	202	20	using	use	VERB
bracis-33634	202	21	subsets	subset	NOUN
bracis-33634	202	22	of	of	ADP
bracis-33634	202	23	the	the	DET
bracis-33634	202	24	training	training	NOUN
bracis-33634	202	25	dataset	dataset	NOUN
bracis-33634	202	26	.	.	PUNCT
bracis-33634	203	1	we	we	PRON
bracis-33634	203	2	use	use	VERB
bracis-33634	203	3	the	the	DET
bracis-33634	203	4	following	follow	VERB
bracis-33634	203	5	percentages	percentage	NOUN
bracis-33634	203	6	of	of	ADP
bracis-33634	203	7	the	the	DET
bracis-33634	203	8	training	training	NOUN
bracis-33634	203	9	set	set	NOUN
bracis-33634	203	10	:	:	PUNCT
bracis-33634	203	11	1	1	NUM
bracis-33634	203	12	%	%	NOUN
bracis-33634	203	13	,	,	PUNCT
bracis-33634	203	14	5	5	NUM
bracis-33634	203	15	%	%	NOUN
bracis-33634	203	16	,	,	PUNCT
bracis-33634	203	17	10	10	NUM
bracis-33634	203	18	%	%	NOUN
bracis-33634	203	19	,	,	PUNCT
bracis-33634	203	20	20	20	NUM
bracis-33634	203	21	%	%	NOUN
bracis-33634	203	22	,	,	PUNCT
bracis-33634	203	23	30	30	NUM
bracis-33634	203	24	%	%	NOUN
bracis-33634	203	25	,	,	PUNCT
bracis-33634	203	26	40	40	NUM
bracis-33634	203	27	%	%	NOUN
bracis-33634	203	28	,	,	PUNCT
bracis-33634	203	29	50	50	NUM
bracis-33634	203	30	%	%	NOUN
bracis-33634	203	31	,	,	PUNCT
bracis-33634	203	32	60	60	NUM
bracis-33634	203	33	%	%	NOUN
bracis-33634	203	34	,	,	PUNCT
bracis-33634	203	35	70	70	NUM
bracis-33634	203	36	%	%	NOUN
bracis-33634	203	37	,	,	PUNCT
bracis-33634	203	38	80	80	NUM
bracis-33634	203	39	%	%	NOUN
bracis-33634	203	40	,	,	PUNCT
bracis-33634	203	41	90	90	NUM
bracis-33634	203	42	%	%	NOUN
bracis-33634	203	43	,	,	PUNCT
bracis-33634	203	44	 	 	SPACE
bracis-33634	203	45	and	and	CCONJ
bracis-33634	203	46	100	100	NUM
bracis-33634	203	47	%	%	NOUN
bracis-33634	203	48	.	.	PUNCT
bracis-33634	204	1	the	the	DET
bracis-33634	204	2	data	datum	NOUN
bracis-33634	204	3	are	be	AUX
bracis-33634	204	4	shuffled	shuffle	VERB
bracis-33634	204	5	before	before	ADP
bracis-33634	204	6	selecting	select	VERB
bracis-33634	204	7	the	the	DET
bracis-33634	204	8	subsets	subset	NOUN
bracis-33634	204	9	;	;	PUNCT
bracis-33634	204	10	however	however	ADV
bracis-33634	204	11	,	,	PUNCT
bracis-33634	204	12	for	for	ADP
bracis-33634	204	13	a	a	DET
bracis-33634	204	14	fair	fair	ADJ
bracis-33634	204	15	comparison	comparison	NOUN
bracis-33634	204	16	,	,	PUNCT
bracis-33634	204	17	we	we	PRON
bracis-33634	204	18	use	use	VERB
bracis-33634	204	19	the	the	DET
bracis-33634	204	20	same	same	ADJ
bracis-33634	204	21	subset	subset	NOUN
bracis-33634	204	22	when	when	SCONJ
bracis-33634	204	23	training	training	NOUN
bracis-33634	204	24	 	 	SPACE
bracis-33634	204	25	both	both	DET
bracis-33634	204	26	downstream	downstream	ADJ
bracis-33634	204	27	models	model	NOUN
bracis-33634	204	28	.	.	PUNCT
bracis-33634	205	1	finally	finally	ADV
bracis-33634	205	2	,	,	PUNCT
bracis-33634	205	3	we	we	PRON
bracis-33634	205	4	assess	assess	VERB
bracis-33634	205	5	the	the	DET
bracis-33634	205	6	models	model	NOUN
bracis-33634	205	7	’	’	PART
bracis-33634	205	8	performance	performance	NOUN
bracis-33634	205	9	 	 	SPACE
bracis-33634	205	10	by	by	ADP
bracis-33634	205	11	reporting	report	VERB
bracis-33634	205	12	the	the	DET
bracis-33634	205	13	\(f_1\)-score	\(f_1\)-score	ADV
bracis-33634	205	14	using	use	VERB
bracis-33634	205	15	the	the	DET
bracis-33634	205	16	test	test	NOUN
bracis-33634	205	17	set	set	NOUN
bracis-33634	205	18	of	of	ADP
bracis-33634	205	19	each	each	DET
bracis-33634	205	20	dataset	dataset	NOUN
bracis-33634	205	21	.	.	PUNCT
bracis-33634	206	1	figure	figure	NOUN
bracis-33634	206	2	 	 	SPACE
bracis-33634	206	3	4	4	NUM
bracis-33634	206	4	shows	show	VERB
bracis-33634	206	5	the	the	DET
bracis-33634	206	6	\(f_1\)-score	\(f_1\)-score	NOUN
bracis-33634	206	7	for	for	ADP
bracis-33634	206	8	both	both	DET
bracis-33634	206	9	models	model	NOUN
bracis-33634	206	10	 	 	SPACE
bracis-33634	206	11	when	when	SCONJ
bracis-33634	206	12	trained	train	VERB
bracis-33634	206	13	with	with	ADP
bracis-33634	206	14	fractions	fraction	NOUN
bracis-33634	206	15	of	of	ADP
bracis-33634	206	16	the	the	DET
bracis-33634	206	17	training	training	NOUN
bracis-33634	206	18	set	set	NOUN
bracis-33634	206	19	for	for	ADP
bracis-33634	206	20	each	each	DET
bracis-33634	206	21	one	one	NUM
bracis-33634	206	22	of	of	ADP
bracis-33634	206	23	 	 	SPACE
bracis-33634	206	24	the	the	DET
bracis-33634	206	25	target	target	NOUN
bracis-33634	206	26	datasets	dataset	NOUN
bracis-33634	206	27	.	.	PUNCT
bracis-33634	207	1	the	the	DET
bracis-33634	207	2	chart	chart	NOUN
bracis-33634	207	3	includes	include	VERB
bracis-33634	207	4	a	a	DET
bracis-33634	207	5	blue	blue	ADJ
bracis-33634	207	6	dot	dot	NOUN
bracis-33634	207	7	representing	represent	VERB
bracis-33634	207	8	 	 	SPACE
bracis-33634	207	9	the	the	DET
bracis-33634	207	10	performance	performance	NOUN
bracis-33634	207	11	of	of	ADP
bracis-33634	207	12	a	a	DET
bracis-33634	207	13	well	well	ADV
bracis-33634	207	14	-	-	PUNCT
bracis-33634	207	15	known	know	VERB
bracis-33634	207	16	model	model	NOUN
bracis-33634	207	17	trained	train	VERB
bracis-33634	207	18	with	with	ADP
bracis-33634	207	19	supervised	supervised	ADJ
bracis-33634	207	20	learning	learning	NOUN
bracis-33634	207	21	on	on	ADP
bracis-33634	207	22	the	the	DET
bracis-33634	207	23	uci	uci	PROPN
bracis-33634	207	24	dataset	dataset	NOUN
bracis-33634	207	25	,	,	PUNCT
bracis-33634	207	26	as	as	SCONJ
bracis-33634	207	27	described	describe	VERB
bracis-33634	207	28	in	in	ADP
bracis-33634	207	29	the	the	DET
bracis-33634	207	30	literature	literature	NOUN
bracis-33634	207	31	.	.	PUNCT
bracis-33634	208	1	this	this	DET
bracis-33634	208	2	model	model	NOUN
bracis-33634	208	3	is	be	AUX
bracis-33634	208	4	 	 	SPACE
bracis-33634	208	5	a	a	DET
bracis-33634	208	6	cnn	cnn	NOUN
bracis-33634	208	7	as	as	SCONJ
bracis-33634	208	8	reported	report	VERB
bracis-33634	208	9	by	by	ADP
bracis-33634	208	10	kun	kun	PROPN
bracis-33634	208	11	xia	xia	PROPN
bracis-33634	208	12	et	et	PROPN
bracis-33634	208	13	al	al	PROPN
bracis-33634	208	14	.	.	PUNCT
bracis-33634	208	15	 	 	SPACE
bracis-33634	209	1	[	[	X
bracis-33634	209	2	18	18	NUM
bracis-33634	209	3	]	]	PUNCT
bracis-33634	209	4	,	,	PUNCT
bracis-33634	209	5	using	use	VERB
bracis-33634	209	6	an	an	DET
bracis-33634	209	7	architecture	architecture	NOUN
bracis-33634	209	8	based	base	VERB
bracis-33634	209	9	on	on	ADP
bracis-33634	209	10	the	the	DET
bracis-33634	209	11	work	work	NOUN
bracis-33634	209	12	of	of	ADP
bracis-33634	209	13	yang	yang	PROPN
bracis-33634	209	14	et	et	PROPN
bracis-33634	209	15	al	al	PROPN
bracis-33634	209	16	.	.	PUNCT
bracis-33634	209	17	 	 	SPACE
bracis-33634	210	1	[	[	X
bracis-33634	210	2	19	19	NUM
bracis-33634	210	3	]	]	PUNCT
bracis-33634	210	4	.	.	PUNCT
bracis-33634	211	1	fig	fig	NOUN
bracis-33634	211	2	.	.	PUNCT
bracis-33634	212	1	4	4	X
bracis-33634	212	2	.	.	X
bracis-33634	212	3	performance	performance	NOUN
bracis-33634	212	4	comparison	comparison	NOUN
bracis-33634	212	5	using	use	VERB
bracis-33634	212	6	different	different	ADJ
bracis-33634	212	7	percentages	percentage	NOUN
bracis-33634	212	8	of	of	ADP
bracis-33634	212	9	data	datum	NOUN
bracis-33634	212	10	(	(	PUNCT
bracis-33634	212	11	x	x	NOUN
bracis-33634	212	12	-	-	NOUN
bracis-33634	212	13	axis	axis	ADJ
bracis-33634	212	14	)	)	PUNCT
bracis-33634	212	15	for	for	ADP
bracis-33634	212	16	models	model	NOUN
bracis-33634	212	17	pre	pre	VERB
bracis-33634	212	18	-	-	VERB
bracis-33634	212	19	trained	train	VERB
bracis-33634	212	20	with	with	ADP
bracis-33634	212	21	cpc	cpc	PROPN
bracis-33634	212	22	and	and	CCONJ
bracis-33634	212	23	trained	train	VERB
bracis-33634	212	24	 	 	SPACE
bracis-33634	212	25	from	from	ADP
bracis-33634	212	26	scratch	scratch	NOUN
bracis-33634	212	27	using	use	VERB
bracis-33634	212	28	different	different	ADJ
bracis-33634	212	29	datasets	dataset	NOUN
bracis-33634	212	30	.	.	PUNCT
bracis-33634	213	1	full	full	ADJ
bracis-33634	213	2	size	size	NOUN
bracis-33634	213	3	image	image	NOUN
bracis-33634	213	4	the	the	DET
bracis-33634	213	5	results	result	NOUN
bracis-33634	213	6	demonstrate	demonstrate	VERB
bracis-33634	213	7	that	that	SCONJ
bracis-33634	213	8	the	the	DET
bracis-33634	213	9	pre	pre	ADJ
bracis-33634	213	10	-	-	ADJ
bracis-33634	213	11	training	training	ADJ
bracis-33634	213	12	process	process	NOUN
bracis-33634	213	13	offers	offer	VERB
bracis-33634	213	14	substantial	substantial	ADJ
bracis-33634	213	15	benefits	benefit	NOUN
bracis-33634	213	16	for	for	ADP
bracis-33634	213	17	the	the	DET
bracis-33634	213	18	downstream	downstream	ADJ
bracis-33634	213	19	model	model	NOUN
bracis-33634	213	20	across	across	ADP
bracis-33634	213	21	all	all	DET
bracis-33634	213	22	datasets	dataset	NOUN
bracis-33634	213	23	.	.	PUNCT
bracis-33634	214	1	moreover	moreover	ADV
bracis-33634	214	2	,	,	PUNCT
bracis-33634	214	3	using	use	VERB
bracis-33634	214	4	the	the	DET
bracis-33634	214	5	pre	pre	ADJ
bracis-33634	214	6	-	-	ADJ
bracis-33634	214	7	training	training	ADJ
bracis-33634	214	8	process	process	NOUN
bracis-33634	214	9	,	,	PUNCT
bracis-33634	214	10	just	just	ADV
bracis-33634	214	11	5	5	NUM
bracis-33634	214	12	%	%	NOUN
bracis-33634	214	13	of	of	ADP
bracis-33634	214	14	the	the	DET
bracis-33634	214	15	data	datum	NOUN
bracis-33634	214	16	 	 	SPACE
bracis-33634	214	17	was	be	AUX
bracis-33634	214	18	sufficient	sufficient	ADJ
bracis-33634	214	19	to	to	PART
bracis-33634	214	20	achieve	achieve	VERB
bracis-33634	214	21	an	an	DET
bracis-33634	214	22	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	214	23	comparable	comparable	ADJ
bracis-33634	214	24	to	to	ADP
bracis-33634	214	25	that	that	PRON
bracis-33634	214	26	obtained	obtain	VERB
bracis-33634	214	27	 	 	SPACE
bracis-33634	214	28	with	with	ADP
bracis-33634	214	29	100	100	NUM
bracis-33634	214	30	%	%	NOUN
bracis-33634	214	31	of	of	ADP
bracis-33634	214	32	the	the	DET
bracis-33634	214	33	data	datum	NOUN
bracis-33634	214	34	.	.	PUNCT
bracis-33634	215	1	this	this	DET
bracis-33634	215	2	highlights	highlight	VERB
bracis-33634	215	3	the	the	DET
bracis-33634	215	4	effectiveness	effectiveness	NOUN
bracis-33634	215	5	of	of	ADP
bracis-33634	215	6	pre	pre	NOUN
bracis-33634	215	7	-	-	NOUN
bracis-33634	215	8	training	training	NOUN
bracis-33634	215	9	with	with	ADP
bracis-33634	215	10	ssl	ssl	PROPN
bracis-33634	215	11	over	over	ADP
bracis-33634	215	12	a	a	DET
bracis-33634	215	13	fully	fully	ADV
bracis-33634	215	14	-	-	PUNCT
bracis-33634	215	15	supervised	supervise	VERB
bracis-33634	215	16	training	training	NOUN
bracis-33634	215	17	,	,	PUNCT
bracis-33634	215	18	particularly	particularly	ADV
bracis-33634	215	19	in	in	ADP
bracis-33634	215	20	scenarios	scenario	NOUN
bracis-33634	215	21	with	with	ADP
bracis-33634	215	22	limited	limited	ADJ
bracis-33634	215	23	data	datum	NOUN
bracis-33634	215	24	.	.	PUNCT
bracis-33634	216	1	furthermore	furthermore	ADV
bracis-33634	216	2	,	,	PUNCT
bracis-33634	216	3	it	it	PRON
bracis-33634	216	4	is	be	AUX
bracis-33634	216	5	possible	possible	ADJ
bracis-33634	216	6	to	to	PART
bracis-33634	216	7	observe	observe	VERB
bracis-33634	216	8	that	that	SCONJ
bracis-33634	216	9	 	 	SPACE
bracis-33634	216	10	the	the	DET
bracis-33634	216	11	downstream	downstream	ADJ
bracis-33634	216	12	model	model	NOUN
bracis-33634	216	13	pre	pre	VERB
bracis-33634	216	14	-	-	VERB
bracis-33634	216	15	trained	train	VERB
bracis-33634	216	16	with	with	ADP
bracis-33634	216	17	cpc	cpc	PROPN
bracis-33634	216	18	achieved	achieve	VERB
bracis-33634	216	19	nearly	nearly	ADV
bracis-33634	216	20	the	the	DET
bracis-33634	216	21	 	 	SPACE
bracis-33634	216	22	same	same	ADJ
bracis-33634	216	23	\(f_1\)-score	\(f_1\)-score	ADV
bracis-33634	216	24	as	as	ADP
bracis-33634	216	25	the	the	DET
bracis-33634	216	26	convolutional	convolutional	ADJ
bracis-33634	216	27	network	network	NOUN
bracis-33634	216	28	from	from	ADP
bracis-33634	216	29	the	the	DET
bracis-33634	216	30	literature	literature	NOUN
bracis-33634	216	31	.	.	PUNCT
bracis-33634	217	1	5	5	NUM
bracis-33634	217	2	conclusions	conclusion	NOUN
bracis-33634	217	3	in	in	ADP
bracis-33634	217	4	this	this	DET
bracis-33634	217	5	work	work	NOUN
bracis-33634	217	6	we	we	PRON
bracis-33634	217	7	evaluated	evaluate	VERB
bracis-33634	217	8	how	how	SCONJ
bracis-33634	217	9	the	the	DET
bracis-33634	217	10	contrastive	contrastive	ADJ
bracis-33634	217	11	predictive	predictive	ADJ
bracis-33634	217	12	coding	code	VERB
bracis-33634	217	13	(	(	PUNCT
bracis-33634	217	14	cpc	cpc	NOUN
bracis-33634	217	15	)	)	PUNCT
bracis-33634	217	16	ssl	ssl	ADJ
bracis-33634	217	17	technique	technique	NOUN
bracis-33634	217	18	performs	perform	VERB
bracis-33634	217	19	on	on	ADP
bracis-33634	217	20	har	har	NOUN
bracis-33634	217	21	tasks	task	NOUN
bracis-33634	217	22	.	.	PUNCT
bracis-33634	218	1	first	first	ADV
bracis-33634	218	2	,	,	PUNCT
bracis-33634	218	3	we	we	PRON
bracis-33634	218	4	assessed	assess	VERB
bracis-33634	218	5	 	 	SPACE
bracis-33634	218	6	the	the	DET
bracis-33634	218	7	impact	impact	NOUN
bracis-33634	218	8	of	of	ADP
bracis-33634	218	9	data	datum	NOUN
bracis-33634	218	10	variety	variety	NOUN
bracis-33634	218	11	on	on	ADP
bracis-33634	218	12	model	model	NOUN
bracis-33634	218	13	pre	pre	NOUN
bracis-33634	218	14	-	-	NOUN
bracis-33634	218	15	training	training	NOUN
bracis-33634	218	16	using	use	VERB
bracis-33634	218	17	15	15	NUM
bracis-33634	218	18	combinations	combination	NOUN
bracis-33634	218	19	of	of	ADP
bracis-33634	218	20	four	four	NUM
bracis-33634	218	21	distinct	distinct	ADJ
bracis-33634	218	22	har	har	NOUN
bracis-33634	218	23	datasets	dataset	NOUN
bracis-33634	218	24	.	.	PUNCT
bracis-33634	219	1	our	our	PRON
bracis-33634	219	2	evaluation	evaluation	NOUN
bracis-33634	219	3	reveals	reveal	VERB
bracis-33634	219	4	that	that	SCONJ
bracis-33634	219	5	 	 	SPACE
bracis-33634	219	6	model	model	NOUN
bracis-33634	219	7	performance	performance	NOUN
bracis-33634	219	8	can	can	AUX
bracis-33634	219	9	vary	vary	VERB
bracis-33634	219	10	significantly	significantly	ADV
bracis-33634	219	11	based	base	VERB
bracis-33634	219	12	on	on	ADP
bracis-33634	219	13	the	the	DET
bracis-33634	219	14	pre	pre	ADJ
bracis-33634	219	15	-	-	ADJ
bracis-33634	219	16	training	training	ADJ
bracis-33634	219	17	datasets	dataset	NOUN
bracis-33634	219	18	,	,	PUNCT
bracis-33634	219	19	with	with	ADP
bracis-33634	219	20	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	219	21	changes	change	NOUN
bracis-33634	219	22	ranging	range	VERB
bracis-33634	219	23	from	from	ADP
bracis-33634	219	24	9.6	9.6	NUM
bracis-33634	219	25	to	to	PART
bracis-33634	219	26	13	13	NUM
bracis-33634	219	27	%	%	NOUN
bracis-33634	219	28	points	point	NOUN
bracis-33634	219	29	across	across	ADP
bracis-33634	219	30	different	different	ADJ
bracis-33634	219	31	target	target	NOUN
bracis-33634	219	32	datasets	dataset	NOUN
bracis-33634	219	33	(	(	PUNCT
bracis-33634	219	34	i.e.	i.e.	X
bracis-33634	219	35	,	,	PUNCT
bracis-33634	219	36	the	the	DET
bracis-33634	219	37	ones	one	NOUN
bracis-33634	219	38	used	use	VERB
bracis-33634	219	39	on	on	ADP
bracis-33634	219	40	 	 	SPACE
bracis-33634	219	41	the	the	DET
bracis-33634	219	42	downstream	downstream	ADJ
bracis-33634	219	43	task	task	NOUN
bracis-33634	219	44	)	)	PUNCT
bracis-33634	219	45	.	.	PUNCT
bracis-33634	220	1	it	it	PRON
bracis-33634	220	2	also	also	ADV
bracis-33634	220	3	shows	show	VERB
bracis-33634	220	4	that	that	SCONJ
bracis-33634	220	5	,	,	PUNCT
bracis-33634	220	6	in	in	ADP
bracis-33634	220	7	most	most	ADJ
bracis-33634	220	8	cases	case	NOUN
bracis-33634	220	9	,	,	PUNCT
bracis-33634	220	10	there	there	PRON
bracis-33634	220	11	is	be	VERB
bracis-33634	220	12	 	 	SPACE
bracis-33634	220	13	a	a	DET
bracis-33634	220	14	noticeable	noticeable	ADJ
bracis-33634	220	15	difference	difference	NOUN
bracis-33634	220	16	in	in	ADP
bracis-33634	220	17	performance	performance	NOUN
bracis-33634	220	18	when	when	SCONJ
bracis-33634	220	19	the	the	DET
bracis-33634	220	20	target	target	NOUN
bracis-33634	220	21	dataset	dataset	NOUN
bracis-33634	220	22	 	 	SPACE
bracis-33634	220	23	is	be	AUX
bracis-33634	220	24	included	include	VERB
bracis-33634	220	25	in	in	ADP
bracis-33634	220	26	the	the	DET
bracis-33634	220	27	pre	pre	ADJ
bracis-33634	220	28	-	-	ADJ
bracis-33634	220	29	training	training	ADJ
bracis-33634	220	30	process	process	NOUN
bracis-33634	220	31	.	.	PUNCT
bracis-33634	221	1	moreover	moreover	ADV
bracis-33634	221	2	,	,	PUNCT
bracis-33634	221	3	we	we	PRON
bracis-33634	221	4	observed	observe	VERB
bracis-33634	221	5	 	 	SPACE
bracis-33634	221	6	that	that	SCONJ
bracis-33634	221	7	using	use	VERB
bracis-33634	221	8	all	all	DET
bracis-33634	221	9	four	four	NUM
bracis-33634	221	10	datasets	dataset	NOUN
bracis-33634	221	11	during	during	ADP
bracis-33634	221	12	pre	pre	ADJ
bracis-33634	221	13	-	-	ADJ
bracis-33634	221	14	training	training	NOUN
bracis-33634	221	15	produced	produce	VERB
bracis-33634	221	16	a	a	DET
bracis-33634	221	17	high	high	ADJ
bracis-33634	221	18	-	-	PUNCT
bracis-33634	221	19	quality	quality	NOUN
bracis-33634	221	20	backbone	backbone	NOUN
bracis-33634	221	21	,	,	PUNCT
bracis-33634	221	22	leading	lead	VERB
bracis-33634	221	23	to	to	ADP
bracis-33634	221	24	downstream	downstream	ADJ
bracis-33634	221	25	models	model	NOUN
bracis-33634	221	26	that	that	PRON
bracis-33634	221	27	perform	perform	VERB
bracis-33634	221	28	very	very	ADV
bracis-33634	221	29	close	close	ADJ
bracis-33634	221	30	 	 	SPACE
bracis-33634	221	31	to	to	ADP
bracis-33634	221	32	the	the	DET
bracis-33634	221	33	best	good	ADJ
bracis-33634	221	34	models	model	NOUN
bracis-33634	221	35	on	on	ADP
bracis-33634	221	36	all	all	DET
bracis-33634	221	37	target	target	NOUN
bracis-33634	221	38	datasets	dataset	NOUN
bracis-33634	221	39	.	.	PUNCT
bracis-33634	222	1	these	these	DET
bracis-33634	222	2	results	result	NOUN
bracis-33634	222	3	highlight	highlight	VERB
bracis-33634	222	4	 	 	SPACE
bracis-33634	222	5	the	the	DET
bracis-33634	222	6	critical	critical	ADJ
bracis-33634	222	7	importance	importance	NOUN
bracis-33634	222	8	of	of	ADP
bracis-33634	222	9	selecting	select	VERB
bracis-33634	222	10	pre	pre	ADJ
bracis-33634	222	11	-	-	ADJ
bracis-33634	222	12	training	training	ADJ
bracis-33634	222	13	datasets	dataset	NOUN
bracis-33634	222	14	aligned	align	VERB
bracis-33634	222	15	 	 	SPACE
bracis-33634	222	16	with	with	ADP
bracis-33634	222	17	the	the	DET
bracis-33634	222	18	downstream	downstream	ADJ
bracis-33634	222	19	task	task	NOUN
bracis-33634	222	20	domain	domain	NOUN
bracis-33634	222	21	.	.	PUNCT
bracis-33634	223	1	we	we	PRON
bracis-33634	223	2	then	then	ADV
bracis-33634	223	3	conducted	conduct	VERB
bracis-33634	223	4	a	a	DET
bracis-33634	223	5	qualitative	qualitative	ADJ
bracis-33634	223	6	analysis	analysis	NOUN
bracis-33634	223	7	of	of	ADP
bracis-33634	223	8	the	the	DET
bracis-33634	223	9	backbone	backbone	NOUN
bracis-33634	223	10	pre	pre	VERB
bracis-33634	223	11	-	-	VERB
bracis-33634	223	12	trained	train	VERB
bracis-33634	223	13	with	with	ADP
bracis-33634	223	14	all	all	DET
bracis-33634	223	15	four	four	NUM
bracis-33634	223	16	datasets	dataset	NOUN
bracis-33634	223	17	and	and	CCONJ
bracis-33634	223	18	found	find	VERB
bracis-33634	223	19	that	that	SCONJ
bracis-33634	223	20	it	it	PRON
bracis-33634	223	21	generally	generally	ADV
bracis-33634	223	22	extracted	extract	VERB
bracis-33634	223	23	features	feature	NOUN
bracis-33634	223	24	that	that	PRON
bracis-33634	223	25	effectively	effectively	ADV
bracis-33634	223	26	enhanced	enhance	VERB
bracis-33634	223	27	the	the	DET
bracis-33634	223	28	clustering	clustering	NOUN
bracis-33634	223	29	of	of	ADP
bracis-33634	223	30	samples	sample	NOUN
bracis-33634	223	31	 	 	SPACE
bracis-33634	223	32	by	by	ADP
bracis-33634	223	33	their	their	PRON
bracis-33634	223	34	classes	class	NOUN
bracis-33634	223	35	.	.	PUNCT
bracis-33634	224	1	finally	finally	ADV
bracis-33634	224	2	,	,	PUNCT
bracis-33634	224	3	we	we	PRON
bracis-33634	224	4	assessed	assess	VERB
bracis-33634	224	5	the	the	DET
bracis-33634	224	6	impact	impact	NOUN
bracis-33634	224	7	of	of	ADP
bracis-33634	224	8	pre	pre	NOUN
bracis-33634	224	9	-	-	NOUN
bracis-33634	224	10	training	training	NOUN
bracis-33634	224	11	on	on	ADP
bracis-33634	224	12	the	the	DET
bracis-33634	224	13	performance	performance	NOUN
bracis-33634	224	14	of	of	ADP
bracis-33634	224	15	the	the	DET
bracis-33634	224	16	downstream	downstream	ADJ
bracis-33634	224	17	model	model	NOUN
bracis-33634	224	18	when	when	SCONJ
bracis-33634	224	19	trained	train	VERB
bracis-33634	224	20	with	with	ADP
bracis-33634	224	21	limited	limited	ADJ
bracis-33634	224	22	data	datum	NOUN
bracis-33634	224	23	,	,	PUNCT
bracis-33634	224	24	i.e.	i.e.	X
bracis-33634	224	25	,	,	PUNCT
bracis-33634	224	26	 	 	SPACE
bracis-33634	224	27	using	use	VERB
bracis-33634	224	28	only	only	ADV
bracis-33634	224	29	a	a	DET
bracis-33634	224	30	fraction	fraction	NOUN
bracis-33634	224	31	of	of	ADP
bracis-33634	224	32	total	total	ADJ
bracis-33634	224	33	data	datum	NOUN
bracis-33634	224	34	used	use	VERB
bracis-33634	224	35	to	to	PART
bracis-33634	224	36	train	train	VERB
bracis-33634	224	37	,	,	PUNCT
bracis-33634	224	38	and	and	CCONJ
bracis-33634	224	39	showed	show	VERB
bracis-33634	224	40	that	that	SCONJ
bracis-33634	224	41	 	 	SPACE
bracis-33634	224	42	the	the	DET
bracis-33634	224	43	pre	pre	ADJ
bracis-33634	224	44	-	-	ADJ
bracis-33634	224	45	training	training	ADJ
bracis-33634	224	46	process	process	NOUN
bracis-33634	224	47	provided	provide	VERB
bracis-33634	224	48	significant	significant	ADJ
bracis-33634	224	49	benefits	benefit	NOUN
bracis-33634	224	50	across	across	ADP
bracis-33634	224	51	all	all	DET
bracis-33634	224	52	target	target	NOUN
bracis-33634	224	53	datasets	dataset	NOUN
bracis-33634	224	54	.	.	PUNCT
bracis-33634	225	1	this	this	PRON
bracis-33634	225	2	suggests	suggest	VERB
bracis-33634	225	3	that	that	SCONJ
bracis-33634	225	4	cpc	cpc	PROPN
bracis-33634	225	5	enables	enable	VERB
bracis-33634	225	6	the	the	DET
bracis-33634	225	7	backbone	backbone	NOUN
bracis-33634	225	8	to	to	PART
bracis-33634	225	9	 	 	SPACE
bracis-33634	225	10	learn	learn	VERB
bracis-33634	225	11	subtle	subtle	ADJ
bracis-33634	225	12	and	and	CCONJ
bracis-33634	225	13	essential	essential	ADJ
bracis-33634	225	14	features	feature	NOUN
bracis-33634	225	15	of	of	ADP
bracis-33634	225	16	the	the	DET
bracis-33634	225	17	problem	problem	NOUN
bracis-33634	225	18	domain	domain	NOUN
bracis-33634	225	19	.	.	PUNCT
bracis-33634	226	1	additionally	additionally	ADV
bracis-33634	226	2	,	,	PUNCT
bracis-33634	226	3	with	with	ADP
bracis-33634	226	4	the	the	DET
bracis-33634	226	5	pre	pre	ADJ
bracis-33634	226	6	-	-	ADJ
bracis-33634	226	7	trained	train	VERB
bracis-33634	226	8	backbone	backbone	NOUN
bracis-33634	226	9	,	,	PUNCT
bracis-33634	226	10	using	use	VERB
bracis-33634	226	11	just	just	ADV
bracis-33634	226	12	5	5	NUM
bracis-33634	226	13	%	%	NOUN
bracis-33634	226	14	of	of	ADP
bracis-33634	226	15	the	the	DET
bracis-33634	226	16	data	datum	NOUN
bracis-33634	226	17	 	 	SPACE
bracis-33634	226	18	was	be	AUX
bracis-33634	226	19	sufficient	sufficient	ADJ
bracis-33634	226	20	to	to	PART
bracis-33634	226	21	achieve	achieve	VERB
bracis-33634	226	22	an	an	DET
bracis-33634	226	23	\(f_1\)-score	\(f_1\)-score	ADJ
bracis-33634	226	24	comparable	comparable	ADJ
bracis-33634	226	25	to	to	ADP
bracis-33634	226	26	that	that	PRON
bracis-33634	226	27	obtained	obtain	VERB
bracis-33634	226	28	 	 	SPACE
bracis-33634	226	29	with	with	ADP
bracis-33634	226	30	100	100	NUM
bracis-33634	226	31	%	%	NOUN
bracis-33634	226	32	of	of	ADP
bracis-33634	226	33	the	the	DET
bracis-33634	226	34	data	datum	NOUN
bracis-33634	226	35	.	.	PUNCT
bracis-33634	227	1	for	for	ADP
bracis-33634	227	2	future	future	ADJ
bracis-33634	227	3	work	work	NOUN
bracis-33634	227	4	,	,	PUNCT
bracis-33634	227	5	we	we	PRON
bracis-33634	227	6	suggest	suggest	VERB
bracis-33634	227	7	:	:	PUNCT
bracis-33634	227	8	(	(	PUNCT
bracis-33634	227	9	i	i	NOUN
bracis-33634	227	10	)	)	PUNCT
bracis-33634	227	11	investigating	investigate	VERB
bracis-33634	227	12	how	how	SCONJ
bracis-33634	227	13	varying	vary	VERB
bracis-33634	227	14	the	the	DET
bracis-33634	227	15	amount	amount	NOUN
bracis-33634	227	16	of	of	ADP
bracis-33634	227	17	data	datum	NOUN
bracis-33634	227	18	used	use	VERB
bracis-33634	227	19	during	during	ADP
bracis-33634	227	20	pre	pre	ADJ
bracis-33634	227	21	-	-	ADJ
bracis-33634	227	22	training	training	ADJ
bracis-33634	227	23	impacts	impact	NOUN
bracis-33634	227	24	the	the	DET
bracis-33634	227	25	learned	learn	VERB
bracis-33634	227	26	representation	representation	NOUN
bracis-33634	227	27	,	,	PUNCT
bracis-33634	227	28	similar	similar	ADJ
bracis-33634	227	29	to	to	ADP
bracis-33634	227	30	the	the	DET
bracis-33634	227	31	approach	approach	NOUN
bracis-33634	227	32	taken	take	VERB
bracis-33634	227	33	by	by	ADP
bracis-33634	227	34	dhekane	dhekane	NOUN
bracis-33634	227	35	et	et	PROPN
bracis-33634	227	36	al	al	PROPN
bracis-33634	227	37	.	.	PUNCT
bracis-33634	228	1	[	[	X
bracis-33634	228	2	3	3	NUM
bracis-33634	228	3	]	]	PUNCT
bracis-33634	228	4	;	;	PUNCT
bracis-33634	228	5	and	and	CCONJ
bracis-33634	228	6	(	(	PUNCT
bracis-33634	228	7	ii	ii	NOUN
bracis-33634	228	8	)	)	PUNCT
bracis-33634	228	9	exploring	explore	VERB
bracis-33634	228	10	whether	whether	SCONJ
bracis-33634	228	11	including	include	VERB
bracis-33634	228	12	datasets	dataset	NOUN
bracis-33634	228	13	with	with	ADP
bracis-33634	228	14	similar	similar	ADJ
bracis-33634	228	15	characteristics	characteristic	NOUN
bracis-33634	228	16	can	can	AUX
bracis-33634	228	17	enhance	enhance	VERB
bracis-33634	228	18	 	 	SPACE
bracis-33634	228	19	the	the	DET
bracis-33634	228	20	performance	performance	NOUN
bracis-33634	228	21	of	of	ADP
bracis-33634	228	22	the	the	DET
bracis-33634	228	23	backbone	backbone	NOUN
bracis-33634	228	24	model	model	NOUN
bracis-33634	228	25	.	.	PUNCT
bracis-33634	229	1	all	all	DET
bracis-33634	229	2	codes	code	NOUN
bracis-33634	229	3	are	be	AUX
bracis-33634	229	4	open	open	ADJ
bracis-33634	229	5	-	-	PUNCT
bracis-33634	229	6	source	source	NOUN
bracis-33634	229	7	and	and	CCONJ
bracis-33634	229	8	available	available	ADJ
bracis-33634	229	9	 	 	SPACE
bracis-33634	229	10	at	at	ADP
bracis-33634	229	11	https://github.com/h-iaac/kr-papers-artifacts	https://github.com/h-iaac/kr-papers-artifact	NOUN
bracis-33634	229	12	.	.	PUNCT
bracis-33634	230	1	the	the	DET
bracis-33634	230	2	datasets	dataset	NOUN
bracis-33634	230	3	can	can	AUX
bracis-33634	230	4	be	be	AUX
bracis-33634	230	5	made	make	VERB
bracis-33634	230	6	available	available	ADJ
bracis-33634	230	7	upon	upon	SCONJ
bracis-33634	230	8	request	request	NOUN
bracis-33634	230	9	for	for	ADP
bracis-33634	230	10	the	the	DET
bracis-33634	230	11	purpose	purpose	NOUN
bracis-33634	230	12	 	 	SPACE
bracis-33634	230	13	of	of	ADP
bracis-33634	230	14	reproducibility	reproducibility	NOUN
bracis-33634	230	15	.	.	PUNCT
bracis-33634	231	1	notes	note	VERB
bracis-33634	231	2	1.the	1.the	DET
bracis-33634	231	3	projection	projection	NOUN
bracis-33634	231	4	head	head	NOUN
bracis-33634	231	5	is	be	AUX
bracis-33634	231	6	usually	usually	ADV
bracis-33634	231	7	discarded	discard	VERB
bracis-33634	231	8	and	and	CCONJ
bracis-33634	231	9	it	it	PRON
bracis-33634	231	10	is	be	AUX
bracis-33634	231	11	not	not	PART
bracis-33634	231	12	used	use	VERB
bracis-33634	231	13	on	on	ADP
bracis-33634	231	14	the	the	DET
bracis-33634	231	15	downstream	downstream	ADJ
bracis-33634	231	16	model	model	NOUN
bracis-33634	231	17	.	.	PUNCT
bracis-33634	232	1	2.https://github.com/harkash/contrastive-predictive-coding-for-har	2.https://github.com/harkash/contrastive-predictive-coding-for-har	NUM
bracis-33634	232	2	.	.	PUNCT
bracis-33634	233	1	3.https://github.com/h-iaac/kr-papers-artifacts	3.https://github.com/h-iaac/kr-papers-artifacts	NUM
bracis-33634	233	2	.	.	PUNCT
bracis-33634	234	1	references	reference	NOUN
bracis-33634	234	2	balestriero	balestriero	NOUN
bracis-33634	234	3	,	,	PUNCT
bracis-33634	234	4	r.	r.	PROPN
bracis-33634	234	5	,	,	PUNCT
bracis-33634	234	6	et	et	PROPN
bracis-33634	234	7	 	 	SPACE
bracis-33634	234	8	al	al	PROPN
bracis-33634	234	9	.	.	PROPN
bracis-33634	234	10	:	:	PUNCT
bracis-33634	235	1	a	a	DET
bracis-33634	235	2	cookbook	cookbook	NOUN
bracis-33634	235	3	of	of	ADP
bracis-33634	235	4	self	self	NOUN
bracis-33634	235	5	-	-	PUNCT
bracis-33634	235	6	supervised	supervise	VERB
bracis-33634	235	7	learning	learning	NOUN
bracis-33634	235	8	.	.	PUNCT
bracis-33634	236	1	arxiv:2304.12210	arxiv:2304.12210	PROPN
bracis-33634	236	2	(	(	PUNCT
bracis-33634	236	3	2023	2023	NUM
bracis-33634	236	4	)	)	PUNCT
bracis-33634	236	5	chen	chen	PROPN
bracis-33634	236	6	,	,	PUNCT
bracis-33634	236	7	t.	t.	PROPN
bracis-33634	236	8	,	,	PUNCT
bracis-33634	236	9	kornblith	kornblith	PROPN
bracis-33634	236	10	,	,	PUNCT
bracis-33634	236	11	s.	s.	PROPN
bracis-33634	236	12	,	,	PUNCT
bracis-33634	236	13	norouzi	norouzi	PROPN
bracis-33634	236	14	,	,	PUNCT
bracis-33634	236	15	m.	m.	NOUN
bracis-33634	236	16	,	,	PUNCT
bracis-33634	236	17	hinton	hinton	PROPN
bracis-33634	236	18	,	,	PUNCT
bracis-33634	236	19	g.	g.	PROPN
bracis-33634	236	20	:	:	PUNCT
bracis-33634	236	21	simclr	simclr	NOUN
bracis-33634	236	22	:	:	PUNCT
bracis-33634	236	23	a	a	DET
bracis-33634	236	24	simple	simple	ADJ
bracis-33634	236	25	framework	framework	NOUN
bracis-33634	236	26	for	for	ADP
bracis-33634	236	27	contrastive	contrastive	ADJ
bracis-33634	236	28	learning	learning	NOUN
bracis-33634	236	29	of	of	ADP
bracis-33634	236	30	visual	visual	ADJ
bracis-33634	236	31	representations	representation	NOUN
bracis-33634	236	32	.	.	PUNCT
bracis-33634	237	1	in	in	ADP
bracis-33634	237	2	:	:	PUNCT
bracis-33634	237	3	international	international	ADJ
bracis-33634	237	4	conference	conference	NOUN
bracis-33634	237	5	on	on	ADP
bracis-33634	237	6	learning	learn	VERB
bracis-33634	237	7	representations	representation	NOUN
bracis-33634	237	8	,	,	PUNCT
bracis-33634	237	9	vol	vol	NOUN
bracis-33634	237	10	.	.	NOUN
bracis-33634	237	11	2	2	NUM
bracis-33634	237	12	(	(	PUNCT
bracis-33634	237	13	2020	2020	NUM
bracis-33634	237	14	)	)	PUNCT
bracis-33634	237	15	google	google	NOUN
bracis-33634	237	16	scholar	scholar	NOUN
bracis-33634	237	17	  	  	SPACE
bracis-33634	237	18	dhekane	dhekane	NOUN
bracis-33634	237	19	,	,	PUNCT
bracis-33634	237	20	s.g	s.g	PROPN
bracis-33634	237	21	.	.	PROPN
bracis-33634	237	22	,	,	PUNCT
bracis-33634	237	23	haresamudram	haresamudram	PROPN
bracis-33634	237	24	,	,	PUNCT
bracis-33634	237	25	h.	h.	NOUN
bracis-33634	237	26	,	,	PUNCT
bracis-33634	237	27	thukral	thukral	ADJ
bracis-33634	237	28	,	,	PUNCT
bracis-33634	237	29	m.	m.	NOUN
bracis-33634	237	30	,	,	PUNCT
bracis-33634	237	31	plötz	plötz	NOUN
bracis-33634	237	32	,	,	PUNCT
bracis-33634	237	33	t.	t.	PROPN
bracis-33634	237	34	:	:	PUNCT
bracis-33634	237	35	how	how	SCONJ
bracis-33634	237	36	much	much	ADJ
bracis-33634	237	37	unlabeled	unlabele	VERB
bracis-33634	237	38	data	datum	NOUN
bracis-33634	237	39	is	be	AUX
bracis-33634	237	40	really	really	ADV
bracis-33634	237	41	needed	need	VERB
bracis-33634	237	42	for	for	ADP
bracis-33634	237	43	effective	effective	ADJ
bracis-33634	237	44	self	self	NOUN
bracis-33634	237	45	-	-	PUNCT
bracis-33634	237	46	supervised	supervise	VERB
bracis-33634	237	47	human	human	ADJ
bracis-33634	237	48	activity	activity	NOUN
bracis-33634	237	49	recognition	recognition	NOUN
bracis-33634	237	50	?	?	PUNCT
bracis-33634	238	1	in	in	ADP
bracis-33634	238	2	:	:	PUNCT
bracis-33634	238	3	proceedings	proceeding	NOUN
bracis-33634	238	4	of	of	ADP
bracis-33634	238	5	the	the	DET
bracis-33634	238	6	2023	2023	NUM
bracis-33634	238	7	acm	acm	PROPN
bracis-33634	238	8	international	international	ADJ
bracis-33634	238	9	symposium	symposium	NOUN
bracis-33634	238	10	on	on	ADP
bracis-33634	238	11	wearable	wearable	ADJ
bracis-33634	238	12	computers	computer	NOUN
bracis-33634	238	13	(	(	PUNCT
bracis-33634	238	14	2023	2023	NUM
bracis-33634	238	15	)	)	PUNCT
bracis-33634	238	16	google	google	PROPN
bracis-33634	238	17	scholar	scholar	NOUN
bracis-33634	238	18	  	  	SPACE
bracis-33634	238	19	ericsson	ericsson	PROPN
bracis-33634	238	20	,	,	PUNCT
bracis-33634	238	21	l.	l.	PROPN
bracis-33634	238	22	,	,	PUNCT
bracis-33634	238	23	gouk	gouk	PROPN
bracis-33634	238	24	,	,	PUNCT
bracis-33634	238	25	h.	h.	PROPN
bracis-33634	238	26	,	,	PUNCT
bracis-33634	238	27	loy	loy	PROPN
bracis-33634	238	28	,	,	PUNCT
bracis-33634	238	29	c.c	c.c	PROPN
bracis-33634	238	30	.	.	PROPN
bracis-33634	238	31	,	,	PUNCT
bracis-33634	238	32	hospedales	hospedale	VERB
bracis-33634	238	33	,	,	PUNCT
bracis-33634	238	34	t.m	t.m	PROPN
bracis-33634	238	35	.	.	NOUN
bracis-33634	238	36	:	:	PUNCT
bracis-33634	238	37	self	self	NOUN
bracis-33634	238	38	-	-	PUNCT
bracis-33634	238	39	supervised	supervise	VERB
bracis-33634	238	40	representation	representation	NOUN
bracis-33634	238	41	learning	learning	NOUN
bracis-33634	238	42	:	:	PUNCT
bracis-33634	239	1	introduction	introduction	NOUN
bracis-33634	239	2	,	,	PUNCT
bracis-33634	239	3	advances	advance	NOUN
bracis-33634	239	4	,	,	PUNCT
bracis-33634	239	5	and	and	CCONJ
bracis-33634	239	6	challenges	challenge	NOUN
bracis-33634	239	7	.	.	PUNCT
bracis-33634	240	1	ieee	ieee	PROPN
bracis-33634	240	2	sig	sig	PROPN
bracis-33634	240	3	.	.	PUNCT
bracis-33634	240	4	process	process	NOUN
bracis-33634	240	5	.	.	PUNCT
bracis-33634	241	1	mag	mag	INTJ
bracis-33634	241	2	.	.	PUNCT
bracis-33634	242	1	39(3	39(3	NUM
bracis-33634	242	2	)	)	PUNCT
bracis-33634	242	3	(	(	PUNCT
bracis-33634	242	4	2022	2022	NUM
bracis-33634	242	5	)	)	PUNCT
bracis-33634	242	6	google	google	NOUN
bracis-33634	242	7	scholar	scholar	NOUN
bracis-33634	242	8	  	  	SPACE
bracis-33634	242	9	haresamudram	haresamudram	NOUN
bracis-33634	242	10	,	,	PUNCT
bracis-33634	242	11	h.	h.	PROPN
bracis-33634	242	12	,	,	PUNCT
bracis-33634	242	13	et	et	PROPN
bracis-33634	242	14	al	al	PROPN
bracis-33634	242	15	.	.	PROPN
bracis-33634	242	16	:	:	PUNCT
bracis-33634	243	1	masked	mask	VERB
bracis-33634	243	2	reconstruction	reconstruction	NOUN
bracis-33634	243	3	based	base	VERB
bracis-33634	243	4	self	self	NOUN
bracis-33634	243	5	-	-	PUNCT
bracis-33634	243	6	supervision	supervision	NOUN
bracis-33634	243	7	for	for	ADP
bracis-33634	243	8	human	human	ADJ
bracis-33634	243	9	activity	activity	NOUN
bracis-33634	243	10	recognition	recognition	NOUN
bracis-33634	243	11	.	.	PUNCT
bracis-33634	244	1	in	in	ADP
bracis-33634	244	2	:	:	PUNCT
bracis-33634	244	3	iswc	iswc	NOUN
bracis-33634	244	4	2020	2020	NUM
bracis-33634	244	5	,	,	PUNCT
bracis-33634	244	6	pp	pp	ADV
bracis-33634	244	7	.	.	PUNCT
bracis-33634	245	1	45–49	45–49	NUM
bracis-33634	245	2	(	(	PUNCT
bracis-33634	245	3	2020	2020	NUM
bracis-33634	245	4	)	)	PUNCT
bracis-33634	245	5	google	google	NOUN
bracis-33634	245	6	scholar	scholar	NOUN
bracis-33634	245	7	  	  	SPACE
bracis-33634	245	8	haresamudram	haresamudram	NOUN
bracis-33634	245	9	,	,	PUNCT
bracis-33634	245	10	h.	h.	PROPN
bracis-33634	245	11	,	,	PUNCT
bracis-33634	245	12	essa	essa	PROPN
bracis-33634	245	13	,	,	PUNCT
bracis-33634	245	14	i.	i.	PROPN
bracis-33634	245	15	,	,	PUNCT
bracis-33634	245	16	plötz	plötz	NOUN
bracis-33634	245	17	,	,	PUNCT
bracis-33634	245	18	t.	t.	PROPN
bracis-33634	245	19	:	:	PUNCT
bracis-33634	245	20	contrastive	contrastive	ADJ
bracis-33634	245	21	predictive	predictive	ADJ
bracis-33634	245	22	coding	coding	NOUN
bracis-33634	245	23	for	for	ADP
bracis-33634	245	24	human	human	ADJ
bracis-33634	245	25	activity	activity	NOUN
bracis-33634	245	26	recognition	recognition	NOUN
bracis-33634	245	27	.	.	PUNCT
bracis-33634	246	1	in	in	ADP
bracis-33634	246	2	:	:	PUNCT
bracis-33634	246	3	proceedings	proceeding	NOUN
bracis-33634	246	4	of	of	ADP
bracis-33634	246	5	the	the	DET
bracis-33634	246	6	acm	acm	NOUN
bracis-33634	246	7	on	on	ADP
bracis-33634	246	8	interactive	interactive	ADJ
bracis-33634	246	9	,	,	PUNCT
bracis-33634	246	10	mobile	mobile	ADJ
bracis-33634	246	11	,	,	PUNCT
bracis-33634	246	12	wearable	wearable	ADJ
bracis-33634	246	13	and	and	CCONJ
bracis-33634	246	14	ubiquitous	ubiquitous	ADJ
bracis-33634	246	15	technologies	technology	NOUN
bracis-33634	246	16	,	,	PUNCT
bracis-33634	246	17	vol	vol	NOUN
bracis-33634	246	18	.	.	PROPN
bracis-33634	246	19	5	5	NUM
bracis-33634	246	20	,	,	PUNCT
bracis-33634	246	21	no	no	INTJ
bracis-33634	246	22	.	.	NOUN
bracis-33634	246	23	2	2	NUM
bracis-33634	246	24	(	(	PUNCT
bracis-33634	246	25	2021	2021	NUM
bracis-33634	246	26	)	)	PUNCT
bracis-33634	246	27	google	google	NOUN
bracis-33634	246	28	scholar	scholar	NOUN
bracis-33634	246	29	  	  	SPACE
bracis-33634	246	30	reyes	reyes	PROPN
bracis-33634	246	31	-	-	PUNCT
bracis-33634	246	32	ortiz	ortiz	PROPN
bracis-33634	246	33	,	,	PUNCT
bracis-33634	246	34	j.l	j.l	PROPN
bracis-33634	246	35	.	.	PROPN
bracis-33634	246	36	,	,	PUNCT
bracis-33634	246	37	anguita	anguita	PROPN
bracis-33634	246	38	,	,	PUNCT
bracis-33634	246	39	d.	d.	PROPN
bracis-33634	246	40	:	:	PUNCT
bracis-33634	246	41	smartphone	smartphone	NOUN
bracis-33634	246	42	-	-	PUNCT
bracis-33634	246	43	based	base	VERB
bracis-33634	246	44	recognition	recognition	NOUN
bracis-33634	246	45	of	of	ADP
bracis-33634	246	46	human	human	ADJ
bracis-33634	246	47	activities	activity	NOUN
bracis-33634	246	48	and	and	CCONJ
bracis-33634	246	49	postural	postural	ADJ
bracis-33634	246	50	transitions	transition	NOUN
bracis-33634	246	51	(	(	PUNCT
bracis-33634	246	52	2015	2015	NUM
bracis-33634	246	53	)	)	PUNCT
bracis-33634	246	54	google	google	PROPN
bracis-33634	246	55	scholar	scholar	NOUN
bracis-33634	246	56	  	  	SPACE
bracis-33634	246	57	van	van	PROPN
bracis-33634	246	58	der	der	NOUN
bracis-33634	246	59	maaten	maaten	VERB
bracis-33634	246	60	,	,	PUNCT
bracis-33634	246	61	l.	l.	PROPN
bracis-33634	246	62	,	,	PUNCT
bracis-33634	246	63	hinton	hinton	PROPN
bracis-33634	246	64	,	,	PUNCT
bracis-33634	246	65	g.	g.	PROPN
bracis-33634	246	66	:	:	PUNCT
bracis-33634	246	67	visualizing	visualize	VERB
bracis-33634	246	68	data	datum	NOUN
bracis-33634	246	69	using	use	VERB
bracis-33634	246	70	t	t	PROPN
bracis-33634	246	71	-	-	PUNCT
bracis-33634	246	72	sne	sne	NOUN
bracis-33634	246	73	.	.	PUNCT
bracis-33634	247	1	j.	j.	PROPN
bracis-33634	247	2	mach	mach	PROPN
bracis-33634	247	3	.	.	PUNCT
bracis-33634	248	1	learn	learn	VERB
bracis-33634	248	2	.	.	PUNCT
bracis-33634	249	1	res	re	NOUN
bracis-33634	249	2	.	.	PUNCT
bracis-33634	250	1	9(11	9(11	NUM
bracis-33634	250	2	)	)	PUNCT
bracis-33634	250	3	(	(	PUNCT
bracis-33634	250	4	2008	2008	NUM
bracis-33634	250	5	)	)	PUNCT
bracis-33634	250	6	google	google	NOUN
bracis-33634	250	7	scholar	scholar	NOUN
bracis-33634	250	8	  	  	SPACE
bracis-33634	250	9	malekzadeh	malekzadeh	NOUN
bracis-33634	250	10	,	,	PUNCT
bracis-33634	250	11	m.	m.	NOUN
bracis-33634	250	12	:	:	PUNCT
bracis-33634	250	13	motionsense	motionsense	NOUN
bracis-33634	250	14	dataset	dataset	NOUN
bracis-33634	250	15	:	:	PUNCT
bracis-33634	250	16	smartphone	smartphone	NOUN
bracis-33634	250	17	sensor	sensor	NOUN
bracis-33634	250	18	data	data	VERB
bracis-33634	250	19	har	har	NOUN
bracis-33634	250	20	google	google	PROPN
bracis-33634	250	21	scholar	scholar	NOUN
bracis-33634	250	22	  	  	SPACE
bracis-33634	250	23	nahid	nahid	PROPN
bracis-33634	250	24	,	,	PUNCT
bracis-33634	250	25	a.a	a.a	PROPN
bracis-33634	250	26	.	.	PROPN
bracis-33634	250	27	,	,	PUNCT
bracis-33634	250	28	sikder	sikder	NOUN
bracis-33634	250	29	,	,	PUNCT
bracis-33634	250	30	n.	n.	NOUN
bracis-33634	250	31	,	,	PUNCT
bracis-33634	250	32	rafi	rafi	PROPN
bracis-33634	250	33	,	,	PUNCT
bracis-33634	250	34	i.	i.	PROPN
bracis-33634	250	35	:	:	PUNCT
bracis-33634	250	36	ku	ku	PROPN
bracis-33634	250	37	-	-	PUNCT
bracis-33634	250	38	har	har	PROPN
bracis-33634	250	39	:	:	PUNCT
bracis-33634	250	40	an	an	DET
bracis-33634	250	41	open	open	ADJ
bracis-33634	250	42	dataset	dataset	NOUN
bracis-33634	250	43	for	for	ADP
bracis-33634	250	44	human	human	ADJ
bracis-33634	250	45	activity	activity	NOUN
bracis-33634	250	46	recognition	recognition	NOUN
bracis-33634	250	47	.	.	PUNCT
bracis-33634	251	1	mendeley	mendeley	PROPN
bracis-33634	251	2	data	datum	NOUN
bracis-33634	251	3	(	(	PUNCT
bracis-33634	251	4	2021	2021	NUM
bracis-33634	251	5	)	)	PUNCT
bracis-33634	251	6	google	google	NOUN
bracis-33634	251	7	scholar	scholar	NOUN
bracis-33634	251	8	  	  	SPACE
bracis-33634	251	9	dataset	dataset	ADJ
bracis-33634	251	10	realworld	realworld	PROPN
bracis-33634	251	11	.	.	PUNCT
bracis-33634	252	1	universität	universität	PROPN
bracis-33634	252	2	mannheim	mannheim	PROPN
bracis-33634	252	3	,	,	PUNCT
bracis-33634	252	4	university	university	NOUN
bracis-33634	252	5	of	of	ADP
bracis-33634	252	6	 	 	SPACE
bracis-33634	252	7	mannheim	mannheim	PROPN
bracis-33634	252	8	google	google	PROPN
bracis-33634	252	9	scholar	scholar	NOUN
bracis-33634	252	10	  	  	SPACE
bracis-33634	252	11	oord	oord	PROPN
bracis-33634	252	12	,	,	PUNCT
bracis-33634	252	13	a.v.d	a.v.d	PROPN
bracis-33634	252	14	.	.	PROPN
bracis-33634	252	15	,	,	PUNCT
bracis-33634	252	16	li	li	PROPN
bracis-33634	252	17	,	,	PUNCT
bracis-33634	252	18	y.	y.	PROPN
bracis-33634	252	19	,	,	PUNCT
bracis-33634	252	20	vinyals	vinyal	NOUN
bracis-33634	252	21	,	,	PUNCT
bracis-33634	252	22	o.	o.	NOUN
bracis-33634	252	23	:	:	PUNCT
bracis-33634	252	24	representation	representation	NOUN
bracis-33634	252	25	learning	learn	VERB
bracis-33634	252	26	with	with	ADP
bracis-33634	252	27	contrastive	contrastive	ADJ
bracis-33634	252	28	predictive	predictive	ADJ
bracis-33634	252	29	coding	coding	NOUN
bracis-33634	252	30	.	.	PUNCT
bracis-33634	253	1	arxiv:1807.03748	arxiv:1807.03748	NOUN
bracis-33634	253	2	(	(	PUNCT
bracis-33634	253	3	2018	2018	NUM
bracis-33634	253	4	)	)	PUNCT
bracis-33634	253	5	qian	qian	PROPN
bracis-33634	253	6	,	,	PUNCT
bracis-33634	253	7	h.	h.	PROPN
bracis-33634	253	8	,	,	PUNCT
bracis-33634	253	9	tian	tian	PROPN
bracis-33634	253	10	,	,	PUNCT
bracis-33634	253	11	t.	t.	PROPN
bracis-33634	253	12	,	,	PUNCT
bracis-33634	253	13	miao	miao	NOUN
bracis-33634	253	14	,	,	PUNCT
bracis-33634	253	15	c.	c.	NOUN
bracis-33634	253	16	:	:	PUNCT
bracis-33634	253	17	what	what	PRON
bracis-33634	253	18	makes	make	VERB
bracis-33634	253	19	good	good	ADJ
bracis-33634	253	20	contrastive	contrastive	ADJ
bracis-33634	253	21	learning	learning	NOUN
bracis-33634	253	22	on	on	ADP
bracis-33634	253	23	small	small	ADJ
bracis-33634	253	24	-	-	PUNCT
bracis-33634	253	25	scale	scale	NOUN
bracis-33634	253	26	wearable	wearable	NOUN
bracis-33634	253	27	-	-	PUNCT
bracis-33634	253	28	based	base	VERB
bracis-33634	253	29	tasks	task	NOUN
bracis-33634	253	30	?	?	PUNCT
bracis-33634	254	1	in	in	ADP
bracis-33634	254	2	:	:	PUNCT
bracis-33634	254	3	zhang	zhang	PROPN
bracis-33634	254	4	,	,	PUNCT
bracis-33634	254	5	a.	a.	PROPN
bracis-33634	254	6	,	,	PUNCT
bracis-33634	254	7	rangwala	rangwala	NOUN
bracis-33634	254	8	,	,	PUNCT
bracis-33634	254	9	h.	h.	PROPN
bracis-33634	254	10	(	(	PUNCT
bracis-33634	254	11	eds	eds	PROPN
bracis-33634	254	12	.	.	PUNCT
bracis-33634	254	13	)	)	PUNCT
bracis-33634	255	1	kdd	kdd	PROPN
bracis-33634	255	2	’	’	PROPN
bracis-33634	255	3	22	22	NUM
bracis-33634	255	4	:	:	PUNCT
bracis-33634	255	5	the	the	DET
bracis-33634	255	6	28th	28th	ADJ
bracis-33634	255	7	acm	acm	NOUN
bracis-33634	255	8	sigkdd	sigkdd	NOUN
bracis-33634	255	9	and	and	CCONJ
bracis-33634	255	10	data	datum	NOUN
bracis-33634	255	11	mining	mining	NOUN
bracis-33634	255	12	(	(	PUNCT
bracis-33634	255	13	2022	2022	NUM
bracis-33634	255	14	)	)	PUNCT
bracis-33634	255	15	google	google	PROPN
bracis-33634	255	16	scholar	scholar	NOUN
bracis-33634	255	17	  	  	SPACE
bracis-33634	255	18	saeed	saeed	PROPN
bracis-33634	255	19	,	,	PUNCT
bracis-33634	255	20	a.	a.	NOUN
bracis-33634	255	21	,	,	PUNCT
bracis-33634	255	22	ozcelebi	ozcelebi	NOUN
bracis-33634	255	23	,	,	PUNCT
bracis-33634	255	24	t.	t.	PROPN
bracis-33634	255	25	,	,	PUNCT
bracis-33634	255	26	lukkien	lukkien	PROPN
bracis-33634	255	27	,	,	PUNCT
bracis-33634	255	28	j.	j.	PROPN
bracis-33634	255	29	:	:	PUNCT
bracis-33634	255	30	multi	multi	ADJ
bracis-33634	255	31	-	-	ADJ
bracis-33634	255	32	task	task	NOUN
bracis-33634	255	33	self	self	NOUN
bracis-33634	255	34	-	-	PUNCT
bracis-33634	255	35	supervised	supervise	VERB
bracis-33634	255	36	learning	learning	NOUN
bracis-33634	255	37	for	for	ADP
bracis-33634	255	38	human	human	ADJ
bracis-33634	255	39	activity	activity	NOUN
bracis-33634	255	40	detection	detection	NOUN
bracis-33634	255	41	.	.	PUNCT
bracis-33634	256	1	proc	proc	NOUN
bracis-33634	256	2	.	.	PUNCT
bracis-33634	256	3	acm	acm	PROPN
bracis-33634	256	4	interact	interact	PROPN
bracis-33634	256	5	.	.	PUNCT
bracis-33634	257	1	mob	mob	NOUN
bracis-33634	257	2	.	.	PUNCT
bracis-33634	258	1	wearable	wearable	ADJ
bracis-33634	258	2	ubiquit	ubiquit	NOUN
bracis-33634	258	3	.	.	PUNCT
bracis-33634	259	1	technol	technol	NOUN
bracis-33634	259	2	.	.	PUNCT
bracis-33634	260	1	3(2	3(2	NUM
bracis-33634	260	2	)	)	PUNCT
bracis-33634	260	3	(	(	PUNCT
bracis-33634	260	4	2019	2019	NUM
bracis-33634	260	5	)	)	PUNCT
bracis-33634	260	6	google	google	PROPN
bracis-33634	260	7	scholar	scholar	NOUN
bracis-33634	260	8	  	  	SPACE
bracis-33634	260	9	tang	tang	NOUN
bracis-33634	260	10	,	,	PUNCT
bracis-33634	260	11	c.i	c.i	PROPN
bracis-33634	260	12	.	.	PROPN
bracis-33634	260	13	,	,	PUNCT
bracis-33634	260	14	perez	perez	PROPN
bracis-33634	260	15	-	-	PUNCT
bracis-33634	260	16	pozuelo	pozuelo	NOUN
bracis-33634	260	17	,	,	PUNCT
bracis-33634	260	18	i.	i.	PROPN
bracis-33634	260	19	,	,	PUNCT
bracis-33634	260	20	spathis	spathis	PROPN
bracis-33634	260	21	,	,	PUNCT
bracis-33634	260	22	d.	d.	PROPN
bracis-33634	260	23	,	,	PUNCT
bracis-33634	260	24	brage	brage	NOUN
bracis-33634	260	25	,	,	PUNCT
bracis-33634	260	26	s.	s.	PROPN
bracis-33634	260	27	,	,	PUNCT
bracis-33634	260	28	wareham	wareham	PROPN
bracis-33634	260	29	,	,	PUNCT
bracis-33634	260	30	n.	n.	PROPN
bracis-33634	260	31	,	,	PUNCT
bracis-33634	260	32	mascolo	mascolo	PROPN
bracis-33634	260	33	,	,	PUNCT
bracis-33634	260	34	c.	c.	PROPN
bracis-33634	260	35	:	:	PUNCT
bracis-33634	260	36	selfhar	selfhar	PROPN
bracis-33634	260	37	:	:	PUNCT
bracis-33634	260	38	improving	improve	VERB
bracis-33634	260	39	human	human	ADJ
bracis-33634	260	40	activity	activity	NOUN
bracis-33634	260	41	recognition	recognition	NOUN
bracis-33634	260	42	through	through	ADP
bracis-33634	260	43	self	self	NOUN
bracis-33634	260	44	-	-	PUNCT
bracis-33634	260	45	training	training	NOUN
bracis-33634	260	46	with	with	ADP
bracis-33634	260	47	unlabeled	unlabeled	ADJ
bracis-33634	260	48	data	datum	NOUN
bracis-33634	260	49	.	.	PUNCT
bracis-33634	261	1	5(1	5(1	NUM
bracis-33634	261	2	)	)	PUNCT
bracis-33634	261	3	(	(	PUNCT
bracis-33634	261	4	2021	2021	NUM
bracis-33634	261	5	)	)	PUNCT
bracis-33634	261	6	google	google	PROPN
bracis-33634	261	7	scholar	scholar	NOUN
bracis-33634	261	8	  	  	SPACE
bracis-33634	261	9	tang	tang	NOUN
bracis-33634	261	10	,	,	PUNCT
bracis-33634	261	11	c.i	c.i	PROPN
bracis-33634	261	12	.	.	PROPN
bracis-33634	261	13	,	,	PUNCT
bracis-33634	261	14	perez	perez	PROPN
bracis-33634	261	15	-	-	PUNCT
bracis-33634	261	16	pozuelo	pozuelo	NOUN
bracis-33634	261	17	,	,	PUNCT
bracis-33634	261	18	i.	i.	PROPN
bracis-33634	261	19	,	,	PUNCT
bracis-33634	261	20	spathis	spathis	PROPN
bracis-33634	261	21	,	,	PUNCT
bracis-33634	261	22	d.	d.	PROPN
bracis-33634	261	23	,	,	PUNCT
bracis-33634	261	24	mascolo	mascolo	PROPN
bracis-33634	261	25	,	,	PUNCT
bracis-33634	261	26	c.	c.	NOUN
bracis-33634	261	27	:	:	PUNCT
bracis-33634	261	28	exploring	explore	VERB
bracis-33634	261	29	contrastive	contrastive	ADJ
bracis-33634	261	30	learning	learning	NOUN
bracis-33634	261	31	in	in	ADP
bracis-33634	261	32	human	human	ADJ
bracis-33634	261	33	activity	activity	NOUN
bracis-33634	261	34	recognition	recognition	NOUN
bracis-33634	261	35	for	for	ADP
bracis-33634	261	36	healthcare	healthcare	PROPN
bracis-33634	261	37	.	.	PUNCT
bracis-33634	262	1	arxiv:2011.11542	arxiv:2011.11542	PROPN
bracis-33634	262	2	(	(	PUNCT
bracis-33634	262	3	2020	2020	NUM
bracis-33634	262	4	)	)	PUNCT
bracis-33634	262	5	thukral	thukral	ADJ
bracis-33634	262	6	,	,	PUNCT
bracis-33634	262	7	m.	m.	NOUN
bracis-33634	262	8	,	,	PUNCT
bracis-33634	262	9	haresamudram	haresamudram	NOUN
bracis-33634	262	10	,	,	PUNCT
bracis-33634	262	11	h.	h.	PROPN
bracis-33634	262	12	,	,	PUNCT
bracis-33634	262	13	ploetz	ploetz	VERB
bracis-33634	262	14	,	,	PUNCT
bracis-33634	262	15	t.	t.	PROPN
bracis-33634	262	16	:	:	PUNCT
bracis-33634	262	17	cross	cross	ADJ
bracis-33634	262	18	-	-	ADJ
bracis-33634	262	19	domain	domain	ADJ
bracis-33634	262	20	har	har	NOUN
bracis-33634	262	21	:	:	PUNCT
bracis-33634	262	22	few	few	ADJ
bracis-33634	262	23	shot	shot	NOUN
bracis-33634	262	24	transfer	transfer	NOUN
bracis-33634	262	25	learning	learning	NOUN
bracis-33634	262	26	for	for	ADP
bracis-33634	262	27	human	human	ADJ
bracis-33634	262	28	activity	activity	NOUN
bracis-33634	262	29	recognition	recognition	NOUN
bracis-33634	262	30	.	.	PUNCT
bracis-33634	263	1	arxiv:2310.14390	arxiv:2310.14390	NUM
bracis-33634	263	2	(	(	PUNCT
bracis-33634	263	3	2023	2023	NUM
bracis-33634	263	4	)	)	PUNCT
bracis-33634	263	5	xia	xia	PROPN
bracis-33634	263	6	,	,	PUNCT
bracis-33634	263	7	k.	k.	PROPN
bracis-33634	263	8	,	,	PUNCT
bracis-33634	263	9	huang	huang	PROPN
bracis-33634	263	10	,	,	PUNCT
bracis-33634	263	11	j.	j.	PROPN
bracis-33634	263	12	,	,	PUNCT
bracis-33634	263	13	wang	wang	PROPN
bracis-33634	263	14	,	,	PUNCT
bracis-33634	263	15	h.	h.	PROPN
bracis-33634	263	16	:	:	PUNCT
bracis-33634	263	17	lstm	lstm	PROPN
bracis-33634	263	18	-	-	PUNCT
bracis-33634	263	19	cnn	cnn	PROPN
bracis-33634	263	20	architecture	architecture	NOUN
bracis-33634	263	21	for	for	ADP
bracis-33634	263	22	human	human	ADJ
bracis-33634	263	23	activity	activity	NOUN
bracis-33634	263	24	recognition	recognition	NOUN
bracis-33634	263	25	.	.	PUNCT
bracis-33634	264	1	ieee	ieee	NOUN
bracis-33634	264	2	access	access	NOUN
bracis-33634	264	3	8	8	NUM
bracis-33634	264	4	(	(	PUNCT
bracis-33634	264	5	2020	2020	NUM
bracis-33634	264	6	)	)	PUNCT
bracis-33634	264	7	google	google	PROPN
bracis-33634	264	8	scholar	scholar	NOUN
bracis-33634	264	9	  	  	SPACE
bracis-33634	264	10	yang	yang	PROPN
bracis-33634	264	11	,	,	PUNCT
bracis-33634	264	12	j.	j.	PROPN
bracis-33634	264	13	,	,	PUNCT
bracis-33634	264	14	nguyen	nguyen	PROPN
bracis-33634	264	15	,	,	PUNCT
bracis-33634	264	16	m.n	m.n	PROPN
bracis-33634	264	17	.	.	PROPN
bracis-33634	264	18	,	,	PUNCT
bracis-33634	264	19	san	san	PROPN
bracis-33634	264	20	,	,	PUNCT
bracis-33634	264	21	p.p	p.p	PROPN
bracis-33634	264	22	.	.	PROPN
bracis-33634	264	23	:	:	PUNCT
bracis-33634	265	1	deep	deep	ADJ
bracis-33634	265	2	convolutional	convolutional	ADJ
bracis-33634	265	3	neural	neural	ADJ
bracis-33634	265	4	networks	network	NOUN
bracis-33634	265	5	on	on	ADP
bracis-33634	265	6	multichannel	multichannel	PROPN
bracis-33634	265	7	time	time	NOUN
bracis-33634	265	8	series	series	PROPN
bracis-33634	265	9	for	for	ADP
bracis-33634	265	10	human	human	ADJ
bracis-33634	265	11	activity	activity	NOUN
bracis-33634	265	12	recognition	recognition	NOUN
bracis-33634	265	13	(	(	PUNCT
bracis-33634	265	14	2015	2015	NUM
bracis-33634	265	15	)	)	PUNCT
bracis-33634	265	16	google	google	PROPN
bracis-33634	265	17	scholar	scholar	NOUN
bracis-33634	265	18	  	  	SPACE
bracis-33634	265	19	download	download	NOUN
bracis-33634	265	20	references	reference	NOUN
bracis-33634	265	21	acknowledgments	acknowledgment	NOUN
bracis-33634	265	22	this	this	DET
bracis-33634	265	23	project	project	NOUN
bracis-33634	265	24	was	be	AUX
bracis-33634	265	25	supported	support	VERB
bracis-33634	265	26	 	 	SPACE
bracis-33634	265	27	by	by	ADP
bracis-33634	265	28	the	the	DET
bracis-33634	265	29	ministry	ministry	PROPN
bracis-33634	265	30	of	of	ADP
bracis-33634	265	31	science	science	PROPN
bracis-33634	265	32	,	,	PUNCT
bracis-33634	265	33	technology	technology	NOUN
bracis-33634	265	34	,	,	PUNCT
bracis-33634	265	35	and	and	CCONJ
bracis-33634	265	36	innovation	innovation	NOUN
bracis-33634	265	37	of	of	ADP
bracis-33634	265	38	brazil	brazil	PROPN
bracis-33634	265	39	,	,	PUNCT
bracis-33634	265	40	 	 	SPACE
bracis-33634	265	41	with	with	ADP
bracis-33634	265	42	resources	resource	NOUN
bracis-33634	265	43	granted	grant	VERB
bracis-33634	265	44	by	by	ADP
bracis-33634	265	45	the	the	DET
bracis-33634	265	46	federal	federal	ADJ
bracis-33634	265	47	law	law	NOUN
bracis-33634	265	48	8.248	8.248	NUM
bracis-33634	265	49	of	of	ADP
bracis-33634	265	50	october	october	PROPN
bracis-33634	265	51	23	23	NUM
bracis-33634	265	52	,	,	PUNCT
bracis-33634	265	53	1991	1991	NUM
bracis-33634	265	54	,	,	PUNCT
bracis-33634	265	55	under	under	ADP
bracis-33634	265	56	the	the	DET
bracis-33634	265	57	ppi	ppi	NOUN
bracis-33634	265	58	-	-	NOUN
bracis-33634	265	59	softex	softex	NOUN
bracis-33634	266	1	[	[	X
bracis-33634	266	2	01245.003479/2024	01245.003479/2024	NUM
bracis-33634	266	3	-	-	SYM
bracis-33634	266	4	10	10	NUM
bracis-33634	266	5	]	]	PUNCT
bracis-33634	266	6	.	.	PUNCT
bracis-33634	267	1	the	the	DET
bracis-33634	267	2	authors	author	NOUN
bracis-33634	267	3	also	also	ADV
bracis-33634	267	4	 	 	SPACE
bracis-33634	267	5	thank	thank	VERB
bracis-33634	267	6	cnpq	cnpq	NOUN
bracis-33634	267	7	(	(	PUNCT
bracis-33634	267	8	315399/2023	315399/2023	NUM
bracis-33634	267	9	-	-	SYM
bracis-33634	267	10	6	6	NUM
bracis-33634	267	11	and	and	CCONJ
bracis-33634	267	12	404087/2021	404087/2021	NUM
bracis-33634	267	13	-	-	SYM
bracis-33634	267	14	3	3	NUM
bracis-33634	267	15	)	)	PUNCT
bracis-33634	267	16	and	and	CCONJ
bracis-33634	267	17	fapesp	fapesp	NOUN
bracis-33634	267	18	(	(	PUNCT
bracis-33634	267	19	2013/08293	2013/08293	NUM
bracis-33634	267	20	-	-	SYM
bracis-33634	267	21	7	7	NUM
bracis-33634	267	22	)	)	PUNCT
bracis-33634	267	23	 	 	SPACE
bracis-33634	267	24	for	for	ADP
bracis-33634	267	25	their	their	PRON
bracis-33634	267	26	financial	financial	ADJ
bracis-33634	267	27	support	support	NOUN
bracis-33634	267	28	.	.	PUNCT
bracis-33634	268	1	author	author	NOUN
bracis-33634	268	2	information	information	NOUN
bracis-33634	268	3	authors	author	NOUN
bracis-33634	268	4	and	and	CCONJ
bracis-33634	268	5	affiliations	affiliation	NOUN
bracis-33634	268	6	hub	hub	NOUN
bracis-33634	268	7	for	for	ADP
bracis-33634	268	8	artificial	artificial	ADJ
bracis-33634	268	9	intelligence	intelligence	NOUN
bracis-33634	268	10	and	and	CCONJ
bracis-33634	268	11	cognitive	cognitive	ADJ
bracis-33634	268	12	architectures	architecture	NOUN
bracis-33634	268	13	(	(	PUNCT
bracis-33634	268	14	h.iaac	h.iaac	NOUN
bracis-33634	268	15	)	)	PUNCT
bracis-33634	268	16	,	,	PUNCT
bracis-33634	268	17	university	university	NOUN
bracis-33634	268	18	of	of	ADP
bracis-33634	268	19	campinas	campinas	PROPN
bracis-33634	268	20	,	,	PUNCT
bracis-33634	268	21	campinas	campinas	PROPN
bracis-33634	268	22	,	,	PUNCT
bracis-33634	268	23	13083	13083	NUM
bracis-33634	268	24	-	-	SYM
bracis-33634	268	25	852	852	NUM
bracis-33634	268	26	,	,	PUNCT
bracis-33634	268	27	brazil	brazil	PROPN
bracis-33634	268	28	betania	betania	PROPN
bracis-33634	268	29	e.	e.	PROPN
bracis-33634	268	30	r.	r.	PROPN
bracis-33634	268	31	da	da	PROPN
bracis-33634	268	32	silva	silva	PROPN
bracis-33634	268	33	,	,	PUNCT
bracis-33634	268	34	 	 	SPACE
bracis-33634	268	35	otávio	otávio	NOUN
bracis-33634	268	36	o.	o.	PROPN
bracis-33634	268	37	napoli	napoli	PROPN
bracis-33634	268	38	,	,	PUNCT
bracis-33634	268	39	 	 	SPACE
bracis-33634	268	40	j.	j.	PROPN
bracis-33634	268	41	v.	v.	PROPN
bracis-33634	268	42	delgado	delgado	PROPN
bracis-33634	268	43	,	,	PUNCT
bracis-33634	268	44	 	 	SPACE
bracis-33634	268	45	anderson	anderson	PROPN
bracis-33634	268	46	r.	r.	PROPN
bracis-33634	268	47	rocha	rocha	PROPN
bracis-33634	268	48	,	,	PUNCT
bracis-33634	268	49	 	 	SPACE
bracis-33634	268	50	levy	levy	NOUN
bracis-33634	268	51	boccato	boccato	NOUN
bracis-33634	268	52	 	 	SPACE
bracis-33634	268	53	&	&	CCONJ
bracis-33634	268	54	 	 	SPACE
bracis-33634	268	55	edson	edson	PROPN
bracis-33634	268	56	borin	borin	PROPN
bracis-33634	268	57	authors	author	NOUN
bracis-33634	268	58	betania	betania	PROPN
bracis-33634	268	59	e.	e.	PROPN
bracis-33634	268	60	r.	r.	PROPN
bracis-33634	268	61	da	da	PROPN
bracis-33634	268	62	silvaview	silvaview	PROPN
bracis-33634	268	63	author	author	NOUN
bracis-33634	268	64	publications	publication	NOUN
bracis-33634	268	65	search	search	NOUN
bracis-33634	268	66	author	author	NOUN
bracis-33634	268	67	on	on	ADP
bracis-33634	268	68	:	:	PUNCT
bracis-33634	268	69	pubmed	pubmed	PROPN
bracis-33634	268	70	 	 	SPACE
bracis-33634	268	71	google	google	PROPN
bracis-33634	268	72	scholar	scholar	NOUN
bracis-33634	268	73	otávio	otávio	NOUN
bracis-33634	268	74	o.	o.	PROPN
bracis-33634	268	75	napoliview	napoliview	PROPN
bracis-33634	268	76	author	author	NOUN
bracis-33634	268	77	publications	publication	NOUN
bracis-33634	268	78	search	search	NOUN
bracis-33634	268	79	author	author	NOUN
bracis-33634	268	80	on	on	ADP
bracis-33634	268	81	:	:	PUNCT
bracis-33634	268	82	pubmed	pubmed	PROPN
bracis-33634	268	83	 	 	SPACE
bracis-33634	268	84	google	google	PROPN
bracis-33634	268	85	scholar	scholar	NOUN
bracis-33634	268	86	j.	j.	PROPN
bracis-33634	268	87	v.	v.	ADP
bracis-33634	268	88	delgadoview	delgadoview	PROPN
bracis-33634	268	89	author	author	NOUN
bracis-33634	268	90	publications	publication	NOUN
bracis-33634	268	91	search	search	NOUN
bracis-33634	268	92	author	author	NOUN
bracis-33634	268	93	on	on	ADP
bracis-33634	268	94	:	:	PUNCT
bracis-33634	268	95	pubmed	pubmed	PROPN
bracis-33634	268	96	 	 	SPACE
bracis-33634	268	97	google	google	PROPN
bracis-33634	268	98	scholar	scholar	PROPN
bracis-33634	268	99	anderson	anderson	PROPN
bracis-33634	268	100	r.	r.	PROPN
bracis-33634	268	101	rochaview	rochaview	PROPN
bracis-33634	268	102	author	author	NOUN
bracis-33634	268	103	publications	publication	NOUN
bracis-33634	268	104	search	search	NOUN
bracis-33634	268	105	author	author	NOUN
bracis-33634	268	106	on	on	ADP
bracis-33634	268	107	:	:	PUNCT
bracis-33634	268	108	pubmed	pubmed	PROPN
bracis-33634	268	109	 	 	SPACE
bracis-33634	268	110	google	google	PROPN
bracis-33634	268	111	scholar	scholar	NOUN
bracis-33634	268	112	levy	levy	NOUN
bracis-33634	268	113	boccatoview	boccatoview	NOUN
bracis-33634	268	114	author	author	NOUN
bracis-33634	268	115	publications	publication	NOUN
bracis-33634	268	116	search	search	NOUN
bracis-33634	268	117	author	author	NOUN
bracis-33634	268	118	on	on	ADP
bracis-33634	268	119	:	:	PUNCT
bracis-33634	268	120	pubmed	pubmed	PROPN
bracis-33634	268	121	 	 	SPACE
bracis-33634	268	122	google	google	PROPN
bracis-33634	268	123	scholar	scholar	PROPN
bracis-33634	268	124	edson	edson	PROPN
bracis-33634	268	125	borinview	borinview	PROPN
bracis-33634	268	126	author	author	NOUN
bracis-33634	268	127	publications	publication	NOUN
bracis-33634	268	128	search	search	NOUN
bracis-33634	268	129	author	author	NOUN
bracis-33634	268	130	on	on	ADP
bracis-33634	268	131	:	:	PUNCT
bracis-33634	268	132	pubmed	pubmed	PROPN
bracis-33634	268	133	 	 	SPACE
bracis-33634	268	134	google	google	PROPN
bracis-33634	268	135	scholar	scholar	NOUN
bracis-33634	268	136	corresponding	correspond	VERB
bracis-33634	268	137	author	author	NOUN
bracis-33634	268	138	correspondence	correspondence	NOUN
bracis-33634	268	139	to	to	ADP
bracis-33634	268	140	betania	betania	PROPN
bracis-33634	268	141	e.	e.	PROPN
bracis-33634	268	142	r.	r.	PROPN
bracis-33634	268	143	da	da	PROPN
bracis-33634	268	144	silva	silva	PROPN
bracis-33634	268	145	.	.	PUNCT
bracis-33634	269	1	editor	editor	NOUN
bracis-33634	269	2	information	information	NOUN
bracis-33634	269	3	editors	editor	NOUN
bracis-33634	269	4	and	and	CCONJ
bracis-33634	269	5	affiliations	affiliation	NOUN
bracis-33634	269	6	universidade	universidade	VERB
bracis-33634	269	7	federal	federal	PROPN
bracis-33634	269	8	fluminense	fluminense	PROPN
bracis-33634	269	9	,	,	PUNCT
bracis-33634	269	10	niterói	niterói	PROPN
bracis-33634	269	11	,	,	PUNCT
bracis-33634	269	12	brazil	brazil	PROPN
bracis-33634	269	13	aline	aline	PROPN
bracis-33634	269	14	paes	paes	PROPN
bracis-33634	269	15	instituto	instituto	PROPN
bracis-33634	269	16	tecnológico	tecnológico	PROPN
bracis-33634	269	17	de	de	PROPN
bracis-33634	269	18	aeronáutica	aeronáutica	PROPN
bracis-33634	269	19	,	,	PUNCT
bracis-33634	269	20	são	são	PROPN
bracis-33634	269	21	josé	josé	PROPN
bracis-33634	269	22	dos	dos	PROPN
bracis-33634	269	23	campos	campos	PROPN
bracis-33634	269	24	,	,	PUNCT
bracis-33634	269	25	brazil	brazil	PROPN
bracis-33634	269	26	filipe	filipe	PROPN
bracis-33634	269	27	a.	a.	PROPN
bracis-33634	269	28	n.	n.	PROPN
bracis-33634	269	29	verri	verri	PROPN
bracis-33634	269	30	rights	right	NOUN
bracis-33634	269	31	and	and	CCONJ
bracis-33634	269	32	permissions	permission	NOUN
bracis-33634	269	33	reprints	reprint	NOUN
bracis-33634	269	34	and	and	CCONJ
bracis-33634	269	35	permissions	permission	VERB
bracis-33634	269	36	copyright	copyright	NOUN
bracis-33634	269	37	information	information	NOUN
bracis-33634	269	38	©	©	ADP
bracis-33634	269	39	2025	2025	NUM
bracis-33634	269	40	the	the	DET
bracis-33634	269	41	author(s	author(s	NOUN
bracis-33634	269	42	)	)	PUNCT
bracis-33634	269	43	,	,	PUNCT
bracis-33634	269	44	under	under	ADP
bracis-33634	269	45	exclusive	exclusive	ADJ
bracis-33634	269	46	license	license	NOUN
bracis-33634	269	47	to	to	ADP
bracis-33634	269	48	springer	springer	NOUN
bracis-33634	269	49	nature	nature	PROPN
bracis-33634	269	50	switzerland	switzerland	PROPN
bracis-33634	269	51	ag	ag	PROPN
bracis-33634	269	52	about	about	ADP
bracis-33634	269	53	this	this	DET
bracis-33634	269	54	paper	paper	NOUN
bracis-33634	269	55	cite	cite	VERB
bracis-33634	269	56	this	this	DET
bracis-33634	269	57	paper	paper	NOUN
bracis-33634	269	58	da	da	PROPN
bracis-33634	269	59	silva	silva	PROPN
bracis-33634	269	60	,	,	PUNCT
bracis-33634	269	61	b.e.r	b.e.r	NOUN
bracis-33634	269	62	.	.	PROPN
bracis-33634	269	63	,	,	PUNCT
bracis-33634	269	64	napoli	napoli	PROPN
bracis-33634	269	65	,	,	PUNCT
bracis-33634	269	66	o.o	o.o	PROPN
bracis-33634	269	67	.	.	PROPN
bracis-33634	269	68	,	,	PUNCT
bracis-33634	269	69	delgado	delgado	PROPN
bracis-33634	269	70	,	,	PUNCT
bracis-33634	269	71	j.v	j.v	PROPN
bracis-33634	269	72	.	.	PROPN
bracis-33634	269	73	,	,	PUNCT
bracis-33634	269	74	rocha	rocha	PROPN
bracis-33634	269	75	,	,	PUNCT
bracis-33634	269	76	a.r	a.r	PROPN
bracis-33634	269	77	.	.	PROPN
bracis-33634	269	78	,	,	PUNCT
bracis-33634	269	79	boccato	boccato	PROPN
bracis-33634	269	80	,	,	PUNCT
bracis-33634	269	81	l.	l.	PROPN
bracis-33634	269	82	,	,	PUNCT
bracis-33634	269	83	borin	borin	PROPN
bracis-33634	269	84	,	,	PUNCT
bracis-33634	269	85	e.	e.	PROPN
bracis-33634	269	86	(	(	PUNCT
bracis-33634	269	87	2025	2025	NUM
bracis-33634	269	88	)	)	PUNCT
bracis-33634	269	89	.	.	PUNCT
bracis-33634	270	1	impact	impact	NOUN
bracis-33634	270	2	of	of	ADP
bracis-33634	270	3	 	 	SPACE
bracis-33634	270	4	pre	pre	ADJ
bracis-33634	270	5	-	-	ADJ
bracis-33634	270	6	training	training	ADJ
bracis-33634	270	7	datasets	dataset	NOUN
bracis-33634	270	8	on	on	ADP
bracis-33634	270	9	 	 	SPACE
bracis-33634	270	10	human	human	ADJ
bracis-33634	270	11	activity	activity	NOUN
bracis-33634	270	12	recognition	recognition	NOUN
bracis-33634	270	13	with	with	ADP
bracis-33634	270	14	 	 	SPACE
bracis-33634	270	15	contrastive	contrastive	ADJ
bracis-33634	270	16	predictive	predictive	ADJ
bracis-33634	270	17	coding	coding	NOUN
bracis-33634	270	18	.	.	PUNCT
bracis-33634	271	1	in	in	ADP
bracis-33634	271	2	:	:	PUNCT
bracis-33634	271	3	paes	paes	PROPN
bracis-33634	271	4	,	,	PUNCT
bracis-33634	271	5	a.	a.	PROPN
bracis-33634	271	6	,	,	PUNCT
bracis-33634	271	7	verri	verri	NOUN
bracis-33634	271	8	,	,	PUNCT
bracis-33634	271	9	f.a.n	f.a.n	ADJ
bracis-33634	271	10	.	.	PUNCT
bracis-33634	271	11	(	(	PUNCT
bracis-33634	271	12	eds	ed	NOUN
bracis-33634	271	13	)	)	PUNCT
bracis-33634	271	14	intelligent	intelligent	ADJ
bracis-33634	271	15	systems	system	NOUN
bracis-33634	271	16	.	.	PUNCT
bracis-33634	271	17	bracis	bracis	PROPN
bracis-33634	271	18	2024	2024	NUM
bracis-33634	271	19	.	.	PUNCT
bracis-33634	272	1	lecture	lecture	NOUN
bracis-33634	272	2	notes	note	NOUN
bracis-33634	272	3	in	in	ADP
bracis-33634	272	4	computer	computer	NOUN
bracis-33634	272	5	science	science	NOUN
bracis-33634	272	6	(	(	PUNCT
bracis-33634	272	7	)	)	PUNCT
bracis-33634	272	8	,	,	PUNCT
bracis-33634	272	9	vol	vol	NOUN
bracis-33634	272	10	15414	15414	NUM
bracis-33634	272	11	.	.	PUNCT
bracis-33634	273	1	springer	springer	NOUN
bracis-33634	273	2	,	,	PUNCT
bracis-33634	273	3	cham	cham	PROPN
bracis-33634	273	4	.	.	PUNCT
bracis-33634	274	1	https://doi.org/10.1007/978-3-031-79035-5_21	https://doi.org/10.1007/978-3-031-79035-5_21	PROPN
bracis-33634	274	2	download	download	NOUN
bracis-33634	274	3	citation	citation	NOUN
bracis-33634	274	4	.ris	.ris	PUNCT
bracis-33634	274	5	.enw	.enw	PROPN
bracis-33634	274	6	.bib	.bib	PUNCT
bracis-33634	275	1	doi	doi	PROPN
bracis-33634	275	2	:	:	PUNCT
bracis-33634	275	3	https://doi.org/10.1007/978-3-031-79035-5_21	https://doi.org/10.1007/978-3-031-79035-5_21	X
bracis-33634	275	4	published	publish	VERB
bracis-33634	275	5	:	:	PUNCT
bracis-33634	275	6	30	30	NUM
bracis-33634	275	7	january	january	PROPN
bracis-33634	275	8	2025	2025	NUM
bracis-33634	275	9	publisher	publisher	NOUN
bracis-33634	275	10	name	name	NOUN
bracis-33634	275	11	:	:	PUNCT
bracis-33634	275	12	springer	springer	NOUN
bracis-33634	275	13	,	,	PUNCT
bracis-33634	275	14	cham	cham	PROPN
bracis-33634	275	15	print	print	PROPN
bracis-33634	275	16	isbn	isbn	PROPN
bracis-33634	275	17	:	:	PUNCT
bracis-33634	275	18	978	978	NUM
bracis-33634	275	19	-	-	SYM
bracis-33634	275	20	3	3	NUM
bracis-33634	275	21	-	-	PUNCT
bracis-33634	275	22	031	031	NUM
bracis-33634	275	23	-	-	PUNCT
bracis-33634	275	24	79034	79034	NUM
bracis-33634	275	25	-	-	SYM
bracis-33634	275	26	8	8	NUM
bracis-33634	275	27	online	online	ADJ
bracis-33634	275	28	isbn	isbn	NOUN
bracis-33634	275	29	:	:	PUNCT
bracis-33634	275	30	978	978	NUM
bracis-33634	275	31	-	-	SYM
bracis-33634	275	32	3	3	NUM
bracis-33634	275	33	-	-	PUNCT
bracis-33634	275	34	031	031	NUM
bracis-33634	275	35	-	-	PUNCT
bracis-33634	275	36	79035	79035	NUM
bracis-33634	275	37	-	-	PUNCT
bracis-33634	275	38	5	5	NUM
bracis-33634	275	39	ebook	ebook	NOUN
bracis-33634	275	40	packages	package	NOUN
bracis-33634	275	41	:	:	PUNCT
bracis-33634	275	42	computer	computer	NOUN
bracis-33634	275	43	sciencecomputer	sciencecomputer	NOUN
bracis-33634	275	44	science	science	NOUN
bracis-33634	275	45	(	(	PUNCT
bracis-33634	275	46	r0	r0	NOUN
bracis-33634	275	47	)	)	PUNCT
bracis-33634	275	48	share	share	VERB
bracis-33634	275	49	this	this	DET
bracis-33634	275	50	paper	paper	NOUN
bracis-33634	275	51	anyone	anyone	PRON
bracis-33634	275	52	you	you	PRON
bracis-33634	275	53	share	share	VERB
bracis-33634	275	54	the	the	DET
bracis-33634	275	55	following	follow	VERB
bracis-33634	275	56	link	link	NOUN
bracis-33634	275	57	with	with	ADP
bracis-33634	275	58	will	will	AUX
bracis-33634	275	59	be	be	AUX
bracis-33634	275	60	able	able	ADJ
bracis-33634	275	61	to	to	PART
bracis-33634	275	62	read	read	VERB
bracis-33634	275	63	this	this	DET
bracis-33634	275	64	content	content	NOUN
bracis-33634	275	65	:	:	PUNCT
bracis-33634	275	66	get	get	VERB
bracis-33634	275	67	shareable	shareable	ADJ
bracis-33634	275	68	linksorry	linksorry	NOUN
bracis-33634	275	69	,	,	PUNCT
bracis-33634	275	70	a	a	DET
bracis-33634	275	71	shareable	shareable	ADJ
bracis-33634	275	72	link	link	NOUN
bracis-33634	275	73	is	be	AUX
bracis-33634	275	74	not	not	PART
bracis-33634	275	75	currently	currently	ADV
bracis-33634	275	76	available	available	ADJ
bracis-33634	275	77	for	for	ADP
bracis-33634	275	78	this	this	DET
bracis-33634	275	79	article	article	NOUN
bracis-33634	275	80	.	.	PUNCT
bracis-33634	276	1	copy	copy	VERB
bracis-33634	276	2	shareable	shareable	ADJ
bracis-33634	276	3	link	link	NOUN
bracis-33634	276	4	to	to	PART
bracis-33634	276	5	clipboard	clipboard	NOUN
bracis-33634	276	6	provided	provide	VERB
bracis-33634	276	7	by	by	ADP
bracis-33634	276	8	the	the	DET
bracis-33634	276	9	springer	springer	NOUN
bracis-33634	276	10	nature	nature	PROPN
bracis-33634	276	11	sharedit	sharedit	PROPN
bracis-33634	276	12	content	content	NOUN
bracis-33634	276	13	-	-	PUNCT
bracis-33634	276	14	sharing	share	VERB
bracis-33634	276	15	initiative	initiative	NOUN
bracis-33634	276	16	keywords	keyword	VERB
bracis-33634	276	17	contrastive	contrastive	ADJ
bracis-33634	276	18	predictive	predictive	ADJ
bracis-33634	276	19	coding	code	VERB
bracis-33634	276	20	deep	deep	ADJ
bracis-33634	276	21	learning	learn	VERB
bracis-33634	276	22	human	human	ADJ
bracis-33634	276	23	activity	activity	NOUN
bracis-33634	276	24	recognition	recognition	NOUN
bracis-33634	276	25	self	self	NOUN
bracis-33634	276	26	-	-	PUNCT
bracis-33634	276	27	supervised	supervise	VERB
bracis-33634	276	28	learning	learning	NOUN
bracis-33634	276	29	publish	publish	VERB
bracis-33634	276	30	with	with	ADP
bracis-33634	276	31	us	us	PROPN
bracis-33634	276	32	policies	policy	NOUN
bracis-33634	276	33	and	and	CCONJ
bracis-33634	276	34	ethics	ethic	NOUN
bracis-33634	276	35	search	search	NOUN
bracis-33634	276	36	search	search	NOUN
bracis-33634	276	37	by	by	ADP
bracis-33634	276	38	keyword	keyword	NOUN
bracis-33634	276	39	or	or	CCONJ
bracis-33634	276	40	author	author	NOUN
bracis-33634	276	41	search	search	NOUN
bracis-33634	276	42	navigation	navigation	NOUN
bracis-33634	276	43	find	find	VERB
bracis-33634	276	44	a	a	DET
bracis-33634	276	45	journal	journal	NOUN
bracis-33634	276	46	publish	publish	VERB
bracis-33634	276	47	with	with	ADP
bracis-33634	276	48	us	we	PRON
bracis-33634	276	49	track	track	VERB
bracis-33634	276	50	your	your	PRON
bracis-33634	276	51	research	research	NOUN
bracis-33634	276	52	discover	discover	VERB
bracis-33634	276	53	content	content	NOUN
bracis-33634	276	54	journals	journal	NOUN
bracis-33634	276	55	a	a	DET
bracis-33634	276	56	-	-	PUNCT
bracis-33634	276	57	z	z	NOUN
bracis-33634	276	58	books	book	NOUN
bracis-33634	276	59	a	a	DET
bracis-33634	276	60	-	-	PUNCT
bracis-33634	276	61	z	z	NOUN
bracis-33634	276	62	publish	publish	NOUN
bracis-33634	276	63	with	with	ADP
bracis-33634	276	64	us	us	PROPN
bracis-33634	276	65	journal	journal	PROPN
bracis-33634	276	66	finder	finder	PROPN
bracis-33634	276	67	publish	publish	VERB
bracis-33634	276	68	your	your	PRON
bracis-33634	276	69	research	research	NOUN
bracis-33634	276	70	language	language	NOUN
bracis-33634	276	71	editing	edit	VERB
bracis-33634	276	72	open	open	ADJ
bracis-33634	276	73	access	access	NOUN
bracis-33634	276	74	publishing	publishing	NOUN
bracis-33634	276	75	products	product	NOUN
bracis-33634	276	76	and	and	CCONJ
bracis-33634	276	77	services	service	NOUN
bracis-33634	276	78	our	our	PRON
bracis-33634	276	79	products	product	NOUN
bracis-33634	276	80	librarians	librarian	VERB
bracis-33634	276	81	societies	society	NOUN
bracis-33634	276	82	partners	partner	NOUN
bracis-33634	276	83	and	and	CCONJ
bracis-33634	276	84	advertisers	advertiser	NOUN
bracis-33634	276	85	our	our	PRON
bracis-33634	276	86	brands	brand	NOUN
bracis-33634	276	87	springer	springer	NOUN
bracis-33634	276	88	nature	nature	PROPN
bracis-33634	276	89	portfolio	portfolio	PROPN
bracis-33634	276	90	bmc	bmc	PROPN
bracis-33634	276	91	palgrave	palgrave	PROPN
bracis-33634	276	92	macmillan	macmillan	PROPN
bracis-33634	276	93	apress	apress	PROPN
bracis-33634	276	94	discover	discover	VERB
bracis-33634	276	95	your	your	PRON
bracis-33634	276	96	privacy	privacy	NOUN
bracis-33634	276	97	choices	choice	NOUN
bracis-33634	276	98	/	/	SYM
bracis-33634	276	99	manage	manage	NOUN
bracis-33634	276	100	cookies	cookie	NOUN
bracis-33634	276	101	your	your	PRON
bracis-33634	276	102	us	us	PROPN
bracis-33634	277	1	state	state	NOUN
bracis-33634	277	2	privacy	privacy	NOUN
bracis-33634	277	3	rights	right	NOUN
bracis-33634	277	4	accessibility	accessibility	NOUN
bracis-33634	277	5	statement	statement	NOUN
bracis-33634	277	6	terms	term	NOUN
bracis-33634	277	7	and	and	CCONJ
bracis-33634	277	8	conditions	condition	NOUN
bracis-33634	277	9	privacy	privacy	NOUN
bracis-33634	277	10	policy	policy	NOUN
bracis-33634	277	11	help	help	NOUN
bracis-33634	277	12	and	and	CCONJ
bracis-33634	277	13	support	support	VERB
bracis-33634	277	14	legal	legal	ADJ
bracis-33634	277	15	notice	notice	NOUN
bracis-33634	277	16	cancel	cancel	VERB
bracis-33634	277	17	contracts	contract	NOUN
bracis-33634	277	18	here	here	ADV
bracis-33634	277	19	129.74.145.123	129.74.145.123	NUM
bracis-33634	277	20	hesburgh	hesburgh	PROPN
bracis-33634	277	21	library	library	PROPN
bracis-33634	277	22	er	er	INTJ
bracis-33634	277	23	unit	unit	NOUN
bracis-33634	277	24	(	(	PUNCT
bracis-33634	277	25	3005732405	3005732405	NUM
bracis-33634	277	26	)	)	PUNCT
bracis-33634	277	27	northeast	northeast	ADJ
bracis-33634	277	28	research	research	NOUN
bracis-33634	277	29	libraries	library	NOUN
bracis-33634	277	30	(	(	PUNCT
bracis-33634	277	31	nerl	nerl	PROPN
bracis-33634	277	32	)	)	PUNCT
bracis-33634	277	33	(	(	PUNCT
bracis-33634	277	34	8200828607	8200828607	NUM
bracis-33634	277	35	)	)	PUNCT
bracis-33634	277	36	nerl	nerl	VERB
bracis-33634	277	37	ta	ta	X
bracis-33634	277	38	account	account	NOUN
bracis-33634	277	39	(	(	PUNCT
bracis-33634	277	40	3006206169	3006206169	NUM
bracis-33634	277	41	)	)	PUNCT
bracis-33634	277	42	university	university	NOUN
bracis-33634	277	43	of	of	ADP
bracis-33634	277	44	notre	notre	PROPN
bracis-33634	277	45	dame	dame	PROPN
bracis-33634	277	46	hesburgh	hesburgh	PROPN
bracis-33634	277	47	library	library	NOUN
bracis-33634	277	48	(	(	PUNCT
bracis-33634	277	49	3000184373	3000184373	NUM
bracis-33634	277	50	)	)	PUNCT
bracis-33634	278	1	©	©	ADP
bracis-33634	278	2	2025	2025	NUM
bracis-33634	278	3	springer	springer	NOUN
bracis-33634	278	4	nature	nature	NOUN