id	sid	tid	token	lemma	pos
ajema-7671	1	1	151	151	NUM
ajema-7671	1	2	-	-	SYM
ajema-7671	1	3	156	156	NUM
ajema-7671	1	4	a	a	DET
ajema-7671	1	5	survey	survey	NOUN
ajema-7671	1	6	of	of	ADP
ajema-7671	1	7	pose	pose	NOUN
ajema-7671	1	8	-	-	PUNCT
ajema-7671	1	9	based	base	VERB
ajema-7671	1	10	deep	deep	ADJ
ajema-7671	1	11	learning	learning	NOUN
ajema-7671	1	12	techniques	technique	NOUN
ajema-7671	1	13	for	for	ADP
ajema-7671	1	14	student	student	NOUN
ajema-7671	1	15	behavior	behavior	NOUN
ajema-7671	1	16	recognition	recognition	NOUN
ajema-7671	1	17	151	151	NUM
ajema-7671	1	18	journal	journal	NOUN
ajema-7671	1	19	of	of	ADP
ajema-7671	1	20	engineering	engineering	NOUN
ajema-7671	1	21	,	,	PUNCT
ajema-7671	1	22	mechanics	mechanic	NOUN
ajema-7671	1	23	and	and	CCONJ
ajema-7671	1	24	architecture	architecture	NOUN
ajema-7671	1	25	www	www	NOUN
ajema-7671	1	26	.	.	PUNCT
ajema-7671	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-7671	2	2	american	american	PROPN
ajema-7671	2	3	journal	journal	PROPN
ajema-7671	2	4	of	of	ADP
ajema-7671	2	5	engineering	engineering	NOUN
ajema-7671	2	6	,	,	PUNCT
ajema-7671	2	7	mechanics	mechanic	NOUN
ajema-7671	2	8	and	and	CCONJ
ajema-7671	2	9	architecture	architecture	NOUN
ajema-7671	2	10	volume	volume	NOUN
ajema-7671	2	11	3	3	NUM
ajema-7671	2	12	,	,	PUNCT
ajema-7671	2	13	issue	issue	NOUN
ajema-7671	2	14	5	5	NUM
ajema-7671	2	15	,	,	PUNCT
ajema-7671	2	16	2025	2025	NUM
ajema-7671	2	17	issn	issn	X
ajema-7671	2	18	(	(	PUNCT
ajema-7671	2	19	e	e	NOUN
ajema-7671	2	20	):	):	PUNCT
ajema-7671	2	21	2993	2993	NUM
ajema-7671	2	22	-	-	SYM
ajema-7671	2	23	2637	2637	NUM
ajema-7671	2	24	a	a	DET
ajema-7671	2	25	survey	survey	NOUN
ajema-7671	2	26	of	of	ADP
ajema-7671	2	27	pose	pose	NOUN
ajema-7671	2	28	-	-	PUNCT
ajema-7671	2	29	based	base	VERB
ajema-7671	2	30	deep	deep	ADJ
ajema-7671	2	31	learning	learning	NOUN
ajema-7671	2	32	techniques	technique	NOUN
ajema-7671	2	33	for	for	ADP
ajema-7671	2	34	student	student	NOUN
ajema-7671	2	35	behavior	behavior	NOUN
ajema-7671	2	36	recognition	recognition	NOUN
ajema-7671	2	37	in	in	ADP
ajema-7671	2	38	educational	educational	ADJ
ajema-7671	2	39	environments	environment	NOUN
ajema-7671	2	40	iskandarova	iskandarova	PROPN
ajema-7671	2	41	sayyora	sayyora	PROPN
ajema-7671	2	42	nurmamatovna	nurmamatovna	PROPN
ajema-7671	2	43	,	,	PUNCT
ajema-7671	2	44	jurayev	jurayev	PROPN
ajema-7671	2	45	xudoyshukur	xudoyshukur	PROPN
ajema-7671	2	46	utkir	utkir	VERB
ajema-7671	2	47	ugli	ugli	PROPN
ajema-7671	2	48	tashkent	tashkent	PROPN
ajema-7671	2	49	university	university	PROPN
ajema-7671	2	50	of	of	ADP
ajema-7671	2	51	information	information	NOUN
ajema-7671	2	52	technologies	technology	NOUN
ajema-7671	2	53	named	name	VERB
ajema-7671	2	54	after	after	ADP
ajema-7671	2	55	muhammad	muhammad	PROPN
ajema-7671	2	56	al	al	PROPN
ajema-7671	2	57	-	-	PUNCT
ajema-7671	2	58	khwarizmi	khwarizmi	PROPN
ajema-7671	2	59	abstract	abstract	NOUN
ajema-7671	2	60	:	:	PUNCT
ajema-7671	2	61	this	this	DET
ajema-7671	2	62	survey	survey	NOUN
ajema-7671	2	63	reviews	review	NOUN
ajema-7671	2	64	pose‐based	pose‐base	VERB
ajema-7671	2	65	deep	deep	ADJ
ajema-7671	2	66	learning	learning	NOUN
ajema-7671	2	67	methods	method	NOUN
ajema-7671	2	68	for	for	ADP
ajema-7671	2	69	classroom	classroom	NOUN
ajema-7671	2	70	behavior	behavior	NOUN
ajema-7671	2	71	recognition	recognition	NOUN
ajema-7671	2	72	,	,	PUNCT
ajema-7671	2	73	comparing	compare	VERB
ajema-7671	2	74	recurrent	recurrent	NOUN
ajema-7671	2	75	(	(	PUNCT
ajema-7671	2	76	posernn	posernn	NOUN
ajema-7671	2	77	,	,	PUNCT
ajema-7671	2	78	bi	bi	NOUN
ajema-7671	2	79	-	-	ADJ
ajema-7671	2	80	lstm	lstm	ADJ
ajema-7671	2	81	)	)	PUNCT
ajema-7671	2	82	,	,	PUNCT
ajema-7671	2	83	graph	graph	NOUN
ajema-7671	2	84	-	-	PUNCT
ajema-7671	2	85	convolutional	convolutional	ADJ
ajema-7671	2	86	(	(	PUNCT
ajema-7671	2	87	st	st	NOUN
ajema-7671	2	88	-	-	PUNCT
ajema-7671	2	89	gcn	gcn	ADJ
ajema-7671	2	90	,	,	PUNCT
ajema-7671	2	91	edgest	edgest	NOUN
ajema-7671	2	92	-	-	PUNCT
ajema-7671	2	93	gcn	gcn	NOUN
ajema-7671	2	94	)	)	PUNCT
ajema-7671	2	95	,	,	PUNCT
ajema-7671	2	96	attention	attention	NOUN
ajema-7671	2	97	-	-	PUNCT
ajema-7671	2	98	augmented	augment	VERB
ajema-7671	2	99	(	(	PUNCT
ajema-7671	2	100	agcn	agcn	PROPN
ajema-7671	2	101	,	,	PUNCT
ajema-7671	2	102	tsst	tsst	NOUN
ajema-7671	2	103	-	-	PUNCT
ajema-7671	2	104	gcn	gcn	NOUN
ajema-7671	2	105	)	)	PUNCT
ajema-7671	2	106	,	,	PUNCT
ajema-7671	2	107	and	and	CCONJ
ajema-7671	2	108	transformer	transformer	NOUN
ajema-7671	2	109	(	(	PUNCT
ajema-7671	2	110	poseformer	poseformer	NOUN
ajema-7671	2	111	,	,	PUNCT
ajema-7671	2	112	actionformer	actionformer	ADJ
ajema-7671	2	113	)	)	PUNCT
ajema-7671	2	114	architectures	architecture	NOUN
ajema-7671	2	115	.	.	PUNCT
ajema-7671	3	1	we	we	PRON
ajema-7671	3	2	highlight	highlight	VERB
ajema-7671	3	3	skeleton	skeleton	PROPN
ajema-7671	3	4	data	data	PROPN
ajema-7671	3	5	’s	’s	PART
ajema-7671	3	6	advantages	advantage	NOUN
ajema-7671	3	7	—	—	PUNCT
ajema-7671	3	8	privacy	privacy	NOUN
ajema-7671	3	9	,	,	PUNCT
ajema-7671	3	10	robustness	robustness	NOUN
ajema-7671	3	11	,	,	PUNCT
ajema-7671	3	12	and	and	CCONJ
ajema-7671	3	13	efficiency	efficiency	NOUN
ajema-7671	3	14	—	—	PUNCT
ajema-7671	3	15	and	and	CCONJ
ajema-7671	3	16	summarize	summarize	VERB
ajema-7671	3	17	each	each	DET
ajema-7671	3	18	model	model	NOUN
ajema-7671	3	19	’s	’s	PART
ajema-7671	3	20	trade	trade	NOUN
ajema-7671	3	21	-	-	PUNCT
ajema-7671	3	22	offs	off	NOUN
ajema-7671	3	23	in	in	ADP
ajema-7671	3	24	accuracy	accuracy	NOUN
ajema-7671	3	25	,	,	PUNCT
ajema-7671	3	26	latency	latency	NOUN
ajema-7671	3	27	,	,	PUNCT
ajema-7671	3	28	and	and	CCONJ
ajema-7671	3	29	interpretability	interpretability	NOUN
ajema-7671	3	30	.	.	PUNCT
ajema-7671	4	1	across	across	ADP
ajema-7671	4	2	benchmark	benchmark	ADJ
ajema-7671	4	3	datasets	dataset	NOUN
ajema-7671	4	4	,	,	PUNCT
ajema-7671	4	5	graph	graph	NOUN
ajema-7671	4	6	-	-	PUNCT
ajema-7671	4	7	based	base	VERB
ajema-7671	4	8	approaches	approach	NOUN
ajema-7671	4	9	offer	offer	VERB
ajema-7671	4	10	the	the	DET
ajema-7671	4	11	best	good	ADJ
ajema-7671	4	12	real	real	ADJ
ajema-7671	4	13	-	-	PUNCT
ajema-7671	4	14	time	time	NOUN
ajema-7671	4	15	performance	performance	NOUN
ajema-7671	4	16	,	,	PUNCT
ajema-7671	4	17	while	while	SCONJ
ajema-7671	4	18	transformers	transformer	NOUN
ajema-7671	4	19	excel	excel	VERB
ajema-7671	4	20	in	in	ADP
ajema-7671	4	21	capturing	capture	VERB
ajema-7671	4	22	complex	complex	ADJ
ajema-7671	4	23	,	,	PUNCT
ajema-7671	4	24	long	long	ADJ
ajema-7671	4	25	-	-	PUNCT
ajema-7671	4	26	duration	duration	NOUN
ajema-7671	4	27	actions	action	NOUN
ajema-7671	4	28	at	at	ADP
ajema-7671	4	29	higher	high	ADJ
ajema-7671	4	30	computational	computational	ADJ
ajema-7671	4	31	cost	cost	NOUN
ajema-7671	4	32	.	.	PUNCT
ajema-7671	5	1	finally	finally	ADV
ajema-7671	5	2	,	,	PUNCT
ajema-7671	5	3	we	we	PRON
ajema-7671	5	4	identify	identify	VERB
ajema-7671	5	5	key	key	ADJ
ajema-7671	5	6	research	research	NOUN
ajema-7671	5	7	directions	direction	NOUN
ajema-7671	5	8	:	:	PUNCT
ajema-7671	5	9	multimodal	multimodal	ADJ
ajema-7671	5	10	fusion	fusion	NOUN
ajema-7671	5	11	,	,	PUNCT
ajema-7671	5	12	personalized	personalized	ADJ
ajema-7671	5	13	adaptation	adaptation	NOUN
ajema-7671	5	14	,	,	PUNCT
ajema-7671	5	15	bias	bias	NOUN
ajema-7671	5	16	mitigation	mitigation	NOUN
ajema-7671	5	17	,	,	PUNCT
ajema-7671	5	18	and	and	CCONJ
ajema-7671	5	19	edge	edge	NOUN
ajema-7671	5	20	-	-	PUNCT
ajema-7671	5	21	optimized	optimize	VERB
ajema-7671	5	22	deployment	deployment	NOUN
ajema-7671	5	23	.	.	PUNCT
ajema-7671	6	1	1	1	X
ajema-7671	6	2	.	.	X
ajema-7671	6	3	introduction	introduction	NOUN
ajema-7671	6	4	monitoring	monitor	VERB
ajema-7671	6	5	student	student	NOUN
ajema-7671	6	6	behavior	behavior	NOUN
ajema-7671	6	7	in	in	ADP
ajema-7671	6	8	classrooms	classroom	NOUN
ajema-7671	6	9	is	be	AUX
ajema-7671	6	10	fundamental	fundamental	ADJ
ajema-7671	6	11	to	to	ADP
ajema-7671	6	12	improving	improve	VERB
ajema-7671	6	13	learning	learn	VERB
ajema-7671	6	14	outcomes	outcome	NOUN
ajema-7671	6	15	,	,	PUNCT
ajema-7671	6	16	assessing	assess	VERB
ajema-7671	6	17	engagement	engagement	NOUN
ajema-7671	6	18	,	,	PUNCT
ajema-7671	6	19	and	and	CCONJ
ajema-7671	6	20	identifying	identify	VERB
ajema-7671	6	21	individual	individual	ADJ
ajema-7671	6	22	needs	need	NOUN
ajema-7671	6	23	(	(	PUNCT
ajema-7671	6	24	cheng	cheng	PROPN
ajema-7671	6	25	et	et	PROPN
ajema-7671	6	26	al	al	PROPN
ajema-7671	6	27	.	.	PROPN
ajema-7671	6	28	,	,	PUNCT
ajema-7671	6	29	2020	2020	NUM
ajema-7671	6	30	)	)	PUNCT
ajema-7671	6	31	.	.	PUNCT
ajema-7671	7	1	traditionally	traditionally	ADV
ajema-7671	7	2	,	,	PUNCT
ajema-7671	7	3	this	this	DET
ajema-7671	7	4	labor	labor	NOUN
ajema-7671	7	5	-	-	PUNCT
ajema-7671	7	6	intensive	intensive	ADJ
ajema-7671	7	7	task	task	NOUN
ajema-7671	7	8	has	have	AUX
ajema-7671	7	9	depended	depend	VERB
ajema-7671	7	10	on	on	ADP
ajema-7671	7	11	educators	educator	NOUN
ajema-7671	7	12	or	or	CCONJ
ajema-7671	7	13	observers	observer	NOUN
ajema-7671	7	14	manually	manually	ADV
ajema-7671	7	15	annotating	annotate	VERB
ajema-7671	7	16	actions	action	NOUN
ajema-7671	7	17	,	,	PUNCT
ajema-7671	7	18	a	a	DET
ajema-7671	7	19	process	process	NOUN
ajema-7671	7	20	fraught	fraught	ADJ
ajema-7671	7	21	with	with	ADP
ajema-7671	7	22	subjective	subjective	ADJ
ajema-7671	7	23	bias	bias	NOUN
ajema-7671	7	24	and	and	CCONJ
ajema-7671	7	25	limited	limited	ADJ
ajema-7671	7	26	scalability	scalability	NOUN
ajema-7671	7	27	(	(	PUNCT
ajema-7671	7	28	ionescu	ionescu	PROPN
ajema-7671	7	29	et	et	PROPN
ajema-7671	7	30	al	al	PROPN
ajema-7671	7	31	.	.	PROPN
ajema-7671	7	32	,	,	PUNCT
ajema-7671	7	33	2014	2014	NUM
ajema-7671	7	34	)	)	PUNCT
ajema-7671	7	35	.	.	PUNCT
ajema-7671	8	1	recent	recent	ADJ
ajema-7671	8	2	advances	advance	NOUN
ajema-7671	8	3	in	in	ADP
ajema-7671	8	4	computer	computer	NOUN
ajema-7671	8	5	vision	vision	NOUN
ajema-7671	8	6	and	and	CCONJ
ajema-7671	8	7	deep	deep	ADJ
ajema-7671	8	8	learning	learning	NOUN
ajema-7671	8	9	have	have	AUX
ajema-7671	8	10	paved	pave	VERB
ajema-7671	8	11	the	the	DET
ajema-7671	8	12	way	way	NOUN
ajema-7671	8	13	for	for	ADP
ajema-7671	8	14	automated	automate	VERB
ajema-7671	8	15	behavior	behavior	NOUN
ajema-7671	8	16	analysis	analysis	NOUN
ajema-7671	8	17	.	.	PUNCT
ajema-7671	9	1	in	in	ADP
ajema-7671	9	2	particular	particular	ADJ
ajema-7671	9	3	,	,	PUNCT
ajema-7671	9	4	pose	pose	VERB
ajema-7671	9	5	estimation	estimation	NOUN
ajema-7671	9	6	frameworks	framework	NOUN
ajema-7671	9	7	such	such	ADJ
ajema-7671	9	8	as	as	ADP
ajema-7671	9	9	openpose	openpose	PROPN
ajema-7671	9	10	(	(	PUNCT
ajema-7671	9	11	cao	cao	PROPN
ajema-7671	9	12	et	et	PROPN
ajema-7671	9	13	al	al	PROPN
ajema-7671	9	14	.	.	PROPN
ajema-7671	9	15	,	,	PUNCT
ajema-7671	9	16	2019	2019	NUM
ajema-7671	9	17	)	)	PUNCT
ajema-7671	9	18	and	and	CCONJ
ajema-7671	9	19	hrnet	hrnet	NOUN
ajema-7671	9	20	(	(	PUNCT
ajema-7671	9	21	sun	sun	PROPN
ajema-7671	9	22	et	et	PROPN
ajema-7671	9	23	al	al	PROPN
ajema-7671	9	24	.	.	PROPN
ajema-7671	9	25	,	,	PUNCT
ajema-7671	9	26	2019	2019	NUM
ajema-7671	9	27	)	)	PUNCT
ajema-7671	9	28	can	can	AUX
ajema-7671	9	29	extract	extract	VERB
ajema-7671	9	30	2d	2d	NUM
ajema-7671	9	31	skeletal	skeletal	ADJ
ajema-7671	9	32	keypoints	keypoint	NOUN
ajema-7671	9	33	in	in	ADP
ajema-7671	9	34	real	real	ADJ
ajema-7671	9	35	time	time	NOUN
ajema-7671	9	36	,	,	PUNCT
ajema-7671	9	37	supplying	supply	VERB
ajema-7671	9	38	a	a	DET
ajema-7671	9	39	privacypreserving	privacypreserving	NOUN
ajema-7671	9	40	abstraction	abstraction	NOUN
ajema-7671	9	41	of	of	ADP
ajema-7671	9	42	student	student	NOUN
ajema-7671	9	43	movements	movement	NOUN
ajema-7671	9	44	.	.	PUNCT
ajema-7671	10	1	once	once	SCONJ
ajema-7671	10	2	keypoints	keypoint	NOUN
ajema-7671	10	3	are	be	AUX
ajema-7671	10	4	obtained	obtain	VERB
ajema-7671	10	5	,	,	PUNCT
ajema-7671	10	6	deep	deep	ADJ
ajema-7671	10	7	learning	learning	NOUN
ajema-7671	10	8	models	model	NOUN
ajema-7671	10	9	interpret	interpret	VERB
ajema-7671	10	10	these	these	DET
ajema-7671	10	11	skeletal	skeletal	ADJ
ajema-7671	10	12	sequences	sequence	NOUN
ajema-7671	10	13	to	to	PART
ajema-7671	10	14	recognize	recognize	VERB
ajema-7671	10	15	specific	specific	ADJ
ajema-7671	10	16	behaviors	behavior	NOUN
ajema-7671	10	17	.	.	PUNCT
ajema-7671	11	1	early	early	ADJ
ajema-7671	11	2	recurrent	recurrent	ADJ
ajema-7671	11	3	approaches	approach	NOUN
ajema-7671	11	4	,	,	PUNCT
ajema-7671	11	5	like	like	ADP
ajema-7671	11	6	the	the	DET
ajema-7671	11	7	hierarchical	hierarchical	ADJ
ajema-7671	11	8	rnn	rnn	NOUN
ajema-7671	11	9	of	of	ADP
ajema-7671	11	10	du	du	PROPN
ajema-7671	11	11	et	et	PROPN
ajema-7671	11	12	al	al	PROPN
ajema-7671	11	13	.	.	PROPN
ajema-7671	11	14	(	(	PUNCT
ajema-7671	11	15	2015	2015	NUM
ajema-7671	11	16	)	)	PUNCT
ajema-7671	11	17	,	,	PUNCT
ajema-7671	11	18	treat	treat	VERB
ajema-7671	11	19	each	each	DET
ajema-7671	11	20	joint	joint	ADJ
ajema-7671	11	21	coordinate	coordinate	NOUN
ajema-7671	11	22	as	as	ADP
ajema-7671	11	23	a	a	DET
ajema-7671	11	24	time	time	NOUN
ajema-7671	11	25	step	step	NOUN
ajema-7671	11	26	but	but	CCONJ
ajema-7671	11	27	struggle	struggle	VERB
ajema-7671	11	28	with	with	ADP
ajema-7671	11	29	long	long	ADJ
ajema-7671	11	30	sequences	sequence	NOUN
ajema-7671	11	31	.	.	PUNCT
ajema-7671	12	1	spatialtemporal	spatialtemporal	ADJ
ajema-7671	12	2	graph	graph	NOUN
ajema-7671	12	3	convolutional	convolutional	ADJ
ajema-7671	12	4	networks	network	NOUN
ajema-7671	12	5	(	(	PUNCT
ajema-7671	12	6	yan	yan	PROPN
ajema-7671	12	7	et	et	PROPN
ajema-7671	12	8	al	al	PROPN
ajema-7671	12	9	.	.	PROPN
ajema-7671	12	10	,	,	PUNCT
ajema-7671	12	11	2018	2018	NUM
ajema-7671	12	12	)	)	PUNCT
ajema-7671	12	13	improved	improve	VERB
ajema-7671	12	14	upon	upon	SCONJ
ajema-7671	12	15	this	this	PRON
ajema-7671	12	16	by	by	ADP
ajema-7671	12	17	modeling	model	VERB
ajema-7671	12	18	the	the	DET
ajema-7671	12	19	human	human	ADJ
ajema-7671	12	20	skeleton	skeleton	NOUN
ajema-7671	12	21	as	as	ADP
ajema-7671	12	22	a	a	DET
ajema-7671	12	23	graph	graph	NOUN
ajema-7671	12	24	,	,	PUNCT
ajema-7671	12	25	capturing	capture	VERB
ajema-7671	12	26	both	both	CCONJ
ajema-7671	12	27	intra	intra	ADJ
ajema-7671	12	28	-	-	ADJ
ajema-7671	12	29	frame	frame	ADJ
ajema-7671	12	30	joint	joint	ADJ
ajema-7671	12	31	relationships	relationship	NOUN
ajema-7671	12	32	and	and	CCONJ
ajema-7671	12	33	inter	inter	ADJ
ajema-7671	12	34	-	-	ADJ
ajema-7671	12	35	frame	frame	ADJ
ajema-7671	12	36	dynamics	dynamic	NOUN
ajema-7671	12	37	.	.	PUNCT
ajema-7671	13	1	attention	attention	NOUN
ajema-7671	13	2	-	-	PUNCT
ajema-7671	13	3	enhanced	enhance	VERB
ajema-7671	13	4	variants	variant	NOUN
ajema-7671	13	5	(	(	PUNCT
ajema-7671	13	6	shi	shi	PROPN
ajema-7671	13	7	et	et	PROPN
ajema-7671	13	8	al	al	PROPN
ajema-7671	13	9	.	.	PROPN
ajema-7671	13	10	,	,	PUNCT
ajema-7671	13	11	2019	2019	NUM
ajema-7671	13	12	)	)	PUNCT
ajema-7671	13	13	further	far	ADV
ajema-7671	13	14	refine	refine	VERB
ajema-7671	13	15	focus	focus	NOUN
ajema-7671	13	16	on	on	ADP
ajema-7671	13	17	informative	informative	ADJ
ajema-7671	13	18	joints	joint	NOUN
ajema-7671	13	19	and	and	CCONJ
ajema-7671	13	20	critical	critical	ADJ
ajema-7671	13	21	time	time	NOUN
ajema-7671	13	22	points	point	NOUN
ajema-7671	13	23	,	,	PUNCT
ajema-7671	13	24	boosting	boost	VERB
ajema-7671	13	25	robustness	robustness	NOUN
ajema-7671	13	26	to	to	ADP
ajema-7671	13	27	irrelevant	irrelevant	ADJ
ajema-7671	13	28	motion	motion	NOUN
ajema-7671	13	29	.	.	PUNCT
ajema-7671	14	1	more	more	ADV
ajema-7671	14	2	recently	recently	ADV
ajema-7671	14	3	,	,	PUNCT
ajema-7671	14	4	transformer	transformer	NOUN
ajema-7671	14	5	-	-	PUNCT
ajema-7671	14	6	based	base	VERB
ajema-7671	14	7	methods	method	NOUN
ajema-7671	14	8	adapted	adapt	VERB
ajema-7671	14	9	from	from	ADP
ajema-7671	14	10	natural	natural	ADJ
ajema-7671	14	11	language	language	NOUN
ajema-7671	14	12	processing	processing	NOUN
ajema-7671	14	13	—	—	PUNCT
ajema-7671	14	14	such	such	ADJ
ajema-7671	14	15	as	as	ADP
ajema-7671	14	16	poseformer	poseformer	NOUN
ajema-7671	14	17	(	(	PUNCT
ajema-7671	14	18	liu	liu	PROPN
ajema-7671	14	19	et	et	PROPN
ajema-7671	14	20	al	al	PROPN
ajema-7671	14	21	.	.	PROPN
ajema-7671	14	22	,	,	PUNCT
ajema-7671	14	23	2021)—leverage	2021)—leverage	NUM
ajema-7671	14	24	self	self	NOUN
ajema-7671	14	25	-	-	PUNCT
ajema-7671	14	26	attention	attention	NOUN
ajema-7671	14	27	to	to	PART
ajema-7671	14	28	learn	learn	VERB
ajema-7671	14	29	long	long	ADJ
ajema-7671	14	30	-	-	PUNCT
ajema-7671	14	31	range	range	NOUN
ajema-7671	14	32	temporal	temporal	ADJ
ajema-7671	14	33	dependencies	dependency	NOUN
ajema-7671	14	34	,	,	PUNCT
ajema-7671	14	35	excelling	excel	VERB
ajema-7671	14	36	at	at	ADP
ajema-7671	14	37	nuanced	nuanced	ADJ
ajema-7671	14	38	,	,	PUNCT
ajema-7671	14	39	prolonged	prolonged	ADJ
ajema-7671	14	40	behaviors	behavior	NOUN
ajema-7671	14	41	but	but	CCONJ
ajema-7671	14	42	demanding	demand	VERB
ajema-7671	14	43	larger	large	ADJ
ajema-7671	14	44	datasets	dataset	NOUN
ajema-7671	14	45	and	and	CCONJ
ajema-7671	14	46	compute	compute	ADJ
ajema-7671	14	47	resources	resource	NOUN
ajema-7671	14	48	.	.	PUNCT
ajema-7671	15	1	in	in	ADP
ajema-7671	15	2	educational	educational	ADJ
ajema-7671	15	3	settings	setting	NOUN
ajema-7671	15	4	,	,	PUNCT
ajema-7671	15	5	pose	pose	NOUN
ajema-7671	15	6	-	-	PUNCT
ajema-7671	15	7	based	base	VERB
ajema-7671	15	8	approaches	approach	NOUN
ajema-7671	15	9	offer	offer	VERB
ajema-7671	15	10	distinct	distinct	ADJ
ajema-7671	15	11	advantages	advantage	NOUN
ajema-7671	15	12	:	:	PUNCT
ajema-7671	15	13	they	they	PRON
ajema-7671	15	14	minimize	minimize	VERB
ajema-7671	15	15	intrusion	intrusion	NOUN
ajema-7671	15	16	by	by	ADP
ajema-7671	15	17	avoiding	avoid	VERB
ajema-7671	15	18	raw	raw	ADJ
ajema-7671	15	19	rgb	rgb	PROPN
ajema-7671	15	20	processing	processing	NOUN
ajema-7671	15	21	,	,	PUNCT
ajema-7671	15	22	protect	protect	VERB
ajema-7671	15	23	student	student	NOUN
ajema-7671	15	24	privacy	privacy	NOUN
ajema-7671	15	25	by	by	ADP
ajema-7671	15	26	eschewing	eschew	VERB
ajema-7671	15	27	facial	facial	ADJ
ajema-7671	15	28	data	datum	NOUN
ajema-7671	15	29	,	,	PUNCT
ajema-7671	15	30	and	and	CCONJ
ajema-7671	15	31	generalize	generalize	VERB
ajema-7671	15	32	more	more	ADV
ajema-7671	15	33	effectively	effectively	ADV
ajema-7671	15	34	across	across	ADP
ajema-7671	15	35	diverse	diverse	ADJ
ajema-7671	15	36	classroom	classroom	NOUN
ajema-7671	15	37	environments	environment	NOUN
ajema-7671	15	38	(	(	PUNCT
ajema-7671	15	39	mao	mao	X
ajema-7671	15	40	et	et	PROPN
ajema-7671	15	41	al	al	PROPN
ajema-7671	15	42	.	.	PROPN
ajema-7671	15	43	,	,	PUNCT
ajema-7671	15	44	2020	2020	NUM
ajema-7671	15	45	)	)	PUNCT
ajema-7671	15	46	.	.	PUNCT
ajema-7671	16	1	their	their	PRON
ajema-7671	16	2	compact	compact	ADJ
ajema-7671	16	3	input	input	NOUN
ajema-7671	16	4	format	format	NOUN
ajema-7671	16	5	also	also	ADV
ajema-7671	16	6	reduces	reduce	VERB
ajema-7671	16	7	training	training	NOUN
ajema-7671	16	8	and	and	CCONJ
ajema-7671	16	9	inference	inference	NOUN
ajema-7671	16	10	cost	cost	NOUN
ajema-7671	16	11	,	,	PUNCT
ajema-7671	16	12	making	make	VERB
ajema-7671	16	13	real	real	ADJ
ajema-7671	16	14	-	-	PUNCT
ajema-7671	16	15	time	time	NOUN
ajema-7671	16	16	,	,	PUNCT
ajema-7671	16	17	on	on	ADP
ajema-7671	16	18	-	-	PUNCT
ajema-7671	16	19	device	device	NOUN
ajema-7671	16	20	deployment	deployment	NOUN
ajema-7671	16	21	feasible	feasible	ADJ
ajema-7671	16	22	(	(	PUNCT
ajema-7671	16	23	krishnan	krishnan	PROPN
ajema-7671	16	24	et	et	PROPN
ajema-7671	16	25	al	al	PROPN
ajema-7671	16	26	.	.	PROPN
ajema-7671	16	27	,	,	PUNCT
ajema-7671	16	28	2017	2017	NUM
ajema-7671	16	29	)	)	PUNCT
ajema-7671	16	30	.	.	PUNCT
ajema-7671	17	1	this	this	DET
ajema-7671	17	2	survey	survey	NOUN
ajema-7671	17	3	organizes	organize	VERB
ajema-7671	17	4	the	the	DET
ajema-7671	17	5	literature	literature	NOUN
ajema-7671	17	6	into	into	ADP
ajema-7671	17	7	four	four	NUM
ajema-7671	17	8	themes	theme	NOUN
ajema-7671	17	9	—	—	PUNCT
ajema-7671	17	10	recurrent	recurrent	ADJ
ajema-7671	17	11	sequence	sequence	NOUN
ajema-7671	17	12	models	model	NOUN
ajema-7671	17	13	,	,	PUNCT
ajema-7671	17	14	graph	graph	NOUN
ajema-7671	17	15	-	-	PUNCT
ajema-7671	17	16	convolutional	convolutional	ADJ
ajema-7671	17	17	frameworks	framework	NOUN
ajema-7671	17	18	,	,	PUNCT
ajema-7671	17	19	attention	attention	NOUN
ajema-7671	17	20	-	-	PUNCT
ajema-7671	17	21	augmented	augment	VERB
ajema-7671	17	22	networks	network	NOUN
ajema-7671	17	23	,	,	PUNCT
ajema-7671	17	24	and	and	CCONJ
ajema-7671	17	25	transformer	transformer	ADJ
ajema-7671	17	26	-	-	PUNCT
ajema-7671	17	27	style	style	NOUN
ajema-7671	17	28	architectures	architecture	NOUN
ajema-7671	17	29	—	—	PUNCT
ajema-7671	17	30	compares	compare	VERB
ajema-7671	17	31	publicly	publicly	ADV
ajema-7671	17	32	available	available	ADJ
ajema-7671	17	33	classroom	classroom	NOUN
ajema-7671	17	34	datasets	dataset	NOUN
ajema-7671	17	35	,	,	PUNCT
ajema-7671	17	36	152	152	NUM
ajema-7671	17	37	journal	journal	NOUN
ajema-7671	17	38	of	of	ADP
ajema-7671	17	39	engineering	engineering	NOUN
ajema-7671	17	40	,	,	PUNCT
ajema-7671	17	41	mechanics	mechanic	NOUN
ajema-7671	17	42	and	and	CCONJ
ajema-7671	17	43	architecture	architecture	NOUN
ajema-7671	17	44	www	www	NOUN
ajema-7671	17	45	.	.	PUNCT
ajema-7671	18	1	grnjournal.us	grnjournal.us	X
ajema-7671	19	1	and	and	CCONJ
ajema-7671	19	2	outlines	outline	VERB
ajema-7671	19	3	current	current	ADJ
ajema-7671	19	4	challenges	challenge	NOUN
ajema-7671	19	5	and	and	CCONJ
ajema-7671	19	6	promising	promise	VERB
ajema-7671	19	7	research	research	NOUN
ajema-7671	19	8	directions	direction	NOUN
ajema-7671	19	9	.	.	PUNCT
ajema-7671	20	1	by	by	ADP
ajema-7671	20	2	mapping	map	VERB
ajema-7671	20	3	this	this	DET
ajema-7671	20	4	evolving	evolve	VERB
ajema-7671	20	5	landscape	landscape	NOUN
ajema-7671	20	6	,	,	PUNCT
ajema-7671	20	7	we	we	PRON
ajema-7671	20	8	aim	aim	VERB
ajema-7671	20	9	to	to	PART
ajema-7671	20	10	guide	guide	VERB
ajema-7671	20	11	future	future	ADJ
ajema-7671	20	12	development	development	NOUN
ajema-7671	20	13	of	of	ADP
ajema-7671	20	14	scalable	scalable	ADJ
ajema-7671	20	15	,	,	PUNCT
ajema-7671	20	16	ethical	ethical	ADJ
ajema-7671	20	17	,	,	PUNCT
ajema-7671	20	18	and	and	CCONJ
ajema-7671	20	19	high	high	ADJ
ajema-7671	20	20	-	-	PUNCT
ajema-7671	20	21	fidelity	fidelity	NOUN
ajema-7671	20	22	behavior	behavior	NOUN
ajema-7671	20	23	analysis	analysis	NOUN
ajema-7671	20	24	tools	tool	NOUN
ajema-7671	20	25	for	for	ADP
ajema-7671	20	26	education	education	NOUN
ajema-7671	20	27	.	.	PUNCT
ajema-7671	21	1	2	2	X
ajema-7671	21	2	.	.	X
ajema-7671	21	3	related	relate	VERB
ajema-7671	21	4	work	work	NOUN
ajema-7671	21	5	in	in	ADP
ajema-7671	21	6	student	student	NOUN
ajema-7671	21	7	behavior	behavior	NOUN
ajema-7671	21	8	recognition	recognition	NOUN
ajema-7671	21	9	,	,	PUNCT
ajema-7671	21	10	a	a	DET
ajema-7671	21	11	variety	variety	NOUN
ajema-7671	21	12	of	of	ADP
ajema-7671	21	13	computer	computer	NOUN
ajema-7671	21	14	vision	vision	NOUN
ajema-7671	21	15	techniques	technique	NOUN
ajema-7671	21	16	are	be	AUX
ajema-7671	21	17	employed	employ	VERB
ajema-7671	21	18	to	to	PART
ajema-7671	21	19	interpret	interpret	VERB
ajema-7671	21	20	and	and	CCONJ
ajema-7671	21	21	classify	classify	VERB
ajema-7671	21	22	actions	action	NOUN
ajema-7671	21	23	in	in	ADP
ajema-7671	21	24	classroom	classroom	NOUN
ajema-7671	21	25	environments	environment	NOUN
ajema-7671	21	26	.	.	PUNCT
ajema-7671	22	1	these	these	PRON
ajema-7671	22	2	include	include	VERB
ajema-7671	22	3	rgb	rgb	PROPN
ajema-7671	22	4	-	-	PUNCT
ajema-7671	22	5	based	base	VERB
ajema-7671	22	6	models	model	NOUN
ajema-7671	22	7	that	that	PRON
ajema-7671	22	8	use	use	VERB
ajema-7671	22	9	raw	raw	ADJ
ajema-7671	22	10	video	video	NOUN
ajema-7671	22	11	frames	frame	NOUN
ajema-7671	22	12	,	,	PUNCT
ajema-7671	22	13	video	video	NOUN
ajema-7671	22	14	-	-	PUNCT
ajema-7671	22	15	based	base	VERB
ajema-7671	22	16	methods	method	NOUN
ajema-7671	22	17	that	that	PRON
ajema-7671	22	18	analyze	analyze	VERB
ajema-7671	22	19	sequences	sequence	NOUN
ajema-7671	22	20	of	of	ADP
ajema-7671	22	21	frames	frame	NOUN
ajema-7671	22	22	over	over	ADP
ajema-7671	22	23	time	time	NOUN
ajema-7671	22	24	,	,	PUNCT
ajema-7671	22	25	and	and	CCONJ
ajema-7671	22	26	hybrid	hybrid	ADJ
ajema-7671	22	27	systems	system	NOUN
ajema-7671	22	28	that	that	PRON
ajema-7671	22	29	combine	combine	VERB
ajema-7671	22	30	multiple	multiple	ADJ
ajema-7671	22	31	modalities	modality	NOUN
ajema-7671	22	32	.	.	PUNCT
ajema-7671	23	1	among	among	ADP
ajema-7671	23	2	these	these	PRON
ajema-7671	23	3	,	,	PUNCT
ajema-7671	23	4	pose	pose	NOUN
ajema-7671	23	5	-	-	PUNCT
ajema-7671	23	6	based	base	VERB
ajema-7671	23	7	methods	method	NOUN
ajema-7671	23	8	have	have	AUX
ajema-7671	23	9	emerged	emerge	VERB
ajema-7671	23	10	as	as	ADP
ajema-7671	23	11	particularly	particularly	ADV
ajema-7671	23	12	efficient	efficient	ADJ
ajema-7671	23	13	and	and	CCONJ
ajema-7671	23	14	adaptable	adaptable	ADJ
ajema-7671	23	15	.	.	PUNCT
ajema-7671	24	1	pose	pose	VERB
ajema-7671	24	2	-	-	PUNCT
ajema-7671	24	3	based	base	VERB
ajema-7671	24	4	approaches	approach	NOUN
ajema-7671	24	5	leverage	leverage	VERB
ajema-7671	24	6	skeletal	skeletal	ADJ
ajema-7671	24	7	representations	representation	NOUN
ajema-7671	24	8	extracted	extract	VERB
ajema-7671	24	9	from	from	ADP
ajema-7671	24	10	videos	video	NOUN
ajema-7671	24	11	using	use	VERB
ajema-7671	24	12	pose	pose	NOUN
ajema-7671	24	13	estimation	estimation	NOUN
ajema-7671	24	14	frameworks	framework	NOUN
ajema-7671	24	15	.	.	PUNCT
ajema-7671	25	1	instead	instead	ADV
ajema-7671	25	2	of	of	ADP
ajema-7671	25	3	analyzing	analyze	VERB
ajema-7671	25	4	every	every	DET
ajema-7671	25	5	pixel	pixel	NOUN
ajema-7671	25	6	in	in	ADP
ajema-7671	25	7	an	an	DET
ajema-7671	25	8	image	image	NOUN
ajema-7671	25	9	,	,	PUNCT
ajema-7671	25	10	these	these	DET
ajema-7671	25	11	models	model	NOUN
ajema-7671	25	12	focus	focus	VERB
ajema-7671	25	13	on	on	ADP
ajema-7671	25	14	the	the	DET
ajema-7671	25	15	spatial	spatial	ADJ
ajema-7671	25	16	positions	position	NOUN
ajema-7671	25	17	and	and	CCONJ
ajema-7671	25	18	temporal	temporal	ADJ
ajema-7671	25	19	dynamics	dynamic	NOUN
ajema-7671	25	20	of	of	ADP
ajema-7671	25	21	key	key	ADJ
ajema-7671	25	22	body	body	NOUN
ajema-7671	25	23	joints	joint	NOUN
ajema-7671	25	24	—	—	PUNCT
ajema-7671	25	25	such	such	ADJ
ajema-7671	25	26	as	as	ADP
ajema-7671	25	27	the	the	DET
ajema-7671	25	28	head	head	NOUN
ajema-7671	25	29	,	,	PUNCT
ajema-7671	25	30	hands	hand	NOUN
ajema-7671	25	31	,	,	PUNCT
ajema-7671	25	32	shoulders	shoulder	NOUN
ajema-7671	25	33	,	,	PUNCT
ajema-7671	25	34	and	and	CCONJ
ajema-7671	25	35	elbows	elbow	NOUN
ajema-7671	25	36	—	—	PUNCT
ajema-7671	25	37	over	over	ADP
ajema-7671	25	38	time	time	NOUN
ajema-7671	25	39	.	.	PUNCT
ajema-7671	26	1	this	this	DET
ajema-7671	26	2	abstraction	abstraction	NOUN
ajema-7671	26	3	significantly	significantly	ADV
ajema-7671	26	4	reduces	reduce	VERB
ajema-7671	26	5	data	datum	NOUN
ajema-7671	26	6	dimensionality	dimensionality	NOUN
ajema-7671	26	7	and	and	CCONJ
ajema-7671	26	8	improves	improve	VERB
ajema-7671	26	9	model	model	NOUN
ajema-7671	26	10	interpretability	interpretability	NOUN
ajema-7671	26	11	.	.	PUNCT
ajema-7671	27	1	furthermore	furthermore	ADV
ajema-7671	27	2	,	,	PUNCT
ajema-7671	27	3	pose	pose	NOUN
ajema-7671	27	4	-	-	PUNCT
ajema-7671	27	5	based	base	VERB
ajema-7671	27	6	inputs	input	NOUN
ajema-7671	27	7	naturally	naturally	ADV
ajema-7671	27	8	anonymize	anonymize	VERB
ajema-7671	27	9	visual	visual	ADJ
ajema-7671	27	10	data	data	PROPN
ajema-7671	27	11	,	,	PUNCT
ajema-7671	27	12	helping	help	VERB
ajema-7671	27	13	address	address	VERB
ajema-7671	27	14	privacy	privacy	NOUN
ajema-7671	27	15	concerns	concern	NOUN
ajema-7671	27	16	in	in	ADP
ajema-7671	27	17	educational	educational	ADJ
ajema-7671	27	18	environments	environment	NOUN
ajema-7671	27	19	.	.	PUNCT
ajema-7671	28	1	2.1	2.1	NUM
ajema-7671	28	2	pose	pose	NOUN
ajema-7671	28	3	estimation	estimation	NOUN
ajema-7671	28	4	methods	method	NOUN
ajema-7671	28	5	pose	pose	VERB
ajema-7671	28	6	estimation	estimation	NOUN
ajema-7671	28	7	refers	refer	VERB
ajema-7671	28	8	to	to	ADP
ajema-7671	28	9	the	the	DET
ajema-7671	28	10	task	task	NOUN
ajema-7671	28	11	of	of	ADP
ajema-7671	28	12	detecting	detect	VERB
ajema-7671	28	13	the	the	DET
ajema-7671	28	14	positions	position	NOUN
ajema-7671	28	15	of	of	ADP
ajema-7671	28	16	key	key	ADJ
ajema-7671	28	17	body	body	NOUN
ajema-7671	28	18	joints	joint	NOUN
ajema-7671	28	19	(	(	PUNCT
ajema-7671	28	20	e.g.	e.g.	ADV
ajema-7671	28	21	,	,	PUNCT
ajema-7671	28	22	head	head	NOUN
ajema-7671	28	23	,	,	PUNCT
ajema-7671	28	24	shoulders	shoulder	NOUN
ajema-7671	28	25	,	,	PUNCT
ajema-7671	28	26	elbows	elbow	NOUN
ajema-7671	28	27	,	,	PUNCT
ajema-7671	28	28	hands	hand	NOUN
ajema-7671	28	29	,	,	PUNCT
ajema-7671	28	30	hips	hip	NOUN
ajema-7671	28	31	,	,	PUNCT
ajema-7671	28	32	knees	knee	NOUN
ajema-7671	28	33	)	)	PUNCT
ajema-7671	28	34	in	in	ADP
ajema-7671	28	35	images	image	NOUN
ajema-7671	28	36	or	or	CCONJ
ajema-7671	28	37	video	video	NOUN
ajema-7671	28	38	frames	frame	NOUN
ajema-7671	28	39	.	.	PUNCT
ajema-7671	29	1	these	these	DET
ajema-7671	29	2	keypoints	keypoint	NOUN
ajema-7671	29	3	form	form	VERB
ajema-7671	29	4	a	a	DET
ajema-7671	29	5	skeleton	skeleton	NOUN
ajema-7671	29	6	-	-	PUNCT
ajema-7671	29	7	like	like	ADJ
ajema-7671	29	8	representation	representation	NOUN
ajema-7671	29	9	of	of	ADP
ajema-7671	29	10	the	the	DET
ajema-7671	29	11	human	human	ADJ
ajema-7671	29	12	body	body	NOUN
ajema-7671	29	13	,	,	PUNCT
ajema-7671	29	14	which	which	PRON
ajema-7671	29	15	serves	serve	VERB
ajema-7671	29	16	as	as	ADP
ajema-7671	29	17	an	an	DET
ajema-7671	29	18	abstracted	abstract	VERB
ajema-7671	29	19	yet	yet	CCONJ
ajema-7671	29	20	informative	informative	ADJ
ajema-7671	29	21	input	input	NOUN
ajema-7671	29	22	for	for	ADP
ajema-7671	29	23	action	action	NOUN
ajema-7671	29	24	recognition	recognition	NOUN
ajema-7671	29	25	systems	system	NOUN
ajema-7671	29	26	.	.	PUNCT
ajema-7671	30	1	advances	advance	NOUN
ajema-7671	30	2	in	in	ADP
ajema-7671	30	3	pose	pose	NOUN
ajema-7671	30	4	estimation	estimation	NOUN
ajema-7671	30	5	have	have	AUX
ajema-7671	30	6	made	make	VERB
ajema-7671	30	7	it	it	PRON
ajema-7671	30	8	possible	possible	ADJ
ajema-7671	30	9	to	to	PART
ajema-7671	30	10	extract	extract	VERB
ajema-7671	30	11	accurate	accurate	ADJ
ajema-7671	30	12	2d	2d	NOUN
ajema-7671	30	13	and	and	CCONJ
ajema-7671	30	14	3d	3d	NUM
ajema-7671	30	15	skeletal	skeletal	ADJ
ajema-7671	30	16	representations	representation	NOUN
ajema-7671	30	17	in	in	ADP
ajema-7671	30	18	real	real	ADJ
ajema-7671	30	19	-	-	PUNCT
ajema-7671	30	20	time	time	NOUN
ajema-7671	30	21	,	,	PUNCT
ajema-7671	30	22	even	even	ADV
ajema-7671	30	23	in	in	ADP
ajema-7671	30	24	complex	complex	ADJ
ajema-7671	30	25	environments	environment	NOUN
ajema-7671	30	26	.	.	PUNCT
ajema-7671	31	1	several	several	ADJ
ajema-7671	31	2	widely	widely	ADV
ajema-7671	31	3	adopted	adopt	VERB
ajema-7671	31	4	frameworks	framework	NOUN
ajema-7671	31	5	exist	exist	VERB
ajema-7671	31	6	for	for	ADP
ajema-7671	31	7	pose	pose	NOUN
ajema-7671	31	8	estimation	estimation	NOUN
ajema-7671	31	9	,	,	PUNCT
ajema-7671	31	10	including	include	VERB
ajema-7671	31	11	:	:	PUNCT
ajema-7671	31	12	ø	ø	PROPN
ajema-7671	31	13	openpose	openpose	NUM
ajema-7671	31	14	:	:	PUNCT
ajema-7671	31	15	an	an	DET
ajema-7671	31	16	open	open	ADJ
ajema-7671	31	17	-	-	PUNCT
ajema-7671	31	18	source	source	NOUN
ajema-7671	31	19	library	library	NOUN
ajema-7671	31	20	for	for	ADP
ajema-7671	31	21	real	real	ADJ
ajema-7671	31	22	-	-	PUNCT
ajema-7671	31	23	time	time	NOUN
ajema-7671	31	24	multi	multi	ADJ
ajema-7671	31	25	-	-	ADJ
ajema-7671	31	26	person	person	ADJ
ajema-7671	31	27	2d	2d	NOUN
ajema-7671	31	28	pose	pose	NOUN
ajema-7671	31	29	estimation	estimation	NOUN
ajema-7671	31	30	using	use	VERB
ajema-7671	31	31	part	part	NOUN
ajema-7671	31	32	affinity	affinity	NOUN
ajema-7671	31	33	fields	field	NOUN
ajema-7671	31	34	.	.	PUNCT
ajema-7671	32	1	ø	ø	PROPN
ajema-7671	32	2	mediapipe	mediapipe	NOUN
ajema-7671	32	3	:	:	PUNCT
ajema-7671	32	4	a	a	DET
ajema-7671	32	5	google	google	NOUN
ajema-7671	32	6	-	-	PUNCT
ajema-7671	32	7	developed	develop	VERB
ajema-7671	32	8	framework	framework	NOUN
ajema-7671	32	9	that	that	PRON
ajema-7671	32	10	enables	enable	VERB
ajema-7671	32	11	fast	fast	ADJ
ajema-7671	32	12	and	and	CCONJ
ajema-7671	32	13	lightweight	lightweight	ADJ
ajema-7671	32	14	2d	2d	PROPN
ajema-7671	32	15	pose	pose	NOUN
ajema-7671	32	16	extraction	extraction	NOUN
ajema-7671	32	17	,	,	PUNCT
ajema-7671	32	18	often	often	ADV
ajema-7671	32	19	used	use	VERB
ajema-7671	32	20	in	in	ADP
ajema-7671	32	21	mobile	mobile	ADJ
ajema-7671	32	22	and	and	CCONJ
ajema-7671	32	23	web	web	NOUN
ajema-7671	32	24	applications	application	NOUN
ajema-7671	32	25	.	.	PUNCT
ajema-7671	33	1	ø	ø	PROPN
ajema-7671	33	2	hrnet	hrnet	NOUN
ajema-7671	33	3	:	:	PUNCT
ajema-7671	33	4	a	a	DET
ajema-7671	33	5	high	high	ADJ
ajema-7671	33	6	-	-	PUNCT
ajema-7671	33	7	resolution	resolution	NOUN
ajema-7671	33	8	network	network	NOUN
ajema-7671	33	9	that	that	PRON
ajema-7671	33	10	maintains	maintain	VERB
ajema-7671	33	11	detailed	detailed	ADJ
ajema-7671	33	12	spatial	spatial	ADJ
ajema-7671	33	13	information	information	NOUN
ajema-7671	33	14	,	,	PUNCT
ajema-7671	33	15	leading	lead	VERB
ajema-7671	33	16	to	to	ADP
ajema-7671	33	17	precise	precise	ADJ
ajema-7671	33	18	keypoint	keypoint	NOUN
ajema-7671	33	19	localization	localization	NOUN
ajema-7671	33	20	.	.	PUNCT
ajema-7671	34	1	ø	ø	PROPN
ajema-7671	34	2	posenet	posenet	PROPN
ajema-7671	34	3	:	:	PUNCT
ajema-7671	34	4	suitable	suitable	ADJ
ajema-7671	34	5	for	for	ADP
ajema-7671	34	6	web	web	NOUN
ajema-7671	34	7	applications	application	NOUN
ajema-7671	34	8	and	and	CCONJ
ajema-7671	34	9	mobile	mobile	ADJ
ajema-7671	34	10	devices	device	NOUN
ajema-7671	34	11	,	,	PUNCT
ajema-7671	34	12	though	though	SCONJ
ajema-7671	34	13	with	with	ADP
ajema-7671	34	14	limited	limited	ADJ
ajema-7671	34	15	precision	precision	NOUN
ajema-7671	34	16	compared	compare	VERB
ajema-7671	34	17	to	to	ADP
ajema-7671	34	18	other	other	ADJ
ajema-7671	34	19	models	model	NOUN
ajema-7671	34	20	.	.	PUNCT
ajema-7671	35	1	the	the	DET
ajema-7671	35	2	extracted	extract	VERB
ajema-7671	35	3	pose	pose	NOUN
ajema-7671	35	4	data	datum	NOUN
ajema-7671	35	5	can	can	AUX
ajema-7671	35	6	be	be	AUX
ajema-7671	35	7	represented	represent	VERB
ajema-7671	35	8	as	as	ADP
ajema-7671	35	9	raw	raw	ADJ
ajema-7671	35	10	coordinates	coordinate	NOUN
ajema-7671	35	11	,	,	PUNCT
ajema-7671	35	12	heatmaps	heatmap	NOUN
ajema-7671	35	13	,	,	PUNCT
ajema-7671	35	14	or	or	CCONJ
ajema-7671	35	15	skeleton	skeleton	NOUN
ajema-7671	35	16	graphs	graph	NOUN
ajema-7671	35	17	.	.	PUNCT
ajema-7671	36	1	these	these	DET
ajema-7671	36	2	representations	representation	NOUN
ajema-7671	36	3	are	be	AUX
ajema-7671	36	4	typically	typically	ADV
ajema-7671	36	5	passed	pass	VERB
ajema-7671	36	6	into	into	ADP
ajema-7671	36	7	a	a	DET
ajema-7671	36	8	deep	deep	ADJ
ajema-7671	36	9	learning	learning	NOUN
ajema-7671	36	10	model	model	NOUN
ajema-7671	36	11	for	for	ADP
ajema-7671	36	12	classification	classification	NOUN
ajema-7671	36	13	.	.	PUNCT
ajema-7671	37	1	cnns	cnn	NOUN
ajema-7671	37	2	are	be	AUX
ajema-7671	37	3	frequently	frequently	ADV
ajema-7671	37	4	used	use	VERB
ajema-7671	37	5	to	to	PART
ajema-7671	37	6	process	process	VERB
ajema-7671	37	7	spatial	spatial	ADJ
ajema-7671	37	8	configurations	configuration	NOUN
ajema-7671	37	9	,	,	PUNCT
ajema-7671	37	10	while	while	SCONJ
ajema-7671	37	11	rnns	rnn	NOUN
ajema-7671	37	12	or	or	CCONJ
ajema-7671	37	13	lstms	lstms	ADJ
ajema-7671	37	14	model	model	NOUN
ajema-7671	37	15	temporal	temporal	ADJ
ajema-7671	37	16	sequences	sequence	NOUN
ajema-7671	37	17	of	of	ADP
ajema-7671	37	18	poses	pose	NOUN
ajema-7671	37	19	across	across	ADP
ajema-7671	37	20	frames	frame	NOUN
ajema-7671	37	21	.	.	PUNCT
ajema-7671	38	1	recently	recently	ADV
ajema-7671	38	2	,	,	PUNCT
ajema-7671	38	3	graph	graph	NOUN
ajema-7671	38	4	-	-	PUNCT
ajema-7671	38	5	based	base	VERB
ajema-7671	38	6	methods	method	NOUN
ajema-7671	38	7	(	(	PUNCT
ajema-7671	38	8	gcns	gcns	PROPN
ajema-7671	38	9	)	)	PUNCT
ajema-7671	38	10	and	and	CCONJ
ajema-7671	38	11	self	self	NOUN
ajema-7671	38	12	-	-	PUNCT
ajema-7671	38	13	attentionbased	attentionbase	VERB
ajema-7671	38	14	models	model	NOUN
ajema-7671	38	15	(	(	PUNCT
ajema-7671	38	16	transformers	transformer	NOUN
ajema-7671	38	17	)	)	PUNCT
ajema-7671	38	18	have	have	AUX
ajema-7671	38	19	demonstrated	demonstrate	VERB
ajema-7671	38	20	superior	superior	ADJ
ajema-7671	38	21	performance	performance	NOUN
ajema-7671	38	22	in	in	ADP
ajema-7671	38	23	action	action	NOUN
ajema-7671	38	24	recognition	recognition	NOUN
ajema-7671	38	25	tasks	task	NOUN
ajema-7671	38	26	by	by	ADP
ajema-7671	38	27	leveraging	leverage	VERB
ajema-7671	38	28	structured	structured	ADJ
ajema-7671	38	29	relationships	relationship	NOUN
ajema-7671	38	30	between	between	ADP
ajema-7671	38	31	keypoints	keypoint	NOUN
ajema-7671	38	32	or	or	CCONJ
ajema-7671	38	33	attending	attend	VERB
ajema-7671	38	34	to	to	PART
ajema-7671	38	35	informative	informative	ADJ
ajema-7671	38	36	time	time	NOUN
ajema-7671	38	37	steps	step	NOUN
ajema-7671	38	38	.	.	PUNCT
ajema-7671	39	1	in	in	ADP
ajema-7671	39	2	educational	educational	ADJ
ajema-7671	39	3	contexts	contexts	NOUN
ajema-7671	39	4	,	,	PUNCT
ajema-7671	39	5	pose	pose	NOUN
ajema-7671	39	6	-	-	PUNCT
ajema-7671	39	7	based	base	VERB
ajema-7671	39	8	models	model	NOUN
ajema-7671	39	9	are	be	AUX
ajema-7671	39	10	particularly	particularly	ADV
ajema-7671	39	11	appealing	appealing	ADJ
ajema-7671	39	12	due	due	ADP
ajema-7671	39	13	to	to	ADP
ajema-7671	39	14	their	their	PRON
ajema-7671	39	15	ability	ability	NOUN
ajema-7671	39	16	to	to	PART
ajema-7671	39	17	focus	focus	VERB
ajema-7671	39	18	on	on	ADP
ajema-7671	39	19	body	body	NOUN
ajema-7671	39	20	movement	movement	NOUN
ajema-7671	39	21	and	and	CCONJ
ajema-7671	39	22	gestures	gesture	NOUN
ajema-7671	39	23	while	while	SCONJ
ajema-7671	39	24	ignoring	ignore	VERB
ajema-7671	39	25	irrelevant	irrelevant	ADJ
ajema-7671	39	26	visual	visual	ADJ
ajema-7671	39	27	information	information	NOUN
ajema-7671	39	28	such	such	ADJ
ajema-7671	39	29	as	as	ADP
ajema-7671	39	30	background	background	NOUN
ajema-7671	39	31	or	or	CCONJ
ajema-7671	39	32	classroom	classroom	NOUN
ajema-7671	39	33	objects	object	NOUN
ajema-7671	39	34	.	.	PUNCT
ajema-7671	40	1	unlike	unlike	ADP
ajema-7671	40	2	rgb	rgb	PROPN
ajema-7671	40	3	-	-	PUNCT
ajema-7671	40	4	based	base	VERB
ajema-7671	40	5	models	model	NOUN
ajema-7671	40	6	that	that	PRON
ajema-7671	40	7	require	require	VERB
ajema-7671	40	8	heavy	heavy	ADJ
ajema-7671	40	9	annotation	annotation	NOUN
ajema-7671	40	10	and	and	CCONJ
ajema-7671	40	11	complex	complex	ADJ
ajema-7671	40	12	preprocessing	preprocessing	NOUN
ajema-7671	40	13	,	,	PUNCT
ajema-7671	40	14	skeleton	skeleton	NOUN
ajema-7671	40	15	-	-	PUNCT
ajema-7671	40	16	based	base	VERB
ajema-7671	40	17	inputs	input	NOUN
ajema-7671	40	18	simplify	simplify	VERB
ajema-7671	40	19	the	the	DET
ajema-7671	40	20	action	action	NOUN
ajema-7671	40	21	space	space	NOUN
ajema-7671	40	22	while	while	SCONJ
ajema-7671	40	23	preserving	preserve	VERB
ajema-7671	40	24	meaningful	meaningful	ADJ
ajema-7671	40	25	motion	motion	NOUN
ajema-7671	40	26	dynamics	dynamic	NOUN
ajema-7671	40	27	.	.	PUNCT
ajema-7671	41	1	additionally	additionally	ADV
ajema-7671	41	2	,	,	PUNCT
ajema-7671	41	3	their	their	PRON
ajema-7671	41	4	compact	compact	ADJ
ajema-7671	41	5	data	datum	NOUN
ajema-7671	41	6	representation	representation	NOUN
ajema-7671	41	7	allows	allow	VERB
ajema-7671	41	8	for	for	ADP
ajema-7671	41	9	faster	fast	ADJ
ajema-7671	41	10	training	training	NOUN
ajema-7671	41	11	,	,	PUNCT
ajema-7671	41	12	lower	low	ADJ
ajema-7671	41	13	memory	memory	NOUN
ajema-7671	41	14	requirements	requirement	NOUN
ajema-7671	41	15	,	,	PUNCT
ajema-7671	41	16	and	and	CCONJ
ajema-7671	41	17	better	well	ADJ
ajema-7671	41	18	generalizability	generalizability	NOUN
ajema-7671	41	19	across	across	ADP
ajema-7671	41	20	different	different	ADJ
ajema-7671	41	21	student	student	NOUN
ajema-7671	41	22	populations	population	NOUN
ajema-7671	41	23	and	and	CCONJ
ajema-7671	41	24	classroom	classroom	NOUN
ajema-7671	41	25	conditions	condition	NOUN
ajema-7671	41	26	.	.	PUNCT
ajema-7671	42	1	2.2	2.2	NUM
ajema-7671	42	2	pose	pose	NOUN
ajema-7671	42	3	-	-	PUNCT
ajema-7671	42	4	based	base	VERB
ajema-7671	42	5	deep	deep	ADJ
ajema-7671	42	6	learning	learning	NOUN
ajema-7671	42	7	methods	method	NOUN
ajema-7671	42	8	for	for	ADP
ajema-7671	42	9	student	student	NOUN
ajema-7671	42	10	behavior	behavior	NOUN
ajema-7671	42	11	recognition	recognition	NOUN
ajema-7671	42	12	pose	pose	VERB
ajema-7671	42	13	-	-	PUNCT
ajema-7671	42	14	based	base	VERB
ajema-7671	42	15	deep	deep	ADJ
ajema-7671	42	16	learning	learning	NOUN
ajema-7671	42	17	has	have	AUX
ajema-7671	42	18	emerged	emerge	VERB
ajema-7671	42	19	as	as	ADP
ajema-7671	42	20	a	a	DET
ajema-7671	42	21	compelling	compelling	ADJ
ajema-7671	42	22	approach	approach	NOUN
ajema-7671	42	23	for	for	ADP
ajema-7671	42	24	student	student	NOUN
ajema-7671	42	25	behavior	behavior	NOUN
ajema-7671	42	26	recognition	recognition	NOUN
ajema-7671	42	27	,	,	PUNCT
ajema-7671	42	28	offering	offer	VERB
ajema-7671	42	29	a	a	DET
ajema-7671	42	30	privacy	privacy	NOUN
ajema-7671	42	31	-	-	PUNCT
ajema-7671	42	32	aware	aware	ADJ
ajema-7671	42	33	,	,	PUNCT
ajema-7671	42	34	efficient	efficient	ADJ
ajema-7671	42	35	,	,	PUNCT
ajema-7671	42	36	and	and	CCONJ
ajema-7671	42	37	semantically	semantically	ADV
ajema-7671	42	38	rich	rich	ADJ
ajema-7671	42	39	alternative	alternative	NOUN
ajema-7671	42	40	to	to	ADP
ajema-7671	42	41	traditional	traditional	ADJ
ajema-7671	42	42	153	153	NUM
ajema-7671	42	43	journal	journal	NOUN
ajema-7671	42	44	of	of	ADP
ajema-7671	42	45	engineering	engineering	NOUN
ajema-7671	42	46	,	,	PUNCT
ajema-7671	42	47	mechanics	mechanic	NOUN
ajema-7671	42	48	and	and	CCONJ
ajema-7671	42	49	architecture	architecture	NOUN
ajema-7671	42	50	www	www	NOUN
ajema-7671	42	51	.	.	PROPN
ajema-7671	43	1	grnjournal.us	grnjournal.us	PROPN
ajema-7671	43	2	rgb	rgb	PROPN
ajema-7671	43	3	-	-	PUNCT
ajema-7671	43	4	based	base	VERB
ajema-7671	43	5	methods	method	NOUN
ajema-7671	43	6	.	.	PUNCT
ajema-7671	44	1	by	by	ADP
ajema-7671	44	2	relying	rely	VERB
ajema-7671	44	3	on	on	ADP
ajema-7671	44	4	skeletal	skeletal	ADJ
ajema-7671	44	5	representations	representation	NOUN
ajema-7671	44	6	—	—	PUNCT
ajema-7671	44	7	abstracted	abstract	VERB
ajema-7671	44	8	data	datum	NOUN
ajema-7671	44	9	capturing	capture	VERB
ajema-7671	44	10	human	human	ADJ
ajema-7671	44	11	body	body	NOUN
ajema-7671	44	12	joint	joint	ADJ
ajema-7671	44	13	positions	position	NOUN
ajema-7671	44	14	—	—	PUNCT
ajema-7671	44	15	these	these	DET
ajema-7671	44	16	models	model	NOUN
ajema-7671	44	17	provide	provide	VERB
ajema-7671	44	18	a	a	DET
ajema-7671	44	19	streamlined	streamlined	ADJ
ajema-7671	44	20	,	,	PUNCT
ajema-7671	44	21	low	low	ADJ
ajema-7671	44	22	-	-	PUNCT
ajema-7671	44	23	dimensional	dimensional	ADJ
ajema-7671	44	24	input	input	NOUN
ajema-7671	44	25	that	that	PRON
ajema-7671	44	26	retains	retain	VERB
ajema-7671	44	27	the	the	DET
ajema-7671	44	28	critical	critical	ADJ
ajema-7671	44	29	elements	element	NOUN
ajema-7671	44	30	of	of	ADP
ajema-7671	44	31	physical	physical	ADJ
ajema-7671	44	32	movement	movement	NOUN
ajema-7671	44	33	necessary	necessary	ADJ
ajema-7671	44	34	for	for	ADP
ajema-7671	44	35	identifying	identify	VERB
ajema-7671	44	36	student	student	NOUN
ajema-7671	44	37	behaviors	behavior	NOUN
ajema-7671	44	38	.	.	PUNCT
ajema-7671	45	1	unlike	unlike	ADP
ajema-7671	45	2	pixel	pixel	ADJ
ajema-7671	45	3	-	-	PUNCT
ajema-7671	45	4	heavy	heavy	ADJ
ajema-7671	45	5	rgb	rgb	PROPN
ajema-7671	45	6	images	image	NOUN
ajema-7671	45	7	,	,	PUNCT
ajema-7671	45	8	pose	pose	VERB
ajema-7671	45	9	data	data	NOUN
ajema-7671	45	10	eliminates	eliminate	VERB
ajema-7671	45	11	background	background	NOUN
ajema-7671	45	12	noise	noise	NOUN
ajema-7671	45	13	,	,	PUNCT
ajema-7671	45	14	lighting	lighting	NOUN
ajema-7671	45	15	variability	variability	NOUN
ajema-7671	45	16	,	,	PUNCT
ajema-7671	45	17	and	and	CCONJ
ajema-7671	45	18	facial	facial	ADJ
ajema-7671	45	19	identity	identity	NOUN
ajema-7671	45	20	,	,	PUNCT
ajema-7671	45	21	allowing	allow	VERB
ajema-7671	45	22	models	model	NOUN
ajema-7671	45	23	to	to	PART
ajema-7671	45	24	focus	focus	VERB
ajema-7671	45	25	exclusively	exclusively	ADV
ajema-7671	45	26	on	on	ADP
ajema-7671	45	27	action	action	NOUN
ajema-7671	45	28	-	-	PUNCT
ajema-7671	45	29	relevant	relevant	ADJ
ajema-7671	45	30	dynamics	dynamic	NOUN
ajema-7671	45	31	such	such	ADJ
ajema-7671	45	32	as	as	ADP
ajema-7671	45	33	hand	hand	NOUN
ajema-7671	45	34	movements	movement	NOUN
ajema-7671	45	35	,	,	PUNCT
ajema-7671	45	36	head	head	NOUN
ajema-7671	45	37	tilts	tilt	VERB
ajema-7671	45	38	,	,	PUNCT
ajema-7671	45	39	and	and	CCONJ
ajema-7671	45	40	sitting	sit	VERB
ajema-7671	45	41	posture	posture	NOUN
ajema-7671	45	42	.	.	PUNCT
ajema-7671	46	1	in	in	ADP
ajema-7671	46	2	educational	educational	ADJ
ajema-7671	46	3	environments	environment	NOUN
ajema-7671	46	4	,	,	PUNCT
ajema-7671	46	5	where	where	SCONJ
ajema-7671	46	6	sensitivity	sensitivity	NOUN
ajema-7671	46	7	and	and	CCONJ
ajema-7671	46	8	non	non	ADJ
ajema-7671	46	9	-	-	ADJ
ajema-7671	46	10	invasiveness	invasiveness	ADJ
ajema-7671	46	11	are	be	AUX
ajema-7671	46	12	key	key	ADJ
ajema-7671	46	13	,	,	PUNCT
ajema-7671	46	14	these	these	DET
ajema-7671	46	15	advantages	advantage	NOUN
ajema-7671	46	16	make	make	VERB
ajema-7671	46	17	pose	pose	NOUN
ajema-7671	46	18	-	-	PUNCT
ajema-7671	46	19	based	base	VERB
ajema-7671	46	20	models	model	NOUN
ajema-7671	46	21	ideal	ideal	ADJ
ajema-7671	46	22	.	.	PUNCT
ajema-7671	47	1	this	this	DET
ajema-7671	47	2	section	section	NOUN
ajema-7671	47	3	reviews	review	VERB
ajema-7671	47	4	notable	notable	ADJ
ajema-7671	47	5	architectures	architecture	NOUN
ajema-7671	47	6	that	that	PRON
ajema-7671	47	7	use	use	VERB
ajema-7671	47	8	pose	pose	VERB
ajema-7671	47	9	as	as	ADP
ajema-7671	47	10	input	input	NOUN
ajema-7671	47	11	,	,	PUNCT
ajema-7671	47	12	explains	explain	VERB
ajema-7671	47	13	how	how	SCONJ
ajema-7671	47	14	they	they	PRON
ajema-7671	47	15	work	work	VERB
ajema-7671	47	16	,	,	PUNCT
ajema-7671	47	17	and	and	CCONJ
ajema-7671	47	18	evaluates	evaluate	VERB
ajema-7671	47	19	their	their	PRON
ajema-7671	47	20	relevance	relevance	NOUN
ajema-7671	47	21	to	to	PART
ajema-7671	47	22	classroom	classroom	VERB
ajema-7671	47	23	behavior	behavior	NOUN
ajema-7671	47	24	recognition	recognition	NOUN
ajema-7671	47	25	.	.	PUNCT
ajema-7671	48	1	st	st	PROPN
ajema-7671	48	2	-	-	PUNCT
ajema-7671	48	3	gcn	gcn	NOUN
ajema-7671	48	4	(	(	PUNCT
ajema-7671	48	5	spatial	spatial	ADJ
ajema-7671	48	6	-	-	PUNCT
ajema-7671	48	7	temporal	temporal	ADJ
ajema-7671	48	8	graph	graph	NOUN
ajema-7671	48	9	convolutional	convolutional	ADJ
ajema-7671	48	10	networks	network	NOUN
ajema-7671	48	11	)	)	PUNCT
ajema-7671	48	12	.	.	PUNCT
ajema-7671	49	1	st	st	PROPN
ajema-7671	49	2	-	-	PUNCT
ajema-7671	49	3	gcn	gcn	NOUN
ajema-7671	49	4	is	be	AUX
ajema-7671	49	5	a	a	DET
ajema-7671	49	6	foundational	foundational	ADJ
ajema-7671	49	7	model	model	NOUN
ajema-7671	49	8	for	for	ADP
ajema-7671	49	9	action	action	NOUN
ajema-7671	49	10	recognition	recognition	NOUN
ajema-7671	49	11	using	use	VERB
ajema-7671	49	12	skeleton	skeleton	NOUN
ajema-7671	49	13	data	datum	NOUN
ajema-7671	49	14	.	.	PUNCT
ajema-7671	50	1	it	it	PRON
ajema-7671	50	2	represents	represent	VERB
ajema-7671	50	3	body	body	NOUN
ajema-7671	50	4	joints	joint	NOUN
ajema-7671	50	5	as	as	ADP
ajema-7671	50	6	nodes	node	NOUN
ajema-7671	50	7	in	in	ADP
ajema-7671	50	8	a	a	DET
ajema-7671	50	9	graph	graph	NOUN
ajema-7671	50	10	and	and	CCONJ
ajema-7671	50	11	uses	use	VERB
ajema-7671	50	12	edges	edge	NOUN
ajema-7671	50	13	to	to	PART
ajema-7671	50	14	encode	encode	VERB
ajema-7671	50	15	spatial	spatial	ADJ
ajema-7671	50	16	(	(	PUNCT
ajema-7671	50	17	same	same	ADJ
ajema-7671	50	18	-	-	PUNCT
ajema-7671	50	19	frame	frame	NOUN
ajema-7671	50	20	joint	joint	ADJ
ajema-7671	50	21	connections	connection	NOUN
ajema-7671	50	22	)	)	PUNCT
ajema-7671	50	23	and	and	CCONJ
ajema-7671	50	24	temporal	temporal	ADJ
ajema-7671	50	25	(	(	PUNCT
ajema-7671	50	26	same	same	ADJ
ajema-7671	50	27	-	-	PUNCT
ajema-7671	50	28	joint	joint	NOUN
ajema-7671	50	29	across	across	ADP
ajema-7671	50	30	frames	frame	NOUN
ajema-7671	50	31	)	)	PUNCT
ajema-7671	50	32	relationships	relationship	NOUN
ajema-7671	50	33	.	.	PUNCT
ajema-7671	51	1	through	through	ADP
ajema-7671	51	2	graph	graph	NOUN
ajema-7671	51	3	convolutional	convolutional	ADJ
ajema-7671	51	4	layers	layer	NOUN
ajema-7671	51	5	,	,	PUNCT
ajema-7671	51	6	the	the	DET
ajema-7671	51	7	model	model	NOUN
ajema-7671	51	8	captures	capture	VERB
ajema-7671	51	9	how	how	SCONJ
ajema-7671	51	10	body	body	NOUN
ajema-7671	51	11	parts	part	NOUN
ajema-7671	51	12	move	move	VERB
ajema-7671	51	13	in	in	ADP
ajema-7671	51	14	relation	relation	NOUN
ajema-7671	51	15	to	to	ADP
ajema-7671	51	16	one	one	NUM
ajema-7671	51	17	another	another	DET
ajema-7671	51	18	over	over	ADP
ajema-7671	51	19	time	time	NOUN
ajema-7671	51	20	.	.	PUNCT
ajema-7671	52	1	in	in	ADP
ajema-7671	52	2	classroom	classroom	NOUN
ajema-7671	52	3	contexts	contexts	NOUN
ajema-7671	52	4	,	,	PUNCT
ajema-7671	52	5	st	st	NOUN
ajema-7671	52	6	-	-	PUNCT
ajema-7671	52	7	gcn	gcn	NOUN
ajema-7671	52	8	has	have	AUX
ajema-7671	52	9	been	be	AUX
ajema-7671	52	10	used	use	VERB
ajema-7671	52	11	to	to	PART
ajema-7671	52	12	detect	detect	VERB
ajema-7671	52	13	gestures	gesture	NOUN
ajema-7671	52	14	such	such	ADJ
ajema-7671	52	15	as	as	ADP
ajema-7671	52	16	hand	hand	NOUN
ajema-7671	52	17	raising	raising	NOUN
ajema-7671	52	18	,	,	PUNCT
ajema-7671	52	19	writing	writing	NOUN
ajema-7671	52	20	,	,	PUNCT
ajema-7671	52	21	or	or	CCONJ
ajema-7671	52	22	leaning	lean	VERB
ajema-7671	52	23	forward	forward	ADV
ajema-7671	52	24	.	.	PUNCT
ajema-7671	53	1	its	its	PRON
ajema-7671	53	2	graph	graph	NOUN
ajema-7671	53	3	-	-	PUNCT
ajema-7671	53	4	based	base	VERB
ajema-7671	53	5	nature	nature	NOUN
ajema-7671	53	6	makes	make	VERB
ajema-7671	53	7	it	it	PRON
ajema-7671	53	8	adept	adept	ADJ
ajema-7671	53	9	at	at	ADP
ajema-7671	53	10	modeling	model	VERB
ajema-7671	53	11	multi	multi	ADJ
ajema-7671	53	12	-	-	ADJ
ajema-7671	53	13	joint	joint	ADJ
ajema-7671	53	14	coordination	coordination	NOUN
ajema-7671	53	15	patterns	pattern	NOUN
ajema-7671	53	16	,	,	PUNCT
ajema-7671	53	17	such	such	ADJ
ajema-7671	53	18	as	as	ADP
ajema-7671	53	19	simultaneous	simultaneous	ADJ
ajema-7671	53	20	head	head	NOUN
ajema-7671	53	21	turn	turn	VERB
ajema-7671	53	22	and	and	CCONJ
ajema-7671	53	23	arm	arm	NOUN
ajema-7671	53	24	motion	motion	NOUN
ajema-7671	53	25	during	during	ADP
ajema-7671	53	26	question	question	NOUN
ajema-7671	53	27	answering	answering	NOUN
ajema-7671	53	28	.	.	PUNCT
ajema-7671	54	1	its	its	PRON
ajema-7671	54	2	limitations	limitation	NOUN
ajema-7671	54	3	lie	lie	VERB
ajema-7671	54	4	in	in	ADP
ajema-7671	54	5	dealing	deal	VERB
ajema-7671	54	6	with	with	ADP
ajema-7671	54	7	missing	miss	VERB
ajema-7671	54	8	keypoints	keypoint	NOUN
ajema-7671	54	9	(	(	PUNCT
ajema-7671	54	10	due	due	ADP
ajema-7671	54	11	to	to	ADP
ajema-7671	54	12	occlusion	occlusion	NOUN
ajema-7671	54	13	)	)	PUNCT
ajema-7671	54	14	and	and	CCONJ
ajema-7671	54	15	reliance	reliance	NOUN
ajema-7671	54	16	on	on	ADP
ajema-7671	54	17	accurate	accurate	ADJ
ajema-7671	54	18	pose	pose	NOUN
ajema-7671	54	19	estimation	estimation	NOUN
ajema-7671	54	20	.	.	PUNCT
ajema-7671	55	1	agcn	agcn	PROPN
ajema-7671	55	2	(	(	PUNCT
ajema-7671	55	3	attention	attention	NOUN
ajema-7671	55	4	-	-	PUNCT
ajema-7671	55	5	enhanced	enhance	VERB
ajema-7671	55	6	graph	graph	NOUN
ajema-7671	55	7	convolutional	convolutional	ADJ
ajema-7671	55	8	networks	network	NOUN
ajema-7671	55	9	)	)	PUNCT
ajema-7671	55	10	.	.	PUNCT
ajema-7671	56	1	building	build	VERB
ajema-7671	56	2	on	on	ADP
ajema-7671	56	3	st	st	NOUN
ajema-7671	56	4	-	-	PUNCT
ajema-7671	56	5	gcn	gcn	NOUN
ajema-7671	56	6	,	,	PUNCT
ajema-7671	56	7	attention	attention	NOUN
ajema-7671	56	8	-	-	PUNCT
ajema-7671	56	9	gcn	gcn	NOUN
ajema-7671	56	10	introduces	introduce	NOUN
ajema-7671	56	11	spatial	spatial	ADJ
ajema-7671	56	12	and	and	CCONJ
ajema-7671	56	13	temporal	temporal	ADJ
ajema-7671	56	14	attention	attention	NOUN
ajema-7671	56	15	mechanisms	mechanism	NOUN
ajema-7671	56	16	.	.	PUNCT
ajema-7671	57	1	instead	instead	ADV
ajema-7671	57	2	of	of	ADP
ajema-7671	57	3	treating	treat	VERB
ajema-7671	57	4	all	all	DET
ajema-7671	57	5	joints	joint	NOUN
ajema-7671	57	6	and	and	CCONJ
ajema-7671	57	7	time	time	NOUN
ajema-7671	57	8	steps	step	NOUN
ajema-7671	57	9	equally	equally	ADV
ajema-7671	57	10	,	,	PUNCT
ajema-7671	57	11	it	it	PRON
ajema-7671	57	12	learns	learn	VERB
ajema-7671	57	13	to	to	PART
ajema-7671	57	14	weigh	weigh	VERB
ajema-7671	57	15	more	more	ADV
ajema-7671	57	16	informative	informative	ADJ
ajema-7671	57	17	joints	joint	NOUN
ajema-7671	57	18	(	(	PUNCT
ajema-7671	57	19	e.g.	e.g.	ADV
ajema-7671	57	20	,	,	PUNCT
ajema-7671	57	21	dominant	dominant	ADJ
ajema-7671	57	22	hand	hand	NOUN
ajema-7671	57	23	)	)	PUNCT
ajema-7671	57	24	or	or	CCONJ
ajema-7671	57	25	frames	frame	NOUN
ajema-7671	57	26	(	(	PUNCT
ajema-7671	57	27	e.g.	e.g.	ADV
ajema-7671	57	28	,	,	PUNCT
ajema-7671	57	29	action	action	NOUN
ajema-7671	57	30	peak	peak	NOUN
ajema-7671	57	31	moments	moment	NOUN
ajema-7671	57	32	)	)	PUNCT
ajema-7671	57	33	more	more	ADV
ajema-7671	57	34	heavily	heavily	ADV
ajema-7671	57	35	.	.	PUNCT
ajema-7671	58	1	this	this	PRON
ajema-7671	58	2	makes	make	VERB
ajema-7671	58	3	agcn	agcn	PROPN
ajema-7671	58	4	highly	highly	ADV
ajema-7671	58	5	effective	effective	ADJ
ajema-7671	58	6	in	in	ADP
ajema-7671	58	7	classrooms	classroom	NOUN
ajema-7671	58	8	,	,	PUNCT
ajema-7671	58	9	where	where	SCONJ
ajema-7671	58	10	not	not	PART
ajema-7671	58	11	all	all	DET
ajema-7671	58	12	motion	motion	NOUN
ajema-7671	58	13	is	be	AUX
ajema-7671	58	14	equally	equally	ADV
ajema-7671	58	15	relevant	relevant	ADJ
ajema-7671	58	16	.	.	PUNCT
ajema-7671	59	1	for	for	ADP
ajema-7671	59	2	example	example	NOUN
ajema-7671	59	3	,	,	PUNCT
ajema-7671	59	4	slight	slight	ADJ
ajema-7671	59	5	shoulder	shoulder	NOUN
ajema-7671	59	6	adjustments	adjustment	NOUN
ajema-7671	59	7	during	during	ADP
ajema-7671	59	8	note	note	NOUN
ajema-7671	59	9	-	-	PUNCT
ajema-7671	59	10	taking	taking	NOUN
ajema-7671	59	11	are	be	AUX
ajema-7671	59	12	less	less	ADV
ajema-7671	59	13	important	important	ADJ
ajema-7671	59	14	than	than	ADP
ajema-7671	59	15	distinctive	distinctive	ADJ
ajema-7671	59	16	handraising	handraise	VERB
ajema-7671	59	17	gestures	gesture	NOUN
ajema-7671	59	18	.	.	PUNCT
ajema-7671	60	1	the	the	DET
ajema-7671	60	2	attention	attention	NOUN
ajema-7671	60	3	mechanism	mechanism	NOUN
ajema-7671	60	4	improves	improve	VERB
ajema-7671	60	5	robustness	robustness	NOUN
ajema-7671	60	6	to	to	ADP
ajema-7671	60	7	irrelevant	irrelevant	ADJ
ajema-7671	60	8	motion	motion	NOUN
ajema-7671	60	9	and	and	CCONJ
ajema-7671	60	10	enhances	enhance	VERB
ajema-7671	60	11	action	action	NOUN
ajema-7671	60	12	classification	classification	NOUN
ajema-7671	60	13	performance	performance	NOUN
ajema-7671	60	14	.	.	PUNCT
ajema-7671	61	1	posernn	posernn	NOUN
ajema-7671	61	2	and	and	CCONJ
ajema-7671	61	3	bi	bi	ADJ
ajema-7671	61	4	-	-	ADJ
ajema-7671	61	5	lstm	lstm	ADJ
ajema-7671	61	6	-	-	PUNCT
ajema-7671	61	7	based	base	VERB
ajema-7671	61	8	models	model	NOUN
ajema-7671	61	9	.	.	PUNCT
ajema-7671	62	1	rnn	rnn	PROPN
ajema-7671	62	2	-	-	PUNCT
ajema-7671	62	3	based	base	VERB
ajema-7671	62	4	approaches	approach	NOUN
ajema-7671	62	5	process	process	VERB
ajema-7671	62	6	sequences	sequence	NOUN
ajema-7671	62	7	of	of	ADP
ajema-7671	62	8	pose	pose	NOUN
ajema-7671	62	9	frames	frame	NOUN
ajema-7671	62	10	using	use	VERB
ajema-7671	62	11	memory	memory	NOUN
ajema-7671	62	12	units	unit	NOUN
ajema-7671	62	13	like	like	ADP
ajema-7671	62	14	lstm	lstm	NOUN
ajema-7671	62	15	or	or	CCONJ
ajema-7671	62	16	gru	gru	PROPN
ajema-7671	62	17	.	.	PUNCT
ajema-7671	63	1	posernn	posernn	PROPN
ajema-7671	63	2	treats	treat	VERB
ajema-7671	63	3	each	each	DET
ajema-7671	63	4	joint	joint	ADJ
ajema-7671	63	5	coordinate	coordinate	NOUN
ajema-7671	63	6	vector	vector	NOUN
ajema-7671	63	7	as	as	ADP
ajema-7671	63	8	an	an	DET
ajema-7671	63	9	input	input	NOUN
ajema-7671	63	10	step	step	NOUN
ajema-7671	63	11	and	and	CCONJ
ajema-7671	63	12	models	model	VERB
ajema-7671	63	13	the	the	DET
ajema-7671	63	14	temporal	temporal	ADJ
ajema-7671	63	15	progression	progression	NOUN
ajema-7671	63	16	of	of	ADP
ajema-7671	63	17	the	the	DET
ajema-7671	63	18	action	action	NOUN
ajema-7671	63	19	.	.	PUNCT
ajema-7671	64	1	these	these	DET
ajema-7671	64	2	models	model	NOUN
ajema-7671	64	3	are	be	AUX
ajema-7671	64	4	interpretable	interpretable	ADJ
ajema-7671	64	5	and	and	CCONJ
ajema-7671	64	6	easier	easy	ADJ
ajema-7671	64	7	to	to	PART
ajema-7671	64	8	implement	implement	VERB
ajema-7671	64	9	but	but	CCONJ
ajema-7671	64	10	often	often	ADV
ajema-7671	64	11	struggle	struggle	VERB
ajema-7671	64	12	with	with	ADP
ajema-7671	64	13	long	long	ADJ
ajema-7671	64	14	sequences	sequence	NOUN
ajema-7671	64	15	due	due	ADJ
ajema-7671	64	16	to	to	ADP
ajema-7671	64	17	vanishing	vanish	VERB
ajema-7671	64	18	gradients	gradient	NOUN
ajema-7671	64	19	.	.	PUNCT
ajema-7671	65	1	however	however	ADV
ajema-7671	65	2	,	,	PUNCT
ajema-7671	65	3	in	in	ADP
ajema-7671	65	4	short	short	ADJ
ajema-7671	65	5	-	-	PUNCT
ajema-7671	65	6	to	to	ADP
ajema-7671	65	7	-	-	PUNCT
ajema-7671	65	8	medium	medium	NOUN
ajema-7671	65	9	behaviors	behavior	NOUN
ajema-7671	65	10	like	like	ADP
ajema-7671	65	11	turning	turn	VERB
ajema-7671	65	12	pages	page	NOUN
ajema-7671	65	13	or	or	CCONJ
ajema-7671	65	14	adjusting	adjust	VERB
ajema-7671	65	15	posture	posture	NOUN
ajema-7671	65	16	,	,	PUNCT
ajema-7671	65	17	posernn	posernn	NOUN
ajema-7671	65	18	performs	perform	VERB
ajema-7671	65	19	well	well	ADV
ajema-7671	65	20	and	and	CCONJ
ajema-7671	65	21	is	be	AUX
ajema-7671	65	22	more	more	ADV
ajema-7671	65	23	lightweight	lightweight	ADJ
ajema-7671	65	24	than	than	ADP
ajema-7671	65	25	graph	graph	NOUN
ajema-7671	65	26	or	or	CCONJ
ajema-7671	65	27	transformer	transformer	NOUN
ajema-7671	65	28	models	model	NOUN
ajema-7671	65	29	.	.	PUNCT
ajema-7671	66	1	st	st	VERB
ajema-7671	66	2	-	-	PUNCT
ajema-7671	66	3	gcn	gcn	NOUN
ajema-7671	66	4	variants	variant	NOUN
ajema-7671	66	5	with	with	ADP
ajema-7671	66	6	edge	edge	NOUN
ajema-7671	66	7	importance	importance	NOUN
ajema-7671	66	8	weighting	weighting	NOUN
ajema-7671	66	9	.	.	PUNCT
ajema-7671	67	1	an	an	DET
ajema-7671	67	2	improvement	improvement	NOUN
ajema-7671	67	3	to	to	ADP
ajema-7671	67	4	the	the	DET
ajema-7671	67	5	original	original	ADJ
ajema-7671	67	6	stgcn	stgcn	ADJ
ajema-7671	67	7	design	design	NOUN
ajema-7671	67	8	involves	involve	VERB
ajema-7671	67	9	learning	learn	VERB
ajema-7671	67	10	edge	edge	NOUN
ajema-7671	67	11	importance	importance	NOUN
ajema-7671	67	12	weights	weight	NOUN
ajema-7671	67	13	that	that	PRON
ajema-7671	67	14	modulate	modulate	VERB
ajema-7671	67	15	the	the	DET
ajema-7671	67	16	strength	strength	NOUN
ajema-7671	67	17	of	of	ADP
ajema-7671	67	18	connections	connection	NOUN
ajema-7671	67	19	between	between	ADP
ajema-7671	67	20	joints	joint	NOUN
ajema-7671	67	21	.	.	PUNCT
ajema-7671	68	1	this	this	PRON
ajema-7671	68	2	allows	allow	VERB
ajema-7671	68	3	the	the	DET
ajema-7671	68	4	model	model	NOUN
ajema-7671	68	5	to	to	PART
ajema-7671	68	6	identify	identify	VERB
ajema-7671	68	7	which	which	DET
ajema-7671	68	8	spatial	spatial	ADJ
ajema-7671	68	9	or	or	CCONJ
ajema-7671	68	10	temporal	temporal	ADJ
ajema-7671	68	11	relationships	relationship	NOUN
ajema-7671	68	12	are	be	AUX
ajema-7671	68	13	most	most	ADV
ajema-7671	68	14	important	important	ADJ
ajema-7671	68	15	for	for	ADP
ajema-7671	68	16	classifying	classify	VERB
ajema-7671	68	17	a	a	DET
ajema-7671	68	18	given	give	VERB
ajema-7671	68	19	action	action	NOUN
ajema-7671	68	20	.	.	PUNCT
ajema-7671	69	1	for	for	ADP
ajema-7671	69	2	example	example	NOUN
ajema-7671	69	3	,	,	PUNCT
ajema-7671	69	4	in	in	ADP
ajema-7671	69	5	distinguishing	distinguish	VERB
ajema-7671	69	6	"	"	PUNCT
ajema-7671	69	7	reading	read	VERB
ajema-7671	69	8	"	"	PUNCT
ajema-7671	69	9	from	from	ADP
ajema-7671	69	10	"	"	PUNCT
ajema-7671	69	11	writing	writing	NOUN
ajema-7671	69	12	,	,	PUNCT
ajema-7671	69	13	"	"	PUNCT
ajema-7671	69	14	the	the	DET
ajema-7671	69	15	importance	importance	NOUN
ajema-7671	69	16	of	of	ADP
ajema-7671	69	17	wrist	wrist	NOUN
ajema-7671	69	18	-	-	PUNCT
ajema-7671	69	19	to	to	ADP
ajema-7671	69	20	-	-	PUNCT
ajema-7671	69	21	elbow	elbow	NOUN
ajema-7671	69	22	dynamics	dynamic	NOUN
ajema-7671	69	23	might	might	AUX
ajema-7671	69	24	be	be	AUX
ajema-7671	69	25	higher	high	ADJ
ajema-7671	69	26	than	than	ADP
ajema-7671	69	27	hip	hip	NOUN
ajema-7671	69	28	-	-	PUNCT
ajema-7671	69	29	to	to	ADP
ajema-7671	69	30	-	-	PUNCT
ajema-7671	69	31	shoulder	shoulder	NOUN
ajema-7671	69	32	relationships	relationship	NOUN
ajema-7671	69	33	.	.	PUNCT
ajema-7671	70	1	these	these	DET
ajema-7671	70	2	weighted	weight	VERB
ajema-7671	70	3	edges	edge	NOUN
ajema-7671	70	4	make	make	VERB
ajema-7671	70	5	the	the	DET
ajema-7671	70	6	graph	graph	NOUN
ajema-7671	70	7	representation	representation	NOUN
ajema-7671	70	8	more	more	ADV
ajema-7671	70	9	adaptive	adaptive	ADJ
ajema-7671	70	10	and	and	CCONJ
ajema-7671	70	11	context	context	NOUN
ajema-7671	70	12	-	-	PUNCT
ajema-7671	70	13	sensitive	sensitive	ADJ
ajema-7671	70	14	.	.	PUNCT
ajema-7671	71	1	tsst	tsst	NOUN
ajema-7671	71	2	-	-	PUNCT
ajema-7671	71	3	gcn	gcn	NOUN
ajema-7671	71	4	and	and	CCONJ
ajema-7671	71	5	dual	dual	ADJ
ajema-7671	71	6	-	-	PUNCT
ajema-7671	71	7	stream	stream	NOUN
ajema-7671	71	8	architectures	architecture	NOUN
ajema-7671	71	9	.	.	PUNCT
ajema-7671	72	1	these	these	DET
ajema-7671	72	2	models	model	NOUN
ajema-7671	72	3	combine	combine	VERB
ajema-7671	72	4	pose	pose	VERB
ajema-7671	72	5	data	datum	NOUN
ajema-7671	72	6	with	with	ADP
ajema-7671	72	7	visual	visual	ADJ
ajema-7671	72	8	streams	stream	NOUN
ajema-7671	72	9	(	(	PUNCT
ajema-7671	72	10	rgb	rgb	PROPN
ajema-7671	72	11	)	)	PUNCT
ajema-7671	72	12	or	or	CCONJ
ajema-7671	72	13	other	other	ADJ
ajema-7671	72	14	modalities	modality	NOUN
ajema-7671	72	15	.	.	PUNCT
ajema-7671	73	1	in	in	ADP
ajema-7671	73	2	tsst	tsst	NOUN
ajema-7671	73	3	-	-	PUNCT
ajema-7671	73	4	gcn	gcn	NOUN
ajema-7671	73	5	,	,	PUNCT
ajema-7671	73	6	a	a	DET
ajema-7671	73	7	two	two	NUM
ajema-7671	73	8	-	-	PUNCT
ajema-7671	73	9	stream	stream	NOUN
ajema-7671	73	10	network	network	NOUN
ajema-7671	73	11	processes	process	VERB
ajema-7671	73	12	rgb	rgb	PROPN
ajema-7671	73	13	frames	frame	NOUN
ajema-7671	73	14	and	and	CCONJ
ajema-7671	73	15	pose	pose	VERB
ajema-7671	73	16	skeletons	skeleton	NOUN
ajema-7671	73	17	in	in	ADP
ajema-7671	73	18	parallel	parallel	NOUN
ajema-7671	73	19	before	before	ADP
ajema-7671	73	20	fusing	fuse	VERB
ajema-7671	73	21	their	their	PRON
ajema-7671	73	22	learned	learn	VERB
ajema-7671	73	23	features	feature	NOUN
ajema-7671	73	24	.	.	PUNCT
ajema-7671	74	1	while	while	SCONJ
ajema-7671	74	2	this	this	DET
ajema-7671	74	3	hybrid	hybrid	ADJ
ajema-7671	74	4	approach	approach	NOUN
ajema-7671	74	5	improves	improve	VERB
ajema-7671	74	6	accuracy	accuracy	NOUN
ajema-7671	74	7	,	,	PUNCT
ajema-7671	74	8	especially	especially	ADV
ajema-7671	74	9	in	in	ADP
ajema-7671	74	10	ambiguous	ambiguous	ADJ
ajema-7671	74	11	actions	action	NOUN
ajema-7671	74	12	(	(	PUNCT
ajema-7671	74	13	e.g.	e.g.	ADV
ajema-7671	74	14	,	,	PUNCT
ajema-7671	74	15	reading	read	VERB
ajema-7671	74	16	vs.	vs.	ADP
ajema-7671	74	17	thinking	thinking	NOUN
ajema-7671	74	18	)	)	PUNCT
ajema-7671	74	19	,	,	PUNCT
ajema-7671	74	20	it	it	PRON
ajema-7671	74	21	sacrifices	sacrifice	VERB
ajema-7671	74	22	real	real	ADJ
ajema-7671	74	23	-	-	PUNCT
ajema-7671	74	24	time	time	NOUN
ajema-7671	74	25	efficiency	efficiency	NOUN
ajema-7671	74	26	and	and	CCONJ
ajema-7671	74	27	increases	increase	VERB
ajema-7671	74	28	system	system	NOUN
ajema-7671	74	29	complexity	complexity	NOUN
ajema-7671	74	30	.	.	PUNCT
ajema-7671	75	1	it	it	PRON
ajema-7671	75	2	is	be	AUX
ajema-7671	75	3	most	most	ADV
ajema-7671	75	4	useful	useful	ADJ
ajema-7671	75	5	in	in	ADP
ajema-7671	75	6	offline	offline	ADJ
ajema-7671	75	7	analysis	analysis	NOUN
ajema-7671	75	8	or	or	CCONJ
ajema-7671	75	9	research	research	NOUN
ajema-7671	75	10	settings	setting	NOUN
ajema-7671	75	11	,	,	PUNCT
ajema-7671	75	12	where	where	SCONJ
ajema-7671	75	13	performance	performance	NOUN
ajema-7671	75	14	outweighs	outweigh	VERB
ajema-7671	75	15	latency	latency	NOUN
ajema-7671	75	16	.	.	PUNCT
ajema-7671	76	1	154	154	NUM
ajema-7671	76	2	journal	journal	NOUN
ajema-7671	76	3	of	of	ADP
ajema-7671	76	4	engineering	engineering	NOUN
ajema-7671	76	5	,	,	PUNCT
ajema-7671	76	6	mechanics	mechanic	NOUN
ajema-7671	76	7	and	and	CCONJ
ajema-7671	76	8	architecture	architecture	NOUN
ajema-7671	76	9	www	www	NOUN
ajema-7671	76	10	.	.	PUNCT
ajema-7671	77	1	grnjournal.us	grnjournal.us	X
ajema-7671	77	2	transformer	transformer	NOUN
ajema-7671	77	3	-	-	PUNCT
ajema-7671	77	4	based	base	VERB
ajema-7671	77	5	pose	pose	NOUN
ajema-7671	77	6	models	model	NOUN
ajema-7671	77	7	.	.	PUNCT
ajema-7671	78	1	inspired	inspire	VERB
ajema-7671	78	2	by	by	ADP
ajema-7671	78	3	their	their	PRON
ajema-7671	78	4	success	success	NOUN
ajema-7671	78	5	in	in	ADP
ajema-7671	78	6	nlp	nlp	NOUN
ajema-7671	78	7	and	and	CCONJ
ajema-7671	78	8	vision	vision	NOUN
ajema-7671	78	9	tasks	task	NOUN
ajema-7671	78	10	,	,	PUNCT
ajema-7671	78	11	transformers	transformer	NOUN
ajema-7671	78	12	have	have	AUX
ajema-7671	78	13	recently	recently	ADV
ajema-7671	78	14	been	be	AUX
ajema-7671	78	15	adapted	adapt	VERB
ajema-7671	78	16	to	to	PART
ajema-7671	78	17	pose	pose	VERB
ajema-7671	78	18	-	-	PUNCT
ajema-7671	78	19	based	base	VERB
ajema-7671	78	20	action	action	NOUN
ajema-7671	78	21	recognition	recognition	NOUN
ajema-7671	78	22	.	.	PUNCT
ajema-7671	79	1	these	these	DET
ajema-7671	79	2	models	model	NOUN
ajema-7671	79	3	treat	treat	VERB
ajema-7671	79	4	pose	pose	NOUN
ajema-7671	79	5	sequences	sequence	NOUN
ajema-7671	79	6	as	as	ADP
ajema-7671	79	7	tokenized	tokenized	ADJ
ajema-7671	79	8	input	input	NOUN
ajema-7671	79	9	and	and	CCONJ
ajema-7671	79	10	use	use	VERB
ajema-7671	79	11	self	self	NOUN
ajema-7671	79	12	-	-	PUNCT
ajema-7671	79	13	attention	attention	NOUN
ajema-7671	79	14	to	to	PART
ajema-7671	79	15	learn	learn	VERB
ajema-7671	79	16	long	long	ADJ
ajema-7671	79	17	-	-	PUNCT
ajema-7671	79	18	term	term	NOUN
ajema-7671	79	19	dependencies	dependency	NOUN
ajema-7671	79	20	across	across	ADP
ajema-7671	79	21	time	time	NOUN
ajema-7671	79	22	.	.	PUNCT
ajema-7671	80	1	models	model	NOUN
ajema-7671	80	2	like	like	ADP
ajema-7671	80	3	actionformer	actionformer	ADJ
ajema-7671	80	4	,	,	PUNCT
ajema-7671	80	5	motionformer	motionformer	ADJ
ajema-7671	80	6	,	,	PUNCT
ajema-7671	80	7	or	or	CCONJ
ajema-7671	80	8	poseformer	poseformer	NOUN
ajema-7671	80	9	provide	provide	VERB
ajema-7671	80	10	superior	superior	ADJ
ajema-7671	80	11	performance	performance	NOUN
ajema-7671	80	12	in	in	ADP
ajema-7671	80	13	recognizing	recognize	VERB
ajema-7671	80	14	subtle	subtle	ADJ
ajema-7671	80	15	and	and	CCONJ
ajema-7671	80	16	prolonged	prolonged	ADJ
ajema-7671	80	17	behaviors	behavior	NOUN
ajema-7671	80	18	,	,	PUNCT
ajema-7671	80	19	such	such	ADJ
ajema-7671	80	20	as	as	ADP
ajema-7671	80	21	attentive	attentive	ADJ
ajema-7671	80	22	listening	listening	NOUN
ajema-7671	80	23	or	or	CCONJ
ajema-7671	80	24	disengagement	disengagement	NOUN
ajema-7671	80	25	.	.	PUNCT
ajema-7671	81	1	their	their	PRON
ajema-7671	81	2	scalability	scalability	NOUN
ajema-7671	81	3	and	and	CCONJ
ajema-7671	81	4	parallel	parallel	ADJ
ajema-7671	81	5	processing	processing	NOUN
ajema-7671	81	6	make	make	VERB
ajema-7671	81	7	them	they	PRON
ajema-7671	81	8	attractive	attractive	ADJ
ajema-7671	81	9	for	for	ADP
ajema-7671	81	10	large	large	ADJ
ajema-7671	81	11	-	-	PUNCT
ajema-7671	81	12	scale	scale	NOUN
ajema-7671	81	13	classroom	classroom	NOUN
ajema-7671	81	14	deployments	deployment	NOUN
ajema-7671	81	15	,	,	PUNCT
ajema-7671	81	16	though	though	SCONJ
ajema-7671	81	17	they	they	PRON
ajema-7671	81	18	demand	demand	VERB
ajema-7671	81	19	more	more	ADJ
ajema-7671	81	20	training	training	NOUN
ajema-7671	81	21	data	datum	NOUN
ajema-7671	81	22	and	and	CCONJ
ajema-7671	81	23	compute	compute	ADJ
ajema-7671	81	24	resources	resource	NOUN
ajema-7671	81	25	.	.	PUNCT
ajema-7671	82	1	3	3	X
ajema-7671	82	2	.	.	NOUN
ajema-7671	82	3	results	result	NOUN
ajema-7671	82	4	and	and	CCONJ
ajema-7671	82	5	comparison	comparison	NOUN
ajema-7671	82	6	model	model	NOUN
ajema-7671	82	7	type	type	NOUN
ajema-7671	82	8	key	key	ADJ
ajema-7671	82	9	strengths	strength	NOUN
ajema-7671	82	10	limitations	limitation	NOUN
ajema-7671	82	11	use	use	VERB
ajema-7671	82	12	case	case	NOUN
ajema-7671	82	13	relevance	relevance	NOUN
ajema-7671	82	14	st	st	ADJ
ajema-7671	82	15	-	-	PUNCT
ajema-7671	82	16	gcn	gcn	NOUN
ajema-7671	82	17	gcn	gcn	NOUN
ajema-7671	82	18	spatiotemporal	spatiotemporal	ADJ
ajema-7671	82	19	modeling	modeling	NOUN
ajema-7671	82	20	,	,	PUNCT
ajema-7671	82	21	joint	joint	ADJ
ajema-7671	82	22	relations	relation	NOUN
ajema-7671	82	23	sensitive	sensitive	ADJ
ajema-7671	82	24	to	to	ADP
ajema-7671	82	25	missing	miss	VERB
ajema-7671	82	26	joints	joint	NOUN
ajema-7671	82	27	hand	hand	NOUN
ajema-7671	82	28	-	-	PUNCT
ajema-7671	82	29	raising	raising	NOUN
ajema-7671	82	30	,	,	PUNCT
ajema-7671	82	31	writing	writing	NOUN
ajema-7671	82	32	,	,	PUNCT
ajema-7671	82	33	leaning	lean	VERB
ajema-7671	82	34	agcn	agcn	PROPN
ajema-7671	82	35	gcn	gcn	NOUN
ajema-7671	82	36	+	+	CCONJ
ajema-7671	82	37	attention	attention	NOUN
ajema-7671	82	38	focused	focused	ADJ
ajema-7671	82	39	learning	learning	NOUN
ajema-7671	82	40	,	,	PUNCT
ajema-7671	82	41	robust	robust	ADJ
ajema-7671	82	42	to	to	PART
ajema-7671	82	43	noise	noise	VERB
ajema-7671	82	44	slightly	slightly	ADV
ajema-7671	82	45	increased	increase	VERB
ajema-7671	82	46	complexity	complexity	NOUN
ajema-7671	82	47	selective	selective	ADJ
ajema-7671	82	48	behavior	behavior	NOUN
ajema-7671	82	49	detection	detection	NOUN
ajema-7671	82	50	posernn	posernn	NOUN
ajema-7671	82	51	rnn	rnn	VERB
ajema-7671	82	52	lightweight	lightweight	ADJ
ajema-7671	82	53	,	,	PUNCT
ajema-7671	82	54	interpretable	interpretable	ADJ
ajema-7671	82	55	poor	poor	ADJ
ajema-7671	82	56	long	long	ADJ
ajema-7671	82	57	-	-	PUNCT
ajema-7671	82	58	sequence	sequence	NOUN
ajema-7671	82	59	performance	performance	NOUN
ajema-7671	82	60	posture	posture	NOUN
ajema-7671	82	61	changes	change	NOUN
ajema-7671	82	62	,	,	PUNCT
ajema-7671	82	63	short	short	ADJ
ajema-7671	82	64	actions	action	NOUN
ajema-7671	82	65	edge	edge	NOUN
ajema-7671	82	66	-	-	PUNCT
ajema-7671	82	67	stgcn	stgcn	ADJ
ajema-7671	82	68	gcn	gcn	NOUN
ajema-7671	82	69	+	+	CCONJ
ajema-7671	82	70	edge	edge	NOUN
ajema-7671	82	71	weights	weight	NOUN
ajema-7671	82	72	learns	learn	VERB
ajema-7671	82	73	relation	relation	NOUN
ajema-7671	82	74	importance	importance	NOUN
ajema-7671	82	75	requires	require	VERB
ajema-7671	82	76	tuning	tune	VERB
ajema-7671	82	77	of	of	ADP
ajema-7671	82	78	weighting	weight	VERB
ajema-7671	82	79	schemes	scheme	NOUN
ajema-7671	82	80	action	action	NOUN
ajema-7671	82	81	disambiguation	disambiguation	NOUN
ajema-7671	82	82	tsst	tsst	PROPN
ajema-7671	82	83	-	-	PUNCT
ajema-7671	82	84	gcn	gcn	NOUN
ajema-7671	82	85	two	two	NUM
ajema-7671	82	86	-	-	PUNCT
ajema-7671	82	87	stream	stream	NOUN
ajema-7671	82	88	high	high	ADJ
ajema-7671	82	89	accuracy	accuracy	NOUN
ajema-7671	82	90	,	,	PUNCT
ajema-7671	82	91	context	context	NOUN
ajema-7671	82	92	aware	aware	ADJ
ajema-7671	82	93	slow	slow	ADJ
ajema-7671	82	94	,	,	PUNCT
ajema-7671	82	95	resourceheavy	resourceheavy	ADJ
ajema-7671	82	96	offline	offline	ADJ
ajema-7671	82	97	detailed	detailed	ADJ
ajema-7671	82	98	behavior	behavior	NOUN
ajema-7671	82	99	study	study	NOUN
ajema-7671	82	100	poseformer	poseformer	NOUN
ajema-7671	82	101	transformer	transformer	NOUN
ajema-7671	82	102	long	long	ADJ
ajema-7671	82	103	-	-	PUNCT
ajema-7671	82	104	term	term	NOUN
ajema-7671	82	105	memory	memory	NOUN
ajema-7671	82	106	,	,	PUNCT
ajema-7671	82	107	high	high	ADJ
ajema-7671	82	108	accuracy	accuracy	NOUN
ajema-7671	82	109	data	datum	NOUN
ajema-7671	82	110	-	-	PUNCT
ajema-7671	82	111	hungry	hungry	ADJ
ajema-7671	82	112	,	,	PUNCT
ajema-7671	82	113	not	not	PART
ajema-7671	82	114	ideal	ideal	ADJ
ajema-7671	82	115	for	for	SCONJ
ajema-7671	82	116	real	real	ADJ
ajema-7671	82	117	-	-	PUNCT
ajema-7671	82	118	time	time	NOUN
ajema-7671	82	119	use	use	NOUN
ajema-7671	82	120	deep	deep	ADJ
ajema-7671	82	121	behavior	behavior	NOUN
ajema-7671	82	122	understanding	understand	VERB
ajema-7671	82	123	table	table	NOUN
ajema-7671	82	124	1	1	NUM
ajema-7671	82	125	.	.	PUNCT
ajema-7671	82	126	comparative	comparative	ADJ
ajema-7671	82	127	summary	summary	NOUN
ajema-7671	82	128	after	after	ADP
ajema-7671	82	129	reviewing	review	VERB
ajema-7671	82	130	existing	exist	VERB
ajema-7671	82	131	pose	pose	NOUN
ajema-7671	82	132	-	-	PUNCT
ajema-7671	82	133	based	base	VERB
ajema-7671	82	134	architectures	architecture	NOUN
ajema-7671	82	135	,	,	PUNCT
ajema-7671	82	136	it	it	PRON
ajema-7671	82	137	becomes	become	VERB
ajema-7671	82	138	clear	clear	ADJ
ajema-7671	82	139	that	that	SCONJ
ajema-7671	82	140	while	while	SCONJ
ajema-7671	82	141	many	many	ADJ
ajema-7671	82	142	models	model	NOUN
ajema-7671	82	143	share	share	VERB
ajema-7671	82	144	a	a	DET
ajema-7671	82	145	common	common	ADJ
ajema-7671	82	146	input	input	NOUN
ajema-7671	82	147	format	format	NOUN
ajema-7671	82	148	—	—	PUNCT
ajema-7671	82	149	skeleton	skeleton	NOUN
ajema-7671	82	150	data	datum	NOUN
ajema-7671	82	151	—	—	PUNCT
ajema-7671	82	152	they	they	PRON
ajema-7671	82	153	differ	differ	VERB
ajema-7671	82	154	significantly	significantly	ADV
ajema-7671	82	155	in	in	ADP
ajema-7671	82	156	their	their	PRON
ajema-7671	82	157	modeling	modeling	NOUN
ajema-7671	82	158	philosophy	philosophy	NOUN
ajema-7671	82	159	,	,	PUNCT
ajema-7671	82	160	complexity	complexity	NOUN
ajema-7671	82	161	,	,	PUNCT
ajema-7671	82	162	and	and	CCONJ
ajema-7671	82	163	applicability	applicability	NOUN
ajema-7671	82	164	to	to	ADP
ajema-7671	82	165	real	real	ADJ
ajema-7671	82	166	-	-	PUNCT
ajema-7671	82	167	world	world	NOUN
ajema-7671	82	168	classrooms	classroom	NOUN
ajema-7671	82	169	.	.	PUNCT
ajema-7671	83	1	this	this	DET
ajema-7671	83	2	section	section	NOUN
ajema-7671	83	3	analyzes	analyze	VERB
ajema-7671	83	4	these	these	DET
ajema-7671	83	5	models	model	NOUN
ajema-7671	83	6	across	across	ADP
ajema-7671	83	7	practical	practical	ADJ
ajema-7671	83	8	dimensions	dimension	NOUN
ajema-7671	83	9	:	:	PUNCT
ajema-7671	83	10	accuracy	accuracy	NOUN
ajema-7671	83	11	,	,	PUNCT
ajema-7671	83	12	interpretability	interpretability	NOUN
ajema-7671	83	13	,	,	PUNCT
ajema-7671	83	14	robustness	robustness	NOUN
ajema-7671	83	15	to	to	ADP
ajema-7671	83	16	noise	noise	NOUN
ajema-7671	83	17	,	,	PUNCT
ajema-7671	83	18	computational	computational	ADJ
ajema-7671	83	19	cost	cost	NOUN
ajema-7671	83	20	,	,	PUNCT
ajema-7671	83	21	and	and	CCONJ
ajema-7671	83	22	adaptability	adaptability	NOUN
ajema-7671	83	23	.	.	PUNCT
ajema-7671	84	1	among	among	ADP
ajema-7671	84	2	all	all	DET
ajema-7671	84	3	models	model	NOUN
ajema-7671	84	4	,	,	PUNCT
ajema-7671	84	5	transformer	transformer	NOUN
ajema-7671	84	6	-	-	PUNCT
ajema-7671	84	7	based	base	VERB
ajema-7671	84	8	approaches	approach	NOUN
ajema-7671	84	9	such	such	ADJ
ajema-7671	84	10	as	as	ADP
ajema-7671	84	11	poseformer	poseformer	NOUN
ajema-7671	84	12	stand	stand	VERB
ajema-7671	84	13	out	out	ADP
ajema-7671	84	14	for	for	ADP
ajema-7671	84	15	their	their	PRON
ajema-7671	84	16	superior	superior	ADJ
ajema-7671	84	17	accuracy	accuracy	NOUN
ajema-7671	84	18	and	and	CCONJ
ajema-7671	84	19	capability	capability	NOUN
ajema-7671	84	20	to	to	PART
ajema-7671	84	21	model	model	VERB
ajema-7671	84	22	long	long	ADJ
ajema-7671	84	23	-	-	PUNCT
ajema-7671	84	24	term	term	NOUN
ajema-7671	84	25	dependencies	dependency	NOUN
ajema-7671	84	26	.	.	PUNCT
ajema-7671	85	1	their	their	PRON
ajema-7671	85	2	performance	performance	NOUN
ajema-7671	85	3	on	on	ADP
ajema-7671	85	4	academic	academic	ADJ
ajema-7671	85	5	benchmarks	benchmark	NOUN
ajema-7671	85	6	suggests	suggest	VERB
ajema-7671	85	7	strong	strong	ADJ
ajema-7671	85	8	potential	potential	NOUN
ajema-7671	85	9	for	for	ADP
ajema-7671	85	10	nuanced	nuanced	ADJ
ajema-7671	85	11	behavior	behavior	NOUN
ajema-7671	85	12	detection	detection	NOUN
ajema-7671	85	13	.	.	PUNCT
ajema-7671	86	1	however	however	ADV
ajema-7671	86	2	,	,	PUNCT
ajema-7671	86	3	their	their	PRON
ajema-7671	86	4	reliance	reliance	NOUN
ajema-7671	86	5	on	on	ADP
ajema-7671	86	6	large	large	ADJ
ajema-7671	86	7	datasets	dataset	NOUN
ajema-7671	86	8	and	and	CCONJ
ajema-7671	86	9	substantial	substantial	ADJ
ajema-7671	86	10	compute	compute	NOUN
ajema-7671	86	11	resources	resource	NOUN
ajema-7671	86	12	makes	make	VERB
ajema-7671	86	13	them	they	PRON
ajema-7671	86	14	less	less	ADV
ajema-7671	86	15	viable	viable	ADJ
ajema-7671	86	16	for	for	ADP
ajema-7671	86	17	deployment	deployment	NOUN
ajema-7671	86	18	in	in	ADP
ajema-7671	86	19	resource	resource	NOUN
ajema-7671	86	20	-	-	PUNCT
ajema-7671	86	21	constrained	constrain	VERB
ajema-7671	86	22	environments	environment	NOUN
ajema-7671	86	23	like	like	ADP
ajema-7671	86	24	public	public	ADJ
ajema-7671	86	25	schools	school	NOUN
ajema-7671	86	26	.	.	PUNCT
ajema-7671	87	1	graph	graph	NOUN
ajema-7671	87	2	-	-	PUNCT
ajema-7671	87	3	based	base	VERB
ajema-7671	87	4	models	model	NOUN
ajema-7671	87	5	,	,	PUNCT
ajema-7671	87	6	especially	especially	ADV
ajema-7671	87	7	st	st	NOUN
ajema-7671	87	8	-	-	PUNCT
ajema-7671	87	9	gcn	gcn	NOUN
ajema-7671	87	10	and	and	CCONJ
ajema-7671	87	11	its	its	PRON
ajema-7671	87	12	variants	variant	NOUN
ajema-7671	87	13	(	(	PUNCT
ajema-7671	87	14	agcn	agcn	PROPN
ajema-7671	87	15	,	,	PUNCT
ajema-7671	87	16	edge	edge	PROPN
ajema-7671	87	17	-	-	PUNCT
ajema-7671	87	18	st	st	NOUN
ajema-7671	87	19	-	-	PUNCT
ajema-7671	87	20	gcn	gcn	NOUN
ajema-7671	87	21	)	)	PUNCT
ajema-7671	87	22	,	,	PUNCT
ajema-7671	87	23	strike	strike	VERB
ajema-7671	87	24	a	a	DET
ajema-7671	87	25	balance	balance	NOUN
ajema-7671	87	26	between	between	ADP
ajema-7671	87	27	performance	performance	NOUN
ajema-7671	87	28	and	and	CCONJ
ajema-7671	87	29	interpretability	interpretability	NOUN
ajema-7671	87	30	.	.	PUNCT
ajema-7671	88	1	their	their	PRON
ajema-7671	88	2	structured	structured	ADJ
ajema-7671	88	3	design	design	NOUN
ajema-7671	88	4	offers	offer	VERB
ajema-7671	88	5	insights	insight	NOUN
ajema-7671	88	6	into	into	ADP
ajema-7671	88	7	joint	joint	ADJ
ajema-7671	88	8	-	-	PUNCT
ajema-7671	88	9	level	level	NOUN
ajema-7671	88	10	dynamics	dynamic	NOUN
ajema-7671	88	11	and	and	CCONJ
ajema-7671	88	12	is	be	AUX
ajema-7671	88	13	robust	robust	ADJ
ajema-7671	88	14	to	to	ADP
ajema-7671	88	15	moderate	moderate	ADJ
ajema-7671	88	16	pose	pose	NOUN
ajema-7671	88	17	noise	noise	NOUN
ajema-7671	88	18	.	.	PUNCT
ajema-7671	89	1	attention	attention	NOUN
ajema-7671	89	2	mechanisms	mechanism	NOUN
ajema-7671	89	3	further	far	ADV
ajema-7671	89	4	refine	refine	VERB
ajema-7671	89	5	focus	focus	NOUN
ajema-7671	89	6	on	on	ADP
ajema-7671	89	7	informative	informative	ADJ
ajema-7671	89	8	joints	joint	NOUN
ajema-7671	89	9	,	,	PUNCT
ajema-7671	89	10	making	make	VERB
ajema-7671	89	11	these	these	DET
ajema-7671	89	12	models	model	NOUN
ajema-7671	89	13	ideal	ideal	ADJ
ajema-7671	89	14	for	for	ADP
ajema-7671	89	15	classroom	classroom	NOUN
ajema-7671	89	16	gestures	gesture	NOUN
ajema-7671	89	17	such	such	ADJ
ajema-7671	89	18	as	as	ADP
ajema-7671	89	19	writing	writing	NOUN
ajema-7671	89	20	,	,	PUNCT
ajema-7671	89	21	pointing	pointing	NOUN
ajema-7671	89	22	,	,	PUNCT
ajema-7671	89	23	or	or	CCONJ
ajema-7671	89	24	head	head	NOUN
ajema-7671	89	25	-	-	PUNCT
ajema-7671	89	26	turning	turning	NOUN
ajema-7671	89	27	.	.	PUNCT
ajema-7671	90	1	rnn	rnn	NOUN
ajema-7671	90	2	-	-	PUNCT
ajema-7671	90	3	based	base	VERB
ajema-7671	90	4	models	model	NOUN
ajema-7671	90	5	,	,	PUNCT
ajema-7671	90	6	while	while	SCONJ
ajema-7671	90	7	less	less	ADV
ajema-7671	90	8	powerful	powerful	ADJ
ajema-7671	90	9	in	in	ADP
ajema-7671	90	10	long	long	ADJ
ajema-7671	90	11	-	-	PUNCT
ajema-7671	90	12	term	term	NOUN
ajema-7671	90	13	temporal	temporal	ADJ
ajema-7671	90	14	modeling	modeling	NOUN
ajema-7671	90	15	,	,	PUNCT
ajema-7671	90	16	remain	remain	VERB
ajema-7671	90	17	relevant	relevant	ADJ
ajema-7671	90	18	due	due	ADP
ajema-7671	90	19	to	to	ADP
ajema-7671	90	20	their	their	PRON
ajema-7671	90	21	simplicity	simplicity	NOUN
ajema-7671	90	22	and	and	CCONJ
ajema-7671	90	23	lower	low	ADJ
ajema-7671	90	24	latency	latency	NOUN
ajema-7671	90	25	.	.	PUNCT
ajema-7671	91	1	they	they	PRON
ajema-7671	91	2	are	be	AUX
ajema-7671	91	3	easier	easy	ADJ
ajema-7671	91	4	to	to	PART
ajema-7671	91	5	train	train	VERB
ajema-7671	91	6	and	and	CCONJ
ajema-7671	91	7	interpret	interpret	VERB
ajema-7671	91	8	and	and	CCONJ
ajema-7671	91	9	can	can	AUX
ajema-7671	91	10	serve	serve	VERB
ajema-7671	91	11	as	as	ADP
ajema-7671	91	12	a	a	DET
ajema-7671	91	13	lightweight	lightweight	ADJ
ajema-7671	91	14	baseline	baseline	NOUN
ajema-7671	91	15	for	for	ADP
ajema-7671	91	16	rapid	rapid	ADJ
ajema-7671	91	17	prototyping	prototyping	NOUN
ajema-7671	91	18	or	or	CCONJ
ajema-7671	91	19	edge	edge	NOUN
ajema-7671	91	20	inference	inference	NOUN
ajema-7671	91	21	.	.	PUNCT
ajema-7671	92	1	in	in	ADP
ajema-7671	92	2	real	real	ADJ
ajema-7671	92	3	-	-	PUNCT
ajema-7671	92	4	time	time	NOUN
ajema-7671	92	5	scenarios	scenario	NOUN
ajema-7671	92	6	,	,	PUNCT
ajema-7671	92	7	two	two	NUM
ajema-7671	92	8	-	-	PUNCT
ajema-7671	92	9	stream	stream	NOUN
ajema-7671	92	10	and	and	CCONJ
ajema-7671	92	11	hybrid	hybrid	NOUN
ajema-7671	92	12	models	model	NOUN
ajema-7671	92	13	like	like	ADP
ajema-7671	92	14	tsst	tsst	NOUN
ajema-7671	92	15	-	-	PUNCT
ajema-7671	92	16	gcn	gcn	NOUN
ajema-7671	92	17	provide	provide	VERB
ajema-7671	92	18	enhanced	enhanced	ADJ
ajema-7671	92	19	contextual	contextual	ADJ
ajema-7671	92	20	understanding	understanding	NOUN
ajema-7671	92	21	by	by	ADP
ajema-7671	92	22	combining	combine	VERB
ajema-7671	92	23	pose	pose	NOUN
ajema-7671	92	24	with	with	ADP
ajema-7671	92	25	rgb	rgb	PROPN
ajema-7671	92	26	input	input	NOUN
ajema-7671	92	27	.	.	PUNCT
ajema-7671	93	1	these	these	PRON
ajema-7671	93	2	are	be	AUX
ajema-7671	93	3	well	well	ADV
ajema-7671	93	4	-	-	PUNCT
ajema-7671	93	5	suited	suit	VERB
ajema-7671	93	6	for	for	ADP
ajema-7671	93	7	post	post	ADJ
ajema-7671	93	8	-	-	ADJ
ajema-7671	93	9	hoc	hoc	ADJ
ajema-7671	93	10	analysis	analysis	NOUN
ajema-7671	93	11	and	and	CCONJ
ajema-7671	93	12	behavior	behavior	NOUN
ajema-7671	93	13	labeling	labeling	NOUN
ajema-7671	93	14	but	but	CCONJ
ajema-7671	93	15	remain	remain	VERB
ajema-7671	93	16	computationally	computationally	ADV
ajema-7671	93	17	intensive	intensive	ADJ
ajema-7671	93	18	and	and	CCONJ
ajema-7671	93	19	impractical	impractical	ADJ
ajema-7671	93	20	for	for	ADP
ajema-7671	93	21	continuous	continuous	ADJ
ajema-7671	93	22	monitoring	monitoring	NOUN
ajema-7671	93	23	in	in	ADP
ajema-7671	93	24	large	large	ADJ
ajema-7671	93	25	classrooms	classroom	NOUN
ajema-7671	93	26	.	.	PUNCT
ajema-7671	94	1	in	in	ADP
ajema-7671	94	2	summary	summary	NOUN
ajema-7671	94	3	,	,	PUNCT
ajema-7671	94	4	the	the	DET
ajema-7671	94	5	optimal	optimal	ADJ
ajema-7671	94	6	choice	choice	NOUN
ajema-7671	94	7	depends	depend	VERB
ajema-7671	94	8	on	on	ADP
ajema-7671	94	9	the	the	DET
ajema-7671	94	10	deployment	deployment	NOUN
ajema-7671	94	11	scenario	scenario	NOUN
ajema-7671	94	12	.	.	PUNCT
ajema-7671	95	1	for	for	ADP
ajema-7671	95	2	high	high	ADJ
ajema-7671	95	3	-	-	PUNCT
ajema-7671	95	4	stakes	stake	NOUN
ajema-7671	95	5	offline	offline	ADJ
ajema-7671	95	6	analysis	analysis	NOUN
ajema-7671	95	7	,	,	PUNCT
ajema-7671	95	8	transformer	transformer	NOUN
ajema-7671	95	9	-	-	PUNCT
ajema-7671	95	10	based	base	VERB
ajema-7671	95	11	models	model	NOUN
ajema-7671	95	12	are	be	AUX
ajema-7671	95	13	appropriate	appropriate	ADJ
ajema-7671	95	14	.	.	PUNCT
ajema-7671	96	1	for	for	ADP
ajema-7671	96	2	real	real	ADJ
ajema-7671	96	3	-	-	PUNCT
ajema-7671	96	4	time	time	NOUN
ajema-7671	96	5	classroom	classroom	NOUN
ajema-7671	96	6	feedback	feedback	NOUN
ajema-7671	96	7	and	and	CCONJ
ajema-7671	96	8	155	155	NUM
ajema-7671	96	9	journal	journal	NOUN
ajema-7671	96	10	of	of	ADP
ajema-7671	96	11	engineering	engineering	NOUN
ajema-7671	96	12	,	,	PUNCT
ajema-7671	96	13	mechanics	mechanic	NOUN
ajema-7671	96	14	and	and	CCONJ
ajema-7671	96	15	architecture	architecture	NOUN
ajema-7671	96	16	www	www	NOUN
ajema-7671	96	17	.	.	PUNCT
ajema-7671	96	18	grnjournal.us	grnjournal.us	X
ajema-7671	96	19	scalability	scalability	NOUN
ajema-7671	96	20	,	,	PUNCT
ajema-7671	96	21	graph	graph	NOUN
ajema-7671	96	22	-	-	PUNCT
ajema-7671	96	23	based	base	VERB
ajema-7671	96	24	models	model	NOUN
ajema-7671	96	25	like	like	ADP
ajema-7671	96	26	st	st	NOUN
ajema-7671	96	27	-	-	PUNCT
ajema-7671	96	28	gcn	gcn	NOUN
ajema-7671	96	29	or	or	CCONJ
ajema-7671	96	30	agcn	agcn	PROPN
ajema-7671	96	31	offer	offer	VERB
ajema-7671	96	32	the	the	DET
ajema-7671	96	33	best	good	ADJ
ajema-7671	96	34	trade	trade	NOUN
ajema-7671	96	35	-	-	PUNCT
ajema-7671	96	36	off	off	NOUN
ajema-7671	96	37	between	between	ADP
ajema-7671	96	38	interpretability	interpretability	NOUN
ajema-7671	96	39	and	and	CCONJ
ajema-7671	96	40	performance	performance	NOUN
ajema-7671	96	41	.	.	PUNCT
ajema-7671	97	1	4	4	X
ajema-7671	97	2	.	.	X
ajema-7671	97	3	discussion	discussion	NOUN
ajema-7671	97	4	on	on	ADP
ajema-7671	97	5	research	research	NOUN
ajema-7671	97	6	opportunities	opportunity	NOUN
ajema-7671	97	7	and	and	CCONJ
ajema-7671	97	8	future	future	ADJ
ajema-7671	97	9	directions	direction	NOUN
ajema-7671	97	10	although	although	SCONJ
ajema-7671	97	11	significant	significant	ADJ
ajema-7671	97	12	strides	stride	NOUN
ajema-7671	97	13	have	have	AUX
ajema-7671	97	14	been	be	AUX
ajema-7671	97	15	made	make	VERB
ajema-7671	97	16	in	in	ADP
ajema-7671	97	17	pose	pose	NOUN
ajema-7671	97	18	-	-	PUNCT
ajema-7671	97	19	based	base	VERB
ajema-7671	97	20	student	student	NOUN
ajema-7671	97	21	behavior	behavior	NOUN
ajema-7671	97	22	recognition	recognition	NOUN
ajema-7671	97	23	,	,	PUNCT
ajema-7671	97	24	several	several	ADJ
ajema-7671	97	25	underexplored	underexplored	ADJ
ajema-7671	97	26	avenues	avenue	NOUN
ajema-7671	97	27	promise	promise	VERB
ajema-7671	97	28	to	to	PART
ajema-7671	97	29	drive	drive	VERB
ajema-7671	97	30	the	the	DET
ajema-7671	97	31	next	next	ADJ
ajema-7671	97	32	wave	wave	NOUN
ajema-7671	97	33	of	of	ADP
ajema-7671	97	34	innovation	innovation	NOUN
ajema-7671	97	35	in	in	ADP
ajema-7671	97	36	this	this	DET
ajema-7671	97	37	domain	domain	NOUN
ajema-7671	97	38	.	.	PUNCT
ajema-7671	98	1	one	one	NUM
ajema-7671	98	2	such	such	ADJ
ajema-7671	98	3	direction	direction	NOUN
ajema-7671	98	4	is	be	AUX
ajema-7671	98	5	multimodal	multimodal	ADJ
ajema-7671	98	6	fusion	fusion	NOUN
ajema-7671	98	7	with	with	ADP
ajema-7671	98	8	context	context	NOUN
ajema-7671	98	9	-	-	PUNCT
ajema-7671	98	10	aware	aware	ADJ
ajema-7671	98	11	intelligence	intelligence	NOUN
ajema-7671	98	12	.	.	PUNCT
ajema-7671	99	1	by	by	ADP
ajema-7671	99	2	integrating	integrate	VERB
ajema-7671	99	3	skeletal	skeletal	ADJ
ajema-7671	99	4	data	datum	NOUN
ajema-7671	99	5	with	with	ADP
ajema-7671	99	6	complementary	complementary	ADJ
ajema-7671	99	7	signals	signal	NOUN
ajema-7671	99	8	—	—	PUNCT
ajema-7671	99	9	such	such	ADJ
ajema-7671	99	10	as	as	ADP
ajema-7671	99	11	eye	eye	NOUN
ajema-7671	99	12	-	-	PUNCT
ajema-7671	99	13	gaze	gaze	NOUN
ajema-7671	99	14	tracking	tracking	NOUN
ajema-7671	99	15	,	,	PUNCT
ajema-7671	99	16	audio	audio	ADJ
ajema-7671	99	17	cues	cue	NOUN
ajema-7671	99	18	,	,	PUNCT
ajema-7671	99	19	or	or	CCONJ
ajema-7671	99	20	physiological	physiological	ADJ
ajema-7671	99	21	measurements	measurement	NOUN
ajema-7671	99	22	—	—	PUNCT
ajema-7671	99	23	systems	system	NOUN
ajema-7671	99	24	could	could	AUX
ajema-7671	99	25	infer	infer	VERB
ajema-7671	99	26	not	not	PART
ajema-7671	99	27	only	only	ADV
ajema-7671	99	28	overt	overt	ADJ
ajema-7671	99	29	gestures	gesture	NOUN
ajema-7671	99	30	but	but	CCONJ
ajema-7671	99	31	also	also	ADV
ajema-7671	99	32	subtler	subtle	ADJ
ajema-7671	99	33	indicators	indicator	NOUN
ajema-7671	99	34	of	of	ADP
ajema-7671	99	35	confusion	confusion	NOUN
ajema-7671	99	36	or	or	CCONJ
ajema-7671	99	37	engagement	engagement	NOUN
ajema-7671	99	38	,	,	PUNCT
ajema-7671	99	39	enabling	enable	VERB
ajema-7671	99	40	truly	truly	ADV
ajema-7671	99	41	real	real	ADJ
ajema-7671	99	42	-	-	PUNCT
ajema-7671	99	43	time	time	NOUN
ajema-7671	99	44	,	,	PUNCT
ajema-7671	99	45	holistic	holistic	ADJ
ajema-7671	99	46	insight	insight	NOUN
ajema-7671	99	47	into	into	ADP
ajema-7671	99	48	classroom	classroom	NOUN
ajema-7671	99	49	dynamics	dynamic	NOUN
ajema-7671	99	50	.	.	PUNCT
ajema-7671	100	1	closely	closely	ADV
ajema-7671	100	2	linked	link	VERB
ajema-7671	100	3	is	be	AUX
ajema-7671	100	4	the	the	DET
ajema-7671	100	5	need	need	NOUN
ajema-7671	100	6	for	for	ADP
ajema-7671	100	7	personalization	personalization	NOUN
ajema-7671	100	8	:	:	PUNCT
ajema-7671	100	9	instead	instead	ADV
ajema-7671	100	10	of	of	ADP
ajema-7671	100	11	relying	rely	VERB
ajema-7671	100	12	on	on	ADP
ajema-7671	100	13	static	static	ADJ
ajema-7671	100	14	,	,	PUNCT
ajema-7671	100	15	one	one	NUM
ajema-7671	100	16	-	-	PUNCT
ajema-7671	100	17	size	size	NOUN
ajema-7671	100	18	-	-	PUNCT
ajema-7671	100	19	fits	fit	VERB
ajema-7671	100	20	-	-	PUNCT
ajema-7671	100	21	all	all	DET
ajema-7671	100	22	models	model	NOUN
ajema-7671	100	23	,	,	PUNCT
ajema-7671	100	24	future	future	ADJ
ajema-7671	100	25	research	research	NOUN
ajema-7671	100	26	should	should	AUX
ajema-7671	100	27	prioritize	prioritize	VERB
ajema-7671	100	28	meta	meta	ADV
ajema-7671	100	29	-	-	PUNCT
ajema-7671	100	30	learning	learn	VERB
ajema-7671	100	31	and	and	CCONJ
ajema-7671	100	32	few	few	ADJ
ajema-7671	100	33	-	-	PUNCT
ajema-7671	100	34	shot	shot	NOUN
ajema-7671	100	35	adaptation	adaptation	NOUN
ajema-7671	100	36	techniques	technique	NOUN
ajema-7671	100	37	that	that	PRON
ajema-7671	100	38	tailor	tailor	NOUN
ajema-7671	100	39	predictions	prediction	NOUN
ajema-7671	100	40	to	to	ADP
ajema-7671	100	41	individual	individual	ADJ
ajema-7671	100	42	student	student	NOUN
ajema-7671	100	43	traits	trait	NOUN
ajema-7671	100	44	,	,	PUNCT
ajema-7671	100	45	learning	learn	VERB
ajema-7671	100	46	styles	style	NOUN
ajema-7671	100	47	,	,	PUNCT
ajema-7671	100	48	and	and	CCONJ
ajema-7671	100	49	diverse	diverse	ADJ
ajema-7671	100	50	classroom	classroom	NOUN
ajema-7671	100	51	configurations	configuration	NOUN
ajema-7671	100	52	.	.	PUNCT
ajema-7671	101	1	equally	equally	ADV
ajema-7671	101	2	important	important	ADJ
ajema-7671	101	3	is	be	AUX
ajema-7671	101	4	ensuring	ensure	VERB
ajema-7671	101	5	fairness	fairness	NOUN
ajema-7671	101	6	and	and	CCONJ
ajema-7671	101	7	robustness	robustness	NOUN
ajema-7671	101	8	.	.	PUNCT
ajema-7671	102	1	as	as	SCONJ
ajema-7671	102	2	these	these	DET
ajema-7671	102	3	systems	system	NOUN
ajema-7671	102	4	begin	begin	VERB
ajema-7671	102	5	to	to	PART
ajema-7671	102	6	inform	inform	VERB
ajema-7671	102	7	pedagogical	pedagogical	ADJ
ajema-7671	102	8	decisions	decision	NOUN
ajema-7671	102	9	,	,	PUNCT
ajema-7671	102	10	it	it	PRON
ajema-7671	102	11	is	be	AUX
ajema-7671	102	12	critical	critical	ADJ
ajema-7671	102	13	to	to	PART
ajema-7671	102	14	audit	audit	VERB
ajema-7671	102	15	and	and	CCONJ
ajema-7671	102	16	mitigate	mitigate	VERB
ajema-7671	102	17	biases	bias	NOUN
ajema-7671	102	18	across	across	ADP
ajema-7671	102	19	demographics	demographic	NOUN
ajema-7671	102	20	—	—	PUNCT
ajema-7671	102	21	age	age	NOUN
ajema-7671	102	22	,	,	PUNCT
ajema-7671	102	23	gender	gender	NOUN
ajema-7671	102	24	,	,	PUNCT
ajema-7671	102	25	and	and	CCONJ
ajema-7671	102	26	ethnicity	ethnicity	NOUN
ajema-7671	102	27	—	—	PUNCT
ajema-7671	102	28	to	to	PART
ajema-7671	102	29	prevent	prevent	VERB
ajema-7671	102	30	unequal	unequal	ADJ
ajema-7671	102	31	treatment	treatment	NOUN
ajema-7671	102	32	.	.	PUNCT
ajema-7671	103	1	at	at	ADP
ajema-7671	103	2	the	the	DET
ajema-7671	103	3	same	same	ADJ
ajema-7671	103	4	time	time	NOUN
ajema-7671	103	5	,	,	PUNCT
ajema-7671	103	6	the	the	DET
ajema-7671	103	7	underlying	underlying	ADJ
ajema-7671	103	8	poseestimation	poseestimation	NOUN
ajema-7671	103	9	pipelines	pipeline	NOUN
ajema-7671	103	10	must	must	AUX
ajema-7671	103	11	become	become	VERB
ajema-7671	103	12	more	more	ADV
ajema-7671	103	13	resilient	resilient	ADJ
ajema-7671	103	14	to	to	ADP
ajema-7671	103	15	occlusions	occlusion	NOUN
ajema-7671	103	16	,	,	PUNCT
ajema-7671	103	17	unusual	unusual	ADJ
ajema-7671	103	18	camera	camera	NOUN
ajema-7671	103	19	angles	angle	NOUN
ajema-7671	103	20	,	,	PUNCT
ajema-7671	103	21	and	and	CCONJ
ajema-7671	103	22	varied	varied	ADJ
ajema-7671	103	23	lighting	lighting	NOUN
ajema-7671	103	24	;	;	PUNCT
ajema-7671	103	25	uncertainty	uncertainty	NOUN
ajema-7671	103	26	-	-	PUNCT
ajema-7671	103	27	aware	aware	ADJ
ajema-7671	103	28	preprocessing	preprocessing	NOUN
ajema-7671	103	29	or	or	CCONJ
ajema-7671	103	30	model	model	NOUN
ajema-7671	103	31	architectures	architecture	NOUN
ajema-7671	103	32	that	that	PRON
ajema-7671	103	33	explicitly	explicitly	ADV
ajema-7671	103	34	account	account	VERB
ajema-7671	103	35	for	for	ADP
ajema-7671	103	36	missing	miss	VERB
ajema-7671	103	37	keypoints	keypoint	NOUN
ajema-7671	103	38	will	will	AUX
ajema-7671	103	39	be	be	AUX
ajema-7671	103	40	vital	vital	ADJ
ajema-7671	103	41	for	for	ADP
ajema-7671	103	42	reliable	reliable	ADJ
ajema-7671	103	43	deployment	deployment	NOUN
ajema-7671	103	44	in	in	ADP
ajema-7671	103	45	real	real	ADJ
ajema-7671	103	46	-	-	PUNCT
ajema-7671	103	47	world	world	NOUN
ajema-7671	103	48	settings	setting	NOUN
ajema-7671	103	49	.	.	PUNCT
ajema-7671	104	1	finally	finally	ADV
ajema-7671	104	2	,	,	PUNCT
ajema-7671	104	3	scalability	scalability	NOUN
ajema-7671	104	4	and	and	CCONJ
ajema-7671	104	5	trustworthiness	trustworthiness	NOUN
ajema-7671	104	6	will	will	AUX
ajema-7671	104	7	determine	determine	VERB
ajema-7671	104	8	practical	practical	ADJ
ajema-7671	104	9	impact	impact	NOUN
ajema-7671	104	10	.	.	PUNCT
ajema-7671	105	1	edge	edge	NOUN
ajema-7671	105	2	-	-	PUNCT
ajema-7671	105	3	optimized	optimize	VERB
ajema-7671	105	4	models	model	NOUN
ajema-7671	105	5	—	—	PUNCT
ajema-7671	105	6	achieved	achieve	VERB
ajema-7671	105	7	via	via	ADP
ajema-7671	105	8	compression	compression	NOUN
ajema-7671	105	9	,	,	PUNCT
ajema-7671	105	10	distillation	distillation	NOUN
ajema-7671	105	11	,	,	PUNCT
ajema-7671	105	12	or	or	CCONJ
ajema-7671	105	13	other	other	ADJ
ajema-7671	105	14	efficiency	efficiency	NOUN
ajema-7671	105	15	techniques	technique	NOUN
ajema-7671	105	16	—	—	PUNCT
ajema-7671	105	17	must	must	AUX
ajema-7671	105	18	deliver	deliver	VERB
ajema-7671	105	19	low	low	ADJ
ajema-7671	105	20	-	-	PUNCT
ajema-7671	105	21	latency	latency	NOUN
ajema-7671	105	22	inference	inference	NOUN
ajema-7671	105	23	on	on	ADP
ajema-7671	105	24	local	local	ADJ
ajema-7671	105	25	hardware	hardware	NOUN
ajema-7671	105	26	without	without	ADP
ajema-7671	105	27	sacrificing	sacrifice	VERB
ajema-7671	105	28	accuracy	accuracy	NOUN
ajema-7671	105	29	.	.	PUNCT
ajema-7671	106	1	semi	semi	ADJ
ajema-7671	106	2	-	-	ADJ
ajema-7671	106	3	supervised	supervised	ADJ
ajema-7671	106	4	and	and	CCONJ
ajema-7671	106	5	continual	continual	ADJ
ajema-7671	106	6	learning	learning	NOUN
ajema-7671	106	7	strategies	strategy	NOUN
ajema-7671	106	8	can	can	AUX
ajema-7671	106	9	further	far	ADV
ajema-7671	106	10	reduce	reduce	VERB
ajema-7671	106	11	dependence	dependence	NOUN
ajema-7671	106	12	on	on	ADP
ajema-7671	106	13	costly	costly	ADJ
ajema-7671	106	14	,	,	PUNCT
ajema-7671	106	15	fully	fully	ADV
ajema-7671	106	16	annotated	annotate	VERB
ajema-7671	106	17	datasets	dataset	NOUN
ajema-7671	106	18	,	,	PUNCT
ajema-7671	106	19	allowing	allow	VERB
ajema-7671	106	20	systems	system	NOUN
ajema-7671	106	21	to	to	PART
ajema-7671	106	22	evolve	evolve	VERB
ajema-7671	106	23	alongside	alongside	ADP
ajema-7671	106	24	changing	change	VERB
ajema-7671	106	25	classroom	classroom	NOUN
ajema-7671	106	26	behaviors	behavior	NOUN
ajema-7671	106	27	.	.	PUNCT
ajema-7671	107	1	to	to	PART
ajema-7671	107	2	foster	foster	VERB
ajema-7671	107	3	teacher	teacher	NOUN
ajema-7671	107	4	acceptance	acceptance	NOUN
ajema-7671	107	5	,	,	PUNCT
ajema-7671	107	6	these	these	PRON
ajema-7671	107	7	ai	ai	VERB
ajema-7671	107	8	tools	tool	NOUN
ajema-7671	107	9	must	must	AUX
ajema-7671	107	10	also	also	ADV
ajema-7671	107	11	offer	offer	VERB
ajema-7671	107	12	transparent	transparent	ADJ
ajema-7671	107	13	explanations	explanation	NOUN
ajema-7671	107	14	—	—	PUNCT
ajema-7671	107	15	through	through	ADP
ajema-7671	107	16	attention	attention	NOUN
ajema-7671	107	17	heatmaps	heatmap	NOUN
ajema-7671	107	18	,	,	PUNCT
ajema-7671	107	19	joint	joint	ADJ
ajema-7671	107	20	-	-	PUNCT
ajema-7671	107	21	relevance	relevance	NOUN
ajema-7671	107	22	scores	score	NOUN
ajema-7671	107	23	,	,	PUNCT
ajema-7671	107	24	or	or	CCONJ
ajema-7671	107	25	concise	concise	ADJ
ajema-7671	107	26	natural	natural	ADJ
ajema-7671	107	27	-	-	PUNCT
ajema-7671	107	28	language	language	NOUN
ajema-7671	107	29	summaries	summary	NOUN
ajema-7671	107	30	—	—	PUNCT
ajema-7671	107	31	so	so	SCONJ
ajema-7671	107	32	that	that	SCONJ
ajema-7671	107	33	educators	educator	NOUN
ajema-7671	107	34	can	can	AUX
ajema-7671	107	35	understand	understand	VERB
ajema-7671	107	36	,	,	PUNCT
ajema-7671	107	37	trust	trust	NOUN
ajema-7671	107	38	,	,	PUNCT
ajema-7671	107	39	and	and	CCONJ
ajema-7671	107	40	act	act	VERB
ajema-7671	107	41	upon	upon	SCONJ
ajema-7671	107	42	automated	automate	VERB
ajema-7671	107	43	insights	insight	NOUN
ajema-7671	107	44	.	.	PUNCT
ajema-7671	108	1	5	5	X
ajema-7671	108	2	.	.	X
ajema-7671	108	3	conclusion	conclusion	NOUN
ajema-7671	108	4	pose	pose	NOUN
ajema-7671	108	5	-	-	PUNCT
ajema-7671	108	6	based	base	VERB
ajema-7671	108	7	deep	deep	ADJ
ajema-7671	108	8	learning	learning	NOUN
ajema-7671	108	9	has	have	AUX
ajema-7671	108	10	rapidly	rapidly	ADV
ajema-7671	108	11	advanced	advance	VERB
ajema-7671	108	12	the	the	DET
ajema-7671	108	13	field	field	NOUN
ajema-7671	108	14	of	of	ADP
ajema-7671	108	15	student	student	NOUN
ajema-7671	108	16	behavior	behavior	NOUN
ajema-7671	108	17	recognition	recognition	NOUN
ajema-7671	108	18	by	by	ADP
ajema-7671	108	19	offering	offer	VERB
ajema-7671	108	20	a	a	DET
ajema-7671	108	21	non	non	ADJ
ajema-7671	108	22	-	-	ADJ
ajema-7671	108	23	intrusive	intrusive	ADJ
ajema-7671	108	24	,	,	PUNCT
ajema-7671	108	25	data	datum	NOUN
ajema-7671	108	26	-	-	PUNCT
ajema-7671	108	27	efficient	efficient	ADJ
ajema-7671	108	28	,	,	PUNCT
ajema-7671	108	29	and	and	CCONJ
ajema-7671	108	30	interpretable	interpretable	ADJ
ajema-7671	108	31	alternative	alternative	NOUN
ajema-7671	108	32	to	to	ADP
ajema-7671	108	33	traditional	traditional	ADJ
ajema-7671	108	34	vision	vision	NOUN
ajema-7671	108	35	-	-	PUNCT
ajema-7671	108	36	based	base	VERB
ajema-7671	108	37	models	model	NOUN
ajema-7671	108	38	.	.	PUNCT
ajema-7671	109	1	with	with	ADP
ajema-7671	109	2	growing	grow	VERB
ajema-7671	109	3	interest	interest	NOUN
ajema-7671	109	4	in	in	ADP
ajema-7671	109	5	educational	educational	ADJ
ajema-7671	109	6	analytics	analytic	NOUN
ajema-7671	109	7	and	and	CCONJ
ajema-7671	109	8	classroom	classroom	NOUN
ajema-7671	109	9	ai	ai	VERB
ajema-7671	109	10	tools	tool	NOUN
ajema-7671	109	11	,	,	PUNCT
ajema-7671	109	12	these	these	DET
ajema-7671	109	13	methods	method	NOUN
ajema-7671	109	14	offer	offer	VERB
ajema-7671	109	15	valuable	valuable	ADJ
ajema-7671	109	16	insights	insight	NOUN
ajema-7671	109	17	into	into	ADP
ajema-7671	109	18	engagement	engagement	NOUN
ajema-7671	109	19	,	,	PUNCT
ajema-7671	109	20	attention	attention	NOUN
ajema-7671	109	21	,	,	PUNCT
ajema-7671	109	22	and	and	CCONJ
ajema-7671	109	23	interaction	interaction	NOUN
ajema-7671	109	24	.	.	PUNCT
ajema-7671	110	1	our	our	PRON
ajema-7671	110	2	survey	survey	NOUN
ajema-7671	110	3	highlights	highlight	VERB
ajema-7671	110	4	the	the	DET
ajema-7671	110	5	diversity	diversity	NOUN
ajema-7671	110	6	of	of	ADP
ajema-7671	110	7	existing	exist	VERB
ajema-7671	110	8	pose	pose	NOUN
ajema-7671	110	9	-	-	PUNCT
ajema-7671	110	10	based	base	VERB
ajema-7671	110	11	models	model	NOUN
ajema-7671	110	12	—	—	PUNCT
ajema-7671	110	13	from	from	ADP
ajema-7671	110	14	graph	graph	NOUN
ajema-7671	110	15	-	-	PUNCT
ajema-7671	110	16	based	base	VERB
ajema-7671	110	17	st	st	PROPN
ajema-7671	110	18	-	-	PUNCT
ajema-7671	110	19	gcns	gcns	PROPN
ajema-7671	110	20	to	to	ADP
ajema-7671	110	21	attention	attention	NOUN
ajema-7671	110	22	-	-	PUNCT
ajema-7671	110	23	augmented	augment	VERB
ajema-7671	110	24	and	and	CCONJ
ajema-7671	110	25	transformer	transformer	NOUN
ajema-7671	110	26	models	model	NOUN
ajema-7671	110	27	—	—	PUNCT
ajema-7671	110	28	and	and	CCONJ
ajema-7671	110	29	evaluates	evaluate	VERB
ajema-7671	110	30	them	they	PRON
ajema-7671	110	31	in	in	ADP
ajema-7671	110	32	terms	term	NOUN
ajema-7671	110	33	of	of	ADP
ajema-7671	110	34	their	their	PRON
ajema-7671	110	35	practicality	practicality	NOUN
ajema-7671	110	36	for	for	ADP
ajema-7671	110	37	real	real	ADJ
ajema-7671	110	38	-	-	PUNCT
ajema-7671	110	39	time	time	NOUN
ajema-7671	110	40	and	and	CCONJ
ajema-7671	110	41	offline	offline	ADJ
ajema-7671	110	42	educational	educational	ADJ
ajema-7671	110	43	applications	application	NOUN
ajema-7671	110	44	.	.	PUNCT
ajema-7671	111	1	despite	despite	SCONJ
ajema-7671	111	2	their	their	PRON
ajema-7671	111	3	progress	progress	NOUN
ajema-7671	111	4	,	,	PUNCT
ajema-7671	111	5	challenges	challenge	NOUN
ajema-7671	111	6	remain	remain	VERB
ajema-7671	111	7	in	in	ADP
ajema-7671	111	8	terms	term	NOUN
ajema-7671	111	9	of	of	ADP
ajema-7671	111	10	fairness	fairness	NOUN
ajema-7671	111	11	,	,	PUNCT
ajema-7671	111	12	generalization	generalization	NOUN
ajema-7671	111	13	,	,	PUNCT
ajema-7671	111	14	and	and	CCONJ
ajema-7671	111	15	system	system	NOUN
ajema-7671	111	16	transparency	transparency	NOUN
ajema-7671	111	17	.	.	PUNCT
ajema-7671	112	1	looking	look	VERB
ajema-7671	112	2	forward	forward	ADV
ajema-7671	112	3	,	,	PUNCT
ajema-7671	112	4	integrating	integrate	VERB
ajema-7671	112	5	these	these	DET
ajema-7671	112	6	models	model	NOUN
ajema-7671	112	7	into	into	ADP
ajema-7671	112	8	classroom	classroom	NOUN
ajema-7671	112	9	workflows	workflow	NOUN
ajema-7671	112	10	in	in	ADP
ajema-7671	112	11	an	an	DET
ajema-7671	112	12	ethical	ethical	ADJ
ajema-7671	112	13	,	,	PUNCT
ajema-7671	112	14	inclusive	inclusive	ADJ
ajema-7671	112	15	,	,	PUNCT
ajema-7671	112	16	and	and	CCONJ
ajema-7671	112	17	teacher	teacher	NOUN
ajema-7671	112	18	-	-	PUNCT
ajema-7671	112	19	friendly	friendly	ADJ
ajema-7671	112	20	manner	manner	NOUN
ajema-7671	112	21	will	will	AUX
ajema-7671	112	22	be	be	AUX
ajema-7671	112	23	key	key	ADJ
ajema-7671	112	24	to	to	ADP
ajema-7671	112	25	their	their	PRON
ajema-7671	112	26	impact	impact	NOUN
ajema-7671	112	27	.	.	PUNCT
ajema-7671	113	1	by	by	ADP
ajema-7671	113	2	combining	combine	VERB
ajema-7671	113	3	technical	technical	ADJ
ajema-7671	113	4	advances	advance	NOUN
ajema-7671	113	5	with	with	ADP
ajema-7671	113	6	human	human	NOUN
ajema-7671	113	7	-	-	PUNCT
ajema-7671	113	8	centered	center	VERB
ajema-7671	113	9	design	design	NOUN
ajema-7671	113	10	,	,	PUNCT
ajema-7671	113	11	pose	pose	NOUN
ajema-7671	113	12	-	-	PUNCT
ajema-7671	113	13	based	base	VERB
ajema-7671	113	14	systems	system	NOUN
ajema-7671	113	15	have	have	VERB
ajema-7671	113	16	the	the	DET
ajema-7671	113	17	potential	potential	NOUN
ajema-7671	113	18	to	to	PART
ajema-7671	113	19	become	become	VERB
ajema-7671	113	20	a	a	DET
ajema-7671	113	21	core	core	NOUN
ajema-7671	113	22	component	component	NOUN
ajema-7671	113	23	of	of	ADP
ajema-7671	113	24	intelligent	intelligent	ADJ
ajema-7671	113	25	learning	learning	NOUN
ajema-7671	113	26	environments	environment	NOUN
ajema-7671	113	27	worldwide	worldwide	ADV
ajema-7671	113	28	.	.	PUNCT
ajema-7671	114	1	references	reference	NOUN
ajema-7671	114	2	1	1	NUM
ajema-7671	114	3	.	.	PUNCT
ajema-7671	114	4	s.	s.	PROPN
ajema-7671	114	5	yan	yan	PROPN
ajema-7671	114	6	,	,	PUNCT
ajema-7671	114	7	y.	y.	PROPN
ajema-7671	114	8	xiong	xiong	PROPN
ajema-7671	114	9	,	,	PUNCT
ajema-7671	114	10	and	and	CCONJ
ajema-7671	114	11	d.	d.	PROPN
ajema-7671	114	12	lin	lin	PROPN
ajema-7671	114	13	,	,	PUNCT
ajema-7671	114	14	“	"	PUNCT
ajema-7671	114	15	spatial	spatial	ADJ
ajema-7671	114	16	temporal	temporal	ADJ
ajema-7671	114	17	graph	graph	NOUN
ajema-7671	114	18	convolutional	convolutional	ADJ
ajema-7671	114	19	networks	network	NOUN
ajema-7671	114	20	for	for	ADP
ajema-7671	114	21	skeleton	skeleton	NOUN
ajema-7671	114	22	-	-	PUNCT
ajema-7671	114	23	based	base	VERB
ajema-7671	114	24	action	action	NOUN
ajema-7671	114	25	recognition	recognition	NOUN
ajema-7671	114	26	,	,	PUNCT
ajema-7671	114	27	”	"	PUNCT
ajema-7671	114	28	in	in	ADP
ajema-7671	114	29	proc	proc	NOUN
ajema-7671	114	30	.	.	PUNCT
ajema-7671	115	1	aaai	aaai	PROPN
ajema-7671	115	2	conf	conf	PROPN
ajema-7671	115	3	.	.	PUNCT
ajema-7671	116	1	artificial	artificial	ADJ
ajema-7671	116	2	intelligence	intelligence	NOUN
ajema-7671	116	3	,	,	PUNCT
ajema-7671	116	4	new	new	PROPN
ajema-7671	116	5	orleans	orleans	PROPN
ajema-7671	116	6	,	,	PUNCT
ajema-7671	116	7	la	la	PROPN
ajema-7671	116	8	,	,	PUNCT
ajema-7671	116	9	usa	usa	PROPN
ajema-7671	116	10	,	,	PUNCT
ajema-7671	116	11	feb	feb	PROPN
ajema-7671	116	12	.	.	PROPN
ajema-7671	116	13	2018	2018	NUM
ajema-7671	116	14	,	,	PUNCT
ajema-7671	116	15	pp	pp	ADJ
ajema-7671	116	16	.	.	PUNCT
ajema-7671	117	1	744–750	744–750	NUM
ajema-7671	117	2	.	.	X
ajema-7671	117	3	2	2	NUM
ajema-7671	117	4	.	.	X
ajema-7671	117	5	l.	l.	PROPN
ajema-7671	117	6	shi	shi	PROPN
ajema-7671	117	7	,	,	PUNCT
ajema-7671	117	8	z.	z.	PROPN
ajema-7671	117	9	zhang	zhang	PROPN
ajema-7671	117	10	,	,	PUNCT
ajema-7671	117	11	w.	w.	PROPN
ajema-7671	117	12	wang	wang	PROPN
ajema-7671	117	13	,	,	PUNCT
ajema-7671	117	14	and	and	CCONJ
ajema-7671	117	15	l.	l.	PROPN
ajema-7671	117	16	shao	shao	PROPN
ajema-7671	117	17	,	,	PUNCT
ajema-7671	117	18	“	"	PUNCT
ajema-7671	117	19	two	two	NUM
ajema-7671	117	20	-	-	PUNCT
ajema-7671	117	21	stream	stream	NOUN
ajema-7671	117	22	adaptive	adaptive	ADJ
ajema-7671	117	23	graph	graph	NOUN
ajema-7671	117	24	convolutional	convolutional	ADJ
ajema-7671	117	25	networks	network	NOUN
ajema-7671	117	26	for	for	ADP
ajema-7671	117	27	skeleton	skeleton	NOUN
ajema-7671	117	28	-	-	PUNCT
ajema-7671	117	29	based	base	VERB
ajema-7671	117	30	action	action	NOUN
ajema-7671	117	31	recognition	recognition	NOUN
ajema-7671	117	32	,	,	PUNCT
ajema-7671	117	33	”	"	PUNCT
ajema-7671	117	34	in	in	ADP
ajema-7671	117	35	proc	proc	NOUN
ajema-7671	117	36	.	.	PUNCT
ajema-7671	117	37	ieee	ieee	NOUN
ajema-7671	117	38	/	/	SYM
ajema-7671	117	39	cvf	cvf	NOUN
ajema-7671	117	40	conf	conf	NOUN
ajema-7671	117	41	.	.	PUNCT
ajema-7671	118	1	computer	computer	NOUN
ajema-7671	118	2	vision	vision	NOUN
ajema-7671	118	3	and	and	CCONJ
ajema-7671	118	4	pattern	pattern	NOUN
ajema-7671	118	5	recognition	recognition	NOUN
ajema-7671	118	6	,	,	PUNCT
ajema-7671	118	7	long	long	ADJ
ajema-7671	118	8	beach	beach	NOUN
ajema-7671	118	9	,	,	PUNCT
ajema-7671	118	10	ca	ca	PROPN
ajema-7671	118	11	,	,	PUNCT
ajema-7671	118	12	usa	usa	PROPN
ajema-7671	118	13	,	,	PUNCT
ajema-7671	118	14	jun	jun	PROPN
ajema-7671	118	15	.	.	PROPN
ajema-7671	118	16	2019	2019	NUM
ajema-7671	118	17	,	,	PUNCT
ajema-7671	118	18	pp	pp	ADJ
ajema-7671	118	19	.	.	PUNCT
ajema-7671	119	1	12026–12035	12026–12035	NUM
ajema-7671	119	2	.	.	X
ajema-7671	119	3	156	156	NUM
ajema-7671	119	4	journal	journal	NOUN
ajema-7671	119	5	of	of	ADP
ajema-7671	119	6	engineering	engineering	NOUN
ajema-7671	119	7	,	,	PUNCT
ajema-7671	119	8	mechanics	mechanic	NOUN
ajema-7671	119	9	and	and	CCONJ
ajema-7671	119	10	architecture	architecture	NOUN
ajema-7671	119	11	www	www	NOUN
ajema-7671	119	12	.	.	PROPN
ajema-7671	120	1	grnjournal.us	grnjournal.us	X
ajema-7671	120	2	3	3	NUM
ajema-7671	120	3	.	.	PUNCT
ajema-7671	120	4	z.	z.	PROPN
ajema-7671	120	5	mao	mao	PROPN
ajema-7671	120	6	,	,	PUNCT
ajema-7671	120	7	j.	j.	PROPN
ajema-7671	120	8	zhang	zhang	PROPN
ajema-7671	120	9	,	,	PUNCT
ajema-7671	120	10	and	and	CCONJ
ajema-7671	120	11	z.	z.	PROPN
ajema-7671	120	12	liu	liu	PROPN
ajema-7671	120	13	,	,	PUNCT
ajema-7671	120	14	“	"	PUNCT
ajema-7671	120	15	adaptive	adaptive	ADJ
ajema-7671	120	16	graph	graph	NOUN
ajema-7671	120	17	convolutional	convolutional	ADJ
ajema-7671	120	18	lstm	lstm	NOUN
ajema-7671	120	19	for	for	ADP
ajema-7671	120	20	skeleton	skeleton	NOUN
ajema-7671	120	21	-	-	PUNCT
ajema-7671	120	22	based	base	VERB
ajema-7671	120	23	action	action	NOUN
ajema-7671	120	24	recognition	recognition	NOUN
ajema-7671	120	25	,	,	PUNCT
ajema-7671	120	26	”	"	PUNCT
ajema-7671	120	27	in	in	ADP
ajema-7671	120	28	proc	proc	NOUN
ajema-7671	120	29	.	.	PUNCT
ajema-7671	121	1	aaai	aaai	PROPN
ajema-7671	121	2	conf	conf	PROPN
ajema-7671	121	3	.	.	PUNCT
ajema-7671	122	1	artificial	artificial	ADJ
ajema-7671	122	2	intelligence	intelligence	NOUN
ajema-7671	122	3	,	,	PUNCT
ajema-7671	122	4	new	new	PROPN
ajema-7671	122	5	york	york	PROPN
ajema-7671	122	6	,	,	PUNCT
ajema-7671	122	7	ny	ny	PROPN
ajema-7671	122	8	,	,	PUNCT
ajema-7671	122	9	usa	usa	PROPN
ajema-7671	122	10	,	,	PUNCT
ajema-7671	122	11	feb	feb	PROPN
ajema-7671	122	12	.	.	PROPN
ajema-7671	122	13	2020	2020	NUM
ajema-7671	122	14	,	,	PUNCT
ajema-7671	122	15	pp	pp	ADJ
ajema-7671	122	16	.	.	PUNCT
ajema-7671	123	1	10310–10317	10310–10317	NUM
ajema-7671	123	2	.	.	PUNCT
ajema-7671	124	1	4	4	X
ajema-7671	124	2	.	.	X
ajema-7671	124	3	y.	y.	PROPN
ajema-7671	124	4	du	du	PROPN
ajema-7671	124	5	,	,	PUNCT
ajema-7671	124	6	w.	w.	PROPN
ajema-7671	124	7	wang	wang	PROPN
ajema-7671	124	8	,	,	PUNCT
ajema-7671	124	9	and	and	CCONJ
ajema-7671	124	10	l.	l.	PROPN
ajema-7671	124	11	wang	wang	PROPN
ajema-7671	124	12	,	,	PUNCT
ajema-7671	124	13	“	"	PUNCT
ajema-7671	124	14	hierarchical	hierarchical	ADJ
ajema-7671	124	15	recurrent	recurrent	ADJ
ajema-7671	124	16	neural	neural	ADJ
ajema-7671	124	17	network	network	NOUN
ajema-7671	124	18	for	for	ADP
ajema-7671	124	19	skeleton	skeleton	NOUN
ajema-7671	124	20	-	-	PUNCT
ajema-7671	124	21	based	base	VERB
ajema-7671	124	22	action	action	NOUN
ajema-7671	124	23	recognition	recognition	NOUN
ajema-7671	124	24	,	,	PUNCT
ajema-7671	124	25	”	"	PUNCT
ajema-7671	124	26	in	in	ADP
ajema-7671	124	27	proc	proc	NOUN
ajema-7671	124	28	.	.	PUNCT
ajema-7671	125	1	ieee	ieee	NOUN
ajema-7671	125	2	conf	conf	NOUN
ajema-7671	125	3	.	.	PUNCT
ajema-7671	126	1	computer	computer	NOUN
ajema-7671	126	2	vision	vision	NOUN
ajema-7671	126	3	and	and	CCONJ
ajema-7671	126	4	pattern	pattern	NOUN
ajema-7671	126	5	recognition	recognition	NOUN
ajema-7671	126	6	,	,	PUNCT
ajema-7671	126	7	boston	boston	PROPN
ajema-7671	126	8	,	,	PUNCT
ajema-7671	126	9	ma	ma	PROPN
ajema-7671	126	10	,	,	PUNCT
ajema-7671	126	11	usa	usa	PROPN
ajema-7671	126	12	,	,	PUNCT
ajema-7671	126	13	jun	jun	PROPN
ajema-7671	126	14	.	.	PROPN
ajema-7671	126	15	2015	2015	NUM
ajema-7671	126	16	,	,	PUNCT
ajema-7671	126	17	pp	pp	ADJ
ajema-7671	126	18	.	.	PUNCT
ajema-7671	127	1	1110–1118	1110–1118	NUM
ajema-7671	127	2	.	.	PUNCT
ajema-7671	128	1	5	5	NUM
ajema-7671	128	2	.	.	X
ajema-7671	128	3	z.	z.	PROPN
ajema-7671	128	4	cao	cao	PROPN
ajema-7671	128	5	,	,	PUNCT
ajema-7671	128	6	g.	g.	PROPN
ajema-7671	128	7	hidalgo	hidalgo	PROPN
ajema-7671	128	8	,	,	PUNCT
ajema-7671	128	9	t.	t.	PROPN
ajema-7671	128	10	simon	simon	PROPN
ajema-7671	128	11	,	,	PUNCT
ajema-7671	128	12	s.-e	s.-e	PROPN
ajema-7671	128	13	.	.	PUNCT
ajema-7671	129	1	wei	wei	PROPN
ajema-7671	129	2	,	,	PUNCT
ajema-7671	129	3	and	and	CCONJ
ajema-7671	129	4	y.	y.	PROPN
ajema-7671	129	5	sheikh	sheikh	PROPN
ajema-7671	129	6	,	,	PUNCT
ajema-7671	129	7	“	"	PUNCT
ajema-7671	129	8	openpose	openpose	PROPN
ajema-7671	129	9	:	:	PUNCT
ajema-7671	129	10	realtime	realtime	VERB
ajema-7671	129	11	multi	multi	ADJ
ajema-7671	129	12	-	-	ADJ
ajema-7671	129	13	person	person	ADJ
ajema-7671	129	14	2d	2d	NOUN
ajema-7671	129	15	pose	pose	NOUN
ajema-7671	129	16	estimation	estimation	NOUN
ajema-7671	129	17	using	use	VERB
ajema-7671	129	18	part	part	NOUN
ajema-7671	129	19	affinity	affinity	NOUN
ajema-7671	129	20	fields	field	NOUN
ajema-7671	129	21	,	,	PUNCT
ajema-7671	129	22	”	"	PUNCT
ajema-7671	129	23	ieee	ieee	NOUN
ajema-7671	129	24	trans	tran	NOUN
ajema-7671	129	25	.	.	PUNCT
ajema-7671	130	1	pattern	pattern	PROPN
ajema-7671	130	2	anal	anal	PROPN
ajema-7671	130	3	.	.	PUNCT
ajema-7671	131	1	mach	mach	PROPN
ajema-7671	131	2	.	.	PUNCT
ajema-7671	132	1	intell	intell	PROPN
ajema-7671	132	2	.	.	PUNCT
ajema-7671	133	1	,	,	PUNCT
ajema-7671	133	2	vol	vol	NOUN
ajema-7671	133	3	.	.	PROPN
ajema-7671	134	1	43	43	NUM
ajema-7671	134	2	,	,	PUNCT
ajema-7671	134	3	no	no	INTJ
ajema-7671	134	4	.	.	NOUN
ajema-7671	134	5	1	1	NUM
ajema-7671	134	6	,	,	PUNCT
ajema-7671	134	7	pp	pp	ADJ
ajema-7671	134	8	.	.	PUNCT
ajema-7671	135	1	172–186	172–186	NUM
ajema-7671	135	2	,	,	PUNCT
ajema-7671	135	3	jan	jan	PROPN
ajema-7671	135	4	.	.	PROPN
ajema-7671	135	5	2021	2021	NUM
ajema-7671	135	6	.	.	PUNCT
ajema-7671	136	1	6	6	NUM
ajema-7671	136	2	.	.	PUNCT
ajema-7671	136	3	a.	a.	PROPN
ajema-7671	136	4	krishnan	krishnan	PROPN
ajema-7671	136	5	,	,	PUNCT
ajema-7671	136	6	f.	f.	PROPN
ajema-7671	136	7	rasheed	rasheed	PROPN
ajema-7671	136	8	,	,	PUNCT
ajema-7671	136	9	and	and	CCONJ
ajema-7671	136	10	g.	g.	PROPN
ajema-7671	136	11	srivastava	srivastava	PROPN
ajema-7671	136	12	,	,	PUNCT
ajema-7671	136	13	“	"	PUNCT
ajema-7671	136	14	posernn	posernn	NOUN
ajema-7671	136	15	:	:	PUNCT
ajema-7671	136	16	a	a	DET
ajema-7671	136	17	deep	deep	ADJ
ajema-7671	136	18	recurrent	recurrent	ADJ
ajema-7671	136	19	neural	neural	ADJ
ajema-7671	136	20	network	network	NOUN
ajema-7671	136	21	approach	approach	NOUN
ajema-7671	136	22	for	for	ADP
ajema-7671	136	23	skeleton	skeleton	NOUN
ajema-7671	136	24	-	-	PUNCT
ajema-7671	136	25	based	base	VERB
ajema-7671	136	26	action	action	NOUN
ajema-7671	136	27	recognition	recognition	NOUN
ajema-7671	136	28	,	,	PUNCT
ajema-7671	136	29	”	"	PUNCT
ajema-7671	136	30	in	in	ADP
ajema-7671	136	31	proc	proc	NOUN
ajema-7671	136	32	.	.	PUNCT
ajema-7671	137	1	iccv	iccv	NOUN
ajema-7671	137	2	workshops	workshop	NOUN
ajema-7671	137	3	,	,	PUNCT
ajema-7671	137	4	venice	venice	PROPN
ajema-7671	137	5	,	,	PUNCT
ajema-7671	137	6	italy	italy	PROPN
ajema-7671	137	7	,	,	PUNCT
ajema-7671	137	8	oct	oct	PROPN
ajema-7671	137	9	.	.	PROPN
ajema-7671	137	10	2017	2017	NUM
ajema-7671	137	11	,	,	PUNCT
ajema-7671	137	12	pp	pp	ADJ
ajema-7671	137	13	.	.	PUNCT
ajema-7671	138	1	1234–1242	1234–1242	NUM
ajema-7671	138	2	.	.	PUNCT
ajema-7671	138	3	7	7	X
ajema-7671	138	4	.	.	X
ajema-7671	138	5	b.	b.	PROPN
ajema-7671	138	6	sun	sun	PROPN
ajema-7671	138	7	,	,	PUNCT
ajema-7671	138	8	j.	j.	PROPN
ajema-7671	138	9	xiao	xiao	PROPN
ajema-7671	138	10	,	,	PUNCT
ajema-7671	138	11	d.	d.	PROPN
ajema-7671	138	12	liu	liu	PROPN
ajema-7671	138	13	,	,	PUNCT
ajema-7671	138	14	and	and	CCONJ
ajema-7671	138	15	j.	j.	PROPN
ajema-7671	138	16	wang	wang	PROPN
ajema-7671	138	17	,	,	PUNCT
ajema-7671	138	18	“	"	PUNCT
ajema-7671	138	19	deep	deep	ADJ
ajema-7671	138	20	high	high	ADJ
ajema-7671	138	21	-	-	PUNCT
ajema-7671	138	22	resolution	resolution	NOUN
ajema-7671	138	23	representation	representation	NOUN
ajema-7671	138	24	learning	learning	NOUN
ajema-7671	138	25	for	for	ADP
ajema-7671	138	26	human	human	ADJ
ajema-7671	138	27	pose	pose	NOUN
ajema-7671	138	28	estimation	estimation	NOUN
ajema-7671	138	29	,	,	PUNCT
ajema-7671	138	30	”	"	PUNCT
ajema-7671	138	31	in	in	ADP
ajema-7671	138	32	proc	proc	NOUN
ajema-7671	138	33	.	.	PUNCT
ajema-7671	139	1	ieee	ieee	NOUN
ajema-7671	139	2	/	/	SYM
ajema-7671	139	3	cvf	cvf	NOUN
ajema-7671	139	4	conf	conf	NOUN
ajema-7671	139	5	.	.	PUNCT
ajema-7671	140	1	computer	computer	NOUN
ajema-7671	140	2	vision	vision	NOUN
ajema-7671	140	3	and	and	CCONJ
ajema-7671	140	4	pattern	pattern	NOUN
ajema-7671	140	5	recognition	recognition	NOUN
ajema-7671	140	6	,	,	PUNCT
ajema-7671	140	7	long	long	ADJ
ajema-7671	140	8	beach	beach	NOUN
ajema-7671	140	9	,	,	PUNCT
ajema-7671	140	10	ca	ca	PROPN
ajema-7671	140	11	,	,	PUNCT
ajema-7671	140	12	usa	usa	PROPN
ajema-7671	140	13	,	,	PUNCT
ajema-7671	140	14	jun	jun	PROPN
ajema-7671	140	15	.	.	PROPN
ajema-7671	140	16	2019	2019	NUM
ajema-7671	140	17	,	,	PUNCT
ajema-7671	140	18	pp	pp	ADJ
ajema-7671	140	19	.	.	PUNCT
ajema-7671	141	1	5693–5703	5693–5703	NUM
ajema-7671	141	2	.	.	NOUN
ajema-7671	141	3	8	8	NUM
ajema-7671	141	4	.	.	PUNCT
ajema-7671	142	1	s.	s.	PROPN
ajema-7671	142	2	wei	wei	PROPN
ajema-7671	142	3	,	,	PUNCT
ajema-7671	142	4	v.	v.	PROPN
ajema-7671	142	5	ramakrishna	ramakrishna	PROPN
ajema-7671	142	6	,	,	PUNCT
ajema-7671	142	7	t.	t.	PROPN
ajema-7671	142	8	kanade	kanade	PROPN
ajema-7671	142	9	,	,	PUNCT
ajema-7671	142	10	and	and	CCONJ
ajema-7671	142	11	y.	y.	PROPN
ajema-7671	142	12	sheikh	sheikh	PROPN
ajema-7671	142	13	,	,	PUNCT
ajema-7671	142	14	“	"	PUNCT
ajema-7671	142	15	convolutional	convolutional	ADJ
ajema-7671	142	16	pose	pose	NOUN
ajema-7671	142	17	machines	machine	NOUN
ajema-7671	142	18	,	,	PUNCT
ajema-7671	142	19	”	"	PUNCT
ajema-7671	142	20	in	in	ADP
ajema-7671	142	21	proc	proc	NOUN
ajema-7671	142	22	.	.	PUNCT
ajema-7671	143	1	ieee	ieee	NOUN
ajema-7671	143	2	conf	conf	NOUN
ajema-7671	143	3	.	.	PUNCT
ajema-7671	144	1	computer	computer	NOUN
ajema-7671	144	2	vision	vision	NOUN
ajema-7671	144	3	and	and	CCONJ
ajema-7671	144	4	pattern	pattern	NOUN
ajema-7671	144	5	recognition	recognition	NOUN
ajema-7671	144	6	,	,	PUNCT
ajema-7671	144	7	boston	boston	PROPN
ajema-7671	144	8	,	,	PUNCT
ajema-7671	144	9	ma	ma	PROPN
ajema-7671	144	10	,	,	PUNCT
ajema-7671	144	11	usa	usa	PROPN
ajema-7671	144	12	,	,	PUNCT
ajema-7671	144	13	jun	jun	PROPN
ajema-7671	144	14	.	.	PROPN
ajema-7671	144	15	2016	2016	NUM
ajema-7671	144	16	,	,	PUNCT
ajema-7671	144	17	pp	pp	ADJ
ajema-7671	144	18	.	.	PUNCT
ajema-7671	144	19	4724–4732	4724–4732	NUM
ajema-7671	144	20	.	.	PUNCT
ajema-7671	145	1	9	9	NUM
ajema-7671	145	2	.	.	X
ajema-7671	145	3	d.	d.	PROPN
ajema-7671	145	4	ionescu	ionescu	PROPN
ajema-7671	145	5	,	,	PUNCT
ajema-7671	145	6	f.	f.	PROPN
ajema-7671	145	7	li	li	PROPN
ajema-7671	145	8	,	,	PUNCT
ajema-7671	145	9	and	and	CCONJ
ajema-7671	145	10	c.	c.	PROPN
ajema-7671	145	11	sminchisescu	sminchisescu	PROPN
ajema-7671	145	12	,	,	PUNCT
ajema-7671	145	13	“	"	PUNCT
ajema-7671	145	14	human3.6	human3.6	PROPN
ajema-7671	145	15	m	m	SYM
ajema-7671	145	16	:	:	PUNCT
ajema-7671	145	17	large	large	ADJ
ajema-7671	145	18	scale	scale	NOUN
ajema-7671	145	19	datasets	dataset	NOUN
ajema-7671	145	20	and	and	CCONJ
ajema-7671	145	21	predictive	predictive	ADJ
ajema-7671	145	22	methods	method	NOUN
ajema-7671	145	23	for	for	ADP
ajema-7671	145	24	3d	3d	NUM
ajema-7671	145	25	human	human	ADJ
ajema-7671	145	26	sensing	sensing	NOUN
ajema-7671	145	27	in	in	ADP
ajema-7671	145	28	natural	natural	ADJ
ajema-7671	145	29	environments	environment	NOUN
ajema-7671	145	30	,	,	PUNCT
ajema-7671	145	31	”	"	PUNCT
ajema-7671	145	32	ieee	ieee	NOUN
ajema-7671	145	33	trans	tran	NOUN
ajema-7671	145	34	.	.	PUNCT
ajema-7671	145	35	pattern	pattern	PROPN
ajema-7671	145	36	anal	anal	PROPN
ajema-7671	145	37	.	.	PUNCT
ajema-7671	146	1	mach	mach	PROPN
ajema-7671	146	2	.	.	PUNCT
ajema-7671	147	1	intell	intell	PROPN
ajema-7671	147	2	.	.	PUNCT
ajema-7671	148	1	,	,	PUNCT
ajema-7671	148	2	vol	vol	NOUN
ajema-7671	148	3	.	.	PROPN
ajema-7671	149	1	36	36	NUM
ajema-7671	149	2	,	,	PUNCT
ajema-7671	149	3	no	no	INTJ
ajema-7671	149	4	.	.	NOUN
ajema-7671	149	5	7	7	NUM
ajema-7671	149	6	,	,	PUNCT
ajema-7671	149	7	pp	pp	ADJ
ajema-7671	149	8	.	.	PUNCT
ajema-7671	150	1	1325–1339	1325–1339	NUM
ajema-7671	150	2	,	,	PUNCT
ajema-7671	150	3	jul	jul	PROPN
ajema-7671	150	4	.	.	PROPN
ajema-7671	150	5	2014	2014	NUM
ajema-7671	150	6	.	.	PUNCT
ajema-7671	151	1	10	10	NUM
ajema-7671	151	2	.	.	PUNCT
ajema-7671	151	3	l.	l.	PROPN
ajema-7671	151	4	wang	wang	PROPN
ajema-7671	151	5	,	,	PUNCT
ajema-7671	151	6	y.	y.	PROPN
ajema-7671	151	7	xiong	xiong	PROPN
ajema-7671	151	8	,	,	PUNCT
ajema-7671	151	9	z.	z.	PROPN
ajema-7671	151	10	liu	liu	PROPN
ajema-7671	151	11	,	,	PUNCT
ajema-7671	151	12	y.	y.	PROPN
ajema-7671	151	13	qiao	qiao	PROPN
ajema-7671	151	14	,	,	PUNCT
ajema-7671	151	15	and	and	CCONJ
ajema-7671	151	16	d.	d.	PROPN
ajema-7671	151	17	lin	lin	PROPN
ajema-7671	151	18	,	,	PUNCT
ajema-7671	151	19	“	"	PUNCT
ajema-7671	151	20	temporal	temporal	ADJ
ajema-7671	151	21	segment	segment	NOUN
ajema-7671	151	22	networks	network	NOUN
ajema-7671	151	23	:	:	PUNCT
ajema-7671	151	24	towards	towards	ADP
ajema-7671	151	25	good	good	ADJ
ajema-7671	151	26	practices	practice	NOUN
ajema-7671	151	27	for	for	ADP
ajema-7671	151	28	deep	deep	ADJ
ajema-7671	151	29	action	action	NOUN
ajema-7671	151	30	recognition	recognition	NOUN
ajema-7671	151	31	,	,	PUNCT
ajema-7671	151	32	”	"	PUNCT
ajema-7671	151	33	in	in	ADP
ajema-7671	151	34	proc	proc	NOUN
ajema-7671	151	35	.	.	PUNCT
ajema-7671	152	1	eccv	eccv	PROPN
ajema-7671	152	2	,	,	PUNCT
ajema-7671	152	3	amsterdam	amsterdam	PROPN
ajema-7671	152	4	,	,	PUNCT
ajema-7671	152	5	netherlands	netherlands	PROPN
ajema-7671	152	6	,	,	PUNCT
ajema-7671	152	7	oct	oct	PROPN
ajema-7671	152	8	.	.	PROPN
ajema-7671	152	9	2016	2016	NUM
ajema-7671	152	10	,	,	PUNCT
ajema-7671	152	11	pp	pp	ADJ
ajema-7671	152	12	.	.	PUNCT
ajema-7671	153	1	20–36	20–36	NUM
ajema-7671	153	2	.	.	PUNCT
ajema-7671	154	1	11	11	NUM
ajema-7671	154	2	.	.	PUNCT
ajema-7671	155	1	j.	j.	PROPN
ajema-7671	155	2	han	han	PROPN
ajema-7671	155	3	,	,	PUNCT
ajema-7671	155	4	j.	j.	PROPN
ajema-7671	155	5	wang	wang	PROPN
ajema-7671	155	6	,	,	PUNCT
ajema-7671	155	7	and	and	CCONJ
ajema-7671	155	8	z.	z.	PROPN
ajema-7671	155	9	xu	xu	PROPN
ajema-7671	155	10	,	,	PUNCT
ajema-7671	155	11	“	"	PUNCT
ajema-7671	155	12	tsst	tsst	NOUN
ajema-7671	155	13	-	-	PUNCT
ajema-7671	155	14	gcn	gcn	NOUN
ajema-7671	155	15	:	:	PUNCT
ajema-7671	155	16	two	two	NUM
ajema-7671	155	17	-	-	PUNCT
ajema-7671	155	18	stream	stream	NOUN
ajema-7671	155	19	spatiotemporal	spatiotemporal	ADJ
ajema-7671	155	20	transformer	transformer	NOUN
ajema-7671	155	21	for	for	ADP
ajema-7671	155	22	skeleton	skeleton	NOUN
ajema-7671	155	23	-	-	PUNCT
ajema-7671	155	24	based	base	VERB
ajema-7671	155	25	action	action	NOUN
ajema-7671	155	26	recognition	recognition	NOUN
ajema-7671	155	27	,	,	PUNCT
ajema-7671	155	28	”	"	PUNCT
ajema-7671	155	29	in	in	ADP
ajema-7671	155	30	proc	proc	NOUN
ajema-7671	155	31	.	.	PUNCT
ajema-7671	156	1	neurips	neurip	NOUN
ajema-7671	156	2	workshops	workshop	NOUN
ajema-7671	156	3	,	,	PUNCT
ajema-7671	156	4	vancouver	vancouver	PROPN
ajema-7671	156	5	,	,	PUNCT
ajema-7671	156	6	canada	canada	PROPN
ajema-7671	156	7	,	,	PUNCT
ajema-7671	156	8	dec	dec	PROPN
ajema-7671	156	9	.	.	PROPN
ajema-7671	156	10	2021	2021	NUM
ajema-7671	156	11	.	.	PUNCT
ajema-7671	157	1	12	12	NUM
ajema-7671	157	2	.	.	PUNCT
ajema-7671	158	1	l.	l.	PROPN
ajema-7671	158	2	liu	liu	PROPN
ajema-7671	158	3	,	,	PUNCT
ajema-7671	158	4	s.	s.	PROPN
ajema-7671	158	5	liu	liu	PROPN
ajema-7671	158	6	,	,	PUNCT
ajema-7671	158	7	z.	z.	PROPN
ajema-7671	158	8	chen	chen	PROPN
ajema-7671	158	9	,	,	PUNCT
ajema-7671	158	10	and	and	CCONJ
ajema-7671	158	11	g.	g.	PROPN
ajema-7671	158	12	lin	lin	PROPN
ajema-7671	158	13	,	,	PUNCT
ajema-7671	158	14	“	"	PUNCT
ajema-7671	158	15	poseformer	poseformer	NOUN
ajema-7671	158	16	:	:	PUNCT
ajema-7671	158	17	body	body	NOUN
ajema-7671	158	18	-	-	PUNCT
ajema-7671	158	19	joint	joint	NOUN
ajema-7671	158	20	trajectory	trajectory	NOUN
ajema-7671	158	21	transformer	transformer	NOUN
ajema-7671	158	22	for	for	ADP
ajema-7671	158	23	3d	3d	PROPN
ajema-7671	158	24	human	human	PROPN
ajema-7671	158	25	pose	pose	PROPN
ajema-7671	158	26	forecasting	forecasting	NOUN
ajema-7671	158	27	,	,	PUNCT
ajema-7671	158	28	”	"	PUNCT
ajema-7671	158	29	in	in	ADP
ajema-7671	158	30	proc	proc	PROPN
ajema-7671	158	31	.	.	PUNCT
ajema-7671	159	1	iccv	iccv	PROPN
ajema-7671	159	2	,	,	PUNCT
ajema-7671	159	3	montreal	montreal	PROPN
ajema-7671	159	4	,	,	PUNCT
ajema-7671	159	5	canada	canada	PROPN
ajema-7671	159	6	,	,	PUNCT
ajema-7671	159	7	oct	oct	PROPN
ajema-7671	159	8	.	.	PROPN
ajema-7671	159	9	2021	2021	NUM
ajema-7671	159	10	,	,	PUNCT
ajema-7671	159	11	pp	pp	ADV
ajema-7671	159	12	.	.	PUNCT
ajema-7671	160	1	7144–7154	7144–7154	NUM
ajema-7671	160	2	.	.	X
ajema-7671	161	1	13	13	NUM
ajema-7671	161	2	.	.	PUNCT
ajema-7671	162	1	h.	h.	PROPN
ajema-7671	162	2	joo	joo	PROPN
ajema-7671	162	3	,	,	PUNCT
ajema-7671	162	4	t.	t.	PROPN
ajema-7671	162	5	simon	simon	PROPN
ajema-7671	162	6	,	,	PUNCT
ajema-7671	162	7	and	and	CCONJ
ajema-7671	162	8	y.	y.	PROPN
ajema-7671	162	9	sheikh	sheikh	PROPN
ajema-7671	162	10	,	,	PUNCT
ajema-7671	162	11	“	"	PUNCT
ajema-7671	162	12	totalcapture	totalcapture	NOUN
ajema-7671	162	13	:	:	PUNCT
ajema-7671	162	14	a	a	DET
ajema-7671	162	15	5000	5000	NUM
ajema-7671	162	16	-	-	PUNCT
ajema-7671	162	17	subject	subject	NOUN
ajema-7671	162	18	dataset	dataset	NOUN
ajema-7671	162	19	for	for	ADP
ajema-7671	162	20	3d	3d	PROPN
ajema-7671	162	21	human	human	PROPN
ajema-7671	162	22	pose	pose	NOUN
ajema-7671	162	23	estimation	estimation	NOUN
ajema-7671	162	24	and	and	CCONJ
ajema-7671	162	25	action	action	NOUN
ajema-7671	162	26	recognition	recognition	NOUN
ajema-7671	162	27	,	,	PUNCT
ajema-7671	162	28	”	"	PUNCT
ajema-7671	162	29	in	in	ADP
ajema-7671	162	30	proc	proc	NOUN
ajema-7671	162	31	.	.	PUNCT
ajema-7671	163	1	ieee	ieee	NOUN
ajema-7671	163	2	/	/	SYM
ajema-7671	163	3	cvf	cvf	NOUN
ajema-7671	163	4	conf	conf	NOUN
ajema-7671	163	5	.	.	PUNCT
ajema-7671	164	1	computer	computer	NOUN
ajema-7671	164	2	vision	vision	NOUN
ajema-7671	164	3	and	and	CCONJ
ajema-7671	164	4	pattern	pattern	NOUN
ajema-7671	164	5	recognition	recognition	NOUN
ajema-7671	164	6	,	,	PUNCT
ajema-7671	164	7	salt	salt	NOUN
ajema-7671	164	8	lake	lake	PROPN
ajema-7671	164	9	city	city	PROPN
ajema-7671	164	10	,	,	PUNCT
ajema-7671	164	11	ut	ut	PROPN
ajema-7671	164	12	,	,	PUNCT
ajema-7671	164	13	usa	usa	PROPN
ajema-7671	164	14	,	,	PUNCT
ajema-7671	164	15	jun	jun	PROPN
ajema-7671	164	16	.	.	PROPN
ajema-7671	164	17	2018	2018	NUM
ajema-7671	164	18	,	,	PUNCT
ajema-7671	164	19	pp	pp	ADJ
ajema-7671	164	20	.	.	PUNCT
ajema-7671	165	1	3917–3926	3917–3926	NUM
ajema-7671	165	2	.	.	PUNCT
ajema-7671	166	1	14	14	NUM
ajema-7671	166	2	.	.	PUNCT
ajema-7671	166	3	x.	x.	PROPN
ajema-7671	166	4	cheng	cheng	PROPN
ajema-7671	166	5	,	,	PUNCT
ajema-7671	166	6	y.	y.	PROPN
ajema-7671	166	7	zhang	zhang	PROPN
ajema-7671	166	8	,	,	PUNCT
ajema-7671	166	9	and	and	CCONJ
ajema-7671	166	10	h.	h.	PROPN
ajema-7671	166	11	lu	lu	PROPN
ajema-7671	166	12	,	,	PUNCT
ajema-7671	166	13	“	"	PUNCT
ajema-7671	166	14	classroom	classroom	NOUN
ajema-7671	166	15	action	action	NOUN
ajema-7671	166	16	dataset	dataset	VERB
ajema-7671	166	17	:	:	PUNCT
ajema-7671	166	18	a	a	DET
ajema-7671	166	19	benchmark	benchmark	NOUN
ajema-7671	166	20	for	for	ADP
ajema-7671	166	21	student	student	NOUN
ajema-7671	166	22	behavior	behavior	NOUN
ajema-7671	166	23	recognition	recognition	NOUN
ajema-7671	166	24	,	,	PUNCT
ajema-7671	166	25	”	"	PUNCT
ajema-7671	166	26	j.	j.	PROPN
ajema-7671	166	27	educ	educ	PROPN
ajema-7671	166	28	.	.	PUNCT
ajema-7671	167	1	data	data	PROPN
ajema-7671	167	2	mining	mining	NOUN
ajema-7671	167	3	,	,	PUNCT
ajema-7671	167	4	vol	vol	NOUN
ajema-7671	167	5	.	.	PROPN
ajema-7671	167	6	12	12	NUM
ajema-7671	167	7	,	,	PUNCT
ajema-7671	167	8	no	no	INTJ
ajema-7671	167	9	.	.	NOUN
ajema-7671	167	10	3	3	NUM
ajema-7671	167	11	,	,	PUNCT
ajema-7671	167	12	pp	pp	ADJ
ajema-7671	167	13	.	.	PUNCT
ajema-7671	168	1	45–58	45–58	NUM
ajema-7671	168	2	,	,	PUNCT
ajema-7671	168	3	sep	sep	PROPN
ajema-7671	168	4	.	.	PUNCT
ajema-7671	169	1	2020	2020	NUM
ajema-7671	169	2	.	.	PUNCT
ajema-7671	170	1	15	15	NUM
ajema-7671	170	2	.	.	PUNCT
ajema-7671	170	3	y.	y.	PROPN
ajema-7671	170	4	liu	liu	PROPN
ajema-7671	170	5	,	,	PUNCT
ajema-7671	170	6	m.	m.	PROPN
ajema-7671	170	7	yang	yang	PROPN
ajema-7671	170	8	,	,	PUNCT
ajema-7671	170	9	and	and	CCONJ
ajema-7671	170	10	z.	z.	PROPN
ajema-7671	170	11	zhang	zhang	PROPN
ajema-7671	170	12	,	,	PUNCT
ajema-7671	170	13	“	"	PUNCT
ajema-7671	170	14	actionformer	actionformer	ADJ
ajema-7671	170	15	:	:	PUNCT
ajema-7671	170	16	localizing	localize	VERB
ajema-7671	170	17	moments	moment	NOUN
ajema-7671	170	18	of	of	ADP
ajema-7671	170	19	actions	action	NOUN
ajema-7671	170	20	with	with	ADP
ajema-7671	170	21	transformers	transformer	NOUN
ajema-7671	170	22	,	,	PUNCT
ajema-7671	170	23	”	"	PUNCT
ajema-7671	170	24	in	in	ADP
ajema-7671	170	25	proc	proc	NOUN
ajema-7671	170	26	.	.	PUNCT
ajema-7671	171	1	eccv	eccv	PROPN
ajema-7671	171	2	,	,	PUNCT
ajema-7671	171	3	tel	tel	PROPN
ajema-7671	171	4	aviv	aviv	PROPN
ajema-7671	171	5	,	,	PUNCT
ajema-7671	171	6	israel	israel	PROPN
ajema-7671	171	7	,	,	PUNCT
ajema-7671	171	8	oct	oct	PROPN
ajema-7671	171	9	.	.	PROPN
ajema-7671	171	10	2022	2022	NUM
ajema-7671	171	11	,	,	PUNCT
ajema-7671	171	12	pp	pp	ADJ
ajema-7671	171	13	.	.	PUNCT
ajema-7671	172	1	440–457	440–457	NUM
ajema-7671	172	2	.	.	PUNCT