id	sid	tid	token	lemma	pos
easat-5436	1	1	edelweiss	edelweiss	PROPN
easat-5436	1	2	applied	apply	VERB
easat-5436	1	3	science	science	NOUN
easat-5436	1	4	and	and	CCONJ
easat-5436	1	5	technology	technology	NOUN
easat-5436	1	6	issn	issn	PROPN
easat-5436	1	7	:	:	PUNCT
easat-5436	1	8	2576	2576	NUM
easat-5436	1	9	-	-	SYM
easat-5436	1	10	8484	8484	NUM
easat-5436	1	11	vol	vol	NOUN
easat-5436	1	12	.	.	PROPN
easat-5436	2	1	9	9	NUM
easat-5436	2	2	,	,	PUNCT
easat-5436	2	3	no	no	INTJ
easat-5436	2	4	.	.	NOUN
easat-5436	2	5	3	3	NUM
easat-5436	2	6	,	,	PUNCT
easat-5436	2	7	1121	1121	NUM
easat-5436	2	8	-	-	SYM
easat-5436	2	9	1127	1127	NUM
easat-5436	2	10	2025	2025	NUM
easat-5436	2	11	publisher	publisher	NOUN
easat-5436	2	12	:	:	PUNCT
easat-5436	2	13	learning	learn	VERB
easat-5436	2	14	gate	gate	NOUN
easat-5436	2	15	doi	doi	PROPN
easat-5436	2	16	:	:	PUNCT
easat-5436	2	17	10.55214/25768484.v9i3.5436	10.55214/25768484.v9i3.5436	NUM
easat-5436	2	18	©	©	PROPN
easat-5436	2	19	2025	2025	NUM
easat-5436	2	20	by	by	ADP
easat-5436	2	21	the	the	DET
easat-5436	2	22	author	author	NOUN
easat-5436	2	23	;	;	PUNCT
easat-5436	2	24	licensee	licensee	PROPN
easat-5436	2	25	learning	learning	NOUN
easat-5436	2	26	gate	gate	NOUN
easat-5436	3	1	©	©	PROPN
easat-5436	3	2	2025	2025	NUM
easat-5436	3	3	by	by	ADP
easat-5436	3	4	the	the	DET
easat-5436	3	5	author	author	NOUN
easat-5436	3	6	;	;	PUNCT
easat-5436	3	7	licensee	licensee	PROPN
easat-5436	3	8	learning	learning	NOUN
easat-5436	3	9	gate	gate	NOUN
easat-5436	3	10	history	history	NOUN
easat-5436	3	11	:	:	PUNCT
easat-5436	3	12	received	receive	VERB
easat-5436	3	13	:	:	PUNCT
easat-5436	3	14	6	6	NUM
easat-5436	3	15	january	january	NOUN
easat-5436	3	16	2025	2025	NUM
easat-5436	3	17	;	;	PUNCT
easat-5436	3	18	revised	revise	VERB
easat-5436	3	19	:	:	PUNCT
easat-5436	3	20	18	18	NUM
easat-5436	3	21	february	february	NOUN
easat-5436	3	22	2025	2025	NUM
easat-5436	3	23	;	;	PUNCT
easat-5436	3	24	accepted	accept	VERB
easat-5436	3	25	:	:	PUNCT
easat-5436	3	26	20	20	NUM
easat-5436	3	27	february	february	NOUN
easat-5436	3	28	2025	2025	NUM
easat-5436	3	29	;	;	PUNCT
easat-5436	3	30	published	publish	VERB
easat-5436	3	31	:	:	PUNCT
easat-5436	3	32	14	14	NUM
easat-5436	3	33	march	march	NOUN
easat-5436	3	34	2025	2025	NUM
easat-5436	3	35	*	*	PUNCT
easat-5436	3	36	correspondence	correspondence	NOUN
easat-5436	3	37	:	:	PUNCT
easat-5436	3	38	xiangboma2024@163.com	xiangboma2024@163.com	X
easat-5436	4	1	the	the	DET
easat-5436	4	2	impact	impact	NOUN
easat-5436	4	3	of	of	ADP
easat-5436	4	4	ai	ai	VERB
easat-5436	4	5	on	on	ADP
easat-5436	4	6	algorithm	algorithm	NOUN
easat-5436	4	7	design	design	NOUN
easat-5436	4	8	innovations	innovation	NOUN
easat-5436	4	9	and	and	CCONJ
easat-5436	4	10	practical	practical	ADJ
easat-5436	4	11	applications	application	NOUN
easat-5436	4	12	xiangbo	xiangbo	PROPN
easat-5436	4	13	ma1	ma1	PROPN
easat-5436	4	14	*	*	PROPN
easat-5436	4	15	1beijing	1beijing	NUM
easat-5436	4	16	wan	wan	PROPN
easat-5436	4	17	weisheng	weisheng	PROPN
easat-5436	4	18	new	new	PROPN
easat-5436	4	19	technology	technology	PROPN
easat-5436	4	20	co.	co.	PROPN
easat-5436	4	21	,	,	PUNCT
easat-5436	4	22	ltd	ltd	PROPN
easat-5436	4	23	,	,	PUNCT
easat-5436	4	24	china	china	PROPN
easat-5436	4	25	;	;	PUNCT
easat-5436	4	26	xiangboma2024@163.com	xiangboma2024@163.com	X
easat-5436	4	27	(	(	PUNCT
easat-5436	4	28	x.m	x.m	PROPN
easat-5436	4	29	.	.	PROPN
easat-5436	4	30	)	)	PUNCT
easat-5436	4	31	.	.	PUNCT
easat-5436	5	1	abstract	abstract	ADJ
easat-5436	5	2	:	:	PUNCT
easat-5436	5	3	artificial	artificial	ADJ
easat-5436	5	4	intelligence	intelligence	NOUN
easat-5436	5	5	(	(	PUNCT
easat-5436	5	6	ai	ai	NOUN
easat-5436	5	7	)	)	PUNCT
easat-5436	5	8	has	have	AUX
easat-5436	5	9	greatly	greatly	ADV
easat-5436	5	10	influenced	influence	VERB
easat-5436	5	11	the	the	DET
easat-5436	5	12	innovation	innovation	NOUN
easat-5436	5	13	and	and	CCONJ
easat-5436	5	14	practical	practical	ADJ
easat-5436	5	15	application	application	NOUN
easat-5436	5	16	of	of	ADP
easat-5436	5	17	algorithm	algorithm	NOUN
easat-5436	5	18	design	design	NOUN
easat-5436	5	19	.	.	PUNCT
easat-5436	6	1	with	with	ADP
easat-5436	6	2	the	the	DET
easat-5436	6	3	rapid	rapid	ADJ
easat-5436	6	4	development	development	NOUN
easat-5436	6	5	of	of	ADP
easat-5436	6	6	ai	ai	PROPN
easat-5436	6	7	technology	technology	NOUN
easat-5436	6	8	,	,	PUNCT
easat-5436	6	9	the	the	DET
easat-5436	6	10	traditional	traditional	ADJ
easat-5436	6	11	algorithm	algorithm	NOUN
easat-5436	6	12	design	design	NOUN
easat-5436	6	13	paradigm	paradigm	NOUN
easat-5436	6	14	is	be	AUX
easat-5436	6	15	undergoing	undergo	VERB
easat-5436	6	16	profound	profound	ADJ
easat-5436	6	17	changes	change	NOUN
easat-5436	6	18	.	.	PUNCT
easat-5436	7	1	ai	ai	VERB
easat-5436	7	2	leverages	leverage	NOUN
easat-5436	7	3	machine	machine	NOUN
easat-5436	7	4	and	and	CCONJ
easat-5436	7	5	deep	deep	ADJ
easat-5436	7	6	learning	learning	NOUN
easat-5436	7	7	to	to	PART
easat-5436	7	8	automate	automate	VERB
easat-5436	7	9	algorithm	algorithm	NOUN
easat-5436	7	10	optimization	optimization	NOUN
easat-5436	7	11	and	and	CCONJ
easat-5436	7	12	adaptation	adaptation	NOUN
easat-5436	7	13	for	for	ADP
easat-5436	7	14	tasks	task	NOUN
easat-5436	7	15	and	and	CCONJ
easat-5436	7	16	environments	environment	NOUN
easat-5436	7	17	.	.	PUNCT
easat-5436	8	1	this	this	PRON
easat-5436	8	2	involves	involve	VERB
easat-5436	8	3	selecting	select	VERB
easat-5436	8	4	suitable	suitable	ADJ
easat-5436	8	5	models	model	NOUN
easat-5436	8	6	and	and	CCONJ
easat-5436	8	7	preparing	prepare	VERB
easat-5436	8	8	specific	specific	ADJ
easat-5436	8	9	datasets	dataset	NOUN
easat-5436	8	10	for	for	ADP
easat-5436	8	11	training	training	NOUN
easat-5436	8	12	and	and	CCONJ
easat-5436	8	13	validation	validation	NOUN
easat-5436	8	14	.	.	PUNCT
easat-5436	9	1	it	it	PRON
easat-5436	9	2	also	also	ADV
easat-5436	9	3	includes	include	VERB
easat-5436	9	4	implementing	implement	VERB
easat-5436	9	5	complex	complex	ADJ
easat-5436	9	6	algorithms	algorithm	NOUN
easat-5436	9	7	for	for	ADP
easat-5436	9	8	automatic	automatic	ADJ
easat-5436	9	9	optimization	optimization	NOUN
easat-5436	9	10	,	,	PUNCT
easat-5436	9	11	allowing	allow	VERB
easat-5436	9	12	models	model	NOUN
easat-5436	9	13	to	to	PART
easat-5436	9	14	learn	learn	VERB
easat-5436	9	15	and	and	CCONJ
easat-5436	9	16	improve	improve	VERB
easat-5436	9	17	over	over	ADP
easat-5436	9	18	time	time	NOUN
easat-5436	9	19	with	with	ADP
easat-5436	9	20	minimal	minimal	ADJ
easat-5436	9	21	manual	manual	ADJ
easat-5436	9	22	intervention	intervention	NOUN
easat-5436	9	23	.	.	PUNCT
easat-5436	10	1	ai	ai	VERB
easat-5436	10	2	-	-	PUNCT
easat-5436	10	3	driven	drive	VERB
easat-5436	10	4	innovation	innovation	NOUN
easat-5436	10	5	not	not	PART
easat-5436	10	6	only	only	ADV
easat-5436	10	7	improves	improve	VERB
easat-5436	10	8	the	the	DET
easat-5436	10	9	efficiency	efficiency	NOUN
easat-5436	10	10	and	and	CCONJ
easat-5436	10	11	accuracy	accuracy	NOUN
easat-5436	10	12	of	of	ADP
easat-5436	10	13	algorithm	algorithm	NOUN
easat-5436	10	14	design	design	NOUN
easat-5436	10	15	but	but	CCONJ
easat-5436	10	16	also	also	ADV
easat-5436	10	17	expands	expand	VERB
easat-5436	10	18	its	its	PRON
easat-5436	10	19	range	range	NOUN
easat-5436	10	20	of	of	ADP
easat-5436	10	21	practical	practical	ADJ
easat-5436	10	22	applications	application	NOUN
easat-5436	10	23	in	in	ADP
easat-5436	10	24	multiple	multiple	ADJ
easat-5436	10	25	fields	field	NOUN
easat-5436	10	26	.	.	PUNCT
easat-5436	11	1	this	this	DET
easat-5436	11	2	paper	paper	NOUN
easat-5436	11	3	summarizes	summarize	NOUN
easat-5436	11	4	evaluation	evaluation	NOUN
easat-5436	11	5	criteria	criterion	NOUN
easat-5436	11	6	and	and	CCONJ
easat-5436	11	7	efficiency	efficiency	NOUN
easat-5436	11	8	indicators	indicator	NOUN
easat-5436	11	9	for	for	ADP
easat-5436	11	10	ai	ai	ADV
easat-5436	11	11	-	-	PUNCT
easat-5436	11	12	driven	drive	VERB
easat-5436	11	13	algorithms	algorithm	NOUN
easat-5436	11	14	,	,	PUNCT
easat-5436	11	15	discusses	discuss	VERB
easat-5436	11	16	their	their	PRON
easat-5436	11	17	basic	basic	ADJ
easat-5436	11	18	principles	principle	NOUN
easat-5436	11	19	,	,	PUNCT
easat-5436	11	20	and	and	CCONJ
easat-5436	11	21	examines	examine	VERB
easat-5436	11	22	real	real	ADJ
easat-5436	11	23	-	-	PUNCT
easat-5436	11	24	world	world	NOUN
easat-5436	11	25	applications	application	NOUN
easat-5436	11	26	to	to	PART
easat-5436	11	27	predict	predict	VERB
easat-5436	11	28	future	future	ADJ
easat-5436	11	29	trends	trend	NOUN
easat-5436	11	30	and	and	CCONJ
easat-5436	11	31	potential	potential	ADJ
easat-5436	11	32	uses	use	NOUN
easat-5436	11	33	,	,	PUNCT
easat-5436	11	34	thereby	thereby	ADV
easat-5436	11	35	facilitating	facilitate	VERB
easat-5436	11	36	innovative	innovative	ADJ
easat-5436	11	37	applications	application	NOUN
easat-5436	11	38	of	of	ADP
easat-5436	11	39	deep	deep	ADJ
easat-5436	11	40	learning	learning	NOUN
easat-5436	11	41	technology	technology	NOUN
easat-5436	11	42	.	.	PUNCT
easat-5436	12	1	ai	ai	VERB
easat-5436	12	2	integration	integration	NOUN
easat-5436	12	3	in	in	ADP
easat-5436	12	4	algorithm	algorithm	NOUN
easat-5436	12	5	design	design	NOUN
easat-5436	12	6	has	have	VERB
easat-5436	12	7	advanced	advanced	ADJ
easat-5436	12	8	healthcare	healthcare	NOUN
easat-5436	12	9	,	,	PUNCT
easat-5436	12	10	finance	finance	NOUN
easat-5436	12	11	,	,	PUNCT
easat-5436	12	12	and	and	CCONJ
easat-5436	12	13	autonomous	autonomous	ADJ
easat-5436	12	14	driving	driving	NOUN
easat-5436	12	15	.	.	PUNCT
easat-5436	13	1	it	it	PRON
easat-5436	13	2	automates	automate	VERB
easat-5436	13	3	optimization	optimization	NOUN
easat-5436	13	4	,	,	PUNCT
easat-5436	13	5	enabling	enable	VERB
easat-5436	13	6	rapid	rapid	ADJ
easat-5436	13	7	algorithm	algorithm	NOUN
easat-5436	13	8	improvement	improvement	NOUN
easat-5436	13	9	and	and	CCONJ
easat-5436	13	10	enhancing	enhance	VERB
easat-5436	13	11	decision	decision	NOUN
easat-5436	13	12	-	-	PUNCT
easat-5436	13	13	making	making	NOUN
easat-5436	13	14	and	and	CCONJ
easat-5436	13	15	efficiency	efficiency	NOUN
easat-5436	13	16	.	.	PUNCT
easat-5436	14	1	ai	ai	VERB
easat-5436	14	2	-	-	PUNCT
easat-5436	14	3	driven	drive	VERB
easat-5436	14	4	algorithms	algorithm	NOUN
easat-5436	14	5	adapt	adapt	VERB
easat-5436	14	6	to	to	ADP
easat-5436	14	7	changes	change	NOUN
easat-5436	14	8	,	,	PUNCT
easat-5436	14	9	ensuring	ensure	VERB
easat-5436	14	10	long	long	ADJ
easat-5436	14	11	-	-	PUNCT
easat-5436	14	12	term	term	NOUN
easat-5436	14	13	relevance	relevance	NOUN
easat-5436	14	14	and	and	CCONJ
easat-5436	14	15	effectiveness	effectiveness	NOUN
easat-5436	14	16	.	.	PUNCT
easat-5436	15	1	keywords	keyword	NOUN
easat-5436	15	2	:	:	PUNCT
easat-5436	15	3	deep	deep	ADJ
easat-5436	15	4	learning	learning	NOUN
easat-5436	15	5	,	,	PUNCT
easat-5436	15	6	machine	machine	NOUN
easat-5436	15	7	learning	learning	NOUN
easat-5436	15	8	,	,	PUNCT
easat-5436	15	9	neural	neural	ADJ
easat-5436	15	10	networks	network	NOUN
easat-5436	15	11	.	.	PUNCT
easat-5436	16	1	1	1	X
easat-5436	16	2	.	.	X
easat-5436	16	3	introduction	introduction	NOUN
easat-5436	16	4	there	there	PRON
easat-5436	16	5	is	be	VERB
easat-5436	16	6	no	no	DET
easat-5436	16	7	doubt	doubt	NOUN
easat-5436	16	8	that	that	SCONJ
easat-5436	16	9	deep	deep	ADJ
easat-5436	16	10	learning	learning	NOUN
easat-5436	16	11	has	have	AUX
easat-5436	16	12	become	become	VERB
easat-5436	16	13	the	the	DET
easat-5436	16	14	dominant	dominant	ADJ
easat-5436	16	15	yet	yet	CCONJ
easat-5436	16	16	technology	technology	NOUN
easat-5436	16	17	in	in	ADP
easat-5436	16	18	the	the	DET
easat-5436	16	19	realm	realm	NOUN
easat-5436	16	20	of	of	ADP
easat-5436	16	21	artificial	artificial	ADJ
easat-5436	16	22	intelligence	intelligence	NOUN
easat-5436	16	23	.	.	PUNCT
easat-5436	17	1	its	its	PRON
easat-5436	17	2	capacity	capacity	NOUN
easat-5436	17	3	to	to	AUX
easat-5436	17	4	learners	learner	VERB
easat-5436	17	5	high	high	ADJ
easat-5436	17	6	-	-	PUNCT
easat-5436	17	7	level	level	NOUN
easat-5436	17	8	and	and	CCONJ
easat-5436	17	9	elaborate	elaborate	ADJ
easat-5436	17	10	features	feature	NOUN
easat-5436	17	11	out	out	ADP
easat-5436	17	12	of	of	ADP
easat-5436	17	13	large	large	ADJ
easat-5436	17	14	databases	database	NOUN
easat-5436	17	15	changed	change	VERB
easat-5436	17	16	several	several	ADJ
easat-5436	17	17	applications	application	NOUN
easat-5436	17	18	,	,	PUNCT
easat-5436	17	19	including	include	VERB
easat-5436	17	20	image	image	NOUN
easat-5436	17	21	and	and	CCONJ
easat-5436	17	22	speech	speech	NOUN
easat-5436	17	23	recognition	recognition	NOUN
easat-5436	17	24	and	and	CCONJ
easat-5436	17	25	natural	natural	ADJ
easat-5436	17	26	language	language	NOUN
easat-5436	17	27	processing	processing	NOUN
easat-5436	17	28	.	.	PUNCT
easat-5436	18	1	due	due	ADP
easat-5436	18	2	to	to	ADP
easat-5436	18	3	the	the	DET
easat-5436	18	4	mean	mean	ADJ
easat-5436	18	5	hierarchy	hierarchy	NOUN
easat-5436	18	6	,	,	PUNCT
easat-5436	18	7	deep	deep	ADJ
easat-5436	18	8	learning	learning	NOUN
easat-5436	18	9	models	model	NOUN
easat-5436	18	10	employ	employ	VERB
easat-5436	18	11	layers	layer	NOUN
easat-5436	18	12	to	to	PART
easat-5436	18	13	generate	generate	VERB
easat-5436	18	14	increasingly	increasingly	ADV
easat-5436	18	15	abstract	abstract	ADJ
easat-5436	18	16	input	input	NOUN
easat-5436	18	17	features	feature	NOUN
easat-5436	18	18	.	.	PUNCT
easat-5436	19	1	another	another	PRON
easat-5436	19	2	is	be	AUX
easat-5436	19	3	theoretical	theoretical	ADJ
easat-5436	19	4	,	,	PUNCT
easat-5436	19	5	which	which	PRON
easat-5436	19	6	is	be	AUX
easat-5436	19	7	a	a	DET
easat-5436	19	8	hierarchical	hierarchical	ADJ
easat-5436	19	9	learning	learning	NOUN
easat-5436	19	10	capability	capability	NOUN
easat-5436	19	11	,	,	PUNCT
easat-5436	19	12	which	which	PRON
easat-5436	19	13	,	,	PUNCT
easat-5436	19	14	with	with	ADP
easat-5436	19	15	the	the	DET
easat-5436	19	16	help	help	NOUN
easat-5436	19	17	of	of	ADP
easat-5436	19	18	progress	progress	NOUN
easat-5436	19	19	in	in	ADP
easat-5436	19	20	hardware	hardware	NOUN
easat-5436	19	21	and	and	CCONJ
easat-5436	19	22	big	big	ADJ
easat-5436	19	23	data	datum	NOUN
easat-5436	19	24	,	,	PUNCT
easat-5436	19	25	has	have	AUX
easat-5436	19	26	contributed	contribute	VERB
easat-5436	19	27	significantly	significantly	ADV
easat-5436	19	28	to	to	ADP
easat-5436	19	29	improving	improve	VERB
easat-5436	19	30	the	the	DET
easat-5436	19	31	characteristics	characteristic	NOUN
easat-5436	19	32	of	of	ADP
easat-5436	19	33	deep	deep	ADJ
easat-5436	19	34	learning	learning	NOUN
easat-5436	19	35	systems	system	NOUN
easat-5436	19	36	,	,	PUNCT
easat-5436	19	37	including	include	VERB
easat-5436	19	38	increases	increase	NOUN
easat-5436	19	39	in	in	ADP
easat-5436	19	40	accuracy	accuracy	NOUN
easat-5436	19	41	[	[	X
easat-5436	19	42	1	1	NUM
easat-5436	19	43	]	]	PUNCT
easat-5436	19	44	.	.	PUNCT
easat-5436	20	1	furthermore	furthermore	ADV
easat-5436	20	2	,	,	PUNCT
easat-5436	20	3	the	the	DET
easat-5436	20	4	integration	integration	NOUN
easat-5436	20	5	of	of	ADP
easat-5436	20	6	multiple	multiple	ADJ
easat-5436	20	7	layers	layer	NOUN
easat-5436	20	8	in	in	ADP
easat-5436	20	9	deep	deep	ADJ
easat-5436	20	10	learning	learning	NOUN
easat-5436	20	11	architectures	architecture	NOUN
easat-5436	20	12	allows	allow	VERB
easat-5436	20	13	for	for	ADP
easat-5436	20	14	the	the	DET
easat-5436	20	15	extraction	extraction	NOUN
easat-5436	20	16	of	of	ADP
easat-5436	20	17	complex	complex	ADJ
easat-5436	20	18	patterns	pattern	NOUN
easat-5436	20	19	and	and	CCONJ
easat-5436	20	20	relationships	relationship	NOUN
easat-5436	20	21	within	within	ADP
easat-5436	20	22	the	the	DET
easat-5436	20	23	data	datum	NOUN
easat-5436	20	24	.	.	PUNCT
easat-5436	21	1	this	this	DET
easat-5436	21	2	hierarchical	hierarchical	ADJ
easat-5436	21	3	approach	approach	NOUN
easat-5436	21	4	enables	enable	VERB
easat-5436	21	5	the	the	DET
easat-5436	21	6	models	model	NOUN
easat-5436	21	7	to	to	PART
easat-5436	21	8	learn	learn	VERB
easat-5436	21	9	from	from	ADP
easat-5436	21	10	large	large	ADJ
easat-5436	21	11	volumes	volume	NOUN
easat-5436	21	12	of	of	ADP
easat-5436	21	13	data	datum	NOUN
easat-5436	21	14	,	,	PUNCT
easat-5436	21	15	gradually	gradually	ADV
easat-5436	21	16	transforming	transform	VERB
easat-5436	21	17	raw	raw	ADJ
easat-5436	21	18	input	input	NOUN
easat-5436	21	19	into	into	ADP
easat-5436	21	20	more	more	ADV
easat-5436	21	21	abstract	abstract	ADJ
easat-5436	21	22	and	and	CCONJ
easat-5436	21	23	useful	useful	ADJ
easat-5436	21	24	representations	representation	NOUN
easat-5436	21	25	.	.	PUNCT
easat-5436	22	1	as	as	ADP
easat-5436	22	2	a	a	DET
easat-5436	22	3	result	result	NOUN
easat-5436	22	4	,	,	PUNCT
easat-5436	22	5	deep	deep	ADJ
easat-5436	22	6	learning	learning	NOUN
easat-5436	22	7	has	have	AUX
easat-5436	22	8	demonstrated	demonstrate	VERB
easat-5436	22	9	remarkable	remarkable	ADJ
easat-5436	22	10	success	success	NOUN
easat-5436	22	11	in	in	ADP
easat-5436	22	12	various	various	ADJ
easat-5436	22	13	domains	domain	NOUN
easat-5436	22	14	,	,	PUNCT
easat-5436	22	15	outperforming	outperform	VERB
easat-5436	22	16	traditional	traditional	ADJ
easat-5436	22	17	machine	machine	NOUN
easat-5436	22	18	learning	learning	NOUN
easat-5436	22	19	methods	method	NOUN
easat-5436	22	20	in	in	ADP
easat-5436	22	21	many	many	ADJ
easat-5436	22	22	tasks	task	NOUN
easat-5436	22	23	.	.	PUNCT
easat-5436	23	1	the	the	DET
easat-5436	23	2	evolution	evolution	NOUN
easat-5436	23	3	of	of	ADP
easat-5436	23	4	hardware	hardware	NOUN
easat-5436	23	5	and	and	CCONJ
easat-5436	23	6	the	the	DET
easat-5436	23	7	availability	availability	NOUN
easat-5436	23	8	of	of	ADP
easat-5436	23	9	big	big	ADJ
easat-5436	23	10	data	datum	NOUN
easat-5436	23	11	have	have	AUX
easat-5436	23	12	played	play	VERB
easat-5436	23	13	crucial	crucial	ADJ
easat-5436	23	14	roles	role	NOUN
easat-5436	23	15	in	in	ADP
easat-5436	23	16	facilitating	facilitate	VERB
easat-5436	23	17	the	the	DET
easat-5436	23	18	advancement	advancement	NOUN
easat-5436	23	19	of	of	ADP
easat-5436	23	20	deep	deep	ADJ
easat-5436	23	21	learning	learning	NOUN
easat-5436	23	22	,	,	PUNCT
easat-5436	23	23	making	make	VERB
easat-5436	23	24	it	it	PRON
easat-5436	23	25	a	a	DET
easat-5436	23	26	powerful	powerful	ADJ
easat-5436	23	27	tool	tool	NOUN
easat-5436	23	28	for	for	ADP
easat-5436	23	29	artificial	artificial	ADJ
easat-5436	23	30	intelligence	intelligence	NOUN
easat-5436	23	31	applications	application	NOUN
easat-5436	23	32	.	.	PUNCT
easat-5436	24	1	it	it	PRON
easat-5436	24	2	has	have	AUX
easat-5436	24	3	been	be	AUX
easat-5436	24	4	noted	note	VERB
easat-5436	24	5	that	that	SCONJ
easat-5436	24	6	d	d	PROPN
easat-5436	24	7	deep	deep	ADJ
easat-5436	24	8	learning	learning	NOUN
easat-5436	24	9	has	have	VERB
easat-5436	24	10	some	some	DET
easat-5436	24	11	drawbacks	drawback	NOUN
easat-5436	24	12	,	,	PUNCT
easat-5436	24	13	even	even	ADV
easat-5436	24	14	though	though	SCONJ
easat-5436	24	15	it	it	PRON
easat-5436	24	16	has	have	AUX
easat-5436	24	17	received	receive	VERB
easat-5436	24	18	so	so	ADV
easat-5436	24	19	much	much	ADJ
easat-5436	24	20	acclaim	acclaim	NOUN
easat-5436	24	21	.	.	PUNCT
easat-5436	25	1	the	the	DET
easat-5436	25	2	theoretical	theoretical	ADJ
easat-5436	25	3	background	background	NOUN
easat-5436	25	4	of	of	ADP
easat-5436	25	5	deep	deep	ADJ
easat-5436	25	6	learning	learning	NOUN
easat-5436	25	7	is	be	AUX
easat-5436	25	8	in	in	ADP
easat-5436	25	9	its	its	PRON
easat-5436	25	10	infancy	infancy	NOUN
easat-5436	25	11	,	,	PUNCT
easat-5436	25	12	and	and	CCONJ
easat-5436	25	13	there	there	PRON
easat-5436	25	14	needs	need	VERB
easat-5436	25	15	to	to	PART
easat-5436	25	16	be	be	AUX
easat-5436	25	17	more	more	ADV
easat-5436	25	18	concrete	concrete	ADJ
easat-5436	25	19	reasons	reason	NOUN
easat-5436	25	20	for	for	ADP
easat-5436	25	21	its	its	PRON
easat-5436	25	22	effectiveness	effectiveness	NOUN
easat-5436	25	23	.	.	PUNCT
easat-5436	26	1	also	also	ADV
easat-5436	26	2	,	,	PUNCT
easat-5436	26	3	the	the	DET
easat-5436	26	4	dl	dl	PROPN
easat-5436	26	5	models	model	NOUN
easat-5436	26	6	take	take	VERB
easat-5436	26	7	a	a	DET
easat-5436	26	8	reasonably	reasonably	ADV
easat-5436	26	9	long	long	ADJ
easat-5436	26	10	time	time	NOUN
easat-5436	26	11	to	to	PART
easat-5436	26	12	train	train	VERB
easat-5436	26	13	and	and	CCONJ
easat-5436	26	14	may	may	AUX
easat-5436	26	15	need	need	VERB
easat-5436	26	16	many	many	ADJ
easat-5436	26	17	data	datum	NOUN
easat-5436	26	18	.	.	PUNCT
easat-5436	27	1	still	still	ADV
easat-5436	27	2	,	,	PUNCT
easat-5436	27	3	addressing	address	VERB
easat-5436	27	4	these	these	DET
easat-5436	27	5	issues	issue	NOUN
easat-5436	27	6	,	,	PUNCT
easat-5436	27	7	deep	deep	ADJ
easat-5436	27	8	learning	learning	NOUN
easat-5436	27	9	has	have	VERB
easat-5436	27	10	a	a	DET
easat-5436	27	11	vast	vast	ADJ
easat-5436	27	12	potential	potential	NOUN
easat-5436	27	13	to	to	PART
easat-5436	27	14	solve	solve	VERB
easat-5436	27	15	multifaceted	multifaceted	ADJ
easat-5436	27	16	challenges	challenge	NOUN
easat-5436	27	17	and	and	CCONJ
easat-5436	27	18	act	act	VERB
easat-5436	27	19	as	as	ADP
easat-5436	27	20	an	an	DET
easat-5436	27	21	innovation	innovation	NOUN
easat-5436	27	22	factor	factor	NOUN
easat-5436	27	23	in	in	ADP
easat-5436	27	24	many	many	ADJ
easat-5436	27	25	fields	field	NOUN
easat-5436	27	26	.	.	PUNCT
easat-5436	28	1	this	this	DET
easat-5436	28	2	paper	paper	NOUN
easat-5436	28	3	covers	cover	VERB
easat-5436	28	4	all	all	DET
easat-5436	28	5	the	the	DET
easat-5436	28	6	aspects	aspect	NOUN
easat-5436	28	7	of	of	ADP
easat-5436	28	8	deep	deep	ADJ
easat-5436	28	9	https://orcid.org/0009-0002-1115-9765	https://orcid.org/0009-0002-1115-9765	PROPN
easat-5436	28	10	1122	1122	NUM
easat-5436	28	11	edelweiss	edelweiss	PROPN
easat-5436	28	12	applied	apply	VERB
easat-5436	28	13	science	science	NOUN
easat-5436	28	14	and	and	CCONJ
easat-5436	28	15	technology	technology	NOUN
easat-5436	28	16	issn	issn	PROPN
easat-5436	28	17	:	:	PUNCT
easat-5436	28	18	2576	2576	NUM
easat-5436	28	19	-	-	SYM
easat-5436	28	20	8484	8484	NUM
easat-5436	28	21	vol	vol	NOUN
easat-5436	28	22	.	.	PROPN
easat-5436	29	1	9	9	NUM
easat-5436	29	2	,	,	PUNCT
easat-5436	29	3	no	no	INTJ
easat-5436	29	4	.	.	NOUN
easat-5436	30	1	3	3	NUM
easat-5436	30	2	:	:	SYM
easat-5436	30	3	1121	1121	NUM
easat-5436	30	4	-	-	SYM
easat-5436	30	5	1127	1127	NUM
easat-5436	30	6	,	,	PUNCT
easat-5436	30	7	2025	2025	NUM
easat-5436	30	8	doi	doi	NOUN
easat-5436	30	9	:	:	PUNCT
easat-5436	30	10	10.55214/25768484.v9i3.5436	10.55214/25768484.v9i3.5436	NUM
easat-5436	30	11	©	©	PROPN
easat-5436	30	12	2025	2025	NUM
easat-5436	30	13	by	by	ADP
easat-5436	30	14	the	the	DET
easat-5436	30	15	author	author	NOUN
easat-5436	30	16	;	;	PUNCT
easat-5436	30	17	licensee	licensee	PROPN
easat-5436	30	18	learning	learning	PROPN
easat-5436	30	19	gate	gate	PROPN
easat-5436	30	20	learning	learning	PROPN
easat-5436	30	21	,	,	PUNCT
easat-5436	30	22	such	such	ADJ
easat-5436	30	23	as	as	ADP
easat-5436	30	24	what	what	PRON
easat-5436	30	25	it	it	PRON
easat-5436	30	26	is	be	AUX
easat-5436	30	27	,	,	PUNCT
easat-5436	30	28	what	what	PRON
easat-5436	30	29	it	it	PRON
easat-5436	30	30	can	can	AUX
easat-5436	30	31	be	be	AUX
easat-5436	30	32	used	use	VERB
easat-5436	30	33	for	for	ADP
easat-5436	30	34	,	,	PUNCT
easat-5436	30	35	and	and	CCONJ
easat-5436	30	36	where	where	SCONJ
easat-5436	30	37	it	it	PRON
easat-5436	30	38	is	be	AUX
easat-5436	30	39	headed	head	VERB
easat-5436	30	40	.	.	PUNCT
easat-5436	31	1	thus	thus	ADV
easat-5436	31	2	,	,	PUNCT
easat-5436	31	3	analyzing	analyze	VERB
easat-5436	31	4	the	the	DET
easat-5436	31	5	influence	influence	NOUN
easat-5436	31	6	that	that	PRON
easat-5436	31	7	deep	deep	ADJ
easat-5436	31	8	learning	learning	NOUN
easat-5436	31	9	has	have	VERB
easat-5436	31	10	on	on	ADP
easat-5436	31	11	different	different	ADJ
easat-5436	31	12	fields	field	NOUN
easat-5436	31	13	,	,	PUNCT
easat-5436	31	14	we	we	PRON
easat-5436	31	15	are	be	AUX
easat-5436	31	16	discussing	discuss	VERB
easat-5436	31	17	how	how	SCONJ
easat-5436	31	18	this	this	DET
easat-5436	31	19	technique	technique	NOUN
easat-5436	31	20	will	will	AUX
easat-5436	31	21	influence	influence	VERB
easat-5436	31	22	the	the	DET
easat-5436	31	23	future	future	NOUN
easat-5436	31	24	of	of	ADP
easat-5436	31	25	technological	technological	ADJ
easat-5436	31	26	and	and	CCONJ
easat-5436	31	27	social	social	ADJ
easat-5436	31	28	development	development	NOUN
easat-5436	31	29	.	.	PUNCT
easat-5436	32	1	2	2	X
easat-5436	32	2	.	.	X
easat-5436	32	3	analysis	analysis	NOUN
easat-5436	32	4	of	of	ADP
easat-5436	32	5	deep	deep	ADJ
easat-5436	32	6	learning	learn	VERB
easat-5436	32	7	neural	neural	ADJ
easat-5436	32	8	networks	network	NOUN
easat-5436	32	9	are	be	AUX
easat-5436	32	10	a	a	DET
easat-5436	32	11	subcategory	subcategory	NOUN
easat-5436	32	12	of	of	ADP
easat-5436	32	13	machine	machine	NOUN
easat-5436	32	14	learning	learning	NOUN
easat-5436	32	15	models	model	NOUN
easat-5436	32	16	which	which	PRON
easat-5436	32	17	consist	consist	VERB
easat-5436	32	18	of	of	ADP
easat-5436	32	19	interconnected	interconnected	ADJ
easat-5436	32	20	nodes	node	NOUN
easat-5436	32	21	.	.	PUNCT
easat-5436	33	1	every	every	DET
easat-5436	33	2	circle	circle	NOUN
easat-5436	33	3	is	be	AUX
easat-5436	33	4	named	name	VERB
easat-5436	33	5	as	as	ADP
easat-5436	33	6	an	an	DET
easat-5436	33	7	output	output	NOUN
easat-5436	33	8	or	or	CCONJ
easat-5436	33	9	activation	activation	NOUN
easat-5436	33	10	function	function	NOUN
easat-5436	33	11	,	,	PUNCT
easat-5436	33	12	which	which	PRON
easat-5436	33	13	differs	differ	VERB
easat-5436	33	14	from	from	ADP
easat-5436	33	15	another	another	PRON
easat-5436	33	16	.	.	PUNCT
easat-5436	34	1	the	the	DET
easat-5436	34	2	interconnects	interconnect	NOUN
easat-5436	34	3	have	have	VERB
easat-5436	34	4	strength	strength	NOUN
easat-5436	34	5	-	-	PUNCT
easat-5436	34	6	weighted	weight	VERB
easat-5436	34	7	signals	signal	NOUN
easat-5436	34	8	that	that	PRON
easat-5436	34	9	function	function	VERB
easat-5436	34	10	as	as	ADP
easat-5436	34	11	the	the	DET
easat-5436	34	12	memory	memory	NOUN
easat-5436	34	13	of	of	ADP
easat-5436	34	14	the	the	DET
easat-5436	34	15	network	network	NOUN
easat-5436	34	16	.	.	PUNCT
easat-5436	35	1	these	these	DET
easat-5436	35	2	weights	weight	NOUN
easat-5436	35	3	define	define	VERB
easat-5436	35	4	the	the	DET
easat-5436	35	5	extent	extent	NOUN
easat-5436	35	6	of	of	ADP
easat-5436	35	7	influence	influence	NOUN
easat-5436	35	8	of	of	ADP
easat-5436	35	9	one	one	NUM
easat-5436	35	10	node	node	NOUN
easat-5436	35	11	over	over	ADP
easat-5436	35	12	the	the	DET
easat-5436	35	13	other	other	ADJ
easat-5436	35	14	,	,	PUNCT
easat-5436	35	15	allowing	allow	VERB
easat-5436	35	16	the	the	DET
easat-5436	35	17	network	network	NOUN
easat-5436	35	18	to	to	PART
easat-5436	35	19	acquire	acquire	VERB
easat-5436	35	20	and	and	CCONJ
easat-5436	35	21	adjust	adjust	VERB
easat-5436	35	22	to	to	ADP
easat-5436	35	23	the	the	DET
easat-5436	35	24	patterns	pattern	NOUN
easat-5436	35	25	appropriate	appropriate	ADJ
easat-5436	35	26	for	for	ADP
easat-5436	35	27	the	the	DET
easat-5436	35	28	multifaceted	multifaceted	ADJ
easat-5436	35	29	task	task	NOUN
easat-5436	35	30	.	.	PUNCT
easat-5436	36	1	the	the	DET
easat-5436	36	2	connectivity	connectivity	NOUN
easat-5436	36	3	in	in	ADP
easat-5436	36	4	a	a	DET
easat-5436	36	5	neural	neural	ADJ
easat-5436	36	6	network	network	NOUN
easat-5436	36	7	and	and	CCONJ
easat-5436	36	8	the	the	DET
easat-5436	36	9	pattern	pattern	NOUN
easat-5436	36	10	of	of	ADP
easat-5436	36	11	weights	weight	NOUN
easat-5436	36	12	and	and	CCONJ
easat-5436	36	13	the	the	DET
easat-5436	36	14	activation	activation	NOUN
easat-5436	36	15	functions	function	NOUN
easat-5436	36	16	determine	determine	VERB
easat-5436	36	17	the	the	DET
easat-5436	36	18	outcome	outcome	NOUN
easat-5436	36	19	of	of	ADP
easat-5436	36	20	the	the	DET
easat-5436	36	21	neural	neural	ADJ
easat-5436	36	22	network	network	NOUN
easat-5436	36	23	.	.	PUNCT
easat-5436	37	1	the	the	DET
easat-5436	37	2	network	network	NOUN
easat-5436	37	3	can	can	AUX
easat-5436	37	4	then	then	ADV
easat-5436	37	5	approximate	approximate	VERB
easat-5436	37	6	a	a	DET
easat-5436	37	7	natural	natural	ADJ
easat-5436	37	8	algorithm	algorithm	NOUN
easat-5436	37	9	or	or	CCONJ
easat-5436	37	10	function	function	NOUN
easat-5436	37	11	;	;	PUNCT
easat-5436	37	12	the	the	DET
easat-5436	37	13	logical	logical	ADJ
easat-5436	37	14	plan	plan	NOUN
easat-5436	37	15	is	be	AUX
easat-5436	37	16	generally	generally	ADV
easat-5436	37	17	represented	represent	VERB
easat-5436	37	18	.	.	PUNCT
easat-5436	38	1	anns	anns	PROPN
easat-5436	38	2	,	,	PUNCT
easat-5436	38	3	especially	especially	ADV
easat-5436	38	4	deep	deep	ADJ
easat-5436	38	5	learning	learning	NOUN
easat-5436	38	6	,	,	PUNCT
easat-5436	38	7	are	be	AUX
easat-5436	38	8	among	among	ADP
easat-5436	38	9	the	the	DET
easat-5436	38	10	recent	recent	ADJ
easat-5436	38	11	technological	technological	ADJ
easat-5436	38	12	innovations	innovation	NOUN
easat-5436	38	13	that	that	PRON
easat-5436	38	14	have	have	AUX
easat-5436	38	15	benefited	benefit	VERB
easat-5436	38	16	several	several	ADJ
easat-5436	38	17	fields	field	NOUN
easat-5436	38	18	.	.	PUNCT
easat-5436	39	1	mobile	mobile	ADJ
easat-5436	39	2	and	and	CCONJ
easat-5436	39	3	web	web	NOUN
easat-5436	39	4	applications	application	NOUN
easat-5436	39	5	,	,	PUNCT
easat-5436	39	6	web	web	NOUN
easat-5436	39	7	search	search	NOUN
easat-5436	39	8	,	,	PUNCT
easat-5436	39	9	handwriting	handwriting	NOUN
easat-5436	39	10	and	and	CCONJ
easat-5436	39	11	speech	speech	NOUN
easat-5436	39	12	recognition	recognition	NOUN
easat-5436	39	13	,	,	PUNCT
easat-5436	39	14	text	text	NOUN
easat-5436	39	15	classification	classification	NOUN
easat-5436	39	16	,	,	PUNCT
easat-5436	39	17	image	image	NOUN
easat-5436	39	18	and	and	CCONJ
easat-5436	39	19	video	video	NOUN
easat-5436	39	20	recognition	recognition	NOUN
easat-5436	39	21	,	,	PUNCT
easat-5436	39	22	and	and	CCONJ
easat-5436	39	23	translation	translation	NOUN
easat-5436	39	24	are	be	AUX
easat-5436	39	25	examples	example	NOUN
easat-5436	39	26	of	of	ADP
easat-5436	39	27	how	how	SCONJ
easat-5436	39	28	deep	deep	ADJ
easat-5436	39	29	learning	learning	NOUN
easat-5436	39	30	-	-	PUNCT
easat-5436	39	31	powered	power	VERB
easat-5436	39	32	anns	ann	NOUN
easat-5436	39	33	have	have	AUX
easat-5436	39	34	gotten	get	VERB
easat-5436	39	35	closer	close	ADJ
easat-5436	39	36	to	to	ADP
easat-5436	39	37	our	our	PRON
easat-5436	39	38	everyday	everyday	ADJ
easat-5436	39	39	usage	usage	NOUN
easat-5436	39	40	.	.	PUNCT
easat-5436	40	1	furthermore	furthermore	ADV
easat-5436	40	2	,	,	PUNCT
easat-5436	40	3	with	with	ADP
easat-5436	40	4	the	the	DET
easat-5436	40	5	advances	advance	NOUN
easat-5436	40	6	seen	see	VERB
easat-5436	40	7	in	in	ADP
easat-5436	40	8	deep	deep	ADJ
easat-5436	40	9	learning	learning	NOUN
easat-5436	40	10	,	,	PUNCT
easat-5436	40	11	anns	ann	NOUN
easat-5436	40	12	are	be	AUX
easat-5436	40	13	currently	currently	ADV
easat-5436	40	14	being	be	AUX
easat-5436	40	15	improved	improve	VERB
easat-5436	40	16	in	in	ADP
easat-5436	40	17	medicine	medicine	NOUN
easat-5436	40	18	,	,	PUNCT
easat-5436	40	19	music	music	NOUN
easat-5436	40	20	,	,	PUNCT
easat-5436	40	21	painting	painting	NOUN
easat-5436	40	22	,	,	PUNCT
easat-5436	40	23	and	and	CCONJ
easat-5436	40	24	3d	3d	NUM
easat-5436	40	25	modeling	modeling	NOUN
easat-5436	40	26	,	,	PUNCT
easat-5436	40	27	among	among	ADP
easat-5436	40	28	other	other	ADJ
easat-5436	40	29	disciplines	discipline	NOUN
easat-5436	40	30	.	.	PUNCT
easat-5436	41	1	deep	deep	ADJ
easat-5436	41	2	learning	learning	NOUN
easat-5436	41	3	is	be	AUX
easat-5436	41	4	more	more	ADV
easat-5436	41	5	concerned	concerned	ADJ
easat-5436	41	6	with	with	ADP
easat-5436	41	7	finding	find	VERB
easat-5436	41	8	out	out	ADP
easat-5436	41	9	the	the	DET
easat-5436	41	10	structure	structure	NOUN
easat-5436	41	11	of	of	ADP
easat-5436	41	12	a	a	DET
easat-5436	41	13	sample	sample	NOUN
easat-5436	41	14	data	datum	NOUN
easat-5436	41	15	set	set	VERB
easat-5436	41	16	.	.	PUNCT
easat-5436	42	1	this	this	DET
easat-5436	42	2	capability	capability	NOUN
easat-5436	42	3	is	be	AUX
easat-5436	42	4	helpful	helpful	ADJ
easat-5436	42	5	for	for	ADP
easat-5436	42	6	textual	textual	ADJ
easat-5436	42	7	,	,	PUNCT
easat-5436	42	8	images	image	NOUN
easat-5436	42	9	,	,	PUNCT
easat-5436	42	10	and	and	CCONJ
easat-5436	42	11	other	other	ADJ
easat-5436	42	12	data	datum	NOUN
easat-5436	42	13	or	or	CCONJ
easat-5436	42	14	sounds	sound	NOUN
easat-5436	42	15	by	by	ADP
easat-5436	42	16	analyzing	analyze	VERB
easat-5436	42	17	the	the	DET
easat-5436	42	18	information	information	NOUN
easat-5436	42	19	learned	learn	VERB
easat-5436	42	20	and	and	CCONJ
easat-5436	42	21	acquired	acquire	VERB
easat-5436	42	22	in	in	ADP
easat-5436	42	23	the	the	DET
easat-5436	42	24	process	process	NOUN
easat-5436	42	25	.	.	PUNCT
easat-5436	43	1	the	the	DET
easat-5436	43	2	objective	objective	NOUN
easat-5436	43	3	of	of	ADP
easat-5436	43	4	deep	deep	ADJ
easat-5436	43	5	learning	learning	NOUN
easat-5436	43	6	is	be	AUX
easat-5436	43	7	to	to	PART
easat-5436	43	8	allow	allow	VERB
easat-5436	43	9	the	the	DET
easat-5436	43	10	machine	machine	NOUN
easat-5436	43	11	to	to	PART
easat-5436	43	12	learn	learn	VERB
easat-5436	43	13	as	as	SCONJ
easat-5436	43	14	human	human	ADJ
easat-5436	43	15	beings	being	NOUN
easat-5436	43	16	do	do	VERB
easat-5436	43	17	it	it	PRON
easat-5436	43	18	,	,	PUNCT
easat-5436	43	19	that	that	ADV
easat-5436	43	20	is	is	ADV
easat-5436	43	21	,	,	PUNCT
easat-5436	43	22	to	to	PART
easat-5436	43	23	identify	identify	VERB
easat-5436	43	24	characters	character	NOUN
easat-5436	43	25	,	,	PUNCT
easat-5436	43	26	images	image	NOUN
easat-5436	43	27	,	,	PUNCT
easat-5436	43	28	sounds	sound	VERB
easat-5436	43	29	,	,	PUNCT
easat-5436	43	30	and	and	CCONJ
easat-5436	43	31	other	other	ADJ
easat-5436	43	32	data	datum	NOUN
easat-5436	43	33	.	.	PUNCT
easat-5436	44	1	deep	deep	ADJ
easat-5436	44	2	learning	learning	NOUN
easat-5436	44	3	has	have	AUX
easat-5436	44	4	achieved	achieve	VERB
easat-5436	44	5	significant	significant	ADJ
easat-5436	44	6	breakthroughs	breakthrough	NOUN
easat-5436	44	7	in	in	ADP
easat-5436	44	8	speech	speech	NOUN
easat-5436	44	9	and	and	CCONJ
easat-5436	44	10	image	image	NOUN
easat-5436	44	11	recognition	recognition	NOUN
easat-5436	44	12	compared	compare	VERB
easat-5436	44	13	to	to	ADP
easat-5436	44	14	previous	previous	ADJ
easat-5436	44	15	technologies	technology	NOUN
easat-5436	44	16	.	.	PUNCT
easat-5436	45	1	many	many	ADJ
easat-5436	45	2	popular	popular	ADJ
easat-5436	45	3	mobile	mobile	ADJ
easat-5436	45	4	applications	application	NOUN
easat-5436	45	5	,	,	PUNCT
easat-5436	45	6	including	include	VERB
easat-5436	45	7	voice	voice	NOUN
easat-5436	45	8	-	-	PUNCT
easat-5436	45	9	to	to	ADP
easat-5436	45	10	-	-	PUNCT
easat-5436	45	11	text	text	NOUN
easat-5436	45	12	,	,	PUNCT
easat-5436	45	13	image	image	NOUN
easat-5436	45	14	search	search	NOUN
easat-5436	45	15	,	,	PUNCT
easat-5436	45	16	and	and	CCONJ
easat-5436	45	17	ai	ai	AUX
easat-5436	45	18	-	-	PUNCT
easat-5436	45	19	powered	power	VERB
easat-5436	45	20	customer	customer	NOUN
easat-5436	45	21	service	service	NOUN
easat-5436	45	22	,	,	PUNCT
easat-5436	45	23	are	be	AUX
easat-5436	45	24	built	build	VERB
easat-5436	45	25	upon	upon	SCONJ
easat-5436	45	26	deep	deep	ADJ
easat-5436	45	27	learning	learning	NOUN
easat-5436	45	28	foundations	foundation	NOUN
easat-5436	45	29	.	.	PUNCT
easat-5436	46	1	in	in	ADP
easat-5436	46	2	traditional	traditional	ADJ
easat-5436	46	3	machine	machine	NOUN
easat-5436	46	4	learning	learning	NOUN
easat-5436	46	5	(	(	PUNCT
easat-5436	46	6	mlas	mla	NOUN
easat-5436	46	7	shown	show	VERB
easat-5436	46	8	in	in	ADP
easat-5436	46	9	figure	figure	NOUN
easat-5436	46	10	1	1	NUM
easat-5436	46	11	)	)	PUNCT
easat-5436	46	12	,	,	PUNCT
easat-5436	46	13	humans	human	NOUN
easat-5436	46	14	typically	typically	ADV
easat-5436	46	15	select	select	VERB
easat-5436	46	16	features	feature	NOUN
easat-5436	46	17	and	and	CCONJ
easat-5436	46	18	representations	representation	NOUN
easat-5436	46	19	of	of	ADP
easat-5436	46	20	the	the	DET
easat-5436	46	21	input	input	NOUN
easat-5436	46	22	data	datum	NOUN
easat-5436	46	23	,	,	PUNCT
easat-5436	46	24	which	which	PRON
easat-5436	46	25	are	be	AUX
easat-5436	46	26	then	then	ADV
easat-5436	46	27	used	use	VERB
easat-5436	46	28	as	as	ADP
easat-5436	46	29	inputs	input	NOUN
easat-5436	46	30	to	to	ADP
easat-5436	46	31	the	the	DET
easat-5436	46	32	ml	ml	NOUN
easat-5436	46	33	algorithm	algorithm	NOUN
easat-5436	46	34	.	.	PUNCT
easat-5436	47	1	the	the	DET
easat-5436	47	2	algorithm	algorithm	NOUN
easat-5436	47	3	learns	learn	VERB
easat-5436	47	4	to	to	PART
easat-5436	47	5	utilize	utilize	VERB
easat-5436	47	6	these	these	DET
easat-5436	47	7	features	feature	NOUN
easat-5436	47	8	to	to	PART
easat-5436	47	9	maximize	maximize	VERB
easat-5436	47	10	classification	classification	NOUN
easat-5436	47	11	accuracy	accuracy	NOUN
easat-5436	47	12	.	.	PUNCT
easat-5436	48	1	in	in	ADP
easat-5436	48	2	contrast	contrast	NOUN
easat-5436	48	3	,	,	PUNCT
easat-5436	48	4	deep	deep	ADJ
easat-5436	48	5	learning	learning	NOUN
easat-5436	48	6	(	(	PUNCT
easat-5436	48	7	dl	dl	NOUN
easat-5436	48	8	)	)	PUNCT
easat-5436	48	9	systems	system	NOUN
easat-5436	48	10	learn	learn	VERB
easat-5436	48	11	features	feature	NOUN
easat-5436	48	12	automatically	automatically	ADV
easat-5436	48	13	.	.	PUNCT
easat-5436	49	1	for	for	ADP
easat-5436	49	2	signal	signal	ADJ
easat-5436	49	3	input	input	NOUN
easat-5436	49	4	,	,	PUNCT
easat-5436	49	5	the	the	DET
easat-5436	49	6	first	first	ADJ
easat-5436	49	7	layer	layer	NOUN
easat-5436	49	8	of	of	ADP
easat-5436	49	9	a	a	DET
easat-5436	49	10	dl	dl	PROPN
easat-5436	49	11	system	system	NOUN
easat-5436	49	12	extracts	extract	VERB
easat-5436	49	13	basic	basic	ADJ
easat-5436	49	14	properties	property	NOUN
easat-5436	49	15	from	from	ADP
easat-5436	49	16	the	the	DET
easat-5436	49	17	original	original	ADJ
easat-5436	49	18	signal	signal	NOUN
easat-5436	49	19	.	.	PUNCT
easat-5436	50	1	it	it	PRON
easat-5436	50	2	passes	pass	VERB
easat-5436	50	3	the	the	DET
easat-5436	50	4	results	result	NOUN
easat-5436	50	5	to	to	ADP
easat-5436	50	6	the	the	DET
easat-5436	50	7	second	second	ADJ
easat-5436	50	8	layer	layer	NOUN
easat-5436	50	9	.	.	PUNCT
easat-5436	51	1	the	the	DET
easat-5436	51	2	second	second	ADJ
easat-5436	51	3	layer	layer	NOUN
easat-5436	51	4	combines	combine	VERB
easat-5436	51	5	these	these	DET
easat-5436	51	6	essential	essential	ADJ
easat-5436	51	7	features	feature	NOUN
easat-5436	51	8	to	to	PART
easat-5436	51	9	create	create	VERB
easat-5436	51	10	more	more	ADJ
easat-5436	51	11	complex	complex	ADJ
easat-5436	51	12	features	feature	NOUN
easat-5436	51	13	,	,	PUNCT
easat-5436	51	14	and	and	CCONJ
easat-5436	51	15	this	this	DET
easat-5436	51	16	process	process	NOUN
easat-5436	51	17	continues	continue	VERB
easat-5436	51	18	through	through	ADP
easat-5436	51	19	subsequent	subsequent	ADJ
easat-5436	51	20	layers	layer	NOUN
easat-5436	51	21	.	.	PUNCT
easat-5436	52	1	ultimately	ultimately	ADV
easat-5436	52	2	,	,	PUNCT
easat-5436	52	3	the	the	DET
easat-5436	52	4	final	final	ADJ
easat-5436	52	5	layer	layer	NOUN
easat-5436	52	6	produces	produce	VERB
easat-5436	52	7	high	high	ADJ
easat-5436	52	8	-	-	PUNCT
easat-5436	52	9	level	level	NOUN
easat-5436	52	10	features	feature	NOUN
easat-5436	52	11	learned	learn	VERB
easat-5436	52	12	from	from	ADP
easat-5436	52	13	all	all	DET
easat-5436	52	14	previous	previous	ADJ
easat-5436	52	15	feature	feature	NOUN
easat-5436	52	16	combinations	combination	NOUN
easat-5436	52	17	,	,	PUNCT
easat-5436	52	18	which	which	PRON
easat-5436	52	19	are	be	AUX
easat-5436	52	20	then	then	ADV
easat-5436	52	21	used	use	VERB
easat-5436	52	22	for	for	ADP
easat-5436	52	23	classification	classification	NOUN
easat-5436	52	24	.	.	PUNCT
easat-5436	53	1	as	as	SCONJ
easat-5436	53	2	illustrated	illustrate	VERB
easat-5436	53	3	in	in	ADP
easat-5436	53	4	figure	figure	NOUN
easat-5436	53	5	1	1	NUM
easat-5436	53	6	,	,	PUNCT
easat-5436	53	7	different	different	ADJ
easat-5436	53	8	models	model	NOUN
easat-5436	53	9	are	be	AUX
easat-5436	53	10	activated	activate	VERB
easat-5436	53	11	step	step	NOUN
easat-5436	53	12	-	-	PUNCT
easat-5436	53	13	by	by	ADP
easat-5436	53	14	-	-	PUNCT
easat-5436	53	15	step	step	NOUN
easat-5436	53	16	to	to	PART
easat-5436	53	17	guide	guide	VERB
easat-5436	53	18	the	the	DET
easat-5436	53	19	network	network	NOUN
easat-5436	53	20	's	's	PART
easat-5436	53	21	learning	learning	NOUN
easat-5436	53	22	process	process	NOUN
easat-5436	53	23	.	.	PUNCT
easat-5436	54	1	by	by	ADP
easat-5436	54	2	the	the	DET
easat-5436	54	3	network	network	NOUN
easat-5436	54	4	's	's	PART
easat-5436	54	5	end	end	NOUN
easat-5436	54	6	,	,	PUNCT
easat-5436	54	7	it	it	PRON
easat-5436	54	8	has	have	AUX
easat-5436	54	9	learned	learn	VERB
easat-5436	54	10	the	the	DET
easat-5436	54	11	relevant	relevant	ADJ
easat-5436	54	12	details	detail	NOUN
easat-5436	54	13	and	and	CCONJ
easat-5436	54	14	can	can	AUX
easat-5436	54	15	produce	produce	VERB
easat-5436	54	16	the	the	DET
easat-5436	54	17	desired	desire	VERB
easat-5436	54	18	outputs	output	NOUN
easat-5436	54	19	.	.	PUNCT
easat-5436	55	1	figure	figure	VERB
easat-5436	55	2	1	1	NUM
easat-5436	55	3	.	.	PUNCT
easat-5436	55	4	module	module	NOUN
easat-5436	55	5	of	of	ADP
easat-5436	55	6	machine	machine	NOUN
easat-5436	55	7	learning	learning	NOUN
easat-5436	55	8	.	.	PUNCT
easat-5436	56	1	source	source	NOUN
easat-5436	56	2	:	:	PUNCT
easat-5436	56	3	santos	santos	PROPN
easat-5436	56	4	,	,	PUNCT
easat-5436	56	5	et	et	PROPN
easat-5436	56	6	al	al	PROPN
easat-5436	56	7	.	.	PUNCT
easat-5436	57	1	[	[	X
easat-5436	57	2	2	2	NUM
easat-5436	57	3	]	]	PUNCT
easat-5436	57	4	.	.	PUNCT
easat-5436	58	1	1123	1123	NUM
easat-5436	58	2	edelweiss	edelweiss	PROPN
easat-5436	58	3	applied	apply	VERB
easat-5436	58	4	science	science	NOUN
easat-5436	58	5	and	and	CCONJ
easat-5436	58	6	technology	technology	NOUN
easat-5436	58	7	issn	issn	PROPN
easat-5436	58	8	:	:	PUNCT
easat-5436	58	9	2576	2576	NUM
easat-5436	58	10	-	-	SYM
easat-5436	58	11	8484	8484	NUM
easat-5436	58	12	vol	vol	NOUN
easat-5436	58	13	.	.	PROPN
easat-5436	59	1	9	9	NUM
easat-5436	59	2	,	,	PUNCT
easat-5436	59	3	no	no	INTJ
easat-5436	59	4	.	.	NOUN
easat-5436	60	1	3	3	NUM
easat-5436	60	2	:	:	SYM
easat-5436	60	3	1121	1121	NUM
easat-5436	60	4	-	-	SYM
easat-5436	60	5	1127	1127	NUM
easat-5436	60	6	,	,	PUNCT
easat-5436	60	7	2025	2025	NUM
easat-5436	60	8	doi	doi	NOUN
easat-5436	60	9	:	:	PUNCT
easat-5436	60	10	10.55214/25768484.v9i3.5436	10.55214/25768484.v9i3.5436	NUM
easat-5436	60	11	©	©	PROPN
easat-5436	60	12	2025	2025	NUM
easat-5436	60	13	by	by	ADP
easat-5436	60	14	the	the	DET
easat-5436	60	15	author	author	NOUN
easat-5436	60	16	;	;	PUNCT
easat-5436	60	17	licensee	licensee	PROPN
easat-5436	60	18	learning	learning	NOUN
easat-5436	60	19	gate	gate	NOUN
easat-5436	60	20	while	while	SCONJ
easat-5436	60	21	people	people	NOUN
easat-5436	60	22	may	may	AUX
easat-5436	60	23	focus	focus	VERB
easat-5436	60	24	on	on	ADP
easat-5436	60	25	the	the	DET
easat-5436	60	26	computational	computational	ADJ
easat-5436	60	27	power	power	NOUN
easat-5436	60	28	gap	gap	NOUN
easat-5436	60	29	or	or	CCONJ
easat-5436	60	30	analysis	analysis	NOUN
easat-5436	60	31	improvements	improvement	NOUN
easat-5436	60	32	between	between	ADP
easat-5436	60	33	deep	deep	ADJ
easat-5436	60	34	neural	neural	ADJ
easat-5436	60	35	networks	network	NOUN
easat-5436	60	36	and	and	CCONJ
easat-5436	60	37	single	single	ADJ
easat-5436	60	38	-	-	PUNCT
easat-5436	60	39	layer	layer	NOUN
easat-5436	60	40	neural	neural	ADJ
easat-5436	60	41	networks	network	NOUN
easat-5436	60	42	,	,	PUNCT
easat-5436	60	43	it	it	PRON
easat-5436	60	44	's	be	AUX
easat-5436	60	45	important	important	ADJ
easat-5436	60	46	to	to	PART
easat-5436	60	47	note	note	VERB
easat-5436	60	48	that	that	SCONJ
easat-5436	60	49	there	there	PRON
easat-5436	60	50	is	be	VERB
easat-5436	60	51	n't	not	PART
easat-5436	60	52	a	a	DET
easat-5436	60	53	significant	significant	ADJ
easat-5436	60	54	difference	difference	NOUN
easat-5436	60	55	in	in	ADP
easat-5436	60	56	results	result	NOUN
easat-5436	60	57	.	.	PUNCT
easat-5436	61	1	deep	deep	ADJ
easat-5436	61	2	neural	neural	ADJ
easat-5436	61	3	networks	network	NOUN
easat-5436	61	4	are	be	AUX
easat-5436	61	5	often	often	ADV
easat-5436	61	6	an	an	DET
easat-5436	61	7	iterative	iterative	NOUN
easat-5436	61	8	refinement	refinement	NOUN
easat-5436	61	9	of	of	ADP
easat-5436	61	10	single	single	ADJ
easat-5436	61	11	-	-	PUNCT
easat-5436	61	12	layer	layer	NOUN
easat-5436	61	13	neural	neural	ADJ
easat-5436	61	14	networks	network	NOUN
easat-5436	61	15	.	.	PUNCT
easat-5436	62	1	a	a	DET
easat-5436	62	2	single	single	ADJ
easat-5436	62	3	-	-	PUNCT
easat-5436	62	4	layer	layer	NOUN
easat-5436	62	5	neural	neural	ADJ
easat-5436	62	6	network	network	NOUN
easat-5436	62	7	with	with	ADP
easat-5436	62	8	an	an	DET
easat-5436	62	9	exponentially	exponentially	ADV
easat-5436	62	10	large	large	ADJ
easat-5436	62	11	number	number	NOUN
easat-5436	62	12	of	of	ADP
easat-5436	62	13	neurons	neuron	NOUN
easat-5436	62	14	might	might	AUX
easat-5436	62	15	achieve	achieve	VERB
easat-5436	62	16	similar	similar	ADJ
easat-5436	62	17	results	result	NOUN
easat-5436	62	18	to	to	ADP
easat-5436	62	19	a	a	DET
easat-5436	62	20	deep	deep	ADJ
easat-5436	62	21	network	network	NOUN
easat-5436	62	22	.	.	PUNCT
easat-5436	63	1	however	however	ADV
easat-5436	63	2	,	,	PUNCT
easat-5436	63	3	the	the	DET
easat-5436	63	4	development	development	NOUN
easat-5436	63	5	of	of	ADP
easat-5436	63	6	deep	deep	ADJ
easat-5436	63	7	neural	neural	ADJ
easat-5436	63	8	networks	network	NOUN
easat-5436	63	9	was	be	AUX
easat-5436	63	10	more	more	ADJ
easat-5436	63	11	than	than	ADP
easat-5436	63	12	just	just	ADV
easat-5436	63	13	to	to	PART
easat-5436	63	14	address	address	VERB
easat-5436	63	15	problems	problem	NOUN
easat-5436	63	16	solvable	solvable	ADJ
easat-5436	63	17	by	by	ADP
easat-5436	63	18	single	single	ADJ
easat-5436	63	19	-	-	PUNCT
easat-5436	63	20	layer	layer	NOUN
easat-5436	63	21	networks	network	NOUN
easat-5436	63	22	.	.	PUNCT
easat-5436	64	1	it	it	PRON
easat-5436	64	2	was	be	AUX
easat-5436	64	3	to	to	PART
easat-5436	64	4	handle	handle	VERB
easat-5436	64	5	problems	problem	NOUN
easat-5436	64	6	that	that	PRON
easat-5436	64	7	are	be	AUX
easat-5436	64	8	superior	superior	ADJ
easat-5436	64	9	in	in	ADP
easat-5436	64	10	complexity	complexity	NOUN
easat-5436	64	11	to	to	ADP
easat-5436	64	12	what	what	PRON
easat-5436	64	13	single	single	ADJ
easat-5436	64	14	-	-	PUNCT
easat-5436	64	15	layer	layer	NOUN
easat-5436	64	16	networks	network	NOUN
easat-5436	64	17	can	can	AUX
easat-5436	64	18	effectively	effectively	ADV
easat-5436	64	19	solve	solve	VERB
easat-5436	64	20	.	.	PUNCT
easat-5436	65	1	moreover	moreover	ADV
easat-5436	65	2	,	,	PUNCT
easat-5436	65	3	the	the	DET
easat-5436	65	4	introduction	introduction	NOUN
easat-5436	65	5	of	of	ADP
easat-5436	65	6	multilayer	multilayer	ADJ
easat-5436	65	7	structure	structure	NOUN
easat-5436	65	8	enables	enable	VERB
easat-5436	65	9	deep	deep	ADJ
easat-5436	65	10	neural	neural	ADJ
easat-5436	65	11	networks	network	NOUN
easat-5436	65	12	to	to	PART
easat-5436	65	13	learn	learn	VERB
easat-5436	65	14	hierarchical	hierarchical	ADJ
easat-5436	65	15	representations	representation	NOUN
easat-5436	65	16	of	of	ADP
easat-5436	65	17	the	the	DET
easat-5436	65	18	data	datum	NOUN
easat-5436	65	19	.	.	PUNCT
easat-5436	66	1	each	each	DET
easat-5436	66	2	layer	layer	NOUN
easat-5436	66	3	in	in	ADP
easat-5436	66	4	the	the	DET
easat-5436	66	5	network	network	NOUN
easat-5436	66	6	extracts	extract	VERB
easat-5436	66	7	different	different	ADJ
easat-5436	66	8	features	feature	NOUN
easat-5436	66	9	from	from	ADP
easat-5436	66	10	the	the	DET
easat-5436	66	11	input	input	NOUN
easat-5436	66	12	data	datum	NOUN
easat-5436	66	13	,	,	PUNCT
easat-5436	66	14	which	which	PRON
easat-5436	66	15	are	be	AUX
easat-5436	66	16	combined	combine	VERB
easat-5436	66	17	in	in	ADP
easat-5436	66	18	the	the	DET
easat-5436	66	19	subsequent	subsequent	ADJ
easat-5436	66	20	layers	layer	NOUN
easat-5436	66	21	to	to	PART
easat-5436	66	22	form	form	VERB
easat-5436	66	23	more	more	ADV
easat-5436	66	24	complex	complex	ADJ
easat-5436	66	25	and	and	CCONJ
easat-5436	66	26	abstract	abstract	ADJ
easat-5436	66	27	representations	representation	NOUN
easat-5436	66	28	.	.	PUNCT
easat-5436	67	1	this	this	DET
easat-5436	67	2	hierarchical	hierarchical	ADJ
easat-5436	67	3	learning	learning	NOUN
easat-5436	67	4	process	process	NOUN
easat-5436	67	5	enables	enable	VERB
easat-5436	67	6	deep	deep	ADJ
easat-5436	67	7	neural	neural	ADJ
easat-5436	67	8	networks	network	NOUN
easat-5436	67	9	to	to	PART
easat-5436	67	10	capture	capture	VERB
easat-5436	67	11	the	the	DET
easat-5436	67	12	intricate	intricate	ADJ
easat-5436	67	13	patterns	pattern	NOUN
easat-5436	67	14	and	and	CCONJ
easat-5436	67	15	relationships	relationship	NOUN
easat-5436	67	16	in	in	ADP
easat-5436	67	17	large	large	ADJ
easat-5436	67	18	data	datum	NOUN
easat-5436	67	19	sets	set	NOUN
easat-5436	67	20	,	,	PUNCT
easat-5436	67	21	often	often	ADV
easat-5436	67	22	often	often	ADV
easat-5436	67	23	out	out	ADP
easat-5436	67	24	of	of	ADP
easat-5436	67	25	the	the	DET
easat-5436	67	26	reach	reach	NOUN
easat-5436	67	27	of	of	ADP
easat-5436	67	28	single	single	ADJ
easat-5436	67	29	-	-	PUNCT
easat-5436	67	30	layer	layer	NOUN
easat-5436	67	31	networks	network	NOUN
easat-5436	67	32	.	.	PUNCT
easat-5436	68	1	in	in	ADP
easat-5436	68	2	addition	addition	NOUN
easat-5436	68	3	,	,	PUNCT
easat-5436	68	4	the	the	DET
easat-5436	68	5	use	use	NOUN
easat-5436	68	6	of	of	ADP
easat-5436	68	7	matrix	matrix	NOUN
easat-5436	68	8	operations	operation	NOUN
easat-5436	68	9	in	in	ADP
easat-5436	68	10	deep	deep	ADJ
easat-5436	68	11	learning	learning	NOUN
easat-5436	68	12	makes	make	VERB
easat-5436	68	13	the	the	DET
easat-5436	68	14	efficient	efficient	ADJ
easat-5436	68	15	processing	processing	NOUN
easat-5436	68	16	of	of	ADP
easat-5436	68	17	a	a	DET
easat-5436	68	18	large	large	ADJ
easat-5436	68	19	amount	amount	NOUN
easat-5436	68	20	of	of	ADP
easat-5436	68	21	data	datum	NOUN
easat-5436	68	22	possible	possible	ADJ
easat-5436	68	23	,	,	PUNCT
easat-5436	68	24	further	far	ADV
easat-5436	68	25	enhancing	enhance	VERB
easat-5436	68	26	the	the	DET
easat-5436	68	27	capabilities	capability	NOUN
easat-5436	68	28	of	of	ADP
easat-5436	68	29	these	these	DET
easat-5436	68	30	networks	network	NOUN
easat-5436	68	31	.	.	PUNCT
easat-5436	69	1	2.1	2.1	NUM
easat-5436	69	2	.	.	PUNCT
easat-5436	69	3	artificial	artificial	ADJ
easat-5436	69	4	neural	neural	ADJ
easat-5436	69	5	networks	network	NOUN
easat-5436	69	6	(	(	PUNCT
easat-5436	69	7	anns	anns	NOUN
easat-5436	69	8	)	)	PUNCT
easat-5436	69	9	deep	deep	ADJ
easat-5436	69	10	learning	learning	NOUN
easat-5436	69	11	is	be	AUX
easat-5436	69	12	made	make	VERB
easat-5436	69	13	up	up	ADP
easat-5436	69	14	of	of	ADP
easat-5436	69	15	anns	ann	NOUN
easat-5436	69	16	.	.	PUNCT
easat-5436	70	1	as	as	ADP
easat-5436	70	2	in	in	ADP
easat-5436	70	3	the	the	DET
easat-5436	70	4	case	case	NOUN
easat-5436	70	5	of	of	ADP
easat-5436	70	6	fundamental	fundamental	ADJ
easat-5436	70	7	word	word	NOUN
easat-5436	70	8	problems	problem	NOUN
easat-5436	70	9	,	,	PUNCT
easat-5436	70	10	ann	ann	PROPN
easat-5436	70	11	is	be	AUX
easat-5436	70	12	trained	train	VERB
easat-5436	70	13	on	on	ADP
easat-5436	70	14	data	datum	NOUN
easat-5436	70	15	to	to	PART
easat-5436	70	16	detect	detect	VERB
easat-5436	70	17	patterns	pattern	NOUN
easat-5436	70	18	and	and	CCONJ
easat-5436	70	19	connections	connection	NOUN
easat-5436	70	20	that	that	PRON
easat-5436	70	21	can	can	AUX
easat-5436	70	22	serve	serve	VERB
easat-5436	70	23	as	as	ADP
easat-5436	70	24	a	a	DET
easat-5436	70	25	call	call	NOUN
easat-5436	70	26	for	for	ADP
easat-5436	70	27	plan	plan	NOUN
easat-5436	70	28	application	application	NOUN
easat-5436	70	29	to	to	ADP
easat-5436	70	30	related	relate	VERB
easat-5436	70	31	tasks	task	NOUN
easat-5436	70	32	.	.	PUNCT
easat-5436	71	1	using	use	VERB
easat-5436	71	2	trained	train	VERB
easat-5436	71	3	anns	ann	NOUN
easat-5436	71	4	for	for	ADP
easat-5436	71	5	categorization	categorization	NOUN
easat-5436	71	6	or	or	CCONJ
easat-5436	71	7	decision	decision	NOUN
easat-5436	71	8	-	-	PUNCT
easat-5436	71	9	making	making	NOUN
easat-5436	71	10	is	be	AUX
easat-5436	71	11	known	know	VERB
easat-5436	71	12	as	as	ADP
easat-5436	71	13	'	'	VERB
easat-5436	71	14	reasoning	reasoning	NOUN
easat-5436	71	15	.	.	PUNCT
easat-5436	71	16	'	'	PUNCT
easat-5436	72	1	anns	anns	PROPN
easat-5436	72	2	scrutinize	scrutinize	VERB
easat-5436	72	3	the	the	DET
easat-5436	72	4	data	datum	NOUN
easat-5436	72	5	set	set	VERB
easat-5436	72	6	against	against	ADP
easat-5436	72	7	the	the	DET
easat-5436	72	8	learned	learn	VERB
easat-5436	72	9	rules	rule	NOUN
easat-5436	72	10	to	to	PART
easat-5436	72	11	establish	establish	VERB
easat-5436	72	12	correspondence	correspondence	NOUN
easat-5436	72	13	or	or	CCONJ
easat-5436	72	14	to	to	PART
easat-5436	72	15	develop	develop	VERB
easat-5436	72	16	a	a	DET
easat-5436	72	17	prediction	prediction	NOUN
easat-5436	72	18	.	.	PUNCT
easat-5436	73	1	for	for	ADP
easat-5436	73	2	instance	instance	NOUN
easat-5436	73	3	,	,	PUNCT
easat-5436	73	4	an	an	DET
easat-5436	73	5	ann	ann	PROPN
easat-5436	73	6	can	can	AUX
easat-5436	73	7	be	be	AUX
easat-5436	73	8	applied	apply	VERB
easat-5436	73	9	in	in	ADP
easat-5436	73	10	a	a	DET
easat-5436	73	11	specific	specific	ADJ
easat-5436	73	12	study	study	NOUN
easat-5436	73	13	to	to	PART
easat-5436	73	14	identify	identify	VERB
easat-5436	73	15	the	the	DET
easat-5436	73	16	defects	defect	NOUN
easat-5436	73	17	in	in	ADP
easat-5436	73	18	objects	object	NOUN
easat-5436	73	19	in	in	ADP
easat-5436	73	20	an	an	DET
easat-5436	73	21	image	image	NOUN
easat-5436	73	22	[	[	X
easat-5436	73	23	3	3	NUM
easat-5436	73	24	]	]	PUNCT
easat-5436	73	25	.	.	PUNCT
easat-5436	74	1	by	by	ADP
easat-5436	74	2	training	train	VERB
easat-5436	74	3	on	on	ADP
easat-5436	74	4	numerous	numerous	ADJ
easat-5436	74	5	samples	sample	NOUN
easat-5436	74	6	,	,	PUNCT
easat-5436	74	7	anns	ann	NOUN
easat-5436	74	8	learn	learn	VERB
easat-5436	74	9	to	to	PART
easat-5436	74	10	differentiate	differentiate	VERB
easat-5436	74	11	between	between	ADP
easat-5436	74	12	various	various	ADJ
easat-5436	74	13	features	feature	NOUN
easat-5436	74	14	and	and	CCONJ
easat-5436	74	15	patterns	pattern	NOUN
easat-5436	74	16	,	,	PUNCT
easat-5436	74	17	enabling	enable	VERB
easat-5436	74	18	them	they	PRON
easat-5436	74	19	to	to	PART
easat-5436	74	20	classify	classify	VERB
easat-5436	74	21	or	or	CCONJ
easat-5436	74	22	predict	predict	VERB
easat-5436	74	23	outcomes	outcome	NOUN
easat-5436	74	24	with	with	ADP
easat-5436	74	25	high	high	ADJ
easat-5436	74	26	accuracy	accuracy	NOUN
easat-5436	74	27	.	.	PUNCT
easat-5436	75	1	this	this	DET
easat-5436	75	2	ability	ability	NOUN
easat-5436	75	3	of	of	ADP
easat-5436	75	4	anns	anns	NOUN
easat-5436	75	5	to	to	PART
easat-5436	75	6	generalize	generalize	VERB
easat-5436	75	7	from	from	ADP
easat-5436	75	8	learned	learn	VERB
easat-5436	75	9	examples	example	NOUN
easat-5436	75	10	makes	make	VERB
easat-5436	75	11	them	they	PRON
easat-5436	75	12	powerful	powerful	ADJ
easat-5436	75	13	tools	tool	NOUN
easat-5436	75	14	in	in	ADP
easat-5436	75	15	deep	deep	ADJ
easat-5436	75	16	learning	learning	NOUN
easat-5436	75	17	frameworks	framework	NOUN
easat-5436	75	18	.	.	PUNCT
easat-5436	76	1	moreover	moreover	ADV
easat-5436	76	2	,	,	PUNCT
easat-5436	76	3	the	the	DET
easat-5436	76	4	integration	integration	NOUN
easat-5436	76	5	of	of	ADP
easat-5436	76	6	multiple	multiple	ADJ
easat-5436	76	7	layers	layer	NOUN
easat-5436	76	8	in	in	ADP
easat-5436	76	9	anns	ann	NOUN
easat-5436	76	10	,	,	PUNCT
easat-5436	76	11	known	know	VERB
easat-5436	76	12	as	as	ADP
easat-5436	76	13	deep	deep	ADJ
easat-5436	76	14	neural	neural	ADJ
easat-5436	76	15	networks	network	NOUN
easat-5436	76	16	,	,	PUNCT
easat-5436	76	17	amplifies	amplify	VERB
easat-5436	76	18	their	their	PRON
easat-5436	76	19	capacity	capacity	NOUN
easat-5436	76	20	to	to	PART
easat-5436	76	21	learn	learn	VERB
easat-5436	76	22	complex	complex	ADJ
easat-5436	76	23	patterns	pattern	NOUN
easat-5436	76	24	and	and	CCONJ
easat-5436	76	25	representations	representation	NOUN
easat-5436	76	26	.	.	PUNCT
easat-5436	77	1	these	these	DET
easat-5436	77	2	layers	layer	NOUN
easat-5436	77	3	progressively	progressively	ADV
easat-5436	77	4	extract	extract	VERB
easat-5436	77	5	higher	high	ADJ
easat-5436	77	6	-	-	PUNCT
easat-5436	77	7	level	level	NOUN
easat-5436	77	8	features	feature	NOUN
easat-5436	77	9	from	from	ADP
easat-5436	77	10	the	the	DET
easat-5436	77	11	input	input	NOUN
easat-5436	77	12	data	datum	NOUN
easat-5436	77	13	,	,	PUNCT
easat-5436	77	14	facilitating	facilitate	VERB
easat-5436	77	15	more	more	ADV
easat-5436	77	16	nuanced	nuanced	ADJ
easat-5436	77	17	and	and	CCONJ
easat-5436	77	18	accurate	accurate	ADJ
easat-5436	77	19	decision	decision	NOUN
easat-5436	77	20	-	-	PUNCT
easat-5436	77	21	making	make	VERB
easat-5436	77	22	processes	process	NOUN
easat-5436	77	23	.	.	PUNCT
easat-5436	78	1	thus	thus	ADV
easat-5436	78	2	,	,	PUNCT
easat-5436	78	3	the	the	DET
easat-5436	78	4	marriage	marriage	NOUN
easat-5436	78	5	of	of	ADP
easat-5436	78	6	deep	deep	ADJ
easat-5436	78	7	learning	learning	NOUN
easat-5436	78	8	with	with	ADP
easat-5436	78	9	anns	ann	NOUN
easat-5436	78	10	represents	represent	VERB
easat-5436	78	11	a	a	DET
easat-5436	78	12	significant	significant	ADJ
easat-5436	78	13	leap	leap	NOUN
easat-5436	78	14	in	in	ADP
easat-5436	78	15	the	the	DET
easat-5436	78	16	field	field	NOUN
easat-5436	78	17	of	of	ADP
easat-5436	78	18	artificial	artificial	ADJ
easat-5436	78	19	intelligence	intelligence	NOUN
easat-5436	78	20	,	,	PUNCT
easat-5436	78	21	offering	offer	VERB
easat-5436	78	22	robust	robust	ADJ
easat-5436	78	23	solutions	solution	NOUN
easat-5436	78	24	to	to	ADP
easat-5436	78	25	intricate	intricate	ADJ
easat-5436	78	26	problems	problem	NOUN
easat-5436	78	27	across	across	ADP
easat-5436	78	28	diverse	diverse	ADJ
easat-5436	78	29	domains	domain	NOUN
easat-5436	78	30	.	.	PUNCT
easat-5436	79	1	2.2	2.2	NUM
easat-5436	79	2	.	.	PUNCT
easat-5436	80	1	multiple	multiple	ADJ
easat-5436	80	2	layers	layer	NOUN
easat-5436	80	3	and	and	CCONJ
easat-5436	80	4	matrix	matrix	VERB
easat-5436	80	5	the	the	DET
easat-5436	80	6	most	most	ADV
easat-5436	80	7	straightforward	straightforward	ADJ
easat-5436	80	8	ann	ann	NOUN
easat-5436	80	9	architecture	architecture	NOUN
easat-5436	80	10	consists	consist	VERB
easat-5436	80	11	of	of	ADP
easat-5436	80	12	three	three	NUM
easat-5436	80	13	primary	primary	ADJ
easat-5436	80	14	layers	layer	NOUN
easat-5436	80	15	:	:	PUNCT
easat-5436	80	16	the	the	DET
easat-5436	80	17	pre	pre	ADJ
easat-5436	80	18	-	-	ADJ
easat-5436	80	19	processor	processor	ADJ
easat-5436	80	20	layer	layer	NOUN
easat-5436	80	21	,	,	PUNCT
easat-5436	80	22	one	one	NUM
easat-5436	80	23	or	or	CCONJ
easat-5436	80	24	more	more	ADJ
easat-5436	80	25	intermediate	intermediate	ADJ
easat-5436	80	26	layers	layer	NOUN
easat-5436	80	27	,	,	PUNCT
easat-5436	80	28	and	and	CCONJ
easat-5436	80	29	the	the	DET
easat-5436	80	30	post	post	ADJ
easat-5436	80	31	-	-	ADJ
easat-5436	80	32	processor	processor	ADJ
easat-5436	80	33	layer	layer	NOUN
easat-5436	80	34	,	,	PUNCT
easat-5436	80	35	known	know	VERB
easat-5436	80	36	as	as	ADP
easat-5436	80	37	one	one	NUM
easat-5436	80	38	or	or	CCONJ
easat-5436	80	39	more	more	ADV
easat-5436	80	40	hidden	hidden	ADJ
easat-5436	80	41	layers	layer	NOUN
easat-5436	80	42	,	,	PUNCT
easat-5436	80	43	as	as	ADV
easat-5436	80	44	well	well	ADV
easat-5436	80	45	as	as	ADP
easat-5436	80	46	the	the	DET
easat-5436	80	47	input	input	NOUN
easat-5436	80	48	layer	layer	NOUN
easat-5436	80	49	and	and	CCONJ
easat-5436	80	50	the	the	DET
easat-5436	80	51	output	output	NOUN
easat-5436	80	52	layer	layer	NOUN
easat-5436	80	53	[	[	X
easat-5436	80	54	4	4	NUM
easat-5436	80	55	]	]	PUNCT
easat-5436	80	56	.	.	PUNCT
easat-5436	81	1	the	the	DET
easat-5436	81	2	input	input	NOUN
easat-5436	81	3	layer	layer	NOUN
easat-5436	81	4	also	also	ADV
easat-5436	81	5	takes	take	VERB
easat-5436	81	6	the	the	DET
easat-5436	81	7	input	input	NOUN
easat-5436	81	8	from	from	ADP
easat-5436	81	9	the	the	DET
easat-5436	81	10	outer	outer	ADJ
easat-5436	81	11	environment	environment	NOUN
easat-5436	81	12	in	in	ADP
easat-5436	81	13	images	image	NOUN
easat-5436	81	14	,	,	PUNCT
easat-5436	81	15	text	text	NOUN
easat-5436	81	16	,	,	PUNCT
easat-5436	81	17	or	or	CCONJ
easat-5436	81	18	numerical	numerical	ADJ
easat-5436	81	19	values	value	NOUN
easat-5436	81	20	.	.	PUNCT
easat-5436	82	1	this	this	DET
easat-5436	82	2	data	data	NOUN
easat-5436	82	3	is	be	AUX
easat-5436	82	4	then	then	ADV
easat-5436	82	5	passed	pass	VERB
easat-5436	82	6	to	to	ADP
easat-5436	82	7	the	the	DET
easat-5436	82	8	hidden	hidden	ADJ
easat-5436	82	9	layers	layer	NOUN
easat-5436	82	10	,	,	PUNCT
easat-5436	82	11	which	which	PRON
easat-5436	82	12	are	be	AUX
easat-5436	82	13	combined	combine	VERB
easat-5436	82	14	and	and	CCONJ
easat-5436	82	15	calculated	calculate	VERB
easat-5436	82	16	in	in	ADP
easat-5436	82	17	myriad	myriad	ADJ
easat-5436	82	18	ways	way	NOUN
easat-5436	82	19	to	to	PART
easat-5436	82	20	give	give	VERB
easat-5436	82	21	out	out	ADP
easat-5436	82	22	the	the	DET
easat-5436	82	23	results	result	NOUN
easat-5436	82	24	.	.	PUNCT
easat-5436	83	1	the	the	DET
easat-5436	83	2	last	last	ADJ
easat-5436	83	3	layers	layer	NOUN
easat-5436	83	4	represent	represent	VERB
easat-5436	83	5	features	feature	NOUN
easat-5436	83	6	and	and	CCONJ
easat-5436	83	7	patterns	pattern	NOUN
easat-5436	83	8	that	that	PRON
easat-5436	83	9	may	may	AUX
easat-5436	83	10	not	not	PART
easat-5436	83	11	be	be	AUX
easat-5436	83	12	readily	readily	ADV
easat-5436	83	13	visible	visible	ADJ
easat-5436	83	14	with	with	ADP
easat-5436	83	15	the	the	DET
easat-5436	83	16	data	datum	NOUN
easat-5436	83	17	.	.	PUNCT
easat-5436	84	1	last	last	ADJ
easat-5436	84	2	,	,	PUNCT
easat-5436	84	3	the	the	DET
easat-5436	84	4	output	output	NOUN
easat-5436	84	5	layer	layer	NOUN
easat-5436	84	6	generates	generate	VERB
easat-5436	84	7	the	the	DET
easat-5436	84	8	desired	desire	VERB
easat-5436	84	9	output	output	NOUN
easat-5436	84	10	or	or	CCONJ
easat-5436	84	11	result	result	NOUN
easat-5436	84	12	of	of	ADP
easat-5436	84	13	the	the	DET
easat-5436	84	14	model	model	NOUN
easat-5436	84	15	through	through	ADP
easat-5436	84	16	the	the	DET
easat-5436	84	17	processed	process	VERB
easat-5436	84	18	inputs	input	NOUN
easat-5436	84	19	from	from	ADP
easat-5436	84	20	the	the	DET
easat-5436	84	21	hidden	hidden	ADJ
easat-5436	84	22	layers	layer	NOUN
easat-5436	84	23	.	.	PUNCT
easat-5436	85	1	the	the	DET
easat-5436	85	2	relationships	relationship	NOUN
easat-5436	85	3	between	between	ADP
easat-5436	85	4	neurons	neuron	NOUN
easat-5436	85	5	are	be	AUX
easat-5436	85	6	of	of	ADP
easat-5436	85	7	quite	quite	ADJ
easat-5436	85	8	essence	essence	NOUN
easat-5436	85	9	and	and	CCONJ
easat-5436	85	10	importance	importance	NOUN
easat-5436	85	11	in	in	ADP
easat-5436	85	12	an	an	DET
easat-5436	85	13	ann	ann	NOUN
easat-5436	85	14	architecture	architecture	NOUN
easat-5436	85	15	.	.	PUNCT
easat-5436	86	1	each	each	DET
easat-5436	86	2	connection	connection	NOUN
easat-5436	86	3	is	be	AUX
easat-5436	86	4	given	give	VERB
easat-5436	86	5	a	a	DET
easat-5436	86	6	number	number	NOUN
easat-5436	86	7	referred	refer	VERB
easat-5436	86	8	to	to	ADP
easat-5436	86	9	as	as	ADP
easat-5436	86	10	the	the	DET
easat-5436	86	11	weight	weight	NOUN
easat-5436	86	12	of	of	ADP
easat-5436	86	13	the	the	DET
easat-5436	86	14	connection	connection	NOUN
easat-5436	86	15	.	.	PUNCT
easat-5436	87	1	these	these	DET
easat-5436	87	2	weights	weight	NOUN
easat-5436	87	3	then	then	ADV
easat-5436	87	4	define	define	VERB
easat-5436	87	5	the	the	DET
easat-5436	87	6	extent	extent	NOUN
easat-5436	87	7	to	to	PART
easat-5436	87	8	which	which	PRON
easat-5436	87	9	one	one	NUM
easat-5436	87	10	neuron	neuron	NOUN
easat-5436	87	11	affects	affect	VERB
easat-5436	87	12	another	another	DET
easat-5436	87	13	neuron	neuron	NOUN
easat-5436	87	14	and	and	CCONJ
easat-5436	87	15	in	in	ADP
easat-5436	87	16	which	which	DET
easat-5436	87	17	direction	direction	NOUN
easat-5436	87	18	this	this	DET
easat-5436	87	19	influence	influence	NOUN
easat-5436	87	20	will	will	AUX
easat-5436	87	21	go	go	VERB
easat-5436	87	22	.	.	PUNCT
easat-5436	88	1	in	in	ADP
easat-5436	88	2	the	the	DET
easat-5436	88	3	training	training	NOUN
easat-5436	88	4	phase	phase	NOUN
easat-5436	88	5	,	,	PUNCT
easat-5436	88	6	the	the	DET
easat-5436	88	7	ann	ann	PROPN
easat-5436	88	8	progressively	progressively	ADV
easat-5436	88	9	changes	change	VERB
easat-5436	88	10	such	such	ADJ
easat-5436	88	11	weights	weight	NOUN
easat-5436	88	12	so	so	SCONJ
easat-5436	88	13	that	that	SCONJ
easat-5436	88	14	the	the	DET
easat-5436	88	15	network	network	NOUN
easat-5436	88	16	achieves	achieve	VERB
easat-5436	88	17	the	the	DET
easat-5436	88	18	wanted	wanted	ADJ
easat-5436	88	19	level	level	NOUN
easat-5436	88	20	of	of	ADP
easat-5436	88	21	functionality	functionality	NOUN
easat-5436	88	22	for	for	ADP
easat-5436	88	23	the	the	DET
easat-5436	88	24	given	give	VERB
easat-5436	88	25	job	job	NOUN
easat-5436	88	26	.	.	PUNCT
easat-5436	89	1	this	this	PRON
easat-5436	89	2	is	be	AUX
easat-5436	89	3	called	call	VERB
easat-5436	89	4	backpropagation	backpropagation	NOUN
easat-5436	89	5	,	,	PUNCT
easat-5436	89	6	which	which	PRON
easat-5436	89	7	is	be	AUX
easat-5436	89	8	the	the	DET
easat-5436	89	9	mechanism	mechanism	NOUN
easat-5436	89	10	that	that	PRON
easat-5436	89	11	calculates	calculate	VERB
easat-5436	89	12	the	the	DET
easat-5436	89	13	difference	difference	NOUN
easat-5436	89	14	between	between	ADP
easat-5436	89	15	the	the	DET
easat-5436	89	16	result	result	NOUN
easat-5436	89	17	that	that	PRON
easat-5436	89	18	is	be	AUX
easat-5436	89	19	produced	produce	VERB
easat-5436	89	20	by	by	ADP
easat-5436	89	21	the	the	DET
easat-5436	89	22	neural	neural	ADJ
easat-5436	89	23	network	network	NOUN
easat-5436	89	24	and	and	CCONJ
easat-5436	89	25	the	the	DET
easat-5436	89	26	result	result	NOUN
easat-5436	89	27	that	that	PRON
easat-5436	89	28	is	be	AUX
easat-5436	89	29	expected	expect	VERB
easat-5436	89	30	from	from	ADP
easat-5436	89	31	it	it	PRON
easat-5436	89	32	and	and	CCONJ
easat-5436	89	33	the	the	DET
easat-5436	89	34	correction	correction	NOUN
easat-5436	89	35	of	of	ADP
easat-5436	89	36	the	the	DET
easat-5436	89	37	weights	weight	NOUN
easat-5436	89	38	[	[	X
easat-5436	89	39	5	5	NUM
easat-5436	89	40	]	]	PUNCT
easat-5436	89	41	.	.	PUNCT
easat-5436	90	1	whenever	whenever	SCONJ
easat-5436	90	2	neurons	neuron	NOUN
easat-5436	90	3	are	be	AUX
easat-5436	90	4	connected	connect	VERB
easat-5436	90	5	,	,	PUNCT
easat-5436	90	6	each	each	DET
easat-5436	90	7	neuron	neuron	NOUN
easat-5436	90	8	's	's	PART
easat-5436	90	9	activation	activation	NOUN
easat-5436	90	10	function	function	NOUN
easat-5436	90	11	is	be	AUX
easat-5436	90	12	essential	essential	ADJ
easat-5436	90	13	in	in	ADP
easat-5436	90	14	defining	define	VERB
easat-5436	90	15	the	the	DET
easat-5436	90	16	network	network	NOUN
easat-5436	90	17	's	's	PART
easat-5436	90	18	output	output	NOUN
easat-5436	90	19	.	.	PUNCT
easat-5436	91	1	the	the	DET
easat-5436	91	2	activation	activation	NOUN
easat-5436	91	3	functions	function	NOUN
easat-5436	91	4	bring	bring	VERB
easat-5436	91	5	out	out	ADP
easat-5436	91	6	the	the	DET
easat-5436	91	7	model	model	NOUN
easat-5436	91	8	's	's	PART
easat-5436	91	9	non	non	ADJ
easat-5436	91	10	-	-	ADJ
easat-5436	91	11	linearity	linearity	ADJ
easat-5436	91	12	and	and	CCONJ
easat-5436	91	13	enable	enable	VERB
easat-5436	91	14	the	the	DET
easat-5436	91	15	model	model	NOUN
easat-5436	91	16	to	to	PART
easat-5436	91	17	learn	learn	VERB
easat-5436	91	18	complex	complex	ADJ
easat-5436	91	19	patterns	pattern	NOUN
easat-5436	91	20	that	that	PRON
easat-5436	91	21	linear	linear	NOUN
easat-5436	91	22	models	model	NOUN
easat-5436	91	23	could	could	AUX
easat-5436	91	24	not	not	PART
easat-5436	91	25	have	have	AUX
easat-5436	91	26	learned	learn	VERB
easat-5436	91	27	.	.	PUNCT
easat-5436	92	1	prominent	prominent	ADJ
easat-5436	92	2	activation	activation	NOUN
easat-5436	92	3	functions	function	NOUN
easat-5436	92	4	are	be	AUX
easat-5436	92	5	usually	usually	ADV
easat-5436	92	6	the	the	DET
easat-5436	92	7	sigmoid	sigmoid	NOUN
easat-5436	92	8	function	function	NOUN
easat-5436	92	9	,	,	PUNCT
easat-5436	92	10	the	the	DET
easat-5436	92	11	relu	relu	NOUN
easat-5436	92	12	function	function	NOUN
easat-5436	92	13	,	,	PUNCT
easat-5436	92	14	and	and	CCONJ
easat-5436	92	15	the	the	DET
easat-5436	92	16	tanh	tanh	PROPN
easat-5436	92	17	function	function	NOUN
easat-5436	92	18	.	.	PUNCT
easat-5436	93	1	1124	1124	NUM
easat-5436	93	2	edelweiss	edelweiss	PROPN
easat-5436	93	3	applied	apply	VERB
easat-5436	93	4	science	science	NOUN
easat-5436	93	5	and	and	CCONJ
easat-5436	93	6	technology	technology	NOUN
easat-5436	93	7	issn	issn	PROPN
easat-5436	93	8	:	:	PUNCT
easat-5436	93	9	2576	2576	NUM
easat-5436	93	10	-	-	SYM
easat-5436	93	11	8484	8484	NUM
easat-5436	93	12	vol	vol	NOUN
easat-5436	93	13	.	.	PROPN
easat-5436	94	1	9	9	NUM
easat-5436	94	2	,	,	PUNCT
easat-5436	94	3	no	no	INTJ
easat-5436	94	4	.	.	NOUN
easat-5436	95	1	3	3	NUM
easat-5436	95	2	:	:	SYM
easat-5436	95	3	1121	1121	NUM
easat-5436	95	4	-	-	SYM
easat-5436	95	5	1127	1127	NUM
easat-5436	95	6	,	,	PUNCT
easat-5436	95	7	2025	2025	NUM
easat-5436	95	8	doi	doi	NOUN
easat-5436	95	9	:	:	PUNCT
easat-5436	95	10	10.55214/25768484.v9i3.5436	10.55214/25768484.v9i3.5436	NUM
easat-5436	95	11	©	©	PROPN
easat-5436	95	12	2025	2025	NUM
easat-5436	95	13	by	by	ADP
easat-5436	95	14	the	the	DET
easat-5436	95	15	author	author	NOUN
easat-5436	95	16	;	;	PUNCT
easat-5436	95	17	licensee	licensee	PROPN
easat-5436	95	18	learning	learn	VERB
easat-5436	95	19	gate	gate	NOUN
easat-5436	95	20	in	in	ADP
easat-5436	95	21	other	other	ADJ
easat-5436	95	22	words	word	NOUN
easat-5436	95	23	,	,	PUNCT
easat-5436	95	24	anns	ann	NOUN
easat-5436	95	25	are	be	AUX
easat-5436	95	26	quite	quite	ADV
easat-5436	95	27	useful	useful	ADJ
easat-5436	95	28	in	in	ADP
easat-5436	95	29	pattern	pattern	NOUN
easat-5436	95	30	recognition	recognition	NOUN
easat-5436	95	31	,	,	PUNCT
easat-5436	95	32	classification	classification	NOUN
easat-5436	95	33	,	,	PUNCT
easat-5436	95	34	and	and	CCONJ
easat-5436	95	35	predicting	predict	VERB
easat-5436	95	36	outcomes	outcome	NOUN
easat-5436	95	37	.	.	PUNCT
easat-5436	96	1	they	they	PRON
easat-5436	96	2	have	have	AUX
easat-5436	96	3	been	be	AUX
easat-5436	96	4	used	use	VERB
easat-5436	96	5	in	in	ADP
easat-5436	96	6	areas	area	NOUN
easat-5436	96	7	such	such	ADJ
easat-5436	96	8	as	as	ADP
easat-5436	96	9	image	image	NOUN
easat-5436	96	10	and	and	CCONJ
easat-5436	96	11	speech	speech	NOUN
easat-5436	96	12	recognition	recognition	NOUN
easat-5436	96	13	,	,	PUNCT
easat-5436	96	14	natural	natural	ADJ
easat-5436	96	15	language	language	NOUN
easat-5436	96	16	processing	processing	NOUN
easat-5436	96	17	,	,	PUNCT
easat-5436	96	18	health	health	NOUN
easat-5436	96	19	care	care	NOUN
easat-5436	96	20	diagnosis	diagnosis	NOUN
easat-5436	96	21	,	,	PUNCT
easat-5436	96	22	and	and	CCONJ
easat-5436	96	23	financial	financial	ADJ
easat-5436	96	24	modeling	modeling	NOUN
easat-5436	96	25	.	.	PUNCT
easat-5436	97	1	with	with	ADP
easat-5436	97	2	the	the	DET
easat-5436	97	3	help	help	NOUN
easat-5436	97	4	of	of	ADP
easat-5436	97	5	their	their	PRON
easat-5436	97	6	neurons	neuron	NOUN
easat-5436	97	7	and	and	CCONJ
easat-5436	97	8	using	use	VERB
easat-5436	97	9	the	the	DET
easat-5436	97	10	connected	connected	ADJ
easat-5436	97	11	structure	structure	NOUN
easat-5436	97	12	and	and	CCONJ
easat-5436	97	13	ability	ability	NOUN
easat-5436	97	14	of	of	ADP
easat-5436	97	15	an	an	DET
easat-5436	97	16	ann	ann	PROPN
easat-5436	97	17	to	to	PART
easat-5436	97	18	adapt	adapt	VERB
easat-5436	97	19	to	to	ADP
easat-5436	97	20	a	a	DET
easat-5436	97	21	data	datum	NOUN
easat-5436	97	22	source	source	NOUN
easat-5436	97	23	,	,	PUNCT
easat-5436	97	24	anns	anns	PROPN
easat-5436	97	25	can	can	AUX
easat-5436	97	26	learn	learn	VERB
easat-5436	97	27	the	the	DET
easat-5436	97	28	source	source	NOUN
easat-5436	97	29	,	,	PUNCT
easat-5436	97	30	extract	extract	VERB
easat-5436	97	31	the	the	DET
easat-5436	97	32	required	required	ADJ
easat-5436	97	33	features	feature	NOUN
easat-5436	97	34	,	,	PUNCT
easat-5436	97	35	and	and	CCONJ
easat-5436	97	36	make	make	VERB
easat-5436	97	37	decisions	decision	NOUN
easat-5436	97	38	.	.	PUNCT
easat-5436	98	1	2.3	2.3	NUM
easat-5436	98	2	.	.	PUNCT
easat-5436	99	1	artificial	artificial	ADJ
easat-5436	99	2	neural	neural	ADJ
easat-5436	99	3	network	network	NOUN
easat-5436	99	4	as	as	ADP
easat-5436	99	5	for	for	ADP
easat-5436	99	6	what	what	PRON
easat-5436	99	7	is	be	AUX
easat-5436	99	8	called	call	VERB
easat-5436	99	9	deep	deep	ADJ
easat-5436	99	10	learning	learning	NOUN
easat-5436	99	11	,	,	PUNCT
easat-5436	99	12	deep	deep	ADJ
easat-5436	99	13	anns	ann	NOUN
easat-5436	99	14	are	be	AUX
easat-5436	99	15	trained	train	VERB
easat-5436	99	16	and	and	CCONJ
easat-5436	99	17	can	can	AUX
easat-5436	99	18	comprise	comprise	VERB
easat-5436	99	19	hundreds	hundred	NOUN
easat-5436	99	20	of	of	ADP
easat-5436	99	21	layers	layer	NOUN
easat-5436	99	22	between	between	ADP
easat-5436	99	23	the	the	DET
easat-5436	99	24	input	input	NOUN
easat-5436	99	25	and	and	CCONJ
easat-5436	99	26	output	output	NOUN
easat-5436	99	27	layers	layer	NOUN
easat-5436	99	28	in	in	ADP
easat-5436	99	29	most	most	ADJ
easat-5436	99	30	cases	case	NOUN
easat-5436	99	31	.	.	PUNCT
easat-5436	100	1	these	these	DET
easat-5436	100	2	layers	layer	NOUN
easat-5436	100	3	are	be	AUX
easat-5436	100	4	connected	connect	VERB
easat-5436	100	5	so	so	SCONJ
easat-5436	100	6	that	that	SCONJ
easat-5436	100	7	the	the	DET
easat-5436	100	8	output	output	NOUN
easat-5436	100	9	from	from	ADP
easat-5436	100	10	one	one	NUM
easat-5436	100	11	layer	layer	NOUN
easat-5436	100	12	becomes	become	VERB
easat-5436	100	13	the	the	DET
easat-5436	100	14	input	input	NOUN
easat-5436	100	15	of	of	ADP
easat-5436	100	16	the	the	DET
easat-5436	100	17	other	other	ADJ
easat-5436	100	18	.	.	PUNCT
easat-5436	101	1	that	that	PRON
easat-5436	101	2	is	be	AUX
easat-5436	101	3	why	why	SCONJ
easat-5436	101	4	the	the	DET
easat-5436	101	5	process	process	NOUN
easat-5436	101	6	is	be	AUX
easat-5436	101	7	iterative	iterative	NOUN
easat-5436	101	8	,	,	PUNCT
easat-5436	101	9	whereby	whereby	SCONJ
easat-5436	101	10	the	the	DET
easat-5436	101	11	last	last	ADJ
easat-5436	101	12	layer	layer	NOUN
easat-5436	101	13	needed	need	VERB
easat-5436	101	14	to	to	PART
easat-5436	101	15	give	give	VERB
easat-5436	101	16	the	the	DET
easat-5436	101	17	required	require	VERB
easat-5436	101	18	output	output	NOUN
easat-5436	101	19	is	be	AUX
easat-5436	101	20	reached	reach	VERB
easat-5436	101	21	[	[	PUNCT
easat-5436	101	22	6	6	NUM
easat-5436	101	23	]	]	PUNCT
easat-5436	101	24	.	.	PUNCT
easat-5436	102	1	deep	deep	ADJ
easat-5436	102	2	learning	learning	NOUN
easat-5436	102	3	takes	take	VERB
easat-5436	102	4	advantage	advantage	NOUN
easat-5436	102	5	of	of	ADP
easat-5436	102	6	this	this	DET
easat-5436	102	7	multi	multi	ADJ
easat-5436	102	8	-	-	ADJ
easat-5436	102	9	layered	layered	ADJ
easat-5436	102	10	structure	structure	NOUN
easat-5436	102	11	to	to	PART
easat-5436	102	12	learn	learn	VERB
easat-5436	102	13	complex	complex	ADJ
easat-5436	102	14	patterns	pattern	NOUN
easat-5436	102	15	and	and	CCONJ
easat-5436	102	16	features	feature	NOUN
easat-5436	102	17	in	in	ADP
easat-5436	102	18	data	datum	NOUN
easat-5436	102	19	.	.	PUNCT
easat-5436	103	1	each	each	DET
easat-5436	103	2	layer	layer	NOUN
easat-5436	103	3	in	in	ADP
easat-5436	103	4	the	the	DET
easat-5436	103	5	network	network	NOUN
easat-5436	103	6	transforms	transform	VERB
easat-5436	103	7	the	the	DET
easat-5436	103	8	input	input	NOUN
easat-5436	103	9	data	datum	NOUN
easat-5436	103	10	into	into	ADP
easat-5436	103	11	a	a	DET
easat-5436	103	12	new	new	ADJ
easat-5436	103	13	representation	representation	NOUN
easat-5436	103	14	that	that	PRON
easat-5436	103	15	is	be	AUX
easat-5436	103	16	more	more	ADV
easat-5436	103	17	abstract	abstract	ADJ
easat-5436	103	18	and	and	CCONJ
easat-5436	103	19	useful	useful	ADJ
easat-5436	103	20	for	for	ADP
easat-5436	103	21	the	the	DET
easat-5436	103	22	task	task	NOUN
easat-5436	103	23	at	at	ADP
easat-5436	103	24	hand	hand	NOUN
easat-5436	103	25	.	.	PUNCT
easat-5436	104	1	for	for	ADP
easat-5436	104	2	instance	instance	NOUN
easat-5436	104	3	,	,	PUNCT
easat-5436	104	4	in	in	ADP
easat-5436	104	5	image	image	NOUN
easat-5436	104	6	recognition	recognition	NOUN
easat-5436	104	7	,	,	PUNCT
easat-5436	104	8	the	the	DET
easat-5436	104	9	first	first	ADJ
easat-5436	104	10	layers	layer	NOUN
easat-5436	104	11	may	may	AUX
easat-5436	104	12	identify	identify	VERB
easat-5436	104	13	edges	edge	NOUN
easat-5436	104	14	and	and	CCONJ
easat-5436	104	15	textures	texture	NOUN
easat-5436	104	16	,	,	PUNCT
easat-5436	104	17	while	while	SCONJ
easat-5436	104	18	subsequent	subsequent	ADJ
easat-5436	104	19	layers	layer	NOUN
easat-5436	104	20	may	may	AUX
easat-5436	104	21	detect	detect	VERB
easat-5436	104	22	parts	part	NOUN
easat-5436	104	23	and	and	CCONJ
easat-5436	104	24	objects	object	NOUN
easat-5436	104	25	.	.	PUNCT
easat-5436	105	1	this	this	DET
easat-5436	105	2	hierarchical	hierarchical	ADJ
easat-5436	105	3	learning	learning	NOUN
easat-5436	105	4	process	process	NOUN
easat-5436	105	5	allows	allow	VERB
easat-5436	105	6	deep	deep	ADJ
easat-5436	105	7	neural	neural	ADJ
easat-5436	105	8	networks	network	NOUN
easat-5436	105	9	to	to	PART
easat-5436	105	10	capture	capture	VERB
easat-5436	105	11	intricate	intricate	ADJ
easat-5436	105	12	details	detail	NOUN
easat-5436	105	13	and	and	CCONJ
easat-5436	105	14	relationships	relationship	NOUN
easat-5436	105	15	within	within	ADP
easat-5436	105	16	the	the	DET
easat-5436	105	17	data	datum	NOUN
easat-5436	105	18	.	.	PUNCT
easat-5436	106	1	moreover	moreover	ADV
easat-5436	106	2	,	,	PUNCT
easat-5436	106	3	the	the	DET
easat-5436	106	4	use	use	NOUN
easat-5436	106	5	of	of	ADP
easat-5436	106	6	non	non	ADJ
easat-5436	106	7	-	-	ADJ
easat-5436	106	8	linear	linear	ADJ
easat-5436	106	9	activation	activation	NOUN
easat-5436	106	10	functions	function	NOUN
easat-5436	106	11	in	in	ADP
easat-5436	106	12	these	these	DET
easat-5436	106	13	layers	layer	NOUN
easat-5436	106	14	enables	enable	VERB
easat-5436	106	15	the	the	DET
easat-5436	106	16	network	network	NOUN
easat-5436	106	17	to	to	PART
easat-5436	106	18	model	model	VERB
easat-5436	106	19	a	a	DET
easat-5436	106	20	wide	wide	ADJ
easat-5436	106	21	range	range	NOUN
easat-5436	106	22	of	of	ADP
easat-5436	106	23	functions	function	NOUN
easat-5436	106	24	and	and	CCONJ
easat-5436	106	25	relationships	relationship	NOUN
easat-5436	106	26	.	.	PUNCT
easat-5436	107	1	these	these	DET
easat-5436	107	2	activation	activation	NOUN
easat-5436	107	3	functions	function	NOUN
easat-5436	107	4	introduce	introduce	VERB
easat-5436	107	5	non	non	ADJ
easat-5436	107	6	-	-	NOUN
easat-5436	107	7	linearity	linearity	NOUN
easat-5436	107	8	into	into	ADP
easat-5436	107	9	the	the	DET
easat-5436	107	10	network	network	NOUN
easat-5436	107	11	,	,	PUNCT
easat-5436	107	12	allowing	allow	VERB
easat-5436	107	13	it	it	PRON
easat-5436	107	14	to	to	PART
easat-5436	107	15	learn	learn	VERB
easat-5436	107	16	and	and	CCONJ
easat-5436	107	17	represent	represent	VERB
easat-5436	107	18	complex	complex	ADJ
easat-5436	107	19	patterns	pattern	NOUN
easat-5436	107	20	that	that	PRON
easat-5436	107	21	can	can	AUX
easat-5436	107	22	not	not	PART
easat-5436	107	23	be	be	AUX
easat-5436	107	24	captured	capture	VERB
easat-5436	107	25	by	by	ADP
easat-5436	107	26	linear	linear	PROPN
easat-5436	107	27	models	model	NOUN
easat-5436	107	28	.	.	PUNCT
easat-5436	108	1	by	by	ADP
easat-5436	108	2	stacking	stack	VERB
easat-5436	108	3	multiple	multiple	ADJ
easat-5436	108	4	layers	layer	NOUN
easat-5436	108	5	with	with	ADP
easat-5436	108	6	non	non	ADJ
easat-5436	108	7	-	-	ADJ
easat-5436	108	8	linear	linear	ADJ
easat-5436	108	9	activation	activation	NOUN
easat-5436	108	10	functions	function	NOUN
easat-5436	108	11	,	,	PUNCT
easat-5436	108	12	deep	deep	ADJ
easat-5436	108	13	learning	learning	NOUN
easat-5436	108	14	models	model	NOUN
easat-5436	108	15	can	can	AUX
easat-5436	108	16	learn	learn	VERB
easat-5436	108	17	increasingly	increasingly	ADV
easat-5436	108	18	abstract	abstract	ADJ
easat-5436	108	19	and	and	CCONJ
easat-5436	108	20	high	high	ADJ
easat-5436	108	21	-	-	PUNCT
easat-5436	108	22	level	level	NOUN
easat-5436	108	23	representations	representation	NOUN
easat-5436	108	24	of	of	ADP
easat-5436	108	25	the	the	DET
easat-5436	108	26	data	datum	NOUN
easat-5436	108	27	.	.	PUNCT
easat-5436	109	1	3	3	X
easat-5436	109	2	.	.	X
easat-5436	109	3	innovation	innovation	NOUN
easat-5436	109	4	extended	extend	VERB
easat-5436	109	5	processing	processing	NOUN
easat-5436	109	6	has	have	AUX
easat-5436	109	7	introduced	introduce	VERB
easat-5436	109	8	some	some	DET
easat-5436	109	9	tasks	task	NOUN
easat-5436	109	10	to	to	ADP
easat-5436	109	11	a	a	DET
easat-5436	109	12	level	level	NOUN
easat-5436	109	13	that	that	PRON
easat-5436	109	14	could	could	AUX
easat-5436	109	15	not	not	PART
easat-5436	109	16	be	be	AUX
easat-5436	109	17	achieved	achieve	VERB
easat-5436	109	18	before	before	ADV
easat-5436	109	19	.	.	PUNCT
easat-5436	110	1	for	for	ADP
easat-5436	110	2	instance	instance	NOUN
easat-5436	110	3	,	,	PUNCT
easat-5436	110	4	electronic	electronic	ADJ
easat-5436	110	5	pets	pet	NOUN
easat-5436	110	6	,	,	PUNCT
easat-5436	110	7	which	which	DET
easat-5436	110	8	one	one	PRON
easat-5436	110	9	could	could	AUX
easat-5436	110	10	refer	refer	VERB
easat-5436	110	11	to	to	ADP
easat-5436	110	12	as	as	ADP
easat-5436	110	13	children	child	NOUN
easat-5436	110	14	's	's	PART
easat-5436	110	15	toys	toy	NOUN
easat-5436	110	16	several	several	ADJ
easat-5436	110	17	years	year	NOUN
easat-5436	110	18	ago	ago	ADV
easat-5436	110	19	,	,	PUNCT
easat-5436	110	20	have	have	AUX
easat-5436	110	21	developed	develop	VERB
easat-5436	110	22	and	and	CCONJ
easat-5436	110	23	grown	grow	VERB
easat-5436	110	24	tremendously	tremendously	ADV
easat-5436	110	25	.	.	PUNCT
easat-5436	111	1	ten	ten	NUM
easat-5436	111	2	years	year	NOUN
easat-5436	111	3	ago	ago	ADV
easat-5436	111	4	,	,	PUNCT
easat-5436	111	5	it	it	PRON
easat-5436	111	6	was	be	AUX
easat-5436	111	7	a	a	DET
easat-5436	111	8	mechanism	mechanism	NOUN
easat-5436	111	9	typically	typically	ADV
easat-5436	111	10	small	small	ADJ
easat-5436	111	11	in	in	ADP
easat-5436	111	12	size	size	NOUN
easat-5436	111	13	,	,	PUNCT
easat-5436	111	14	with	with	ADP
easat-5436	111	15	only	only	ADV
easat-5436	111	16	a	a	DET
easat-5436	111	17	few	few	ADJ
easat-5436	111	18	functions	function	NOUN
easat-5436	111	19	and	and	CCONJ
easat-5436	111	20	little	little	ADJ
easat-5436	111	21	,	,	PUNCT
easat-5436	111	22	if	if	SCONJ
easat-5436	111	23	any	any	PRON
easat-5436	111	24	,	,	PUNCT
easat-5436	111	25	mobility	mobility	NOUN
easat-5436	111	26	.	.	PUNCT
easat-5436	112	1	today	today	NOUN
easat-5436	112	2	,	,	PUNCT
easat-5436	112	3	using	use	VERB
easat-5436	112	4	deep	deep	ADJ
easat-5436	112	5	learning	learning	NOUN
easat-5436	112	6	,	,	PUNCT
easat-5436	112	7	electronic	electronic	ADJ
easat-5436	112	8	pets	pet	NOUN
easat-5436	112	9	might	might	AUX
easat-5436	112	10	be	be	AUX
easat-5436	112	11	equipped	equip	VERB
easat-5436	112	12	with	with	ADP
easat-5436	112	13	voice	voice	NOUN
easat-5436	112	14	detection	detection	NOUN
easat-5436	112	15	and	and	CCONJ
easat-5436	112	16	object	object	VERB
easat-5436	112	17	avoidance	avoidance	NOUN
easat-5436	112	18	functions	function	NOUN
easat-5436	112	19	.	.	PUNCT
easat-5436	113	1	scholars	scholar	NOUN
easat-5436	113	2	have	have	AUX
easat-5436	113	3	discussed	discuss	VERB
easat-5436	113	4	the	the	DET
easat-5436	113	5	possibilities	possibility	NOUN
easat-5436	113	6	of	of	ADP
easat-5436	113	7	deep	deep	ADJ
easat-5436	113	8	learning	learning	NOUN
easat-5436	113	9	implementation	implementation	NOUN
easat-5436	113	10	in	in	ADP
easat-5436	113	11	robotic	robotic	ADJ
easat-5436	113	12	systems	system	NOUN
easat-5436	113	13	.	.	PUNCT
easat-5436	114	1	the	the	DET
easat-5436	114	2	author	author	NOUN
easat-5436	114	3	,	,	PUNCT
easat-5436	114	4	diego	diego	PROPN
easat-5436	114	5	renan	renan	PROPN
easat-5436	114	6	bruno	bruno	PROPN
easat-5436	114	7	,	,	PUNCT
easat-5436	114	8	discussed	discuss	VERB
easat-5436	114	9	during	during	ADP
easat-5436	114	10	the	the	DET
easat-5436	114	11	latin	latin	ADJ
easat-5436	114	12	american	american	ADJ
easat-5436	114	13	robotics	robotic	NOUN
easat-5436	114	14	symposium	symposium	NOUN
easat-5436	114	15	2019	2019	NUM
easat-5436	114	16	that	that	SCONJ
easat-5436	114	17	a	a	DET
easat-5436	114	18	mobile	mobile	ADJ
easat-5436	114	19	robot	robot	NOUN
easat-5436	114	20	platform	platform	NOUN
easat-5436	114	21	is	be	AUX
easat-5436	114	22	needed	need	VERB
easat-5436	114	23	to	to	PART
easat-5436	114	24	assist	assist	VERB
easat-5436	114	25	visually	visually	ADV
easat-5436	114	26	impaired	impair	VERB
easat-5436	114	27	persons	person	NOUN
easat-5436	114	28	in	in	ADP
easat-5436	114	29	avoiding	avoid	VERB
easat-5436	114	30	obstacles	obstacle	NOUN
easat-5436	114	31	.	.	PUNCT
easat-5436	115	1	in	in	ADP
easat-5436	115	2	the	the	DET
easat-5436	115	3	same	same	ADJ
easat-5436	115	4	way	way	NOUN
easat-5436	115	5	,	,	PUNCT
easat-5436	115	6	a	a	DET
easat-5436	115	7	method	method	NOUN
easat-5436	115	8	has	have	AUX
easat-5436	115	9	been	be	AUX
easat-5436	115	10	put	put	VERB
easat-5436	115	11	forward	forward	ADV
easat-5436	115	12	for	for	ADP
easat-5436	115	13	training	train	VERB
easat-5436	115	14	a	a	DET
easat-5436	115	15	robot	robot	NOUN
easat-5436	115	16	dog	dog	NOUN
easat-5436	115	17	through	through	ADP
easat-5436	115	18	deep	deep	ADJ
easat-5436	115	19	learning	learning	NOUN
easat-5436	115	20	-	-	PUNCT
easat-5436	115	21	based	base	VERB
easat-5436	115	22	3d	3d	PROPN
easat-5436	115	23	semantic	semantic	ADJ
easat-5436	115	24	segmentation	segmentation	NOUN
easat-5436	115	25	to	to	PART
easat-5436	115	26	mimic	mimic	VERB
easat-5436	115	27	and	and	CCONJ
easat-5436	115	28	supervise	supervise	VERB
easat-5436	115	29	construction	construction	NOUN
easat-5436	115	30	site	site	NOUN
easat-5436	115	31	scaffolding	scaffold	VERB
easat-5436	115	32	[	[	X
easat-5436	115	33	7	7	NUM
easat-5436	115	34	]	]	PUNCT
easat-5436	115	35	.	.	PUNCT
easat-5436	116	1	in	in	ADP
easat-5436	116	2	addition	addition	NOUN
easat-5436	116	3	,	,	PUNCT
easat-5436	116	4	the	the	DET
easat-5436	116	5	integration	integration	NOUN
easat-5436	116	6	of	of	ADP
easat-5436	116	7	deep	deep	ADJ
easat-5436	116	8	learning	learning	NOUN
easat-5436	116	9	in	in	ADP
easat-5436	116	10	e	e	NOUN
easat-5436	116	11	-	-	NOUN
easat-5436	116	12	pets	pet	NOUN
easat-5436	116	13	expands	expand	VERB
easat-5436	116	14	their	their	PRON
easat-5436	116	15	ability	ability	NOUN
easat-5436	116	16	to	to	PART
easat-5436	116	17	exhibit	exhibit	VERB
easat-5436	116	18	more	more	ADV
easat-5436	116	19	realistic	realistic	ADJ
easat-5436	116	20	behaviors	behavior	NOUN
easat-5436	116	21	and	and	CCONJ
easat-5436	116	22	interactions	interaction	NOUN
easat-5436	116	23	,	,	PUNCT
easat-5436	116	24	significantly	significantly	ADV
easat-5436	116	25	improving	improve	VERB
easat-5436	116	26	the	the	DET
easat-5436	116	27	user	user	NOUN
easat-5436	116	28	experience	experience	NOUN
easat-5436	116	29	.	.	PUNCT
easat-5436	117	1	these	these	DET
easat-5436	117	2	pets	pet	NOUN
easat-5436	117	3	are	be	AUX
easat-5436	117	4	now	now	ADV
easat-5436	117	5	able	able	ADJ
easat-5436	117	6	to	to	PART
easat-5436	117	7	respond	respond	VERB
easat-5436	117	8	to	to	ADP
easat-5436	117	9	a	a	DET
easat-5436	117	10	wider	wide	ADJ
easat-5436	117	11	range	range	NOUN
easat-5436	117	12	of	of	ADP
easat-5436	117	13	commands	command	NOUN
easat-5436	117	14	,	,	PUNCT
easat-5436	117	15	exhibit	exhibit	VERB
easat-5436	117	16	more	more	ADV
easat-5436	117	17	diverse	diverse	ADJ
easat-5436	117	18	emotions	emotion	NOUN
easat-5436	117	19	,	,	PUNCT
easat-5436	117	20	and	and	CCONJ
easat-5436	117	21	adapt	adapt	VERB
easat-5436	117	22	more	more	ADV
easat-5436	117	23	naturally	naturally	ADV
easat-5436	117	24	to	to	ADP
easat-5436	117	25	different	different	ADJ
easat-5436	117	26	environments	environment	NOUN
easat-5436	117	27	.	.	PUNCT
easat-5436	118	1	this	this	DET
easat-5436	118	2	evolution	evolution	NOUN
easat-5436	118	3	has	have	AUX
easat-5436	118	4	transformed	transform	VERB
easat-5436	118	5	once	once	ADV
easat-5436	118	6	simple	simple	ADJ
easat-5436	118	7	toys	toy	NOUN
easat-5436	118	8	into	into	ADP
easat-5436	118	9	partners	partner	NOUN
easat-5436	118	10	that	that	PRON
easat-5436	118	11	can	can	AUX
easat-5436	118	12	provide	provide	VERB
easat-5436	118	13	emotional	emotional	ADJ
easat-5436	118	14	support	support	NOUN
easat-5436	118	15	and	and	CCONJ
easat-5436	118	16	learning	learn	VERB
easat-5436	118	17	opportunities	opportunity	NOUN
easat-5436	118	18	for	for	ADP
easat-5436	118	19	children	child	NOUN
easat-5436	118	20	.	.	PUNCT
easat-5436	119	1	further	far	ADV
easat-5436	119	2	,	,	PUNCT
easat-5436	119	3	as	as	SCONJ
easat-5436	119	4	highlighted	highlight	VERB
easat-5436	119	5	by	by	ADP
easat-5436	119	6	diego	diego	PROPN
easat-5436	119	7	renan	renan	PROPN
easat-5436	119	8	bruno	bruno	PROPN
easat-5436	119	9	,	,	PUNCT
easat-5436	119	10	the	the	DET
easat-5436	119	11	application	application	NOUN
easat-5436	119	12	of	of	ADP
easat-5436	119	13	deep	deep	ADJ
easat-5436	119	14	learning	learning	NOUN
easat-5436	119	15	in	in	ADP
easat-5436	119	16	robotic	robotic	ADJ
easat-5436	119	17	systems	system	NOUN
easat-5436	119	18	opens	open	VERB
easat-5436	119	19	up	up	ADP
easat-5436	119	20	new	new	ADJ
easat-5436	119	21	avenues	avenue	NOUN
easat-5436	119	22	for	for	ADP
easat-5436	119	23	assistive	assistive	ADJ
easat-5436	119	24	technologies	technology	NOUN
easat-5436	119	25	.	.	PUNCT
easat-5436	120	1	by	by	ADP
easat-5436	120	2	equipping	equip	VERB
easat-5436	120	3	mobile	mobile	ADJ
easat-5436	120	4	robots	robot	NOUN
easat-5436	120	5	with	with	ADP
easat-5436	120	6	advanced	advanced	ADJ
easat-5436	120	7	sensors	sensor	NOUN
easat-5436	120	8	and	and	CCONJ
easat-5436	120	9	deep	deep	ADJ
easat-5436	120	10	learning	learning	NOUN
easat-5436	120	11	algorithms	algorithm	NOUN
easat-5436	120	12	,	,	PUNCT
easat-5436	120	13	they	they	PRON
easat-5436	120	14	are	be	AUX
easat-5436	120	15	able	able	ADJ
easat-5436	120	16	to	to	PART
easat-5436	120	17	navigate	navigate	VERB
easat-5436	120	18	complex	complex	ADJ
easat-5436	120	19	environments	environment	NOUN
easat-5436	120	20	,	,	PUNCT
easat-5436	120	21	detect	detect	VERB
easat-5436	120	22	obstacles	obstacle	NOUN
easat-5436	120	23	,	,	PUNCT
easat-5436	120	24	and	and	CCONJ
easat-5436	120	25	provide	provide	VERB
easat-5436	120	26	real	real	ADJ
easat-5436	120	27	-	-	PUNCT
easat-5436	120	28	time	time	NOUN
easat-5436	120	29	assistance	assistance	NOUN
easat-5436	120	30	to	to	ADP
easat-5436	120	31	the	the	DET
easat-5436	120	32	visually	visually	ADV
easat-5436	120	33	impaired	impaired	ADJ
easat-5436	120	34	.	.	PUNCT
easat-5436	121	1	this	this	PRON
easat-5436	121	2	not	not	PART
easat-5436	121	3	only	only	ADV
easat-5436	121	4	enhances	enhance	VERB
easat-5436	121	5	their	their	PRON
easat-5436	121	6	independence	independence	NOUN
easat-5436	121	7	,	,	PUNCT
easat-5436	121	8	but	but	CCONJ
easat-5436	121	9	also	also	ADV
easat-5436	121	10	improves	improve	VERB
easat-5436	121	11	their	their	PRON
easat-5436	121	12	overall	overall	ADJ
easat-5436	121	13	quality	quality	NOUN
easat-5436	121	14	of	of	ADP
easat-5436	121	15	life	life	NOUN
easat-5436	121	16	.	.	PUNCT
easat-5436	122	1	similarly	similarly	ADV
easat-5436	122	2	,	,	PUNCT
easat-5436	122	3	the	the	DET
easat-5436	122	4	use	use	NOUN
easat-5436	122	5	of	of	ADP
easat-5436	122	6	a	a	DET
easat-5436	122	7	3d	3d	ADJ
easat-5436	122	8	semantic	semantic	ADJ
easat-5436	122	9	segmentation	segmentation	NOUN
easat-5436	122	10	technique	technique	NOUN
easat-5436	122	11	based	base	VERB
easat-5436	122	12	on	on	ADP
easat-5436	122	13	deep	deep	ADJ
easat-5436	122	14	learning	learning	NOUN
easat-5436	122	15	demonstrates	demonstrate	VERB
easat-5436	122	16	the	the	DET
easat-5436	122	17	diversity	diversity	NOUN
easat-5436	122	18	and	and	CCONJ
easat-5436	122	19	potential	potential	NOUN
easat-5436	122	20	of	of	ADP
easat-5436	122	21	this	this	DET
easat-5436	122	22	technique	technique	NOUN
easat-5436	122	23	.	.	PUNCT
easat-5436	123	1	by	by	ADP
easat-5436	123	2	enabling	enable	VERB
easat-5436	123	3	these	these	DET
easat-5436	123	4	robots	robot	NOUN
easat-5436	123	5	to	to	PART
easat-5436	123	6	understand	understand	VERB
easat-5436	123	7	and	and	CCONJ
easat-5436	123	8	interpret	interpret	VERB
easat-5436	123	9	their	their	PRON
easat-5436	123	10	surroundings	surrounding	NOUN
easat-5436	123	11	,	,	PUNCT
easat-5436	123	12	they	they	PRON
easat-5436	123	13	can	can	AUX
easat-5436	123	14	effectively	effectively	ADV
easat-5436	123	15	monitor	monitor	VERB
easat-5436	123	16	and	and	CCONJ
easat-5436	123	17	manage	manage	VERB
easat-5436	123	18	building	building	NOUN
easat-5436	123	19	processes	process	NOUN
easat-5436	123	20	,	,	PUNCT
easat-5436	123	21	reduce	reduce	VERB
easat-5436	123	22	human	human	ADJ
easat-5436	123	23	error	error	NOUN
easat-5436	123	24	and	and	CCONJ
easat-5436	123	25	improve	improve	VERB
easat-5436	123	26	safety	safety	NOUN
easat-5436	123	27	.	.	PUNCT
easat-5436	124	1	in	in	ADP
easat-5436	124	2	the	the	DET
easat-5436	124	3	maturing	mature	VERB
easat-5436	124	4	field	field	NOUN
easat-5436	124	5	of	of	ADP
easat-5436	124	6	e	e	NOUN
easat-5436	124	7	-	-	NOUN
easat-5436	124	8	shopping	shopping	ADJ
easat-5436	124	9	,	,	PUNCT
easat-5436	124	10	clickstream	clickstream	NOUN
easat-5436	124	11	data	datum	NOUN
easat-5436	124	12	can	can	AUX
easat-5436	124	13	be	be	AUX
easat-5436	124	14	used	use	VERB
easat-5436	124	15	to	to	PART
easat-5436	124	16	predict	predict	VERB
easat-5436	124	17	and	and	CCONJ
easat-5436	124	18	recommend	recommend	VERB
easat-5436	124	19	online	online	ADJ
easat-5436	124	20	shopping	shopping	NOUN
easat-5436	124	21	items	item	NOUN
easat-5436	124	22	.	.	PUNCT
easat-5436	125	1	deep	deep	ADJ
easat-5436	125	2	learning	learning	NOUN
easat-5436	125	3	enables	enable	VERB
easat-5436	125	4	shopping	shop	VERB
easat-5436	125	5	websites	website	NOUN
easat-5436	125	6	to	to	PART
easat-5436	125	7	provide	provide	VERB
easat-5436	125	8	personalized	personalized	ADJ
easat-5436	125	9	recommendations	recommendation	NOUN
easat-5436	125	10	based	base	VERB
easat-5436	125	11	on	on	ADP
easat-5436	125	12	user	user	NOUN
easat-5436	125	13	preferences	preference	NOUN
easat-5436	125	14	.	.	PUNCT
easat-5436	126	1	the	the	DET
easat-5436	126	2	impact	impact	NOUN
easat-5436	126	3	of	of	ADP
easat-5436	126	4	deep	deep	ADJ
easat-5436	126	5	learning	learning	NOUN
easat-5436	126	6	is	be	AUX
easat-5436	126	7	also	also	ADV
easat-5436	126	8	evident	evident	ADJ
easat-5436	126	9	in	in	ADP
easat-5436	126	10	everyday	everyday	ADJ
easat-5436	126	11	life	life	NOUN
easat-5436	126	12	.	.	PUNCT
easat-5436	127	1	for	for	ADP
easat-5436	127	2	instance	instance	NOUN
easat-5436	127	3	,	,	PUNCT
easat-5436	127	4	1125	1125	NUM
easat-5436	127	5	edelweiss	edelweiss	PROPN
easat-5436	127	6	applied	apply	VERB
easat-5436	127	7	science	science	NOUN
easat-5436	127	8	and	and	CCONJ
easat-5436	127	9	technology	technology	NOUN
easat-5436	127	10	issn	issn	PROPN
easat-5436	127	11	:	:	PUNCT
easat-5436	127	12	2576	2576	NUM
easat-5436	127	13	-	-	SYM
easat-5436	127	14	8484	8484	NUM
easat-5436	127	15	vol	vol	NOUN
easat-5436	127	16	.	.	PROPN
easat-5436	128	1	9	9	NUM
easat-5436	128	2	,	,	PUNCT
easat-5436	128	3	no	no	INTJ
easat-5436	128	4	.	.	NOUN
easat-5436	129	1	3	3	NUM
easat-5436	129	2	:	:	SYM
easat-5436	129	3	1121	1121	NUM
easat-5436	129	4	-	-	SYM
easat-5436	129	5	1127	1127	NUM
easat-5436	129	6	,	,	PUNCT
easat-5436	129	7	2025	2025	NUM
easat-5436	129	8	doi	doi	NOUN
easat-5436	129	9	:	:	PUNCT
easat-5436	129	10	10.55214/25768484.v9i3.5436	10.55214/25768484.v9i3.5436	NUM
easat-5436	129	11	©	©	PROPN
easat-5436	129	12	2025	2025	NUM
easat-5436	129	13	by	by	ADP
easat-5436	129	14	the	the	DET
easat-5436	129	15	author	author	NOUN
easat-5436	129	16	;	;	PUNCT
easat-5436	129	17	licensee	licensee	PROPN
easat-5436	129	18	learning	learning	NOUN
easat-5436	129	19	gate	gate	VERB
easat-5436	129	20	smartphone	smartphone	NOUN
easat-5436	129	21	voice	voice	NOUN
easat-5436	129	22	recognition	recognition	NOUN
easat-5436	129	23	features	feature	NOUN
easat-5436	129	24	have	have	AUX
easat-5436	129	25	significantly	significantly	ADV
easat-5436	129	26	improved	improve	VERB
easat-5436	129	27	in	in	ADP
easat-5436	129	28	recent	recent	ADJ
easat-5436	129	29	years	year	NOUN
easat-5436	129	30	.	.	PUNCT
easat-5436	130	1	people	people	NOUN
easat-5436	130	2	increasingly	increasingly	ADV
easat-5436	130	3	interact	interact	VERB
easat-5436	130	4	with	with	ADP
easat-5436	130	5	computers	computer	NOUN
easat-5436	130	6	through	through	ADP
easat-5436	130	7	voice	voice	NOUN
easat-5436	130	8	-	-	PUNCT
easat-5436	130	9	based	base	VERB
easat-5436	130	10	assistants	assistant	NOUN
easat-5436	130	11	like	like	ADP
easat-5436	130	12	amazon	amazon	NOUN
easat-5436	130	13	's	's	PART
easat-5436	130	14	alexa	alexa	NOUN
easat-5436	130	15	,	,	PUNCT
easat-5436	130	16	apple	apple	NOUN
easat-5436	130	17	's	's	PART
easat-5436	130	18	siri	siri	NOUN
easat-5436	130	19	,	,	PUNCT
easat-5436	130	20	microsoft	microsoft	PROPN
easat-5436	130	21	's	's	PART
easat-5436	130	22	cortana	cortana	NOUN
easat-5436	130	23	,	,	PUNCT
easat-5436	130	24	and	and	CCONJ
easat-5436	130	25	google	google	PROPN
easat-5436	130	26	's	's	PART
easat-5436	130	27	voice	voice	NOUN
easat-5436	130	28	-	-	PUNCT
easat-5436	130	29	responsive	responsive	ADJ
easat-5436	130	30	features	feature	NOUN
easat-5436	130	31	.	.	PUNCT
easat-5436	131	1	chinese	chinese	ADJ
easat-5436	131	2	search	search	NOUN
easat-5436	131	3	giant	giant	ADJ
easat-5436	131	4	baidu	baidu	NOUN
easat-5436	131	5	reported	report	VERB
easat-5436	131	6	a	a	DET
easat-5436	131	7	threefold	threefold	ADJ
easat-5436	131	8	increase	increase	NOUN
easat-5436	131	9	in	in	ADP
easat-5436	131	10	customer	customer	NOUN
easat-5436	131	11	use	use	NOUN
easat-5436	131	12	of	of	ADP
easat-5436	131	13	voice	voice	NOUN
easat-5436	131	14	interfaces	interface	NOUN
easat-5436	131	15	in	in	ADP
easat-5436	131	16	18	18	NUM
easat-5436	131	17	months	month	NOUN
easat-5436	131	18	.	.	PUNCT
easat-5436	132	1	image	image	NOUN
easat-5436	132	2	recognition	recognition	NOUN
easat-5436	132	3	technology	technology	NOUN
easat-5436	132	4	has	have	AUX
easat-5436	132	5	made	make	VERB
easat-5436	132	6	significant	significant	ADJ
easat-5436	132	7	strides	stride	NOUN
easat-5436	132	8	.	.	PUNCT
easat-5436	133	1	companies	company	NOUN
easat-5436	133	2	like	like	ADP
easat-5436	133	3	google	google	PROPN
easat-5436	133	4	,	,	PUNCT
easat-5436	133	5	microsoft	microsoft	PROPN
easat-5436	133	6	,	,	PUNCT
easat-5436	133	7	facebook	facebook	NOUN
easat-5436	133	8	,	,	PUNCT
easat-5436	133	9	and	and	CCONJ
easat-5436	133	10	baidu	baidu	NOUN
easat-5436	133	11	offer	offer	NOUN
easat-5436	133	12	features	feature	NOUN
easat-5436	133	13	that	that	PRON
easat-5436	133	14	enable	enable	VERB
easat-5436	133	15	search	search	NOUN
easat-5436	133	16	and	and	CCONJ
easat-5436	133	17	automatic	automatic	ADJ
easat-5436	133	18	organization	organization	NOUN
easat-5436	133	19	of	of	ADP
easat-5436	133	20	photo	photo	NOUN
easat-5436	133	21	collections	collection	NOUN
easat-5436	133	22	,	,	PUNCT
easat-5436	133	23	even	even	ADV
easat-5436	133	24	without	without	ADP
easat-5436	133	25	explicit	explicit	ADJ
easat-5436	133	26	tags	tag	NOUN
easat-5436	133	27	.	.	PUNCT
easat-5436	134	1	users	user	NOUN
easat-5436	134	2	can	can	AUX
easat-5436	134	3	also	also	ADV
easat-5436	134	4	use	use	VERB
easat-5436	134	5	search	search	NOUN
easat-5436	134	6	terms	term	NOUN
easat-5436	134	7	like	like	ADP
easat-5436	134	8	“	"	PUNCT
easat-5436	134	9	dogs	dog	NOUN
easat-5436	134	10	,	,	PUNCT
easat-5436	134	11	”	"	PUNCT
easat-5436	134	12	“	"	PUNCT
easat-5436	134	13	snow	snow	NOUN
easat-5436	134	14	,	,	PUNCT
easat-5436	134	15	”	"	PUNCT
easat-5436	134	16	or	or	CCONJ
easat-5436	134	17	even	even	ADV
easat-5436	134	18	such	such	DET
easat-5436	134	19	a	a	DET
easat-5436	134	20	subject	subject	NOUN
easat-5436	134	21	as	as	ADP
easat-5436	134	22	“	"	PUNCT
easat-5436	134	23	hugs	hug	NOUN
easat-5436	134	24	.	.	PUNCT
easat-5436	134	25	”	"	PUNCT
easat-5436	135	1	deep	deep	ADJ
easat-5436	135	2	learning	learning	NOUN
easat-5436	135	3	has	have	AUX
easat-5436	135	4	been	be	AUX
easat-5436	135	5	used	use	VERB
easat-5436	135	6	in	in	ADP
easat-5436	135	7	many	many	ADJ
easat-5436	135	8	areas	area	NOUN
easat-5436	135	9	,	,	PUNCT
easat-5436	135	10	particularly	particularly	ADV
easat-5436	135	11	in	in	ADP
easat-5436	135	12	the	the	DET
easat-5436	135	13	medical	medical	ADJ
easat-5436	135	14	field	field	NOUN
easat-5436	135	15	,	,	PUNCT
easat-5436	135	16	where	where	SCONJ
easat-5436	135	17	it	it	PRON
easat-5436	135	18	provides	provide	VERB
easat-5436	135	19	exact	exact	ADJ
easat-5436	135	20	predictions	prediction	NOUN
easat-5436	135	21	compared	compare	VERB
easat-5436	135	22	to	to	ADP
easat-5436	135	23	other	other	ADJ
easat-5436	135	24	non	non	ADJ
easat-5436	135	25	-	-	ADJ
easat-5436	135	26	deep	deep	ADJ
easat-5436	135	27	learning	learn	VERB
easat-5436	135	28	neural	neural	ADJ
easat-5436	135	29	network	network	NOUN
easat-5436	135	30	models	model	NOUN
easat-5436	135	31	and	and	CCONJ
easat-5436	135	32	assists	assist	NOUN
easat-5436	135	33	in	in	ADP
easat-5436	135	34	diagnosing	diagnose	VERB
easat-5436	135	35	and	and	CCONJ
easat-5436	135	36	administering	administer	VERB
easat-5436	135	37	early	early	ADJ
easat-5436	135	38	treatment	treatment	NOUN
easat-5436	135	39	.	.	PUNCT
easat-5436	136	1	4	4	X
easat-5436	136	2	.	.	X
easat-5436	136	3	challenges	challenge	NOUN
easat-5436	136	4	and	and	CCONJ
easat-5436	136	5	future	future	ADJ
easat-5436	136	6	trends	trend	NOUN
easat-5436	136	7	of	of	ADP
easat-5436	136	8	deep	deep	ADJ
easat-5436	136	9	learning	learn	VERB
easat-5436	136	10	the	the	DET
easat-5436	136	11	primary	primary	ADJ
easat-5436	136	12	problem	problem	NOUN
easat-5436	136	13	of	of	ADP
easat-5436	136	14	deep	deep	ADJ
easat-5436	136	15	learning	learning	NOUN
easat-5436	136	16	is	be	AUX
easat-5436	136	17	that	that	SCONJ
easat-5436	136	18	,	,	PUNCT
easat-5436	136	19	being	be	AUX
easat-5436	136	20	a	a	DET
easat-5436	136	21	relatively	relatively	ADV
easat-5436	136	22	recent	recent	ADJ
easat-5436	136	23	development	development	NOUN
easat-5436	136	24	,	,	PUNCT
easat-5436	136	25	it	it	PRON
easat-5436	136	26	must	must	AUX
easat-5436	136	27	inevitably	inevitably	ADV
easat-5436	136	28	learn	learn	VERB
easat-5436	136	29	from	from	ADP
easat-5436	136	30	samples	sample	NOUN
easat-5436	136	31	or	or	CCONJ
easat-5436	136	32	features	feature	NOUN
easat-5436	136	33	.	.	PUNCT
easat-5436	137	1	while	while	SCONJ
easat-5436	137	2	increasing	increase	VERB
easat-5436	137	3	accuracy	accuracy	NOUN
easat-5436	137	4	and	and	CCONJ
easat-5436	137	5	recognition	recognition	NOUN
easat-5436	137	6	speed	speed	NOUN
easat-5436	137	7	,	,	PUNCT
easat-5436	137	8	having	have	VERB
easat-5436	137	9	a	a	DET
easat-5436	137	10	vast	vast	ADJ
easat-5436	137	11	database	database	NOUN
easat-5436	137	12	and	and	CCONJ
easat-5436	137	13	long	long	ADJ
easat-5436	137	14	training	training	NOUN
easat-5436	137	15	times	time	NOUN
easat-5436	137	16	is	be	AUX
easat-5436	137	17	necessary	necessary	ADJ
easat-5436	137	18	.	.	PUNCT
easat-5436	138	1	time	time	NOUN
easat-5436	138	2	and	and	CCONJ
easat-5436	138	3	the	the	DET
easat-5436	138	4	availability	availability	NOUN
easat-5436	138	5	of	of	ADP
easat-5436	138	6	an	an	DET
easat-5436	138	7	extensive	extensive	ADJ
easat-5436	138	8	library	library	NOUN
easat-5436	138	9	of	of	ADP
easat-5436	138	10	samples	sample	NOUN
easat-5436	138	11	are	be	AUX
easat-5436	138	12	adversative	adversative	ADJ
easat-5436	138	13	factors	factor	NOUN
easat-5436	138	14	that	that	PRON
easat-5436	138	15	deep	deep	ADJ
easat-5436	138	16	learning	learning	NOUN
easat-5436	138	17	learns	learn	VERB
easat-5436	138	18	to	to	ADP
easat-5436	138	19	defeat	defeat	NOUN
easat-5436	138	20	.	.	PUNCT
easat-5436	139	1	however	however	ADV
easat-5436	139	2	,	,	PUNCT
easat-5436	139	3	it	it	PRON
easat-5436	139	4	is	be	AUX
easat-5436	139	5	also	also	ADV
easat-5436	139	6	clear	clear	ADJ
easat-5436	139	7	that	that	SCONJ
easat-5436	139	8	deep	deep	ADJ
easat-5436	139	9	learning	learning	NOUN
easat-5436	139	10	still	still	ADV
easat-5436	139	11	has	have	VERB
easat-5436	139	12	a	a	DET
easat-5436	139	13	long	long	ADJ
easat-5436	139	14	way	way	NOUN
easat-5436	139	15	to	to	PART
easat-5436	139	16	go	go	VERB
easat-5436	139	17	in	in	ADV
easat-5436	139	18	identifying	identify	VERB
easat-5436	139	19	tiny	tiny	ADJ
easat-5436	139	20	data	datum	NOUN
easat-5436	139	21	sets	set	NOUN
easat-5436	139	22	,	,	PUNCT
easat-5436	139	23	including	include	VERB
easat-5436	139	24	those	those	PRON
easat-5436	139	25	used	use	VERB
easat-5436	139	26	in	in	ADP
easat-5436	139	27	pathological	pathological	ADJ
easat-5436	139	28	research	research	NOUN
easat-5436	139	29	or	or	CCONJ
easat-5436	139	30	intricate	intricate	ADJ
easat-5436	139	31	images	image	NOUN
easat-5436	139	32	.	.	PUNCT
easat-5436	140	1	this	this	DET
easat-5436	140	2	limitation	limitation	NOUN
easat-5436	140	3	results	result	VERB
easat-5436	140	4	from	from	ADP
easat-5436	140	5	the	the	DET
easat-5436	140	6	lack	lack	NOUN
easat-5436	140	7	of	of	ADP
easat-5436	140	8	an	an	DET
easat-5436	140	9	adequate	adequate	ADJ
easat-5436	140	10	number	number	NOUN
easat-5436	140	11	of	of	ADP
easat-5436	140	12	sample	sample	NOUN
easat-5436	140	13	libraries	library	NOUN
easat-5436	140	14	,	,	PUNCT
easat-5436	140	15	which	which	PRON
easat-5436	140	16	may	may	AUX
easat-5436	140	17	well	well	ADV
easat-5436	140	18	slow	slow	VERB
easat-5436	140	19	down	down	ADP
easat-5436	140	20	the	the	DET
easat-5436	140	21	study	study	NOUN
easat-5436	140	22	of	of	ADP
easat-5436	140	23	organ	organ	NOUN
easat-5436	140	24	shape	shape	NOUN
easat-5436	140	25	and	and	CCONJ
easat-5436	140	26	volume	volume	NOUN
easat-5436	140	27	.	.	PUNCT
easat-5436	141	1	for	for	ADP
easat-5436	141	2	instance	instance	NOUN
easat-5436	141	3	,	,	PUNCT
easat-5436	141	4	in	in	ADP
easat-5436	141	5	medical	medical	ADJ
easat-5436	141	6	image	image	NOUN
easat-5436	141	7	analysis	analysis	NOUN
easat-5436	141	8	,	,	PUNCT
easat-5436	141	9	deep	deep	ADJ
easat-5436	141	10	learning	learning	NOUN
easat-5436	141	11	algorithms	algorithm	NOUN
easat-5436	141	12	have	have	VERB
easat-5436	141	13	yet	yet	ADV
easat-5436	141	14	to	to	PART
easat-5436	141	15	find	find	VERB
easat-5436	141	16	ways	way	NOUN
easat-5436	141	17	of	of	ADP
easat-5436	141	18	analyzing	analyze	VERB
easat-5436	141	19	organs	organ	NOUN
easat-5436	141	20	as	as	ADP
easat-5436	141	21	a	a	DET
easat-5436	141	22	straightforward	straightforward	ADJ
easat-5436	141	23	task	task	NOUN
easat-5436	141	24	because	because	SCONJ
easat-5436	141	25	the	the	DET
easat-5436	141	26	organs	organ	NOUN
easat-5436	141	27	have	have	AUX
easat-5436	141	28	limited	limit	VERB
easat-5436	141	29	sample	sample	NOUN
easat-5436	141	30	data	datum	NOUN
easat-5436	141	31	,	,	PUNCT
easat-5436	141	32	and	and	CCONJ
easat-5436	141	33	analyzing	analyze	VERB
easat-5436	141	34	the	the	DET
easat-5436	141	35	organs	organ	NOUN
easat-5436	141	36	'	'	PART
easat-5436	141	37	shape	shape	NOUN
easat-5436	141	38	and	and	CCONJ
easat-5436	141	39	volume	volume	NOUN
easat-5436	141	40	is	be	AUX
easat-5436	141	41	not	not	PART
easat-5436	141	42	easy	easy	ADJ
easat-5436	141	43	[	[	X
easat-5436	141	44	8	8	NUM
easat-5436	141	45	]	]	PUNCT
easat-5436	141	46	.	.	PUNCT
easat-5436	142	1	figure	figure	NOUN
easat-5436	142	2	2	2	NUM
easat-5436	142	3	.	.	PUNCT
easat-5436	142	4	fcn	fcn	NOUN
easat-5436	142	5	module	module	NOUN
easat-5436	142	6	.	.	PUNCT
easat-5436	143	1	it	it	PRON
easat-5436	143	2	means	mean	VERB
easat-5436	143	3	that	that	SCONJ
easat-5436	143	4	learning	learning	NOUN
easat-5436	143	5	methods	method	NOUN
easat-5436	143	6	have	have	VERB
easat-5436	143	7	to	to	PART
easat-5436	143	8	be	be	AUX
easat-5436	143	9	enhanced	enhance	VERB
easat-5436	143	10	in	in	ADP
easat-5436	143	11	order	order	NOUN
easat-5436	143	12	to	to	PART
easat-5436	143	13	tackle	tackle	VERB
easat-5436	143	14	such	such	ADJ
easat-5436	143	15	problems	problem	NOUN
easat-5436	143	16	.	.	PUNCT
easat-5436	144	1	for	for	ADP
easat-5436	144	2	example	example	NOUN
easat-5436	144	3	,	,	PUNCT
easat-5436	144	4	although	although	SCONJ
easat-5436	144	5	cnns	cnn	NOUN
easat-5436	144	6	are	be	AUX
easat-5436	144	7	useful	useful	ADJ
easat-5436	144	8	in	in	ADP
easat-5436	144	9	detecting	detect	VERB
easat-5436	144	10	lesions	lesion	NOUN
easat-5436	144	11	,	,	PUNCT
easat-5436	144	12	accurately	accurately	ADV
easat-5436	144	13	segmenting	segment	VERB
easat-5436	144	14	them	they	PRON
easat-5436	144	15	from	from	ADP
easat-5436	144	16	the	the	DET
easat-5436	144	17	images	image	NOUN
easat-5436	144	18	and	and	CCONJ
easat-5436	144	19	distinguishing	distinguish	VERB
easat-5436	144	20	between	between	ADP
easat-5436	144	21	the	the	DET
easat-5436	144	22	lesion	lesion	NOUN
easat-5436	144	23	and	and	CCONJ
easat-5436	144	24	the	the	DET
easat-5436	144	25	healthy	healthy	ADJ
easat-5436	144	26	part	part	NOUN
easat-5436	144	27	of	of	ADP
easat-5436	144	28	the	the	DET
easat-5436	144	29	organ	organ	NOUN
easat-5436	144	30	is	be	AUX
easat-5436	144	31	challenging	challenging	ADJ
easat-5436	144	32	.	.	PUNCT
easat-5436	145	1	the	the	DET
easat-5436	145	2	second	second	ADJ
easat-5436	145	3	type	type	NOUN
easat-5436	145	4	,	,	PUNCT
easat-5436	145	5	the	the	DET
easat-5436	145	6	fully	fully	ADV
easat-5436	145	7	convolutional	convolutional	ADJ
easat-5436	145	8	network	network	NOUN
easat-5436	145	9	(	(	PUNCT
easat-5436	145	10	fcnas	fcna	NOUN
easat-5436	145	11	shown	show	VERB
easat-5436	145	12	in	in	ADP
easat-5436	145	13	figure	figure	NOUN
easat-5436	145	14	2	2	NUM
easat-5436	145	15	)	)	PUNCT
easat-5436	145	16	,	,	PUNCT
easat-5436	145	17	can	can	AUX
easat-5436	145	18	make	make	VERB
easat-5436	145	19	pixel	pixel	ADJ
easat-5436	145	20	-	-	PUNCT
easat-5436	145	21	level	level	NOUN
easat-5436	145	22	classification	classification	NOUN
easat-5436	145	23	and	and	CCONJ
easat-5436	145	24	prediction	prediction	NOUN
easat-5436	145	25	for	for	ADP
easat-5436	145	26	images	image	NOUN
easat-5436	145	27	that	that	PRON
easat-5436	145	28	make	make	VERB
easat-5436	145	29	segmentation	segmentation	NOUN
easat-5436	145	30	possible	possible	ADJ
easat-5436	145	31	.	.	PUNCT
easat-5436	146	1	however	however	ADV
easat-5436	146	2	,	,	PUNCT
easat-5436	146	3	fcns	fcns	PROPN
easat-5436	146	4	may	may	AUX
easat-5436	146	5	not	not	PART
easat-5436	146	6	be	be	AUX
easat-5436	146	7	very	very	ADV
easat-5436	146	8	efficient	efficient	ADJ
easat-5436	146	9	when	when	SCONJ
easat-5436	146	10	handling	handle	VERB
easat-5436	146	11	organs	organ	NOUN
easat-5436	146	12	that	that	PRON
easat-5436	146	13	may	may	AUX
easat-5436	146	14	experience	experience	VERB
easat-5436	146	15	lesions	lesion	NOUN
easat-5436	146	16	that	that	PRON
easat-5436	146	17	bring	bring	VERB
easat-5436	146	18	a	a	DET
easat-5436	146	19	change	change	NOUN
easat-5436	146	20	in	in	ADP
easat-5436	146	21	size	size	NOUN
easat-5436	146	22	.	.	PUNCT
easat-5436	147	1	any	any	DET
easat-5436	147	2	time	time	NOUN
easat-5436	147	3	there	there	PRON
easat-5436	147	4	is	be	VERB
easat-5436	147	5	a	a	DET
easat-5436	147	6	shortage	shortage	NOUN
easat-5436	147	7	of	of	ADP
easat-5436	147	8	information	information	NOUN
easat-5436	147	9	,	,	PUNCT
easat-5436	147	10	a	a	DET
easat-5436	147	11	problem	problem	NOUN
easat-5436	147	12	of	of	ADP
easat-5436	147	13	over	over	ADP
easat-5436	147	14	-	-	PUNCT
easat-5436	147	15	training	training	NOUN
easat-5436	147	16	occurs	occur	NOUN
easat-5436	147	17	,	,	PUNCT
easat-5436	147	18	leading	lead	VERB
easat-5436	147	19	to	to	ADP
easat-5436	147	20	high	high	ADJ
easat-5436	147	21	levels	level	NOUN
easat-5436	147	22	of	of	ADP
easat-5436	147	23	non	non	NOUN
easat-5436	147	24	-	-	NOUN
easat-5436	147	25	convergences	convergence	NOUN
easat-5436	147	26	.	.	PUNCT
easat-5436	148	1	another	another	DET
easat-5436	148	2	solution	solution	NOUN
easat-5436	148	3	has	have	AUX
easat-5436	148	4	been	be	AUX
easat-5436	148	5	suggested	suggest	VERB
easat-5436	148	6	in	in	ADP
easat-5436	148	7	generative	generative	ADJ
easat-5436	148	8	adversarial	adversarial	ADJ
easat-5436	148	9	networks	network	NOUN
easat-5436	148	10	(	(	PUNCT
easat-5436	148	11	gans	gan	NOUN
easat-5436	148	12	)	)	PUNCT
easat-5436	148	13	,	,	PUNCT
easat-5436	148	14	wherein	wherein	SCONJ
easat-5436	148	15	simulated	simulate	VERB
easat-5436	148	16	images	image	NOUN
easat-5436	148	17	should	should	AUX
easat-5436	148	18	be	be	AUX
easat-5436	148	19	used	use	VERB
easat-5436	148	20	to	to	PART
easat-5436	148	21	complete	complete	VERB
easat-5436	148	22	the	the	DET
easat-5436	148	23	training	training	NOUN
easat-5436	148	24	data	datum	NOUN
easat-5436	148	25	set	set	VERB
easat-5436	148	26	.	.	PUNCT
easat-5436	149	1	however	however	ADV
easat-5436	149	2	,	,	PUNCT
easat-5436	149	3	this	this	PRON
easat-5436	149	4	is	be	AUX
easat-5436	149	5	not	not	PART
easat-5436	149	6	quite	quite	ADV
easat-5436	149	7	simple	simple	ADJ
easat-5436	149	8	and	and	CCONJ
easat-5436	149	9	has	have	VERB
easat-5436	149	10	yet	yet	ADV
easat-5436	149	11	to	to	PART
easat-5436	149	12	be	be	AUX
easat-5436	149	13	very	very	ADV
easat-5436	149	14	effective	effective	ADJ
easat-5436	149	15	in	in	ADP
easat-5436	149	16	practice	practice	NOUN
easat-5436	149	17	,	,	PUNCT
easat-5436	149	18	even	even	ADV
easat-5436	149	19	though	though	SCONJ
easat-5436	149	20	it	it	PRON
easat-5436	149	21	is	be	AUX
easat-5436	149	22	still	still	ADV
easat-5436	149	23	under	under	ADP
easat-5436	149	24	development	development	NOUN
easat-5436	149	25	.	.	PUNCT
easat-5436	150	1	the	the	DET
easat-5436	150	2	other	other	ADJ
easat-5436	150	3	major	major	ADJ
easat-5436	150	4	issue	issue	NOUN
easat-5436	150	5	we	we	PRON
easat-5436	150	6	observe	observe	VERB
easat-5436	150	7	deep	deep	ADJ
easat-5436	150	8	learning	learning	NOUN
easat-5436	150	9	models	model	NOUN
easat-5436	150	10	as	as	ADP
easat-5436	150	11	having	have	VERB
easat-5436	150	12	is	be	AUX
easat-5436	150	13	computational	computational	ADJ
easat-5436	150	14	complexity	complexity	NOUN
easat-5436	150	15	.	.	PUNCT
easat-5436	151	1	deep	deep	ADJ
easat-5436	151	2	learning	learning	NOUN
easat-5436	151	3	is	be	AUX
easat-5436	151	4	established	establish	VERB
easat-5436	151	5	to	to	PART
easat-5436	151	6	demand	demand	VERB
easat-5436	151	7	many	many	ADJ
easat-5436	151	8	layers	layer	NOUN
easat-5436	151	9	,	,	PUNCT
easat-5436	151	10	exemplars	exemplar	NOUN
easat-5436	151	11	,	,	PUNCT
easat-5436	151	12	and	and	CCONJ
easat-5436	151	13	gigantic	gigantic	ADJ
easat-5436	151	14	databanks	databank	NOUN
easat-5436	151	15	compared	compare	VERB
easat-5436	151	16	with	with	ADP
easat-5436	151	17	previous	previous	ADJ
easat-5436	151	18	algorithms	algorithm	NOUN
easat-5436	151	19	,	,	PUNCT
easat-5436	151	20	which	which	PRON
easat-5436	151	21	leads	lead	VERB
easat-5436	151	22	to	to	ADP
easat-5436	151	23	an	an	DET
easat-5436	151	24	extended	extended	ADJ
easat-5436	151	25	training	training	NOUN
easat-5436	151	26	period	period	NOUN
easat-5436	151	27	and	and	CCONJ
easat-5436	151	28	more	more	ADJ
easat-5436	151	29	server	server	NOUN
easat-5436	151	30	costs	cost	NOUN
easat-5436	151	31	.	.	PUNCT
easat-5436	152	1	nevertheless	nevertheless	ADV
easat-5436	152	2	,	,	PUNCT
easat-5436	152	3	1126	1126	NUM
easat-5436	152	4	edelweiss	edelweiss	PROPN
easat-5436	152	5	applied	apply	VERB
easat-5436	152	6	science	science	NOUN
easat-5436	152	7	and	and	CCONJ
easat-5436	152	8	technology	technology	NOUN
easat-5436	152	9	issn	issn	PROPN
easat-5436	152	10	:	:	PUNCT
easat-5436	152	11	2576	2576	NUM
easat-5436	152	12	-	-	SYM
easat-5436	152	13	8484	8484	NUM
easat-5436	152	14	vol	vol	NOUN
easat-5436	152	15	.	.	PROPN
easat-5436	153	1	9	9	NUM
easat-5436	153	2	,	,	PUNCT
easat-5436	153	3	no	no	INTJ
easat-5436	153	4	.	.	NOUN
easat-5436	154	1	3	3	NUM
easat-5436	154	2	:	:	SYM
easat-5436	154	3	1121	1121	NUM
easat-5436	154	4	-	-	SYM
easat-5436	154	5	1127	1127	NUM
easat-5436	154	6	,	,	PUNCT
easat-5436	154	7	2025	2025	NUM
easat-5436	154	8	doi	doi	NOUN
easat-5436	154	9	:	:	PUNCT
easat-5436	154	10	10.55214/25768484.v9i3.5436	10.55214/25768484.v9i3.5436	NUM
easat-5436	154	11	©	©	PROPN
easat-5436	154	12	2025	2025	NUM
easat-5436	154	13	by	by	ADP
easat-5436	154	14	the	the	DET
easat-5436	154	15	author	author	NOUN
easat-5436	154	16	;	;	PUNCT
easat-5436	154	17	licensee	licensee	PROPN
easat-5436	154	18	learning	learning	NOUN
easat-5436	154	19	gate	gate	NOUN
easat-5436	154	20	even	even	ADV
easat-5436	154	21	with	with	ADP
easat-5436	154	22	these	these	DET
easat-5436	154	23	challenges	challenge	NOUN
easat-5436	154	24	,	,	PUNCT
easat-5436	154	25	deep	deep	ADJ
easat-5436	154	26	learning	learning	NOUN
easat-5436	154	27	provides	provide	VERB
easat-5436	154	28	a	a	DET
easat-5436	154	29	significant	significant	ADJ
easat-5436	154	30	advantage	advantage	NOUN
easat-5436	154	31	in	in	ADP
easat-5436	154	32	improving	improve	VERB
easat-5436	154	33	the	the	DET
easat-5436	154	34	abilities	ability	NOUN
easat-5436	154	35	of	of	ADP
easat-5436	154	36	machines	machine	NOUN
easat-5436	154	37	to	to	PART
easat-5436	154	38	perform	perform	VERB
easat-5436	154	39	tasks	task	NOUN
easat-5436	154	40	that	that	PRON
easat-5436	154	41	can	can	AUX
easat-5436	154	42	be	be	AUX
easat-5436	154	43	presented	present	VERB
easat-5436	154	44	to	to	ADP
easat-5436	154	45	them	they	PRON
easat-5436	154	46	in	in	ADP
easat-5436	154	47	large	large	ADJ
easat-5436	154	48	numbers	number	NOUN
easat-5436	154	49	of	of	ADP
easat-5436	154	50	samples	sample	NOUN
easat-5436	154	51	.	.	PUNCT
easat-5436	155	1	scientists	scientist	NOUN
easat-5436	155	2	have	have	AUX
easat-5436	155	3	proposed	propose	VERB
easat-5436	155	4	various	various	ADJ
easat-5436	155	5	approaches	approach	NOUN
easat-5436	155	6	to	to	PART
easat-5436	155	7	bridge	bridge	VERB
easat-5436	155	8	the	the	DET
easat-5436	155	9	gap	gap	NOUN
easat-5436	155	10	between	between	ADP
easat-5436	155	11	ai	ai	PROPN
easat-5436	155	12	and	and	CCONJ
easat-5436	155	13	human	human	ADJ
easat-5436	155	14	intelligence	intelligence	NOUN
easat-5436	155	15	.	.	PUNCT
easat-5436	156	1	one	one	NUM
easat-5436	156	2	promising	promise	VERB
easat-5436	156	3	avenue	avenue	NOUN
easat-5436	156	4	is	be	AUX
easat-5436	156	5	the	the	DET
easat-5436	156	6	combination	combination	NOUN
easat-5436	156	7	of	of	ADP
easat-5436	156	8	traditional	traditional	ADJ
easat-5436	156	9	neural	neural	ADJ
easat-5436	156	10	networks	network	NOUN
easat-5436	156	11	with	with	ADP
easat-5436	156	12	traditional	traditional	ADJ
easat-5436	156	13	symbolic	symbolic	ADJ
easat-5436	156	14	systems	system	NOUN
easat-5436	156	15	of	of	ADP
easat-5436	156	16	artificial	artificial	ADJ
easat-5436	156	17	intelligence	intelligence	NOUN
easat-5436	156	18	.	.	PUNCT
easat-5436	157	1	symbolic	symbolic	ADJ
easat-5436	157	2	operations	operation	NOUN
easat-5436	157	3	play	play	VERB
easat-5436	157	4	a	a	DET
easat-5436	157	5	crucial	crucial	ADJ
easat-5436	157	6	role	role	NOUN
easat-5436	157	7	in	in	ADP
easat-5436	157	8	human	human	ADJ
easat-5436	157	9	rational	rational	ADJ
easat-5436	157	10	thinking	thinking	NOUN
easat-5436	157	11	but	but	CCONJ
easat-5436	157	12	pose	pose	VERB
easat-5436	157	13	significant	significant	ADJ
easat-5436	157	14	challenges	challenge	NOUN
easat-5436	157	15	for	for	ADP
easat-5436	157	16	current	current	ADJ
easat-5436	157	17	ai	ai	PROPN
easat-5436	157	18	systems	system	NOUN
easat-5436	157	19	.	.	PUNCT
easat-5436	158	1	leading	lead	VERB
easat-5436	158	2	researchers	researcher	NOUN
easat-5436	158	3	believe	believe	VERB
easat-5436	158	4	that	that	SCONJ
easat-5436	158	5	advancements	advancement	NOUN
easat-5436	158	6	in	in	ADP
easat-5436	158	7	neural	neural	ADJ
easat-5436	158	8	network	network	NOUN
easat-5436	158	9	architecture	architecture	NOUN
easat-5436	158	10	can	can	AUX
easat-5436	158	11	potentially	potentially	ADV
easat-5436	158	12	enhance	enhance	VERB
easat-5436	158	13	human	human	ADJ
easat-5436	158	14	-	-	PUNCT
easat-5436	158	15	like	like	ADJ
easat-5436	158	16	capabilities	capability	NOUN
easat-5436	158	17	,	,	PUNCT
easat-5436	158	18	including	include	VERB
easat-5436	158	19	symbolic	symbolic	ADJ
easat-5436	158	20	manipulation	manipulation	NOUN
easat-5436	158	21	,	,	PUNCT
easat-5436	158	22	reasoning	reasoning	NOUN
easat-5436	158	23	,	,	PUNCT
easat-5436	158	24	causal	causal	ADJ
easat-5436	158	25	reasoning	reasoning	NOUN
easat-5436	158	26	,	,	PUNCT
easat-5436	158	27	and	and	CCONJ
easat-5436	158	28	general	general	ADJ
easat-5436	158	29	knowledge	knowledge	NOUN
easat-5436	158	30	.	.	PUNCT
easat-5436	159	1	neural	neural	ADJ
easat-5436	159	2	networks	network	NOUN
easat-5436	159	3	inherently	inherently	ADV
easat-5436	159	4	define	define	VERB
easat-5436	159	5	a	a	DET
easat-5436	159	6	frame	frame	NOUN
easat-5436	159	7	of	of	ADP
easat-5436	159	8	reference	reference	NOUN
easat-5436	159	9	for	for	ADP
easat-5436	159	10	objects	object	NOUN
easat-5436	159	11	and	and	CCONJ
easat-5436	159	12	components	component	NOUN
easat-5436	159	13	,	,	PUNCT
easat-5436	159	14	identifying	identify	VERB
easat-5436	159	15	them	they	PRON
easat-5436	159	16	based	base	VERB
easat-5436	159	17	on	on	ADP
easat-5436	159	18	their	their	PRON
easat-5436	159	19	geometric	geometric	ADJ
easat-5436	159	20	relationships	relationship	NOUN
easat-5436	159	21	.	.	PUNCT
easat-5436	160	1	capsule	capsule	NOUN
easat-5436	160	2	networks	network	NOUN
easat-5436	160	3	,	,	PUNCT
easat-5436	160	4	a	a	DET
easat-5436	160	5	type	type	NOUN
easat-5436	160	6	of	of	ADP
easat-5436	160	7	neural	neural	ADJ
easat-5436	160	8	network	network	NOUN
easat-5436	160	9	architecture	architecture	NOUN
easat-5436	160	10	,	,	PUNCT
easat-5436	160	11	leverage	leverage	NOUN
easat-5436	160	12	spatial	spatial	ADJ
easat-5436	160	13	relationships	relationship	NOUN
easat-5436	160	14	to	to	PART
easat-5436	160	15	enhance	enhance	VERB
easat-5436	160	16	object	object	NOUN
easat-5436	160	17	recognition	recognition	NOUN
easat-5436	160	18	and	and	CCONJ
easat-5436	160	19	understanding	understanding	NOUN
easat-5436	160	20	.	.	PUNCT
easat-5436	161	1	unlike	unlike	ADP
easat-5436	161	2	traditional	traditional	ADJ
easat-5436	161	3	neural	neural	ADJ
easat-5436	161	4	networks	network	NOUN
easat-5436	161	5	,	,	PUNCT
easat-5436	161	6	capsule	capsule	NOUN
easat-5436	161	7	networks	network	NOUN
easat-5436	161	8	can	can	AUX
easat-5436	161	9	recognize	recognize	VERB
easat-5436	161	10	objects	object	NOUN
easat-5436	161	11	'	'	PART
easat-5436	161	12	physical	physical	ADJ
easat-5436	161	13	properties	property	NOUN
easat-5436	161	14	and	and	CCONJ
easat-5436	161	15	hierarchical	hierarchical	ADJ
easat-5436	161	16	relationships	relationship	NOUN
easat-5436	161	17	,	,	PUNCT
easat-5436	161	18	allowing	allow	VERB
easat-5436	161	19	them	they	PRON
easat-5436	161	20	to	to	PART
easat-5436	161	21	grasp	grasp	VERB
easat-5436	161	22	the	the	DET
easat-5436	161	23	threedimensional	threedimensional	ADJ
easat-5436	161	24	world	world	NOUN
easat-5436	161	25	like	like	ADP
easat-5436	161	26	human	human	ADJ
easat-5436	161	27	and	and	CCONJ
easat-5436	161	28	animal	animal	NOUN
easat-5436	161	29	intuition	intuition	NOUN
easat-5436	161	30	.	.	PUNCT
easat-5436	162	1	while	while	SCONJ
easat-5436	162	2	deep	deep	ADJ
easat-5436	162	3	learning	learning	NOUN
easat-5436	162	4	research	research	NOUN
easat-5436	162	5	is	be	AUX
easat-5436	162	6	still	still	ADV
easat-5436	162	7	in	in	ADP
easat-5436	162	8	its	its	PRON
easat-5436	162	9	early	early	ADJ
easat-5436	162	10	stages	stage	NOUN
easat-5436	162	11	,	,	PUNCT
easat-5436	162	12	the	the	DET
easat-5436	162	13	potential	potential	ADJ
easat-5436	162	14	benefits	benefit	NOUN
easat-5436	162	15	and	and	CCONJ
easat-5436	162	16	future	future	ADJ
easat-5436	162	17	directions	direction	NOUN
easat-5436	162	18	are	be	AUX
easat-5436	162	19	promising	promise	VERB
easat-5436	162	20	.	.	PUNCT
easat-5436	163	1	although	although	SCONJ
easat-5436	163	2	the	the	DET
easat-5436	163	3	current	current	ADJ
easat-5436	163	4	path	path	NOUN
easat-5436	163	5	may	may	AUX
easat-5436	163	6	be	be	AUX
easat-5436	163	7	partially	partially	ADV
easat-5436	163	8	transparent	transparent	ADJ
easat-5436	163	9	,	,	PUNCT
easat-5436	163	10	the	the	DET
easat-5436	163	11	advancements	advancement	NOUN
easat-5436	163	12	made	make	VERB
easat-5436	163	13	so	so	ADV
easat-5436	163	14	far	far	ADV
easat-5436	163	15	have	have	VERB
easat-5436	163	16	the	the	DET
easat-5436	163	17	potential	potential	NOUN
easat-5436	163	18	to	to	PART
easat-5436	163	19	impact	impact	VERB
easat-5436	163	20	various	various	ADJ
easat-5436	163	21	fields	field	NOUN
easat-5436	163	22	significantly	significantly	ADV
easat-5436	163	23	.	.	PUNCT
easat-5436	164	1	5	5	X
easat-5436	164	2	.	.	X
easat-5436	164	3	conclusion	conclusion	NOUN
easat-5436	164	4	building	build	VERB
easat-5436	164	5	upon	upon	SCONJ
easat-5436	164	6	the	the	DET
easat-5436	164	7	foundation	foundation	NOUN
easat-5436	164	8	of	of	ADP
easat-5436	164	9	early	early	ADJ
easat-5436	164	10	neural	neural	ADJ
easat-5436	164	11	network	network	NOUN
easat-5436	164	12	learning	learning	NOUN
easat-5436	164	13	,	,	PUNCT
easat-5436	164	14	deep	deep	ADJ
easat-5436	164	15	learning	learning	NOUN
easat-5436	164	16	is	be	AUX
easat-5436	164	17	inspired	inspire	VERB
easat-5436	164	18	by	by	ADP
easat-5436	164	19	the	the	DET
easat-5436	164	20	structure	structure	NOUN
easat-5436	164	21	of	of	ADP
easat-5436	164	22	the	the	DET
easat-5436	164	23	human	human	ADJ
easat-5436	164	24	brain	brain	NOUN
easat-5436	164	25	.	.	PUNCT
easat-5436	165	1	it	it	PRON
easat-5436	165	2	incorporates	incorporate	VERB
easat-5436	165	3	specific	specific	ADJ
easat-5436	165	4	learning	learning	NOUN
easat-5436	165	5	algorithms	algorithm	NOUN
easat-5436	165	6	to	to	PART
easat-5436	165	7	emulate	emulate	VERB
easat-5436	165	8	human	human	ADJ
easat-5436	165	9	-	-	PUNCT
easat-5436	165	10	like	like	ADJ
easat-5436	165	11	computational	computational	ADJ
easat-5436	165	12	processes	process	NOUN
easat-5436	165	13	.	.	PUNCT
easat-5436	166	1	biological	biological	ADJ
easat-5436	166	2	neurons	neuron	NOUN
easat-5436	166	3	drive	drive	VERB
easat-5436	166	4	the	the	DET
easat-5436	166	5	evolution	evolution	NOUN
easat-5436	166	6	of	of	ADP
easat-5436	166	7	machine	machine	NOUN
easat-5436	166	8	learning	learn	VERB
easat-5436	166	9	from	from	ADP
easat-5436	166	10	simple	simple	ADJ
easat-5436	166	11	twolayer	twolayer	NOUN
easat-5436	166	12	structures	structure	NOUN
easat-5436	166	13	to	to	ADP
easat-5436	166	14	multi	multi	ADJ
easat-5436	166	15	-	-	ADJ
easat-5436	166	16	layer	layer	ADJ
easat-5436	166	17	structures	structure	NOUN
easat-5436	166	18	and	and	CCONJ
easat-5436	166	19	address	address	VERB
easat-5436	166	20	the	the	DET
easat-5436	166	21	shortcomings	shortcoming	NOUN
easat-5436	166	22	of	of	ADP
easat-5436	166	23	existing	exist	VERB
easat-5436	166	24	machine	machine	NOUN
easat-5436	166	25	learning	learning	NOUN
easat-5436	166	26	architectures	architecture	NOUN
easat-5436	166	27	.	.	PUNCT
easat-5436	167	1	the	the	DET
easat-5436	167	2	human	human	ADJ
easat-5436	167	3	brain	brain	NOUN
easat-5436	167	4	exhibits	exhibit	VERB
easat-5436	167	5	a	a	DET
easat-5436	167	6	deep	deep	ADJ
easat-5436	167	7	architectural	architectural	ADJ
easat-5436	167	8	structure	structure	NOUN
easat-5436	167	9	.	.	PUNCT
easat-5436	168	1	the	the	DET
easat-5436	168	2	neural	neural	ADJ
easat-5436	168	3	system	system	NOUN
easat-5436	168	4	is	be	AUX
easat-5436	168	5	a	a	DET
easat-5436	168	6	vast	vast	ADJ
easat-5436	168	7	network	network	NOUN
easat-5436	168	8	of	of	ADP
easat-5436	168	9	countless	countless	ADJ
easat-5436	168	10	neurons	neuron	NOUN
easat-5436	168	11	responsible	responsible	ADJ
easat-5436	168	12	for	for	ADP
easat-5436	168	13	specific	specific	ADJ
easat-5436	168	14	physiological	physiological	ADJ
easat-5436	168	15	functions	function	NOUN
easat-5436	168	16	.	.	PUNCT
easat-5436	169	1	for	for	ADP
easat-5436	169	2	instance	instance	NOUN
easat-5436	169	3	,	,	PUNCT
easat-5436	169	4	visual	visual	ADJ
easat-5436	169	5	information	information	NOUN
easat-5436	169	6	travels	travel	VERB
easat-5436	169	7	from	from	ADP
easat-5436	169	8	the	the	DET
easat-5436	169	9	retina	retina	NOUN
easat-5436	169	10	to	to	ADP
easat-5436	169	11	the	the	DET
easat-5436	169	12	brain	brain	NOUN
easat-5436	169	13	's	's	PART
easat-5436	169	14	visual	visual	ADJ
easat-5436	169	15	processing	processing	NOUN
easat-5436	169	16	area	area	NOUN
easat-5436	169	17	through	through	ADP
easat-5436	169	18	numerous	numerous	ADJ
easat-5436	169	19	layers	layer	NOUN
easat-5436	169	20	of	of	ADP
easat-5436	169	21	neurons	neuron	NOUN
easat-5436	169	22	,	,	PUNCT
easat-5436	169	23	undergoing	undergo	VERB
easat-5436	169	24	complex	complex	ADJ
easat-5436	169	25	information	information	NOUN
easat-5436	169	26	processing	processing	NOUN
easat-5436	169	27	before	before	ADP
easat-5436	169	28	being	be	AUX
easat-5436	169	29	transmitted	transmit	VERB
easat-5436	169	30	back	back	ADV
easat-5436	169	31	to	to	ADP
easat-5436	169	32	muscle	muscle	NOUN
easat-5436	169	33	nerves	nerve	NOUN
easat-5436	169	34	or	or	CCONJ
easat-5436	169	35	the	the	DET
easat-5436	169	36	language	language	NOUN
easat-5436	169	37	area	area	NOUN
easat-5436	169	38	.	.	PUNCT
easat-5436	170	1	this	this	DET
easat-5436	170	2	process	process	NOUN
easat-5436	170	3	occurs	occur	VERB
easat-5436	170	4	instantaneously	instantaneously	ADV
easat-5436	170	5	in	in	ADP
easat-5436	170	6	the	the	DET
easat-5436	170	7	biological	biological	ADJ
easat-5436	170	8	neural	neural	ADJ
easat-5436	170	9	system	system	NOUN
easat-5436	170	10	.	.	PUNCT
easat-5436	171	1	however	however	ADV
easat-5436	171	2	,	,	PUNCT
easat-5436	171	3	the	the	DET
easat-5436	171	4	development	development	NOUN
easat-5436	171	5	of	of	ADP
easat-5436	171	6	this	this	DET
easat-5436	171	7	system	system	NOUN
easat-5436	171	8	is	be	AUX
easat-5436	171	9	a	a	DET
easat-5436	171	10	lifelong	lifelong	ADJ
easat-5436	171	11	process	process	NOUN
easat-5436	171	12	,	,	PUNCT
easat-5436	171	13	starting	start	VERB
easat-5436	171	14	from	from	ADP
easat-5436	171	15	birth	birth	NOUN
easat-5436	171	16	and	and	CCONJ
easat-5436	171	17	continuing	continue	VERB
easat-5436	171	18	into	into	ADP
easat-5436	171	19	adulthood	adulthood	NOUN
easat-5436	171	20	[	[	X
easat-5436	171	21	9	9	NUM
easat-5436	171	22	]	]	PUNCT
easat-5436	171	23	.	.	PUNCT
easat-5436	172	1	constructing	construct	VERB
easat-5436	172	2	simple	simple	ADJ
easat-5436	172	3	artificial	artificial	ADJ
easat-5436	172	4	neurons	neuron	NOUN
easat-5436	172	5	is	be	AUX
easat-5436	172	6	insufficient	insufficient	ADJ
easat-5436	172	7	;	;	PUNCT
easat-5436	172	8	more	more	ADJ
easat-5436	172	9	than	than	ADP
easat-5436	172	10	that	that	PRON
easat-5436	172	11	,	,	PUNCT
easat-5436	172	12	it	it	PRON
easat-5436	172	13	is	be	AUX
easat-5436	172	14	optional	optional	ADJ
easat-5436	172	15	to	to	PART
easat-5436	172	16	replicate	replicate	VERB
easat-5436	172	17	this	this	DET
easat-5436	172	18	complex	complex	ADJ
easat-5436	172	19	structure	structure	NOUN
easat-5436	172	20	.	.	PUNCT
easat-5436	173	1	large	large	ADJ
easat-5436	173	2	-	-	PUNCT
easat-5436	173	3	scale	scale	NOUN
easat-5436	173	4	neuron	neuron	NOUN
easat-5436	173	5	organization	organization	NOUN
easat-5436	173	6	,	,	PUNCT
easat-5436	173	7	connections	connection	NOUN
easat-5436	173	8	,	,	PUNCT
easat-5436	173	9	and	and	CCONJ
easat-5436	173	10	continuous	continuous	ADJ
easat-5436	173	11	training	training	NOUN
easat-5436	173	12	with	with	ADP
easat-5436	173	13	external	external	ADJ
easat-5436	173	14	information	information	NOUN
easat-5436	173	15	are	be	AUX
easat-5436	173	16	essential	essential	ADJ
easat-5436	173	17	.	.	PUNCT
easat-5436	174	1	therefore	therefore	ADV
easat-5436	174	2	,	,	PUNCT
easat-5436	174	3	deepening	deepen	VERB
easat-5436	174	4	the	the	DET
easat-5436	174	5	neural	neural	ADJ
easat-5436	174	6	network	network	NOUN
easat-5436	174	7	structure	structure	NOUN
easat-5436	174	8	is	be	AUX
easat-5436	174	9	crucial	crucial	ADJ
easat-5436	174	10	to	to	PART
easat-5436	174	11	mimic	mimic	VERB
easat-5436	174	12	the	the	DET
easat-5436	174	13	brain	brain	NOUN
easat-5436	174	14	's	's	PART
easat-5436	174	15	architecture	architecture	NOUN
easat-5436	174	16	.	.	PUNCT
easat-5436	175	1	as	as	ADP
easat-5436	175	2	a	a	DET
easat-5436	175	3	data	data	NOUN
easat-5436	175	4	analysis	analysis	NOUN
easat-5436	175	5	and	and	CCONJ
easat-5436	175	6	extraction	extraction	NOUN
easat-5436	175	7	algorithm	algorithm	NOUN
easat-5436	175	8	,	,	PUNCT
easat-5436	175	9	deep	deep	ADJ
easat-5436	175	10	learning	learning	NOUN
easat-5436	175	11	is	be	AUX
easat-5436	175	12	a	a	DET
easat-5436	175	13	natural	natural	ADJ
easat-5436	175	14	consequence	consequence	NOUN
easat-5436	175	15	of	of	ADP
easat-5436	175	16	data	datum	NOUN
easat-5436	175	17	distribution	distribution	NOUN
easat-5436	175	18	.	.	PUNCT
easat-5436	176	1	humans	human	NOUN
easat-5436	176	2	possess	possess	VERB
easat-5436	176	3	cognitive	cognitive	ADJ
easat-5436	176	4	abilities	ability	NOUN
easat-5436	176	5	that	that	PRON
easat-5436	176	6	enable	enable	VERB
easat-5436	176	7	them	they	PRON
easat-5436	176	8	to	to	PART
easat-5436	176	9	analyze	analyze	VERB
easat-5436	176	10	and	and	CCONJ
easat-5436	176	11	understand	understand	VERB
easat-5436	176	12	information	information	NOUN
easat-5436	176	13	.	.	PUNCT
easat-5436	177	1	however	however	ADV
easat-5436	177	2	,	,	PUNCT
easat-5436	177	3	the	the	DET
easat-5436	177	4	complexity	complexity	NOUN
easat-5436	177	5	of	of	ADP
easat-5436	177	6	data	datum	NOUN
easat-5436	177	7	often	often	ADV
easat-5436	177	8	necessitates	necessitate	VERB
easat-5436	177	9	the	the	DET
easat-5436	177	10	development	development	NOUN
easat-5436	177	11	of	of	ADP
easat-5436	177	12	deep	deep	ADJ
easat-5436	177	13	learning	learning	NOUN
easat-5436	177	14	networks	network	NOUN
easat-5436	177	15	to	to	PART
easat-5436	177	16	mimic	mimic	VERB
easat-5436	177	17	human	human	ADJ
easat-5436	177	18	cognitive	cognitive	ADJ
easat-5436	177	19	processes	process	NOUN
easat-5436	177	20	.	.	PUNCT
easat-5436	178	1	despite	despite	SCONJ
easat-5436	178	2	the	the	DET
easat-5436	178	3	challenges	challenge	NOUN
easat-5436	178	4	and	and	CCONJ
easat-5436	178	5	limitations	limitation	NOUN
easat-5436	178	6	faced	face	VERB
easat-5436	178	7	by	by	ADP
easat-5436	178	8	deep	deep	ADJ
easat-5436	178	9	learning	learning	NOUN
easat-5436	178	10	,	,	PUNCT
easat-5436	178	11	significant	significant	ADJ
easat-5436	178	12	advancements	advancement	NOUN
easat-5436	178	13	have	have	AUX
easat-5436	178	14	been	be	AUX
easat-5436	178	15	made	make	VERB
easat-5436	178	16	compared	compare	VERB
easat-5436	178	17	to	to	ADP
easat-5436	178	18	traditional	traditional	ADJ
easat-5436	178	19	algorithms	algorithm	NOUN
easat-5436	178	20	.	.	PUNCT
easat-5436	179	1	today	today	NOUN
easat-5436	179	2	,	,	PUNCT
easat-5436	179	3	the	the	DET
easat-5436	179	4	success	success	NOUN
easat-5436	179	5	of	of	ADP
easat-5436	179	6	deep	deep	ADJ
easat-5436	179	7	learning	learning	NOUN
easat-5436	179	8	has	have	AUX
easat-5436	179	9	begun	begin	VERB
easat-5436	179	10	to	to	PART
easat-5436	179	11	impact	impact	VERB
easat-5436	179	12	people	people	NOUN
easat-5436	179	13	's	's	PART
easat-5436	179	14	daily	daily	ADJ
easat-5436	179	15	lives	life	NOUN
easat-5436	179	16	.	.	PUNCT
easat-5436	180	1	many	many	ADJ
easat-5436	180	2	commercially	commercially	ADV
easat-5436	180	3	deployed	deploy	VERB
easat-5436	180	4	deep	deep	ADJ
easat-5436	180	5	learning	learning	NOUN
easat-5436	180	6	applications	application	NOUN
easat-5436	180	7	are	be	AUX
easat-5436	180	8	spearheaded	spearhead	VERB
easat-5436	180	9	by	by	ADP
easat-5436	180	10	large	large	ADJ
easat-5436	180	11	companies	company	NOUN
easat-5436	180	12	like	like	ADP
easat-5436	180	13	google	google	PROPN
easat-5436	180	14	,	,	PUNCT
easat-5436	180	15	microsoft	microsoft	PROPN
easat-5436	180	16	,	,	PUNCT
easat-5436	180	17	facebook	facebook	PROPN
easat-5436	180	18	,	,	PUNCT
easat-5436	180	19	baidu	baidu	NOUN
easat-5436	180	20	,	,	PUNCT
easat-5436	180	21	and	and	CCONJ
easat-5436	180	22	amazon	amazon	NOUN
easat-5436	180	23	,	,	PUNCT
easat-5436	180	24	which	which	PRON
easat-5436	180	25	possess	possess	VERB
easat-5436	180	26	vast	vast	ADJ
easat-5436	180	27	data	datum	NOUN
easat-5436	180	28	required	require	VERB
easat-5436	180	29	for	for	ADP
easat-5436	180	30	deep	deep	ADJ
easat-5436	180	31	learning	learning	NOUN
easat-5436	180	32	computations	computation	NOUN
easat-5436	180	33	.	.	PUNCT
easat-5436	181	1	these	these	DET
easat-5436	181	2	companies	company	NOUN
easat-5436	181	3	have	have	VERB
easat-5436	181	4	the	the	DET
easat-5436	181	5	resources	resource	NOUN
easat-5436	181	6	to	to	PART
easat-5436	181	7	meet	meet	VERB
easat-5436	181	8	the	the	DET
easat-5436	181	9	extensive	extensive	ADJ
easat-5436	181	10	sample	sample	NOUN
easat-5436	181	11	needs	need	NOUN
easat-5436	181	12	of	of	ADP
easat-5436	181	13	deep	deep	ADJ
easat-5436	181	14	learning	learning	NOUN
easat-5436	181	15	models	model	NOUN
easat-5436	181	16	.	.	PUNCT
easat-5436	182	1	numerous	numerous	ADJ
easat-5436	182	2	companies	company	NOUN
easat-5436	182	3	strive	strive	VERB
easat-5436	182	4	to	to	PART
easat-5436	182	5	develop	develop	VERB
easat-5436	182	6	more	more	ADV
easat-5436	182	7	practical	practical	ADJ
easat-5436	182	8	"	"	PUNCT
easat-5436	182	9	chatbots	chatbot	NOUN
easat-5436	182	10	,	,	PUNCT
easat-5436	182	11	"	"	PUNCT
easat-5436	182	12	automated	automate	VERB
easat-5436	182	13	customer	customer	NOUN
easat-5436	182	14	service	service	NOUN
easat-5436	182	15	agents	agent	NOUN
easat-5436	182	16	.	.	PUNCT
easat-5436	183	1	deep	deep	ADJ
easat-5436	183	2	learning	learning	NOUN
easat-5436	183	3	has	have	VERB
easat-5436	183	4	the	the	DET
easat-5436	183	5	potential	potential	NOUN
easat-5436	183	6	to	to	PART
easat-5436	183	7	significantly	significantly	ADV
easat-5436	183	8	enhance	enhance	VERB
easat-5436	183	9	the	the	DET
easat-5436	183	10	capabilities	capability	NOUN
easat-5436	183	11	of	of	ADP
easat-5436	183	12	these	these	DET
easat-5436	183	13	chatbots	chatbot	NOUN
easat-5436	183	14	when	when	SCONJ
easat-5436	183	15	integrated	integrate	VERB
easat-5436	183	16	with	with	ADP
easat-5436	183	17	other	other	ADJ
easat-5436	183	18	ai	ai	PROPN
easat-5436	183	19	technologies	technology	NOUN
easat-5436	183	20	in	in	ADP
easat-5436	183	21	innovative	innovative	ADJ
easat-5436	183	22	ways	way	NOUN
easat-5436	183	23	.	.	PUNCT
easat-5436	184	1	google	google	PROPN
easat-5436	184	2	's	's	PART
easat-5436	184	3	deepmind	deepmind	NOUN
easat-5436	184	4	,	,	PUNCT
easat-5436	184	5	for	for	ADP
easat-5436	184	6	instance	instance	NOUN
easat-5436	184	7	,	,	PUNCT
easat-5436	184	8	has	have	AUX
easat-5436	184	9	achieved	achieve	VERB
easat-5436	184	10	remarkable	remarkable	ADJ
easat-5436	184	11	results	result	NOUN
easat-5436	184	12	by	by	ADP
easat-5436	184	13	combining	combine	VERB
easat-5436	184	14	deep	deep	ADJ
easat-5436	184	15	learning	learning	NOUN
easat-5436	184	16	with	with	ADP
easat-5436	184	17	reinforcement	reinforcement	NOUN
easat-5436	184	18	learning	learning	NOUN
easat-5436	184	19	to	to	PART
easat-5436	184	20	create	create	VERB
easat-5436	184	21	alphago	alphago	NOUN
easat-5436	184	22	,	,	PUNCT
easat-5436	184	23	a	a	DET
easat-5436	184	24	system	system	NOUN
easat-5436	184	25	that	that	PRON
easat-5436	184	26	defeated	defeat	VERB
easat-5436	184	27	world	world	NOUN
easat-5436	184	28	go	go	VERB
easat-5436	184	29	champion	champion	PROPN
easat-5436	184	30	lee	lee	PROPN
easat-5436	184	31	sedol	sedol	NOUN
easat-5436	184	32	.	.	PUNCT
easat-5436	185	1	as	as	SCONJ
easat-5436	185	2	deep	deep	ADJ
easat-5436	185	3	learning	learning	NOUN
easat-5436	185	4	continues	continue	VERB
easat-5436	185	5	to	to	PART
easat-5436	185	6	advance	advance	VERB
easat-5436	185	7	,	,	PUNCT
easat-5436	185	8	it	it	PRON
easat-5436	185	9	brings	bring	VERB
easat-5436	185	10	us	we	PRON
easat-5436	185	11	closer	close	ADV
easat-5436	185	12	to	to	ADP
easat-5436	185	13	realizing	realize	VERB
easat-5436	185	14	the	the	DET
easat-5436	185	15	ultimate	ultimate	ADJ
easat-5436	185	16	goal	goal	NOUN
easat-5436	185	17	of	of	ADP
easat-5436	185	18	artificial	artificial	ADJ
easat-5436	185	19	intelligence	intelligence	NOUN
easat-5436	185	20	.	.	PUNCT
easat-5436	186	1	1127	1127	NUM
easat-5436	186	2	edelweiss	edelweiss	PROPN
easat-5436	186	3	applied	apply	VERB
easat-5436	186	4	science	science	NOUN
easat-5436	186	5	and	and	CCONJ
easat-5436	186	6	technology	technology	NOUN
easat-5436	186	7	issn	issn	PROPN
easat-5436	186	8	:	:	PUNCT
easat-5436	186	9	2576	2576	NUM
easat-5436	186	10	-	-	SYM
easat-5436	186	11	8484	8484	NUM
easat-5436	186	12	vol	vol	NOUN
easat-5436	186	13	.	.	PROPN
easat-5436	187	1	9	9	NUM
easat-5436	187	2	,	,	PUNCT
easat-5436	187	3	no	no	INTJ
easat-5436	187	4	.	.	NOUN
easat-5436	188	1	3	3	NUM
easat-5436	188	2	:	:	SYM
easat-5436	188	3	1121	1121	NUM
easat-5436	188	4	-	-	SYM
easat-5436	188	5	1127	1127	NUM
easat-5436	188	6	,	,	PUNCT
easat-5436	188	7	2025	2025	NUM
easat-5436	188	8	doi	doi	NOUN
easat-5436	188	9	:	:	PUNCT
easat-5436	188	10	10.55214/25768484.v9i3.5436	10.55214/25768484.v9i3.5436	NUM
easat-5436	188	11	©	©	PROPN
easat-5436	188	12	2025	2025	NUM
easat-5436	188	13	by	by	ADP
easat-5436	188	14	the	the	DET
easat-5436	188	15	author	author	NOUN
easat-5436	188	16	;	;	PUNCT
easat-5436	188	17	licensee	licensee	PROPN
easat-5436	188	18	learning	learn	VERB
easat-5436	188	19	gate	gate	NOUN
easat-5436	188	20	transparency	transparency	NOUN
easat-5436	188	21	:	:	PUNCT
easat-5436	188	22	the	the	DET
easat-5436	188	23	author	author	NOUN
easat-5436	188	24	confirms	confirm	VERB
easat-5436	188	25	that	that	SCONJ
easat-5436	188	26	the	the	DET
easat-5436	188	27	manuscript	manuscript	NOUN
easat-5436	188	28	is	be	AUX
easat-5436	188	29	an	an	DET
easat-5436	188	30	honest	honest	ADJ
easat-5436	188	31	,	,	PUNCT
easat-5436	188	32	accurate	accurate	ADJ
easat-5436	188	33	,	,	PUNCT
easat-5436	188	34	and	and	CCONJ
easat-5436	188	35	transparent	transparent	ADJ
easat-5436	188	36	account	account	NOUN
easat-5436	188	37	of	of	ADP
easat-5436	188	38	the	the	DET
easat-5436	188	39	study	study	NOUN
easat-5436	188	40	;	;	PUNCT
easat-5436	188	41	that	that	SCONJ
easat-5436	188	42	no	no	DET
easat-5436	188	43	vital	vital	ADJ
easat-5436	188	44	features	feature	NOUN
easat-5436	188	45	of	of	ADP
easat-5436	188	46	the	the	DET
easat-5436	188	47	study	study	NOUN
easat-5436	188	48	have	have	AUX
easat-5436	188	49	been	be	AUX
easat-5436	188	50	omitted	omit	VERB
easat-5436	188	51	;	;	PUNCT
easat-5436	188	52	and	and	CCONJ
easat-5436	188	53	that	that	SCONJ
easat-5436	188	54	any	any	DET
easat-5436	188	55	discrepancies	discrepancy	NOUN
easat-5436	188	56	from	from	ADP
easat-5436	188	57	the	the	DET
easat-5436	188	58	study	study	NOUN
easat-5436	188	59	as	as	SCONJ
easat-5436	188	60	planned	plan	VERB
easat-5436	188	61	have	have	AUX
easat-5436	188	62	been	be	AUX
easat-5436	188	63	explained	explain	VERB
easat-5436	188	64	.	.	PUNCT
easat-5436	189	1	this	this	DET
easat-5436	189	2	study	study	NOUN
easat-5436	189	3	followed	follow	VERB
easat-5436	189	4	all	all	DET
easat-5436	189	5	ethical	ethical	ADJ
easat-5436	189	6	practices	practice	NOUN
easat-5436	189	7	during	during	ADP
easat-5436	189	8	writing	writing	NOUN
easat-5436	189	9	.	.	PUNCT
easat-5436	190	1	copyright	copyright	NOUN
easat-5436	190	2	:	:	PUNCT
easat-5436	190	3	©	©	PROPN
easat-5436	190	4	2025	2025	NUM
easat-5436	190	5	by	by	ADP
easat-5436	190	6	the	the	DET
easat-5436	190	7	authors	author	NOUN
easat-5436	190	8	.	.	PUNCT
easat-5436	191	1	this	this	DET
easat-5436	191	2	open	open	ADJ
easat-5436	191	3	-	-	PUNCT
easat-5436	191	4	access	access	NOUN
easat-5436	191	5	article	article	NOUN
easat-5436	191	6	is	be	AUX
easat-5436	191	7	distributed	distribute	VERB
easat-5436	191	8	under	under	ADP
easat-5436	191	9	the	the	DET
easat-5436	191	10	terms	term	NOUN
easat-5436	191	11	and	and	CCONJ
easat-5436	191	12	conditions	condition	NOUN
easat-5436	191	13	of	of	ADP
easat-5436	191	14	the	the	DET
easat-5436	191	15	creative	creative	ADJ
easat-5436	191	16	commons	common	NOUN
easat-5436	191	17	attribution	attribution	NOUN
easat-5436	191	18	(	(	PUNCT
easat-5436	191	19	cc	cc	NOUN
easat-5436	191	20	by	by	ADP
easat-5436	191	21	)	)	PUNCT
easat-5436	191	22	license	license	NOUN
easat-5436	191	23	(	(	PUNCT
easat-5436	191	24	https://creativecommons.org/licenses/by/4.0/	https://creativecommons.org/licenses/by/4.0/	PROPN
easat-5436	191	25	)	)	PUNCT
easat-5436	191	26	.	.	PUNCT
easat-5436	192	1	references	reference	NOUN
easat-5436	192	2	[	[	X
easat-5436	192	3	1	1	NUM
easat-5436	192	4	]	]	PUNCT
easat-5436	192	5	j.-p	j.-p	PROPN
easat-5436	192	6	.	.	PUNCT
easat-5436	193	1	briot	briot	PROPN
easat-5436	193	2	,	,	PUNCT
easat-5436	193	3	"	"	PUNCT
easat-5436	193	4	from	from	ADP
easat-5436	193	5	artificial	artificial	ADJ
easat-5436	193	6	neural	neural	ADJ
easat-5436	193	7	networks	network	NOUN
easat-5436	193	8	to	to	ADP
easat-5436	193	9	deep	deep	ADJ
easat-5436	193	10	learning	learning	NOUN
easat-5436	193	11	for	for	ADP
easat-5436	193	12	music	music	NOUN
easat-5436	193	13	generation	generation	NOUN
easat-5436	193	14	:	:	PUNCT
easat-5436	193	15	history	history	NOUN
easat-5436	193	16	,	,	PUNCT
easat-5436	193	17	concepts	concept	NOUN
easat-5436	193	18	and	and	CCONJ
easat-5436	193	19	trends	trend	NOUN
easat-5436	193	20	,	,	PUNCT
easat-5436	193	21	"	"	PUNCT
easat-5436	193	22	neural	neural	ADJ
easat-5436	193	23	computing	computing	NOUN
easat-5436	193	24	and	and	CCONJ
easat-5436	193	25	applications	application	NOUN
easat-5436	193	26	,	,	PUNCT
easat-5436	193	27	vol	vol	NOUN
easat-5436	193	28	.	.	PROPN
easat-5436	194	1	33	33	NUM
easat-5436	194	2	,	,	PUNCT
easat-5436	194	3	no	no	INTJ
easat-5436	194	4	.	.	NOUN
easat-5436	194	5	1	1	NUM
easat-5436	194	6	,	,	PUNCT
easat-5436	194	7	pp	pp	ADJ
easat-5436	194	8	.	.	PUNCT
easat-5436	195	1	39–65	39–65	NUM
easat-5436	195	2	,	,	PUNCT
easat-5436	195	3	2021	2021	NUM
easat-5436	195	4	.	.	PUNCT
easat-5436	196	1	https://doi.org/10.1007/s00521-020-05399-0	https://doi.org/10.1007/s00521-020-05399-0	NUM
easat-5436	197	1	[	[	X
easat-5436	197	2	2	2	NUM
easat-5436	197	3	]	]	PUNCT
easat-5436	197	4	i.	i.	PROPN
easat-5436	197	5	santos	santos	PROPN
easat-5436	197	6	,	,	PUNCT
easat-5436	197	7	l.	l.	PROPN
easat-5436	197	8	castro	castro	PROPN
easat-5436	197	9	,	,	PUNCT
easat-5436	197	10	n.	n.	PROPN
easat-5436	197	11	rodriguez	rodriguez	PROPN
easat-5436	197	12	-	-	PUNCT
easat-5436	197	13	fernandez	fernandez	PROPN
easat-5436	197	14	,	,	PUNCT
easat-5436	197	15	a.	a.	NOUN
easat-5436	197	16	torrente	torrente	PROPN
easat-5436	197	17	-	-	PUNCT
easat-5436	197	18	patino	patino	PROPN
easat-5436	197	19	,	,	PUNCT
easat-5436	197	20	and	and	CCONJ
easat-5436	197	21	a.	a.	NOUN
easat-5436	197	22	carballal	carballal	PROPN
easat-5436	197	23	,	,	PUNCT
easat-5436	197	24	"	"	PUNCT
easat-5436	197	25	artificial	artificial	ADJ
easat-5436	197	26	neural	neural	ADJ
easat-5436	197	27	networks	network	NOUN
easat-5436	197	28	and	and	CCONJ
easat-5436	197	29	deep	deep	ADJ
easat-5436	197	30	learning	learning	NOUN
easat-5436	197	31	in	in	ADP
easat-5436	197	32	the	the	DET
easat-5436	197	33	visual	visual	ADJ
easat-5436	197	34	arts	art	NOUN
easat-5436	197	35	:	:	PUNCT
easat-5436	197	36	a	a	DET
easat-5436	197	37	review	review	NOUN
easat-5436	197	38	,	,	PUNCT
easat-5436	197	39	"	"	PUNCT
easat-5436	197	40	neural	neural	ADJ
easat-5436	197	41	computing	computing	NOUN
easat-5436	197	42	and	and	CCONJ
easat-5436	197	43	applications	application	NOUN
easat-5436	197	44	,	,	PUNCT
easat-5436	197	45	vol	vol	NOUN
easat-5436	197	46	.	.	PROPN
easat-5436	197	47	33	33	NUM
easat-5436	197	48	,	,	PUNCT
easat-5436	197	49	no	no	INTJ
easat-5436	197	50	.	.	NOUN
easat-5436	197	51	1	1	NUM
easat-5436	197	52	,	,	PUNCT
easat-5436	197	53	pp	pp	ADJ
easat-5436	197	54	.	.	PUNCT
easat-5436	198	1	121	121	NUM
easat-5436	198	2	-	-	SYM
easat-5436	198	3	157	157	NUM
easat-5436	198	4	,	,	PUNCT
easat-5436	198	5	2021	2021	NUM
easat-5436	198	6	.	.	PUNCT
easat-5436	199	1	https://doi.org/10.1007/s00521-020-05565-4	https://doi.org/10.1007/s00521-020-05565-4	PRON
easat-5436	200	1	[	[	X
easat-5436	200	2	3	3	NUM
easat-5436	200	3	]	]	PUNCT
easat-5436	200	4	a.	a.	NOUN
easat-5436	200	5	basler	basler	NOUN
easat-5436	200	6	,	,	PUNCT
easat-5436	200	7	"	"	PUNCT
easat-5436	200	8	what	what	PRON
easat-5436	200	9	is	be	AUX
easat-5436	200	10	deep	deep	ADJ
easat-5436	200	11	learning	learning	NOUN
easat-5436	200	12	?	?	PUNCT
easat-5436	200	13	,	,	PUNCT
easat-5436	200	14	"	"	PUNCT
easat-5436	200	15	retrieved	retrieve	VERB
easat-5436	200	16	:	:	PUNCT
easat-5436	200	17	https://www.baslerweb.com/en/learning/deep-learning/	https://www.baslerweb.com/en/learning/deep-learning/	ADJ
easat-5436	200	18	,	,	PUNCT
easat-5436	200	19	2025	2025	NUM
easat-5436	200	20	.	.	PUNCT
easat-5436	201	1	[	[	X
easat-5436	201	2	4	4	X
easat-5436	201	3	]	]	X
easat-5436	201	4	d.	d.	PROPN
easat-5436	201	5	r.	r.	PROPN
easat-5436	201	6	bruno	bruno	PROPN
easat-5436	201	7	,	,	PUNCT
easat-5436	201	8	m.	m.	NOUN
easat-5436	201	9	h.	h.	PROPN
easat-5436	201	10	de	de	X
easat-5436	201	11	assis	assis	PROPN
easat-5436	201	12	,	,	PUNCT
easat-5436	201	13	and	and	CCONJ
easat-5436	201	14	f.	f.	PROPN
easat-5436	201	15	s.	s.	PROPN
easat-5436	201	16	osório	osório	PROPN
easat-5436	201	17	,	,	PUNCT
easat-5436	201	18	"	"	PUNCT
easat-5436	201	19	development	development	NOUN
easat-5436	201	20	of	of	ADP
easat-5436	201	21	a	a	DET
easat-5436	201	22	mobile	mobile	ADJ
easat-5436	201	23	robot	robot	NOUN
easat-5436	201	24	:	:	PUNCT
easat-5436	201	25	robotic	robotic	ADJ
easat-5436	201	26	guide	guide	NOUN
easat-5436	201	27	dog	dog	NOUN
easat-5436	201	28	for	for	ADP
easat-5436	201	29	aid	aid	NOUN
easat-5436	201	30	of	of	ADP
easat-5436	201	31	visual	visual	ADJ
easat-5436	201	32	disabilities	disability	NOUN
easat-5436	201	33	in	in	ADP
easat-5436	201	34	urban	urban	ADJ
easat-5436	201	35	environments	environment	NOUN
easat-5436	201	36	,	,	PUNCT
easat-5436	201	37	"	"	PUNCT
easat-5436	201	38	in	in	ADP
easat-5436	201	39	2019	2019	NUM
easat-5436	201	40	latin	latin	ADJ
easat-5436	201	41	american	american	ADJ
easat-5436	201	42	robotics	robotic	NOUN
easat-5436	201	43	symposium	symposium	NOUN
easat-5436	201	44	(	(	PUNCT
easat-5436	201	45	lars	lars	PROPN
easat-5436	201	46	)	)	PUNCT
easat-5436	201	47	,	,	PUNCT
easat-5436	201	48	2019	2019	NUM
easat-5436	201	49	brazilian	brazilian	ADJ
easat-5436	201	50	symposium	symposium	NOUN
easat-5436	201	51	on	on	ADP
easat-5436	201	52	robotics	robotic	NOUN
easat-5436	201	53	(	(	PUNCT
easat-5436	201	54	sbr	sbr	NOUN
easat-5436	201	55	)	)	PUNCT
easat-5436	201	56	and	and	CCONJ
easat-5436	201	57	2019	2019	NUM
easat-5436	201	58	workshop	workshop	NOUN
easat-5436	201	59	on	on	ADP
easat-5436	201	60	robotics	robotic	NOUN
easat-5436	201	61	in	in	ADP
easat-5436	201	62	education	education	NOUN
easat-5436	201	63	(	(	PUNCT
easat-5436	201	64	wre	wre	PROPN
easat-5436	201	65	)	)	PUNCT
easat-5436	201	66	,	,	PUNCT
easat-5436	201	67	2019	2019	NUM
easat-5436	201	68	:	:	PUNCT
easat-5436	201	69	ieee	ieee	NOUN
easat-5436	201	70	,	,	PUNCT
easat-5436	201	71	pp	pp	ADJ
easat-5436	201	72	.	.	PUNCT
easat-5436	202	1	104	104	NUM
easat-5436	202	2	-	-	SYM
easat-5436	202	3	108	108	NUM
easat-5436	202	4	.	.	PUNCT
easat-5436	203	1	[	[	X
easat-5436	203	2	5	5	X
easat-5436	203	3	]	]	PUNCT
easat-5436	203	4	j.	j.	PROPN
easat-5436	203	5	kim	kim	PROPN
easat-5436	203	6	,	,	PUNCT
easat-5436	203	7	d.	d.	PROPN
easat-5436	203	8	chung	chung	PROPN
easat-5436	203	9	,	,	PUNCT
easat-5436	203	10	y.	y.	PROPN
easat-5436	203	11	kim	kim	PROPN
easat-5436	203	12	,	,	PUNCT
easat-5436	203	13	and	and	CCONJ
easat-5436	203	14	h.	h.	PROPN
easat-5436	203	15	kim	kim	PROPN
easat-5436	203	16	,	,	PUNCT
easat-5436	203	17	"	"	PUNCT
easat-5436	203	18	deep	deep	ADJ
easat-5436	203	19	learning	learning	NOUN
easat-5436	203	20	-	-	PUNCT
easat-5436	203	21	based	base	VERB
easat-5436	203	22	3d	3d	PROPN
easat-5436	203	23	reconstruction	reconstruction	NOUN
easat-5436	203	24	of	of	ADP
easat-5436	203	25	scaffolds	scaffold	NOUN
easat-5436	203	26	using	use	VERB
easat-5436	203	27	a	a	DET
easat-5436	203	28	robot	robot	NOUN
easat-5436	203	29	dog	dog	NOUN
easat-5436	203	30	,	,	PUNCT
easat-5436	203	31	"	"	PUNCT
easat-5436	203	32	automation	automation	NOUN
easat-5436	203	33	in	in	ADP
easat-5436	203	34	construction	construction	NOUN
easat-5436	203	35	,	,	PUNCT
easat-5436	203	36	vol	vol	NOUN
easat-5436	203	37	.	.	PROPN
easat-5436	203	38	134	134	NUM
easat-5436	203	39	,	,	PUNCT
easat-5436	203	40	p.	p.	NOUN
easat-5436	203	41	104092	104092	NUM
easat-5436	203	42	,	,	PUNCT
easat-5436	203	43	2022	2022	NUM
easat-5436	203	44	.	.	PUNCT
easat-5436	204	1	https://doi.org/10.1016/j.autcon.2021.104092	https://doi.org/10.1016/j.autcon.2021.104092	VERB
easat-5436	204	2	[	[	X
easat-5436	204	3	6	6	NUM
easat-5436	204	4	]	]	PUNCT
easat-5436	204	5	d.	d.	PROPN
easat-5436	204	6	koehn	koehn	PROPN
easat-5436	204	7	,	,	PUNCT
easat-5436	204	8	s.	s.	PROPN
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easat-5436	204	11	and	and	CCONJ
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easat-5436	204	15	"	"	PUNCT
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easat-5436	204	17	online	online	ADJ
easat-5436	204	18	shopping	shopping	NOUN
easat-5436	204	19	behaviour	behaviour	NOUN
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easat-5436	204	26	,	,	PUNCT
easat-5436	204	27	"	"	PUNCT
easat-5436	204	28	expert	expert	NOUN
easat-5436	204	29	systems	system	NOUN
easat-5436	204	30	with	with	ADP
easat-5436	204	31	applications	application	NOUN
easat-5436	204	32	,	,	PUNCT
easat-5436	204	33	vol	vol	NOUN
easat-5436	204	34	.	.	PROPN
easat-5436	204	35	150	150	NUM
easat-5436	204	36	,	,	PUNCT
easat-5436	204	37	p.	p.	NOUN
easat-5436	204	38	113342	113342	NUM
easat-5436	204	39	,	,	PUNCT
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easat-5436	204	41	.	.	PUNCT
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easat-5436	205	2	[	[	X
easat-5436	205	3	7	7	X
easat-5436	205	4	]	]	X
easat-5436	205	5	j.	j.	PROPN
easat-5436	205	6	m.	m.	PROPN
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easat-5436	205	12	and	and	CCONJ
easat-5436	205	13	a.	a.	PROPN
easat-5436	205	14	e.	e.	PROPN
easat-5436	205	15	eltorai	eltorai	PROPN
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easat-5436	205	17	"	"	PUNCT
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easat-5436	205	19	neural	neural	ADJ
easat-5436	205	20	networks	network	NOUN
easat-5436	205	21	in	in	ADP
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easat-5436	205	23	,	,	PUNCT
easat-5436	205	24	"	"	PUNCT
easat-5436	205	25	health	health	NOUN
easat-5436	205	26	and	and	CCONJ
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easat-5436	205	28	,	,	PUNCT
easat-5436	205	29	vol	vol	NOUN
easat-5436	205	30	.	.	PROPN
easat-5436	205	31	9	9	NUM
easat-5436	205	32	,	,	PUNCT
easat-5436	205	33	pp	pp	ADJ
easat-5436	205	34	.	.	PUNCT
easat-5436	206	1	1	1	NUM
easat-5436	206	2	-	-	SYM
easat-5436	206	3	6	6	NUM
easat-5436	206	4	,	,	PUNCT
easat-5436	206	5	2019	2019	NUM
easat-5436	206	6	.	.	PUNCT
easat-5436	207	1	https://doi.org/10.1007/s12553-018-0244-4	https://doi.org/10.1007/s12553-018-0244-4	NUM
easat-5436	208	1	[	[	X
easat-5436	208	2	8	8	NUM
easat-5436	208	3	]	]	X
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easat-5436	208	5	r.	r.	PROPN
easat-5436	208	6	djavanshir	djavanshir	PROPN
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easat-5436	208	8	x.	x.	PROPN
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easat-5436	208	11	and	and	CCONJ
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easat-5436	208	14	,	,	PUNCT
easat-5436	208	15	"	"	PUNCT
easat-5436	208	16	a	a	DET
easat-5436	208	17	review	review	NOUN
easat-5436	208	18	of	of	ADP
easat-5436	208	19	artificial	artificial	ADJ
easat-5436	208	20	intelligence	intelligence	NOUN
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easat-5436	208	26	learning	learning	NOUN
easat-5436	208	27	)	)	PUNCT
easat-5436	208	28	applications	application	NOUN
easat-5436	208	29	in	in	ADP
easat-5436	208	30	medical	medical	ADJ
easat-5436	208	31	diagnosis	diagnosis	NOUN
easat-5436	208	32	and	and	CCONJ
easat-5436	208	33	prediction	prediction	NOUN
easat-5436	208	34	,	,	PUNCT
easat-5436	208	35	"	"	PUNCT
easat-5436	208	36	it	it	PRON
easat-5436	208	37	professional	professional	ADJ
easat-5436	208	38	,	,	PUNCT
easat-5436	208	39	vol	vol	NOUN
easat-5436	208	40	.	.	PROPN
easat-5436	209	1	23	23	NUM
easat-5436	209	2	,	,	PUNCT
easat-5436	210	1	no	no	INTJ
easat-5436	210	2	.	.	NOUN
easat-5436	210	3	3	3	NUM
easat-5436	210	4	,	,	PUNCT
easat-5436	210	5	pp	pp	ADJ
easat-5436	210	6	.	.	PUNCT
easat-5436	211	1	58	58	NUM
easat-5436	211	2	-	-	SYM
easat-5436	211	3	62	62	NUM
easat-5436	211	4	,	,	PUNCT
easat-5436	211	5	2021	2021	NUM
easat-5436	211	6	.	.	PUNCT
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easat-5436	213	2	9	9	NUM
easat-5436	213	3	]	]	PUNCT
easat-5436	213	4	s.	s.	PROPN
easat-5436	213	5	osowski	osowski	PROPN
easat-5436	213	6	,	,	PUNCT
easat-5436	213	7	"	"	PUNCT
easat-5436	213	8	artificial	artificial	ADJ
easat-5436	213	9	neural	neural	ADJ
easat-5436	213	10	networks	network	NOUN
easat-5436	213	11	-	-	PUNCT
easat-5436	213	12	basic	basic	ADJ
easat-5436	213	13	network	network	NOUN
easat-5436	213	14	structures	structure	NOUN
easat-5436	213	15	and	and	CCONJ
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easat-5436	213	17	algorithms	algorithm	NOUN
easat-5436	213	18	,	,	PUNCT
easat-5436	213	19	"	"	PUNCT
easat-5436	213	20	przegląd	przegląd	NOUN
easat-5436	213	21	elektrotechniczny	elektrotechniczny	PROPN
easat-5436	213	22	,	,	PUNCT
easat-5436	213	23	vol	vol	NOUN
easat-5436	213	24	.	.	PROPN
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easat-5436	213	26	,	,	PUNCT
easat-5436	213	27	no	no	INTJ
easat-5436	213	28	.	.	NOUN
easat-5436	213	29	8	8	NUM
easat-5436	213	30	,	,	PUNCT
easat-5436	213	31	pp	pp	ADJ
easat-5436	213	32	.	.	PUNCT
easat-5436	214	1	1–8	1–8	NUM
easat-5436	214	2	,	,	PUNCT
easat-5436	214	3	2009	2009	NUM
easat-5436	214	4	.	.	PUNCT
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