id	sid	tid	token	lemma	pos
ajst-19149	1	1	academic	academic	ADJ
ajst-19149	1	2	journal	journal	NOUN
ajst-19149	1	3	of	of	ADP
ajst-19149	1	4	science	science	NOUN
ajst-19149	1	5	and	and	CCONJ
ajst-19149	1	6	technology	technology	NOUN
ajst-19149	1	7	issn	issn	NOUN
ajst-19149	1	8	:	:	PUNCT
ajst-19149	1	9	2771	2771	NUM
ajst-19149	1	10	-	-	SYM
ajst-19149	1	11	3032	3032	NUM
ajst-19149	1	12	|	|	NOUN
ajst-19149	1	13	vol	vol	NOUN
ajst-19149	1	14	.	.	PROPN
ajst-19149	2	1	10	10	NUM
ajst-19149	2	2	,	,	PUNCT
ajst-19149	2	3	no	no	INTJ
ajst-19149	2	4	.	.	NOUN
ajst-19149	2	5	1	1	NUM
ajst-19149	2	6	,	,	PUNCT
ajst-19149	2	7	2024	2024	NUM
ajst-19149	2	8	62	62	NUM
ajst-19149	2	9	medication	medication	NOUN
ajst-19149	2	10	recommendation	recommendation	NOUN
ajst-19149	2	11	system	system	NOUN
ajst-19149	2	12	based	base	VERB
ajst-19149	2	13	on	on	ADP
ajst-19149	2	14	natural	natural	ADJ
ajst-19149	2	15	language	language	NOUN
ajst-19149	2	16	processing	processing	NOUN
ajst-19149	2	17	for	for	ADP
ajst-19149	2	18	patient	patient	ADJ
ajst-19149	2	19	emotion	emotion	NOUN
ajst-19149	2	20	analysis	analysis	NOUN
ajst-19149	2	21	haotian	haotian	ADJ
ajst-19149	2	22	zheng1	zheng1	NOUN
ajst-19149	2	23	,	,	PUNCT
ajst-19149	2	24	*	*	PUNCT
ajst-19149	2	25	,	,	PUNCT
ajst-19149	2	26	kangming	kangme	VERB
ajst-19149	2	27	xu2	xu2	PROPN
ajst-19149	2	28	,	,	PUNCT
ajst-19149	2	29	huiming	huiming	NOUN
ajst-19149	2	30	zhou3	zhou3	NOUN
ajst-19149	2	31	,	,	PUNCT
ajst-19149	2	32	yufu	yufu	PROPN
ajst-19149	2	33	wang4	wang4	PROPN
ajst-19149	2	34	,	,	PUNCT
ajst-19149	2	35	guangze	guangze	VERB
ajst-19149	2	36	su5	su5	ADV
ajst-19149	2	37	1	1	NUM
ajst-19149	2	38	electrical	electrical	ADJ
ajst-19149	2	39	&	&	CCONJ
ajst-19149	2	40	computer	computer	PROPN
ajst-19149	2	41	engineering	engineering	PROPN
ajst-19149	2	42	,	,	PUNCT
ajst-19149	2	43	new	new	PROPN
ajst-19149	2	44	york	york	PROPN
ajst-19149	2	45	university	university	PROPN
ajst-19149	2	46	,	,	PUNCT
ajst-19149	2	47	new	new	PROPN
ajst-19149	2	48	york	york	PROPN
ajst-19149	2	49	,	,	PUNCT
ajst-19149	2	50	ny	ny	PROPN
ajst-19149	2	51	,	,	PUNCT
ajst-19149	2	52	usa	usa	PROPN
ajst-19149	2	53	2	2	NUM
ajst-19149	2	54	computer	computer	NOUN
ajst-19149	2	55	science	science	NOUN
ajst-19149	2	56	and	and	CCONJ
ajst-19149	2	57	engineering	engineering	NOUN
ajst-19149	2	58	,	,	PUNCT
ajst-19149	2	59	santa	santa	PROPN
ajst-19149	2	60	clara	clara	PROPN
ajst-19149	2	61	university	university	PROPN
ajst-19149	2	62	,	,	PUNCT
ajst-19149	2	63	ca	ca	PROPN
ajst-19149	2	64	,	,	PUNCT
ajst-19149	2	65	usa	usa	PROPN
ajst-19149	2	66	3	3	NUM
ajst-19149	2	67	computer	computer	NOUN
ajst-19149	2	68	science	science	NOUN
ajst-19149	2	69	,	,	PUNCT
ajst-19149	2	70	northeastern	northeastern	ADJ
ajst-19149	2	71	university	university	NOUN
ajst-19149	2	72	,	,	PUNCT
ajst-19149	2	73	ca	ca	PROPN
ajst-19149	2	74	,	,	PUNCT
ajst-19149	2	75	usa	usa	PROPN
ajst-19149	2	76	4	4	NUM
ajst-19149	2	77	computer	computer	NOUN
ajst-19149	2	78	science	science	NOUN
ajst-19149	2	79	&	&	CCONJ
ajst-19149	2	80	engineering	engineering	PROPN
ajst-19149	2	81	,	,	PUNCT
ajst-19149	2	82	santa	santa	PROPN
ajst-19149	2	83	clara	clara	PROPN
ajst-19149	2	84	university	university	PROPN
ajst-19149	2	85	,	,	PUNCT
ajst-19149	2	86	santa	santa	PROPN
ajst-19149	2	87	clara	clara	PROPN
ajst-19149	2	88	,	,	PUNCT
ajst-19149	2	89	ca	ca	PROPN
ajst-19149	2	90	,	,	PUNCT
ajst-19149	2	91	usa	usa	PROPN
ajst-19149	2	92	5	5	NUM
ajst-19149	2	93	infomation	infomation	NOUN
ajst-19149	2	94	science	science	NOUN
ajst-19149	2	95	,	,	PUNCT
ajst-19149	2	96	trine	trine	PROPN
ajst-19149	2	97	university	university	PROPN
ajst-19149	2	98	,	,	PUNCT
ajst-19149	2	99	phoenix	phoenix	PROPN
ajst-19149	2	100	,	,	PUNCT
ajst-19149	2	101	az	az	PROPN
ajst-19149	2	102	,	,	PUNCT
ajst-19149	2	103	usa	usa	PROPN
ajst-19149	2	104	*	*	PUNCT
ajst-19149	2	105	corresponding	correspond	VERB
ajst-19149	2	106	author	author	NOUN
ajst-19149	2	107	email	email	NOUN
ajst-19149	2	108	:	:	PUNCT
ajst-19149	2	109	hz2687@nyu.edu	hz2687@nyu.edu	PROPN
ajst-19149	2	110	abstract	abstract	ADJ
ajst-19149	2	111	:	:	PUNCT
ajst-19149	2	112	natural	natural	ADJ
ajst-19149	2	113	language	language	NOUN
ajst-19149	2	114	processing	processing	NOUN
ajst-19149	2	115	(	(	PUNCT
ajst-19149	2	116	nlp	nlp	NOUN
ajst-19149	2	117	)	)	PUNCT
ajst-19149	2	118	is	be	AUX
ajst-19149	2	119	an	an	DET
ajst-19149	2	120	interdisciplinary	interdisciplinary	ADJ
ajst-19149	2	121	field	field	NOUN
ajst-19149	2	122	of	of	ADP
ajst-19149	2	123	computer	computer	NOUN
ajst-19149	2	124	science	science	NOUN
ajst-19149	2	125	,	,	PUNCT
ajst-19149	2	126	artificial	artificial	ADJ
ajst-19149	2	127	intelligence	intelligence	NOUN
ajst-19149	2	128	,	,	PUNCT
ajst-19149	2	129	and	and	CCONJ
ajst-19149	2	130	linguistics	linguistic	NOUN
ajst-19149	2	131	that	that	PRON
ajst-19149	2	132	focuses	focus	VERB
ajst-19149	2	133	on	on	ADP
ajst-19149	2	134	the	the	DET
ajst-19149	2	135	ability	ability	NOUN
ajst-19149	2	136	of	of	ADP
ajst-19149	2	137	computers	computer	NOUN
ajst-19149	2	138	to	to	PART
ajst-19149	2	139	understand	understand	VERB
ajst-19149	2	140	,	,	PUNCT
ajst-19149	2	141	process	process	NOUN
ajst-19149	2	142	,	,	PUNCT
ajst-19149	2	143	generate	generate	NOUN
ajst-19149	2	144	,	,	PUNCT
ajst-19149	2	145	and	and	CCONJ
ajst-19149	2	146	simulate	simulate	VERB
ajst-19149	2	147	human	human	ADJ
ajst-19149	2	148	language	language	NOUN
ajst-19149	2	149	in	in	ADP
ajst-19149	2	150	order	order	NOUN
ajst-19149	2	151	to	to	PART
ajst-19149	2	152	achieve	achieve	VERB
ajst-19149	2	153	the	the	DET
ajst-19149	2	154	ability	ability	NOUN
ajst-19149	2	155	to	to	PART
ajst-19149	2	156	have	have	AUX
ajst-19149	2	157	natural	natural	ADJ
ajst-19149	2	158	conversations	conversation	NOUN
ajst-19149	2	159	with	with	ADP
ajst-19149	2	160	humans	human	NOUN
ajst-19149	2	161	.	.	PUNCT
ajst-19149	3	1	the	the	DET
ajst-19149	3	2	underlying	underlie	VERB
ajst-19149	3	3	principles	principle	NOUN
ajst-19149	3	4	of	of	ADP
ajst-19149	3	5	natural	natural	ADJ
ajst-19149	3	6	language	language	NOUN
ajst-19149	3	7	processing	processing	NOUN
ajst-19149	3	8	are	be	AUX
ajst-19149	3	9	at	at	ADP
ajst-19149	3	10	multiple	multiple	ADJ
ajst-19149	3	11	levels	level	NOUN
ajst-19149	3	12	,	,	PUNCT
ajst-19149	3	13	including	include	VERB
ajst-19149	3	14	linguistics	linguistic	NOUN
ajst-19149	3	15	,	,	PUNCT
ajst-19149	3	16	computer	computer	NOUN
ajst-19149	3	17	science	science	NOUN
ajst-19149	3	18	,	,	PUNCT
ajst-19149	3	19	and	and	CCONJ
ajst-19149	3	20	statistics	statistic	NOUN
ajst-19149	3	21	.	.	PUNCT
ajst-19149	4	1	it	it	PRON
ajst-19149	4	2	involves	involve	VERB
ajst-19149	4	3	the	the	DET
ajst-19149	4	4	study	study	NOUN
ajst-19149	4	5	of	of	ADP
ajst-19149	4	6	language	language	NOUN
ajst-19149	4	7	structure	structure	NOUN
ajst-19149	4	8	,	,	PUNCT
ajst-19149	4	9	semantics	semantic	NOUN
ajst-19149	4	10	,	,	PUNCT
ajst-19149	4	11	grammar	grammar	NOUN
ajst-19149	4	12	and	and	CCONJ
ajst-19149	4	13	pragmatics	pragmatic	NOUN
ajst-19149	4	14	,	,	PUNCT
ajst-19149	4	15	as	as	ADV
ajst-19149	4	16	well	well	ADV
ajst-19149	4	17	as	as	ADP
ajst-19149	4	18	the	the	DET
ajst-19149	4	19	statistical	statistical	ADJ
ajst-19149	4	20	analysis	analysis	NOUN
ajst-19149	4	21	and	and	CCONJ
ajst-19149	4	22	modeling	modeling	NOUN
ajst-19149	4	23	of	of	ADP
ajst-19149	4	24	large	large	ADJ
ajst-19149	4	25	-	-	PUNCT
ajst-19149	4	26	scale	scale	NOUN
ajst-19149	4	27	corpora	corpus	NOUN
ajst-19149	4	28	.	.	PUNCT
ajst-19149	5	1	in	in	ADP
ajst-19149	5	2	the	the	DET
ajst-19149	5	3	process	process	NOUN
ajst-19149	5	4	of	of	ADP
ajst-19149	5	5	concrete	concrete	ADJ
ajst-19149	5	6	implementation	implementation	NOUN
ajst-19149	5	7	,	,	PUNCT
ajst-19149	5	8	it	it	PRON
ajst-19149	5	9	is	be	AUX
ajst-19149	5	10	necessary	necessary	ADJ
ajst-19149	5	11	to	to	PART
ajst-19149	5	12	process	process	VERB
ajst-19149	5	13	natural	natural	ADJ
ajst-19149	5	14	language	language	NOUN
ajst-19149	5	15	at	at	ADP
ajst-19149	5	16	multiple	multiple	ADJ
ajst-19149	5	17	levels	level	NOUN
ajst-19149	5	18	.	.	PUNCT
ajst-19149	6	1	based	base	VERB
ajst-19149	6	2	on	on	ADP
ajst-19149	6	3	this	this	PRON
ajst-19149	6	4	,	,	PUNCT
ajst-19149	6	5	this	this	DET
ajst-19149	6	6	paper	paper	NOUN
ajst-19149	6	7	combined	combine	VERB
ajst-19149	6	8	deep	deep	ADJ
ajst-19149	6	9	learning	learning	NOUN
ajst-19149	6	10	and	and	CCONJ
ajst-19149	6	11	natural	natural	ADJ
ajst-19149	6	12	language	language	NOUN
ajst-19149	6	13	processing	processing	NOUN
ajst-19149	6	14	technology	technology	NOUN
ajst-19149	6	15	to	to	PART
ajst-19149	6	16	conduct	conduct	VERB
ajst-19149	6	17	sentiment	sentiment	NOUN
ajst-19149	6	18	analysis	analysis	NOUN
ajst-19149	6	19	on	on	ADP
ajst-19149	6	20	patients	patient	NOUN
ajst-19149	6	21	'	'	PART
ajst-19149	6	22	comments	comment	NOUN
ajst-19149	6	23	,	,	PUNCT
ajst-19149	6	24	so	so	SCONJ
ajst-19149	6	25	as	as	SCONJ
ajst-19149	6	26	to	to	PART
ajst-19149	6	27	recommend	recommend	VERB
ajst-19149	6	28	drugs	drug	NOUN
ajst-19149	6	29	that	that	PRON
ajst-19149	6	30	are	be	AUX
ajst-19149	6	31	more	more	ADV
ajst-19149	6	32	suitable	suitable	ADJ
ajst-19149	6	33	for	for	ADP
ajst-19149	6	34	patients	patient	NOUN
ajst-19149	6	35	,	,	PUNCT
ajst-19149	6	36	thus	thus	ADV
ajst-19149	6	37	achieving	achieve	VERB
ajst-19149	6	38	accurate	accurate	ADJ
ajst-19149	6	39	drug	drug	NOUN
ajst-19149	6	40	prescribing	prescribing	NOUN
ajst-19149	6	41	and	and	CCONJ
ajst-19149	6	42	personalized	personalized	ADJ
ajst-19149	6	43	recommendation	recommendation	NOUN
ajst-19149	6	44	.	.	PUNCT
ajst-19149	7	1	keywords	keyword	NOUN
ajst-19149	7	2	:	:	PUNCT
ajst-19149	7	3	natural	natural	ADJ
ajst-19149	7	4	language	language	NOUN
ajst-19149	7	5	processing	processing	NOUN
ajst-19149	7	6	(	(	PUNCT
ajst-19149	7	7	nlp	nlp	NOUN
ajst-19149	7	8	)	)	PUNCT
ajst-19149	7	9	;	;	PUNCT
ajst-19149	7	10	artificial	artificial	ADJ
ajst-19149	7	11	intelligence	intelligence	NOUN
ajst-19149	7	12	;	;	PUNCT
ajst-19149	7	13	emotion	emotion	NOUN
ajst-19149	7	14	analysis	analysis	NOUN
ajst-19149	7	15	;	;	PUNCT
ajst-19149	7	16	personalized	personalized	ADJ
ajst-19149	7	17	recommendation	recommendation	NOUN
ajst-19149	7	18	;	;	PUNCT
ajst-19149	7	19	comment	comment	NOUN
ajst-19149	7	20	analysis	analysis	NOUN
ajst-19149	7	21	.	.	PUNCT
ajst-19149	8	1	1	1	X
ajst-19149	8	2	.	.	X
ajst-19149	8	3	introduction	introduction	NOUN
ajst-19149	8	4	the	the	DET
ajst-19149	8	5	development	development	NOUN
ajst-19149	8	6	of	of	ADP
ajst-19149	8	7	natural	natural	ADJ
ajst-19149	8	8	language	language	NOUN
ajst-19149	8	9	processing	processing	NOUN
ajst-19149	8	10	dates	date	VERB
ajst-19149	8	11	back	back	ADV
ajst-19149	8	12	to	to	ADP
ajst-19149	8	13	the	the	DET
ajst-19149	8	14	1950s	1950	NOUN
ajst-19149	8	15	,	,	PUNCT
ajst-19149	8	16	when	when	SCONJ
ajst-19149	8	17	computer	computer	NOUN
ajst-19149	8	18	scientists	scientist	NOUN
ajst-19149	8	19	began	begin	VERB
ajst-19149	8	20	experimenting	experiment	VERB
ajst-19149	8	21	with	with	ADP
ajst-19149	8	22	computer	computer	NOUN
ajst-19149	8	23	programs	program	NOUN
ajst-19149	8	24	to	to	PART
ajst-19149	8	25	understand	understand	VERB
ajst-19149	8	26	and	and	CCONJ
ajst-19149	8	27	generate	generate	VERB
ajst-19149	8	28	natural	natural	ADJ
ajst-19149	8	29	language	language	NOUN
ajst-19149	8	30	.	.	PUNCT
ajst-19149	9	1	early	early	ADJ
ajst-19149	9	2	research	research	NOUN
ajst-19149	9	3	focused	focus	VERB
ajst-19149	9	4	on	on	ADP
ajst-19149	9	5	rules	rule	NOUN
ajst-19149	9	6	and	and	CCONJ
ajst-19149	9	7	knowledge	knowledge	NOUN
ajst-19149	9	8	-	-	PUNCT
ajst-19149	9	9	based	base	VERB
ajst-19149	9	10	approaches	approach	NOUN
ajst-19149	9	11	,	,	PUNCT
ajst-19149	9	12	such	such	ADJ
ajst-19149	9	13	as	as	ADP
ajst-19149	9	14	writing	write	VERB
ajst-19149	9	15	grammar	grammar	NOUN
ajst-19149	9	16	rules	rule	NOUN
ajst-19149	9	17	and	and	CCONJ
ajst-19149	9	18	dictionaries	dictionary	NOUN
ajst-19149	9	19	for	for	ADP
ajst-19149	9	20	sentence	sentence	NOUN
ajst-19149	9	21	analysis	analysis	NOUN
ajst-19149	9	22	.	.	PUNCT
ajst-19149	10	1	in	in	ADP
ajst-19149	10	2	the	the	DET
ajst-19149	10	3	1980s	1980	NOUN
ajst-19149	10	4	,	,	PUNCT
ajst-19149	10	5	with	with	ADP
ajst-19149	10	6	the	the	DET
ajst-19149	10	7	improvement	improvement	NOUN
ajst-19149	10	8	of	of	ADP
ajst-19149	10	9	computing	compute	VERB
ajst-19149	10	10	power	power	NOUN
ajst-19149	10	11	and	and	CCONJ
ajst-19149	10	12	the	the	DET
ajst-19149	10	13	emergence	emergence	NOUN
ajst-19149	10	14	of	of	ADP
ajst-19149	10	15	a	a	DET
ajst-19149	10	16	large	large	ADJ
ajst-19149	10	17	corpus	corpus	NOUN
ajst-19149	10	18	,	,	PUNCT
ajst-19149	10	19	statistical	statistical	ADJ
ajst-19149	10	20	methods	method	NOUN
ajst-19149	10	21	gradually	gradually	ADV
ajst-19149	10	22	dominated	dominate	VERB
ajst-19149	10	23	the	the	DET
ajst-19149	10	24	field	field	NOUN
ajst-19149	10	25	of	of	ADP
ajst-19149	10	26	natural	natural	ADJ
ajst-19149	10	27	language	language	NOUN
ajst-19149	10	28	processing	processing	NOUN
ajst-19149	10	29	.	.	PUNCT
ajst-19149	11	1	during	during	ADP
ajst-19149	11	2	this	this	DET
ajst-19149	11	3	period	period	NOUN
ajst-19149	11	4	,	,	PUNCT
ajst-19149	11	5	many	many	ADJ
ajst-19149	11	6	statistics	statistic	NOUN
ajst-19149	11	7	-	-	PUNCT
ajst-19149	11	8	based	base	VERB
ajst-19149	11	9	machine	machine	NOUN
ajst-19149	11	10	translation	translation	NOUN
ajst-19149	11	11	,	,	PUNCT
ajst-19149	11	12	word	word	NOUN
ajst-19149	11	13	segmentation	segmentation	NOUN
ajst-19149	11	14	,	,	PUNCT
ajst-19149	11	15	partof	partof	ADJ
ajst-19149	11	16	-	-	PUNCT
ajst-19149	11	17	speech	speech	NOUN
ajst-19149	11	18	tagging	tagging	NOUN
ajst-19149	11	19	and	and	CCONJ
ajst-19149	11	20	other	other	ADJ
ajst-19149	11	21	methods	method	NOUN
ajst-19149	11	22	appeared	appear	VERB
ajst-19149	11	23	one	one	NUM
ajst-19149	11	24	after	after	ADP
ajst-19149	11	25	another	another	PRON
ajst-19149	11	26	.	.	PUNCT
ajst-19149	12	1	in	in	ADP
ajst-19149	12	2	the	the	DET
ajst-19149	12	3	21st	21st	ADJ
ajst-19149	12	4	century	century	NOUN
ajst-19149	12	5	,	,	PUNCT
ajst-19149	12	6	especially	especially	ADV
ajst-19149	12	7	in	in	ADP
ajst-19149	12	8	the	the	DET
ajst-19149	12	9	last	last	ADJ
ajst-19149	12	10	decade	decade	NOUN
ajst-19149	12	11	,	,	PUNCT
ajst-19149	12	12	the	the	DET
ajst-19149	12	13	development	development	NOUN
ajst-19149	12	14	of	of	ADP
ajst-19149	12	15	deep	deep	ADJ
ajst-19149	12	16	learning	learning	NOUN
ajst-19149	12	17	technology	technology	NOUN
ajst-19149	12	18	has	have	AUX
ajst-19149	12	19	greatly	greatly	ADV
ajst-19149	12	20	promoted	promote	VERB
ajst-19149	12	21	the	the	DET
ajst-19149	12	22	progress	progress	NOUN
ajst-19149	12	23	of	of	ADP
ajst-19149	12	24	natural	natural	ADJ
ajst-19149	12	25	language	language	NOUN
ajst-19149	12	26	processing	processing	NOUN
ajst-19149	12	27	.	.	PUNCT
ajst-19149	13	1	models	model	NOUN
ajst-19149	13	2	based	base	VERB
ajst-19149	13	3	on	on	ADP
ajst-19149	13	4	deep	deep	ADJ
ajst-19149	13	5	neural	neural	ADJ
ajst-19149	13	6	networks	network	NOUN
ajst-19149	13	7	,	,	PUNCT
ajst-19149	13	8	such	such	ADJ
ajst-19149	13	9	as	as	ADP
ajst-19149	13	10	recurrent	recurrent	ADJ
ajst-19149	13	11	neural	neural	ADJ
ajst-19149	13	12	networks	network	NOUN
ajst-19149	13	13	(	(	PUNCT
ajst-19149	13	14	rnn	rnn	PROPN
ajst-19149	13	15	)	)	PUNCT
ajst-19149	13	16	,	,	PUNCT
ajst-19149	13	17	long	long	ADJ
ajst-19149	13	18	and	and	CCONJ
ajst-19149	13	19	short	short	ADJ
ajst-19149	13	20	term	term	NOUN
ajst-19149	13	21	memory	memory	NOUN
ajst-19149	13	22	networks	network	NOUN
ajst-19149	13	23	[	[	X
ajst-19149	13	24	1	1	NUM
ajst-19149	13	25	-	-	SYM
ajst-19149	13	26	3](lstm	3](lstm	NUM
ajst-19149	13	27	)	)	PUNCT
ajst-19149	13	28	,	,	PUNCT
ajst-19149	13	29	and	and	CCONJ
ajst-19149	13	30	transformer	transformer	NOUN
ajst-19149	13	31	,	,	PUNCT
ajst-19149	13	32	have	have	AUX
ajst-19149	13	33	greatly	greatly	ADV
ajst-19149	13	34	improved	improve	VERB
ajst-19149	13	35	the	the	DET
ajst-19149	13	36	efficiency	efficiency	NOUN
ajst-19149	13	37	and	and	CCONJ
ajst-19149	13	38	accuracy	accuracy	NOUN
ajst-19149	13	39	of	of	ADP
ajst-19149	13	40	natural	natural	ADJ
ajst-19149	13	41	language	language	NOUN
ajst-19149	13	42	processing	processing	NOUN
ajst-19149	13	43	.	.	PUNCT
ajst-19149	14	1	internationally	internationally	ADV
ajst-19149	14	2	,	,	PUNCT
ajst-19149	14	3	technology	technology	NOUN
ajst-19149	14	4	giants	giant	NOUN
ajst-19149	14	5	such	such	ADJ
ajst-19149	14	6	as	as	ADP
ajst-19149	14	7	google	google	NOUN
ajst-19149	14	8	,	,	PUNCT
ajst-19149	14	9	facebook	facebook	NOUN
ajst-19149	14	10	,	,	PUNCT
ajst-19149	14	11	and	and	CCONJ
ajst-19149	14	12	openai	openai	NOUN
ajst-19149	14	13	have	have	AUX
ajst-19149	14	14	also	also	ADV
ajst-19149	14	15	made	make	VERB
ajst-19149	14	16	a	a	DET
ajst-19149	14	17	series	series	NOUN
ajst-19149	14	18	of	of	ADP
ajst-19149	14	19	important	important	ADJ
ajst-19149	14	20	breakthroughs	breakthrough	NOUN
ajst-19149	14	21	in	in	ADP
ajst-19149	14	22	the	the	DET
ajst-19149	14	23	field	field	NOUN
ajst-19149	14	24	of	of	ADP
ajst-19149	14	25	natural	natural	ADJ
ajst-19149	14	26	language	language	NOUN
ajst-19149	14	27	processing	processing	NOUN
ajst-19149	14	28	.	.	PUNCT
ajst-19149	15	1	for	for	ADP
ajst-19149	15	2	example	example	NOUN
ajst-19149	15	3	,	,	PUNCT
ajst-19149	15	4	google	google	PROPN
ajst-19149	15	5	's	's	PART
ajst-19149	15	6	bert	bert	PROPN
ajst-19149	15	7	model	model	NOUN
ajst-19149	15	8	and	and	CCONJ
ajst-19149	15	9	openai	openai	PROPN
ajst-19149	15	10	's	's	PART
ajst-19149	15	11	gpt	gpt	NOUN
ajst-19149	15	12	family	family	NOUN
ajst-19149	15	13	of	of	ADP
ajst-19149	15	14	models	model	NOUN
ajst-19149	15	15	have	have	AUX
ajst-19149	15	16	both	both	PRON
ajst-19149	15	17	achieved	achieve	VERB
ajst-19149	15	18	above	above	ADP
ajst-19149	15	19	-	-	PUNCT
ajst-19149	15	20	human	human	ADJ
ajst-19149	15	21	performance	performance	NOUN
ajst-19149	15	22	on	on	ADP
ajst-19149	15	23	multiple	multiple	ADJ
ajst-19149	15	24	natural	natural	ADJ
ajst-19149	15	25	language	language	NOUN
ajst-19149	15	26	processing	processing	NOUN
ajst-19149	15	27	tasks	task	NOUN
ajst-19149	15	28	.	.	PUNCT
ajst-19149	16	1	in	in	ADP
ajst-19149	16	2	china	china	PROPN
ajst-19149	16	3	,	,	PUNCT
ajst-19149	16	4	natural	natural	ADJ
ajst-19149	16	5	language	language	NOUN
ajst-19149	16	6	processing	processing	NOUN
ajst-19149	16	7	research	research	NOUN
ajst-19149	16	8	and	and	CCONJ
ajst-19149	16	9	industrial	industrial	ADJ
ajst-19149	16	10	development	development	NOUN
ajst-19149	16	11	have	have	AUX
ajst-19149	16	12	also	also	ADV
ajst-19149	16	13	achieved	achieve	VERB
ajst-19149	16	14	fruitful	fruitful	ADJ
ajst-19149	16	15	results	result	NOUN
ajst-19149	16	16	.	.	PUNCT
ajst-19149	17	1	at	at	ADP
ajst-19149	17	2	present	present	ADJ
ajst-19149	17	3	,	,	PUNCT
ajst-19149	17	4	there	there	PRON
ajst-19149	17	5	are	be	VERB
ajst-19149	17	6	many	many	ADJ
ajst-19149	17	7	domestic	domestic	ADJ
ajst-19149	17	8	natural	natural	ADJ
ajst-19149	17	9	language	language	NOUN
ajst-19149	17	10	processing	processing	NOUN
ajst-19149	17	11	research	research	NOUN
ajst-19149	17	12	institutions	institution	NOUN
ajst-19149	17	13	and	and	CCONJ
ajst-19149	17	14	enterprises	enterprise	NOUN
ajst-19149	17	15	,	,	PUNCT
ajst-19149	17	16	such	such	ADJ
ajst-19149	17	17	as	as	ADP
ajst-19149	17	18	the	the	DET
ajst-19149	17	19	institute	institute	NOUN
ajst-19149	17	20	of	of	ADP
ajst-19149	17	21	computing	compute	VERB
ajst-19149	17	22	science	science	NOUN
ajst-19149	17	23	of	of	ADP
ajst-19149	17	24	the	the	DET
ajst-19149	17	25	chinese	chinese	PROPN
ajst-19149	17	26	academy	academy	PROPN
ajst-19149	17	27	of	of	ADP
ajst-19149	17	28	sciences	sciences	PROPN
ajst-19149	17	29	,	,	PUNCT
ajst-19149	17	30	tsinghua	tsinghua	PROPN
ajst-19149	17	31	university	university	PROPN
ajst-19149	17	32	,	,	PUNCT
ajst-19149	17	33	baidu	baidu	NOUN
ajst-19149	17	34	,	,	PUNCT
ajst-19149	17	35	tencent	tencent	NOUN
ajst-19149	17	36	,	,	PUNCT
ajst-19149	17	37	etc	etc	X
ajst-19149	17	38	.	.	X
ajst-19149	17	39	among	among	ADP
ajst-19149	17	40	them	they	PRON
ajst-19149	17	41	,	,	PUNCT
ajst-19149	17	42	baidu	baidu	PROPN
ajst-19149	17	43	's	's	PART
ajst-19149	17	44	ernie	ernie	NOUN
ajst-19149	17	45	,	,	PUNCT
ajst-19149	17	46	[	[	X
ajst-19149	17	47	46]alibaba	46]alibaba	NUM
ajst-19149	17	48	's	's	PART
ajst-19149	17	49	bert	bert	NOUN
ajst-19149	17	50	and	and	CCONJ
ajst-19149	17	51	other	other	ADJ
ajst-19149	17	52	pre	pre	ADJ
ajst-19149	17	53	-	-	ADJ
ajst-19149	17	54	trained	train	VERB
ajst-19149	17	55	models	model	NOUN
ajst-19149	17	56	perform	perform	VERB
ajst-19149	17	57	well	well	ADV
ajst-19149	17	58	on	on	ADP
ajst-19149	17	59	various	various	ADJ
ajst-19149	17	60	chinese	chinese	ADJ
ajst-19149	17	61	natural	natural	ADJ
ajst-19149	17	62	language	language	NOUN
ajst-19149	17	63	processing	processing	NOUN
ajst-19149	17	64	tasks	task	NOUN
ajst-19149	17	65	.	.	PUNCT
ajst-19149	18	1	at	at	ADP
ajst-19149	18	2	the	the	DET
ajst-19149	18	3	same	same	ADJ
ajst-19149	18	4	time	time	NOUN
ajst-19149	18	5	,	,	PUNCT
ajst-19149	18	6	many	many	ADJ
ajst-19149	18	7	domestic	domestic	ADJ
ajst-19149	18	8	companies	company	NOUN
ajst-19149	18	9	have	have	AUX
ajst-19149	18	10	also	also	ADV
ajst-19149	18	11	applied	apply	VERB
ajst-19149	18	12	natural	natural	ADJ
ajst-19149	18	13	language	language	NOUN
ajst-19149	18	14	processing	processing	NOUN
ajst-19149	18	15	technology	technology	NOUN
ajst-19149	18	16	to	to	ADP
ajst-19149	18	17	intelligent	intelligent	ADJ
ajst-19149	18	18	customer	customer	NOUN
ajst-19149	18	19	service	service	NOUN
ajst-19149	18	20	,	,	PUNCT
ajst-19149	18	21	search	search	NOUN
ajst-19149	18	22	engines	engine	NOUN
ajst-19149	18	23	,	,	PUNCT
ajst-19149	18	24	recommendation	recommendation	NOUN
ajst-19149	18	25	systems	system	NOUN
ajst-19149	18	26	and	and	CCONJ
ajst-19149	18	27	other	other	ADJ
ajst-19149	18	28	scenarios	scenario	NOUN
ajst-19149	18	29	.	.	PUNCT
ajst-19149	19	1	natural	natural	ADJ
ajst-19149	19	2	language	language	NOUN
ajst-19149	19	3	processing	processing	NOUN
ajst-19149	19	4	(	(	PUNCT
ajst-19149	19	5	nlp	nlp	NOUN
ajst-19149	19	6	)	)	PUNCT
ajst-19149	19	7	technology	technology	NOUN
ajst-19149	19	8	can	can	AUX
ajst-19149	19	9	process	process	VERB
ajst-19149	19	10	completely	completely	ADV
ajst-19149	19	11	unstructured	unstructured	ADJ
ajst-19149	19	12	data	datum	NOUN
ajst-19149	19	13	,	,	PUNCT
ajst-19149	19	14	and	and	CCONJ
ajst-19149	19	15	one	one	NUM
ajst-19149	19	16	of	of	ADP
ajst-19149	19	17	the	the	DET
ajst-19149	19	18	main	main	ADJ
ajst-19149	19	19	purposes	purpose	NOUN
ajst-19149	19	20	for	for	SCONJ
ajst-19149	19	21	companies	company	NOUN
ajst-19149	19	22	to	to	PART
ajst-19149	19	23	adopt	adopt	VERB
ajst-19149	19	24	nlp	nlp	NOUN
ajst-19149	19	25	technology	technology	NOUN
ajst-19149	19	26	is	be	AUX
ajst-19149	19	27	to	to	PART
ajst-19149	19	28	embed	embed	VERB
ajst-19149	19	29	intelligent	intelligent	ADJ
ajst-19149	19	30	systems	system	NOUN
ajst-19149	19	31	to	to	PART
ajst-19149	19	32	optimize	optimize	VERB
ajst-19149	19	33	organizational	organizational	ADJ
ajst-19149	19	34	processes	process	NOUN
ajst-19149	19	35	,	,	PUNCT
ajst-19149	19	36	improve	improve	VERB
ajst-19149	19	37	time	time	NOUN
ajst-19149	19	38	efficiency	efficiency	NOUN
ajst-19149	19	39	,	,	PUNCT
ajst-19149	19	40	and	and	CCONJ
ajst-19149	19	41	reduce	reduce	VERB
ajst-19149	19	42	operational	operational	ADJ
ajst-19149	19	43	costs	cost	NOUN
ajst-19149	19	44	.	.	PUNCT
ajst-19149	20	1	regardless	regardless	ADV
ajst-19149	20	2	,	,	PUNCT
ajst-19149	20	3	there	there	PRON
ajst-19149	20	4	are	be	VERB
ajst-19149	20	5	other	other	ADJ
ajst-19149	20	6	benefits	benefit	NOUN
ajst-19149	20	7	to	to	ADP
ajst-19149	20	8	incorporating	incorporate	VERB
ajst-19149	20	9	[	[	X
ajst-19149	20	10	7]nlp	7]nlp	ADJ
ajst-19149	20	11	into	into	ADP
ajst-19149	20	12	healthcare	healthcare	NOUN
ajst-19149	20	13	application	application	NOUN
ajst-19149	20	14	development	development	NOUN
ajst-19149	20	15	.	.	PUNCT
ajst-19149	21	1	nlp	nlp	PROPN
ajst-19149	21	2	can	can	AUX
ajst-19149	21	3	translate	translate	VERB
ajst-19149	21	4	human	human	ADJ
ajst-19149	21	5	language	language	NOUN
ajst-19149	21	6	into	into	ADP
ajst-19149	21	7	a	a	DET
ajst-19149	21	8	machine	machine	NOUN
ajst-19149	21	9	-	-	PUNCT
ajst-19149	21	10	readable	readable	ADJ
ajst-19149	21	11	form	form	NOUN
ajst-19149	21	12	,	,	PUNCT
ajst-19149	21	13	allowing	allow	VERB
ajst-19149	21	14	machines	machine	NOUN
ajst-19149	21	15	to	to	PART
ajst-19149	21	16	derive	derive	VERB
ajst-19149	21	17	meaning	meaning	NOUN
ajst-19149	21	18	from	from	ADP
ajst-19149	21	19	the	the	DET
ajst-19149	21	20	data	datum	NOUN
ajst-19149	21	21	provided	provide	VERB
ajst-19149	21	22	.	.	PUNCT
ajst-19149	22	1	healthcare	healthcare	PROPN
ajst-19149	22	2	is	be	AUX
ajst-19149	22	3	using	use	VERB
ajst-19149	22	4	nlp	nlp	ADJ
ajst-19149	22	5	tools	tool	NOUN
ajst-19149	22	6	to	to	PART
ajst-19149	22	7	control	control	VERB
ajst-19149	22	8	data	datum	NOUN
ajst-19149	22	9	that	that	PRON
ajst-19149	22	10	can	can	AUX
ajst-19149	22	11	be	be	AUX
ajst-19149	22	12	stored	store	VERB
ajst-19149	22	13	as	as	ADP
ajst-19149	22	14	voice	voice	NOUN
ajst-19149	22	15	,	,	PUNCT
ajst-19149	22	16	text	text	NOUN
ajst-19149	22	17	,	,	PUNCT
ajst-19149	22	18	hieroglyphics	hieroglyphic	NOUN
ajst-19149	22	19	,	,	PUNCT
ajst-19149	22	20	photos	photo	NOUN
ajst-19149	22	21	,	,	PUNCT
ajst-19149	22	22	and	and	CCONJ
ajst-19149	22	23	more	more	ADJ
ajst-19149	22	24	to	to	PART
ajst-19149	22	25	draw	draw	VERB
ajst-19149	22	26	useful	useful	ADJ
ajst-19149	22	27	conclusions	conclusion	NOUN
ajst-19149	22	28	.	.	PUNCT
ajst-19149	23	1	the	the	DET
ajst-19149	23	2	study	study	NOUN
ajst-19149	23	3	shows	show	VERB
ajst-19149	23	4	that	that	SCONJ
ajst-19149	23	5	natural	natural	ADJ
ajst-19149	23	6	language	language	NOUN
ajst-19149	23	7	processing	processing	NOUN
ajst-19149	23	8	in	in	ADP
ajst-19149	23	9	healthcare	healthcare	NOUN
ajst-19149	23	10	is	be	AUX
ajst-19149	23	11	expected	expect	VERB
ajst-19149	23	12	to	to	PART
ajst-19149	23	13	increase	increase	VERB
ajst-19149	23	14	from	from	ADP
ajst-19149	23	15	$	$	SYM
ajst-19149	23	16	1,030.2	1,030.2	NUM
ajst-19149	23	17	million	million	NUM
ajst-19149	23	18	in	in	ADP
ajst-19149	23	19	2016	2016	NUM
ajst-19149	23	20	to	to	PART
ajst-19149	23	21	$	$	SYM
ajst-19149	23	22	2,650.2	2,650.2	NUM
ajst-19149	23	23	million	million	NUM
ajst-19149	23	24	in	in	ADP
ajst-19149	23	25	2021	2021	NUM
ajst-19149	23	26	,	,	PUNCT
ajst-19149	23	27	representing	represent	VERB
ajst-19149	23	28	a	a	DET
ajst-19149	23	29	compound	compound	NOUN
ajst-19149	23	30	annual	annual	ADJ
ajst-19149	23	31	growth	growth	NOUN
ajst-19149	23	32	rate	rate	NOUN
ajst-19149	23	33	of	of	ADP
ajst-19149	23	34	20.8	20.8	NUM
ajst-19149	23	35	%	%	NOUN
ajst-19149	23	36	.	.	PUNCT
ajst-19149	24	1	before	before	SCONJ
ajst-19149	24	2	we	we	PRON
ajst-19149	24	3	discuss	discuss	VERB
ajst-19149	24	4	the	the	DET
ajst-19149	24	5	use	use	NOUN
ajst-19149	24	6	of	of	ADP
ajst-19149	24	7	this	this	DET
ajst-19149	24	8	disruptive	disruptive	ADJ
ajst-19149	24	9	technology	technology	NOUN
ajst-19149	24	10	in	in	ADP
ajst-19149	24	11	the	the	DET
ajst-19149	24	12	healthcare	healthcare	NOUN
ajst-19149	24	13	industry	industry	NOUN
ajst-19149	24	14	,	,	PUNCT
ajst-19149	24	15	let	let	VERB
ajst-19149	24	16	's	us	PRON
ajst-19149	24	17	understand	understand	VERB
ajst-19149	24	18	what	what	PRON
ajst-19149	24	19	nlp	nlp	NOUN
ajst-19149	24	20	actually	actually	ADV
ajst-19149	24	21	means	mean	VERB
ajst-19149	24	22	.	.	PUNCT
ajst-19149	25	1	[	[	X
ajst-19149	25	2	8]nlp	8]nlp	PROPN
ajst-19149	25	3	is	be	AUX
ajst-19149	25	4	a	a	DET
ajst-19149	25	5	field	field	NOUN
ajst-19149	25	6	of	of	ADP
ajst-19149	25	7	artificial	artificial	ADJ
ajst-19149	25	8	intelligence	intelligence	NOUN
ajst-19149	25	9	that	that	PRON
ajst-19149	25	10	aims	aim	VERB
ajst-19149	25	11	to	to	PART
ajst-19149	25	12	bridge	bridge	VERB
ajst-19149	25	13	the	the	DET
ajst-19149	25	14	gap	gap	NOUN
ajst-19149	25	15	between	between	ADP
ajst-19149	25	16	humans	human	NOUN
ajst-19149	25	17	and	and	CCONJ
ajst-19149	25	18	robots	robot	NOUN
ajst-19149	25	19	.	.	PUNCT
ajst-19149	26	1	with	with	ADP
ajst-19149	26	2	nlp	nlp	ADJ
ajst-19149	26	3	capabilities	capability	NOUN
ajst-19149	26	4	,	,	PUNCT
ajst-19149	26	5	a	a	DET
ajst-19149	26	6	powerful	powerful	ADJ
ajst-19149	26	7	system	system	NOUN
ajst-19149	26	8	can	can	AUX
ajst-19149	26	9	understand	understand	VERB
ajst-19149	26	10	,	,	PUNCT
ajst-19149	26	11	store	store	NOUN
ajst-19149	26	12	,	,	PUNCT
ajst-19149	26	13	process	process	NOUN
ajst-19149	26	14	,	,	PUNCT
ajst-19149	26	15	and	and	CCONJ
ajst-19149	26	16	execute	execute	VERB
ajst-19149	26	17	data	data	NOUN
ajst-19149	26	18	-	-	PUNCT
ajst-19149	26	19	driven	drive	VERB
ajst-19149	26	20	insights	insight	NOUN
ajst-19149	26	21	in	in	ADP
ajst-19149	26	22	human	human	ADJ
ajst-19149	26	23	-	-	PUNCT
ajst-19149	26	24	understandable	understandable	ADJ
ajst-19149	26	25	speech	speech	NOUN
ajst-19149	26	26	or	or	CCONJ
ajst-19149	26	27	text	text	NOUN
ajst-19149	26	28	.	.	PUNCT
ajst-19149	27	1	natural	natural	ADJ
ajst-19149	27	2	language	language	NOUN
ajst-19149	27	3	processing	processing	NOUN
ajst-19149	27	4	systems	system	NOUN
ajst-19149	27	5	are	be	AUX
ajst-19149	27	6	becoming	become	VERB
ajst-19149	27	7	increasingly	increasingly	ADV
ajst-19149	27	8	important	important	ADJ
ajst-19149	27	9	and	and	CCONJ
ajst-19149	27	10	useful	useful	ADJ
ajst-19149	27	11	in	in	ADP
ajst-19149	27	12	healthcare	healthcare	PROPN
ajst-19149	27	13	application	application	NOUN
ajst-19149	27	14	development	development	NOUN
ajst-19149	27	15	.	.	PUNCT
ajst-19149	28	1	as	as	ADP
ajst-19149	28	2	a	a	DET
ajst-19149	28	3	result	result	NOUN
ajst-19149	28	4	,	,	PUNCT
ajst-19149	28	5	systems	system	NOUN
ajst-19149	28	6	like	like	ADP
ajst-19149	28	7	building	build	VERB
ajst-19149	28	8	chatbots	chatbot	NOUN
ajst-19149	28	9	using	use	VERB
ajst-19149	28	10	nlp	nlp	NOUN
ajst-19149	28	11	are	be	AUX
ajst-19149	28	12	also	also	ADV
ajst-19149	28	13	making	make	VERB
ajst-19149	28	14	waves	wave	NOUN
ajst-19149	28	15	in	in	ADP
ajst-19149	28	16	the	the	DET
ajst-19149	28	17	healthcare	healthcare	NOUN
ajst-19149	28	18	industry	industry	NOUN
ajst-19149	28	19	.	.	PUNCT
ajst-19149	29	1	in	in	ADP
ajst-19149	29	2	an	an	DET
ajst-19149	29	3	efficient	efficient	ADJ
ajst-19149	29	4	execution	execution	NOUN
ajst-19149	29	5	state	state	NOUN
ajst-19149	29	6	,	,	PUNCT
ajst-19149	29	7	technology	technology	NOUN
ajst-19149	29	8	can	can	AUX
ajst-19149	29	9	help	help	VERB
ajst-19149	29	10	clinicians	clinician	NOUN
ajst-19149	29	11	streamline	streamline	VERB
ajst-19149	29	12	management	management	NOUN
ajst-19149	29	13	operations	operation	NOUN
ajst-19149	29	14	by	by	ADP
ajst-19149	29	15	analyzing	analyze	VERB
ajst-19149	29	16	real	real	ADJ
ajst-19149	29	17	-	-	PUNCT
ajst-19149	29	18	time	time	NOUN
ajst-19149	29	19	data	datum	NOUN
ajst-19149	29	20	,	,	PUNCT
ajst-19149	29	21	allowing	allow	VERB
ajst-19149	29	22	them	they	PRON
ajst-19149	29	23	to	to	PART
ajst-19149	29	24	spend	spend	VERB
ajst-19149	29	25	more	more	ADJ
ajst-19149	29	26	time	time	NOUN
ajst-19149	29	27	on	on	ADP
ajst-19149	29	28	patient	patient	ADJ
ajst-19149	29	29	care	care	NOUN
ajst-19149	29	30	and	and	CCONJ
ajst-19149	29	31	improving	improve	VERB
ajst-19149	29	32	the	the	DET
ajst-19149	29	33	patient	patient	ADJ
ajst-19149	29	34	experience	experience	NOUN
ajst-19149	29	35	.	.	PUNCT
ajst-19149	30	1	63	63	NUM
ajst-19149	30	2	2	2	NUM
ajst-19149	30	3	.	.	PUNCT
ajst-19149	30	4	related	relate	VERB
ajst-19149	30	5	work	work	NOUN
ajst-19149	30	6	2.1	2.1	NUM
ajst-19149	30	7	.	.	PUNCT
ajst-19149	30	8	natural	natural	ADJ
ajst-19149	30	9	language	language	NOUN
ajst-19149	30	10	processing	processing	NOUN
ajst-19149	30	11	technology	technology	NOUN
ajst-19149	30	12	（	（	SYM
ajst-19149	30	13	nlp	nlp	ADJ
ajst-19149	30	14	)	)	PUNCT
ajst-19149	30	15	natural	natural	ADJ
ajst-19149	30	16	language	language	NOUN
ajst-19149	30	17	processing	processing	NOUN
ajst-19149	30	18	(	(	PUNCT
ajst-19149	30	19	nlp	nlp	NOUN
ajst-19149	30	20	)	)	PUNCT
ajst-19149	30	21	is	be	AUX
ajst-19149	30	22	an	an	DET
ajst-19149	30	23	interdisciplinary	interdisciplinary	ADJ
ajst-19149	30	24	discipline	discipline	NOUN
ajst-19149	30	25	that	that	PRON
ajst-19149	30	26	spans	span	VERB
ajst-19149	30	27	multiple	multiple	ADJ
ajst-19149	30	28	fields	field	NOUN
ajst-19149	30	29	such	such	ADJ
ajst-19149	30	30	as	as	ADP
ajst-19149	30	31	computer	computer	NOUN
ajst-19149	30	32	science	science	NOUN
ajst-19149	30	33	,	,	PUNCT
ajst-19149	30	34	artificial	artificial	ADJ
ajst-19149	30	35	intelligence	intelligence	NOUN
ajst-19149	30	36	,	,	PUNCT
ajst-19149	30	37	and	and	CCONJ
ajst-19149	30	38	linguistics	linguistic	NOUN
ajst-19149	30	39	.	.	PUNCT
ajst-19149	31	1	it	it	PRON
ajst-19149	31	2	aims	aim	VERB
ajst-19149	31	3	to	to	PART
ajst-19149	31	4	enable	enable	VERB
ajst-19149	31	5	computers	computer	NOUN
ajst-19149	31	6	to	to	PART
ajst-19149	31	7	understand	understand	VERB
ajst-19149	31	8	,	,	PUNCT
ajst-19149	31	9	generate	generate	VERB
ajst-19149	31	10	and	and	CCONJ
ajst-19149	31	11	process	process	VERB
ajst-19149	31	12	human	human	ADJ
ajst-19149	31	13	language	language	NOUN
ajst-19149	31	14	,	,	PUNCT
ajst-19149	31	15	and	and	CCONJ
ajst-19149	31	16	realize	realize	VERB
ajst-19149	31	17	natural	natural	ADJ
ajst-19149	31	18	language	language	NOUN
ajst-19149	31	19	interaction	interaction	NOUN
ajst-19149	31	20	between	between	ADP
ajst-19149	31	21	computers	computer	NOUN
ajst-19149	31	22	and	and	CCONJ
ajst-19149	31	23	humans	human	NOUN
ajst-19149	31	24	.	.	PUNCT
ajst-19149	32	1	with	with	ADP
ajst-19149	32	2	the	the	DET
ajst-19149	32	3	continuous	continuous	ADJ
ajst-19149	32	4	development	development	NOUN
ajst-19149	32	5	of	of	ADP
ajst-19149	32	6	natural	natural	ADJ
ajst-19149	32	7	language	language	NOUN
ajst-19149	32	8	processing	processing	NOUN
ajst-19149	32	9	technology	technology	NOUN
ajst-19149	32	10	,	,	PUNCT
ajst-19149	32	11	it	it	PRON
ajst-19149	32	12	will	will	AUX
ajst-19149	32	13	be	be	AUX
ajst-19149	32	14	more	more	ADV
ajst-19149	32	15	and	and	CCONJ
ajst-19149	32	16	more	more	ADV
ajst-19149	32	17	widely	widely	ADV
ajst-19149	32	18	used	use	VERB
ajst-19149	32	19	in	in	ADP
ajst-19149	32	20	artificial	artificial	ADJ
ajst-19149	32	21	intelligence	intelligence	NOUN
ajst-19149	32	22	,	,	PUNCT
ajst-19149	32	23	machine	machine	NOUN
ajst-19149	32	24	learning	learning	NOUN
ajst-19149	32	25	and	and	CCONJ
ajst-19149	32	26	big	big	ADJ
ajst-19149	32	27	data	datum	NOUN
ajst-19149	32	28	.	.	PUNCT
ajst-19149	33	1	for	for	ADP
ajst-19149	33	2	example	example	NOUN
ajst-19149	33	3	,	,	PUNCT
ajst-19149	33	4	in	in	ADP
ajst-19149	33	5	the	the	DET
ajst-19149	33	6	field	field	NOUN
ajst-19149	33	7	of	of	ADP
ajst-19149	33	8	artificial	artificial	ADJ
ajst-19149	33	9	intelligence	intelligence	NOUN
ajst-19149	33	10	,	,	PUNCT
ajst-19149	33	11	natural	natural	ADJ
ajst-19149	33	12	language	language	NOUN
ajst-19149	33	13	processing	processing	NOUN
ajst-19149	33	14	technology	technology	NOUN
ajst-19149	33	15	can	can	AUX
ajst-19149	33	16	help	help	VERB
ajst-19149	33	17	machines	machine	NOUN
ajst-19149	33	18	better	well	ADV
ajst-19149	33	19	understand	understand	VERB
ajst-19149	33	20	human	human	ADJ
ajst-19149	33	21	language	language	NOUN
ajst-19149	33	22	and	and	CCONJ
ajst-19149	33	23	improve	improve	VERB
ajst-19149	33	24	the	the	DET
ajst-19149	33	25	interaction	interaction	NOUN
ajst-19149	33	26	and	and	CCONJ
ajst-19149	33	27	semantic	semantic	ADJ
ajst-19149	33	28	understanding	understanding	NOUN
ajst-19149	33	29	ability	ability	NOUN
ajst-19149	33	30	of	of	ADP
ajst-19149	33	31	machines.[9	machines.[9	NOUN
ajst-19149	33	32	-	-	X
ajst-19149	33	33	11	11	NUM
ajst-19149	33	34	]	]	PUNCT
ajst-19149	33	35	in	in	ADP
ajst-19149	33	36	the	the	DET
ajst-19149	33	37	field	field	NOUN
ajst-19149	33	38	of	of	ADP
ajst-19149	33	39	machine	machine	NOUN
ajst-19149	33	40	learning	learning	NOUN
ajst-19149	33	41	,	,	PUNCT
ajst-19149	33	42	natural	natural	ADJ
ajst-19149	33	43	language	language	NOUN
ajst-19149	33	44	processing	processing	NOUN
ajst-19149	33	45	technology	technology	NOUN
ajst-19149	33	46	can	can	AUX
ajst-19149	33	47	help	help	VERB
ajst-19149	33	48	machines	machine	NOUN
ajst-19149	33	49	better	well	ADV
ajst-19149	33	50	understand	understand	VERB
ajst-19149	33	51	and	and	CCONJ
ajst-19149	33	52	process	process	VERB
ajst-19149	33	53	text	text	NOUN
ajst-19149	33	54	data	datum	NOUN
ajst-19149	33	55	,	,	PUNCT
ajst-19149	33	56	and	and	CCONJ
ajst-19149	33	57	improve	improve	VERB
ajst-19149	33	58	the	the	DET
ajst-19149	33	59	effectiveness	effectiveness	NOUN
ajst-19149	33	60	and	and	CCONJ
ajst-19149	33	61	accuracy	accuracy	NOUN
ajst-19149	33	62	of	of	ADP
ajst-19149	33	63	machine	machine	NOUN
ajst-19149	33	64	learning	learning	NOUN
ajst-19149	33	65	.	.	PUNCT
ajst-19149	34	1	in	in	ADP
ajst-19149	34	2	the	the	DET
ajst-19149	34	3	field	field	NOUN
ajst-19149	34	4	of	of	ADP
ajst-19149	34	5	big	big	ADJ
ajst-19149	34	6	data	datum	NOUN
ajst-19149	34	7	,	,	PUNCT
ajst-19149	34	8	natural	natural	ADJ
ajst-19149	34	9	language	language	NOUN
ajst-19149	34	10	processing	processing	NOUN
ajst-19149	34	11	technology	technology	NOUN
ajst-19149	34	12	can	can	AUX
ajst-19149	34	13	help	help	VERB
ajst-19149	34	14	enterprises	enterprise	NOUN
ajst-19149	34	15	and	and	CCONJ
ajst-19149	34	16	organizations	organization	NOUN
ajst-19149	34	17	better	well	ADV
ajst-19149	34	18	understand	understand	VERB
ajst-19149	34	19	and	and	CCONJ
ajst-19149	34	20	analyze	analyze	VERB
ajst-19149	34	21	large	large	ADJ
ajst-19149	34	22	amounts	amount	NOUN
ajst-19149	34	23	of	of	ADP
ajst-19149	34	24	text	text	NOUN
ajst-19149	34	25	data	datum	NOUN
ajst-19149	34	26	,	,	PUNCT
ajst-19149	34	27	helping	help	VERB
ajst-19149	34	28	them	they	PRON
ajst-19149	34	29	better	well	ADV
ajst-19149	34	30	understand	understand	VERB
ajst-19149	34	31	market	market	NOUN
ajst-19149	34	32	trends	trend	NOUN
ajst-19149	34	33	,	,	PUNCT
ajst-19149	34	34	customer	customer	NOUN
ajst-19149	34	35	needs	need	NOUN
ajst-19149	34	36	and	and	CCONJ
ajst-19149	34	37	social	social	ADJ
ajst-19149	34	38	hot	hot	ADJ
ajst-19149	34	39	spots	spot	NOUN
ajst-19149	34	40	.	.	PUNCT
ajst-19149	35	1	although	although	SCONJ
ajst-19149	35	2	natural	natural	ADJ
ajst-19149	35	3	language	language	NOUN
ajst-19149	35	4	processing	processing	NOUN
ajst-19149	35	5	technology	technology	NOUN
ajst-19149	35	6	brings	bring	VERB
ajst-19149	35	7	many	many	ADJ
ajst-19149	35	8	conveniences	convenience	NOUN
ajst-19149	35	9	and	and	CCONJ
ajst-19149	35	10	applications	application	NOUN
ajst-19149	35	11	,	,	PUNCT
ajst-19149	35	12	it	it	PRON
ajst-19149	35	13	also	also	ADV
ajst-19149	35	14	faces	face	VERB
ajst-19149	35	15	many	many	ADJ
ajst-19149	35	16	challenges	challenge	NOUN
ajst-19149	35	17	and	and	CCONJ
ajst-19149	35	18	problems	problem	NOUN
ajst-19149	35	19	.	.	PUNCT
ajst-19149	36	1	for	for	ADP
ajst-19149	36	2	example	example	NOUN
ajst-19149	36	3	,	,	PUNCT
ajst-19149	36	4	how	how	SCONJ
ajst-19149	36	5	to	to	PART
ajst-19149	36	6	solve	solve	VERB
ajst-19149	36	7	the	the	DET
ajst-19149	36	8	problems	problem	NOUN
ajst-19149	36	9	of	of	ADP
ajst-19149	36	10	polysemy	polysemy	NOUN
ajst-19149	36	11	,	,	PUNCT
ajst-19149	36	12	language	language	NOUN
ajst-19149	36	13	habits	habit	NOUN
ajst-19149	36	14	and	and	CCONJ
ajst-19149	36	15	language	language	NOUN
ajst-19149	36	16	difficulty	difficulty	NOUN
ajst-19149	36	17	,	,	PUNCT
ajst-19149	36	18	how	how	SCONJ
ajst-19149	36	19	to	to	PART
ajst-19149	36	20	improve	improve	VERB
ajst-19149	36	21	the	the	DET
ajst-19149	36	22	accuracy	accuracy	NOUN
ajst-19149	36	23	and	and	CCONJ
ajst-19149	36	24	naturalness	naturalness	NOUN
ajst-19149	36	25	of	of	ADP
ajst-19149	36	26	translation	translation	NOUN
ajst-19149	36	27	,	,	PUNCT
ajst-19149	36	28	how	how	SCONJ
ajst-19149	36	29	to	to	PART
ajst-19149	36	30	solve	solve	VERB
ajst-19149	36	31	the	the	DET
ajst-19149	36	32	emotional	emotional	ADJ
ajst-19149	36	33	color	color	NOUN
ajst-19149	36	34	of	of	ADP
ajst-19149	36	35	language	language	NOUN
ajst-19149	36	36	and	and	CCONJ
ajst-19149	36	37	other	other	ADJ
ajst-19149	36	38	problems	problem	NOUN
ajst-19149	36	39	.	.	PUNCT
ajst-19149	37	1	[	[	X
ajst-19149	37	2	12]these	12]these	NUM
ajst-19149	37	3	problems	problem	NOUN
ajst-19149	37	4	need	need	VERB
ajst-19149	37	5	us	we	PRON
ajst-19149	37	6	to	to	PART
ajst-19149	37	7	continue	continue	VERB
ajst-19149	37	8	to	to	PART
ajst-19149	37	9	study	study	VERB
ajst-19149	37	10	and	and	CCONJ
ajst-19149	37	11	explore	explore	VERB
ajst-19149	37	12	to	to	PART
ajst-19149	37	13	improve	improve	VERB
ajst-19149	37	14	the	the	DET
ajst-19149	37	15	application	application	NOUN
ajst-19149	37	16	level	level	NOUN
ajst-19149	37	17	and	and	CCONJ
ajst-19149	37	18	effect	effect	NOUN
ajst-19149	37	19	of	of	ADP
ajst-19149	37	20	natural	natural	ADJ
ajst-19149	37	21	language	language	NOUN
ajst-19149	37	22	processing	processing	NOUN
ajst-19149	37	23	technology	technology	NOUN
ajst-19149	37	24	.	.	PUNCT
ajst-19149	38	1	it	it	PRON
ajst-19149	38	2	can	can	AUX
ajst-19149	38	3	be	be	AUX
ajst-19149	38	4	seen	see	VERB
ajst-19149	38	5	that	that	SCONJ
ajst-19149	38	6	natural	natural	ADJ
ajst-19149	38	7	language	language	NOUN
ajst-19149	38	8	processing	processing	NOUN
ajst-19149	38	9	technology	technology	NOUN
ajst-19149	38	10	is	be	AUX
ajst-19149	38	11	a	a	DET
ajst-19149	38	12	science	science	NOUN
ajst-19149	38	13	and	and	CCONJ
ajst-19149	38	14	technology	technology	NOUN
ajst-19149	38	15	topic	topic	NOUN
ajst-19149	38	16	with	with	ADP
ajst-19149	38	17	a	a	DET
ajst-19149	38	18	wide	wide	ADJ
ajst-19149	38	19	range	range	NOUN
ajst-19149	38	20	of	of	ADP
ajst-19149	38	21	applications	application	NOUN
ajst-19149	38	22	,	,	PUNCT
ajst-19149	38	23	and	and	CCONJ
ajst-19149	38	24	i	i	PRON
ajst-19149	38	25	will	will	AUX
ajst-19149	38	26	continue	continue	VERB
ajst-19149	38	27	to	to	PART
ajst-19149	38	28	talk	talk	VERB
ajst-19149	38	29	about	about	ADP
ajst-19149	38	30	the	the	DET
ajst-19149	38	31	cutting	cutting	NOUN
ajst-19149	38	32	-	-	PUNCT
ajst-19149	38	33	edge	edge	NOUN
ajst-19149	38	34	development	development	NOUN
ajst-19149	38	35	and	and	CCONJ
ajst-19149	38	36	application	application	NOUN
ajst-19149	38	37	of	of	ADP
ajst-19149	38	38	natural	natural	ADJ
ajst-19149	38	39	language	language	NOUN
ajst-19149	38	40	processing	processing	NOUN
ajst-19149	38	41	technology	technology	NOUN
ajst-19149	38	42	.	.	PUNCT
ajst-19149	39	1	in	in	ADP
ajst-19149	39	2	recent	recent	ADJ
ajst-19149	39	3	years	year	NOUN
ajst-19149	39	4	,	,	PUNCT
ajst-19149	39	5	the	the	DET
ajst-19149	39	6	application	application	NOUN
ajst-19149	39	7	of	of	ADP
ajst-19149	39	8	natural	natural	ADJ
ajst-19149	39	9	language	language	NOUN
ajst-19149	39	10	processing	processing	NOUN
ajst-19149	39	11	technology	technology	NOUN
ajst-19149	39	12	in	in	ADP
ajst-19149	39	13	the	the	DET
ajst-19149	39	14	field	field	NOUN
ajst-19149	39	15	of	of	ADP
ajst-19149	39	16	deep	deep	ADJ
ajst-19149	39	17	learning	learning	NOUN
ajst-19149	39	18	has	have	AUX
ajst-19149	39	19	received	receive	VERB
ajst-19149	39	20	extensive	extensive	ADJ
ajst-19149	39	21	attention	attention	NOUN
ajst-19149	39	22	and	and	CCONJ
ajst-19149	39	23	research	research	NOUN
ajst-19149	39	24	.	.	PUNCT
ajst-19149	40	1	deep	deep	ADJ
ajst-19149	40	2	learning	learning	NOUN
ajst-19149	40	3	technology	technology	NOUN
ajst-19149	40	4	uses	use	VERB
ajst-19149	40	5	neural	neural	ADJ
ajst-19149	40	6	network	network	NOUN
ajst-19149	40	7	model	model	NOUN
ajst-19149	40	8	to	to	PART
ajst-19149	40	9	process	process	VERB
ajst-19149	40	10	text	text	NOUN
ajst-19149	40	11	data	datum	NOUN
ajst-19149	40	12	,	,	PUNCT
ajst-19149	40	13	which	which	PRON
ajst-19149	40	14	can	can	AUX
ajst-19149	40	15	learn	learn	VERB
ajst-19149	40	16	richer	rich	ADJ
ajst-19149	40	17	language	language	NOUN
ajst-19149	40	18	features	feature	NOUN
ajst-19149	40	19	and	and	CCONJ
ajst-19149	40	20	automatically	automatically	ADV
ajst-19149	40	21	extract	extract	VERB
ajst-19149	40	22	hidden	hide	VERB
ajst-19149	40	23	features	feature	NOUN
ajst-19149	40	24	from	from	ADP
ajst-19149	40	25	text	text	NOUN
ajst-19149	40	26	data	datum	NOUN
ajst-19149	40	27	.	.	PUNCT
ajst-19149	41	1	this	this	PRON
ajst-19149	41	2	has	have	AUX
ajst-19149	41	3	enabled	enable	VERB
ajst-19149	41	4	deep	deep	ADJ
ajst-19149	41	5	learning	learning	NOUN
ajst-19149	41	6	techniques	technique	NOUN
ajst-19149	41	7	to	to	PART
ajst-19149	41	8	achieve	achieve	VERB
ajst-19149	41	9	many	many	ADJ
ajst-19149	41	10	breakthrough	breakthrough	NOUN
ajst-19149	41	11	results	result	NOUN
ajst-19149	41	12	in	in	ADP
ajst-19149	41	13	the	the	DET
ajst-19149	41	14	field	field	NOUN
ajst-19149	41	15	of	of	ADP
ajst-19149	41	16	natural	natural	ADJ
ajst-19149	41	17	language	language	NOUN
ajst-19149	41	18	processing	processing	NOUN
ajst-19149	41	19	.	.	PUNCT
ajst-19149	42	1	among	among	ADP
ajst-19149	42	2	them	they	PRON
ajst-19149	42	3	,	,	PUNCT
ajst-19149	42	4	the	the	DET
ajst-19149	42	5	most	most	ADV
ajst-19149	42	6	representative	representative	ADJ
ajst-19149	42	7	applications	application	NOUN
ajst-19149	42	8	are	be	AUX
ajst-19149	42	9	language	language	NOUN
ajst-19149	42	10	model	model	NOUN
ajst-19149	42	11	modeling	modeling	NOUN
ajst-19149	42	12	and	and	CCONJ
ajst-19149	42	13	natural	natural	ADJ
ajst-19149	42	14	language	language	NOUN
ajst-19149	42	15	generation	generation	NOUN
ajst-19149	42	16	.	.	PUNCT
ajst-19149	43	1	language	language	NOUN
ajst-19149	43	2	modeling	modeling	NOUN
ajst-19149	43	3	is	be	AUX
ajst-19149	43	4	one	one	NUM
ajst-19149	43	5	of	of	ADP
ajst-19149	43	6	the	the	DET
ajst-19149	43	7	core	core	NOUN
ajst-19149	43	8	tasks	task	NOUN
ajst-19149	43	9	in	in	ADP
ajst-19149	43	10	the	the	DET
ajst-19149	43	11	field	field	NOUN
ajst-19149	43	12	of	of	ADP
ajst-19149	43	13	natural	natural	ADJ
ajst-19149	43	14	language	language	NOUN
ajst-19149	43	15	processing	processing	NOUN
ajst-19149	43	16	,	,	PUNCT
ajst-19149	43	17	which	which	PRON
ajst-19149	43	18	is	be	AUX
ajst-19149	43	19	capable	capable	ADJ
ajst-19149	43	20	of	of	ADP
ajst-19149	43	21	modeling	model	VERB
ajst-19149	43	22	text	text	NOUN
ajst-19149	43	23	sequences	sequence	NOUN
ajst-19149	43	24	to	to	PART
ajst-19149	43	25	predict	predict	VERB
ajst-19149	43	26	the	the	DET
ajst-19149	43	27	probability	probability	NOUN
ajst-19149	43	28	distribution	distribution	NOUN
ajst-19149	43	29	of	of	ADP
ajst-19149	43	30	the	the	DET
ajst-19149	43	31	next	next	ADJ
ajst-19149	43	32	word	word	NOUN
ajst-19149	43	33	.	.	PUNCT
ajst-19149	44	1	techniques	technique	NOUN
ajst-19149	44	2	based	base	VERB
ajst-19149	44	3	on	on	ADP
ajst-19149	44	4	language	language	NOUN
ajst-19149	44	5	models	model	NOUN
ajst-19149	44	6	can	can	AUX
ajst-19149	44	7	be	be	AUX
ajst-19149	44	8	used	use	VERB
ajst-19149	44	9	in	in	ADP
ajst-19149	44	10	natural	natural	ADJ
ajst-19149	44	11	language	language	NOUN
ajst-19149	44	12	generation	generation	NOUN
ajst-19149	44	13	,	,	PUNCT
ajst-19149	44	14	machine	machine	NOUN
ajst-19149	44	15	translation	translation	NOUN
ajst-19149	44	16	,	,	PUNCT
ajst-19149	44	17	speech	speech	NOUN
ajst-19149	44	18	recognition	recognition	NOUN
ajst-19149	44	19	,	,	PUNCT
ajst-19149	44	20	text	text	NOUN
ajst-19149	44	21	classification	classification	NOUN
ajst-19149	44	22	and	and	CCONJ
ajst-19149	44	23	other	other	ADJ
ajst-19149	44	24	tasks	task	NOUN
ajst-19149	44	25	.	.	PUNCT
ajst-19149	45	1	at	at	ADP
ajst-19149	45	2	the	the	DET
ajst-19149	45	3	same	same	ADJ
ajst-19149	45	4	time	time	NOUN
ajst-19149	45	5	,	,	PUNCT
ajst-19149	45	6	natural	natural	ADJ
ajst-19149	45	7	language	language	NOUN
ajst-19149	45	8	generation	generation	NOUN
ajst-19149	45	9	technology	technology	NOUN
ajst-19149	45	10	has	have	AUX
ajst-19149	45	11	also	also	ADV
ajst-19149	45	12	been	be	AUX
ajst-19149	45	13	widely	widely	ADV
ajst-19149	45	14	concerned	concern	VERB
ajst-19149	45	15	and	and	CCONJ
ajst-19149	45	16	applied	apply	VERB
ajst-19149	45	17	,	,	PUNCT
ajst-19149	45	18	such	such	ADJ
ajst-19149	45	19	as	as	ADP
ajst-19149	45	20	:	:	PUNCT
ajst-19149	45	21	automatic	automatic	ADJ
ajst-19149	45	22	summary	summary	NOUN
ajst-19149	45	23	,	,	PUNCT
ajst-19149	45	24	[	[	X
ajst-19149	45	25	13	13	NUM
ajst-19149	45	26	-	-	SYM
ajst-19149	45	27	16]chatbot	16]chatbot	NUM
ajst-19149	45	28	,	,	PUNCT
ajst-19149	45	29	text	text	NOUN
ajst-19149	45	30	generation	generation	NOUN
ajst-19149	45	31	and	and	CCONJ
ajst-19149	45	32	so	so	ADV
ajst-19149	45	33	on	on	ADV
ajst-19149	45	34	.	.	PUNCT
ajst-19149	46	1	in	in	ADP
ajst-19149	46	2	addition	addition	NOUN
ajst-19149	46	3	,	,	PUNCT
ajst-19149	46	4	deep	deep	ADJ
ajst-19149	46	5	learning	learning	NOUN
ajst-19149	46	6	techniques	technique	NOUN
ajst-19149	46	7	can	can	AUX
ajst-19149	46	8	also	also	ADV
ajst-19149	46	9	be	be	AUX
ajst-19149	46	10	used	use	VERB
ajst-19149	46	11	for	for	ADP
ajst-19149	46	12	tasks	task	NOUN
ajst-19149	46	13	such	such	ADJ
ajst-19149	46	14	as	as	ADP
ajst-19149	46	15	syntax	syntax	NOUN
ajst-19149	46	16	analysis	analysis	NOUN
ajst-19149	46	17	,	,	PUNCT
ajst-19149	46	18	semantic	semantic	ADJ
ajst-19149	46	19	analysis	analysis	NOUN
ajst-19149	46	20	,	,	PUNCT
ajst-19149	46	21	and	and	CCONJ
ajst-19149	46	22	named	name	VERB
ajst-19149	46	23	entity	entity	NOUN
ajst-19149	46	24	recognition	recognition	NOUN
ajst-19149	46	25	.	.	PUNCT
ajst-19149	47	1	for	for	ADP
ajst-19149	47	2	example	example	NOUN
ajst-19149	47	3	,	,	PUNCT
ajst-19149	47	4	named	name	VERB
ajst-19149	47	5	entity	entity	NOUN
ajst-19149	47	6	recognition	recognition	NOUN
ajst-19149	47	7	can	can	AUX
ajst-19149	47	8	automatically	automatically	ADV
ajst-19149	47	9	extract	extract	VERB
ajst-19149	47	10	entity	entity	NOUN
ajst-19149	47	11	information	information	NOUN
ajst-19149	47	12	such	such	ADJ
ajst-19149	47	13	as	as	ADP
ajst-19149	47	14	personal	personal	ADJ
ajst-19149	47	15	name	name	NOUN
ajst-19149	47	16	,	,	PUNCT
ajst-19149	47	17	place	place	NOUN
ajst-19149	47	18	name	name	NOUN
ajst-19149	47	19	and	and	CCONJ
ajst-19149	47	20	organization	organization	NOUN
ajst-19149	47	21	name	name	NOUN
ajst-19149	47	22	from	from	ADP
ajst-19149	47	23	text	text	NOUN
ajst-19149	47	24	to	to	PART
ajst-19149	47	25	provide	provide	VERB
ajst-19149	47	26	help	help	NOUN
ajst-19149	47	27	for	for	ADP
ajst-19149	47	28	information	information	NOUN
ajst-19149	47	29	extraction	extraction	NOUN
ajst-19149	47	30	and	and	CCONJ
ajst-19149	47	31	data	datum	NOUN
ajst-19149	47	32	mining	mining	NOUN
ajst-19149	47	33	.	.	PUNCT
ajst-19149	48	1	semantic	semantic	ADJ
ajst-19149	48	2	analysis	analysis	NOUN
ajst-19149	48	3	can	can	AUX
ajst-19149	48	4	help	help	VERB
ajst-19149	48	5	machines	machine	NOUN
ajst-19149	48	6	better	well	ADV
ajst-19149	48	7	understand	understand	VERB
ajst-19149	48	8	human	human	ADJ
ajst-19149	48	9	language	language	NOUN
ajst-19149	48	10	and	and	CCONJ
ajst-19149	48	11	improve	improve	VERB
ajst-19149	48	12	their	their	PRON
ajst-19149	48	13	understanding	understanding	NOUN
ajst-19149	48	14	ability	ability	NOUN
ajst-19149	48	15	and	and	CCONJ
ajst-19149	48	16	application	application	NOUN
ajst-19149	48	17	effect	effect	NOUN
ajst-19149	48	18	.	.	PUNCT
ajst-19149	49	1	in	in	ADP
ajst-19149	49	2	addition	addition	NOUN
ajst-19149	49	3	,	,	PUNCT
ajst-19149	49	4	with	with	ADP
ajst-19149	49	5	the	the	DET
ajst-19149	49	6	continuous	continuous	ADJ
ajst-19149	49	7	development	development	NOUN
ajst-19149	49	8	and	and	CCONJ
ajst-19149	49	9	popularization	popularization	NOUN
ajst-19149	49	10	of	of	ADP
ajst-19149	49	11	natural	natural	ADJ
ajst-19149	49	12	language	language	NOUN
ajst-19149	49	13	processing	processing	NOUN
ajst-19149	49	14	technology	technology	NOUN
ajst-19149	49	15	,	,	PUNCT
ajst-19149	49	16	its	its	PRON
ajst-19149	49	17	application	application	NOUN
ajst-19149	49	18	scenarios	scenario	NOUN
ajst-19149	49	19	are	be	AUX
ajst-19149	49	20	becoming	become	VERB
ajst-19149	49	21	more	more	ADV
ajst-19149	49	22	and	and	CCONJ
ajst-19149	49	23	more	more	ADV
ajst-19149	49	24	diversified	diversified	ADJ
ajst-19149	49	25	.	.	PUNCT
ajst-19149	50	1	for	for	ADP
ajst-19149	50	2	example	example	NOUN
ajst-19149	50	3	,	,	PUNCT
ajst-19149	50	4	in	in	ADP
ajst-19149	50	5	the	the	DET
ajst-19149	50	6	medical	medical	ADJ
ajst-19149	50	7	field	field	NOUN
ajst-19149	50	8	,	,	PUNCT
ajst-19149	50	9	natural	natural	ADJ
ajst-19149	50	10	language	language	NOUN
ajst-19149	50	11	processing	processing	NOUN
ajst-19149	50	12	technology	technology	NOUN
ajst-19149	50	13	can	can	AUX
ajst-19149	50	14	help	help	VERB
ajst-19149	50	15	doctors	doctor	NOUN
ajst-19149	50	16	better	well	ADJ
ajst-19149	50	17	process	process	NOUN
ajst-19149	50	18	and	and	CCONJ
ajst-19149	50	19	understand	understand	VERB
ajst-19149	50	20	medical	medical	ADJ
ajst-19149	50	21	record	record	NOUN
ajst-19149	50	22	data	datum	NOUN
ajst-19149	50	23	,	,	PUNCT
ajst-19149	50	24	improving	improve	VERB
ajst-19149	50	25	the	the	DET
ajst-19149	50	26	efficiency	efficiency	NOUN
ajst-19149	50	27	and	and	CCONJ
ajst-19149	50	28	accuracy	accuracy	NOUN
ajst-19149	50	29	of	of	ADP
ajst-19149	50	30	diagnosis	diagnosis	NOUN
ajst-19149	50	31	and	and	CCONJ
ajst-19149	50	32	treatment	treatment	NOUN
ajst-19149	50	33	.	.	PUNCT
ajst-19149	51	1	in	in	ADP
ajst-19149	51	2	the	the	DET
ajst-19149	51	3	financial	financial	ADJ
ajst-19149	51	4	field	field	NOUN
ajst-19149	51	5	,	,	PUNCT
ajst-19149	51	6	natural	natural	ADJ
ajst-19149	51	7	language	language	NOUN
ajst-19149	51	8	processing	processing	NOUN
ajst-19149	51	9	technology	technology	NOUN
ajst-19149	51	10	can	can	AUX
ajst-19149	51	11	help	help	VERB
ajst-19149	51	12	financial	financial	ADJ
ajst-19149	51	13	institutions	institution	NOUN
ajst-19149	51	14	to	to	PART
ajst-19149	51	15	better	well	ADV
ajst-19149	51	16	manage	manage	VERB
ajst-19149	51	17	risk	risk	NOUN
ajst-19149	51	18	and	and	CCONJ
ajst-19149	51	19	information	information	NOUN
ajst-19149	51	20	disclosure	disclosure	NOUN
ajst-19149	51	21	.	.	PUNCT
ajst-19149	52	1	in	in	ADP
ajst-19149	52	2	the	the	DET
ajst-19149	52	3	field	field	NOUN
ajst-19149	52	4	of	of	ADP
ajst-19149	52	5	education	education	NOUN
ajst-19149	52	6	,	,	PUNCT
ajst-19149	52	7	natural	natural	ADJ
ajst-19149	52	8	language	language	NOUN
ajst-19149	52	9	processing	processing	NOUN
ajst-19149	52	10	technology	technology	NOUN
ajst-19149	52	11	can	can	AUX
ajst-19149	52	12	help	help	VERB
ajst-19149	52	13	educational	educational	ADJ
ajst-19149	52	14	institutions	institution	NOUN
ajst-19149	52	15	better	well	ADV
ajst-19149	52	16	conduct	conduct	VERB
ajst-19149	52	17	intelligent	intelligent	ADJ
ajst-19149	52	18	teaching	teaching	NOUN
ajst-19149	52	19	and	and	CCONJ
ajst-19149	52	20	assessment[18	assessment[18	NOUN
ajst-19149	52	21	]	]	PUNCT
ajst-19149	52	22	.	.	PUNCT
ajst-19149	53	1	in	in	ADP
ajst-19149	53	2	general	general	ADJ
ajst-19149	53	3	,	,	PUNCT
ajst-19149	53	4	natural	natural	ADJ
ajst-19149	53	5	language	language	NOUN
ajst-19149	53	6	processing	processing	NOUN
ajst-19149	53	7	technology	technology	NOUN
ajst-19149	53	8	is	be	AUX
ajst-19149	53	9	a	a	DET
ajst-19149	53	10	very	very	ADV
ajst-19149	53	11	important	important	ADJ
ajst-19149	53	12	and	and	CCONJ
ajst-19149	53	13	cutting	cut	VERB
ajst-19149	53	14	-	-	PUNCT
ajst-19149	53	15	edge	edge	NOUN
ajst-19149	53	16	technological	technological	ADJ
ajst-19149	53	17	development	development	NOUN
ajst-19149	53	18	,	,	PUNCT
ajst-19149	53	19	which	which	PRON
ajst-19149	53	20	continues	continue	VERB
ajst-19149	53	21	to	to	PART
ajst-19149	53	22	promote	promote	VERB
ajst-19149	53	23	the	the	DET
ajst-19149	53	24	progress	progress	NOUN
ajst-19149	53	25	and	and	CCONJ
ajst-19149	53	26	development	development	NOUN
ajst-19149	53	27	of	of	ADP
ajst-19149	53	28	artificial	artificial	ADJ
ajst-19149	53	29	intelligence	intelligence	NOUN
ajst-19149	53	30	and	and	CCONJ
ajst-19149	53	31	big	big	ADJ
ajst-19149	53	32	data	datum	NOUN
ajst-19149	53	33	.	.	PUNCT
ajst-19149	54	1	with	with	ADP
ajst-19149	54	2	the	the	DET
ajst-19149	54	3	continuous	continuous	ADJ
ajst-19149	54	4	innovation	innovation	NOUN
ajst-19149	54	5	and	and	CCONJ
ajst-19149	54	6	progress	progress	NOUN
ajst-19149	54	7	of	of	ADP
ajst-19149	54	8	technology	technology	NOUN
ajst-19149	54	9	,	,	PUNCT
ajst-19149	54	10	it	it	PRON
ajst-19149	54	11	is	be	AUX
ajst-19149	54	12	believed	believe	VERB
ajst-19149	54	13	that	that	SCONJ
ajst-19149	54	14	natural	natural	ADJ
ajst-19149	54	15	language	language	NOUN
ajst-19149	54	16	processing	processing	NOUN
ajst-19149	54	17	technology	technology	NOUN
ajst-19149	54	18	will	will	AUX
ajst-19149	54	19	be	be	AUX
ajst-19149	54	20	applied	apply	VERB
ajst-19149	54	21	and	and	CCONJ
ajst-19149	54	22	developed	develop	VERB
ajst-19149	54	23	in	in	ADP
ajst-19149	54	24	more	more	ADJ
ajst-19149	54	25	fields	field	NOUN
ajst-19149	54	26	,	,	PUNCT
ajst-19149	54	27	bringing	bring	VERB
ajst-19149	54	28	more	more	ADJ
ajst-19149	54	29	convenience	convenience	NOUN
ajst-19149	54	30	and	and	CCONJ
ajst-19149	54	31	change	change	NOUN
ajst-19149	54	32	to	to	ADP
ajst-19149	54	33	human	human	ADJ
ajst-19149	54	34	beings	being	NOUN
ajst-19149	54	35	.	.	PUNCT
ajst-19149	55	1	2.2	2.2	NUM
ajst-19149	55	2	.	.	NOUN
ajst-19149	55	3	natural	natural	ADJ
ajst-19149	55	4	language	language	NOUN
ajst-19149	55	5	emotion	emotion	NOUN
ajst-19149	55	6	analysis	analysis	NOUN
ajst-19149	55	7	sentiment	sentiment	NOUN
ajst-19149	55	8	analysis	analysis	NOUN
ajst-19149	55	9	of	of	ADP
ajst-19149	55	10	text	text	NOUN
ajst-19149	55	11	in	in	ADP
ajst-19149	55	12	natural	natural	ADJ
ajst-19149	55	13	language	language	NOUN
ajst-19149	55	14	processing	processing	NOUN
ajst-19149	55	15	(	(	PUNCT
ajst-19149	55	16	nlp	nlp	NOUN
ajst-19149	55	17	)	)	PUNCT
ajst-19149	55	18	is	be	AUX
ajst-19149	55	19	an	an	DET
ajst-19149	55	20	important	important	ADJ
ajst-19149	55	21	application	application	NOUN
ajst-19149	55	22	area	area	NOUN
ajst-19149	55	23	,	,	PUNCT
ajst-19149	55	24	and	and	CCONJ
ajst-19149	55	25	it	it	PRON
ajst-19149	55	26	is	be	AUX
ajst-19149	55	27	often	often	ADV
ajst-19149	55	28	used	use	VERB
ajst-19149	55	29	for	for	ADP
ajst-19149	55	30	evaluative	evaluative	ADJ
ajst-19149	55	31	user	user	NOUN
ajst-19149	55	32	feedback	feedback	NOUN
ajst-19149	55	33	,	,	PUNCT
ajst-19149	55	34	such	such	ADJ
ajst-19149	55	35	as	as	ADP
ajst-19149	55	36	movie	movie	NOUN
ajst-19149	55	37	reviews	review	NOUN
ajst-19149	55	38	and	and	CCONJ
ajst-19149	55	39	postshopping	postshoppe	VERB
ajst-19149	55	40	reviews	review	NOUN
ajst-19149	55	41	.	.	PUNCT
ajst-19149	56	1	emotion	emotion	NOUN
ajst-19149	56	2	analysis	analysis	NOUN
ajst-19149	56	3	is	be	AUX
ajst-19149	56	4	mainly	mainly	ADV
ajst-19149	56	5	based	base	VERB
ajst-19149	56	6	on	on	ADP
ajst-19149	56	7	the	the	DET
ajst-19149	56	8	user	user	NOUN
ajst-19149	56	9	's	's	PART
ajst-19149	56	10	answer	answer	NOUN
ajst-19149	56	11	text	text	NOUN
ajst-19149	56	12	data	datum	NOUN
ajst-19149	56	13	(	(	PUNCT
ajst-19149	56	14	chinese	chinese	PROPN
ajst-19149	56	15	)	)	PUNCT
ajst-19149	56	16	to	to	PART
ajst-19149	56	17	conduct	conduct	VERB
ajst-19149	56	18	quantitative	quantitative	ADJ
ajst-19149	56	19	analysis	analysis	NOUN
ajst-19149	56	20	of	of	ADP
ajst-19149	56	21	text	text	NOUN
ajst-19149	56	22	emotion	emotion	NOUN
ajst-19149	56	23	.	.	PUNCT
ajst-19149	57	1	the	the	DET
ajst-19149	57	2	existing	exist	VERB
ajst-19149	57	3	sentiment	sentiment	NOUN
ajst-19149	57	4	analysis	analysis	NOUN
ajst-19149	57	5	methods	method	NOUN
ajst-19149	57	6	are	be	AUX
ajst-19149	57	7	as	as	SCONJ
ajst-19149	57	8	follows	follow	VERB
ajst-19149	57	9	:	:	PUNCT
ajst-19149	57	10	1	1	X
ajst-19149	57	11	.	.	PUNCT
ajst-19149	58	1	[	[	X
ajst-19149	58	2	19]emotion	19]emotion	NUM
ajst-19149	58	3	dictionary	dictionary	ADJ
ajst-19149	58	4	analysis	analysis	NOUN
ajst-19149	58	5	method	method	NOUN
ajst-19149	58	6	.	.	PUNCT
ajst-19149	59	1	2	2	X
ajst-19149	59	2	.	.	X
ajst-19149	59	3	machine	machine	NOUN
ajst-19149	59	4	learning	learn	VERB
ajst-19149	59	5	analysis	analysis	NOUN
ajst-19149	59	6	method	method	NOUN
ajst-19149	59	7	.	.	PUNCT
ajst-19149	60	1	it	it	PRON
ajst-19149	60	2	is	be	AUX
ajst-19149	60	3	to	to	PART
ajst-19149	60	4	cut	cut	VERB
ajst-19149	60	5	the	the	DET
ajst-19149	60	6	words	word	NOUN
ajst-19149	60	7	of	of	ADP
ajst-19149	60	8	the	the	DET
ajst-19149	60	9	text	text	NOUN
ajst-19149	60	10	,	,	PUNCT
ajst-19149	60	11	remove	remove	VERB
ajst-19149	60	12	the	the	DET
ajst-19149	60	13	stop	stop	NOUN
ajst-19149	60	14	words	word	NOUN
ajst-19149	60	15	,	,	PUNCT
ajst-19149	60	16	extract	extract	VERB
ajst-19149	60	17	the	the	DET
ajst-19149	60	18	positive	positive	ADJ
ajst-19149	60	19	keywords	keyword	NOUN
ajst-19149	60	20	and	and	CCONJ
ajst-19149	60	21	negative	negative	ADJ
ajst-19149	60	22	keywords	keyword	NOUN
ajst-19149	60	23	in	in	ADP
ajst-19149	60	24	the	the	DET
ajst-19149	60	25	keywords	keyword	NOUN
ajst-19149	60	26	,	,	PUNCT
ajst-19149	60	27	and	and	CCONJ
ajst-19149	60	28	calculate	calculate	VERB
ajst-19149	60	29	the	the	DET
ajst-19149	60	30	emotion	emotion	NOUN
ajst-19149	60	31	score	score	NOUN
ajst-19149	60	32	.	.	PUNCT
ajst-19149	61	1	first	first	ADV
ajst-19149	61	2	,	,	PUNCT
ajst-19149	61	3	the	the	DET
ajst-19149	61	4	text	text	NOUN
ajst-19149	61	5	data	datum	NOUN
ajst-19149	61	6	is	be	AUX
ajst-19149	61	7	cut	cut	VERB
ajst-19149	61	8	,	,	PUNCT
ajst-19149	61	9	here	here	ADV
ajst-19149	61	10	the	the	DET
ajst-19149	61	11	chinese	chinese	ADJ
ajst-19149	61	12	word	word	NOUN
ajst-19149	61	13	cutting	cut	VERB
ajst-19149	61	14	tool	tool	NOUN
ajst-19149	61	15	jieba	jieba	NOUN
ajst-19149	61	16	,	,	PUNCT
ajst-19149	61	17	there	there	PRON
ajst-19149	61	18	are	be	VERB
ajst-19149	61	19	many	many	ADJ
ajst-19149	61	20	other	other	ADJ
ajst-19149	61	21	word	word	NOUN
ajst-19149	61	22	cutting	cut	VERB
ajst-19149	61	23	tools	tool	NOUN
ajst-19149	61	24	,	,	PUNCT
ajst-19149	61	25	such	such	ADJ
ajst-19149	61	26	as	as	ADP
ajst-19149	61	27	snownlp	snownlp	NOUN
ajst-19149	61	28	,	,	PUNCT
ajst-19149	61	29	etc	etc	X
ajst-19149	61	30	.	.	X
ajst-19149	61	31	,	,	PUNCT
ajst-19149	61	32	have	have	VERB
ajst-19149	61	33	their	their	PRON
ajst-19149	61	34	own	own	ADJ
ajst-19149	61	35	advantages	advantage	NOUN
ajst-19149	61	36	,	,	PUNCT
ajst-19149	61	37	but	but	CCONJ
ajst-19149	61	38	the	the	DET
ajst-19149	61	39	more	more	ADV
ajst-19149	61	40	accurate	accurate	ADJ
ajst-19149	61	41	the	the	DET
ajst-19149	61	42	word	word	NOUN
ajst-19149	61	43	cutting	cut	VERB
ajst-19149	61	44	the	the	DET
ajst-19149	61	45	more	more	ADV
ajst-19149	61	46	accurate	accurate	ADJ
ajst-19149	61	47	the	the	DET
ajst-19149	61	48	results	result	NOUN
ajst-19149	61	49	.	.	PUNCT
ajst-19149	62	1	the	the	DET
ajst-19149	62	2	second	second	NOUN
ajst-19149	62	3	is	be	AUX
ajst-19149	62	4	about	about	ADV
ajst-19149	62	5	the	the	DET
ajst-19149	62	6	generation	generation	NOUN
ajst-19149	62	7	of	of	ADP
ajst-19149	62	8	dictionaries	dictionary	NOUN
ajst-19149	62	9	,	,	PUNCT
ajst-19149	62	10	which	which	PRON
ajst-19149	62	11	mainly	mainly	ADV
ajst-19149	62	12	includes	include	VERB
ajst-19149	62	13	three	three	NUM
ajst-19149	62	14	dictionaries	dictionary	NOUN
ajst-19149	62	15	,	,	PUNCT
ajst-19149	62	16	stop	stop	VERB
ajst-19149	62	17	word	word	NOUN
ajst-19149	62	18	dictionary	dictionary	ADJ
ajst-19149	62	19	,	,	PUNCT
ajst-19149	62	20	positive	positive	ADJ
ajst-19149	62	21	emotion	emotion	NOUN
ajst-19149	62	22	dictionary	dictionary	NOUN
ajst-19149	62	23	,	,	PUNCT
ajst-19149	62	24	negative	negative	ADJ
ajst-19149	62	25	emotion	emotion	PROPN
ajst-19149	62	26	dictionary	dictionary	NOUN
ajst-19149	62	27	,	,	PUNCT
ajst-19149	62	28	from	from	ADP
ajst-19149	62	29	the	the	DET
ajst-19149	62	30	dictionary	dictionary	NOUN
ajst-19149	62	31	of	of	ADP
ajst-19149	62	32	hownet	hownet	PROPN
ajst-19149	62	33	.	.	PUNCT
ajst-19149	63	1	the	the	DET
ajst-19149	63	2	stop	stop	NOUN
ajst-19149	63	3	word	word	NOUN
ajst-19149	63	4	dictionary	dictionary	NOUN
ajst-19149	63	5	contains	contain	VERB
ajst-19149	63	6	conjunctions	conjunction	NOUN
ajst-19149	63	7	like	like	ADP
ajst-19149	63	8	"	"	PUNCT
ajst-19149	63	9	so	so	ADV
ajst-19149	63	10	"	"	PUNCT
ajst-19149	63	11	and	and	CCONJ
ajst-19149	63	12	"	"	PUNCT
ajst-19149	63	13	how	how	SCONJ
ajst-19149	63	14	"	"	PUNCT
ajst-19149	63	15	and	and	CCONJ
ajst-19149	63	16	punctuation	punctuation	NOUN
ajst-19149	63	17	and	and	CCONJ
ajst-19149	63	18	so	so	ADV
ajst-19149	63	19	on	on	ADV
ajst-19149	63	20	,	,	PUNCT
ajst-19149	63	21	words	word	NOUN
ajst-19149	63	22	that	that	PRON
ajst-19149	63	23	do	do	AUX
ajst-19149	63	24	n't	not	PART
ajst-19149	63	25	have	have	VERB
ajst-19149	63	26	emotion	emotion	NOUN
ajst-19149	63	27	,	,	PUNCT
ajst-19149	63	28	and	and	CCONJ
ajst-19149	63	29	when	when	SCONJ
ajst-19149	63	30	you	you	PRON
ajst-19149	63	31	remove	remove	VERB
ajst-19149	63	32	these	these	DET
ajst-19149	63	33	words	word	NOUN
ajst-19149	63	34	,	,	PUNCT
ajst-19149	63	35	you	you	PRON
ajst-19149	63	36	're	be	AUX
ajst-19149	63	37	left	leave	VERB
ajst-19149	63	38	with	with	ADP
ajst-19149	63	39	words	word	NOUN
ajst-19149	63	40	that	that	PRON
ajst-19149	63	41	have	have	VERB
ajst-19149	63	42	emotion	emotion	NOUN
ajst-19149	63	43	.	.	PUNCT
ajst-19149	64	1	the	the	DET
ajst-19149	64	2	more	more	ADJ
ajst-19149	64	3	data	datum	NOUN
ajst-19149	64	4	the	the	DET
ajst-19149	64	5	dictionary	dictionary	NOUN
ajst-19149	64	6	contains	contain	VERB
ajst-19149	64	7	,	,	PUNCT
ajst-19149	64	8	the	the	DET
ajst-19149	64	9	more	more	ADV
ajst-19149	64	10	accurate	accurate	ADJ
ajst-19149	64	11	the	the	DET
ajst-19149	64	12	sentiment	sentiment	NOUN
ajst-19149	64	13	predictions	prediction	NOUN
ajst-19149	64	14	will	will	AUX
ajst-19149	64	15	be	be	AUX
ajst-19149	64	16	.	.	PUNCT
ajst-19149	65	1	usually	usually	ADV
ajst-19149	65	2	combined	combine	VERB
ajst-19149	65	3	with	with	ADP
ajst-19149	65	4	the	the	DET
ajst-19149	65	5	use	use	NOUN
ajst-19149	65	6	of	of	ADP
ajst-19149	65	7	machine	machine	NOUN
ajst-19149	65	8	learning	learning	NOUN
ajst-19149	65	9	methods	method	NOUN
ajst-19149	65	10	,	,	PUNCT
ajst-19149	65	11	mainly	mainly	ADV
ajst-19149	65	12	using	use	VERB
ajst-19149	65	13	the	the	DET
ajst-19149	65	14	word	word	NOUN
ajst-19149	65	15	vector	vector	NOUN
ajst-19149	65	16	model	model	NOUN
ajst-19149	65	17	word2vec	word2vec	PROPN
ajst-19149	65	18	,	,	PUNCT
ajst-19149	65	19	the	the	DET
ajst-19149	65	20	word	word	NOUN
ajst-19149	65	21	into	into	ADP
ajst-19149	65	22	an	an	DET
ajst-19149	65	23	array	array	NOUN
ajst-19149	65	24	,	,	PUNCT
ajst-19149	65	25	so	so	SCONJ
ajst-19149	65	26	that	that	SCONJ
ajst-19149	65	27	by	by	ADP
ajst-19149	65	28	calculating	calculate	VERB
ajst-19149	65	29	the	the	DET
ajst-19149	65	30	data	data	NOUN
ajst-19149	65	31	distance	distance	NOUN
ajst-19149	65	32	between	between	ADP
ajst-19149	65	33	words	word	NOUN
ajst-19149	65	34	,	,	PUNCT
ajst-19149	65	35	to	to	PART
ajst-19149	65	36	measure	measure	VERB
ajst-19149	65	37	the	the	DET
ajst-19149	65	38	similarity	similarity	NOUN
ajst-19149	65	39	between	between	ADP
ajst-19149	65	40	words	word	NOUN
ajst-19149	65	41	,	,	PUNCT
ajst-19149	65	42	so	so	SCONJ
ajst-19149	65	43	that	that	SCONJ
ajst-19149	65	44	after	after	SCONJ
ajst-19149	65	45	the	the	DET
ajst-19149	65	46	model	model	NOUN
ajst-19149	65	47	has	have	AUX
ajst-19149	65	48	supervised	supervise	VERB
ajst-19149	65	49	learning	learning	NOUN
ajst-19149	65	50	of	of	ADP
ajst-19149	65	51	positive	positive	ADJ
ajst-19149	65	52	and	and	CCONJ
ajst-19149	65	53	negative	negative	ADJ
ajst-19149	65	54	word	word	NOUN
ajst-19149	65	55	vectors	vector	NOUN
ajst-19149	65	56	,	,	PUNCT
ajst-19149	65	57	you	you	PRON
ajst-19149	65	58	can	can	AUX
ajst-19149	65	59	get	get	VERB
ajst-19149	65	60	the	the	DET
ajst-19149	65	61	result	result	NOUN
ajst-19149	65	62	.	.	PUNCT
ajst-19149	66	1	the	the	DET
ajst-19149	66	2	cyclic	cyclic	ADJ
ajst-19149	66	3	neural	neural	ADJ
ajst-19149	66	4	network	network	NOUN
ajst-19149	66	5	lstm[20	lstm[20	PROPN
ajst-19149	66	6	]	]	PUNCT
ajst-19149	66	7	is	be	AUX
ajst-19149	66	8	used	use	VERB
ajst-19149	66	9	here	here	ADV
ajst-19149	66	10	,	,	PUNCT
ajst-19149	66	11	and	and	CCONJ
ajst-19149	66	12	the	the	DET
ajst-19149	66	13	delay	delay	NOUN
ajst-19149	66	14	performance	performance	NOUN
ajst-19149	66	15	of	of	ADP
ajst-19149	66	16	lstm	lstm	NOUN
ajst-19149	66	17	helps	help	VERB
ajst-19149	66	18	the	the	DET
ajst-19149	66	19	word	word	NOUN
ajst-19149	66	20	vector	vector	NOUN
ajst-19149	66	21	learning	learning	NOUN
ajst-19149	66	22	.	.	PUNCT
ajst-19149	67	1	the	the	DET
ajst-19149	67	2	deep	deep	ADJ
ajst-19149	67	3	learning	learning	NOUN
ajst-19149	67	4	framework	framework	NOUN
ajst-19149	67	5	of	of	ADP
ajst-19149	67	6	tensorflow	tensorflow	NOUN
ajst-19149	67	7	is	be	AUX
ajst-19149	67	8	used	use	VERB
ajst-19149	67	9	here	here	ADV
ajst-19149	67	10	.	.	PUNCT
ajst-19149	68	1	principle	principle	NOUN
ajst-19149	68	2	of	of	ADP
ajst-19149	68	3	emotion	emotion	NOUN
ajst-19149	68	4	analysis	analysis	NOUN
ajst-19149	68	5	algorithm	algorithm	NOUN
ajst-19149	68	6	the	the	DET
ajst-19149	68	7	main	main	ADJ
ajst-19149	68	8	principles	principle	NOUN
ajst-19149	68	9	of	of	ADP
ajst-19149	68	10	sentiment	sentiment	NOUN
ajst-19149	68	11	analysis	analysis	NOUN
ajst-19149	68	12	algorithms	algorithm	NOUN
ajst-19149	68	13	include	include	VERB
ajst-19149	68	14	:	:	PUNCT
ajst-19149	68	15	1	1	X
ajst-19149	68	16	.	.	X
ajst-19149	68	17	statistical	statistical	ADJ
ajst-19149	68	18	learning	learning	NOUN
ajst-19149	68	19	method	method	NOUN
ajst-19149	68	20	:	:	PUNCT
ajst-19149	68	21	emotion	emotion	NOUN
ajst-19149	68	22	analysis	analysis	NOUN
ajst-19149	68	23	algorithm	algorithm	NOUN
ajst-19149	68	24	based	base	VERB
ajst-19149	68	25	on	on	ADP
ajst-19149	68	26	statistical	statistical	ADJ
ajst-19149	68	27	learning	learning	NOUN
ajst-19149	68	28	method	method	NOUN
ajst-19149	68	29	can	can	AUX
ajst-19149	68	30	identify	identify	VERB
ajst-19149	68	31	emotion	emotion	NOUN
ajst-19149	68	32	information	information	NOUN
ajst-19149	68	33	in	in	ADP
ajst-19149	68	34	text	text	NOUN
ajst-19149	68	35	by	by	ADP
ajst-19149	68	36	learning	learn	VERB
ajst-19149	68	37	training	training	NOUN
ajst-19149	68	38	data	datum	NOUN
ajst-19149	68	39	set	set	VERB
ajst-19149	68	40	.	.	PUNCT
ajst-19149	69	1	such	such	ADJ
ajst-19149	69	2	algorithms	algorithm	NOUN
ajst-19149	69	3	include	include	VERB
ajst-19149	69	4	naive	naive	ADJ
ajst-19149	69	5	bayes	bayes	NOUN
ajst-19149	69	6	,	,	PUNCT
ajst-19149	69	7	support	support	VERB
ajst-19149	69	8	vector	vector	NOUN
ajst-19149	69	9	machines	machine	NOUN
ajst-19149	69	10	,	,	PUNCT
ajst-19149	69	11	decision	decision	NOUN
ajst-19149	69	12	trees	tree	NOUN
ajst-19149	69	13	and	and	CCONJ
ajst-19149	69	14	so	so	ADV
ajst-19149	69	15	on	on	ADV
ajst-19149	69	16	.	.	PUNCT
ajst-19149	70	1	64	64	NUM
ajst-19149	70	2	2	2	NUM
ajst-19149	70	3	.	.	X
ajst-19149	70	4	deep	deep	ADJ
ajst-19149	70	5	learning	learning	NOUN
ajst-19149	70	6	method	method	NOUN
ajst-19149	70	7	:	:	PUNCT
ajst-19149	70	8	emotion	emotion	NOUN
ajst-19149	70	9	analysis	analysis	NOUN
ajst-19149	70	10	algorithm	algorithm	NOUN
ajst-19149	70	11	based	base	VERB
ajst-19149	70	12	on	on	ADP
ajst-19149	70	13	deep	deep	ADJ
ajst-19149	70	14	learning	learning	NOUN
ajst-19149	70	15	method	method	NOUN
ajst-19149	70	16	learns	learn	VERB
ajst-19149	70	17	emotion	emotion	NOUN
ajst-19149	70	18	information	information	NOUN
ajst-19149	70	19	in	in	ADP
ajst-19149	70	20	text	text	NOUN
ajst-19149	70	21	through	through	ADP
ajst-19149	70	22	multi	multi	ADJ
ajst-19149	70	23	-	-	ADJ
ajst-19149	70	24	layer	layer	ADJ
ajst-19149	70	25	neural	neural	ADJ
ajst-19149	70	26	network	network	NOUN
ajst-19149	70	27	.	.	PUNCT
ajst-19149	71	1	such	such	ADJ
ajst-19149	71	2	algorithms	algorithm	NOUN
ajst-19149	71	3	include	include	VERB
ajst-19149	71	4	convolutional	convolutional	ADJ
ajst-19149	71	5	neural	neural	ADJ
ajst-19149	71	6	network	network	NOUN
ajst-19149	71	7	,	,	PUNCT
ajst-19149	71	8	recurrent	recurrent	ADJ
ajst-19149	71	9	neural	neural	ADJ
ajst-19149	71	10	network	network	NOUN
ajst-19149	71	11	,	,	PUNCT
ajst-19149	71	12	self	self	NOUN
ajst-19149	71	13	-	-	PUNCT
ajst-19149	71	14	attention	attention	NOUN
ajst-19149	71	15	mechanism	mechanism	NOUN
ajst-19149	71	16	and	and	CCONJ
ajst-19149	71	17	so	so	ADV
ajst-19149	71	18	on	on	ADV
ajst-19149	71	19	.	.	PUNCT
ajst-19149	72	1	2.3	2.3	NUM
ajst-19149	72	2	.	.	PUNCT
ajst-19149	73	1	nlp	nlp	NOUN
ajst-19149	73	2	and	and	CCONJ
ajst-19149	73	3	healthcare	healthcare	PROPN
ajst-19149	73	4	1	1	NUM
ajst-19149	73	5	.	.	PUNCT
ajst-19149	73	6	speech	speech	NOUN
ajst-19149	73	7	recognition	recognition	NOUN
ajst-19149	73	8	for	for	ADP
ajst-19149	73	9	nearly	nearly	ADV
ajst-19149	73	10	two	two	NUM
ajst-19149	73	11	decades	decade	NOUN
ajst-19149	73	12	,	,	PUNCT
ajst-19149	73	13	nlp	nlp	PROPN
ajst-19149	73	14	's	's	PART
ajst-19149	73	15	origins	origin	NOUN
ajst-19149	73	16	in	in	ADP
ajst-19149	73	17	healthcare	healthcare	NOUN
ajst-19149	73	18	have	have	AUX
ajst-19149	73	19	been	be	AUX
ajst-19149	73	20	tied	tie	VERB
ajst-19149	73	21	to	to	ADP
ajst-19149	73	22	voice	voice	NOUN
ajst-19149	73	23	recognition	recognition	NOUN
ajst-19149	73	24	,	,	PUNCT
ajst-19149	73	25	a	a	DET
ajst-19149	73	26	technology	technology	NOUN
ajst-19149	73	27	that	that	PRON
ajst-19149	73	28	allows	allow	VERB
ajst-19149	73	29	physicians	physician	NOUN
ajst-19149	73	30	to	to	PART
ajst-19149	73	31	quickly	quickly	ADV
ajst-19149	73	32	transcribe	transcribe	VERB
ajst-19149	73	33	prescriptions	prescription	NOUN
ajst-19149	73	34	into	into	ADP
ajst-19149	73	35	electronic	electronic	ADJ
ajst-19149	73	36	health	health	NOUN
ajst-19149	73	37	records	record	NOUN
ajst-19149	73	38	(	(	PUNCT
ajst-19149	73	39	ehr	ehr	NOUN
ajst-19149	73	40	)	)	PUNCT
ajst-19149	73	41	.	.	PUNCT
ajst-19149	74	1	front	front	ADJ
ajst-19149	74	2	-	-	PUNCT
ajst-19149	74	3	end	end	NOUN
ajst-19149	74	4	speech	speech	NOUN
ajst-19149	74	5	recognition	recognition	NOUN
ajst-19149	74	6	allows	allow	VERB
ajst-19149	74	7	doctors	doctor	NOUN
ajst-19149	74	8	to	to	PART
ajst-19149	74	9	dictate	dictate	VERB
ajst-19149	74	10	prescriptions	prescription	NOUN
ajst-19149	74	11	without	without	ADP
ajst-19149	74	12	sitting	sit	VERB
ajst-19149	74	13	in	in	ADP
ajst-19149	74	14	front	front	NOUN
ajst-19149	74	15	of	of	ADP
ajst-19149	74	16	a	a	DET
ajst-19149	74	17	point	point	NOUN
ajst-19149	74	18	-	-	PUNCT
ajst-19149	74	19	of	of	ADP
ajst-19149	74	20	-	-	PUNCT
ajst-19149	74	21	care	care	NOUN
ajst-19149	74	22	computer	computer	NOUN
ajst-19149	74	23	,	,	PUNCT
ajst-19149	74	24	while	while	SCONJ
ajst-19149	74	25	back	back	ADJ
ajst-19149	74	26	-	-	PUNCT
ajst-19149	74	27	end	end	NOUN
ajst-19149	74	28	recognition	recognition	NOUN
ajst-19149	74	29	corrects	correct	VERB
ajst-19149	74	30	problems	problem	NOUN
ajst-19149	74	31	before	before	ADP
ajst-19149	74	32	sending	send	VERB
ajst-19149	74	33	transcriptions	transcription	NOUN
ajst-19149	74	34	to	to	ADP
ajst-19149	74	35	people	people	NOUN
ajst-19149	74	36	for	for	ADP
ajst-19149	74	37	verification	verification	NOUN
ajst-19149	74	38	.	.	PUNCT
ajst-19149	75	1	without	without	ADP
ajst-19149	75	2	the	the	DET
ajst-19149	75	3	need	need	NOUN
ajst-19149	75	4	for	for	ADP
ajst-19149	75	5	medical	medical	ADJ
ajst-19149	75	6	transcriptionists	transcriptionist	NOUN
ajst-19149	75	7	and	and	CCONJ
ajst-19149	75	8	the	the	DET
ajst-19149	75	9	high	high	ADJ
ajst-19149	75	10	costs	cost	NOUN
ajst-19149	75	11	of	of	ADP
ajst-19149	75	12	paying	pay	VERB
ajst-19149	75	13	them	they	PRON
ajst-19149	75	14	,	,	PUNCT
ajst-19149	75	15	speech	speech	NOUN
ajst-19149	75	16	recognition	recognition	NOUN
ajst-19149	75	17	is	be	AUX
ajst-19149	75	18	one	one	NUM
ajst-19149	75	19	of	of	ADP
ajst-19149	75	20	the	the	DET
ajst-19149	75	21	most	most	ADV
ajst-19149	75	22	cost	cost	NOUN
ajst-19149	75	23	-	-	PUNCT
ajst-19149	75	24	effective	effective	ADJ
ajst-19149	75	25	solutions	solution	NOUN
ajst-19149	75	26	.	.	PUNCT
ajst-19149	76	1	2	2	X
ajst-19149	76	2	.	.	X
ajst-19149	76	3	clinical	clinical	ADJ
ajst-19149	76	4	documents	document	NOUN
ajst-19149	76	5	the	the	DET
ajst-19149	76	6	impact	impact	NOUN
ajst-19149	76	7	of	of	ADP
ajst-19149	76	8	nlp	nlp	NOUN
ajst-19149	76	9	on	on	ADP
ajst-19149	76	10	speech	speech	NOUN
ajst-19149	76	11	recognition	recognition	NOUN
ajst-19149	76	12	is	be	AUX
ajst-19149	76	13	closely	closely	ADV
ajst-19149	76	14	related	relate	VERB
ajst-19149	76	15	to	to	ADP
ajst-19149	76	16	clinical	clinical	ADJ
ajst-19149	76	17	documentation	documentation	NOUN
ajst-19149	76	18	due	due	ADP
ajst-19149	76	19	to	to	ADP
ajst-19149	76	20	nlp	nlp	PROPN
ajst-19149	76	21	's	's	PART
ajst-19149	76	22	speech	speech	NOUN
ajst-19149	76	23	-	-	PUNCT
ajst-19149	76	24	to	to	ADP
ajst-19149	76	25	-	-	PUNCT
ajst-19149	76	26	text	text	NOUN
ajst-19149	76	27	dictation	dictation	NOUN
ajst-19149	76	28	and	and	CCONJ
ajst-19149	76	29	structured	structured	ADJ
ajst-19149	76	30	data	datum	NOUN
ajst-19149	76	31	entry	entry	NOUN
ajst-19149	76	32	,	,	PUNCT
ajst-19149	76	33	which	which	PRON
ajst-19149	76	34	frees	free	VERB
ajst-19149	76	35	physicians	physician	NOUN
ajst-19149	76	36	from	from	ADP
ajst-19149	76	37	the	the	DET
ajst-19149	76	38	burdensome	burdensome	ADJ
ajst-19149	76	39	and	and	CCONJ
ajst-19149	76	40	constrained	constrained	ADJ
ajst-19149	76	41	structure	structure	NOUN
ajst-19149	76	42	of	of	ADP
ajst-19149	76	43	electronic	electronic	ADJ
ajst-19149	76	44	health	health	NOUN
ajst-19149	76	45	records	record	NOUN
ajst-19149	76	46	to	to	PART
ajst-19149	76	47	better	well	ADV
ajst-19149	76	48	care	care	VERB
ajst-19149	76	49	for	for	ADP
ajst-19149	76	50	patients	patient	NOUN
ajst-19149	76	51	.	.	PUNCT
ajst-19149	77	1	both	both	DET
ajst-19149	77	2	nuance	nuance	NOUN
ajst-19149	77	3	and	and	CCONJ
ajst-19149	77	4	m*modal	m*modal	NOUN
ajst-19149	77	5	have	have	VERB
ajst-19149	77	6	technology	technology	NOUN
ajst-19149	77	7	that	that	PRON
ajst-19149	77	8	works	work	VERB
ajst-19149	77	9	in	in	ADP
ajst-19149	77	10	tandem	tandem	NOUN
ajst-19149	77	11	with	with	ADP
ajst-19149	77	12	speech	speech	NOUN
ajst-19149	77	13	recognition	recognition	NOUN
ajst-19149	77	14	,	,	PUNCT
ajst-19149	77	15	which	which	PRON
ajst-19149	77	16	collects	collect	VERB
ajst-19149	77	17	structured	structured	ADJ
ajst-19149	77	18	data	datum	NOUN
ajst-19149	77	19	and	and	CCONJ
ajst-19149	77	20	standardised	standardised	ADJ
ajst-19149	77	21	terminology	terminology	NOUN
ajst-19149	77	22	at	at	ADP
ajst-19149	77	23	the	the	DET
ajst-19149	77	24	point	point	NOUN
ajst-19149	77	25	of	of	ADP
ajst-19149	77	26	care	care	NOUN
ajst-19149	77	27	for	for	ADP
ajst-19149	77	28	future	future	ADJ
ajst-19149	77	29	use[21	use[21	NOUN
ajst-19149	77	30	]	]	PUNCT
ajst-19149	77	31	.	.	PUNCT
ajst-19149	78	1	3	3	X
ajst-19149	78	2	.	.	X
ajst-19149	78	3	computer	computer	NOUN
ajst-19149	78	4	aided	aid	VERB
ajst-19149	78	5	coding	code	VERB
ajst-19149	78	6	(	(	PUNCT
ajst-19149	78	7	cac	cac	PROPN
ajst-19149	78	8	)	)	PUNCT
ajst-19149	78	9	the	the	DET
ajst-19149	78	10	cac	cac	PROPN
ajst-19149	78	11	collects	collect	VERB
ajst-19149	78	12	data	datum	NOUN
ajst-19149	78	13	from	from	ADP
ajst-19149	78	14	procedures	procedure	NOUN
ajst-19149	78	15	and	and	CCONJ
ajst-19149	78	16	treatment	treatment	NOUN
ajst-19149	78	17	protocols	protocol	NOUN
ajst-19149	78	18	in	in	ADP
ajst-19149	78	19	order	order	NOUN
ajst-19149	78	20	to	to	PART
ajst-19149	78	21	capture	capture	VERB
ajst-19149	78	22	every	every	DET
ajst-19149	78	23	possible	possible	ADJ
ajst-19149	78	24	code	code	NOUN
ajst-19149	78	25	and	and	CCONJ
ajst-19149	78	26	optimize	optimize	NOUN
ajst-19149	78	27	claims	claim	NOUN
ajst-19149	78	28	.	.	PUNCT
ajst-19149	79	1	cac	cac	PROPN
ajst-19149	79	2	may	may	AUX
ajst-19149	79	3	improve	improve	VERB
ajst-19149	79	4	the	the	DET
ajst-19149	79	5	coding	code	VERB
ajst-19149	79	6	speed	speed	NOUN
ajst-19149	79	7	,	,	PUNCT
ajst-19149	79	8	but	but	CCONJ
ajst-19149	79	9	it	it	PRON
ajst-19149	79	10	does	do	VERB
ajst-19149	79	11	nothing	nothing	PRON
ajst-19149	79	12	to	to	PART
ajst-19149	79	13	improve	improve	VERB
ajst-19149	79	14	the	the	DET
ajst-19149	79	15	accuracy	accuracy	NOUN
ajst-19149	79	16	of	of	ADP
ajst-19149	79	17	the	the	DET
ajst-19149	79	18	coding	coding	NOUN
ajst-19149	79	19	.	.	PUNCT
ajst-19149	80	1	for	for	ADP
ajst-19149	80	2	example	example	NOUN
ajst-19149	80	3	,	,	PUNCT
ajst-19149	80	4	a	a	DET
ajst-19149	80	5	cleveland	cleveland	PROPN
ajst-19149	80	6	clinic	clinic	NOUN
ajst-19149	80	7	study	study	NOUN
ajst-19149	80	8	showed	show	VERB
ajst-19149	80	9	that	that	SCONJ
ajst-19149	80	10	while	while	SCONJ
ajst-19149	80	11	cac	cac	PROPN
ajst-19149	80	12	reduced	reduce	VERB
ajst-19149	80	13	coding	coding	NOUN
ajst-19149	80	14	time	time	NOUN
ajst-19149	80	15	,	,	PUNCT
ajst-19149	80	16	it	it	PRON
ajst-19149	80	17	had	have	VERB
ajst-19149	80	18	poor	poor	ADJ
ajst-19149	80	19	recall	recall	NOUN
ajst-19149	80	20	and	and	CCONJ
ajst-19149	80	21	accuracy	accuracy	NOUN
ajst-19149	80	22	when	when	SCONJ
ajst-19149	80	23	used	use	VERB
ajst-19149	80	24	alone	alone	ADV
ajst-19149	80	25	without	without	ADP
ajst-19149	80	26	the	the	DET
ajst-19149	80	27	assistance	assistance	NOUN
ajst-19149	80	28	of	of	ADP
ajst-19149	80	29	a	a	DET
ajst-19149	80	30	qualified	qualified	ADJ
ajst-19149	80	31	coder	coder	NOUN
ajst-19149	80	32	.	.	PUNCT
ajst-19149	81	1	4	4	X
ajst-19149	81	2	.	.	X
ajst-19149	81	3	clinical	clinical	ADJ
ajst-19149	81	4	trial	trial	NOUN
ajst-19149	81	5	matching	match	VERB
ajst-19149	81	6	clinical	clinical	ADJ
ajst-19149	81	7	trial	trial	NOUN
ajst-19149	81	8	matching	matching	NOUN
ajst-19149	81	9	is	be	AUX
ajst-19149	81	10	probably	probably	ADV
ajst-19149	81	11	the	the	DET
ajst-19149	81	12	most	most	ADV
ajst-19149	81	13	discussed	discuss	VERB
ajst-19149	81	14	case	case	NOUN
ajst-19149	81	15	in	in	ADP
ajst-19149	81	16	the	the	DET
ajst-19149	81	17	"	"	PUNCT
ajst-19149	81	18	in	in	ADP
ajst-19149	81	19	development	development	NOUN
ajst-19149	81	20	"	"	PUNCT
ajst-19149	81	21	category	category	NOUN
ajst-19149	81	22	.	.	PUNCT
ajst-19149	82	1	for	for	ADP
ajst-19149	82	2	example	example	NOUN
ajst-19149	82	3	,	,	PUNCT
ajst-19149	82	4	two	two	NUM
ajst-19149	82	5	companies	company	NOUN
ajst-19149	82	6	,	,	PUNCT
ajst-19149	82	7	linguamatics	linguamatic	NOUN
ajst-19149	82	8	health	health	NOUN
ajst-19149	82	9	and	and	CCONJ
ajst-19149	82	10	clinithink	clinithink	NOUN
ajst-19149	82	11	,	,	PUNCT
ajst-19149	82	12	have	have	AUX
ajst-19149	82	13	created	create	VERB
ajst-19149	82	14	nlp	nlp	ADJ
ajst-19149	82	15	engines	engine	NOUN
ajst-19149	82	16	to	to	PART
ajst-19149	82	17	address	address	VERB
ajst-19149	82	18	trial	trial	NOUN
ajst-19149	82	19	matching	matching	NOUN
ajst-19149	82	20	,	,	PUNCT
ajst-19149	82	21	while	while	SCONJ
ajst-19149	82	22	two	two	NUM
ajst-19149	82	23	companies	company	NOUN
ajst-19149	82	24	,	,	PUNCT
ajst-19149	82	25	ibm	ibm	PROPN
ajst-19149	82	26	watson	watson	PROPN
ajst-19149	82	27	health	health	PROPN
ajst-19149	82	28	and	and	CCONJ
ajst-19149	82	29	inspirata	inspirata	NOUN
ajst-19149	82	30	,	,	PUNCT
ajst-19149	82	31	have	have	AUX
ajst-19149	82	32	invested	invest	VERB
ajst-19149	82	33	significant	significant	ADJ
ajst-19149	82	34	resources	resource	NOUN
ajst-19149	82	35	in	in	ADP
ajst-19149	82	36	using	use	VERB
ajst-19149	82	37	nlp	nlp	NOUN
ajst-19149	82	38	to	to	PART
ajst-19149	82	39	aid	aid	VERB
ajst-19149	82	40	oncology	oncology	NOUN
ajst-19149	82	41	research	research	NOUN
ajst-19149	82	42	.	.	PUNCT
ajst-19149	83	1	in	in	ADP
ajst-19149	83	2	the	the	DET
ajst-19149	83	3	near	near	ADJ
ajst-19149	83	4	future	future	NOUN
ajst-19149	83	5	,	,	PUNCT
ajst-19149	83	6	nlp	nlp	NOUN
ajst-19149	83	7	appears	appear	VERB
ajst-19149	83	8	to	to	PART
ajst-19149	83	9	have	have	VERB
ajst-19149	83	10	the	the	DET
ajst-19149	83	11	ability	ability	NOUN
ajst-19149	83	12	to	to	PART
ajst-19149	83	13	make	make	VERB
ajst-19149	83	14	clinical	clinical	ADJ
ajst-19149	83	15	trial	trial	NOUN
ajst-19149	83	16	matching	match	VERB
ajst-19149	83	17	a	a	DET
ajst-19149	83	18	seamless	seamless	ADJ
ajst-19149	83	19	and	and	CCONJ
ajst-19149	83	20	automated	automate	VERB
ajst-19149	83	21	process	process	NOUN
ajst-19149	83	22	.	.	PUNCT
ajst-19149	84	1	5	5	X
ajst-19149	84	2	.	.	X
ajst-19149	84	3	data	data	PROPN
ajst-19149	84	4	mining	mining	NOUN
ajst-19149	84	5	research	research	NOUN
ajst-19149	84	6	data	datum	NOUN
ajst-19149	84	7	mining	mining	NOUN
ajst-19149	84	8	in	in	ADP
ajst-19149	84	9	healthcare	healthcare	PROPN
ajst-19149	84	10	systems	system	NOUN
ajst-19149	84	11	allows	allow	VERB
ajst-19149	84	12	businesses	business	NOUN
ajst-19149	84	13	to	to	PART
ajst-19149	84	14	reduce	reduce	VERB
ajst-19149	84	15	the	the	DET
ajst-19149	84	16	subjectivity	subjectivity	NOUN
ajst-19149	84	17	of	of	ADP
ajst-19149	84	18	decisions	decision	NOUN
ajst-19149	84	19	while	while	SCONJ
ajst-19149	84	20	providing	provide	VERB
ajst-19149	84	21	relevant	relevant	ADJ
ajst-19149	84	22	medical	medical	ADJ
ajst-19149	84	23	knowledge	knowledge	NOUN
ajst-19149	84	24	.	.	PUNCT
ajst-19149	85	1	once	once	SCONJ
ajst-19149	85	2	data	data	NOUN
ajst-19149	85	3	mining	mining	NOUN
ajst-19149	85	4	begins	begin	VERB
ajst-19149	85	5	,	,	PUNCT
ajst-19149	85	6	it	it	PRON
ajst-19149	85	7	can	can	AUX
ajst-19149	85	8	become	become	VERB
ajst-19149	85	9	a	a	DET
ajst-19149	85	10	circular	circular	ADJ
ajst-19149	85	11	technique	technique	NOUN
ajst-19149	85	12	for	for	ADP
ajst-19149	85	13	knowledge	knowledge	NOUN
ajst-19149	85	14	discovery	discovery	NOUN
ajst-19149	85	15	that	that	PRON
ajst-19149	85	16	helps	help	VERB
ajst-19149	85	17	all	all	DET
ajst-19149	85	18	healthcare	healthcare	NOUN
ajst-19149	85	19	companies	company	NOUN
ajst-19149	85	20	develop	develop	VERB
ajst-19149	85	21	sound	sound	ADJ
ajst-19149	85	22	financial	financial	ADJ
ajst-19149	85	23	strategies	strategy	NOUN
ajst-19149	85	24	to	to	PART
ajst-19149	85	25	provide	provide	VERB
ajst-19149	85	26	better	well	ADJ
ajst-19149	85	27	patient	patient	ADJ
ajst-19149	85	28	care	care	NOUN
ajst-19149	85	29	.	.	PUNCT
ajst-19149	86	1	6	6	X
ajst-19149	86	2	.	.	X
ajst-19149	86	3	ai	ai	VERB
ajst-19149	86	4	chatbots	chatbot	NOUN
ajst-19149	86	5	and	and	CCONJ
ajst-19149	86	6	virtual	virtual	ADJ
ajst-19149	86	7	scribes	scribe	NOUN
ajst-19149	86	8	while	while	SCONJ
ajst-19149	86	9	there	there	PRON
ajst-19149	86	10	is	be	VERB
ajst-19149	86	11	no	no	DET
ajst-19149	86	12	such	such	ADJ
ajst-19149	86	13	solution	solution	NOUN
ajst-19149	86	14	yet	yet	ADV
ajst-19149	86	15	,	,	PUNCT
ajst-19149	86	16	there	there	PRON
ajst-19149	86	17	is	be	VERB
ajst-19149	86	18	a	a	DET
ajst-19149	86	19	good	good	ADJ
ajst-19149	86	20	chance	chance	NOUN
ajst-19149	86	21	that	that	SCONJ
ajst-19149	86	22	voice	voice	NOUN
ajst-19149	86	23	recognition	recognition	NOUN
ajst-19149	86	24	applications	application	NOUN
ajst-19149	86	25	will	will	AUX
ajst-19149	86	26	help	help	VERB
ajst-19149	86	27	humans	human	NOUN
ajst-19149	86	28	modify	modify	VERB
ajst-19149	86	29	clinical	clinical	ADJ
ajst-19149	86	30	paperwork	paperwork	NOUN
ajst-19149	86	31	.	.	PUNCT
ajst-19149	87	1	amazon	amazon	PROPN
ajst-19149	87	2	's	's	PART
ajst-19149	87	3	alexa	alexa	NOUN
ajst-19149	87	4	or	or	CCONJ
ajst-19149	87	5	google	google	PROPN
ajst-19149	87	6	assistant	assistant	NOUN
ajst-19149	87	7	would	would	AUX
ajst-19149	87	8	be	be	AUX
ajst-19149	87	9	ideal	ideal	ADJ
ajst-19149	87	10	for	for	ADP
ajst-19149	87	11	this	this	PRON
ajst-19149	87	12	.	.	PUNCT
ajst-19149	88	1	microsoft	microsoft	PROPN
ajst-19149	88	2	and	and	CCONJ
ajst-19149	88	3	google	google	PROPN
ajst-19149	88	4	have	have	AUX
ajst-19149	88	5	joined	join	VERB
ajst-19149	88	6	forces	force	NOUN
ajst-19149	88	7	in	in	ADP
ajst-19149	88	8	this	this	DET
ajst-19149	88	9	regard	regard	NOUN
ajst-19149	88	10	to	to	PART
ajst-19149	88	11	achieve	achieve	VERB
ajst-19149	88	12	this	this	DET
ajst-19149	88	13	specific	specific	ADJ
ajst-19149	88	14	goal	goal	NOUN
ajst-19149	88	15	.	.	PUNCT
ajst-19149	89	1	currently	currently	ADV
ajst-19149	89	2	,	,	PUNCT
ajst-19149	89	3	chatbots	chatbot	NOUN
ajst-19149	89	4	built	build	VERB
ajst-19149	89	5	using	use	VERB
ajst-19149	89	6	nlp	nlp	NOUN
ajst-19149	89	7	can	can	AUX
ajst-19149	89	8	pick	pick	VERB
ajst-19149	89	9	up	up	ADP
ajst-19149	89	10	a	a	DET
ajst-19149	89	11	patient	patient	NOUN
ajst-19149	89	12	's	's	PART
ajst-19149	89	13	symptoms	symptom	NOUN
ajst-19149	89	14	and	and	CCONJ
ajst-19149	89	15	direct	direct	VERB
ajst-19149	89	16	them	they	PRON
ajst-19149	89	17	to	to	ADP
ajst-19149	89	18	the	the	DET
ajst-19149	89	19	most	most	ADV
ajst-19149	89	20	appropriate	appropriate	ADJ
ajst-19149	89	21	treatment	treatment	NOUN
ajst-19149	89	22	point	point	NOUN
ajst-19149	89	23	.	.	PUNCT
ajst-19149	90	1	7	7	X
ajst-19149	90	2	.	.	X
ajst-19149	90	3	root	root	NOUN
ajst-19149	90	4	cause	cause	VERB
ajst-19149	90	5	analysis	analysis	NOUN
ajst-19149	90	6	another	another	DET
ajst-19149	90	7	interesting	interesting	ADJ
ajst-19149	90	8	aspect	aspect	NOUN
ajst-19149	90	9	of	of	ADP
ajst-19149	90	10	nlp	nlp	NOUN
ajst-19149	90	11	is	be	AUX
ajst-19149	90	12	the	the	DET
ajst-19149	90	13	ability	ability	NOUN
ajst-19149	90	14	of	of	ADP
ajst-19149	90	15	predictive	predictive	ADJ
ajst-19149	90	16	analytics	analytic	NOUN
ajst-19149	90	17	to	to	PART
ajst-19149	90	18	provide	provide	VERB
ajst-19149	90	19	solutions	solution	NOUN
ajst-19149	90	20	to	to	ADP
ajst-19149	90	21	common	common	ADJ
ajst-19149	90	22	health	health	NOUN
ajst-19149	90	23	problems	problem	NOUN
ajst-19149	90	24	.	.	PUNCT
ajst-19149	91	1	large	large	ADJ
ajst-19149	91	2	caches	cache	NOUN
ajst-19149	91	3	of	of	ADP
ajst-19149	91	4	digital	digital	ADJ
ajst-19149	91	5	medical	medical	ADJ
ajst-19149	91	6	records	record	NOUN
ajst-19149	91	7	can	can	AUX
ajst-19149	91	8	help	help	AUX
ajst-19149	91	9	identify	identify	VERB
ajst-19149	91	10	subsets	subset	NOUN
ajst-19149	91	11	of	of	ADP
ajst-19149	91	12	geographic	geographic	ADJ
ajst-19149	91	13	areas	area	NOUN
ajst-19149	91	14	,	,	PUNCT
ajst-19149	91	15	ethnic	ethnic	ADJ
ajst-19149	91	16	groups	group	NOUN
ajst-19149	91	17	,	,	PUNCT
ajst-19149	91	18	or	or	CCONJ
ajst-19149	91	19	other	other	ADJ
ajst-19149	91	20	diverse	diverse	ADJ
ajst-19149	91	21	demographic	demographic	ADJ
ajst-19149	91	22	groups	group	NOUN
ajst-19149	91	23	that	that	PRON
ajst-19149	91	24	face	face	VERB
ajst-19149	91	25	different	different	ADJ
ajst-19149	91	26	types	type	NOUN
ajst-19149	91	27	of	of	ADP
ajst-19149	91	28	health	health	NOUN
ajst-19149	91	29	disparities	disparity	NOUN
ajst-19149	91	30	when	when	SCONJ
ajst-19149	91	31	applying	apply	VERB
ajst-19149	91	32	nlp	nlp	NOUN
ajst-19149	91	33	.	.	PUNCT
ajst-19149	92	1	the	the	DET
ajst-19149	92	2	nlp	nlp	NOUN
ajst-19149	92	3	system	system	NOUN
ajst-19149	92	4	assesses	assess	VERB
ajst-19149	92	5	unstructured	unstructured	ADJ
ajst-19149	92	6	responses	response	NOUN
ajst-19149	92	7	to	to	PART
ajst-19149	92	8	determine	determine	VERB
ajst-19149	92	9	the	the	DET
ajst-19149	92	10	root	root	NOUN
ajst-19149	92	11	cause	cause	NOUN
ajst-19149	92	12	of	of	ADP
ajst-19149	92	13	a	a	DET
ajst-19149	92	14	patient	patient	NOUN
ajst-19149	92	15	's	's	PART
ajst-19149	92	16	disease	disease	NOUN
ajst-19149	92	17	.	.	PUNCT
ajst-19149	93	1	8	8	X
ajst-19149	93	2	.	.	X
ajst-19149	93	3	review	review	NOUN
ajst-19149	93	4	management	management	NOUN
ajst-19149	93	5	and	and	CCONJ
ajst-19149	93	6	emotion	emotion	NOUN
ajst-19149	93	7	analysis	analysis	NOUN
ajst-19149	93	8	nlp	nlp	NOUN
ajst-19149	93	9	can	can	AUX
ajst-19149	93	10	also	also	ADV
ajst-19149	93	11	help	help	VERB
ajst-19149	93	12	healthcare	healthcare	NOUN
ajst-19149	93	13	organizations	organization	NOUN
ajst-19149	93	14	manage	manage	VERB
ajst-19149	93	15	internet	internet	NOUN
ajst-19149	93	16	reviews	review	NOUN
ajst-19149	93	17	.	.	PUNCT
ajst-19149	94	1	every	every	DET
ajst-19149	94	2	day	day	NOUN
ajst-19149	94	3	,	,	PUNCT
ajst-19149	94	4	it	it	PRON
ajst-19149	94	5	collects	collect	VERB
ajst-19149	94	6	and	and	CCONJ
ajst-19149	94	7	analyzes	analyze	VERB
ajst-19149	94	8	hundreds	hundred	NOUN
ajst-19149	94	9	of	of	ADP
ajst-19149	94	10	comments	comment	NOUN
ajst-19149	94	11	about	about	ADP
ajst-19149	94	12	healthcare	healthcare	NOUN
ajst-19149	94	13	from	from	ADP
ajst-19149	94	14	third	third	ADJ
ajst-19149	94	15	-	-	PUNCT
ajst-19149	94	16	party	party	NOUN
ajst-19149	94	17	lists	list	NOUN
ajst-19149	94	18	,	,	PUNCT
ajst-19149	94	19	in	in	ADP
ajst-19149	94	20	addition	addition	NOUN
ajst-19149	94	21	to	to	ADP
ajst-19149	94	22	quickly	quickly	ADV
ajst-19149	94	23	assessing	assess	VERB
ajst-19149	94	24	human	human	ADJ
ajst-19149	94	25	emotions	emotion	NOUN
ajst-19149	94	26	and	and	CCONJ
ajst-19149	94	27	the	the	DET
ajst-19149	94	28	context	context	NOUN
ajst-19149	94	29	in	in	ADP
ajst-19149	94	30	which	which	PRON
ajst-19149	94	31	those	those	DET
ajst-19149	94	32	emotions	emotion	NOUN
ajst-19149	94	33	are	be	AUX
ajst-19149	94	34	expressed[22	expressed[22	ADJ
ajst-19149	94	35	]	]	X
ajst-19149	94	36	.	.	PUNCT
ajst-19149	95	1	some	some	DET
ajst-19149	95	2	systems	system	NOUN
ajst-19149	95	3	can	can	AUX
ajst-19149	95	4	even	even	ADV
ajst-19149	95	5	listen	listen	VERB
ajst-19149	95	6	to	to	ADP
ajst-19149	95	7	customers	customer	NOUN
ajst-19149	95	8	in	in	ADP
ajst-19149	95	9	comments	comment	NOUN
ajst-19149	95	10	,	,	PUNCT
ajst-19149	95	11	which	which	PRON
ajst-19149	95	12	can	can	AUX
ajst-19149	95	13	help	help	VERB
ajst-19149	95	14	doctors	doctor	NOUN
ajst-19149	95	15	understand	understand	VERB
ajst-19149	95	16	how	how	SCONJ
ajst-19149	95	17	consumers	consumer	NOUN
ajst-19149	95	18	view	view	VERB
ajst-19149	95	19	their	their	PRON
ajst-19149	95	20	care	care	NOUN
ajst-19149	95	21	,	,	PUNCT
ajst-19149	95	22	for	for	ADP
ajst-19149	95	23	example	example	NOUN
ajst-19149	95	24	,	,	PUNCT
ajst-19149	95	25	and	and	CCONJ
ajst-19149	95	26	communicate	communicate	VERB
ajst-19149	95	27	more	more	ADV
ajst-19149	95	28	effectively	effectively	ADV
ajst-19149	95	29	in	in	ADP
ajst-19149	95	30	a	a	DET
ajst-19149	95	31	language	language	NOUN
ajst-19149	95	32	they	they	PRON
ajst-19149	95	33	all	all	PRON
ajst-19149	95	34	understand	understand	VERB
ajst-19149	95	35	.	.	PUNCT
ajst-19149	96	1	in	in	ADP
ajst-19149	96	2	conclusion	conclusion	NOUN
ajst-19149	96	3	,	,	PUNCT
ajst-19149	96	4	the	the	DET
ajst-19149	96	5	integration	integration	NOUN
ajst-19149	96	6	of	of	ADP
ajst-19149	96	7	natural	natural	ADJ
ajst-19149	96	8	language	language	NOUN
ajst-19149	96	9	processing	processing	NOUN
ajst-19149	96	10	(	(	PUNCT
ajst-19149	96	11	nlp	nlp	NOUN
ajst-19149	96	12	)	)	PUNCT
ajst-19149	96	13	in	in	ADP
ajst-19149	96	14	healthcare	healthcare	NOUN
ajst-19149	96	15	brings	bring	VERB
ajst-19149	96	16	forth	forth	ADV
ajst-19149	96	17	a	a	DET
ajst-19149	96	18	multitude	multitude	NOUN
ajst-19149	96	19	of	of	ADP
ajst-19149	96	20	benefits	benefit	NOUN
ajst-19149	96	21	across	across	ADP
ajst-19149	96	22	various	various	ADJ
ajst-19149	96	23	domains	domain	NOUN
ajst-19149	96	24	.	.	PUNCT
ajst-19149	97	1	from	from	ADP
ajst-19149	97	2	speech	speech	NOUN
ajst-19149	97	3	recognition	recognition	NOUN
ajst-19149	97	4	facilitating	facilitate	VERB
ajst-19149	97	5	efficient	efficient	ADJ
ajst-19149	97	6	transcription	transcription	NOUN
ajst-19149	97	7	of	of	ADP
ajst-19149	97	8	prescriptions	prescription	NOUN
ajst-19149	97	9	to	to	ADP
ajst-19149	97	10	clinical	clinical	ADJ
ajst-19149	97	11	trial	trial	NOUN
ajst-19149	97	12	matching	matching	NOUN
ajst-19149	97	13	streamlining	streamline	VERB
ajst-19149	97	14	research	research	NOUN
ajst-19149	97	15	processes	process	NOUN
ajst-19149	97	16	,	,	PUNCT
ajst-19149	97	17	nlp	nlp	NOUN
ajst-19149	97	18	proves	prove	VERB
ajst-19149	97	19	to	to	PART
ajst-19149	97	20	be	be	AUX
ajst-19149	97	21	a	a	DET
ajst-19149	97	22	versatile	versatile	ADJ
ajst-19149	97	23	tool	tool	NOUN
ajst-19149	97	24	for	for	ADP
ajst-19149	97	25	enhancing	enhance	VERB
ajst-19149	97	26	healthcare	healthcare	NOUN
ajst-19149	97	27	delivery	delivery	NOUN
ajst-19149	97	28	.	.	PUNCT
ajst-19149	98	1	additionally	additionally	ADV
ajst-19149	98	2	,	,	PUNCT
ajst-19149	98	3	nlp	nlp	ADJ
ajst-19149	98	4	-	-	PUNCT
ajst-19149	98	5	powered	power	VERB
ajst-19149	98	6	applications	application	NOUN
ajst-19149	98	7	such	such	ADJ
ajst-19149	98	8	as	as	ADP
ajst-19149	98	9	chatbots	chatbot	NOUN
ajst-19149	98	10	and	and	CCONJ
ajst-19149	98	11	virtual	virtual	ADJ
ajst-19149	98	12	scribes	scribe	NOUN
ajst-19149	98	13	offer	offer	VERB
ajst-19149	98	14	promising	promise	VERB
ajst-19149	98	15	avenues	avenue	NOUN
ajst-19149	98	16	for	for	ADP
ajst-19149	98	17	improving	improve	VERB
ajst-19149	98	18	patient	patient	ADJ
ajst-19149	98	19	communication	communication	NOUN
ajst-19149	98	20	and	and	CCONJ
ajst-19149	98	21	administrative	administrative	ADJ
ajst-19149	98	22	tasks	task	NOUN
ajst-19149	98	23	.	.	PUNCT
ajst-19149	99	1	furthermore	furthermore	ADV
ajst-19149	99	2	,	,	PUNCT
ajst-19149	99	3	the	the	DET
ajst-19149	99	4	ability	ability	NOUN
ajst-19149	99	5	of	of	ADP
ajst-19149	99	6	nlp	nlp	NOUN
ajst-19149	99	7	to	to	PART
ajst-19149	99	8	conduct	conduct	VERB
ajst-19149	99	9	root	root	NOUN
ajst-19149	99	10	cause	cause	VERB
ajst-19149	99	11	analysis	analysis	NOUN
ajst-19149	99	12	and	and	CCONJ
ajst-19149	99	13	emotion	emotion	NOUN
ajst-19149	99	14	analysis	analysis	NOUN
ajst-19149	99	15	provides	provide	VERB
ajst-19149	99	16	valuable	valuable	ADJ
ajst-19149	99	17	insights	insight	NOUN
ajst-19149	99	18	for	for	ADP
ajst-19149	99	19	addressing	address	VERB
ajst-19149	99	20	health	health	NOUN
ajst-19149	99	21	disparities	disparity	NOUN
ajst-19149	99	22	and	and	CCONJ
ajst-19149	99	23	enhancing	enhance	VERB
ajst-19149	99	24	patient	patient	ADJ
ajst-19149	99	25	satisfaction	satisfaction	NOUN
ajst-19149	99	26	.	.	PUNCT
ajst-19149	100	1	overall	overall	ADV
ajst-19149	100	2	,	,	PUNCT
ajst-19149	100	3	the	the	DET
ajst-19149	100	4	utilization	utilization	NOUN
ajst-19149	100	5	of	of	ADP
ajst-19149	100	6	nlp	nlp	NOUN
ajst-19149	100	7	holds	hold	VERB
ajst-19149	100	8	immense	immense	ADJ
ajst-19149	100	9	potential	potential	NOUN
ajst-19149	100	10	to	to	PART
ajst-19149	100	11	revolutionize	revolutionize	VERB
ajst-19149	100	12	healthcare	healthcare	NOUN
ajst-19149	100	13	operations	operation	NOUN
ajst-19149	100	14	and	and	CCONJ
ajst-19149	100	15	improve	improve	VERB
ajst-19149	100	16	patient	patient	ADJ
ajst-19149	100	17	outcomes	outcome	NOUN
ajst-19149	100	18	.	.	PUNCT
ajst-19149	101	1	3	3	X
ajst-19149	101	2	.	.	X
ajst-19149	101	3	methodology	methodology	NOUN
ajst-19149	101	4	3.1	3.1	NUM
ajst-19149	101	5	.	.	PUNCT
ajst-19149	102	1	emotion	emotion	NOUN
ajst-19149	102	2	analysis	analysis	NOUN
ajst-19149	102	3	algorithm	algorithm	NOUN
ajst-19149	102	4	emotion	emotion	NOUN
ajst-19149	102	5	analysis	analysis	NOUN
ajst-19149	102	6	algorithm	algorithm	NOUN
ajst-19149	102	7	specific	specific	ADJ
ajst-19149	102	8	operation	operation	NOUN
ajst-19149	102	9	steps	step	NOUN
ajst-19149	102	10	:	:	PUNCT
ajst-19149	102	11	1	1	NUM
ajst-19149	102	12	)	)	PUNCT
ajst-19149	102	13	data	datum	NOUN
ajst-19149	102	14	preprocessing	preprocessing	NOUN
ajst-19149	102	15	:	:	PUNCT
ajst-19149	102	16	the	the	DET
ajst-19149	102	17	input	input	NOUN
ajst-19149	102	18	text	text	NOUN
ajst-19149	102	19	is	be	AUX
ajst-19149	102	20	cleaned	clean	VERB
ajst-19149	102	21	,	,	PUNCT
ajst-19149	102	22	the	the	DET
ajst-19149	102	23	words	word	NOUN
ajst-19149	102	24	to	to	PART
ajst-19149	102	25	stop	stop	VERB
ajst-19149	102	26	,	,	PUNCT
ajst-19149	102	27	the	the	DET
ajst-19149	102	28	partof	partof	NOUN
ajst-19149	102	29	speech	speech	NOUN
ajst-19149	102	30	tagging	tagging	NOUN
ajst-19149	102	31	,	,	PUNCT
ajst-19149	102	32	the	the	DET
ajst-19149	102	33	word	word	NOUN
ajst-19149	102	34	extraction	extraction	NOUN
ajst-19149	102	35	and	and	CCONJ
ajst-19149	102	36	other	other	ADJ
ajst-19149	102	37	processing	processing	NOUN
ajst-19149	102	38	to	to	PART
ajst-19149	102	39	extract	extract	VERB
ajst-19149	102	40	meaningful	meaningful	ADJ
ajst-19149	102	41	features	feature	NOUN
ajst-19149	102	42	.	.	PUNCT
ajst-19149	103	1	2	2	X
ajst-19149	103	2	)	)	PUNCT
ajst-19149	103	3	feature	feature	NOUN
ajst-19149	103	4	extraction	extraction	NOUN
ajst-19149	103	5	:	:	PUNCT
ajst-19149	103	6	the	the	DET
ajst-19149	103	7	preprocessed	preprocesse	VERB
ajst-19149	103	8	text	text	NOUN
ajst-19149	103	9	is	be	AUX
ajst-19149	103	10	converted	convert	VERB
ajst-19149	103	11	into	into	ADP
ajst-19149	103	12	a	a	DET
ajst-19149	103	13	vector	vector	NOUN
ajst-19149	103	14	representation	representation	NOUN
ajst-19149	103	15	for	for	ADP
ajst-19149	103	16	easy	easy	ADJ
ajst-19149	103	17	computer	computer	NOUN
ajst-19149	103	18	understanding	understanding	NOUN
ajst-19149	103	19	and	and	CCONJ
ajst-19149	103	20	processing	processing	NOUN
ajst-19149	103	21	.	.	PUNCT
ajst-19149	104	1	this	this	PRON
ajst-19149	104	2	can	can	AUX
ajst-19149	104	3	be	be	AUX
ajst-19149	104	4	achieved	achieve	VERB
ajst-19149	104	5	by	by	ADP
ajst-19149	104	6	means	mean	NOUN
ajst-19149	104	7	of	of	ADP
ajst-19149	104	8	bag	bag	NOUN
ajst-19149	104	9	of	of	ADP
ajst-19149	104	10	words	word	NOUN
ajst-19149	104	11	model	model	NOUN
ajst-19149	104	12	,	,	PUNCT
ajst-19149	104	13	tf	tf	PROPN
ajst-19149	104	14	-	-	PUNCT
ajst-19149	104	15	idf	idf	PROPN
ajst-19149	104	16	,	,	PUNCT
ajst-19149	104	17	word2vec	word2vec	X
ajst-19149	104	18	and	and	CCONJ
ajst-19149	104	19	so	so	ADV
ajst-19149	104	20	on	on	ADV
ajst-19149	104	21	.	.	PUNCT
ajst-19149	105	1	3	3	X
ajst-19149	105	2	)	)	PUNCT
ajst-19149	105	3	model	model	NOUN
ajst-19149	105	4	training	training	NOUN
ajst-19149	105	5	:	:	PUNCT
ajst-19149	105	6	according	accord	VERB
ajst-19149	105	7	to	to	ADP
ajst-19149	105	8	the	the	DET
ajst-19149	105	9	selected	select	VERB
ajst-19149	105	10	algorithm	algorithm	NOUN
ajst-19149	105	11	principle	principle	NOUN
ajst-19149	105	12	,	,	PUNCT
ajst-19149	105	13	model	model	NOUN
ajst-19149	105	14	training	training	NOUN
ajst-19149	105	15	is	be	AUX
ajst-19149	105	16	carried	carry	VERB
ajst-19149	105	17	out	out	ADP
ajst-19149	105	18	on	on	ADP
ajst-19149	105	19	the	the	DET
ajst-19149	105	20	training	training	NOUN
ajst-19149	105	21	data	datum	NOUN
ajst-19149	105	22	set	set	VERB
ajst-19149	105	23	.	.	PUNCT
ajst-19149	106	1	this	this	PRON
ajst-19149	106	2	can	can	AUX
ajst-19149	106	3	be	be	AUX
ajst-19149	106	4	achieved	achieve	VERB
ajst-19149	106	5	through	through	ADP
ajst-19149	106	6	optimization	optimization	NOUN
ajst-19149	106	7	methods	method	NOUN
ajst-19149	106	8	such	such	ADJ
ajst-19149	106	9	as	as	ADP
ajst-19149	106	10	gradient	gradient	ADJ
ajst-19149	106	11	descent	descent	NOUN
ajst-19149	106	12	and	and	CCONJ
ajst-19149	106	13	random	random	ADJ
ajst-19149	106	14	gradient	gradient	ADJ
ajst-19149	106	15	descent	descent	NOUN
ajst-19149	106	16	.	.	PUNCT
ajst-19149	107	1	4	4	X
ajst-19149	107	2	)	)	PUNCT
ajst-19149	107	3	model	model	NOUN
ajst-19149	107	4	evaluation	evaluation	NOUN
ajst-19149	107	5	:	:	PUNCT
ajst-19149	107	6	test	test	NOUN
ajst-19149	107	7	data	datum	NOUN
ajst-19149	107	8	sets	set	NOUN
ajst-19149	107	9	are	be	AUX
ajst-19149	107	10	evaluated	evaluate	VERB
ajst-19149	107	11	to	to	PART
ajst-19149	107	12	measure	measure	VERB
ajst-19149	107	13	the	the	DET
ajst-19149	107	14	performance	performance	NOUN
ajst-19149	107	15	and	and	CCONJ
ajst-19149	107	16	accuracy	accuracy	NOUN
ajst-19149	107	17	of	of	ADP
ajst-19149	107	18	the	the	DET
ajst-19149	107	19	model	model	NOUN
ajst-19149	107	20	.	.	PUNCT
ajst-19149	108	1	this	this	PRON
ajst-19149	108	2	can	can	AUX
ajst-19149	108	3	be	be	AUX
ajst-19149	108	4	assessed	assess	VERB
ajst-19149	108	5	by	by	ADP
ajst-19149	108	6	metrics	metric	NOUN
ajst-19149	108	7	such	such	ADJ
ajst-19149	108	8	as	as	ADP
ajst-19149	108	9	accuracy	accuracy	NOUN
ajst-19149	108	10	,	,	PUNCT
ajst-19149	108	11	recall	recall	NOUN
ajst-19149	108	12	rates	rate	NOUN
ajst-19149	108	13	,	,	PUNCT
ajst-19149	108	14	f1	f1	NOUN
ajst-19149	108	15	scores	score	NOUN
ajst-19149	108	16	,	,	PUNCT
ajst-19149	108	17	etc	etc	X
ajst-19149	108	18	.	.	X
ajst-19149	108	19	5	5	X
ajst-19149	108	20	)	)	PUNCT
ajst-19149	108	21	model	model	NOUN
ajst-19149	108	22	optimization	optimization	NOUN
ajst-19149	108	23	:	:	PUNCT
ajst-19149	108	24	according	accord	VERB
ajst-19149	108	25	to	to	ADP
ajst-19149	108	26	the	the	DET
ajst-19149	108	27	model	model	NOUN
ajst-19149	108	28	evaluation	evaluation	NOUN
ajst-19149	108	29	results	result	NOUN
ajst-19149	108	30	,	,	PUNCT
ajst-19149	108	31	the	the	DET
ajst-19149	108	32	model	model	NOUN
ajst-19149	108	33	is	be	AUX
ajst-19149	108	34	optimized	optimize	VERB
ajst-19149	108	35	to	to	PART
ajst-19149	108	36	improve	improve	VERB
ajst-19149	108	37	the	the	DET
ajst-19149	108	38	accuracy	accuracy	NOUN
ajst-19149	108	39	and	and	CCONJ
ajst-19149	108	40	performance	performance	NOUN
ajst-19149	108	41	.	.	PUNCT
ajst-19149	109	1	this	this	PRON
ajst-19149	109	2	can	can	AUX
ajst-19149	109	3	be	be	AUX
ajst-19149	109	4	achieved	achieve	VERB
ajst-19149	109	5	through	through	ADP
ajst-19149	109	6	hyperparameter	hyperparameter	NOUN
ajst-19149	109	7	adjustment	adjustment	NOUN
ajst-19149	109	8	,	,	PUNCT
ajst-19149	109	9	feature	feature	NOUN
ajst-19149	109	10	selection	selection	NOUN
ajst-19149	109	11	,	,	PUNCT
ajst-19149	109	12	model	model	NOUN
ajst-19149	109	13	fusion	fusion	NOUN
ajst-19149	109	14	and	and	CCONJ
ajst-19149	109	15	so	so	ADV
ajst-19149	109	16	on	on	ADV
ajst-19149	109	17	.	.	PROPN
ajst-19149	110	1	3.2	3.2	NUM
ajst-19149	110	2	.	.	PUNCT
ajst-19149	111	1	emotion	emotion	NOUN
ajst-19149	111	2	analysis	analysis	NOUN
ajst-19149	111	3	mathematical	mathematical	ADJ
ajst-19149	111	4	model	model	NOUN
ajst-19149	111	5	formula	formula	NOUN
ajst-19149	111	6	1	1	NUM
ajst-19149	111	7	.	.	PUNCT
ajst-19149	111	8	naive	naive	ADJ
ajst-19149	111	9	bayes	baye	NOUN
ajst-19149	111	10	naive	naive	ADJ
ajst-19149	111	11	bayes	bayes	PROPN
ajst-19149	111	12	is	be	AUX
ajst-19149	111	13	a	a	DET
ajst-19149	111	14	statistical	statistical	ADJ
ajst-19149	111	15	learning	learning	NOUN
ajst-19149	111	16	method	method	NOUN
ajst-19149	111	17	based	base	VERB
ajst-19149	111	18	on	on	ADP
ajst-19149	111	19	bayes	bayes	PROPN
ajst-19149	111	20	'	'	PART
ajst-19149	111	21	theorem	theorem	PROPN
ajst-19149	111	22	,	,	PUNCT
ajst-19149	111	23	which	which	PRON
ajst-19149	111	24	assumes	assume	VERB
ajst-19149	111	25	that	that	SCONJ
ajst-19149	111	26	features	feature	NOUN
ajst-19149	111	27	are	be	AUX
ajst-19149	111	28	independent	independent	ADJ
ajst-19149	111	29	of	of	ADP
ajst-19149	111	30	each	each	DET
ajst-19149	111	31	other	other	ADJ
ajst-19149	111	32	.	.	PUNCT
ajst-19149	112	1	for	for	ADP
ajst-19149	112	2	binary	binary	ADJ
ajst-19149	112	3	classification	classification	NOUN
ajst-19149	112	4	problems	problem	NOUN
ajst-19149	112	5	,	,	PUNCT
ajst-19149	112	6	naive	naive	ADJ
ajst-19149	112	7	bayes	baye	NOUN
ajst-19149	112	8	can	can	AUX
ajst-19149	112	9	be	be	AUX
ajst-19149	112	10	expressed	express	VERB
ajst-19149	112	11	as	as	ADP
ajst-19149	112	12	:	:	PUNCT
ajst-19149	112	13	65	65	NUM
ajst-19149	112	14	(	(	PUNCT
ajst-19149	112	15	1	1	NUM
ajst-19149	112	16	)	)	PUNCT
ajst-19149	112	17	where	where	SCONJ
ajst-19149	112	18	p(y|x)is	p(y|x)is	ADJ
ajst-19149	112	19	the	the	DET
ajst-19149	112	20	probability	probability	NOUN
ajst-19149	112	21	of	of	ADP
ajst-19149	112	22	class	class	NOUN
ajst-19149	112	23	y	y	PROPN
ajst-19149	112	24	given	give	VERB
ajst-19149	112	25	the	the	DET
ajst-19149	112	26	eigenvector	eigenvector	NOUN
ajst-19149	112	27	x	x	SYM
ajst-19149	112	28	,	,	PUNCT
ajst-19149	112	29	p(x|y)is	p(x|y)is	VERB
ajst-19149	112	30	the	the	DET
ajst-19149	112	31	probability	probability	NOUN
ajst-19149	112	32	of	of	ADP
ajst-19149	112	33	the	the	DET
ajst-19149	112	34	eigenvector	eigenvector	NOUN
ajst-19149	112	35	x	x	PUNCT
ajst-19149	112	36	given	give	VERB
ajst-19149	112	37	class	class	PROPN
ajst-19149	112	38	y	y	PROPN
ajst-19149	112	39	,	,	PUNCT
ajst-19149	112	40	p(y)is	p(y)is	VERB
ajst-19149	112	41	the	the	DET
ajst-19149	112	42	probability	probability	NOUN
ajst-19149	112	43	of	of	ADP
ajst-19149	112	44	class	class	NOUN
ajst-19149	112	45	y	y	PROPN
ajst-19149	112	46	,	,	PUNCT
ajst-19149	112	47	and	and	CCONJ
ajst-19149	112	48	p(x)is	p(x)is	VERB
ajst-19149	112	49	the	the	DET
ajst-19149	112	50	probability	probability	NOUN
ajst-19149	112	51	of	of	ADP
ajst-19149	112	52	the	the	DET
ajst-19149	112	53	eigenvector	eigenvector	NOUN
ajst-19149	112	54	x.	x.	NOUN
ajst-19149	112	55	2	2	PROPN
ajst-19149	112	56	.	.	PUNCT
ajst-19149	113	1	support	support	NOUN
ajst-19149	113	2	vector	vector	NOUN
ajst-19149	113	3	machine	machine	NOUN
ajst-19149	113	4	a	a	DET
ajst-19149	113	5	support	support	NOUN
ajst-19149	113	6	vector	vector	NOUN
ajst-19149	113	7	machine	machine	NOUN
ajst-19149	113	8	(	(	PUNCT
ajst-19149	113	9	svm	svm	PROPN
ajst-19149	113	10	)	)	PUNCT
ajst-19149	113	11	is	be	AUX
ajst-19149	113	12	a	a	DET
ajst-19149	113	13	solution	solution	NOUN
ajst-19149	113	14	to	to	ADP
ajst-19149	113	15	the	the	DET
ajst-19149	113	16	binary	binary	ADJ
ajst-19149	113	17	classification	classification	NOUN
ajst-19149	113	18	problem	problem	NOUN
ajst-19149	113	19	that	that	PRON
ajst-19149	113	20	separates	separate	VERB
ajst-19149	113	21	different	different	ADJ
ajst-19149	113	22	classes	class	NOUN
ajst-19149	113	23	of	of	ADP
ajst-19149	113	24	data	datum	NOUN
ajst-19149	113	25	by	by	ADP
ajst-19149	113	26	finding	find	VERB
ajst-19149	113	27	a	a	DET
ajst-19149	113	28	hyperplane	hyperplane	NOUN
ajst-19149	113	29	that	that	PRON
ajst-19149	113	30	maximizes	maximize	VERB
ajst-19149	113	31	the	the	DET
ajst-19149	113	32	boundary	boundary	ADJ
ajst-19149	113	33	margin	margin	NOUN
ajst-19149	113	34	.	.	PUNCT
ajst-19149	114	1	the	the	DET
ajst-19149	114	2	formula	formula	NOUN
ajst-19149	114	3	of	of	ADP
ajst-19149	114	4	support	support	NOUN
ajst-19149	114	5	vector	vector	NOUN
ajst-19149	114	6	machine	machine	NOUN
ajst-19149	114	7	is	be	AUX
ajst-19149	114	8	:	:	PUNCT
ajst-19149	114	9	(	(	PUNCT
ajst-19149	114	10	2	2	X
ajst-19149	114	11	)	)	PUNCT
ajst-19149	114	12	where	where	SCONJ
ajst-19149	114	13	f(x	f(x	PROPN
ajst-19149	114	14	)	)	PUNCT
ajst-19149	114	15	is	be	AUX
ajst-19149	114	16	the	the	DET
ajst-19149	114	17	output	output	NOUN
ajst-19149	114	18	function	function	NOUN
ajst-19149	114	19	,	,	PUNCT
ajst-19149	114	20	yi	yi	PROPN
ajst-19149	114	21	is	be	AUX
ajst-19149	114	22	the	the	DET
ajst-19149	114	23	label	label	NOUN
ajst-19149	114	24	of	of	ADP
ajst-19149	114	25	the	the	DET
ajst-19149	114	26	training	training	NOUN
ajst-19149	114	27	data	datum	NOUN
ajst-19149	114	28	,	,	PUNCT
ajst-19149	114	29	k(xi	k(xi	PROPN
ajst-19149	114	30	,	,	PUNCT
ajst-19149	114	31	x	x	X
ajst-19149	114	32	)	)	PUNCT
ajst-19149	114	33	is	be	AUX
ajst-19149	114	34	the	the	DET
ajst-19149	114	35	kernel	kernel	PROPN
ajst-19149	114	36	function	function	NOUN
ajst-19149	114	37	,	,	PUNCT
ajst-19149	114	38	b	b	PROPN
ajst-19149	114	39	is	be	AUX
ajst-19149	114	40	the	the	DET
ajst-19149	114	41	bias	bias	NOUN
ajst-19149	114	42	term	term	NOUN
ajst-19149	114	43	,	,	PUNCT
ajst-19149	114	44	and	and	CCONJ
ajst-19149	114	45	\alpha_i	\alpha_i	VERB
ajst-19149	114	46	is	be	AUX
ajst-19149	114	47	the	the	DET
ajst-19149	114	48	lagrange	lagrange	NOUN
ajst-19149	114	49	multiplier	multiplier	NOUN
ajst-19149	114	50	.	.	PUNCT
ajst-19149	115	1	3.3	3.3	NUM
ajst-19149	115	2	.	.	PUNCT
ajst-19149	116	1	experimental	experimental	ADJ
ajst-19149	116	2	design	design	NOUN
ajst-19149	116	3	this	this	DET
ajst-19149	116	4	experiment	experiment	NOUN
ajst-19149	116	5	uses	use	VERB
ajst-19149	116	6	natural	natural	ADJ
ajst-19149	116	7	language	language	NOUN
ajst-19149	116	8	processing	processing	NOUN
ajst-19149	116	9	(	(	PUNCT
ajst-19149	116	10	nlp	nlp	NOUN
ajst-19149	116	11	)	)	PUNCT
ajst-19149	116	12	technology	technology	NOUN
ajst-19149	116	13	to	to	PART
ajst-19149	116	14	improve	improve	VERB
ajst-19149	116	15	drug	drug	NOUN
ajst-19149	116	16	recommendation	recommendation	NOUN
ajst-19149	116	17	systems	system	NOUN
ajst-19149	116	18	tailored	tailor	VERB
ajst-19149	116	19	to	to	ADP
ajst-19149	116	20	individual	individual	ADJ
ajst-19149	116	21	patient	patient	ADJ
ajst-19149	116	22	conditions	condition	NOUN
ajst-19149	116	23	.	.	PUNCT
ajst-19149	117	1	the	the	DET
ajst-19149	117	2	experimental	experimental	ADJ
ajst-19149	117	3	methods	method	NOUN
ajst-19149	117	4	followed	follow	VERB
ajst-19149	117	5	a	a	DET
ajst-19149	117	6	structured	structured	ADJ
ajst-19149	117	7	methodology	methodology	NOUN
ajst-19149	117	8	that	that	PRON
ajst-19149	117	9	included	include	VERB
ajst-19149	117	10	data	datum	NOUN
ajst-19149	117	11	exploration	exploration	NOUN
ajst-19149	117	12	,	,	PUNCT
ajst-19149	117	13	data	datum	NOUN
ajst-19149	117	14	preprocessing	preprocessing	NOUN
ajst-19149	117	15	,	,	PUNCT
ajst-19149	117	16	model	model	NOUN
ajst-19149	117	17	development	development	NOUN
ajst-19149	117	18	,	,	PUNCT
ajst-19149	117	19	conclusion	conclusion	NOUN
ajst-19149	117	20	and	and	CCONJ
ajst-19149	117	21	limitation	limitation	NOUN
ajst-19149	117	22	assessment	assessment	NOUN
ajst-19149	117	23	.	.	PUNCT
ajst-19149	118	1	in	in	ADP
ajst-19149	118	2	the	the	DET
ajst-19149	118	3	data	data	NOUN
ajst-19149	118	4	exploration	exploration	NOUN
ajst-19149	118	5	phase	phase	NOUN
ajst-19149	118	6	,	,	PUNCT
ajst-19149	118	7	visualization	visualization	NOUN
ajst-19149	118	8	and	and	CCONJ
ajst-19149	118	9	statistical	statistical	ADJ
ajst-19149	118	10	techniques	technique	NOUN
ajst-19149	118	11	are	be	AUX
ajst-19149	118	12	used	use	VERB
ajst-19149	118	13	to	to	PART
ajst-19149	118	14	gain	gain	VERB
ajst-19149	118	15	insight	insight	NOUN
ajst-19149	118	16	into	into	ADP
ajst-19149	118	17	the	the	DET
ajst-19149	118	18	characteristics	characteristic	NOUN
ajst-19149	118	19	of	of	ADP
ajst-19149	118	20	the	the	DET
ajst-19149	118	21	data	datum	NOUN
ajst-19149	118	22	set	set	VERB
ajst-19149	118	23	.	.	PUNCT
ajst-19149	119	1	this	this	DET
ajst-19149	119	2	process	process	NOUN
ajst-19149	119	3	helps	help	VERB
ajst-19149	119	4	to	to	PART
ajst-19149	119	5	pre	pre	VERB
ajst-19149	119	6	-	-	VERB
ajst-19149	119	7	process	process	VERB
ajst-19149	119	8	the	the	DET
ajst-19149	119	9	data	datum	NOUN
ajst-19149	119	10	and	and	CCONJ
ajst-19149	119	11	engineer	engineer	VERB
ajst-19149	119	12	the	the	DET
ajst-19149	119	13	relevant	relevant	ADJ
ajst-19149	119	14	features	feature	NOUN
ajst-19149	119	15	for	for	ADP
ajst-19149	119	16	the	the	DET
ajst-19149	119	17	model	model	NOUN
ajst-19149	119	18	.	.	PUNCT
ajst-19149	120	1	to	to	PART
ajst-19149	120	2	address	address	VERB
ajst-19149	120	3	the	the	DET
ajst-19149	120	4	limitations	limitation	NOUN
ajst-19149	120	5	inherent	inherent	ADJ
ajst-19149	120	6	in	in	ADP
ajst-19149	120	7	natural	natural	ADJ
ajst-19149	120	8	language	language	NOUN
ajst-19149	120	9	processing	processing	NOUN
ajst-19149	120	10	,	,	PUNCT
ajst-19149	120	11	we	we	PRON
ajst-19149	120	12	introduce	introduce	VERB
ajst-19149	120	13	the	the	DET
ajst-19149	120	14	lightgbm	lightgbm	ADJ
ajst-19149	120	15	machine	machine	NOUN
ajst-19149	120	16	learning	learning	NOUN
ajst-19149	120	17	model	model	NOUN
ajst-19149	120	18	.	.	PUNCT
ajst-19149	121	1	the	the	DET
ajst-19149	121	2	model	model	NOUN
ajst-19149	121	3	mitigated	mitigate	VERB
ajst-19149	121	4	potential	potential	ADJ
ajst-19149	121	5	bias	bias	NOUN
ajst-19149	121	6	and	and	CCONJ
ajst-19149	121	7	improved	improve	VERB
ajst-19149	121	8	reliability	reliability	NOUN
ajst-19149	121	9	by	by	ADP
ajst-19149	121	10	integrating	integrate	VERB
ajst-19149	121	11	useful	useful	ADJ
ajst-19149	121	12	counting	counting	NOUN
ajst-19149	121	13	features	feature	NOUN
ajst-19149	121	14	.	.	PUNCT
ajst-19149	122	1	in	in	ADP
ajst-19149	122	2	the	the	DET
ajst-19149	122	3	model	model	NOUN
ajst-19149	122	4	development	development	NOUN
ajst-19149	122	5	phase	phase	NOUN
ajst-19149	122	6	,	,	PUNCT
ajst-19149	122	7	advanced	advance	VERB
ajst-19149	122	8	[	[	PUNCT
ajst-19149	122	9	23	23	NUM
ajst-19149	122	10	-	-	SYM
ajst-19149	122	11	25]nlp	25]nlp	NUM
ajst-19149	122	12	techniques	technique	NOUN
ajst-19149	122	13	are	be	AUX
ajst-19149	122	14	employed	employ	VERB
ajst-19149	122	15	,	,	PUNCT
ajst-19149	122	16	including	include	VERB
ajst-19149	122	17	sentiment	sentiment	NOUN
ajst-19149	122	18	analysis	analysis	NOUN
ajst-19149	122	19	using	use	VERB
ajst-19149	122	20	dictionaries	dictionary	NOUN
ajst-19149	122	21	and	and	CCONJ
ajst-19149	122	22	n	n	CCONJ
ajst-19149	122	23	-	-	PUNCT
ajst-19149	122	24	grams	gram	NOUN
ajst-19149	122	25	,	,	PUNCT
ajst-19149	122	26	as	as	ADV
ajst-19149	122	27	well	well	ADV
ajst-19149	122	28	as	as	ADP
ajst-19149	122	29	deep	deep	ADJ
ajst-19149	122	30	learning	learning	NOUN
ajst-19149	122	31	algorithms	algorithm	NOUN
ajst-19149	122	32	.	.	PUNCT
ajst-19149	123	1	these	these	DET
ajst-19149	123	2	methods	method	NOUN
ajst-19149	123	3	allow	allow	VERB
ajst-19149	123	4	us	we	PRON
ajst-19149	123	5	to	to	PART
ajst-19149	123	6	extract	extract	VERB
ajst-19149	123	7	meaningful	meaningful	ADJ
ajst-19149	123	8	information	information	NOUN
ajst-19149	123	9	from	from	ADP
ajst-19149	123	10	text	text	NOUN
ajst-19149	123	11	data	datum	NOUN
ajst-19149	123	12	and	and	CCONJ
ajst-19149	123	13	improve	improve	VERB
ajst-19149	123	14	the	the	DET
ajst-19149	123	15	accuracy	accuracy	NOUN
ajst-19149	123	16	of	of	ADP
ajst-19149	123	17	drug	drug	NOUN
ajst-19149	123	18	recommendations	recommendation	NOUN
ajst-19149	123	19	.	.	PUNCT
ajst-19149	124	1	finally	finally	ADV
ajst-19149	124	2	,	,	PUNCT
ajst-19149	124	3	the	the	DET
ajst-19149	124	4	conclusions	conclusion	NOUN
ajst-19149	124	5	of	of	ADP
ajst-19149	124	6	the	the	DET
ajst-19149	124	7	analysis	analysis	NOUN
ajst-19149	124	8	are	be	AUX
ajst-19149	124	9	critically	critically	ADV
ajst-19149	124	10	evaluated	evaluate	VERB
ajst-19149	124	11	and	and	CCONJ
ajst-19149	124	12	any	any	DET
ajst-19149	124	13	limitations	limitation	NOUN
ajst-19149	124	14	or	or	CCONJ
ajst-19149	124	15	weaknesses	weakness	NOUN
ajst-19149	124	16	in	in	ADP
ajst-19149	124	17	the	the	DET
ajst-19149	124	18	approach	approach	NOUN
ajst-19149	124	19	to	to	ADP
ajst-19149	124	20	emotional	emotional	ADJ
ajst-19149	124	21	text	text	NOUN
ajst-19149	124	22	analysis	analysis	NOUN
ajst-19149	124	23	are	be	AUX
ajst-19149	124	24	identified	identify	VERB
ajst-19149	124	25	.	.	PUNCT
ajst-19149	125	1	this	this	DET
ajst-19149	125	2	comprehensive	comprehensive	ADJ
ajst-19149	125	3	approach	approach	NOUN
ajst-19149	125	4	ensures	ensure	VERB
ajst-19149	125	5	that	that	SCONJ
ajst-19149	125	6	our	our	PRON
ajst-19149	125	7	drug	drug	NOUN
ajst-19149	125	8	recommendation	recommendation	NOUN
ajst-19149	125	9	system	system	NOUN
ajst-19149	125	10	is	be	AUX
ajst-19149	125	11	robust	robust	ADJ
ajst-19149	125	12	,	,	PUNCT
ajst-19149	125	13	reliable	reliable	ADJ
ajst-19149	125	14	,	,	PUNCT
ajst-19149	125	15	and	and	CCONJ
ajst-19149	125	16	able	able	ADJ
ajst-19149	125	17	to	to	PART
ajst-19149	125	18	meet	meet	VERB
ajst-19149	125	19	the	the	DET
ajst-19149	125	20	diverse	diverse	ADJ
ajst-19149	125	21	needs	need	NOUN
ajst-19149	125	22	of	of	ADP
ajst-19149	125	23	our	our	PRON
ajst-19149	125	24	patients	patient	NOUN
ajst-19149	125	25	.	.	PUNCT
ajst-19149	126	1	3.4	3.4	NUM
ajst-19149	126	2	.	.	PUNCT
ajst-19149	126	3	exploration	exploration	NOUN
ajst-19149	126	4	data	datum	NOUN
ajst-19149	126	5	analysis	analysis	NOUN
ajst-19149	126	6	first	first	ADV
ajst-19149	126	7	,	,	PUNCT
ajst-19149	126	8	you	you	PRON
ajst-19149	126	9	need	need	VERB
ajst-19149	126	10	to	to	PART
ajst-19149	126	11	import	import	VERB
ajst-19149	126	12	training	training	NOUN
ajst-19149	126	13	data	datum	NOUN
ajst-19149	126	14	and	and	CCONJ
ajst-19149	126	15	test	test	NOUN
ajst-19149	126	16	data	datum	NOUN
ajst-19149	126	17	and	and	CCONJ
ajst-19149	126	18	display	display	VERB
ajst-19149	126	19	their	their	PRON
ajst-19149	126	20	sizes	size	NOUN
ajst-19149	126	21	:	:	PUNCT
ajst-19149	126	22	table	table	NOUN
ajst-19149	126	23	1	1	NUM
ajst-19149	126	24	.	.	PUNCT
ajst-19149	126	25	function	function	NOUN
ajst-19149	126	26	of	of	ADP
ajst-19149	126	27	raw	raw	ADJ
ajst-19149	126	28	data	datum	NOUN
ajst-19149	126	29	set	set	VERB
ajst-19149	126	30	these	these	PRON
ajst-19149	126	31	are	be	AUX
ajst-19149	126	32	additional	additional	ADJ
ajst-19149	126	33	explanations	explanation	NOUN
ajst-19149	126	34	for	for	ADP
ajst-19149	126	35	variables	variable	NOUN
ajst-19149	126	36	:	:	PUNCT
ajst-19149	126	37			ADJ
ajst-19149	126	38	drugname	drugname	NOUN
ajst-19149	126	39	(	(	PUNCT
ajst-19149	126	40	categorical	categorical	ADJ
ajst-19149	126	41	):	):	PUNCT
ajst-19149	126	42	name	name	NOUN
ajst-19149	126	43	of	of	ADP
ajst-19149	126	44	drug	drug	NOUN
ajst-19149	126	45			ADJ
ajst-19149	126	46	condition	condition	NOUN
ajst-19149	126	47	(	(	PUNCT
ajst-19149	126	48	categorical	categorical	ADJ
ajst-19149	126	49	):	):	PUNCT
ajst-19149	126	50	name	name	NOUN
ajst-19149	126	51	of	of	ADP
ajst-19149	126	52	condition	condition	NOUN
ajst-19149	126	53			ADJ
ajst-19149	126	54	review	review	NOUN
ajst-19149	126	55	(	(	PUNCT
ajst-19149	126	56	text	text	NOUN
ajst-19149	126	57	):	):	PUNCT
ajst-19149	126	58	patient	patient	ADJ
ajst-19149	126	59	review	review	NOUN
ajst-19149	126	60			ADJ
ajst-19149	126	61	rating	rating	NOUN
ajst-19149	126	62	(	(	PUNCT
ajst-19149	126	63	numerical	numerical	ADJ
ajst-19149	126	64	):	):	PUNCT
ajst-19149	126	65	10	10	NUM
ajst-19149	126	66	star	star	NOUN
ajst-19149	126	67	patient	patient	NOUN
ajst-19149	126	68	rating	rating	NOUN
ajst-19149	126	69			ADJ
ajst-19149	126	70	date	date	NOUN
ajst-19149	126	71	(	(	PUNCT
ajst-19149	126	72	date	date	NOUN
ajst-19149	126	73	):	):	PUNCT
ajst-19149	126	74	date	date	NOUN
ajst-19149	126	75	of	of	ADP
ajst-19149	126	76	review	review	NOUN
ajst-19149	126	77	entry	entry	NOUN
ajst-19149	126	78			ADJ
ajst-19149	126	79	usefulcount	usefulcount	ADJ
ajst-19149	126	80	(	(	PUNCT
ajst-19149	126	81	numerical	numerical	ADJ
ajst-19149	126	82	):	):	PUNCT
ajst-19149	126	83	number	number	NOUN
ajst-19149	126	84	of	of	ADP
ajst-19149	126	85	users	user	NOUN
ajst-19149	126	86	who	who	PRON
ajst-19149	126	87	found	find	VERB
ajst-19149	126	88	review	review	NOUN
ajst-19149	126	89	useful	useful	ADJ
ajst-19149	126	90	the	the	DET
ajst-19149	126	91	structure	structure	NOUN
ajst-19149	126	92	of	of	ADP
ajst-19149	126	93	the	the	DET
ajst-19149	126	94	data	data	NOUN
ajst-19149	126	95	is	be	AUX
ajst-19149	126	96	that	that	SCONJ
ajst-19149	126	97	a	a	DET
ajst-19149	126	98	patient	patient	NOUN
ajst-19149	126	99	with	with	ADP
ajst-19149	126	100	a	a	DET
ajst-19149	126	101	unique	unique	ADJ
ajst-19149	126	102	i	i	PRON
ajst-19149	126	103	d	d	PROPN
ajst-19149	126	104	purchases	purchase	VERB
ajst-19149	126	105	a	a	DET
ajst-19149	126	106	drug	drug	NOUN
ajst-19149	126	107	that	that	PRON
ajst-19149	126	108	meets	meet	VERB
ajst-19149	126	109	his	his	PRON
ajst-19149	126	110	condition	condition	NOUN
ajst-19149	126	111	and	and	CCONJ
ajst-19149	126	112	writes	write	VERB
ajst-19149	126	113	a	a	DET
ajst-19149	126	114	review	review	NOUN
ajst-19149	126	115	and	and	CCONJ
ajst-19149	126	116	rating	rating	NOUN
ajst-19149	126	117	for	for	ADP
ajst-19149	126	118	the	the	DET
ajst-19149	126	119	drug	drug	NOUN
ajst-19149	127	1	he	he	PRON
ajst-19149	127	2	/	/	PUNCT
ajst-19149	128	1	she	she	PRON
ajst-19149	128	2	purchased	purchase	VERB
ajst-19149	128	3	on	on	ADP
ajst-19149	128	4	the	the	DET
ajst-19149	128	5	date	date	NOUN
ajst-19149	128	6	.	.	PUNCT
ajst-19149	129	1	afterwards	afterwards	ADV
ajst-19149	129	2	,	,	PUNCT
ajst-19149	129	3	if	if	SCONJ
ajst-19149	129	4	the	the	DET
ajst-19149	129	5	others	other	NOUN
ajst-19149	129	6	read	read	VERB
ajst-19149	129	7	that	that	DET
ajst-19149	129	8	review	review	NOUN
ajst-19149	129	9	and	and	CCONJ
ajst-19149	129	10	find	find	VERB
ajst-19149	129	11	it	it	PRON
ajst-19149	129	12	helpful	helpful	ADJ
ajst-19149	129	13	,	,	PUNCT
ajst-19149	129	14	they	they	PRON
ajst-19149	129	15	will	will	AUX
ajst-19149	129	16	click	click	VERB
ajst-19149	129	17	usefulcount	usefulcount	ADJ
ajst-19149	129	18	,	,	PUNCT
ajst-19149	129	19	which	which	PRON
ajst-19149	129	20	will	will	AUX
ajst-19149	129	21	add	add	VERB
ajst-19149	129	22	1	1	NUM
ajst-19149	129	23	for	for	ADP
ajst-19149	129	24	the	the	DET
ajst-19149	129	25	variable[28	variable[28	NOUN
ajst-19149	129	26	]	]	X
ajst-19149	129	27	.	.	PUNCT
ajst-19149	130	1	3.5	3.5	NUM
ajst-19149	130	2	.	.	PUNCT
ajst-19149	130	3	data	datum	NOUN
ajst-19149	130	4	set	set	VERB
ajst-19149	130	5	model	model	NOUN
ajst-19149	130	6	training	training	NOUN
ajst-19149	130	7	in	in	ADP
ajst-19149	130	8	the	the	DET
ajst-19149	130	9	data	datum	NOUN
ajst-19149	130	10	understanding	understanding	NOUN
ajst-19149	130	11	phase	phase	NOUN
ajst-19149	130	12	,	,	PUNCT
ajst-19149	130	13	variables	variable	NOUN
ajst-19149	130	14	are	be	AUX
ajst-19149	130	15	first	first	ADV
ajst-19149	130	16	explored	explore	VERB
ajst-19149	130	17	starting	start	VERB
ajst-19149	130	18	with	with	ADP
ajst-19149	130	19	the	the	DET
ajst-19149	130	20	uniqueid	uniqueid	ADJ
ajst-19149	130	21	(	(	PUNCT
ajst-19149	130	22	uniqueid	uniqueid	PROPN
ajst-19149	130	23	)	)	PUNCT
ajst-19149	130	24	.	.	PUNCT
ajst-19149	131	1	we	we	PRON
ajst-19149	131	2	compared	compare	VERB
ajst-19149	131	3	the	the	DET
ajst-19149	131	4	number	number	NOUN
ajst-19149	131	5	of	of	ADP
ajst-19149	131	6	unique	unique	ADJ
ajst-19149	131	7	ids	id	NOUN
ajst-19149	131	8	and	and	CCONJ
ajst-19149	131	9	the	the	DET
ajst-19149	131	10	length	length	NOUN
ajst-19149	131	11	of	of	ADP
ajst-19149	131	12	the	the	DET
ajst-19149	131	13	training	training	NOUN
ajst-19149	131	14	data	datum	NOUN
ajst-19149	131	15	to	to	PART
ajst-19149	131	16	see	see	VERB
ajst-19149	131	17	if	if	SCONJ
ajst-19149	131	18	multiple	multiple	ADJ
ajst-19149	131	19	reviews	review	NOUN
ajst-19149	131	20	were	be	AUX
ajst-19149	131	21	written	write	VERB
ajst-19149	131	22	by	by	ADP
ajst-19149	131	23	the	the	DET
ajst-19149	131	24	same	same	ADJ
ajst-19149	131	25	patient	patient	NOUN
ajst-19149	131	26	,	,	PUNCT
ajst-19149	131	27	and	and	CCONJ
ajst-19149	131	28	the	the	DET
ajst-19149	131	29	results	result	NOUN
ajst-19149	131	30	showed	show	VERB
ajst-19149	131	31	that	that	SCONJ
ajst-19149	131	32	each	each	DET
ajst-19149	131	33	patient	patient	NOUN
ajst-19149	131	34	corresponded	correspond	VERB
ajst-19149	131	35	to	to	ADP
ajst-19149	131	36	only	only	ADV
ajst-19149	131	37	one	one	NUM
ajst-19149	131	38	review	review	NOUN
ajst-19149	131	39	,	,	PUNCT
ajst-19149	131	40	and	and	CCONJ
ajst-19149	131	41	there	there	PRON
ajst-19149	131	42	was	be	VERB
ajst-19149	131	43	no	no	DET
ajst-19149	131	44	case	case	NOUN
ajst-19149	131	45	of	of	ADP
ajst-19149	131	46	multiple	multiple	ADJ
ajst-19149	131	47	reviews	review	NOUN
ajst-19149	131	48	written	write	VERB
ajst-19149	131	49	by	by	ADP
ajst-19149	131	50	the	the	DET
ajst-19149	131	51	same	same	ADJ
ajst-19149	131	52	patient	patient	NOUN
ajst-19149	131	53	.	.	PUNCT
ajst-19149	132	1	next	next	ADV
ajst-19149	132	2	,	,	PUNCT
ajst-19149	132	3	we	we	PRON
ajst-19149	132	4	analyzed	analyze	VERB
ajst-19149	132	5	the	the	DET
ajst-19149	132	6	relationship	relationship	NOUN
ajst-19149	132	7	between	between	ADP
ajst-19149	132	8	drugname	drugname	NOUN
ajst-19149	132	9	and	and	CCONJ
ajst-19149	132	10	condition	condition	NOUN
ajst-19149	132	11	,	,	PUNCT
ajst-19149	132	12	and	and	CCONJ
ajst-19149	132	13	found	find	VERB
ajst-19149	132	14	that	that	SCONJ
ajst-19149	132	15	there	there	PRON
ajst-19149	132	16	was	be	VERB
ajst-19149	132	17	a	a	DET
ajst-19149	132	18	close	close	ADJ
ajst-19149	132	19	correlation	correlation	NOUN
ajst-19149	132	20	between	between	ADP
ajst-19149	132	21	drug	drug	NOUN
ajst-19149	132	22	name	name	NOUN
ajst-19149	132	23	and	and	CCONJ
ajst-19149	132	24	condition	condition	NOUN
ajst-19149	132	25	.	.	PUNCT
ajst-19149	133	1	among	among	ADP
ajst-19149	133	2	them	they	PRON
ajst-19149	133	3	,	,	PUNCT
ajst-19149	133	4	the	the	DET
ajst-19149	133	5	unique	unique	ADJ
ajst-19149	133	6	values	value	NOUN
ajst-19149	133	7	of	of	ADP
ajst-19149	133	8	drug	drug	NOUN
ajst-19149	133	9	name	name	NOUN
ajst-19149	133	10	and	and	CCONJ
ajst-19149	133	11	condition	condition	NOUN
ajst-19149	133	12	were	be	AUX
ajst-19149	133	13	3671	3671	NUM
ajst-19149	133	14	and	and	CCONJ
ajst-19149	133	15	917	917	NUM
ajst-19149	133	16	,	,	PUNCT
ajst-19149	133	17	respectively	respectively	ADV
ajst-19149	133	18	,	,	PUNCT
ajst-19149	133	19	with	with	ADP
ajst-19149	133	20	an	an	DET
ajst-19149	133	21	average	average	NOUN
ajst-19149	133	22	of	of	ADP
ajst-19149	133	23	about	about	ADV
ajst-19149	133	24	4	4	NUM
ajst-19149	133	25	drugs	drug	NOUN
ajst-19149	133	26	for	for	ADP
ajst-19149	133	27	each	each	DET
ajst-19149	133	28	condition	condition	NOUN
ajst-19149	133	29	.	.	PUNCT
ajst-19149	134	1	we	we	PRON
ajst-19149	134	2	further	far	ADV
ajst-19149	134	3	visualized	visualize	VERB
ajst-19149	134	4	the	the	DET
ajst-19149	134	5	top	top	ADJ
ajst-19149	134	6	20	20	NUM
ajst-19149	134	7	in	in	ADP
ajst-19149	134	8	terms	term	NOUN
ajst-19149	134	9	of	of	ADP
ajst-19149	134	10	the	the	DET
ajst-19149	134	11	number	number	NOUN
ajst-19149	134	12	of	of	ADP
ajst-19149	134	13	drugs	drug	NOUN
ajst-19149	134	14	for	for	ADP
ajst-19149	134	15	each	each	DET
ajst-19149	134	16	condition	condition	NOUN
ajst-19149	134	17	.	.	PUNCT
ajst-19149	135	1	the	the	DET
ajst-19149	135	2	training	training	NOUN
ajst-19149	135	3	results	result	NOUN
ajst-19149	135	4	are	be	AUX
ajst-19149	135	5	as	as	SCONJ
ajst-19149	135	6	follows	follow	VERB
ajst-19149	135	7	:	:	PUNCT
ajst-19149	135	8	figure	figure	NOUN
ajst-19149	135	9	1	1	NUM
ajst-19149	135	10	.	.	PUNCT
ajst-19149	135	11	training	training	NOUN
ajst-19149	135	12	result	result	NOUN
ajst-19149	135	13	model	model	NOUN
ajst-19149	135	14	through	through	ADP
ajst-19149	135	15	training	train	VERB
ajst-19149	135	16	the	the	DET
ajst-19149	135	17	model	model	NOUN
ajst-19149	135	18	,	,	PUNCT
ajst-19149	135	19	we	we	PRON
ajst-19149	135	20	can	can	AUX
ajst-19149	135	21	see	see	VERB
ajst-19149	135	22	some	some	DET
ajst-19149	135	23	important	important	ADJ
ajst-19149	135	24	conclusions	conclusion	NOUN
ajst-19149	135	25	:	:	PUNCT
ajst-19149	135	26	1	1	X
ajst-19149	135	27	.	.	X
ajst-19149	136	1	for	for	ADP
ajst-19149	136	2	the	the	DET
ajst-19149	136	3	first	first	ADJ
ajst-19149	136	4	eight	eight	NUM
ajst-19149	136	5	conditions	condition	NOUN
ajst-19149	136	6	,	,	PUNCT
ajst-19149	136	7	the	the	DET
ajst-19149	136	8	number	number	NOUN
ajst-19149	136	9	of	of	ADP
ajst-19149	136	10	drugs	drug	NOUN
ajst-19149	136	11	66	66	NUM
ajst-19149	136	12	corresponding	correspond	VERB
ajst-19149	136	13	to	to	ADP
ajst-19149	136	14	each	each	DET
ajst-19149	136	15	condition	condition	NOUN
ajst-19149	136	16	is	be	AUX
ajst-19149	136	17	about	about	ADV
ajst-19149	136	18	100	100	NUM
ajst-19149	136	19	.	.	PUNCT
ajst-19149	137	1	this	this	PRON
ajst-19149	137	2	suggests	suggest	VERB
ajst-19149	137	3	that	that	SCONJ
ajst-19149	137	4	there	there	PRON
ajst-19149	137	5	are	be	VERB
ajst-19149	137	6	more	more	ADJ
ajst-19149	137	7	drug	drug	NOUN
ajst-19149	137	8	options	option	NOUN
ajst-19149	137	9	for	for	ADP
ajst-19149	137	10	these	these	DET
ajst-19149	137	11	common	common	ADJ
ajst-19149	137	12	conditions	condition	NOUN
ajst-19149	137	13	.	.	PUNCT
ajst-19149	138	1	2	2	X
ajst-19149	138	2	.	.	X
ajst-19149	138	3	there	there	PRON
ajst-19149	138	4	are	be	VERB
ajst-19149	138	5	some	some	DET
ajst-19149	138	6	exceptions	exception	NOUN
ajst-19149	138	7	in	in	ADP
ajst-19149	138	8	the	the	DET
ajst-19149	138	9	data	datum	NOUN
ajst-19149	138	10	,	,	PUNCT
ajst-19149	138	11	for	for	ADP
ajst-19149	138	12	example	example	NOUN
ajst-19149	138	13	,	,	PUNCT
ajst-19149	138	14	the	the	DET
ajst-19149	138	15	condition	condition	NOUN
ajst-19149	138	16	field	field	NOUN
ajst-19149	138	17	contains	contain	VERB
ajst-19149	138	18	"	"	PUNCT
ajst-19149	138	19	3</span	3</span	PROPN
ajst-19149	138	20	>	>	ADJ
ajst-19149	138	21	users	user	NOUN
ajst-19149	138	22	found	find	VERB
ajst-19149	138	23	this	this	DET
ajst-19149	138	24	comment	comment	NOUN
ajst-19149	138	25	helpful	helpful	ADJ
ajst-19149	138	26	.	.	PUNCT
ajst-19149	139	1	"	"	PUNCT
ajst-19149	139	2	,	,	PUNCT
ajst-19149	139	3	which	which	PRON
ajst-19149	139	4	may	may	AUX
ajst-19149	139	5	be	be	AUX
ajst-19149	139	6	an	an	DET
ajst-19149	139	7	error	error	NOUN
ajst-19149	139	8	during	during	ADP
ajst-19149	139	9	the	the	DET
ajst-19149	139	10	crawl	crawl	NOUN
ajst-19149	139	11	.	.	PUNCT
ajst-19149	140	1	we	we	PRON
ajst-19149	140	2	need	need	VERB
ajst-19149	140	3	to	to	PART
ajst-19149	140	4	remove	remove	VERB
ajst-19149	140	5	these	these	DET
ajst-19149	140	6	abnormal	abnormal	ADJ
ajst-19149	140	7	data	datum	NOUN
ajst-19149	140	8	during	during	ADP
ajst-19149	140	9	preprocessing	preprocesse	VERB
ajst-19149	140	10	.	.	PUNCT
ajst-19149	141	1	3	3	X
ajst-19149	141	2	.	.	PUNCT
ajst-19149	141	3	by	by	ADP
ajst-19149	141	4	observing	observe	VERB
ajst-19149	141	5	the	the	DET
ajst-19149	141	6	distribution	distribution	NOUN
ajst-19149	141	7	of	of	ADP
ajst-19149	141	8	drugs	drug	NOUN
ajst-19149	141	9	for	for	ADP
ajst-19149	141	10	each	each	DET
ajst-19149	141	11	condition	condition	NOUN
ajst-19149	141	12	,	,	PUNCT
ajst-19149	141	13	it	it	PRON
ajst-19149	141	14	was	be	AUX
ajst-19149	141	15	found	find	VERB
ajst-19149	141	16	that	that	SCONJ
ajst-19149	141	17	some	some	DET
ajst-19149	141	18	conditions	condition	NOUN
ajst-19149	141	19	had	have	VERB
ajst-19149	141	20	only	only	ADV
ajst-19149	141	21	one	one	NUM
ajst-19149	141	22	drug	drug	NOUN
ajst-19149	141	23	.	.	PUNCT
ajst-19149	142	1	for	for	ADP
ajst-19149	142	2	the	the	DET
ajst-19149	142	3	referral	referral	ADJ
ajst-19149	142	4	system	system	NOUN
ajst-19149	142	5	,	,	PUNCT
ajst-19149	142	6	recommendation	recommendation	NOUN
ajst-19149	142	7	is	be	AUX
ajst-19149	142	8	not	not	PART
ajst-19149	142	9	feasible	feasible	ADJ
ajst-19149	142	10	in	in	ADP
ajst-19149	142	11	this	this	DET
ajst-19149	142	12	case	case	NOUN
ajst-19149	142	13	,	,	PUNCT
ajst-19149	142	14	so	so	SCONJ
ajst-19149	142	15	we	we	PRON
ajst-19149	142	16	will	will	AUX
ajst-19149	142	17	only	only	ADV
ajst-19149	142	18	analyze	analyze	VERB
ajst-19149	142	19	conditions	condition	NOUN
ajst-19149	142	20	with	with	ADP
ajst-19149	142	21	at	at	ADV
ajst-19149	142	22	least	least	ADV
ajst-19149	142	23	two	two	NUM
ajst-19149	142	24	drugs	drug	NOUN
ajst-19149	142	25	.	.	PUNCT
ajst-19149	143	1	in	in	ADP
ajst-19149	143	2	summary	summary	NOUN
ajst-19149	143	3	,	,	PUNCT
ajst-19149	143	4	through	through	ADP
ajst-19149	143	5	training	train	VERB
ajst-19149	143	6	the	the	DET
ajst-19149	143	7	model	model	NOUN
ajst-19149	143	8	,	,	PUNCT
ajst-19149	143	9	we	we	PRON
ajst-19149	143	10	can	can	AUX
ajst-19149	143	11	conduct	conduct	VERB
ajst-19149	143	12	an	an	DET
ajst-19149	143	13	in	in	ADP
ajst-19149	143	14	-	-	PUNCT
ajst-19149	143	15	depth	depth	NOUN
ajst-19149	143	16	analysis	analysis	NOUN
ajst-19149	143	17	of	of	ADP
ajst-19149	143	18	the	the	DET
ajst-19149	143	19	relationship	relationship	NOUN
ajst-19149	143	20	between	between	ADP
ajst-19149	143	21	drugs	drug	NOUN
ajst-19149	143	22	and	and	CCONJ
ajst-19149	143	23	disease	disease	NOUN
ajst-19149	143	24	conditions	condition	NOUN
ajst-19149	143	25	,	,	PUNCT
ajst-19149	143	26	and	and	CCONJ
ajst-19149	143	27	find	find	VERB
ajst-19149	143	28	and	and	CCONJ
ajst-19149	143	29	handle	handle	VERB
ajst-19149	143	30	abnormal	abnormal	ADJ
ajst-19149	143	31	data	datum	NOUN
ajst-19149	143	32	at	at	ADP
ajst-19149	143	33	the	the	DET
ajst-19149	143	34	same	same	ADJ
ajst-19149	143	35	time	time	NOUN
ajst-19149	143	36	,	,	PUNCT
ajst-19149	143	37	which	which	PRON
ajst-19149	143	38	provides	provide	VERB
ajst-19149	143	39	an	an	DET
ajst-19149	143	40	important	important	ADJ
ajst-19149	143	41	reference	reference	NOUN
ajst-19149	143	42	for	for	ADP
ajst-19149	143	43	the	the	DET
ajst-19149	143	44	establishment	establishment	NOUN
ajst-19149	143	45	of	of	ADP
ajst-19149	143	46	the	the	DET
ajst-19149	143	47	recommendation	recommendation	NOUN
ajst-19149	143	48	system	system	NOUN
ajst-19149	143	49	.	.	PUNCT
ajst-19149	144	1	3.6	3.6	NUM
ajst-19149	144	2	.	.	PUNCT
ajst-19149	144	3	emotional	emotional	ADJ
ajst-19149	144	4	text	text	NOUN
ajst-19149	144	5	cloud	cloud	NOUN
ajst-19149	144	6	word	word	NOUN
ajst-19149	144	7	generation	generation	NOUN
ajst-19149	144	8	next	next	ADV
ajst-19149	144	9	,	,	PUNCT
ajst-19149	144	10	the	the	DET
ajst-19149	144	11	next	next	ADJ
ajst-19149	144	12	step	step	NOUN
ajst-19149	144	13	in	in	ADP
ajst-19149	144	14	text	text	NOUN
ajst-19149	144	15	analysis	analysis	NOUN
ajst-19149	144	16	is	be	AUX
ajst-19149	144	17	to	to	PART
ajst-19149	144	18	generate	generate	VERB
ajst-19149	144	19	a	a	DET
ajst-19149	144	20	word	word	NOUN
ajst-19149	144	21	cloud	cloud	NOUN
ajst-19149	144	22	.	.	PUNCT
ajst-19149	145	1	in	in	ADP
ajst-19149	145	2	this	this	DET
ajst-19149	145	3	step	step	NOUN
ajst-19149	145	4	,	,	PUNCT
ajst-19149	145	5	we	we	PRON
ajst-19149	145	6	will	will	AUX
ajst-19149	145	7	work	work	VERB
ajst-19149	145	8	on	on	ADP
ajst-19149	145	9	the	the	DET
ajst-19149	145	10	patient	patient	NOUN
ajst-19149	145	11	's	's	PART
ajst-19149	145	12	drug	drug	NOUN
ajst-19149	145	13	review	review	NOUN
ajst-19149	145	14	,	,	PUNCT
ajst-19149	145	15	including	include	VERB
ajst-19149	145	16	removing	remove	VERB
ajst-19149	145	17	html	html	NOUN
ajst-19149	145	18	tags	tag	NOUN
ajst-19149	145	19	,	,	PUNCT
ajst-19149	145	20	dealing	deal	VERB
ajst-19149	145	21	with	with	ADP
ajst-19149	145	22	the	the	DET
ajst-19149	145	23	content	content	NOUN
ajst-19149	145	24	of	of	ADP
ajst-19149	145	25	brackets	bracket	NOUN
ajst-19149	145	26	that	that	PRON
ajst-19149	145	27	express	express	VERB
ajst-19149	145	28	emotion	emotion	NOUN
ajst-19149	145	29	,	,	PUNCT
ajst-19149	145	30	and	and	CCONJ
ajst-19149	145	31	fixing	fix	VERB
ajst-19149	145	32	some	some	DET
ajst-19149	145	33	wrong	wrong	ADJ
ajst-19149	145	34	words	word	NOUN
ajst-19149	145	35	and	and	CCONJ
ajst-19149	145	36	characters	character	NOUN
ajst-19149	145	37	.	.	PUNCT
ajst-19149	146	1	we	we	PRON
ajst-19149	146	2	will	will	AUX
ajst-19149	146	3	then	then	ADV
ajst-19149	146	4	use	use	VERB
ajst-19149	146	5	this	this	DET
ajst-19149	146	6	pre	pre	ADJ
ajst-19149	146	7	-	-	ADJ
ajst-19149	146	8	processed	processed	ADJ
ajst-19149	146	9	review	review	NOUN
ajst-19149	146	10	data	datum	NOUN
ajst-19149	146	11	to	to	PART
ajst-19149	146	12	generate	generate	VERB
ajst-19149	146	13	a	a	DET
ajst-19149	146	14	word	word	NOUN
ajst-19149	146	15	cloud	cloud	NOUN
ajst-19149	146	16	map	map	NOUN
ajst-19149	146	17	to	to	PART
ajst-19149	146	18	visually	visually	ADV
ajst-19149	146	19	show	show	VERB
ajst-19149	146	20	the	the	DET
ajst-19149	146	21	words	word	NOUN
ajst-19149	146	22	that	that	PRON
ajst-19149	146	23	occur	occur	VERB
ajst-19149	146	24	more	more	ADV
ajst-19149	146	25	frequently	frequently	ADV
ajst-19149	146	26	in	in	ADP
ajst-19149	146	27	reviews	review	NOUN
ajst-19149	146	28	to	to	PART
ajst-19149	146	29	better	well	ADV
ajst-19149	146	30	understand	understand	VERB
ajst-19149	146	31	patient	patient	ADJ
ajst-19149	146	32	evaluations	evaluation	NOUN
ajst-19149	146	33	and	and	CCONJ
ajst-19149	146	34	experiences	experience	NOUN
ajst-19149	146	35	of	of	ADP
ajst-19149	146	36	drugs	drug	NOUN
ajst-19149	146	37	.	.	PUNCT
ajst-19149	146	38	  	  	SPACE
ajst-19149	146	39	figure	figure	NOUN
ajst-19149	146	40	2	2	NUM
ajst-19149	146	41	.	.	PUNCT
ajst-19149	146	42	generating	generate	VERB
ajst-19149	146	43	a	a	DET
ajst-19149	146	44	cloud	cloud	ADJ
ajst-19149	146	45	text	text	NOUN
ajst-19149	146	46	set	set	VERB
ajst-19149	146	47	based	base	VERB
ajst-19149	146	48	on	on	ADP
ajst-19149	146	49	the	the	DET
ajst-19149	146	50	generated	generate	VERB
ajst-19149	146	51	word	word	NOUN
ajst-19149	146	52	cloud	cloud	NOUN
ajst-19149	146	53	,	,	PUNCT
ajst-19149	146	54	we	we	PRON
ajst-19149	146	55	can	can	AUX
ajst-19149	146	56	see	see	VERB
ajst-19149	146	57	the	the	DET
ajst-19149	146	58	words	word	NOUN
ajst-19149	146	59	that	that	PRON
ajst-19149	146	60	appear	appear	VERB
ajst-19149	146	61	more	more	ADV
ajst-19149	146	62	frequently	frequently	ADV
ajst-19149	146	63	in	in	ADP
ajst-19149	146	64	the	the	DET
ajst-19149	146	65	reviews	review	NOUN
ajst-19149	146	66	,	,	PUNCT
ajst-19149	146	67	which	which	PRON
ajst-19149	146	68	may	may	AUX
ajst-19149	146	69	reflect	reflect	VERB
ajst-19149	146	70	the	the	DET
ajst-19149	146	71	patients	patient	NOUN
ajst-19149	146	72	'	'	PART
ajst-19149	146	73	main	main	ADJ
ajst-19149	146	74	concerns	concern	NOUN
ajst-19149	146	75	about	about	ADP
ajst-19149	146	76	the	the	DET
ajst-19149	146	77	drug	drug	NOUN
ajst-19149	146	78	,	,	PUNCT
ajst-19149	146	79	their	their	PRON
ajst-19149	146	80	experience	experience	NOUN
ajst-19149	146	81	,	,	PUNCT
ajst-19149	146	82	and	and	CCONJ
ajst-19149	146	83	their	their	PRON
ajst-19149	146	84	evaluation	evaluation	NOUN
ajst-19149	146	85	of	of	ADP
ajst-19149	146	86	the	the	DET
ajst-19149	146	87	drug	drug	NOUN
ajst-19149	146	88	's	's	PART
ajst-19149	146	89	effectiveness	effectiveness	NOUN
ajst-19149	146	90	.	.	PUNCT
ajst-19149	147	1	common	common	ADJ
ajst-19149	147	2	words	word	NOUN
ajst-19149	147	3	may	may	AUX
ajst-19149	147	4	include	include	VERB
ajst-19149	147	5	drug	drug	NOUN
ajst-19149	147	6	names	name	NOUN
ajst-19149	147	7	,	,	PUNCT
ajst-19149	147	8	symptom	symptom	NOUN
ajst-19149	147	9	descriptions	description	NOUN
ajst-19149	147	10	,	,	PUNCT
ajst-19149	147	11	treatment	treatment	NOUN
ajst-19149	147	12	effects	effect	NOUN
ajst-19149	147	13	,	,	PUNCT
ajst-19149	147	14	etc	etc	X
ajst-19149	147	15	.	.	X
ajst-19149	148	1	in	in	ADP
ajst-19149	148	2	addition	addition	NOUN
ajst-19149	148	3	,	,	PUNCT
ajst-19149	148	4	we	we	PRON
ajst-19149	148	5	can	can	AUX
ajst-19149	148	6	also	also	ADV
ajst-19149	148	7	observe	observe	VERB
ajst-19149	148	8	some	some	DET
ajst-19149	148	9	emotional	emotional	ADJ
ajst-19149	148	10	words	word	NOUN
ajst-19149	148	11	,	,	PUNCT
ajst-19149	148	12	such	such	ADJ
ajst-19149	148	13	as	as	ADP
ajst-19149	148	14	"	"	PUNCT
ajst-19149	148	15	good	good	ADJ
ajst-19149	148	16	"	"	PUNCT
ajst-19149	148	17	,	,	PUNCT
ajst-19149	148	18	"	"	PUNCT
ajst-19149	148	19	bad	bad	ADJ
ajst-19149	148	20	"	"	PUNCT
ajst-19149	148	21	,	,	PUNCT
ajst-19149	148	22	"	"	PUNCT
ajst-19149	148	23	satisfied	satisfied	ADJ
ajst-19149	148	24	"	"	PUNCT
ajst-19149	148	25	,	,	PUNCT
ajst-19149	148	26	"	"	PUNCT
ajst-19149	148	27	dissatisfied	dissatisfied	ADJ
ajst-19149	148	28	"	"	PUNCT
ajst-19149	148	29	,	,	PUNCT
ajst-19149	148	30	etc	etc	X
ajst-19149	148	31	.	.	X
ajst-19149	148	32	,	,	PUNCT
ajst-19149	148	33	which	which	PRON
ajst-19149	148	34	may	may	AUX
ajst-19149	148	35	reflect	reflect	VERB
ajst-19149	148	36	the	the	DET
ajst-19149	148	37	patients	patient	NOUN
ajst-19149	148	38	'	'	PART
ajst-19149	148	39	emotional	emotional	ADJ
ajst-19149	148	40	tendencies	tendency	NOUN
ajst-19149	148	41	towards	towards	ADP
ajst-19149	148	42	drugs	drug	NOUN
ajst-19149	148	43	.	.	PUNCT
ajst-19149	149	1	when	when	SCONJ
ajst-19149	149	2	looking	look	VERB
ajst-19149	149	3	at	at	ADP
ajst-19149	149	4	the	the	DET
ajst-19149	149	5	distribution	distribution	NOUN
ajst-19149	149	6	of	of	ADP
ajst-19149	149	7	usefulcount	usefulcount	ADJ
ajst-19149	149	8	,	,	PUNCT
ajst-19149	149	9	we	we	PRON
ajst-19149	149	10	can	can	AUX
ajst-19149	149	11	notice	notice	VERB
ajst-19149	149	12	that	that	SCONJ
ajst-19149	149	13	the	the	DET
ajst-19149	149	14	difference	difference	NOUN
ajst-19149	149	15	between	between	ADP
ajst-19149	149	16	the	the	DET
ajst-19149	149	17	minimum	minimum	ADJ
ajst-19149	149	18	and	and	CCONJ
ajst-19149	149	19	maximum	maximum	ADJ
ajst-19149	149	20	values	value	NOUN
ajst-19149	149	21	is	be	AUX
ajst-19149	149	22	large	large	ADJ
ajst-19149	149	23	,	,	PUNCT
ajst-19149	149	24	reaching	reach	VERB
ajst-19149	149	25	1291	1291	NUM
ajst-19149	149	26	,	,	PUNCT
ajst-19149	149	27	and	and	CCONJ
ajst-19149	149	28	the	the	DET
ajst-19149	149	29	standard	standard	ADJ
ajst-19149	149	30	deviation	deviation	NOUN
ajst-19149	149	31	is	be	AUX
ajst-19149	149	32	also	also	ADV
ajst-19149	149	33	large	large	ADJ
ajst-19149	149	34	,	,	PUNCT
ajst-19149	149	35	reaching	reach	VERB
ajst-19149	149	36	36	36	NUM
ajst-19149	149	37	.	.	PUNCT
ajst-19149	150	1	this	this	PRON
ajst-19149	150	2	is	be	AUX
ajst-19149	150	3	because	because	SCONJ
ajst-19149	150	4	the	the	DET
ajst-19149	150	5	more	more	ADJ
ajst-19149	150	6	drugs	drug	NOUN
ajst-19149	150	7	people	people	NOUN
ajst-19149	150	8	search	search	VERB
ajst-19149	150	9	for	for	ADP
ajst-19149	150	10	,	,	PUNCT
ajst-19149	150	11	regardless	regardless	ADV
ajst-19149	150	12	of	of	ADP
ajst-19149	150	13	whether	whether	SCONJ
ajst-19149	150	14	the	the	DET
ajst-19149	150	15	reviews	review	NOUN
ajst-19149	150	16	are	be	AUX
ajst-19149	150	17	good	good	ADJ
ajst-19149	150	18	or	or	CCONJ
ajst-19149	150	19	bad	bad	ADJ
ajst-19149	150	20	,	,	PUNCT
ajst-19149	150	21	the	the	PRON
ajst-19149	150	22	more	more	ADJ
ajst-19149	150	23	people	people	NOUN
ajst-19149	150	24	read	read	VERB
ajst-19149	150	25	the	the	DET
ajst-19149	150	26	reviews	review	NOUN
ajst-19149	150	27	,	,	PUNCT
ajst-19149	150	28	making	make	VERB
ajst-19149	150	29	the	the	DET
ajst-19149	150	30	usefulcount	usefulcount	ADJ
ajst-19149	150	31	very	very	ADV
ajst-19149	150	32	high	high	ADJ
ajst-19149	150	33	.	.	PUNCT
ajst-19149	151	1	therefore	therefore	ADV
ajst-19149	151	2	,	,	PUNCT
ajst-19149	151	3	when	when	SCONJ
ajst-19149	151	4	creating	create	VERB
ajst-19149	151	5	the	the	DET
ajst-19149	151	6	model	model	NOUN
ajst-19149	151	7	,	,	PUNCT
ajst-19149	151	8	we	we	PRON
ajst-19149	151	9	will	will	AUX
ajst-19149	151	10	take	take	VERB
ajst-19149	151	11	into	into	ADP
ajst-19149	151	12	account	account	NOUN
ajst-19149	151	13	people	people	NOUN
ajst-19149	151	14	's	's	PART
ajst-19149	151	15	accessibility	accessibility	NOUN
ajst-19149	151	16	by	by	ADP
ajst-19149	151	17	normalizing	normalize	VERB
ajst-19149	151	18	the	the	DET
ajst-19149	151	19	conditions	condition	NOUN
ajst-19149	151	20	in	in	SCONJ
ajst-19149	151	21	order	order	NOUN
ajst-19149	151	22	to	to	PART
ajst-19149	151	23	more	more	ADV
ajst-19149	151	24	accurately	accurately	ADV
ajst-19149	151	25	assess	assess	VERB
ajst-19149	151	26	how	how	SCONJ
ajst-19149	151	27	useful	useful	ADJ
ajst-19149	151	28	the	the	DET
ajst-19149	151	29	comments	comment	NOUN
ajst-19149	151	30	are	be	AUX
ajst-19149	151	31	.	.	PUNCT
ajst-19149	152	1	3.7	3.7	NUM
ajst-19149	152	2	.	.	PUNCT
ajst-19149	153	1	experimental	experimental	ADJ
ajst-19149	153	2	result	result	NOUN
ajst-19149	153	3	based	base	VERB
ajst-19149	153	4	on	on	ADP
ajst-19149	153	5	the	the	DET
ajst-19149	153	6	experimental	experimental	ADJ
ajst-19149	153	7	results	result	NOUN
ajst-19149	153	8	,	,	PUNCT
ajst-19149	153	9	it	it	PRON
ajst-19149	153	10	can	can	AUX
ajst-19149	153	11	be	be	AUX
ajst-19149	153	12	seen	see	VERB
ajst-19149	153	13	that	that	SCONJ
ajst-19149	153	14	a	a	DET
ajst-19149	153	15	model	model	NOUN
ajst-19149	153	16	was	be	AUX
ajst-19149	153	17	successfully	successfully	ADV
ajst-19149	153	18	built	build	VERB
ajst-19149	153	19	to	to	PART
ajst-19149	153	20	recommend	recommend	VERB
ajst-19149	153	21	suitable	suitable	ADJ
ajst-19149	153	22	drugs	drug	NOUN
ajst-19149	153	23	to	to	ADP
ajst-19149	153	24	patients	patient	NOUN
ajst-19149	153	25	.	.	PUNCT
ajst-19149	154	1	in	in	ADP
ajst-19149	154	2	the	the	DET
ajst-19149	154	3	data	data	NOUN
ajst-19149	154	4	exploration	exploration	NOUN
ajst-19149	154	5	phase	phase	NOUN
ajst-19149	154	6	,	,	PUNCT
ajst-19149	154	7	we	we	PRON
ajst-19149	154	8	use	use	VERB
ajst-19149	154	9	visualization	visualization	NOUN
ajst-19149	154	10	techniques	technique	NOUN
ajst-19149	154	11	and	and	CCONJ
ajst-19149	154	12	statistical	statistical	ADJ
ajst-19149	154	13	techniques	technique	NOUN
ajst-19149	154	14	to	to	PART
ajst-19149	154	15	understand	understand	VERB
ajst-19149	154	16	the	the	DET
ajst-19149	154	17	form	form	NOUN
ajst-19149	154	18	of	of	ADP
ajst-19149	154	19	the	the	DET
ajst-19149	154	20	data	datum	NOUN
ajst-19149	154	21	,	,	PUNCT
ajst-19149	154	22	while	while	SCONJ
ajst-19149	154	23	looking[29	looking[29	NOUN
ajst-19149	154	24	-	-	X
ajst-19149	154	25	31	31	NUM
ajst-19149	154	26	]	]	PUNCT
ajst-19149	154	27	for	for	ADP
ajst-19149	154	28	n	n	NOUN
ajst-19149	154	29	-	-	PUNCT
ajst-19149	154	30	grams	gram	NOUN
ajst-19149	154	31	that	that	PRON
ajst-19149	154	32	best	well	ADV
ajst-19149	154	33	represent	represent	VERB
ajst-19149	154	34	emotions	emotion	NOUN
ajst-19149	154	35	,	,	PUNCT
ajst-19149	154	36	and	and	CCONJ
ajst-19149	154	37	the	the	DET
ajst-19149	154	38	relationship	relationship	NOUN
ajst-19149	154	39	between	between	ADP
ajst-19149	154	40	dates	date	NOUN
ajst-19149	154	41	and	and	CCONJ
ajst-19149	154	42	ratings	rating	NOUN
ajst-19149	154	43	.	.	PUNCT
ajst-19149	155	1	in	in	ADP
ajst-19149	155	2	the	the	DET
ajst-19149	155	3	data	data	NOUN
ajst-19149	155	4	preprocessing	preprocessing	NOUN
ajst-19149	155	5	stage	stage	NOUN
ajst-19149	155	6	,	,	PUNCT
ajst-19149	155	7	we	we	PRON
ajst-19149	155	8	preprocessed	preprocesse	VERB
ajst-19149	155	9	the	the	DET
ajst-19149	155	10	data	datum	NOUN
ajst-19149	155	11	according	accord	VERB
ajst-19149	155	12	to	to	ADP
ajst-19149	155	13	the	the	DET
ajst-19149	155	14	set	set	NOUN
ajst-19149	155	15	topic	topic	NOUN
ajst-19149	155	16	,	,	PUNCT
ajst-19149	155	17	such	such	ADJ
ajst-19149	155	18	as	as	ADP
ajst-19149	155	19	deleting	delete	VERB
ajst-19149	155	20	the	the	DET
ajst-19149	155	21	case	case	NOUN
ajst-19149	155	22	of	of	ADP
ajst-19149	155	23	only	only	ADV
ajst-19149	155	24	one	one	NUM
ajst-19149	155	25	drug	drug	NOUN
ajst-19149	155	26	to	to	PART
ajst-19149	155	27	recommend	recommend	VERB
ajst-19149	155	28	.	.	PUNCT
ajst-19149	156	1	in	in	ADP
ajst-19149	156	2	the	the	DET
ajst-19149	156	3	modeling	modeling	NOUN
ajst-19149	156	4	process	process	NOUN
ajst-19149	156	5	,	,	PUNCT
ajst-19149	156	6	we	we	PRON
ajst-19149	156	7	used	use	VERB
ajst-19149	156	8	a	a	DET
ajst-19149	156	9	deep	deep	ADJ
ajst-19149	156	10	learning	learning	NOUN
ajst-19149	156	11	model	model	NOUN
ajst-19149	156	12	with	with	ADP
ajst-19149	156	13	n	n	X
ajst-19149	156	14	-	-	PUNCT
ajst-19149	156	15	gram	gram	NOUN
ajst-19149	156	16	,	,	PUNCT
ajst-19149	156	17	and	and	CCONJ
ajst-19149	156	18	also	also	ADV
ajst-19149	156	19	used	use	VERB
ajst-19149	156	20	a	a	DET
ajst-19149	156	21	machine	machine	NOUN
ajst-19149	156	22	learning	learn	VERB
ajst-19149	156	23	model	model	NOUN
ajst-19149	156	24	called	call	VERB
ajst-19149	156	25	lightgbm	lightgbm	ADJ
ajst-19149	156	26	to	to	PART
ajst-19149	156	27	overcome	overcome	VERB
ajst-19149	156	28	the	the	DET
ajst-19149	156	29	limitations	limitation	NOUN
ajst-19149	156	30	of	of	ADP
ajst-19149	156	31	natural	natural	ADJ
ajst-19149	156	32	language	language	NOUN
ajst-19149	156	33	processing	processing	NOUN
ajst-19149	156	34	.	.	PUNCT
ajst-19149	157	1	in	in	ADP
ajst-19149	157	2	addition	addition	NOUN
ajst-19149	157	3	,	,	PUNCT
ajst-19149	157	4	we	we	PRON
ajst-19149	157	5	utilize	utilize	VERB
ajst-19149	157	6	sentiment	sentiment	NOUN
ajst-19149	157	7	dictionaries	dictionary	NOUN
ajst-19149	157	8	for	for	ADP
ajst-19149	157	9	sentiment	sentiment	NOUN
ajst-19149	157	10	analysis	analysis	NOUN
ajst-19149	157	11	to	to	PART
ajst-19149	157	12	overcome	overcome	VERB
ajst-19149	157	13	the	the	DET
ajst-19149	157	14	limitations	limitation	NOUN
ajst-19149	157	15	of	of	ADP
ajst-19149	157	16	packages	package	NOUN
ajst-19149	157	17	formed	form	VERB
ajst-19149	157	18	based	base	VERB
ajst-19149	157	19	on	on	ADP
ajst-19149	157	20	movie	movie	NOUN
ajst-19149	157	21	data	datum	NOUN
ajst-19149	157	22	.	.	PUNCT
ajst-19149	158	1	in	in	ADP
ajst-19149	158	2	addition	addition	NOUN
ajst-19149	158	3	,	,	PUNCT
ajst-19149	158	4	we	we	PRON
ajst-19149	158	5	normalize	normalize	VERB
ajst-19149	158	6	usefulcount	usefulcount	ADJ
ajst-19149	158	7	with	with	ADP
ajst-19149	158	8	conditions	condition	NOUN
ajst-19149	158	9	to	to	PART
ajst-19149	158	10	improve	improve	VERB
ajst-19149	158	11	reliability	reliability	NOUN
ajst-19149	158	12	.	.	PUNCT
ajst-19149	159	1	these	these	DET
ajst-19149	159	2	steps	step	NOUN
ajst-19149	159	3	allow	allow	VERB
ajst-19149	159	4	us	we	PRON
ajst-19149	159	5	to	to	PART
ajst-19149	159	6	calculate	calculate	VERB
ajst-19149	159	7	the	the	DET
ajst-19149	159	8	final	final	ADJ
ajst-19149	159	9	predicted	predict	VERB
ajst-19149	159	10	value	value	NOUN
ajst-19149	159	11	and	and	CCONJ
ajst-19149	159	12	recommend	recommend	VERB
ajst-19149	159	13	the	the	DET
ajst-19149	159	14	appropriate	appropriate	ADJ
ajst-19149	159	15	drug	drug	NOUN
ajst-19149	159	16	for	for	ADP
ajst-19149	159	17	each	each	DET
ajst-19149	159	18	case	case	NOUN
ajst-19149	159	19	based	base	VERB
ajst-19149	159	20	on	on	ADP
ajst-19149	159	21	the	the	DET
ajst-19149	159	22	order	order	NOUN
ajst-19149	159	23	of	of	ADP
ajst-19149	159	24	that	that	DET
ajst-19149	159	25	value	value	NOUN
ajst-19149	159	26	.	.	PUNCT
ajst-19149	160	1	however	however	ADV
ajst-19149	160	2	,	,	PUNCT
ajst-19149	160	3	we	we	PRON
ajst-19149	160	4	have	have	VERB
ajst-19149	160	5	some	some	DET
ajst-19149	160	6	limitations	limitation	NOUN
ajst-19149	160	7	in	in	ADP
ajst-19149	160	8	the	the	DET
ajst-19149	160	9	project	project	NOUN
ajst-19149	160	10	:	:	PUNCT
ajst-19149	160	11	1	1	X
ajst-19149	160	12	.	.	X
ajst-19149	160	13	when	when	SCONJ
ajst-19149	160	14	using	use	VERB
ajst-19149	160	15	the	the	DET
ajst-19149	160	16	sentiment	sentiment	NOUN
ajst-19149	160	17	dictionary	dictionary	NOUN
ajst-19149	160	18	for	for	ADP
ajst-19149	160	19	sentiment	sentiment	NOUN
ajst-19149	160	20	analysis	analysis	NOUN
ajst-19149	160	21	,	,	PUNCT
ajst-19149	160	22	the	the	DET
ajst-19149	160	23	reliability	reliability	NOUN
ajst-19149	160	24	is	be	AUX
ajst-19149	160	25	low	low	ADJ
ajst-19149	160	26	when	when	SCONJ
ajst-19149	160	27	the	the	DET
ajst-19149	160	28	number	number	NOUN
ajst-19149	160	29	of	of	ADP
ajst-19149	160	30	positive	positive	ADJ
ajst-19149	160	31	and	and	CCONJ
ajst-19149	160	32	negative	negative	ADJ
ajst-19149	160	33	words	word	NOUN
ajst-19149	160	34	is	be	AUX
ajst-19149	160	35	small	small	ADJ
ajst-19149	160	36	.	.	PUNCT
ajst-19149	161	1	for	for	ADP
ajst-19149	161	2	example	example	NOUN
ajst-19149	161	3	,	,	PUNCT
ajst-19149	161	4	if	if	SCONJ
ajst-19149	161	5	the	the	DET
ajst-19149	161	6	positive	positive	ADJ
ajst-19149	161	7	word	word	NOUN
ajst-19149	161	8	is	be	AUX
ajst-19149	161	9	0	0	NUM
ajst-19149	161	10	and	and	CCONJ
ajst-19149	161	11	the	the	DET
ajst-19149	161	12	negative	negative	ADJ
ajst-19149	161	13	word	word	NOUN
ajst-19149	161	14	is	be	AUX
ajst-19149	161	15	1	1	NUM
ajst-19149	161	16	,	,	PUNCT
ajst-19149	161	17	it	it	PRON
ajst-19149	161	18	is	be	AUX
ajst-19149	161	19	classified	classify	VERB
ajst-19149	161	20	as	as	ADP
ajst-19149	161	21	a	a	DET
ajst-19149	161	22	negative	negative	ADJ
ajst-19149	161	23	emotion	emotion	NOUN
ajst-19149	161	24	.	.	PUNCT
ajst-19149	162	1	[	[	X
ajst-19149	162	2	32]therefore	32]therefore	NUM
ajst-19149	162	3	,	,	PUNCT
ajst-19149	162	4	if	if	SCONJ
ajst-19149	162	5	there	there	PRON
ajst-19149	162	6	are	be	VERB
ajst-19149	162	7	fewer	few	ADJ
ajst-19149	162	8	than	than	ADP
ajst-19149	162	9	5	5	NUM
ajst-19149	162	10	emotional	emotional	ADJ
ajst-19149	162	11	words	word	NOUN
ajst-19149	162	12	,	,	PUNCT
ajst-19149	162	13	we	we	PRON
ajst-19149	162	14	can	can	AUX
ajst-19149	162	15	rule	rule	VERB
ajst-19149	162	16	out	out	ADP
ajst-19149	162	17	these	these	DET
ajst-19149	162	18	observations	observation	NOUN
ajst-19149	162	19	.	.	PUNCT
ajst-19149	163	1	2	2	X
ajst-19149	163	2	.	.	X
ajst-19149	163	3	in	in	ADP
ajst-19149	163	4	order	order	NOUN
ajst-19149	163	5	to	to	PART
ajst-19149	163	6	ensure	ensure	VERB
ajst-19149	163	7	the	the	DET
ajst-19149	163	8	reliability	reliability	NOUN
ajst-19149	163	9	of	of	ADP
ajst-19149	163	10	the	the	DET
ajst-19149	163	11	predicted	predict	VERB
ajst-19149	163	12	value	value	NOUN
ajst-19149	163	13	,	,	PUNCT
ajst-19149	163	14	we	we	PRON
ajst-19149	163	15	normalized	normalize	VERB
ajst-19149	163	16	usefulcount	usefulcount	ADJ
ajst-19149	163	17	and	and	CCONJ
ajst-19149	163	18	multiplied	multiply	VERB
ajst-19149	163	19	it	it	PRON
ajst-19149	163	20	by	by	ADP
ajst-19149	163	21	the	the	DET
ajst-19149	163	22	predicted	predict	VERB
ajst-19149	163	23	value	value	NOUN
ajst-19149	163	24	.	.	PUNCT
ajst-19149	164	1	however	however	ADV
ajst-19149	164	2	,	,	PUNCT
ajst-19149	164	3	as	as	ADP
ajst-19149	164	4	the	the	DET
ajst-19149	164	5	cumulative	cumulative	ADJ
ajst-19149	164	6	number	number	NOUN
ajst-19149	164	7	of	of	ADP
ajst-19149	164	8	site	site	NOUN
ajst-19149	164	9	visitors	visitor	NOUN
ajst-19149	164	10	increases	increase	NOUN
ajst-19149	164	11	,	,	PUNCT
ajst-19149	164	12	usefulcount	usefulcount	PROPN
ajst-19149	164	13	may	may	AUX
ajst-19149	164	14	tilt	tilt	VERB
ajst-19149	164	15	toward	toward	ADP
ajst-19149	164	16	older	old	ADJ
ajst-19149	164	17	reviews	review	NOUN
ajst-19149	164	18	.	.	PUNCT
ajst-19149	165	1	therefore	therefore	ADV
ajst-19149	165	2	,	,	PUNCT
ajst-19149	165	3	when	when	SCONJ
ajst-19149	165	4	normalizing	normalize	VERB
ajst-19149	165	5	usefulcount	usefulcount	ADJ
ajst-19149	165	6	,	,	PUNCT
ajst-19149	165	7	we	we	PRON
ajst-19149	165	8	should	should	AUX
ajst-19149	165	9	also	also	ADV
ajst-19149	165	10	consider	consider	VERB
ajst-19149	165	11	the	the	DET
ajst-19149	165	12	time	time	NOUN
ajst-19149	165	13	factor	factor	NOUN
ajst-19149	165	14	.	.	PUNCT
ajst-19149	166	1	3	3	X
ajst-19149	166	2	.	.	X
ajst-19149	166	3	if	if	SCONJ
ajst-19149	166	4	the	the	DET
ajst-19149	166	5	emotion	emotion	NOUN
ajst-19149	166	6	is	be	AUX
ajst-19149	166	7	positive	positive	ADJ
ajst-19149	166	8	,	,	PUNCT
ajst-19149	166	9	reliability	reliability	NOUN
ajst-19149	166	10	should	should	AUX
ajst-19149	166	11	increase	increase	VERB
ajst-19149	166	12	in	in	ADP
ajst-19149	166	13	the	the	DET
ajst-19149	166	14	positive	positive	ADJ
ajst-19149	166	15	direction	direction	NOUN
ajst-19149	166	16	,	,	PUNCT
ajst-19149	166	17	if	if	SCONJ
ajst-19149	166	18	it	it	PRON
ajst-19149	166	19	is	be	AUX
ajst-19149	166	20	negative	negative	ADJ
ajst-19149	166	21	,	,	PUNCT
ajst-19149	166	22	it	it	PRON
ajst-19149	166	23	should	should	AUX
ajst-19149	166	24	increase	increase	VERB
ajst-19149	166	25	in	in	ADP
ajst-19149	166	26	the	the	DET
ajst-19149	166	27	negative	negative	ADJ
ajst-19149	166	28	direction	direction	NOUN
ajst-19149	166	29	.	.	PUNCT
ajst-19149	167	1	however	however	ADV
ajst-19149	167	2	,	,	PUNCT
ajst-19149	167	3	we	we	PRON
ajst-19149	167	4	simply	simply	ADV
ajst-19149	167	5	use	use	VERB
ajst-19149	167	6	usefulcount	usefulcount	ADJ
ajst-19149	167	7	for	for	ADP
ajst-19149	167	8	reliability	reliability	NOUN
ajst-19149	167	9	without	without	ADP
ajst-19149	167	10	taking	take	VERB
ajst-19149	167	11	this	this	PRON
ajst-19149	167	12	into	into	ADP
ajst-19149	167	13	account	account	NOUN
ajst-19149	167	14	.	.	PUNCT
ajst-19149	168	1	therefore	therefore	ADV
ajst-19149	168	2	,	,	PUNCT
ajst-19149	168	3	we	we	PRON
ajst-19149	168	4	should	should	AUX
ajst-19149	168	5	consider	consider	VERB
ajst-19149	168	6	the	the	DET
ajst-19149	168	7	symbol	symbol	NOUN
ajst-19149	168	8	of	of	ADP
ajst-19149	168	9	usefulcount	usefulcount	ADJ
ajst-19149	168	10	according	accord	VERB
ajst-19149	168	11	to	to	ADP
ajst-19149	168	12	different	different	ADJ
ajst-19149	168	13	emotion	emotion	NOUN
ajst-19149	168	14	types	type	NOUN
ajst-19149	168	15	,	,	PUNCT
ajst-19149	168	16	and	and	CCONJ
ajst-19149	168	17	carry	carry	VERB
ajst-19149	168	18	out	out	ADP
ajst-19149	168	19	the	the	DET
ajst-19149	168	20	corresponding	corresponding	ADJ
ajst-19149	168	21	multiplication	multiplication	NOUN
ajst-19149	168	22	processing	processing	NOUN
ajst-19149	168	23	.	.	PUNCT
ajst-19149	169	1	4	4	X
ajst-19149	169	2	.	.	X
ajst-19149	169	3	conclusion	conclusion	NOUN
ajst-19149	169	4	based	base	VERB
ajst-19149	169	5	on	on	ADP
ajst-19149	169	6	the	the	DET
ajst-19149	169	7	comprehensive	comprehensive	ADJ
ajst-19149	169	8	exploration	exploration	NOUN
ajst-19149	169	9	and	and	CCONJ
ajst-19149	169	10	analysis	analysis	NOUN
ajst-19149	169	11	conducted	conduct	VERB
ajst-19149	169	12	in	in	ADP
ajst-19149	169	13	this	this	DET
ajst-19149	169	14	study	study	NOUN
ajst-19149	169	15	,	,	PUNCT
ajst-19149	169	16	several	several	ADJ
ajst-19149	169	17	key	key	ADJ
ajst-19149	169	18	conclusions	conclusion	NOUN
ajst-19149	169	19	can	can	AUX
ajst-19149	169	20	be	be	AUX
ajst-19149	169	21	drawn	draw	VERB
ajst-19149	169	22	regarding	regard	VERB
ajst-19149	169	23	the	the	DET
ajst-19149	169	24	integration	integration	NOUN
ajst-19149	169	25	of	of	ADP
ajst-19149	169	26	natural	natural	ADJ
ajst-19149	169	27	language	language	NOUN
ajst-19149	169	28	processing	processing	NOUN
ajst-19149	169	29	(	(	PUNCT
ajst-19149	169	30	nlp	nlp	NOUN
ajst-19149	169	31	)	)	PUNCT
ajst-19149	169	32	in	in	ADP
ajst-19149	169	33	healthcare	healthcare	NOUN
ajst-19149	169	34	and	and	CCONJ
ajst-19149	169	35	the	the	DET
ajst-19149	169	36	development	development	NOUN
ajst-19149	169	37	of	of	ADP
ajst-19149	169	38	emotion	emotion	NOUN
ajst-19149	169	39	analysis	analysis	NOUN
ajst-19149	169	40	algorithms	algorithm	NOUN
ajst-19149	169	41	:	:	PUNCT
ajst-19149	169	42	1	1	X
ajst-19149	169	43	.	.	NOUN
ajst-19149	169	44	significance	significance	NOUN
ajst-19149	169	45	of	of	ADP
ajst-19149	169	46	nlp	nlp	NOUN
ajst-19149	169	47	in	in	ADP
ajst-19149	169	48	healthcare	healthcare	PROPN
ajst-19149	169	49	:	:	PUNCT
ajst-19149	169	50	nlp	nlp	PROPN
ajst-19149	169	51	technology	technology	NOUN
ajst-19149	169	52	plays	play	VERB
ajst-19149	169	53	a	a	DET
ajst-19149	169	54	crucial	crucial	ADJ
ajst-19149	169	55	role	role	NOUN
ajst-19149	169	56	in	in	ADP
ajst-19149	169	57	various	various	ADJ
ajst-19149	169	58	aspects	aspect	NOUN
ajst-19149	169	59	of	of	ADP
ajst-19149	169	60	healthcare	healthcare	NOUN
ajst-19149	169	61	,	,	PUNCT
ajst-19149	169	62	ranging	range	VERB
ajst-19149	169	63	from	from	ADP
ajst-19149	169	64	speech	speech	NOUN
ajst-19149	169	65	recognition	recognition	NOUN
ajst-19149	169	66	for	for	ADP
ajst-19149	169	67	efficient	efficient	ADJ
ajst-19149	169	68	transcription	transcription	NOUN
ajst-19149	169	69	to	to	ADP
ajst-19149	169	70	clinical	clinical	ADJ
ajst-19149	169	71	trial	trial	NOUN
ajst-19149	169	72	matching	matching	NOUN
ajst-19149	169	73	and	and	CCONJ
ajst-19149	169	74	emotion	emotion	NOUN
ajst-19149	169	75	analysis	analysis	NOUN
ajst-19149	169	76	for	for	ADP
ajst-19149	169	77	improving	improve	VERB
ajst-19149	169	78	patient	patient	ADJ
ajst-19149	169	79	satisfaction	satisfaction	NOUN
ajst-19149	169	80	.	.	PUNCT
ajst-19149	170	1	2	2	X
ajst-19149	170	2	.	.	X
ajst-19149	170	3	challenges	challenge	NOUN
ajst-19149	170	4	and	and	CCONJ
ajst-19149	170	5	opportunities[33	opportunities[33	NOUN
ajst-19149	170	6	-	-	SYM
ajst-19149	170	7	34	34	NUM
ajst-19149	170	8	]	]	PUNCT
ajst-19149	170	9	:	:	PUNCT
ajst-19149	170	10	while	while	SCONJ
ajst-19149	170	11	nlp	nlp	NOUN
ajst-19149	170	12	presents	present	VERB
ajst-19149	170	13	immense	immense	ADJ
ajst-19149	170	14	opportunities	opportunity	NOUN
ajst-19149	170	15	for	for	ADP
ajst-19149	170	16	enhancing	enhance	VERB
ajst-19149	170	17	healthcare	healthcare	NOUN
ajst-19149	170	18	delivery	delivery	NOUN
ajst-19149	170	19	,	,	PUNCT
ajst-19149	170	20	it	it	PRON
ajst-19149	170	21	also	also	ADV
ajst-19149	170	22	faces	face	VERB
ajst-19149	170	23	challenges	challenge	NOUN
ajst-19149	170	24	such	such	ADJ
ajst-19149	170	25	as	as	ADP
ajst-19149	170	26	low	low	ADJ
ajst-19149	170	27	reliability	reliability	NOUN
ajst-19149	170	28	in	in	ADP
ajst-19149	170	29	sentiment	sentiment	NOUN
ajst-19149	170	30	analysis	analysis	NOUN
ajst-19149	170	31	with	with	ADP
ajst-19149	170	32	limited	limited	ADJ
ajst-19149	170	33	emotional	emotional	ADJ
ajst-19149	170	34	words	word	NOUN
ajst-19149	170	35	.	.	PUNCT
ajst-19149	171	1	however	however	ADV
ajst-19149	171	2	,	,	PUNCT
ajst-19149	171	3	these	these	DET
ajst-19149	171	4	challenges	challenge	NOUN
ajst-19149	171	5	can	can	AUX
ajst-19149	171	6	be	be	AUX
ajst-19149	171	7	addressed	address	VERB
ajst-19149	171	8	through	through	ADP
ajst-19149	171	9	careful	careful	ADJ
ajst-19149	171	10	preprocessing	preprocessing	NOUN
ajst-19149	171	11	and	and	CCONJ
ajst-19149	171	12	model	model	NOUN
ajst-19149	171	13	optimization	optimization	NOUN
ajst-19149	171	14	techniques	technique	NOUN
ajst-19149	171	15	.	.	PUNCT
ajst-19149	172	1	3	3	X
ajst-19149	172	2	.	.	X
ajst-19149	172	3	methodological	methodological	ADJ
ajst-19149	172	4	approach	approach	NOUN
ajst-19149	172	5	:	:	PUNCT
ajst-19149	172	6	the	the	DET
ajst-19149	172	7	methodology	methodology	NOUN
ajst-19149	172	8	employed	employ	VERB
ajst-19149	172	9	in	in	ADP
ajst-19149	172	10	this	this	DET
ajst-19149	172	11	study	study	NOUN
ajst-19149	172	12	involved	involve	VERB
ajst-19149	172	13	data	datum	NOUN
ajst-19149	172	14	exploration	exploration	NOUN
ajst-19149	172	15	,	,	PUNCT
ajst-19149	172	16	preprocessing	preprocessing	NOUN
ajst-19149	172	17	,	,	PUNCT
ajst-19149	172	18	model	model	NOUN
ajst-19149	172	19	development	development	NOUN
ajst-19149	172	20	,	,	PUNCT
ajst-19149	172	21	and	and	CCONJ
ajst-19149	172	22	evaluation	evaluation	NOUN
ajst-19149	172	23	.	.	PUNCT
ajst-19149	173	1	advanced	advanced	ADJ
ajst-19149	173	2	techniques	technique	NOUN
ajst-19149	173	3	like	like	ADP
ajst-19149	173	4	sentiment	sentiment	NOUN
ajst-19149	173	5	analysis	analysis	NOUN
ajst-19149	173	6	using	use	VERB
ajst-19149	173	7	dictionaries	dictionary	NOUN
ajst-19149	173	8	and	and	CCONJ
ajst-19149	173	9	n	n	CCONJ
ajst-19149	173	10	-	-	PUNCT
ajst-19149	173	11	grams	gram	NOUN
ajst-19149	173	12	,	,	PUNCT
ajst-19149	173	13	as	as	ADV
ajst-19149	173	14	well	well	ADV
ajst-19149	173	15	as	as	ADP
ajst-19149	173	16	machine	machine	NOUN
ajst-19149	173	17	learning	learning	NOUN
ajst-19149	173	18	models	model	NOUN
ajst-19149	173	19	like	like	ADP
ajst-19149	173	20	lightgbm	lightgbm	NOUN
ajst-19149	173	21	,	,	PUNCT
ajst-19149	173	22	were	be	AUX
ajst-19149	173	23	utilized	utilize	VERB
ajst-19149	173	24	to	to	PART
ajst-19149	173	25	overcome	overcome	VERB
ajst-19149	173	26	limitations	limitation	NOUN
ajst-19149	173	27	and	and	CCONJ
ajst-19149	173	28	improve	improve	VERB
ajst-19149	173	29	reliability	reliability	NOUN
ajst-19149	173	30	.	.	PUNCT
ajst-19149	174	1	4	4	X
ajst-19149	174	2	.	.	X
ajst-19149	174	3	recommendation	recommendation	NOUN
ajst-19149	174	4	system	system	NOUN
ajst-19149	174	5	:	:	PUNCT
ajst-19149	174	6	the	the	DET
ajst-19149	174	7	experimental	experimental	ADJ
ajst-19149	174	8	results	result	NOUN
ajst-19149	174	9	demonstrate	demonstrate	VERB
ajst-19149	174	10	the	the	DET
ajst-19149	174	11	successful	successful	ADJ
ajst-19149	174	12	development	development	NOUN
ajst-19149	174	13	of	of	ADP
ajst-19149	174	14	a	a	DET
ajst-19149	174	15	drug	drug	NOUN
ajst-19149	174	16	recommendation	recommendation	NOUN
ajst-19149	174	17	system	system	NOUN
ajst-19149	174	18	tailored	tailor	VERB
ajst-19149	174	19	to	to	ADP
ajst-19149	174	20	individual	individual	ADJ
ajst-19149	174	21	patient	patient	ADJ
ajst-19149	174	22	conditions	condition	NOUN
ajst-19149	174	23	.	.	PUNCT
ajst-19149	175	1	through	through	ADP
ajst-19149	175	2	data	datum	NOUN
ajst-19149	175	3	preprocessing	preprocessing	NOUN
ajst-19149	175	4	,	,	PUNCT
ajst-19149	175	5	modeling	model	VERB
ajst-19149	175	6	with	with	ADP
ajst-19149	175	7	deep	deep	ADJ
ajst-19149	175	8	learning	learning	NOUN
ajst-19149	175	9	and	and	CCONJ
ajst-19149	175	10	machine	machine	NOUN
ajst-19149	175	11	learning	learn	VERB
ajst-19149	175	12	techniques	technique	NOUN
ajst-19149	175	13	,	,	PUNCT
ajst-19149	175	14	and	and	CCONJ
ajst-19149	175	15	sentiment	sentiment	NOUN
ajst-19149	175	16	analysis	analysis	NOUN
ajst-19149	175	17	,	,	PUNCT
ajst-19149	175	18	the	the	DET
ajst-19149	175	19	system	system	NOUN
ajst-19149	175	20	effectively	effectively	ADV
ajst-19149	175	21	recommends	recommend	VERB
ajst-19149	175	22	suitable	suitable	ADJ
ajst-19149	175	23	drugs	drug	NOUN
ajst-19149	175	24	based	base	VERB
ajst-19149	175	25	on	on	ADP
ajst-19149	175	26	patient	patient	ADJ
ajst-19149	175	27	reviews	review	NOUN
ajst-19149	175	28	.	.	PUNCT
ajst-19149	176	1	67	67	NUM
ajst-19149	176	2	5	5	NUM
ajst-19149	176	3	.	.	PUNCT
ajst-19149	176	4	limitations	limitation	NOUN
ajst-19149	176	5	and	and	CCONJ
ajst-19149	176	6	future	future	ADJ
ajst-19149	176	7	directions	direction	NOUN
ajst-19149	176	8	:	:	PUNCT
ajst-19149	176	9	despite	despite	SCONJ
ajst-19149	176	10	the	the	DET
ajst-19149	176	11	success	success	NOUN
ajst-19149	176	12	of	of	ADP
ajst-19149	176	13	the	the	DET
ajst-19149	176	14	recommendation	recommendation	NOUN
ajst-19149	176	15	system	system	NOUN
ajst-19149	176	16	,	,	PUNCT
ajst-19149	176	17	there	there	PRON
ajst-19149	176	18	are	be	VERB
ajst-19149	176	19	limitations	limitation	NOUN
ajst-19149	176	20	related	relate	VERB
ajst-19149	176	21	to	to	AUX
ajst-19149	176	22	sentiment	sentiment	NOUN
ajst-19149	176	23	analysis	analysis	NOUN
ajst-19149	176	24	reliability	reliability	NOUN
ajst-19149	176	25	and	and	CCONJ
ajst-19149	176	26	normalization	normalization	NOUN
ajst-19149	176	27	of	of	ADP
ajst-19149	176	28	usefulcount	usefulcount	ADJ
ajst-19149	176	29	.	.	PUNCT
ajst-19149	177	1	future	future	ADJ
ajst-19149	177	2	research	research	NOUN
ajst-19149	177	3	should	should	AUX
ajst-19149	177	4	focus	focus	VERB
ajst-19149	177	5	on	on	ADP
ajst-19149	177	6	improving	improve	VERB
ajst-19149	177	7	reliability	reliability	NOUN
ajst-19149	177	8	metrics	metric	NOUN
ajst-19149	177	9	and	and	CCONJ
ajst-19149	177	10	considering	consider	VERB
ajst-19149	177	11	the	the	DET
ajst-19149	177	12	temporal	temporal	ADJ
ajst-19149	177	13	aspect	aspect	NOUN
ajst-19149	177	14	in	in	ADP
ajst-19149	177	15	data	datum	NOUN
ajst-19149	177	16	normalization	normalization	NOUN
ajst-19149	177	17	.	.	PUNCT
ajst-19149	178	1	in	in	ADP
ajst-19149	178	2	conclusion	conclusion	NOUN
ajst-19149	178	3	,	,	PUNCT
ajst-19149	178	4	the	the	DET
ajst-19149	178	5	integration	integration	NOUN
ajst-19149	178	6	of	of	ADP
ajst-19149	178	7	nlp	nlp	NOUN
ajst-19149	178	8	in	in	ADP
ajst-19149	178	9	healthcare	healthcare	PROPN
ajst-19149	178	10	holds	hold	VERB
ajst-19149	178	11	immense	immense	ADJ
ajst-19149	178	12	promise	promise	NOUN
ajst-19149	178	13	for	for	ADP
ajst-19149	178	14	revolutionizing	revolutionize	VERB
ajst-19149	178	15	healthcare	healthcare	NOUN
ajst-19149	178	16	operations	operation	NOUN
ajst-19149	178	17	and	and	CCONJ
ajst-19149	178	18	improving	improve	VERB
ajst-19149	178	19	patient	patient	ADJ
ajst-19149	178	20	outcomes	outcome	NOUN
ajst-19149	178	21	.	.	PUNCT
ajst-19149	179	1	by	by	ADP
ajst-19149	179	2	addressing	address	VERB
ajst-19149	179	3	methodological	methodological	ADJ
ajst-19149	179	4	challenges	challenge	NOUN
ajst-19149	179	5	and	and	CCONJ
ajst-19149	179	6	leveraging	leverage	VERB
ajst-19149	179	7	advanced	advanced	ADJ
ajst-19149	179	8	techniques	technique	NOUN
ajst-19149	179	9	,	,	PUNCT
ajst-19149	179	10	nlp	nlp	ADJ
ajst-19149	179	11	-	-	PUNCT
ajst-19149	179	12	powered	power	VERB
ajst-19149	179	13	applications	application	NOUN
ajst-19149	179	14	like	like	ADP
ajst-19149	179	15	emotion	emotion	NOUN
ajst-19149	179	16	analysis	analysis	NOUN
ajst-19149	179	17	algorithms	algorithm	NOUN
ajst-19149	179	18	can	can	AUX
ajst-19149	179	19	significantly	significantly	ADV
ajst-19149	179	20	enhance	enhance	VERB
ajst-19149	179	21	patient	patient	ADJ
ajst-19149	179	22	satisfaction	satisfaction	NOUN
ajst-19149	179	23	and	and	CCONJ
ajst-19149	179	24	healthcare	healthcare	NOUN
ajst-19149	179	25	delivery	delivery	NOUN
ajst-19149	179	26	efficiency	efficiency	NOUN
ajst-19149	179	27	.	.	PUNCT
ajst-19149	180	1	acknowledgment	acknowledgment	NOUN
ajst-19149	180	2	in	in	ADP
ajst-19149	180	3	our	our	PRON
ajst-19149	180	4	research	research	NOUN
ajst-19149	180	5	,	,	PUNCT
ajst-19149	180	6	we	we	PRON
ajst-19149	180	7	were	be	AUX
ajst-19149	180	8	inspired	inspire	VERB
ajst-19149	180	9	by	by	ADP
ajst-19149	180	10	the	the	DET
ajst-19149	180	11	work	work	NOUN
ajst-19149	180	12	of	of	ADP
ajst-19149	180	13	sun	sun	PROPN
ajst-19149	180	14	et	et	PROPN
ajst-19149	180	15	al	al	PROPN
ajst-19149	180	16	.	.	PROPN
ajst-19149	181	1	in	in	ADP
ajst-19149	181	2	particular	particular	ADJ
ajst-19149	181	3	their	their	PRON
ajst-19149	181	4	paper	paper	NOUN
ajst-19149	181	5	in	in	ADP
ajst-19149	181	6	the	the	DET
ajst-19149	181	7	journal	journal	NOUN
ajst-19149	181	8	of	of	ADP
ajst-19149	181	9	industrial	industrial	ADJ
ajst-19149	181	10	engineering	engineering	NOUN
ajst-19149	181	11	and	and	CCONJ
ajst-19149	181	12	applied	applied	ADJ
ajst-19149	181	13	sciences	science	NOUN
ajst-19149	181	14	.	.	PUNCT
ajst-19149	182	1	[	[	X
ajst-19149	182	2	9]"the	9]"the	DET
ajst-19149	182	3	integration	integration	NOUN
ajst-19149	182	4	of	of	ADP
ajst-19149	182	5	large	large	ADJ
ajst-19149	182	6	-	-	PUNCT
ajst-19149	182	7	scale	scale	NOUN
ajst-19149	182	8	language	language	NOUN
ajst-19149	182	9	models	model	NOUN
ajst-19149	182	10	into	into	ADP
ajst-19149	182	11	intelligent	intelligent	ADJ
ajst-19149	182	12	adjudication	adjudication	NOUN
ajst-19149	182	13	:	:	PUNCT
ajst-19149	182	14	justification	justification	NOUN
ajst-19149	182	15	rules	rule	NOUN
ajst-19149	182	16	and	and	CCONJ
ajst-19149	182	17	implementation	implementation	NOUN
ajst-19149	182	18	pathways	pathway	NOUN
ajst-19149	182	19	"	"	PUNCT
ajst-19149	182	20	.	.	PUNCT
ajst-19149	183	1	by	by	ADP
ajst-19149	183	2	perusing	peruse	VERB
ajst-19149	183	3	their	their	PRON
ajst-19149	183	4	research	research	NOUN
ajst-19149	183	5	,	,	PUNCT
ajst-19149	183	6	we	we	PRON
ajst-19149	183	7	gain	gain	VERB
ajst-19149	183	8	a	a	DET
ajst-19149	183	9	deeper	deep	ADJ
ajst-19149	183	10	understanding	understanding	NOUN
ajst-19149	183	11	of	of	ADP
ajst-19149	183	12	how	how	SCONJ
ajst-19149	183	13	language	language	NOUN
ajst-19149	183	14	models	model	NOUN
ajst-19149	183	15	can	can	AUX
ajst-19149	183	16	be	be	AUX
ajst-19149	183	17	integrated	integrate	VERB
ajst-19149	183	18	into	into	ADP
ajst-19149	183	19	intelligent	intelligent	ADJ
ajst-19149	183	20	rulings	ruling	NOUN
ajst-19149	183	21	.	.	PUNCT
ajst-19149	184	1	we	we	PRON
ajst-19149	184	2	would	would	AUX
ajst-19149	184	3	like	like	VERB
ajst-19149	184	4	to	to	PART
ajst-19149	184	5	give	give	VERB
ajst-19149	184	6	special	special	ADJ
ajst-19149	184	7	thanks	thank	NOUN
ajst-19149	184	8	to	to	ADP
ajst-19149	184	9	sun	sun	PROPN
ajst-19149	184	10	et	et	PROPN
ajst-19149	184	11	al	al	PROPN
ajst-19149	184	12	and	and	CCONJ
ajst-19149	184	13	their	their	PRON
ajst-19149	184	14	team	team	NOUN
ajst-19149	184	15	,	,	PUNCT
ajst-19149	184	16	as	as	SCONJ
ajst-19149	184	17	their	their	PRON
ajst-19149	184	18	work	work	NOUN
ajst-19149	184	19	has	have	AUX
ajst-19149	184	20	provided	provide	VERB
ajst-19149	184	21	us	we	PRON
ajst-19149	184	22	with	with	ADP
ajst-19149	184	23	valuable	valuable	ADJ
ajst-19149	184	24	insights	insight	NOUN
ajst-19149	184	25	and	and	CCONJ
ajst-19149	184	26	implementation	implementation	NOUN
ajst-19149	184	27	paths	path	NOUN
ajst-19149	184	28	.	.	PUNCT
ajst-19149	185	1	at	at	ADP
ajst-19149	185	2	the	the	DET
ajst-19149	185	3	same	same	ADJ
ajst-19149	185	4	time	time	NOUN
ajst-19149	185	5	,	,	PUNCT
ajst-19149	185	6	we	we	PRON
ajst-19149	185	7	would	would	AUX
ajst-19149	185	8	like	like	VERB
ajst-19149	185	9	to	to	PART
ajst-19149	185	10	thank	thank	VERB
ajst-19149	185	11	the	the	DET
ajst-19149	185	12	authors	author	NOUN
ajst-19149	185	13	of	of	ADP
ajst-19149	185	14	the	the	DET
ajst-19149	185	15	paper	paper	NOUN
ajst-19149	185	16	,	,	PUNCT
ajst-19149	185	17	whose	whose	DET
ajst-19149	185	18	hard	hard	ADJ
ajst-19149	185	19	work	work	NOUN
ajst-19149	185	20	and	and	CCONJ
ajst-19149	185	21	research	research	NOUN
ajst-19149	185	22	results	result	NOUN
ajst-19149	185	23	have	have	AUX
ajst-19149	185	24	brought	bring	VERB
ajst-19149	185	25	new	new	ADJ
ajst-19149	185	26	thinking	thinking	NOUN
ajst-19149	185	27	and	and	CCONJ
ajst-19149	185	28	methods	method	NOUN
ajst-19149	185	29	to	to	ADP
ajst-19149	185	30	the	the	DET
ajst-19149	185	31	field	field	NOUN
ajst-19149	185	32	of	of	ADP
ajst-19149	185	33	intelligent	intelligent	ADJ
ajst-19149	185	34	adjudication	adjudication	NOUN
ajst-19149	185	35	.	.	PUNCT
ajst-19149	186	1	we	we	PRON
ajst-19149	186	2	sincerely	sincerely	ADV
ajst-19149	186	3	thank	thank	VERB
ajst-19149	186	4	them	they	PRON
ajst-19149	186	5	for	for	ADP
ajst-19149	186	6	their	their	PRON
ajst-19149	186	7	contributions	contribution	NOUN
ajst-19149	186	8	and	and	CCONJ
ajst-19149	186	9	look	look	VERB
ajst-19149	186	10	forward	forward	ADV
ajst-19149	186	11	to	to	ADP
ajst-19149	186	12	continuing	continue	VERB
ajst-19149	186	13	to	to	PART
ajst-19149	186	14	work	work	VERB
ajst-19149	186	15	with	with	ADP
ajst-19149	186	16	them	they	PRON
ajst-19149	186	17	in	in	ADP
ajst-19149	186	18	the	the	DET
ajst-19149	186	19	future	future	NOUN
ajst-19149	186	20	to	to	PART
ajst-19149	186	21	promote	promote	VERB
ajst-19149	186	22	the	the	DET
ajst-19149	186	23	development	development	NOUN
ajst-19149	186	24	of	of	ADP
ajst-19149	186	25	intelligent	intelligent	ADJ
ajst-19149	186	26	adjudication	adjudication	NOUN
ajst-19149	186	27	technology	technology	NOUN
ajst-19149	186	28	.	.	PUNCT
ajst-19149	187	1	references	reference	NOUN
ajst-19149	187	2	[	[	X
ajst-19149	187	3	1	1	NUM
ajst-19149	187	4	]	]	X
ajst-19149	187	5	duan	duan	PROPN
ajst-19149	187	6	,	,	PUNCT
ajst-19149	187	7	shiheng	shiheng	PROPN
ajst-19149	187	8	,	,	PUNCT
ajst-19149	187	9	et	et	PROPN
ajst-19149	187	10	al	al	PROPN
ajst-19149	187	11	.	.	PUNCT
ajst-19149	188	1	“	"	PUNCT
ajst-19149	188	2	prediction	prediction	NOUN
ajst-19149	188	3	of	of	ADP
ajst-19149	188	4	atmospheric	atmospheric	ADJ
ajst-19149	188	5	carbon	carbon	NOUN
ajst-19149	188	6	dioxide	dioxide	NOUN
ajst-19149	188	7	radiative	radiative	ADJ
ajst-19149	188	8	transfer	transfer	NOUN
ajst-19149	188	9	model	model	NOUN
ajst-19149	188	10	based	base	VERB
ajst-19149	188	11	on	on	ADP
ajst-19149	188	12	machine	machine	NOUN
ajst-19149	188	13	learning	learning	NOUN
ajst-19149	188	14	”	"	PUNCT
ajst-19149	188	15	.	.	PUNCT
ajst-19149	189	1	frontiers	frontier	NOUN
ajst-19149	189	2	in	in	ADP
ajst-19149	189	3	computing	computing	NOUN
ajst-19149	189	4	and	and	CCONJ
ajst-19149	189	5	intelligent	intelligent	ADJ
ajst-19149	189	6	systems	system	NOUN
ajst-19149	189	7	,	,	PUNCT
ajst-19149	189	8	vol	vol	NOUN
ajst-19149	189	9	.	.	PROPN
ajst-19149	189	10	6	6	NUM
ajst-19149	189	11	,	,	PUNCT
ajst-19149	189	12	no	no	INTJ
ajst-19149	189	13	.	.	NOUN
ajst-19149	189	14	3	3	NUM
ajst-19149	189	15	,	,	PUNCT
ajst-19149	189	16	jan	jan	PROPN
ajst-19149	189	17	.	.	PROPN
ajst-19149	189	18	2024	2024	NUM
ajst-19149	189	19	,	,	PUNCT
ajst-19149	189	20	pp	pp	ADV
ajst-19149	189	21	.	.	PUNCT
ajst-19149	190	1	132	132	NUM
ajst-19149	190	2	-	-	SYM
ajst-19149	190	3	6	6	NUM
ajst-19149	190	4	,	,	PUNCT
ajst-19149	190	5	https://doi.org/10.54097/obmpjw5n	https://doi.org/10.54097/obmpjw5n	X
ajst-19149	190	6	.	.	PUNCT
ajst-19149	191	1	[	[	X
ajst-19149	191	2	2	2	NUM
ajst-19149	191	3	]	]	X
ajst-19149	191	4	chen	chen	PROPN
ajst-19149	191	5	,	,	PUNCT
ajst-19149	191	6	jianfeng	jianfeng	PROPN
ajst-19149	191	7	,	,	PUNCT
ajst-19149	191	8	et	et	PROPN
ajst-19149	191	9	al	al	PROPN
ajst-19149	191	10	.	.	PUNCT
ajst-19149	192	1	“	"	PUNCT
ajst-19149	192	2	implementation	implementation	NOUN
ajst-19149	192	3	of	of	ADP
ajst-19149	192	4	an	an	DET
ajst-19149	192	5	ai	ai	NOUN
ajst-19149	192	6	-	-	PUNCT
ajst-19149	192	7	based	base	VERB
ajst-19149	192	8	mrd	mrd	ADJ
ajst-19149	192	9	evaluation	evaluation	NOUN
ajst-19149	192	10	and	and	CCONJ
ajst-19149	192	11	prediction	prediction	NOUN
ajst-19149	192	12	model	model	NOUN
ajst-19149	192	13	for	for	ADP
ajst-19149	192	14	multiple	multiple	ADJ
ajst-19149	192	15	myeloma	myeloma	NOUN
ajst-19149	192	16	”	"	PUNCT
ajst-19149	192	17	.	.	PUNCT
ajst-19149	193	1	frontiers	frontier	NOUN
ajst-19149	193	2	in	in	ADP
ajst-19149	193	3	computing	computing	NOUN
ajst-19149	193	4	and	and	CCONJ
ajst-19149	193	5	intelligent	intelligent	ADJ
ajst-19149	193	6	systems	system	NOUN
ajst-19149	193	7	,	,	PUNCT
ajst-19149	193	8	vol	vol	NOUN
ajst-19149	193	9	.	.	PROPN
ajst-19149	193	10	6	6	NUM
ajst-19149	193	11	,	,	PUNCT
ajst-19149	193	12	no	no	INTJ
ajst-19149	193	13	.	.	NOUN
ajst-19149	193	14	3	3	NUM
ajst-19149	193	15	,	,	PUNCT
ajst-19149	193	16	jan	jan	PROPN
ajst-19149	193	17	.	.	PROPN
ajst-19149	193	18	2024	2024	NUM
ajst-19149	193	19	,	,	PUNCT
ajst-19149	193	20	pp	pp	ADJ
ajst-19149	193	21	.	.	PUNCT
ajst-19149	194	1	127	127	NUM
ajst-19149	194	2	-	-	SYM
ajst-19149	194	3	31	31	NUM
ajst-19149	194	4	,	,	PUNCT
ajst-19149	194	5	https://doi.org/10.54097/zj4mnbww	https://doi.org/10.54097/zj4mnbww	NOUN
ajst-19149	194	6	.	.	PUNCT
ajst-19149	195	1	[	[	X
ajst-19149	195	2	3	3	X
ajst-19149	195	3	]	]	PUNCT
ajst-19149	195	4	“	"	PUNCT
ajst-19149	195	5	implementation	implementation	NOUN
ajst-19149	195	6	of	of	ADP
ajst-19149	195	7	computer	computer	NOUN
ajst-19149	195	8	vision	vision	NOUN
ajst-19149	195	9	technology	technology	NOUN
ajst-19149	195	10	based	base	VERB
ajst-19149	195	11	on	on	ADP
ajst-19149	195	12	artificial	artificial	ADJ
ajst-19149	195	13	intelligence	intelligence	NOUN
ajst-19149	195	14	for	for	ADP
ajst-19149	195	15	medical	medical	ADJ
ajst-19149	195	16	image	image	NOUN
ajst-19149	195	17	analysis	analysis	NOUN
ajst-19149	195	18	”	"	PUNCT
ajst-19149	195	19	.	.	PUNCT
ajst-19149	196	1	international	international	ADJ
ajst-19149	196	2	journal	journal	PROPN
ajst-19149	196	3	of	of	ADP
ajst-19149	196	4	computer	computer	NOUN
ajst-19149	196	5	science	science	NOUN
ajst-19149	196	6	and	and	CCONJ
ajst-19149	196	7	information	information	NOUN
ajst-19149	196	8	technology	technology	NOUN
ajst-19149	196	9	,	,	PUNCT
ajst-19149	196	10	vol	vol	NOUN
ajst-19149	196	11	.	.	PROPN
ajst-19149	196	12	1	1	NUM
ajst-19149	196	13	,	,	PUNCT
ajst-19149	196	14	no	no	INTJ
ajst-19149	196	15	.	.	NOUN
ajst-19149	196	16	1	1	NUM
ajst-19149	196	17	,	,	PUNCT
ajst-19149	196	18	dec	dec	PROPN
ajst-19149	196	19	.	.	PROPN
ajst-19149	196	20	2023	2023	NUM
ajst-19149	196	21	,	,	PUNCT
ajst-19149	196	22	pp	pp	ADJ
ajst-19149	196	23	.	.	PUNCT
ajst-19149	197	1	69	69	NUM
ajst-19149	197	2	-	-	SYM
ajst-19149	197	3	76	76	NUM
ajst-19149	197	4	,	,	PUNCT
ajst-19149	197	5	https://doi.org/10.62051/ijcsit.v1n1.10	https://doi.org/10.62051/ijcsit.v1n1.10	NOUN
ajst-19149	197	6	.	.	PUNCT
ajst-19149	198	1	[	[	X
ajst-19149	198	2	4	4	NUM
ajst-19149	198	3	]	]	X
ajst-19149	198	4	chen	chen	PROPN
ajst-19149	198	5	,	,	PUNCT
ajst-19149	198	6	jianhang	jianhang	PROPN
ajst-19149	198	7	,	,	PUNCT
ajst-19149	198	8	et	et	PROPN
ajst-19149	198	9	al	al	PROPN
ajst-19149	198	10	.	.	PUNCT
ajst-19149	199	1	"	"	PUNCT
ajst-19149	199	2	one	one	NUM
ajst-19149	199	3	-	-	PUNCT
ajst-19149	199	4	stage	stage	NOUN
ajst-19149	199	5	object	object	NOUN
ajst-19149	199	6	referring	refer	VERB
ajst-19149	199	7	with	with	ADP
ajst-19149	199	8	gaze	gaze	NOUN
ajst-19149	199	9	estimation	estimation	NOUN
ajst-19149	199	10	.	.	PUNCT
ajst-19149	199	11	"	"	PUNCT
ajst-19149	200	1	proceedings	proceeding	NOUN
ajst-19149	200	2	of	of	ADP
ajst-19149	200	3	the	the	DET
ajst-19149	200	4	ieee	ieee	NOUN
ajst-19149	200	5	/	/	SYM
ajst-19149	200	6	cvf	cvf	NOUN
ajst-19149	200	7	conference	conference	NOUN
ajst-19149	200	8	on	on	ADP
ajst-19149	200	9	computer	computer	NOUN
ajst-19149	200	10	vision	vision	NOUN
ajst-19149	200	11	and	and	CCONJ
ajst-19149	200	12	pattern	pattern	NOUN
ajst-19149	200	13	recognition	recognition	NOUN
ajst-19149	200	14	.	.	PUNCT
ajst-19149	201	1	2022	2022	NUM
ajst-19149	201	2	.	.	PUNCT
ajst-19149	202	1	[	[	X
ajst-19149	202	2	5	5	NUM
ajst-19149	202	3	]	]	X
ajst-19149	202	4	zhou	zhou	X
ajst-19149	202	5	,	,	PUNCT
ajst-19149	202	6	y.	y.	PROPN
ajst-19149	202	7	,	,	PUNCT
ajst-19149	202	8	osman	osman	PROPN
ajst-19149	202	9	,	,	PUNCT
ajst-19149	202	10	a.	a.	NOUN
ajst-19149	202	11	,	,	PUNCT
ajst-19149	202	12	willms	willm	NOUN
ajst-19149	202	13	,	,	PUNCT
ajst-19149	202	14	m.	m.	NOUN
ajst-19149	202	15	,	,	PUNCT
ajst-19149	202	16	kunz	kunz	PROPN
ajst-19149	202	17	,	,	PUNCT
ajst-19149	202	18	a.	a.	PROPN
ajst-19149	202	19	,	,	PUNCT
ajst-19149	202	20	philipp	philipp	PROPN
ajst-19149	202	21	,	,	PUNCT
ajst-19149	202	22	s.	s.	PROPN
ajst-19149	202	23	,	,	PUNCT
ajst-19149	202	24	blatt	blatt	PROPN
ajst-19149	202	25	,	,	PUNCT
ajst-19149	202	26	j.	j.	PROPN
ajst-19149	202	27	,	,	PUNCT
ajst-19149	202	28	&	&	CCONJ
ajst-19149	202	29	eul	eul	PROPN
ajst-19149	202	30	,	,	PUNCT
ajst-19149	202	31	s.	s.	PROPN
ajst-19149	202	32	(	(	PUNCT
ajst-19149	202	33	2023	2023	NUM
ajst-19149	202	34	)	)	PUNCT
ajst-19149	202	35	.	.	PUNCT
ajst-19149	203	1	semantic	semantic	ADJ
ajst-19149	203	2	wireframe	wireframe	PROPN
ajst-19149	203	3	detection	detection	NOUN
ajst-19149	203	4	.	.	PUNCT
ajst-19149	204	1	[	[	X
ajst-19149	204	2	6	6	NUM
ajst-19149	204	3	]	]	X
ajst-19149	204	4	cai	cai	X
ajst-19149	204	5	,	,	PUNCT
ajst-19149	204	6	guoqing	guoqe	VERB
ajst-19149	204	7	et	et	PROPN
ajst-19149	204	8	al	al	PROPN
ajst-19149	204	9	.	.	PUNCT
ajst-19149	205	1	“	"	PUNCT
ajst-19149	205	2	a	a	DET
ajst-19149	205	3	deep	deep	ADJ
ajst-19149	205	4	learning	learning	NOUN
ajst-19149	205	5	-	-	PUNCT
ajst-19149	205	6	based	base	VERB
ajst-19149	205	7	algorithm	algorithm	NOUN
ajst-19149	205	8	for	for	ADP
ajst-19149	205	9	crop	crop	NOUN
ajst-19149	205	10	disease	disease	NOUN
ajst-19149	205	11	identification	identification	NOUN
ajst-19149	205	12	positioning	positioning	NOUN
ajst-19149	205	13	using	use	VERB
ajst-19149	205	14	computer	computer	NOUN
ajst-19149	205	15	vision	vision	NOUN
ajst-19149	205	16	.	.	PUNCT
ajst-19149	205	17	”	"	PUNCT
ajst-19149	206	1	international	international	ADJ
ajst-19149	206	2	journal	journal	NOUN
ajst-19149	206	3	of	of	ADP
ajst-19149	206	4	computer	computer	NOUN
ajst-19149	206	5	science	science	NOUN
ajst-19149	206	6	and	and	CCONJ
ajst-19149	206	7	information	information	NOUN
ajst-19149	206	8	technology	technology	NOUN
ajst-19149	206	9	(	(	PUNCT
ajst-19149	206	10	2023	2023	NUM
ajst-19149	206	11	):	):	PUNCT
ajst-19149	206	12	n.	n.	PROPN
ajst-19149	206	13	pag	pag	PROPN
ajst-19149	206	14	.	.	PUNCT
ajst-19149	207	1	[	[	X
ajst-19149	207	2	7	7	X
ajst-19149	207	3	]	]	PUNCT
ajst-19149	207	4	“	"	PUNCT
ajst-19149	207	5	machine	machine	NOUN
ajst-19149	207	6	learning	learning	NOUN
ajst-19149	207	7	model	model	NOUN
ajst-19149	207	8	training	training	NOUN
ajst-19149	207	9	and	and	CCONJ
ajst-19149	207	10	practice	practice	NOUN
ajst-19149	207	11	:	:	PUNCT
ajst-19149	207	12	a	a	DET
ajst-19149	207	13	study	study	NOUN
ajst-19149	207	14	on	on	ADP
ajst-19149	207	15	constructing	construct	VERB
ajst-19149	207	16	a	a	DET
ajst-19149	207	17	novel	novel	ADJ
ajst-19149	207	18	drug	drug	NOUN
ajst-19149	207	19	detection	detection	NOUN
ajst-19149	207	20	system	system	NOUN
ajst-19149	207	21	”	"	PUNCT
ajst-19149	207	22	.	.	PUNCT
ajst-19149	208	1	international	international	ADJ
ajst-19149	208	2	journal	journal	PROPN
ajst-19149	208	3	of	of	ADP
ajst-19149	208	4	computer	computer	NOUN
ajst-19149	208	5	science	science	NOUN
ajst-19149	208	6	and	and	CCONJ
ajst-19149	208	7	information	information	NOUN
ajst-19149	208	8	technology	technology	NOUN
ajst-19149	208	9	,	,	PUNCT
ajst-19149	208	10	vol	vol	NOUN
ajst-19149	208	11	.	.	PROPN
ajst-19149	208	12	1	1	NUM
ajst-19149	208	13	,	,	PUNCT
ajst-19149	208	14	no	no	INTJ
ajst-19149	208	15	.	.	NOUN
ajst-19149	208	16	1	1	NUM
ajst-19149	208	17	,	,	PUNCT
ajst-19149	208	18	dec	dec	PROPN
ajst-19149	208	19	.	.	PROPN
ajst-19149	208	20	2023	2023	NUM
ajst-19149	208	21	,	,	PUNCT
ajst-19149	208	22	pp	pp	ADJ
ajst-19149	208	23	.	.	PUNCT
ajst-19149	209	1	139	139	NUM
ajst-19149	209	2	-	-	SYM
ajst-19149	209	3	46	46	NUM
ajst-19149	209	4	,	,	PUNCT
ajst-19149	209	5	https://doi.org/10.62051/ijcsit.v1n1.19	https://doi.org/10.62051/ijcsit.v1n1.19	NOUN
ajst-19149	209	6	.	.	PUNCT
ajst-19149	210	1	[	[	X
ajst-19149	210	2	8	8	NUM
ajst-19149	210	3	]	]	PUNCT
ajst-19149	210	4	“	"	PUNCT
ajst-19149	210	5	unveiling	unveil	VERB
ajst-19149	210	6	the	the	DET
ajst-19149	210	7	future	future	NOUN
ajst-19149	210	8	navigating	navigate	VERB
ajst-19149	210	9	next	next	ADJ
ajst-19149	210	10	-	-	PUNCT
ajst-19149	210	11	generation	generation	NOUN
ajst-19149	210	12	ai	ai	PROPN
ajst-19149	210	13	frontiers	frontier	NOUN
ajst-19149	210	14	and	and	CCONJ
ajst-19149	210	15	innovations	innovation	NOUN
ajst-19149	210	16	in	in	ADP
ajst-19149	210	17	application	application	NOUN
ajst-19149	210	18	”	"	PUNCT
ajst-19149	210	19	.	.	PUNCT
ajst-19149	211	1	international	international	ADJ
ajst-19149	211	2	journal	journal	PROPN
ajst-19149	211	3	of	of	ADP
ajst-19149	211	4	computer	computer	NOUN
ajst-19149	211	5	science	science	NOUN
ajst-19149	211	6	and	and	CCONJ
ajst-19149	211	7	information	information	NOUN
ajst-19149	211	8	technology	technology	NOUN
ajst-19149	211	9	,	,	PUNCT
ajst-19149	211	10	vol	vol	NOUN
ajst-19149	211	11	.	.	PROPN
ajst-19149	211	12	1	1	NUM
ajst-19149	211	13	,	,	PUNCT
ajst-19149	211	14	no	no	INTJ
ajst-19149	211	15	.	.	NOUN
ajst-19149	211	16	1	1	NUM
ajst-19149	211	17	,	,	PUNCT
ajst-19149	211	18	dec	dec	PROPN
ajst-19149	211	19	.	.	PROPN
ajst-19149	211	20	2023	2023	NUM
ajst-19149	211	21	,	,	PUNCT
ajst-19149	211	22	pp	pp	ADJ
ajst-19149	211	23	.	.	PUNCT
ajst-19149	212	1	147	147	NUM
ajst-19149	212	2	-	-	SYM
ajst-19149	212	3	56	56	NUM
ajst-19149	212	4	,	,	PUNCT
ajst-19149	212	5	https://doi.org/10.62051/ijcsit.v1n1.20	https://doi.org/10.62051/ijcsit.v1n1.20	NOUN
ajst-19149	212	6	.	.	PUNCT
ajst-19149	213	1	[	[	X
ajst-19149	213	2	9	9	NUM
ajst-19149	213	3	]	]	X
ajst-19149	213	4	w.	w.	PROPN
ajst-19149	213	5	sun	sun	PROPN
ajst-19149	213	6	,	,	PUNCT
ajst-19149	213	7	w.	w.	PROPN
ajst-19149	213	8	wan	wan	PROPN
ajst-19149	213	9	,	,	PUNCT
ajst-19149	213	10	l.	l.	PROPN
ajst-19149	213	11	pan	pan	PROPN
ajst-19149	213	12	,	,	PUNCT
ajst-19149	213	13	j.	j.	PROPN
ajst-19149	213	14	xu	xu	PROPN
ajst-19149	213	15	,	,	PUNCT
ajst-19149	213	16	and	and	CCONJ
ajst-19149	213	17	q.	q.	PROPN
ajst-19149	213	18	zeng	zeng	PROPN
ajst-19149	213	19	,	,	PUNCT
ajst-19149	213	20	“	"	PUNCT
ajst-19149	213	21	the	the	DET
ajst-19149	213	22	integration	integration	NOUN
ajst-19149	213	23	of	of	ADP
ajst-19149	213	24	large	large	ADJ
ajst-19149	213	25	-	-	PUNCT
ajst-19149	213	26	scale	scale	NOUN
ajst-19149	213	27	language	language	NOUN
ajst-19149	213	28	models	model	NOUN
ajst-19149	213	29	into	into	ADP
ajst-19149	213	30	intelligent	intelligent	ADJ
ajst-19149	213	31	adjudication	adjudication	NOUN
ajst-19149	213	32	:	:	PUNCT
ajst-19149	213	33	justification	justification	NOUN
ajst-19149	213	34	rules	rule	NOUN
ajst-19149	213	35	and	and	CCONJ
ajst-19149	213	36	implementation	implementation	NOUN
ajst-19149	213	37	pathways	pathway	NOUN
ajst-19149	213	38	”	"	PUNCT
ajst-19149	213	39	,	,	PUNCT
ajst-19149	213	40	journal	journal	NOUN
ajst-19149	213	41	of	of	ADP
ajst-19149	213	42	industrial	industrial	ADJ
ajst-19149	213	43	engineering	engineering	PROPN
ajst-19149	213	44	&	&	CCONJ
ajst-19149	213	45	amp	amp	PROPN
ajst-19149	213	46	;	;	PUNCT
ajst-19149	213	47	applied	apply	VERB
ajst-19149	213	48	science	science	NOUN
ajst-19149	213	49	,	,	PUNCT
ajst-19149	213	50	vol	vol	NOUN
ajst-19149	213	51	.	.	PROPN
ajst-19149	213	52	2	2	NUM
ajst-19149	213	53	,	,	PUNCT
ajst-19149	213	54	no	no	INTJ
ajst-19149	213	55	.	.	NOUN
ajst-19149	213	56	1	1	NUM
ajst-19149	213	57	,	,	PUNCT
ajst-19149	213	58	pp	pp	ADJ
ajst-19149	213	59	.	.	PUNCT
ajst-19149	213	60	13–20	13–20	NUM
ajst-19149	213	61	,	,	PUNCT
ajst-19149	213	62	feb	feb	PROPN
ajst-19149	213	63	.	.	PROPN
ajst-19149	213	64	2024	2024	NUM
ajst-19149	213	65	.	.	PUNCT
ajst-19149	214	1	[	[	X
ajst-19149	214	2	10	10	NUM
ajst-19149	214	3	]	]	X
ajst-19149	214	4	zhou	zhou	PROPN
ajst-19149	214	5	,	,	PUNCT
ajst-19149	214	6	yanlin	yanlin	PROPN
ajst-19149	214	7	,	,	PUNCT
ajst-19149	214	8	et	et	PROPN
ajst-19149	214	9	al	al	PROPN
ajst-19149	214	10	.	.	PUNCT
ajst-19149	215	1	"	"	PUNCT
ajst-19149	215	2	utilizing	utilize	VERB
ajst-19149	215	3	ai	ai	VERB
ajst-19149	215	4	-	-	PUNCT
ajst-19149	215	5	enhanced	enhance	VERB
ajst-19149	215	6	multi	multi	ADJ
ajst-19149	215	7	-	-	ADJ
ajst-19149	215	8	omics	omics	ADJ
ajst-19149	215	9	integration	integration	NOUN
ajst-19149	215	10	for	for	ADP
ajst-19149	215	11	predictive	predictive	ADJ
ajst-19149	215	12	modeling	modeling	NOUN
ajst-19149	215	13	of	of	ADP
ajst-19149	215	14	disease	disease	NOUN
ajst-19149	215	15	susceptibility	susceptibility	NOUN
ajst-19149	215	16	in	in	ADP
ajst-19149	215	17	functional	functional	ADJ
ajst-19149	215	18	phenotypes	phenotype	NOUN
ajst-19149	215	19	.	.	PUNCT
ajst-19149	215	20	"	"	PUNCT
ajst-19149	216	1	journal	journal	NOUN
ajst-19149	216	2	of	of	ADP
ajst-19149	216	3	theory	theory	NOUN
ajst-19149	216	4	and	and	CCONJ
ajst-19149	216	5	practice	practice	NOUN
ajst-19149	216	6	of	of	ADP
ajst-19149	216	7	engineering	engineer	VERB
ajst-19149	216	8	science	science	NOUN
ajst-19149	216	9	4.02	4.02	NUM
ajst-19149	216	10	(	(	PUNCT
ajst-19149	216	11	2024	2024	NUM
ajst-19149	216	12	):	):	PUNCT
ajst-19149	216	13	45	45	NUM
ajst-19149	216	14	-	-	SYM
ajst-19149	216	15	51	51	NUM
ajst-19149	216	16	.	.	PUNCT
ajst-19149	217	1	[	[	X
ajst-19149	217	2	11	11	NUM
ajst-19149	217	3	]	]	X
ajst-19149	217	4	chen	chen	PROPN
ajst-19149	217	5	,	,	PUNCT
ajst-19149	217	6	j.	j.	PROPN
ajst-19149	217	7	(	(	PUNCT
ajst-19149	217	8	2022	2022	NUM
ajst-19149	217	9	)	)	PUNCT
ajst-19149	217	10	.	.	PUNCT
ajst-19149	218	1	the	the	DET
ajst-19149	218	2	reform	reform	NOUN
ajst-19149	218	3	of	of	ADP
ajst-19149	218	4	school	school	NOUN
ajst-19149	218	5	education	education	NOUN
ajst-19149	218	6	and	and	CCONJ
ajst-19149	218	7	teaching	teaching	NOUN
ajst-19149	218	8	under	under	ADP
ajst-19149	218	9	the	the	DET
ajst-19149	218	10	“	"	PUNCT
ajst-19149	218	11	double	double	ADJ
ajst-19149	218	12	reduction	reduction	NOUN
ajst-19149	218	13	”	"	PUNCT
ajst-19149	218	14	policy	policy	NOUN
ajst-19149	218	15	.	.	PUNCT
ajst-19149	219	1	scientific	scientific	ADJ
ajst-19149	219	2	and	and	CCONJ
ajst-19149	219	3	social	social	ADJ
ajst-19149	219	4	research	research	NOUN
ajst-19149	219	5	,	,	PUNCT
ajst-19149	219	6	4(2	4(2	NUM
ajst-19149	219	7	)	)	PUNCT
ajst-19149	219	8	,	,	PUNCT
ajst-19149	219	9	42	42	NUM
ajst-19149	219	10	-	-	SYM
ajst-19149	219	11	45	45	NUM
ajst-19149	219	12	.	.	PUNCT
ajst-19149	220	1	(	(	PUNCT
ajst-19149	220	2	feb	feb	PROPN
ajst-19149	220	3	2022	2022	NUM
ajst-19149	220	4	)	)	PUNCT
ajst-19149	221	1	[	[	X
ajst-19149	221	2	12	12	NUM
ajst-19149	221	3	]	]	X
ajst-19149	221	4	zhang	zhang	PROPN
ajst-19149	221	5	,	,	PUNCT
ajst-19149	221	6	y.	y.	PROPN
ajst-19149	221	7	,	,	PUNCT
ajst-19149	221	8	gono	gono	PROPN
ajst-19149	221	9	,	,	PUNCT
ajst-19149	221	10	r.	r.	PROPN
ajst-19149	221	11	,	,	PUNCT
ajst-19149	221	12	&	&	CCONJ
ajst-19149	221	13	jasiński	jasiński	PROPN
ajst-19149	221	14	,	,	PUNCT
ajst-19149	221	15	m.	m.	NOUN
ajst-19149	221	16	(	(	PUNCT
ajst-19149	221	17	2023	2023	NUM
ajst-19149	221	18	)	)	PUNCT
ajst-19149	221	19	.	.	PUNCT
ajst-19149	222	1	an	an	DET
ajst-19149	222	2	improvement	improvement	NOUN
ajst-19149	222	3	in	in	ADP
ajst-19149	222	4	dynamic	dynamic	ADJ
ajst-19149	222	5	behavior	behavior	NOUN
ajst-19149	222	6	of	of	ADP
ajst-19149	222	7	single	single	ADJ
ajst-19149	222	8	phase	phase	NOUN
ajst-19149	222	9	pm	pm	NOUN
ajst-19149	222	10	brushless	brushless	NOUN
ajst-19149	222	11	dc	dc	PROPN
ajst-19149	222	12	motor	motor	NOUN
ajst-19149	222	13	using	use	VERB
ajst-19149	222	14	deep	deep	ADJ
ajst-19149	222	15	neural	neural	ADJ
ajst-19149	222	16	network	network	NOUN
ajst-19149	222	17	and	and	CCONJ
ajst-19149	222	18	mixture	mixture	NOUN
ajst-19149	222	19	of	of	ADP
ajst-19149	222	20	experts	expert	NOUN
ajst-19149	222	21	.	.	PUNCT
ajst-19149	223	1	ieee	ieee	NOUN
ajst-19149	223	2	access	access	NOUN
ajst-19149	223	3	.	.	PUNCT
ajst-19149	224	1	[	[	X
ajst-19149	224	2	13	13	NUM
ajst-19149	224	3	]	]	PUNCT
ajst-19149	224	4	q.	q.	PROPN
ajst-19149	224	5	cheng	cheng	PROPN
ajst-19149	224	6	,	,	PUNCT
ajst-19149	224	7	m.	m.	PROPN
ajst-19149	224	8	tian	tian	PROPN
ajst-19149	224	9	,	,	PUNCT
ajst-19149	224	10	l.	l.	PROPN
ajst-19149	224	11	yang	yang	PROPN
ajst-19149	224	12	,	,	PUNCT
ajst-19149	224	13	j.	j.	PROPN
ajst-19149	224	14	zheng	zheng	PROPN
ajst-19149	224	15	,	,	PUNCT
ajst-19149	224	16	and	and	CCONJ
ajst-19149	224	17	d.	d.	PROPN
ajst-19149	224	18	xin	xin	PROPN
ajst-19149	224	19	,	,	PUNCT
ajst-19149	224	20	“	"	PUNCT
ajst-19149	224	21	enhancing	enhance	VERB
ajst-19149	224	22	high	high	ADJ
ajst-19149	224	23	-	-	PUNCT
ajst-19149	224	24	frequency	frequency	NOUN
ajst-19149	224	25	trading	trading	NOUN
ajst-19149	224	26	strategies	strategy	NOUN
ajst-19149	224	27	with	with	ADP
ajst-19149	224	28	edge	edge	NOUN
ajst-19149	224	29	computing	computing	NOUN
ajst-19149	224	30	and	and	CCONJ
ajst-19149	224	31	deep	deep	ADJ
ajst-19149	224	32	learning	learning	NOUN
ajst-19149	224	33	”	"	PUNCT
ajst-19149	224	34	,	,	PUNCT
ajst-19149	224	35	journal	journal	NOUN
ajst-19149	224	36	of	of	ADP
ajst-19149	224	37	industrial	industrial	ADJ
ajst-19149	224	38	engineering	engineering	PROPN
ajst-19149	224	39	&	&	CCONJ
ajst-19149	224	40	amp	amp	PROPN
ajst-19149	224	41	;	;	PUNCT
ajst-19149	224	42	applied	apply	VERB
ajst-19149	224	43	science	science	NOUN
ajst-19149	224	44	,	,	PUNCT
ajst-19149	224	45	vol	vol	NOUN
ajst-19149	224	46	.	.	PROPN
ajst-19149	224	47	2	2	NUM
ajst-19149	224	48	,	,	PUNCT
ajst-19149	224	49	no	no	INTJ
ajst-19149	224	50	.	.	NOUN
ajst-19149	224	51	1	1	NUM
ajst-19149	224	52	,	,	PUNCT
ajst-19149	224	53	pp	pp	ADJ
ajst-19149	224	54	.	.	PUNCT
ajst-19149	225	1	32–38	32–38	NUM
ajst-19149	225	2	,	,	PUNCT
ajst-19149	225	3	feb	feb	PROPN
ajst-19149	225	4	.	.	PROPN
ajst-19149	225	5	2024	2024	NUM
ajst-19149	225	6	.	.	PUNCT
ajst-19149	226	1	[	[	X
ajst-19149	226	2	14	14	NUM
ajst-19149	226	3	]	]	X
ajst-19149	226	4	liang	liang	PROPN
ajst-19149	226	5	,	,	PUNCT
ajst-19149	226	6	penghao	penghao	PROPN
ajst-19149	226	7	,	,	PUNCT
ajst-19149	226	8	et	et	PROPN
ajst-19149	226	9	al	al	PROPN
ajst-19149	226	10	.	.	PUNCT
ajst-19149	227	1	"	"	PUNCT
ajst-19149	227	2	enhancing	enhance	VERB
ajst-19149	227	3	security	security	NOUN
ajst-19149	227	4	in	in	ADP
ajst-19149	227	5	devops	devop	NOUN
ajst-19149	227	6	by	by	ADP
ajst-19149	227	7	integrating	integrate	VERB
ajst-19149	227	8	artificial	artificial	ADJ
ajst-19149	227	9	intelligence	intelligence	NOUN
ajst-19149	227	10	and	and	CCONJ
ajst-19149	227	11	machine	machine	NOUN
ajst-19149	227	12	learning	learning	NOUN
ajst-19149	227	13	.	.	PUNCT
ajst-19149	227	14	"	"	PUNCT
ajst-19149	228	1	journal	journal	NOUN
ajst-19149	228	2	of	of	ADP
ajst-19149	228	3	theory	theory	NOUN
ajst-19149	228	4	and	and	CCONJ
ajst-19149	228	5	practice	practice	NOUN
ajst-19149	228	6	of	of	ADP
ajst-19149	228	7	engineering	engineer	VERB
ajst-19149	228	8	science	science	NOUN
ajst-19149	228	9	4.02	4.02	NUM
ajst-19149	228	10	(	(	PUNCT
ajst-19149	228	11	2024	2024	NUM
ajst-19149	228	12	):	):	PUNCT
ajst-19149	228	13	31	31	NUM
ajst-19149	228	14	-	-	SYM
ajst-19149	228	15	37	37	NUM
ajst-19149	228	16	.	.	PUNCT
ajst-19149	229	1	[	[	X
ajst-19149	229	2	15	15	NUM
ajst-19149	229	3	]	]	X
ajst-19149	229	4	zhang	zhang	PROPN
ajst-19149	229	5	,	,	PUNCT
ajst-19149	229	6	y.	y.	PROPN
ajst-19149	229	7	,	,	PUNCT
ajst-19149	229	8	abdullah	abdullah	PROPN
ajst-19149	229	9	,	,	PUNCT
ajst-19149	229	10	s.	s.	PROPN
ajst-19149	229	11	,	,	PUNCT
ajst-19149	229	12	ullah	ullah	PROPN
ajst-19149	229	13	,	,	PUNCT
ajst-19149	229	14	i.	i.	PROPN
ajst-19149	229	15	,	,	PUNCT
ajst-19149	229	16	&	&	CCONJ
ajst-19149	229	17	ghani	ghani	PROPN
ajst-19149	229	18	,	,	PUNCT
ajst-19149	229	19	f.	f.	PROPN
ajst-19149	229	20	(	(	PUNCT
ajst-19149	229	21	2024	2024	NUM
ajst-19149	229	22	)	)	PUNCT
ajst-19149	229	23	.	.	PUNCT
ajst-19149	230	1	a	a	DET
ajst-19149	230	2	new	new	ADJ
ajst-19149	230	3	approach	approach	NOUN
ajst-19149	230	4	to	to	ADP
ajst-19149	230	5	neural	neural	ADJ
ajst-19149	230	6	network	network	NOUN
ajst-19149	230	7	via	via	ADP
ajst-19149	230	8	double	double	ADJ
ajst-19149	230	9	hierarchy	hierarchy	NOUN
ajst-19149	230	10	linguistic	linguistic	ADJ
ajst-19149	230	11	information	information	NOUN
ajst-19149	230	12	:	:	PUNCT
ajst-19149	230	13	application	application	NOUN
ajst-19149	230	14	in	in	ADP
ajst-19149	230	15	robot	robot	NOUN
ajst-19149	230	16	selection	selection	NOUN
ajst-19149	230	17	.	.	PUNCT
ajst-19149	231	1	engineering	engineering	NOUN
ajst-19149	231	2	applications	application	NOUN
ajst-19149	231	3	of	of	ADP
ajst-19149	231	4	artificial	artificial	ADJ
ajst-19149	231	5	intelligence	intelligence	NOUN
ajst-19149	231	6	,	,	PUNCT
ajst-19149	231	7	129	129	NUM
ajst-19149	231	8	,	,	PUNCT
ajst-19149	231	9	107581	107581	NUM
ajst-19149	231	10	.	.	PUNCT
ajst-19149	232	1	[	[	X
ajst-19149	232	2	16	16	NUM
ajst-19149	232	3	]	]	X
ajst-19149	232	4	ji	ji	PROPN
ajst-19149	232	5	,	,	PUNCT
ajst-19149	232	6	huan	huan	PROPN
ajst-19149	232	7	,	,	PUNCT
ajst-19149	232	8	et	et	PROPN
ajst-19149	232	9	al	al	PROPN
ajst-19149	232	10	.	.	PUNCT
ajst-19149	233	1	"	"	PUNCT
ajst-19149	233	2	utilizing	utilize	VERB
ajst-19149	233	3	machine	machine	NOUN
ajst-19149	233	4	learning	learning	NOUN
ajst-19149	233	5	for	for	ADP
ajst-19149	233	6	precise	precise	ADJ
ajst-19149	233	7	audience	audience	NOUN
ajst-19149	233	8	targeting	target	VERB
ajst-19149	233	9	in	in	ADP
ajst-19149	233	10	data	datum	NOUN
ajst-19149	233	11	science	science	NOUN
ajst-19149	233	12	and	and	CCONJ
ajst-19149	233	13	targeted	target	VERB
ajst-19149	233	14	advertising	advertising	NOUN
ajst-19149	233	15	.	.	PUNCT
ajst-19149	233	16	"	"	PUNCT
ajst-19149	234	1	academic	academic	ADJ
ajst-19149	234	2	journal	journal	NOUN
ajst-19149	234	3	of	of	ADP
ajst-19149	234	4	science	science	NOUN
ajst-19149	234	5	and	and	CCONJ
ajst-19149	234	6	technology	technology	NOUN
ajst-19149	234	7	9.2	9.2	NUM
ajst-19149	234	8	(	(	PUNCT
ajst-19149	234	9	2024	2024	NUM
ajst-19149	234	10	):	):	PUNCT
ajst-19149	234	11	215	215	NUM
ajst-19149	234	12	-	-	SYM
ajst-19149	234	13	220	220	NUM
ajst-19149	234	14	.	.	PUNCT
ajst-19149	235	1	[	[	X
ajst-19149	235	2	17	17	NUM
ajst-19149	235	3	]	]	X
ajst-19149	235	4	zhang	zhang	PROPN
ajst-19149	235	5	,	,	PUNCT
ajst-19149	235	6	chenwei	chenwei	PROPN
ajst-19149	235	7	,	,	PUNCT
ajst-19149	235	8	et	et	PROPN
ajst-19149	235	9	al	al	PROPN
ajst-19149	235	10	.	.	PUNCT
ajst-19149	236	1	"	"	PUNCT
ajst-19149	236	2	segnet	segnet	NOUN
ajst-19149	236	3	network	network	NOUN
ajst-19149	236	4	architecture	architecture	NOUN
ajst-19149	236	5	for	for	ADP
ajst-19149	236	6	deep	deep	ADJ
ajst-19149	236	7	learning	learn	VERB
ajst-19149	236	8	image	image	NOUN
ajst-19149	236	9	segmentation	segmentation	NOUN
ajst-19149	236	10	and	and	CCONJ
ajst-19149	236	11	its	its	PRON
ajst-19149	236	12	integrated	integrate	VERB
ajst-19149	236	13	applications	application	NOUN
ajst-19149	236	14	and	and	CCONJ
ajst-19149	236	15	prospects	prospect	NOUN
ajst-19149	236	16	.	.	PUNCT
ajst-19149	236	17	"	"	PUNCT
ajst-19149	237	1	academic	academic	ADJ
ajst-19149	237	2	journal	journal	NOUN
ajst-19149	237	3	of	of	ADP
ajst-19149	237	4	science	science	NOUN
ajst-19149	237	5	and	and	CCONJ
ajst-19149	237	6	technology	technology	NOUN
ajst-19149	237	7	9.2	9.2	NUM
ajst-19149	237	8	(	(	PUNCT
ajst-19149	237	9	2024	2024	NUM
ajst-19149	237	10	):	):	PUNCT
ajst-19149	237	11	224	224	NUM
ajst-19149	237	12	-	-	SYM
ajst-19149	237	13	229	229	NUM
ajst-19149	237	14	.	.	PUNCT
ajst-19149	238	1	[	[	X
ajst-19149	238	2	18	18	NUM
ajst-19149	238	3	]	]	X
ajst-19149	238	4	wang	wang	PROPN
ajst-19149	238	5	,	,	PUNCT
ajst-19149	238	6	yong	yong	PROPN
ajst-19149	238	7	,	,	PUNCT
ajst-19149	238	8	et	et	PROPN
ajst-19149	238	9	al	al	PROPN
ajst-19149	238	10	.	.	PUNCT
ajst-19149	239	1	"	"	PUNCT
ajst-19149	239	2	autonomous	autonomous	ADJ
ajst-19149	239	3	driving	driving	NOUN
ajst-19149	239	4	system	system	NOUN
ajst-19149	239	5	driven	drive	VERB
ajst-19149	239	6	by	by	ADP
ajst-19149	239	7	artificial	artificial	ADJ
ajst-19149	239	8	intelligence	intelligence	NOUN
ajst-19149	239	9	perception	perception	NOUN
ajst-19149	239	10	fusion	fusion	NOUN
ajst-19149	239	11	.	.	PUNCT
ajst-19149	239	12	"	"	PUNCT
ajst-19149	240	1	academic	academic	ADJ
ajst-19149	240	2	journal	journal	NOUN
ajst-19149	240	3	of	of	ADP
ajst-19149	240	4	science	science	NOUN
ajst-19149	240	5	and	and	CCONJ
ajst-19149	240	6	technology	technology	NOUN
ajst-19149	240	7	9.2	9.2	NUM
ajst-19149	240	8	(	(	PUNCT
ajst-19149	240	9	2024	2024	NUM
ajst-19149	240	10	):	):	PUNCT
ajst-19149	240	11	193	193	NUM
ajst-19149	240	12	-	-	SYM
ajst-19149	240	13	198	198	NUM
ajst-19149	240	14	.	.	PUNCT
ajst-19149	241	1	[	[	X
ajst-19149	241	2	19	19	NUM
ajst-19149	241	3	]	]	X
ajst-19149	241	4	qian	qian	PROPN
ajst-19149	241	5	,	,	PUNCT
ajst-19149	241	6	wenpin	wenpin	PROPN
ajst-19149	241	7	,	,	PUNCT
ajst-19149	241	8	et	et	PROPN
ajst-19149	241	9	al	al	PROPN
ajst-19149	241	10	.	.	PUNCT
ajst-19149	242	1	"	"	PUNCT
ajst-19149	242	2	clinical	clinical	ADJ
ajst-19149	242	3	medical	medical	ADJ
ajst-19149	242	4	detection	detection	NOUN
ajst-19149	242	5	and	and	CCONJ
ajst-19149	242	6	diagnosis	diagnosis	NOUN
ajst-19149	242	7	technology	technology	NOUN
ajst-19149	242	8	based	base	VERB
ajst-19149	242	9	on	on	ADP
ajst-19149	242	10	the	the	DET
ajst-19149	242	11	alexnet	alexnet	ADJ
ajst-19149	242	12	network	network	NOUN
ajst-19149	242	13	model	model	NOUN
ajst-19149	242	14	.	.	PUNCT
ajst-19149	242	15	"	"	PUNCT
ajst-19149	243	1	academic	academic	ADJ
ajst-19149	243	2	journal	journal	NOUN
ajst-19149	243	3	of	of	ADP
ajst-19149	243	4	science	science	NOUN
ajst-19149	243	5	and	and	CCONJ
ajst-19149	243	6	technology	technology	NOUN
ajst-19149	243	7	9.2	9.2	NUM
ajst-19149	243	8	(	(	PUNCT
ajst-19149	243	9	2024	2024	NUM
ajst-19149	243	10	):	):	PUNCT
ajst-19149	243	11	207	207	NUM
ajst-19149	243	12	-	-	SYM
ajst-19149	243	13	211	211	NUM
ajst-19149	243	14	.	.	PUNCT
ajst-19149	243	15	'	'	PUNCT
ajst-19149	244	1	[	[	X
ajst-19149	244	2	20	20	NUM
ajst-19149	244	3	]	]	X
ajst-19149	244	4	zhang	zhang	PROPN
ajst-19149	244	5	,	,	PUNCT
ajst-19149	244	6	y.	y.	PROPN
ajst-19149	244	7	,	,	PUNCT
ajst-19149	244	8	&	&	CCONJ
ajst-19149	244	9	zhang	zhang	PROPN
ajst-19149	244	10	,	,	PUNCT
ajst-19149	244	11	h.	h.	PROPN
ajst-19149	244	12	(	(	PUNCT
ajst-19149	244	13	2023	2023	NUM
ajst-19149	244	14	)	)	PUNCT
ajst-19149	244	15	.	.	PUNCT
ajst-19149	244	16	enhancing	enhance	VERB
ajst-19149	244	17	robot	robot	NOUN
ajst-19149	244	18	path	path	NOUN
ajst-19149	244	19	planning	plan	VERB
ajst-19149	244	20	through	through	ADP
ajst-19149	244	21	a	a	DET
ajst-19149	244	22	twin	twin	ADJ
ajst-19149	244	23	-	-	PUNCT
ajst-19149	244	24	reinforced	reinforce	VERB
ajst-19149	244	25	chimp	chimp	NOUN
ajst-19149	244	26	optimization	optimization	NOUN
ajst-19149	244	27	algorithm	algorithm	NOUN
ajst-19149	244	28	and	and	CCONJ
ajst-19149	244	29	evolutionary	evolutionary	ADJ
ajst-19149	244	30	programming	programming	NOUN
ajst-19149	244	31	algorithm	algorithm	NOUN
ajst-19149	244	32	.	.	PUNCT
ajst-19149	245	1	ieee	ieee	NOUN
ajst-19149	245	2	access	access	NOUN
ajst-19149	245	3	.	.	PUNCT
ajst-19149	246	1	[	[	X
ajst-19149	246	2	21	21	NUM
ajst-19149	246	3	]	]	X
ajst-19149	246	4	zhang	zhang	PROPN
ajst-19149	246	5	,	,	PUNCT
ajst-19149	246	6	quan	quan	PROPN
ajst-19149	246	7	,	,	PUNCT
ajst-19149	246	8	et	et	PROPN
ajst-19149	246	9	al	al	PROPN
ajst-19149	246	10	.	.	PUNCT
ajst-19149	246	11	"	"	PUNCT
ajst-19149	246	12	application	application	NOUN
ajst-19149	246	13	of	of	ADP
ajst-19149	246	14	the	the	DET
ajst-19149	246	15	alphafold2	alphafold2	ADJ
ajst-19149	246	16	protein	protein	NOUN
ajst-19149	246	17	prediction	prediction	NOUN
ajst-19149	246	18	algorithm	algorithm	NOUN
ajst-19149	246	19	based	base	VERB
ajst-19149	246	20	on	on	ADP
ajst-19149	246	21	artificial	artificial	ADJ
ajst-19149	246	22	intelligence	intelligence	NOUN
ajst-19149	246	23	.	.	PUNCT
ajst-19149	246	24	"	"	PUNCT
ajst-19149	247	1	journal	journal	NOUN
ajst-19149	247	2	of	of	ADP
ajst-19149	247	3	theory	theory	NOUN
ajst-19149	247	4	and	and	CCONJ
ajst-19149	247	5	practice	practice	NOUN
ajst-19149	247	6	of	of	ADP
ajst-19149	247	7	engineering	engineer	VERB
ajst-19149	247	8	science	science	NOUN
ajst-19149	247	9	4.02	4.02	NUM
ajst-19149	247	10	(	(	PUNCT
ajst-19149	247	11	2024	2024	NUM
ajst-19149	247	12	):	):	PUNCT
ajst-19149	247	13	5865	5865	NUM
ajst-19149	247	14	.	.	PUNCT
ajst-19149	248	1	[	[	X
ajst-19149	248	2	22	22	NUM
ajst-19149	248	3	]	]	X
ajst-19149	248	4	wang	wang	PROPN
ajst-19149	248	5	,	,	PUNCT
ajst-19149	248	6	h.	h.	PROPN
ajst-19149	248	7	,	,	PUNCT
ajst-19149	248	8	bao	bao	PROPN
ajst-19149	248	9	,	,	PUNCT
ajst-19149	248	10	q.	q.	PROPN
ajst-19149	248	11	,	,	PUNCT
ajst-19149	248	12	shui	shui	PROPN
ajst-19149	248	13	,	,	PUNCT
ajst-19149	248	14	z.	z.	PROPN
ajst-19149	248	15	,	,	PUNCT
ajst-19149	248	16	li	li	PROPN
ajst-19149	248	17	,	,	PUNCT
ajst-19149	248	18	l.	l.	PROPN
ajst-19149	248	19	,	,	PUNCT
ajst-19149	248	20	&	&	CCONJ
ajst-19149	248	21	ji	ji	PROPN
ajst-19149	248	22	,	,	PUNCT
ajst-19149	248	23	h.	h.	PROPN
ajst-19149	248	24	(	(	PUNCT
ajst-19149	248	25	2024	2024	NUM
ajst-19149	248	26	)	)	PUNCT
ajst-19149	248	27	.	.	PUNCT
ajst-19149	249	1	a	a	DET
ajst-19149	249	2	novel	novel	ADJ
ajst-19149	249	3	approach	approach	NOUN
ajst-19149	249	4	to	to	ADP
ajst-19149	249	5	credit	credit	NOUN
ajst-19149	249	6	card	card	NOUN
ajst-19149	249	7	security	security	NOUN
ajst-19149	249	8	with	with	ADP
ajst-19149	249	9	generative	generative	ADJ
ajst-19149	249	10	adversarial	adversarial	ADJ
ajst-19149	249	11	networks	network	NOUN
ajst-19149	249	12	and	and	CCONJ
ajst-19149	249	13	security	security	NOUN
ajst-19149	249	14	assessment	assessment	NOUN
ajst-19149	249	15	.	.	PUNCT
ajst-19149	250	1	[	[	X
ajst-19149	250	2	23	23	NUM
ajst-19149	250	3	]	]	X
ajst-19149	250	4	wu	wu	PROPN
ajst-19149	250	5	,	,	PUNCT
ajst-19149	250	6	jiang	jiang	PROPN
ajst-19149	250	7	,	,	PUNCT
ajst-19149	250	8	et	et	PROPN
ajst-19149	250	9	al	al	PROPN
ajst-19149	250	10	.	.	PUNCT
ajst-19149	251	1	"	"	PUNCT
ajst-19149	251	2	case	case	NOUN
ajst-19149	251	3	study	study	NOUN
ajst-19149	251	4	of	of	ADP
ajst-19149	251	5	next	next	ADJ
ajst-19149	251	6	-	-	PUNCT
ajst-19149	251	7	generation	generation	NOUN
ajst-19149	251	8	artificial	artificial	ADJ
ajst-19149	251	9	intelligence	intelligence	NOUN
ajst-19149	251	10	in	in	ADP
ajst-19149	251	11	medical	medical	ADJ
ajst-19149	251	12	image	image	NOUN
ajst-19149	251	13	diagnosis	diagnosis	NOUN
ajst-19149	251	14	based	base	VERB
ajst-19149	251	15	on	on	ADP
ajst-19149	251	16	cloud	cloud	NOUN
ajst-19149	251	17	computing	computing	NOUN
ajst-19149	251	18	.	.	PUNCT
ajst-19149	251	19	"	"	PUNCT
ajst-19149	252	1	journal	journal	NOUN
ajst-19149	252	2	of	of	ADP
ajst-19149	252	3	theory	theory	NOUN
ajst-19149	252	4	and	and	CCONJ
ajst-19149	252	5	practice	practice	NOUN
ajst-19149	252	6	of	of	ADP
ajst-19149	252	7	engineering	engineer	VERB
ajst-19149	252	8	science	science	NOUN
ajst-19149	252	9	4.02	4.02	NUM
ajst-19149	252	10	(	(	PUNCT
ajst-19149	252	11	2024	2024	NUM
ajst-19149	252	12	):	):	PUNCT
ajst-19149	252	13	66	66	NUM
ajst-19149	252	14	-	-	SYM
ajst-19149	252	15	73	73	NUM
ajst-19149	252	16	.	.	PUNCT
ajst-19149	253	1	[	[	X
ajst-19149	253	2	24	24	NUM
ajst-19149	253	3	]	]	X
ajst-19149	253	4	zhu	zhu	PROPN
ajst-19149	253	5	,	,	PUNCT
ajst-19149	253	6	mingwei	mingwei	PROPN
ajst-19149	253	7	,	,	PUNCT
ajst-19149	253	8	et	et	PROPN
ajst-19149	253	9	al	al	PROPN
ajst-19149	253	10	.	.	PUNCT
ajst-19149	254	1	"	"	PUNCT
ajst-19149	254	2	enhancing	enhance	VERB
ajst-19149	254	3	collaborative	collaborative	ADJ
ajst-19149	254	4	machine	machine	NOUN
ajst-19149	254	5	learning	learn	VERB
ajst-19149	254	6	for	for	ADP
ajst-19149	254	7	security	security	NOUN
ajst-19149	254	8	and	and	CCONJ
ajst-19149	254	9	privacy	privacy	NOUN
ajst-19149	254	10	in	in	ADP
ajst-19149	254	11	federated	federated	ADJ
ajst-19149	254	12	learning	learning	NOUN
ajst-19149	254	13	.	.	PUNCT
ajst-19149	254	14	"	"	PUNCT
ajst-19149	255	1	journal	journal	NOUN
ajst-19149	255	2	of	of	ADP
ajst-19149	255	3	theory	theory	NOUN
ajst-19149	255	4	and	and	CCONJ
ajst-19149	255	5	practice	practice	NOUN
ajst-19149	255	6	of	of	ADP
ajst-19149	255	7	engineering	engineer	VERB
ajst-19149	255	8	science	science	NOUN
ajst-19149	255	9	4.02	4.02	NUM
ajst-19149	255	10	(	(	PUNCT
ajst-19149	255	11	2024	2024	NUM
ajst-19149	255	12	):	):	PUNCT
ajst-19149	255	13	74	74	NUM
ajst-19149	255	14	-	-	SYM
ajst-19149	255	15	82	82	NUM
ajst-19149	255	16	.	.	PUNCT
ajst-19149	255	17	68	68	NUM
ajst-19149	256	1	[	[	X
ajst-19149	256	2	25	25	NUM
ajst-19149	256	3	]	]	SYM
ajst-19149	256	4	yang	yang	PROPN
ajst-19149	256	5	,	,	PUNCT
ajst-19149	256	6	le	le	X
ajst-19149	256	7	,	,	PUNCT
ajst-19149	256	8	et	et	PROPN
ajst-19149	256	9	al	al	PROPN
ajst-19149	256	10	.	.	PUNCT
ajst-19149	257	1	"	"	PUNCT
ajst-19149	257	2	research	research	NOUN
ajst-19149	257	3	and	and	CCONJ
ajst-19149	257	4	application	application	NOUN
ajst-19149	257	5	of	of	ADP
ajst-19149	257	6	visual	visual	ADJ
ajst-19149	257	7	object	object	NOUN
ajst-19149	257	8	recognition	recognition	NOUN
ajst-19149	257	9	system	system	NOUN
ajst-19149	257	10	based	base	VERB
ajst-19149	257	11	on	on	ADP
ajst-19149	257	12	deep	deep	ADJ
ajst-19149	257	13	learning	learning	NOUN
ajst-19149	257	14	and	and	CCONJ
ajst-19149	257	15	neural	neural	ADJ
ajst-19149	257	16	morphological	morphological	ADJ
ajst-19149	257	17	computation	computation	NOUN
ajst-19149	257	18	.	.	PUNCT
ajst-19149	257	19	"	"	PUNCT
ajst-19149	258	1	international	international	ADJ
ajst-19149	258	2	journal	journal	NOUN
ajst-19149	258	3	of	of	ADP
ajst-19149	258	4	computer	computer	NOUN
ajst-19149	258	5	science	science	NOUN
ajst-19149	258	6	and	and	CCONJ
ajst-19149	258	7	information	information	NOUN
ajst-19149	258	8	technology	technology	NOUN
ajst-19149	258	9	2.1	2.1	NUM
ajst-19149	258	10	(	(	PUNCT
ajst-19149	258	11	2024	2024	NUM
ajst-19149	258	12	):	):	PUNCT
ajst-19149	258	13	1017	1017	NUM
ajst-19149	258	14	.	.	PUNCT
ajst-19149	259	1	[	[	X
ajst-19149	259	2	26	26	NUM
ajst-19149	259	3	]	]	X
ajst-19149	259	4	qian	qian	PROPN
ajst-19149	259	5	,	,	PUNCT
ajst-19149	259	6	jili	jili	PROPN
ajst-19149	259	7	,	,	PUNCT
ajst-19149	259	8	et	et	PROPN
ajst-19149	259	9	al	al	PROPN
ajst-19149	259	10	.	.	PUNCT
ajst-19149	260	1	"	"	PUNCT
ajst-19149	260	2	a	a	DET
ajst-19149	260	3	liver	liver	NOUN
ajst-19149	260	4	cancer	cancer	NOUN
ajst-19149	260	5	question	question	NOUN
ajst-19149	260	6	-	-	PUNCT
ajst-19149	260	7	answering	answer	VERB
ajst-19149	260	8	system	system	NOUN
ajst-19149	260	9	based	base	VERB
ajst-19149	260	10	on	on	ADP
ajst-19149	260	11	next	next	ADJ
ajst-19149	260	12	-	-	PUNCT
ajst-19149	260	13	generation	generation	NOUN
ajst-19149	260	14	intelligence	intelligence	NOUN
ajst-19149	260	15	and	and	CCONJ
ajst-19149	260	16	the	the	DET
ajst-19149	260	17	large	large	ADJ
ajst-19149	260	18	model	model	NOUN
ajst-19149	260	19	med	me	VERB
ajst-19149	260	20	-	-	PUNCT
ajst-19149	260	21	palm	palm	NOUN
ajst-19149	260	22	2	2	NUM
ajst-19149	260	23	.	.	PUNCT
ajst-19149	260	24	"	"	PUNCT
ajst-19149	260	25	international	international	ADJ
ajst-19149	260	26	journal	journal	NOUN
ajst-19149	260	27	of	of	ADP
ajst-19149	260	28	computer	computer	NOUN
ajst-19149	260	29	science	science	NOUN
ajst-19149	260	30	and	and	CCONJ
ajst-19149	260	31	information	information	NOUN
ajst-19149	260	32	technology	technology	NOUN
ajst-19149	260	33	2.1	2.1	NUM
ajst-19149	260	34	(	(	PUNCT
ajst-19149	260	35	2024	2024	NUM
ajst-19149	260	36	):	):	PUNCT
ajst-19149	260	37	28	28	NUM
ajst-19149	260	38	-	-	SYM
ajst-19149	260	39	35	35	NUM
ajst-19149	260	40	.	.	PUNCT
ajst-19149	261	1	[	[	X
ajst-19149	261	2	27	27	NUM
ajst-19149	261	3	]	]	X
ajst-19149	261	4	bao	bao	PROPN
ajst-19149	261	5	,	,	PUNCT
ajst-19149	261	6	qiaozhi	qiaozhi	PROPN
ajst-19149	261	7	,	,	PUNCT
ajst-19149	261	8	et	et	PROPN
ajst-19149	261	9	al	al	PROPN
ajst-19149	261	10	.	.	PUNCT
ajst-19149	261	11	"	"	PUNCT
ajst-19149	261	12	exploring	explore	VERB
ajst-19149	261	13	icu	icu	PROPN
ajst-19149	261	14	mortality	mortality	NOUN
ajst-19149	261	15	risk	risk	NOUN
ajst-19149	261	16	prediction	prediction	NOUN
ajst-19149	261	17	and	and	CCONJ
ajst-19149	261	18	interpretability	interpretability	NOUN
ajst-19149	261	19	analysis	analysis	NOUN
ajst-19149	261	20	using	use	VERB
ajst-19149	261	21	machine	machine	NOUN
ajst-19149	261	22	learning	learning	NOUN
ajst-19149	261	23	.	.	PUNCT
ajst-19149	261	24	"	"	PUNCT
ajst-19149	262	1	(	(	PUNCT
ajst-19149	262	2	2024	2024	NUM
ajst-19149	262	3	)	)	PUNCT
ajst-19149	262	4	.	.	PUNCT
ajst-19149	263	1	[	[	X
ajst-19149	263	2	28	28	NUM
ajst-19149	263	3	]	]	X
ajst-19149	263	4	xiao	xiao	PROPN
ajst-19149	263	5	,	,	PUNCT
ajst-19149	263	6	j.	j.	PROPN
ajst-19149	263	7	,	,	PUNCT
ajst-19149	263	8	chen	chen	PROPN
ajst-19149	263	9	,	,	PUNCT
ajst-19149	263	10	y.	y.	PROPN
ajst-19149	263	11	,	,	PUNCT
ajst-19149	263	12	ou	ou	PROPN
ajst-19149	263	13	,	,	PUNCT
ajst-19149	263	14	y.	y.	PROPN
ajst-19149	263	15	,	,	PUNCT
ajst-19149	263	16	yu	yu	PROPN
ajst-19149	263	17	,	,	PUNCT
ajst-19149	263	18	h.	h.	PROPN
ajst-19149	263	19	,	,	PUNCT
ajst-19149	263	20	&	&	CCONJ
ajst-19149	263	21	xiao	xiao	PROPN
ajst-19149	263	22	,	,	PUNCT
ajst-19149	263	23	y.	y.	PROPN
ajst-19149	263	24	(	(	PUNCT
ajst-19149	263	25	2024	2024	NUM
ajst-19149	263	26	)	)	PUNCT
ajst-19149	263	27	.	.	PUNCT
ajst-19149	264	1	baichuan2	baichuan2	ADJ
ajst-19149	264	2	-	-	PUNCT
ajst-19149	264	3	sum	sum	NOUN
ajst-19149	264	4	:	:	PUNCT
ajst-19149	264	5	instruction	instruction	NOUN
ajst-19149	264	6	finetune	finetune	NOUN
ajst-19149	264	7	baichuan2	baichuan2	PROPN
ajst-19149	264	8	-	-	PUNCT
ajst-19149	264	9	7b	7b	PROPN
ajst-19149	264	10	model	model	NOUN
ajst-19149	264	11	for	for	ADP
ajst-19149	264	12	dialogue	dialogue	NOUN
ajst-19149	264	13	summarization	summarization	NOUN
ajst-19149	264	14	.	.	PUNCT
ajst-19149	265	1	arxiv	arxiv	PROPN
ajst-19149	265	2	preprint	preprint	VERB
ajst-19149	265	3	arxiv:2401.15496	arxiv:2401.15496	NOUN
ajst-19149	265	4	.	.	PUNCT
ajst-19149	266	1	[	[	X
ajst-19149	266	2	29	29	NUM
ajst-19149	266	3	]	]	X
ajst-19149	266	4	huo	huo	NOUN
ajst-19149	266	5	,	,	PUNCT
ajst-19149	266	6	shuning	shuning	NOUN
ajst-19149	266	7	,	,	PUNCT
ajst-19149	266	8	et	et	PROPN
ajst-19149	266	9	al	al	PROPN
ajst-19149	266	10	.	.	PUNCT
ajst-19149	267	1	"	"	PUNCT
ajst-19149	267	2	deep	deep	ADJ
ajst-19149	267	3	learning	learning	NOUN
ajst-19149	267	4	approaches	approach	NOUN
ajst-19149	267	5	for	for	ADP
ajst-19149	267	6	improving	improve	VERB
ajst-19149	267	7	question	question	NOUN
ajst-19149	267	8	answering	answer	VERB
ajst-19149	267	9	systems	system	NOUN
ajst-19149	267	10	in	in	ADP
ajst-19149	267	11	hepatocellular	hepatocellular	ADJ
ajst-19149	267	12	carcinoma	carcinoma	NOUN
ajst-19149	267	13	research	research	NOUN
ajst-19149	267	14	.	.	PUNCT
ajst-19149	267	15	"	"	PUNCT
ajst-19149	268	1	arxiv	arxiv	PROPN
ajst-19149	268	2	preprint	preprint	PROPN
ajst-19149	268	3	arxiv:2402.16038	arxiv:2402.16038	PROPN
ajst-19149	268	4	(	(	PUNCT
ajst-19149	268	5	2024	2024	NUM
ajst-19149	268	6	)	)	PUNCT
ajst-19149	268	7	.	.	PUNCT
ajst-19149	269	1	[	[	X
ajst-19149	269	2	30	30	NUM
ajst-19149	269	3	]	]	X
ajst-19149	269	4	yu	yu	PROPN
ajst-19149	269	5	,	,	PUNCT
ajst-19149	269	6	hanyi	hanyi	PROPN
ajst-19149	269	7	,	,	PUNCT
ajst-19149	269	8	et	et	PROPN
ajst-19149	269	9	al	al	PROPN
ajst-19149	269	10	.	.	PUNCT
ajst-19149	270	1	"	"	PUNCT
ajst-19149	270	2	machine	machine	NOUN
ajst-19149	270	3	learning	learning	NOUN
ajst-19149	270	4	-	-	PUNCT
ajst-19149	270	5	based	base	VERB
ajst-19149	270	6	vehicle	vehicle	NOUN
ajst-19149	270	7	intention	intention	NOUN
ajst-19149	270	8	trajectory	trajectory	NOUN
ajst-19149	270	9	recognition	recognition	NOUN
ajst-19149	270	10	and	and	CCONJ
ajst-19149	270	11	prediction	prediction	NOUN
ajst-19149	270	12	for	for	ADP
ajst-19149	270	13	autonomous	autonomous	ADJ
ajst-19149	270	14	driving	driving	NOUN
ajst-19149	270	15	.	.	PUNCT
ajst-19149	270	16	"	"	PUNCT
ajst-19149	271	1	arxiv	arxiv	PROPN
ajst-19149	271	2	preprint	preprint	NOUN
ajst-19149	271	3	arxiv:2402.16036	arxiv:2402.16036	NOUN
ajst-19149	271	4	(	(	PUNCT
ajst-19149	271	5	2024	2024	NUM
ajst-19149	271	6	)	)	PUNCT
ajst-19149	271	7	.	.	PUNCT
ajst-19149	272	1	[	[	X
ajst-19149	272	2	31	31	NUM
ajst-19149	272	3	]	]	X
ajst-19149	272	4	xiang	xiang	PROPN
ajst-19149	272	5	,	,	PUNCT
ajst-19149	272	6	yafei	yafei	PROPN
ajst-19149	272	7	,	,	PUNCT
ajst-19149	272	8	et	et	PROPN
ajst-19149	272	9	al	al	PROPN
ajst-19149	272	10	.	.	PUNCT
ajst-19149	273	1	"	"	PUNCT
ajst-19149	273	2	text	text	NOUN
ajst-19149	273	3	understanding	understanding	NOUN
ajst-19149	273	4	and	and	CCONJ
ajst-19149	273	5	generation	generation	NOUN
ajst-19149	273	6	using	use	VERB
ajst-19149	273	7	transformer	transformer	NOUN
ajst-19149	273	8	models	model	NOUN
ajst-19149	273	9	for	for	ADP
ajst-19149	273	10	intelligent	intelligent	ADJ
ajst-19149	273	11	e	e	ADJ
ajst-19149	273	12	-	-	ADJ
ajst-19149	273	13	commerce	commerce	NOUN
ajst-19149	273	14	recommendations	recommendation	NOUN
ajst-19149	273	15	.	.	PUNCT
ajst-19149	273	16	"	"	PUNCT
ajst-19149	274	1	arxiv	arxiv	PROPN
ajst-19149	274	2	preprint	preprint	NOUN
ajst-19149	274	3	arxiv:2402.16035	arxiv:2402.16035	NOUN
ajst-19149	274	4	(	(	PUNCT
ajst-19149	274	5	2024	2024	NUM
ajst-19149	274	6	)	)	PUNCT
ajst-19149	274	7	.	.	PUNCT
ajst-19149	275	1	[	[	X
ajst-19149	275	2	32	32	NUM
ajst-19149	275	3	]	]	X
ajst-19149	275	4	zhu	zhu	PROPN
ajst-19149	275	5	,	,	PUNCT
ajst-19149	275	6	mengran	mengran	NOUN
ajst-19149	275	7	,	,	PUNCT
ajst-19149	275	8	et	et	PROPN
ajst-19149	275	9	al	al	PROPN
ajst-19149	275	10	.	.	PUNCT
ajst-19149	275	11	"	"	PUNCT
ajst-19149	275	12	utilizing	utilize	VERB
ajst-19149	275	13	gans	gan	NOUN
ajst-19149	275	14	for	for	ADP
ajst-19149	275	15	fraud	fraud	NOUN
ajst-19149	275	16	detection	detection	NOUN
ajst-19149	275	17	:	:	PUNCT
ajst-19149	275	18	model	model	NOUN
ajst-19149	275	19	training	training	NOUN
ajst-19149	275	20	with	with	ADP
ajst-19149	275	21	synthetic	synthetic	ADJ
ajst-19149	275	22	transaction	transaction	NOUN
ajst-19149	275	23	data	datum	NOUN
ajst-19149	275	24	.	.	PUNCT
ajst-19149	275	25	"	"	PUNCT
ajst-19149	276	1	arxiv	arxiv	PROPN
ajst-19149	276	2	preprint	preprint	VERB
ajst-19149	276	3	arxiv:2402.09830	arxiv:2402.09830	NOUN
ajst-19149	276	4	(	(	PUNCT
ajst-19149	276	5	2024	2024	NUM
ajst-19149	276	6	)	)	PUNCT
ajst-19149	276	7	.	.	PUNCT
ajst-19149	277	1	[	[	X
ajst-19149	277	2	33	33	NUM
ajst-19149	277	3	]	]	X
ajst-19149	277	4	gong	gong	NOUN
ajst-19149	277	5	,	,	PUNCT
ajst-19149	277	6	yulu	yulu	VERB
ajst-19149	277	7	,	,	PUNCT
ajst-19149	277	8	et	et	PROPN
ajst-19149	277	9	al	al	PROPN
ajst-19149	277	10	.	.	PUNCT
ajst-19149	278	1	"	"	PUNCT
ajst-19149	278	2	enhancing	enhance	VERB
ajst-19149	278	3	cybersecurity	cybersecurity	NOUN
ajst-19149	278	4	resilience	resilience	NOUN
ajst-19149	278	5	in	in	ADP
ajst-19149	278	6	finance	finance	NOUN
ajst-19149	278	7	with	with	ADP
ajst-19149	278	8	deep	deep	ADJ
ajst-19149	278	9	learning	learning	NOUN
ajst-19149	278	10	for	for	ADP
ajst-19149	278	11	advanced	advanced	ADJ
ajst-19149	278	12	threat	threat	NOUN
ajst-19149	278	13	detection	detection	NOUN
ajst-19149	278	14	.	.	PUNCT
ajst-19149	278	15	"	"	PUNCT
ajst-19149	279	1	arxiv	arxiv	PROPN
ajst-19149	279	2	preprint	preprint	NOUN
ajst-19149	279	3	arxiv:2402.09820	arxiv:2402.09820	NOUN
ajst-19149	279	4	(	(	PUNCT
ajst-19149	279	5	2024	2024	NUM
ajst-19149	279	6	)	)	PUNCT
ajst-19149	279	7	.	.	PUNCT