id	sid	tid	token	lemma	pos
ajst-3978	1	1	academic	academic	ADJ
ajst-3978	1	2	journal	journal	NOUN
ajst-3978	1	3	of	of	ADP
ajst-3978	1	4	science	science	NOUN
ajst-3978	1	5	and	and	CCONJ
ajst-3978	1	6	technology	technology	NOUN
ajst-3978	1	7	issn	issn	NOUN
ajst-3978	1	8	:	:	PUNCT
ajst-3978	1	9	2771	2771	NUM
ajst-3978	1	10	-	-	SYM
ajst-3978	1	11	3032	3032	NUM
ajst-3978	1	12	|	|	NOUN
ajst-3978	1	13	vol	vol	NOUN
ajst-3978	1	14	.	.	PROPN
ajst-3978	2	1	4	4	NUM
ajst-3978	2	2	,	,	PUNCT
ajst-3978	2	3	no	no	INTJ
ajst-3978	2	4	.	.	NOUN
ajst-3978	2	5	2	2	NUM
ajst-3978	2	6	,	,	PUNCT
ajst-3978	2	7	2022	2022	NUM
ajst-3978	2	8	97	97	NUM
ajst-3978	2	9	named	name	VERB
ajst-3978	2	10	entity	entity	NOUN
ajst-3978	2	11	recognition	recognition	NOUN
ajst-3978	2	12	of	of	ADP
ajst-3978	2	13	ancient	ancient	ADJ
ajst-3978	2	14	wine	wine	NOUN
ajst-3978	2	15	texts	text	NOUN
ajst-3978	2	16	based	base	VERB
ajst-3978	2	17	on	on	ADP
ajst-3978	2	18	deep	deep	ADJ
ajst-3978	2	19	learning	learning	NOUN
ajst-3978	2	20	models	model	NOUN
ajst-3978	2	21	wei	wei	PROPN
ajst-3978	2	22	zhang	zhang	PROPN
ajst-3978	2	23	,	,	PUNCT
ajst-3978	2	24	yadong	yadong	PROPN
ajst-3978	2	25	wu	wu	PROPN
ajst-3978	2	26	*	*	PROPN
ajst-3978	2	27	,	,	PUNCT
ajst-3978	2	28	weihan	weihan	PROPN
ajst-3978	2	29	zhang	zhang	PROPN
ajst-3978	2	30	,	,	PUNCT
ajst-3978	2	31	yuling	yule	VERB
ajst-3978	2	32	zhang	zhang	PROPN
ajst-3978	2	33	,	,	PUNCT
ajst-3978	2	34	xiang	xiang	PROPN
ajst-3978	2	35	ji	ji	PROPN
ajst-3978	2	36	school	school	PROPN
ajst-3978	2	37	of	of	ADP
ajst-3978	2	38	computer	computer	NOUN
ajst-3978	2	39	science	science	NOUN
ajst-3978	2	40	and	and	CCONJ
ajst-3978	2	41	engineering	engineering	NOUN
ajst-3978	2	42	,	,	PUNCT
ajst-3978	2	43	sichuan	sichuan	PROPN
ajst-3978	2	44	university	university	PROPN
ajst-3978	2	45	of	of	ADP
ajst-3978	2	46	science	science	NOUN
ajst-3978	2	47	and	and	CCONJ
ajst-3978	2	48	engineering	engineering	NOUN
ajst-3978	2	49	,	,	PUNCT
ajst-3978	2	50	yibin	yibin	PROPN
ajst-3978	2	51	,	,	PUNCT
ajst-3978	2	52	china	china	PROPN
ajst-3978	2	53	*	*	PUNCT
ajst-3978	2	54	corresponding	correspond	VERB
ajst-3978	2	55	author	author	NOUN
ajst-3978	2	56	:	:	PUNCT
ajst-3978	2	57	yadong	yadong	PROPN
ajst-3978	2	58	wu	wu	PROPN
ajst-3978	2	59	(	(	PUNCT
ajst-3978	2	60	email:wyd028@163.com	email:wyd028@163.com	X
ajst-3978	2	61	)	)	PUNCT
ajst-3978	2	62	abstract	abstract	NOUN
ajst-3978	2	63	:	:	PUNCT
ajst-3978	2	64	named	name	VERB
ajst-3978	2	65	entity	entity	NOUN
ajst-3978	2	66	recognition	recognition	NOUN
ajst-3978	2	67	of	of	ADP
ajst-3978	2	68	ancient	ancient	ADJ
ajst-3978	2	69	wine	wine	NOUN
ajst-3978	2	70	canonical	canonical	ADJ
ajst-3978	2	71	books	book	NOUN
ajst-3978	2	72	helps	help	VERB
ajst-3978	2	73	to	to	PART
ajst-3978	2	74	excavate	excavate	VERB
ajst-3978	2	75	the	the	DET
ajst-3978	2	76	history	history	NOUN
ajst-3978	2	77	of	of	ADP
ajst-3978	2	78	wine	wine	NOUN
ajst-3978	2	79	culture	culture	NOUN
ajst-3978	2	80	,	,	PUNCT
ajst-3978	2	81	inherit	inherit	VERB
ajst-3978	2	82	ancient	ancient	ADJ
ajst-3978	2	83	chinese	chinese	ADJ
ajst-3978	2	84	wine	wine	NOUN
ajst-3978	2	85	culture	culture	NOUN
ajst-3978	2	86	and	and	CCONJ
ajst-3978	2	87	help	help	VERB
ajst-3978	2	88	modern	modern	ADJ
ajst-3978	2	89	wine	wine	NOUN
ajst-3978	2	90	industry	industry	NOUN
ajst-3978	2	91	.	.	PUNCT
ajst-3978	3	1	in	in	ADP
ajst-3978	3	2	this	this	DET
ajst-3978	3	3	paper	paper	NOUN
ajst-3978	3	4	,	,	PUNCT
ajst-3978	3	5	the	the	DET
ajst-3978	3	6	collection	collection	NOUN
ajst-3978	3	7	of	of	ADP
ajst-3978	3	8	ancient	ancient	ADJ
ajst-3978	3	9	wine	wine	NOUN
ajst-3978	3	10	data	datum	NOUN
ajst-3978	3	11	was	be	AUX
ajst-3978	3	12	carried	carry	VERB
ajst-3978	3	13	out	out	ADP
ajst-3978	3	14	through	through	ADP
ajst-3978	3	15	the	the	DET
ajst-3978	3	16	web	web	NOUN
ajst-3978	3	17	and	and	CCONJ
ajst-3978	3	18	books	book	NOUN
ajst-3978	3	19	,	,	PUNCT
ajst-3978	3	20	and	and	CCONJ
ajst-3978	3	21	after	after	ADP
ajst-3978	3	22	analysis	analysis	NOUN
ajst-3978	3	23	and	and	CCONJ
ajst-3978	3	24	discussion	discussion	NOUN
ajst-3978	3	25	,	,	PUNCT
ajst-3978	3	26	five	five	NUM
ajst-3978	3	27	types	type	NOUN
ajst-3978	3	28	of	of	ADP
ajst-3978	3	29	entities	entity	NOUN
ajst-3978	3	30	were	be	AUX
ajst-3978	3	31	selected	select	VERB
ajst-3978	3	32	for	for	ADP
ajst-3978	3	33	manual	manual	ADJ
ajst-3978	3	34	entity	entity	NOUN
ajst-3978	3	35	annotation	annotation	NOUN
ajst-3978	3	36	:	:	PUNCT
ajst-3978	3	37	wine	wine	NOUN
ajst-3978	3	38	name	name	NOUN
ajst-3978	3	39	,	,	PUNCT
ajst-3978	3	40	person	person	NOUN
ajst-3978	3	41	name	name	NOUN
ajst-3978	3	42	,	,	PUNCT
ajst-3978	3	43	place	place	NOUN
ajst-3978	3	44	name	name	NOUN
ajst-3978	3	45	,	,	PUNCT
ajst-3978	3	46	event	event	NOUN
ajst-3978	3	47	name	name	NOUN
ajst-3978	3	48	and	and	CCONJ
ajst-3978	3	49	time	time	NOUN
ajst-3978	3	50	,	,	PUNCT
ajst-3978	3	51	and	and	CCONJ
ajst-3978	3	52	the	the	DET
ajst-3978	3	53	corpus	corpus	NOUN
ajst-3978	3	54	was	be	AUX
ajst-3978	3	55	trained	train	VERB
ajst-3978	3	56	and	and	CCONJ
ajst-3978	3	57	compared	compare	VERB
ajst-3978	3	58	using	use	VERB
ajst-3978	3	59	machine	machine	NOUN
ajst-3978	3	60	learning	learning	NOUN
ajst-3978	3	61	method	method	PROPN
ajst-3978	3	62	crf	crf	PROPN
ajst-3978	3	63	and	and	CCONJ
ajst-3978	3	64	deep	deep	ADJ
ajst-3978	3	65	learning	learning	NOUN
ajst-3978	3	66	method	method	NOUN
ajst-3978	3	67	ltsm	ltsm	NOUN
ajst-3978	3	68	with	with	ADP
ajst-3978	3	69	bert	bert	PROPN
ajst-3978	3	70	pre	pre	ADJ
ajst-3978	3	71	-	-	ADJ
ajst-3978	3	72	training	training	ADJ
ajst-3978	3	73	model	model	NOUN
ajst-3978	3	74	.	.	PUNCT
ajst-3978	4	1	bert	bert	PROPN
ajst-3978	4	2	pre	pre	ADJ
ajst-3978	4	3	-	-	ADJ
ajst-3978	4	4	training	training	ADJ
ajst-3978	4	5	model	model	NOUN
ajst-3978	4	6	has	have	VERB
ajst-3978	4	7	the	the	DET
ajst-3978	4	8	best	good	ADJ
ajst-3978	4	9	effect	effect	NOUN
ajst-3978	4	10	among	among	ADP
ajst-3978	4	11	all	all	DET
ajst-3978	4	12	models	model	NOUN
ajst-3978	4	13	,	,	PUNCT
ajst-3978	4	14	and	and	CCONJ
ajst-3978	4	15	the	the	DET
ajst-3978	4	16	reconciliation	reconciliation	NOUN
ajst-3978	4	17	of	of	ADP
ajst-3978	4	18	entity	entity	NOUN
ajst-3978	4	19	recognition	recognition	NOUN
ajst-3978	4	20	the	the	DET
ajst-3978	4	21	average	average	NOUN
ajst-3978	4	22	is	be	AUX
ajst-3978	4	23	higher	high	ADJ
ajst-3978	4	24	than	than	ADP
ajst-3978	4	25	other	other	ADJ
ajst-3978	4	26	models	model	NOUN
ajst-3978	4	27	,	,	PUNCT
ajst-3978	4	28	up	up	ADV
ajst-3978	4	29	to	to	ADP
ajst-3978	4	30	88.33	88.33	NUM
ajst-3978	4	31	%	%	NOUN
ajst-3978	4	32	.	.	PUNCT
ajst-3978	5	1	the	the	DET
ajst-3978	5	2	subsequent	subsequent	ADJ
ajst-3978	5	3	annotation	annotation	NOUN
ajst-3978	5	4	process	process	NOUN
ajst-3978	5	5	and	and	CCONJ
ajst-3978	5	6	bert	bert	PROPN
ajst-3978	5	7	model	model	NOUN
ajst-3978	5	8	can	can	AUX
ajst-3978	5	9	be	be	AUX
ajst-3978	5	10	optimized	optimize	VERB
ajst-3978	5	11	or	or	CCONJ
ajst-3978	5	12	the	the	DET
ajst-3978	5	13	sample	sample	NOUN
ajst-3978	5	14	corpus	corpus	NOUN
ajst-3978	5	15	can	can	AUX
ajst-3978	5	16	be	be	AUX
ajst-3978	5	17	expanded	expand	VERB
ajst-3978	5	18	to	to	PART
ajst-3978	5	19	improve	improve	VERB
ajst-3978	5	20	the	the	DET
ajst-3978	5	21	training	training	NOUN
ajst-3978	5	22	effect	effect	NOUN
ajst-3978	5	23	,	,	PUNCT
ajst-3978	5	24	and	and	CCONJ
ajst-3978	5	25	the	the	DET
ajst-3978	5	26	entity	entity	NOUN
ajst-3978	5	27	annotation	annotation	NOUN
ajst-3978	5	28	system	system	NOUN
ajst-3978	5	29	of	of	ADP
ajst-3978	5	30	ancient	ancient	ADJ
ajst-3978	5	31	chinese	chinese	ADJ
ajst-3978	5	32	text	text	NOUN
ajst-3978	5	33	can	can	AUX
ajst-3978	5	34	also	also	ADV
ajst-3978	5	35	provide	provide	VERB
ajst-3978	5	36	a	a	DET
ajst-3978	5	37	reference	reference	NOUN
ajst-3978	5	38	for	for	ADP
ajst-3978	5	39	subsequent	subsequent	ADJ
ajst-3978	5	40	research	research	NOUN
ajst-3978	5	41	.	.	PUNCT
ajst-3978	6	1	keywords	keyword	NOUN
ajst-3978	6	2	:	:	PUNCT
ajst-3978	6	3	text	text	NOUN
ajst-3978	6	4	mining	mining	NOUN
ajst-3978	6	5	,	,	PUNCT
ajst-3978	6	6	natural	natural	ADJ
ajst-3978	6	7	language	language	NOUN
ajst-3978	6	8	processing	processing	NOUN
ajst-3978	6	9	,	,	PUNCT
ajst-3978	6	10	named	name	VERB
ajst-3978	6	11	entity	entity	NOUN
ajst-3978	6	12	recognition	recognition	NOUN
ajst-3978	6	13	,	,	PUNCT
ajst-3978	6	14	neural	neural	ADJ
ajst-3978	6	15	network	network	NOUN
ajst-3978	6	16	;	;	PUNCT
ajst-3978	6	17	bert	bert	PROPN
ajst-3978	6	18	.	.	PUNCT
ajst-3978	7	1	1	1	X
ajst-3978	7	2	.	.	X
ajst-3978	7	3	introduction	introduction	NOUN
ajst-3978	7	4	deposits	deposit	NOUN
ajst-3978	7	5	.	.	PUNCT
ajst-3978	8	1	wine	wine	NOUN
ajst-3978	8	2	culture	culture	NOUN
ajst-3978	8	3	refers	refer	VERB
ajst-3978	8	4	to	to	ADP
ajst-3978	8	5	the	the	DET
ajst-3978	8	6	material	material	NOUN
ajst-3978	8	7	and	and	CCONJ
ajst-3978	8	8	spiritual	spiritual	ADJ
ajst-3978	8	9	culture	culture	NOUN
ajst-3978	8	10	produced	produce	VERB
ajst-3978	8	11	during	during	ADP
ajst-3978	8	12	the	the	DET
ajst-3978	8	13	production	production	NOUN
ajst-3978	8	14	,	,	PUNCT
ajst-3978	8	15	sale	sale	NOUN
ajst-3978	8	16	and	and	CCONJ
ajst-3978	8	17	consumption	consumption	NOUN
ajst-3978	8	18	of	of	ADP
ajst-3978	8	19	wine[1	wine[1	NOUN
ajst-3978	8	20	]	]	PUNCT
ajst-3978	8	21	.	.	PUNCT
ajst-3978	9	1	for	for	ADP
ajst-3978	9	2	the	the	DET
ajst-3978	9	3	history	history	NOUN
ajst-3978	9	4	and	and	CCONJ
ajst-3978	9	5	culture	culture	NOUN
ajst-3978	9	6	of	of	ADP
ajst-3978	9	7	wine	wine	NOUN
ajst-3978	9	8	,	,	PUNCT
ajst-3978	9	9	the	the	DET
ajst-3978	9	10	ancients	ancient	NOUN
ajst-3978	9	11	left	leave	VERB
ajst-3978	9	12	many	many	ADJ
ajst-3978	9	13	historical	historical	ADJ
ajst-3978	9	14	facts	fact	NOUN
ajst-3978	9	15	and	and	CCONJ
ajst-3978	9	16	stories	story	NOUN
ajst-3978	9	17	related	relate	VERB
ajst-3978	9	18	to	to	ADP
ajst-3978	9	19	wine	wine	NOUN
ajst-3978	9	20	in	in	ADP
ajst-3978	9	21	books	book	NOUN
ajst-3978	9	22	.	.	PUNCT
ajst-3978	10	1	these	these	DET
ajst-3978	10	2	documents	document	NOUN
ajst-3978	10	3	from	from	ADP
ajst-3978	10	4	all	all	DET
ajst-3978	10	5	dynasties	dynasty	NOUN
ajst-3978	10	6	and	and	CCONJ
ajst-3978	10	7	generations	generation	NOUN
ajst-3978	10	8	record	record	VERB
ajst-3978	10	9	the	the	DET
ajst-3978	10	10	history	history	NOUN
ajst-3978	10	11	of	of	ADP
ajst-3978	10	12	chinese	chinese	ADJ
ajst-3978	10	13	wine	wine	NOUN
ajst-3978	10	14	,	,	PUNCT
ajst-3978	10	15	the	the	DET
ajst-3978	10	16	development	development	NOUN
ajst-3978	10	17	direction	direction	NOUN
ajst-3978	10	18	and	and	CCONJ
ajst-3978	10	19	cultural	cultural	ADJ
ajst-3978	10	20	elements	element	NOUN
ajst-3978	10	21	of	of	ADP
ajst-3978	10	22	the	the	DET
ajst-3978	10	23	history	history	NOUN
ajst-3978	10	24	of	of	ADP
ajst-3978	10	25	chinese	chinese	ADJ
ajst-3978	10	26	wine	wine	NOUN
ajst-3978	10	27	,	,	PUNCT
ajst-3978	10	28	and	and	CCONJ
ajst-3978	10	29	the	the	DET
ajst-3978	10	30	scale	scale	NOUN
ajst-3978	10	31	of	of	ADP
ajst-3978	10	32	the	the	DET
ajst-3978	10	33	industry	industry	NOUN
ajst-3978	10	34	at	at	ADP
ajst-3978	10	35	that	that	DET
ajst-3978	10	36	time	time	NOUN
ajst-3978	10	37	,	,	PUNCT
ajst-3978	10	38	and	and	CCONJ
ajst-3978	10	39	the	the	DET
ajst-3978	10	40	inheritance	inheritance	NOUN
ajst-3978	10	41	of	of	ADP
ajst-3978	10	42	chinese	chinese	ADJ
ajst-3978	10	43	wine	wine	NOUN
ajst-3978	10	44	culture	culture	NOUN
ajst-3978	10	45	.	.	PUNCT
ajst-3978	11	1	for	for	ADP
ajst-3978	11	2	the	the	DET
ajst-3978	11	3	study	study	NOUN
ajst-3978	11	4	of	of	ADP
ajst-3978	11	5	wine	wine	NOUN
ajst-3978	11	6	history	history	NOUN
ajst-3978	11	7	,	,	PUNCT
ajst-3978	11	8	there	there	PRON
ajst-3978	11	9	are	be	VERB
ajst-3978	11	10	currently	currently	ADV
ajst-3978	11	11	no	no	DET
ajst-3978	11	12	systematic	systematic	ADJ
ajst-3978	11	13	historical	historical	ADJ
ajst-3978	11	14	materials	material	NOUN
ajst-3978	11	15	available	available	ADJ
ajst-3978	11	16	,	,	PUNCT
ajst-3978	11	17	often	often	ADV
ajst-3978	11	18	through	through	ADP
ajst-3978	11	19	experts	expert	NOUN
ajst-3978	11	20	who	who	PRON
ajst-3978	11	21	dig	dig	VERB
ajst-3978	11	22	the	the	DET
ajst-3978	11	23	history	history	NOUN
ajst-3978	11	24	of	of	ADP
ajst-3978	11	25	wine	wine	NOUN
ajst-3978	11	26	from	from	ADP
ajst-3978	11	27	the	the	DET
ajst-3978	11	28	vast	vast	ADJ
ajst-3978	11	29	amount	amount	NOUN
ajst-3978	11	30	of	of	ADP
ajst-3978	11	31	ancient	ancient	ADJ
ajst-3978	11	32	documents	document	NOUN
ajst-3978	11	33	plucked	pluck	VERB
ajst-3978	11	34	from	from	ADP
ajst-3978	11	35	the	the	DET
ajst-3978	11	36	sand	sand	NOUN
ajst-3978	11	37	.	.	PUNCT
ajst-3978	12	1	if	if	SCONJ
ajst-3978	12	2	the	the	DET
ajst-3978	12	3	required	require	VERB
ajst-3978	12	4	physical	physical	ADJ
ajst-3978	12	5	information	information	NOUN
ajst-3978	12	6	in	in	ADP
ajst-3978	12	7	the	the	DET
ajst-3978	12	8	ancient	ancient	ADJ
ajst-3978	12	9	corpus	corpus	NOUN
ajst-3978	12	10	is	be	AUX
ajst-3978	12	11	extracted	extract	VERB
ajst-3978	12	12	with	with	ADP
ajst-3978	12	13	the	the	DET
ajst-3978	12	14	help	help	NOUN
ajst-3978	12	15	of	of	ADP
ajst-3978	12	16	certain	certain	ADJ
ajst-3978	12	17	algorithms	algorithm	NOUN
ajst-3978	12	18	,	,	PUNCT
ajst-3978	12	19	the	the	DET
ajst-3978	12	20	manual	manual	ADJ
ajst-3978	12	21	workload	workload	NOUN
ajst-3978	12	22	can	can	AUX
ajst-3978	12	23	be	be	AUX
ajst-3978	12	24	greatly	greatly	ADV
ajst-3978	12	25	reduced	reduce	VERB
ajst-3978	12	26	.	.	PUNCT
ajst-3978	13	1	the	the	DET
ajst-3978	13	2	emergence	emergence	NOUN
ajst-3978	13	3	of	of	ADP
ajst-3978	13	4	natural	natural	ADJ
ajst-3978	13	5	language	language	NOUN
ajst-3978	13	6	processing	processing	NOUN
ajst-3978	13	7	technology	technology	NOUN
ajst-3978	13	8	,	,	PUNCT
ajst-3978	13	9	applied	apply	VERB
ajst-3978	13	10	to	to	ADP
ajst-3978	13	11	digital	digital	ADJ
ajst-3978	13	12	humanities	humanity	NOUN
ajst-3978	13	13	research	research	NOUN
ajst-3978	13	14	,	,	PUNCT
ajst-3978	13	15	can	can	AUX
ajst-3978	13	16	replace	replace	VERB
ajst-3978	13	17	tedious	tedious	ADJ
ajst-3978	13	18	manual	manual	ADJ
ajst-3978	13	19	analysis	analysis	NOUN
ajst-3978	13	20	and	and	CCONJ
ajst-3978	13	21	provide	provide	VERB
ajst-3978	13	22	a	a	DET
ajst-3978	13	23	new	new	ADJ
ajst-3978	13	24	approach	approach	NOUN
ajst-3978	13	25	to	to	ADP
ajst-3978	13	26	the	the	DET
ajst-3978	13	27	excavation	excavation	NOUN
ajst-3978	13	28	andanalysis	andanalysis	NOUN
ajst-3978	13	29	of	of	ADP
ajst-3978	13	30	wine	wine	NOUN
ajst-3978	13	31	history	history	NOUN
ajst-3978	13	32	and	and	CCONJ
ajst-3978	13	33	culture	culture	NOUN
ajst-3978	13	34	.	.	PUNCT
ajst-3978	14	1	currently	currently	ADV
ajst-3978	14	2	,	,	PUNCT
ajst-3978	14	3	natural	natural	ADJ
ajst-3978	14	4	language	language	NOUN
ajst-3978	14	5	processing	processing	NOUN
ajst-3978	14	6	techniques	technique	NOUN
ajst-3978	14	7	can	can	AUX
ajst-3978	14	8	be	be	AUX
ajst-3978	14	9	used	use	VERB
ajst-3978	14	10	to	to	PART
ajst-3978	14	11	identify	identify	VERB
ajst-3978	14	12	information	information	NOUN
ajst-3978	14	13	such	such	ADJ
ajst-3978	14	14	as	as	ADP
ajst-3978	14	15	names	name	NOUN
ajst-3978	14	16	of	of	ADP
ajst-3978	14	17	people	people	NOUN
ajst-3978	14	18	,	,	PUNCT
ajst-3978	14	19	places	place	NOUN
ajst-3978	14	20	,	,	PUNCT
ajst-3978	14	21	institutions	institution	NOUN
ajst-3978	14	22	and	and	CCONJ
ajst-3978	14	23	time	time	NOUN
ajst-3978	14	24	in	in	ADP
ajst-3978	14	25	ancient	ancient	ADJ
ajst-3978	14	26	texts	text	NOUN
ajst-3978	14	27	in	in	ADP
ajst-3978	14	28	order	order	NOUN
ajst-3978	14	29	to	to	PART
ajst-3978	14	30	parse	parse	VERB
ajst-3978	14	31	the	the	DET
ajst-3978	14	32	semantic	semantic	ADJ
ajst-3978	14	33	knowledge	knowledge	NOUN
ajst-3978	14	34	in	in	ADP
ajst-3978	14	35	ancient	ancient	ADJ
ajst-3978	14	36	texts	text	NOUN
ajst-3978	14	37	and	and	CCONJ
ajst-3978	14	38	thus	thus	ADV
ajst-3978	14	39	improve	improve	VERB
ajst-3978	14	40	the	the	DET
ajst-3978	14	41	analysis	analysis	NOUN
ajst-3978	14	42	and	and	CCONJ
ajst-3978	14	43	mining	mining	NOUN
ajst-3978	14	44	of	of	ADP
ajst-3978	14	45	the	the	DET
ajst-3978	14	46	texts[2	texts[2	PROPN
ajst-3978	14	47	]	]	PUNCT
ajst-3978	14	48	.	.	PUNCT
ajst-3978	15	1	this	this	DET
ajst-3978	15	2	study	study	NOUN
ajst-3978	15	3	takes	take	VERB
ajst-3978	15	4	ancient	ancient	ADJ
ajst-3978	15	5	literature	literature	NOUN
ajst-3978	15	6	on	on	ADP
ajst-3978	15	7	the	the	DET
ajst-3978	15	8	topic	topic	NOUN
ajst-3978	15	9	of	of	ADP
ajst-3978	15	10	wine	wine	NOUN
ajst-3978	15	11	as	as	ADP
ajst-3978	15	12	the	the	DET
ajst-3978	15	13	object	object	NOUN
ajst-3978	15	14	,	,	PUNCT
ajst-3978	15	15	builds	build	VERB
ajst-3978	15	16	a	a	DET
ajst-3978	15	17	database	database	NOUN
ajst-3978	15	18	of	of	ADP
ajst-3978	15	19	ancient	ancient	ADJ
ajst-3978	15	20	wine	wine	NOUN
ajst-3978	15	21	literature	literature	NOUN
ajst-3978	15	22	,	,	PUNCT
ajst-3978	15	23	then	then	ADV
ajst-3978	15	24	establishes	establish	VERB
ajst-3978	15	25	an	an	DET
ajst-3978	15	26	entity	entity	NOUN
ajst-3978	15	27	annotation	annotation	NOUN
ajst-3978	15	28	system	system	NOUN
ajst-3978	15	29	for	for	ADP
ajst-3978	15	30	the	the	DET
ajst-3978	15	31	text	text	NOUN
ajst-3978	15	32	of	of	ADP
ajst-3978	15	33	the	the	DET
ajst-3978	15	34	literature	literature	NOUN
ajst-3978	15	35	,	,	PUNCT
ajst-3978	15	36	builds	build	VERB
ajst-3978	15	37	a	a	DET
ajst-3978	15	38	model	model	NOUN
ajst-3978	15	39	for	for	ADP
ajst-3978	15	40	named	name	VERB
ajst-3978	15	41	entity	entity	NOUN
ajst-3978	15	42	recognition	recognition	NOUN
ajst-3978	15	43	of	of	ADP
ajst-3978	15	44	ancient	ancient	ADJ
ajst-3978	15	45	wine	wine	NOUN
ajst-3978	15	46	literature	literature	NOUN
ajst-3978	15	47	,	,	PUNCT
ajst-3978	15	48	and	and	CCONJ
ajst-3978	15	49	uses	use	VERB
ajst-3978	15	50	deep	deep	ADJ
ajst-3978	15	51	learning	learning	NOUN
ajst-3978	15	52	methods	method	NOUN
ajst-3978	15	53	to	to	PART
ajst-3978	15	54	build	build	VERB
ajst-3978	15	55	a	a	DET
ajst-3978	15	56	deep	deep	ADJ
ajst-3978	15	57	data	data	NOUN
ajst-3978	15	58	mining	mining	NOUN
ajst-3978	15	59	corpus	corpus	NOUN
ajst-3978	15	60	in	in	ADP
ajst-3978	15	61	a	a	DET
ajst-3978	15	62	proprietary	proprietary	ADJ
ajst-3978	15	63	domain	domain	NOUN
ajst-3978	15	64	to	to	PART
ajst-3978	15	65	promote	promote	VERB
ajst-3978	15	66	chinese	chinese	ADJ
ajst-3978	15	67	wine	wine	NOUN
ajst-3978	15	68	culture	culture	NOUN
ajst-3978	15	69	.	.	PUNCT
ajst-3978	16	1	2	2	X
ajst-3978	16	2	.	.	X
ajst-3978	16	3	research	research	NOUN
ajst-3978	16	4	background	background	NOUN
ajst-3978	16	5	the	the	DET
ajst-3978	16	6	named	name	VERB
ajst-3978	16	7	entity	entity	NOUN
ajst-3978	16	8	recognition	recognition	NOUN
ajst-3978	16	9	task	task	NOUN
ajst-3978	16	10	is	be	AUX
ajst-3978	16	11	a	a	DET
ajst-3978	16	12	subtask	subtask	NOUN
ajst-3978	16	13	within	within	ADP
ajst-3978	16	14	the	the	DET
ajst-3978	16	15	information	information	NOUN
ajst-3978	16	16	extraction	extraction	NOUN
ajst-3978	16	17	domain	domain	NOUN
ajst-3978	16	18	whose	whose	DET
ajst-3978	16	19	task	task	NOUN
ajst-3978	16	20	goal	goal	NOUN
ajst-3978	16	21	is	be	AUX
ajst-3978	16	22	to	to	PART
ajst-3978	16	23	find	find	VERB
ajst-3978	16	24	,	,	PUNCT
ajst-3978	16	25	identify	identify	VERB
ajst-3978	16	26	and	and	CCONJ
ajst-3978	16	27	classify	classify	VERB
ajst-3978	16	28	relevant	relevant	ADJ
ajst-3978	16	29	entities	entity	NOUN
ajst-3978	16	30	,	,	PUNCT
ajst-3978	16	31	such	such	ADJ
ajst-3978	16	32	as	as	ADP
ajst-3978	16	33	names	name	NOUN
ajst-3978	16	34	of	of	ADP
ajst-3978	16	35	people	people	NOUN
ajst-3978	16	36	,	,	PUNCT
ajst-3978	16	37	places	place	NOUN
ajst-3978	16	38	and	and	CCONJ
ajst-3978	16	39	institutions	institution	NOUN
ajst-3978	16	40	,	,	PUNCT
ajst-3978	16	41	from	from	ADP
ajst-3978	16	42	sentences	sentence	NOUN
ajst-3978	16	43	given	give	VERB
ajst-3978	16	44	a	a	DET
ajst-3978	16	45	piece	piece	NOUN
ajst-3978	16	46	of	of	ADP
ajst-3978	16	47	unstructured	unstructured	ADJ
ajst-3978	16	48	text[3	text[3	NOUN
ajst-3978	16	49	]	]	PUNCT
ajst-3978	16	50	.	.	PUNCT
ajst-3978	17	1	there	there	PRON
ajst-3978	17	2	are	be	VERB
ajst-3978	17	3	3	3	NUM
ajst-3978	17	4	main	main	ADJ
ajst-3978	17	5	categories	category	NOUN
ajst-3978	17	6	of	of	ADP
ajst-3978	17	7	mainstream	mainstream	NOUN
ajst-3978	17	8	approaches	approach	NOUN
ajst-3978	17	9	:	:	PUNCT
ajst-3978	17	10	lexicon	lexicon	NOUN
ajst-3978	17	11	and	and	CCONJ
ajst-3978	17	12	rule	rule	NOUN
ajst-3978	17	13	-	-	PUNCT
ajst-3978	17	14	based	base	VERB
ajst-3978	17	15	approaches	approach	NOUN
ajst-3978	17	16	,	,	PUNCT
ajst-3978	17	17	statistical	statistical	ADJ
ajst-3978	17	18	machine	machine	NOUN
ajst-3978	17	19	learning	learning	NOUN
ajst-3978	17	20	-	-	PUNCT
ajst-3978	17	21	based	base	VERB
ajst-3978	17	22	approaches	approach	NOUN
ajst-3978	17	23	,	,	PUNCT
ajst-3978	17	24	and	and	CCONJ
ajst-3978	17	25	deep	deep	ADJ
ajst-3978	17	26	learning	learning	NOUN
ajst-3978	17	27	-	-	PUNCT
ajst-3978	17	28	based	base	VERB
ajst-3978	17	29	approaches	approach	NOUN
ajst-3978	17	30	.	.	PUNCT
ajst-3978	18	1	2.1	2.1	NUM
ajst-3978	18	2	.	.	PUNCT
ajst-3978	18	3	dictionary	dictionary	NOUN
ajst-3978	18	4	and	and	CCONJ
ajst-3978	18	5	rule	rule	NOUN
ajst-3978	18	6	-	-	PUNCT
ajst-3978	18	7	based	base	VERB
ajst-3978	18	8	approach	approach	NOUN
ajst-3978	18	9	after	after	SCONJ
ajst-3978	18	10	the	the	DET
ajst-3978	18	11	concept	concept	NOUN
ajst-3978	18	12	of	of	ADP
ajst-3978	18	13	named	name	VERB
ajst-3978	18	14	entities	entity	NOUN
ajst-3978	18	15	was	be	AUX
ajst-3978	18	16	introduced	introduce	VERB
ajst-3978	18	17	,	,	PUNCT
ajst-3978	18	18	early	early	ADJ
ajst-3978	18	19	research	research	NOUN
ajst-3978	18	20	mainly	mainly	ADV
ajst-3978	18	21	used	use	VERB
ajst-3978	18	22	the	the	DET
ajst-3978	18	23	rule	rule	NOUN
ajst-3978	18	24	and	and	CCONJ
ajst-3978	18	25	dictionary	dictionary	ADJ
ajst-3978	18	26	approach[4	approach[4	NOUN
ajst-3978	18	27	]	]	PUNCT
ajst-3978	18	28	.	.	PUNCT
ajst-3978	19	1	this	this	DET
ajst-3978	19	2	approach	approach	NOUN
ajst-3978	19	3	constructs	construct	VERB
ajst-3978	19	4	a	a	DET
ajst-3978	19	5	large	large	ADJ
ajst-3978	19	6	number	number	NOUN
ajst-3978	19	7	of	of	ADP
ajst-3978	19	8	rulesets	ruleset	NOUN
ajst-3978	19	9	or	or	CCONJ
ajst-3978	19	10	dictionaries	dictionary	NOUN
ajst-3978	19	11	,	,	PUNCT
ajst-3978	19	12	and	and	CCONJ
ajst-3978	19	13	then	then	ADV
ajst-3978	19	14	matches	match	VERB
ajst-3978	19	15	the	the	DET
ajst-3978	19	16	chinese	chinese	ADJ
ajst-3978	19	17	characters	character	NOUN
ajst-3978	19	18	to	to	PART
ajst-3978	19	19	be	be	AUX
ajst-3978	19	20	recognized	recognize	VERB
ajst-3978	19	21	in	in	ADP
ajst-3978	19	22	the	the	DET
ajst-3978	19	23	rulesets	ruleset	NOUN
ajst-3978	19	24	and	and	CCONJ
ajst-3978	19	25	dictionaries	dictionary	NOUN
ajst-3978	19	26	according	accord	VERB
ajst-3978	19	27	to	to	ADP
ajst-3978	19	28	the	the	DET
ajst-3978	19	29	requirements	requirement	NOUN
ajst-3978	19	30	,	,	PUNCT
ajst-3978	19	31	and	and	CCONJ
ajst-3978	19	32	corrects	correct	VERB
ajst-3978	19	33	them	they	PRON
ajst-3978	19	34	until	until	SCONJ
ajst-3978	19	35	they	they	PRON
ajst-3978	19	36	are	be	AUX
ajst-3978	19	37	successfully	successfully	ADV
ajst-3978	19	38	matched	match	VERB
ajst-3978	19	39	.	.	PUNCT
ajst-3978	20	1	this	this	DET
ajst-3978	20	2	method	method	NOUN
ajst-3978	20	3	has	have	VERB
ajst-3978	20	4	its	its	PRON
ajst-3978	20	5	limitation	limitation	NOUN
ajst-3978	20	6	that	that	SCONJ
ajst-3978	20	7	it	it	PRON
ajst-3978	20	8	can	can	AUX
ajst-3978	20	9	only	only	ADV
ajst-3978	20	10	get	get	VERB
ajst-3978	20	11	high	high	ADJ
ajst-3978	20	12	accuracy	accuracy	NOUN
ajst-3978	20	13	on	on	ADP
ajst-3978	20	14	small	small	ADJ
ajst-3978	20	15	data	datum	NOUN
ajst-3978	20	16	sets	set	NOUN
ajst-3978	20	17	,	,	PUNCT
ajst-3978	20	18	and	and	CCONJ
ajst-3978	20	19	it	it	PRON
ajst-3978	20	20	is	be	AUX
ajst-3978	20	21	only	only	ADV
ajst-3978	20	22	highly	highly	ADV
ajst-3978	20	23	accurate	accurate	ADJ
ajst-3978	20	24	on	on	ADP
ajst-3978	20	25	a	a	DET
ajst-3978	20	26	specific	specific	ADJ
ajst-3978	20	27	corpus	corpus	NOUN
ajst-3978	20	28	,	,	PUNCT
ajst-3978	20	29	and	and	CCONJ
ajst-3978	20	30	it	it	PRON
ajst-3978	20	31	is	be	AUX
ajst-3978	20	32	less	less	ADV
ajst-3978	20	33	applicable	applicable	ADJ
ajst-3978	20	34	after	after	ADP
ajst-3978	20	35	adding	add	VERB
ajst-3978	20	36	other	other	ADJ
ajst-3978	20	37	data	datum	NOUN
ajst-3978	20	38	.	.	PUNCT
ajst-3978	21	1	as	as	SCONJ
ajst-3978	21	2	the	the	DET
ajst-3978	21	3	number	number	NOUN
ajst-3978	21	4	of	of	ADP
ajst-3978	21	5	entities	entity	NOUN
ajst-3978	21	6	to	to	PART
ajst-3978	21	7	be	be	AUX
ajst-3978	21	8	recognized	recognize	VERB
ajst-3978	21	9	diversifies	diversifie	NOUN
ajst-3978	21	10	,	,	PUNCT
ajst-3978	21	11	more	more	ADJ
ajst-3978	21	12	rule	rule	NOUN
ajst-3978	21	13	sets	set	NOUN
ajst-3978	21	14	and	and	CCONJ
ajst-3978	21	15	lexicons	lexicon	NOUN
ajst-3978	21	16	need	need	VERB
ajst-3978	21	17	to	to	PART
ajst-3978	21	18	be	be	AUX
ajst-3978	21	19	developed	develop	VERB
ajst-3978	21	20	,	,	PUNCT
ajst-3978	21	21	and	and	CCONJ
ajst-3978	21	22	manual	manual	ADJ
ajst-3978	21	23	work	work	NOUN
ajst-3978	21	24	becomes	become	VERB
ajst-3978	21	25	more	more	ADV
ajst-3978	21	26	laborious	laborious	ADJ
ajst-3978	21	27	and	and	CCONJ
ajst-3978	21	28	complex	complex	ADJ
ajst-3978	21	29	.	.	PUNCT
ajst-3978	22	1	with	with	ADP
ajst-3978	22	2	the	the	DET
ajst-3978	22	3	development	development	NOUN
ajst-3978	22	4	of	of	ADP
ajst-3978	22	5	machine	machine	NOUN
ajst-3978	22	6	learning	learning	NOUN
ajst-3978	22	7	,	,	PUNCT
ajst-3978	22	8	named	name	VERB
ajst-3978	22	9	entity	entity	NOUN
ajst-3978	22	10	recognition	recognition	NOUN
ajst-3978	22	11	tasks	task	NOUN
ajst-3978	22	12	performed	perform	VERB
ajst-3978	22	13	thereafter	thereafter	ADV
ajst-3978	22	14	can	can	AUX
ajst-3978	22	15	also	also	ADV
ajst-3978	22	16	utilize	utilize	VERB
ajst-3978	22	17	statistical	statistical	ADJ
ajst-3978	22	18	machine	machine	NOUN
ajst-3978	22	19	learning	learning	NOUN
ajst-3978	22	20	-	-	PUNCT
ajst-3978	22	21	based	base	VERB
ajst-3978	22	22	methods	method	NOUN
ajst-3978	22	23	.	.	PUNCT
ajst-3978	23	1	2.2	2.2	NUM
ajst-3978	23	2	.	.	PUNCT
ajst-3978	24	1	statistical	statistical	ADJ
ajst-3978	24	2	machine	machine	NOUN
ajst-3978	24	3	learning	learning	NOUN
ajst-3978	24	4	based	base	VERB
ajst-3978	24	5	approach	approach	VERB
ajst-3978	24	6	the	the	DET
ajst-3978	24	7	methods	method	NOUN
ajst-3978	24	8	based	base	VERB
ajst-3978	24	9	on	on	ADP
ajst-3978	24	10	statistical	statistical	ADJ
ajst-3978	24	11	machine	machine	NOUN
ajst-3978	24	12	learning	learning	NOUN
ajst-3978	24	13	are	be	AUX
ajst-3978	24	14	:	:	PUNCT
ajst-3978	24	15	hidden	hidden	ADJ
ajst-3978	24	16	markov	markov	NOUN
ajst-3978	24	17	model	model	NOUN
ajst-3978	24	18	-	-	PUNCT
ajst-3978	24	19	based	base	VERB
ajst-3978	24	20	methods	method	NOUN
ajst-3978	24	21	,	,	PUNCT
ajst-3978	24	22	maximum	maximum	ADJ
ajst-3978	24	23	entropybased	entropybase	VERB
ajst-3978	24	24	methods	method	NOUN
ajst-3978	24	25	,	,	PUNCT
ajst-3978	24	26	support	support	NOUN
ajst-3978	24	27	vector	vector	NOUN
ajst-3978	24	28	machine	machine	NOUN
ajst-3978	24	29	based	base	VERB
ajst-3978	24	30	methods	method	NOUN
ajst-3978	24	31	and	and	CCONJ
ajst-3978	24	32	conditional	conditional	ADJ
ajst-3978	24	33	random	random	ADJ
ajst-3978	24	34	field	field	NOUN
ajst-3978	24	35	based	base	VERB
ajst-3978	24	36	methods[5	methods[5	NOUN
ajst-3978	24	37	]	]	PUNCT
ajst-3978	24	38	.	.	PUNCT
ajst-3978	25	1	there	there	PRON
ajst-3978	25	2	are	be	VERB
ajst-3978	25	3	many	many	ADJ
ajst-3978	25	4	scholars	scholar	NOUN
ajst-3978	25	5	using	use	VERB
ajst-3978	25	6	statistical	statistical	ADJ
ajst-3978	25	7	machine	machine	NOUN
ajst-3978	25	8	learning	learning	NOUN
ajst-3978	25	9	based	base	VERB
ajst-3978	25	10	methods	method	NOUN
ajst-3978	25	11	,	,	PUNCT
ajst-3978	25	12	especially	especially	ADV
ajst-3978	25	13	the	the	DET
ajst-3978	25	14	conditional	conditional	ADJ
ajst-3978	25	15	random	random	ADJ
ajst-3978	25	16	fields	field	NOUN
ajst-3978	25	17	(	(	PUNCT
ajst-3978	25	18	crf	crf	NOUN
ajst-3978	25	19	)	)	PUNCT
ajst-3978	25	20	model	model	NOUN
ajst-3978	25	21	for	for	ADP
ajst-3978	25	22	named	name	VERB
ajst-3978	25	23	entity	entity	NOUN
ajst-3978	25	24	recognition	recognition	NOUN
ajst-3978	25	25	in	in	ADP
ajst-3978	25	26	modern	modern	ADJ
ajst-3978	25	27	and	and	CCONJ
ajst-3978	25	28	ancient	ancient	ADJ
ajst-3978	25	29	chinese	chinese	PROPN
ajst-3978	25	30	.	.	PUNCT
ajst-3978	26	1	huang	huang	PROPN
ajst-3978	26	2	shuiqing	shuiqe	VERB
ajst-3978	26	3	et	et	PROPN
ajst-3978	26	4	al	al	PROPN
ajst-3978	26	5	.	.	PROPN
ajst-3978	26	6	conducted	conduct	VERB
ajst-3978	26	7	named	name	VERB
ajst-3978	26	8	entity	entity	NOUN
ajst-3978	26	9	recognition	recognition	NOUN
ajst-3978	26	10	of	of	ADP
ajst-3978	26	11	ancient	ancient	ADJ
ajst-3978	26	12	chinese	chinese	ADJ
ajst-3978	26	13	place	place	NOUN
ajst-3978	26	14	names	name	NOUN
ajst-3978	26	15	from	from	ADP
ajst-3978	26	16	the	the	DET
ajst-3978	26	17	spring	spring	NOUN
ajst-3978	26	18	and	and	CCONJ
ajst-3978	26	19	autumn	autumn	NOUN
ajst-3978	26	20	zuo	zuo	PROPN
ajst-3978	26	21	's	's	PART
ajst-3978	26	22	biography	biography	NOUN
ajst-3978	26	23	corpus	corpus	NOUN
ajst-3978	26	24	and	and	CCONJ
ajst-3978	26	25	obtained	obtain	VERB
ajst-3978	26	26	the	the	DET
ajst-3978	26	27	conclusion	conclusion	NOUN
ajst-3978	26	28	that	that	SCONJ
ajst-3978	26	29	the	the	DET
ajst-3978	26	30	crf	crf	PROPN
ajst-3978	26	31	model	model	NOUN
ajst-3978	26	32	outperformed	outperform	VERB
ajst-3978	26	33	the	the	DET
ajst-3978	26	34	maximum	maximum	PROPN
ajst-3978	26	35	entropy	entropy	NOUN
ajst-3978	26	36	model[6	model[6	PROPN
ajst-3978	26	37	]	]	PUNCT
ajst-3978	26	38	.	.	PUNCT
ajst-3978	27	1	wang	wang	PROPN
ajst-3978	27	2	dongbo	dongbo	PROPN
ajst-3978	27	3	et	et	PROPN
ajst-3978	27	4	al	al	PROPN
ajst-3978	27	5	.	.	PROPN
ajst-3978	27	6	used	use	VERB
ajst-3978	27	7	the	the	DET
ajst-3978	27	8	crf	crf	PROPN
ajst-3978	27	9	model	model	NOUN
ajst-3978	27	10	to	to	PART
ajst-3978	27	11	study	study	VERB
ajst-3978	27	12	the	the	DET
ajst-3978	27	13	automatic	automatic	ADJ
ajst-3978	27	14	named	name	VERB
ajst-3978	27	15	entity	entity	NOUN
ajst-3978	27	16	recognition	recognition	NOUN
ajst-3978	27	17	of	of	ADP
ajst-3978	27	18	human	human	NOUN
ajst-3978	27	19	,	,	PUNCT
ajst-3978	27	20	place	place	NOUN
ajst-3978	27	21	,	,	PUNCT
ajst-3978	27	22	and	and	CCONJ
ajst-3978	27	23	time	time	NOUN
ajst-3978	27	24	names	name	NOUN
ajst-3978	27	25	for	for	ADP
ajst-3978	27	26	five	five	NUM
ajst-3978	27	27	pre	pre	ADJ
ajst-3978	27	28	-	-	ADJ
ajst-3978	27	29	qin	qin	ADJ
ajst-3978	27	30	canonical	canonical	ADJ
ajst-3978	27	31	texts	text	NOUN
ajst-3978	27	32	,	,	PUNCT
ajst-3978	27	33	including	include	VERB
ajst-3978	27	34	the	the	DET
ajst-3978	27	35	biography	biography	NOUN
ajst-3978	27	36	of	of	ADP
ajst-3978	27	37	gong	gong	PROPN
ajst-3978	27	38	yang	yang	PROPN
ajst-3978	27	39	,	,	PUNCT
ajst-3978	27	40	and	and	CCONJ
ajst-3978	27	41	obtained	obtain	VERB
ajst-3978	27	42	a	a	DET
ajst-3978	27	43	high	high	ADJ
ajst-3978	27	44	accuracy	accuracy	NOUN
ajst-3978	27	45	98	98	NUM
ajst-3978	27	46	rate[7	rate[7	NOUN
ajst-3978	27	47	]	]	X
ajst-3978	27	48	.	.	PUNCT
ajst-3978	28	1	2.3	2.3	NUM
ajst-3978	28	2	.	.	PUNCT
ajst-3978	29	1	deep	deep	ADJ
ajst-3978	29	2	learning	learning	NOUN
ajst-3978	29	3	based	base	VERB
ajst-3978	29	4	approach	approach	NOUN
ajst-3978	29	5	as	as	ADP
ajst-3978	29	6	the	the	DET
ajst-3978	29	7	development	development	NOUN
ajst-3978	29	8	of	of	ADP
ajst-3978	29	9	deep	deep	ADJ
ajst-3978	29	10	learning	learning	NOUN
ajst-3978	29	11	techniques	technique	NOUN
ajst-3978	29	12	based	base	VERB
ajst-3978	29	13	on	on	ADP
ajst-3978	29	14	neural	neural	ADJ
ajst-3978	29	15	network	network	NOUN
ajst-3978	29	16	models	model	NOUN
ajst-3978	29	17	in	in	ADP
ajst-3978	29	18	the	the	DET
ajst-3978	29	19	field	field	NOUN
ajst-3978	29	20	of	of	ADP
ajst-3978	29	21	machine	machine	NOUN
ajst-3978	29	22	learning	learning	NOUN
ajst-3978	29	23	has	have	AUX
ajst-3978	29	24	become	become	VERB
ajst-3978	29	25	more	more	ADV
ajst-3978	29	26	advanced	advanced	ADJ
ajst-3978	29	27	,	,	PUNCT
ajst-3978	29	28	more	more	ADJ
ajst-3978	29	29	scholars	scholar	NOUN
ajst-3978	29	30	are	be	AUX
ajst-3978	29	31	using	use	VERB
ajst-3978	29	32	deep	deep	ADJ
ajst-3978	29	33	learning	learning	NOUN
ajst-3978	29	34	-	-	PUNCT
ajst-3978	29	35	based	base	VERB
ajst-3978	29	36	methods	method	NOUN
ajst-3978	29	37	for	for	ADP
ajst-3978	29	38	named	name	VERB
ajst-3978	29	39	entity	entity	NOUN
ajst-3978	29	40	recognition	recognition	NOUN
ajst-3978	29	41	research	research	NOUN
ajst-3978	29	42	.	.	PUNCT
ajst-3978	30	1	the	the	DET
ajst-3978	30	2	common	common	ADJ
ajst-3978	30	3	methods	method	NOUN
ajst-3978	30	4	are	be	AUX
ajst-3978	30	5	cnn	cnn	PROPN
ajst-3978	30	6	,	,	PUNCT
ajst-3978	30	7	rnn	rnn	PROPN
ajst-3978	30	8	,	,	PUNCT
ajst-3978	30	9	lstm	lstm	NOUN
ajst-3978	30	10	,	,	PUNCT
ajst-3978	30	11	bilstm	bilstm	NOUN
ajst-3978	30	12	,	,	PUNCT
ajst-3978	30	13	and	and	CCONJ
ajst-3978	30	14	methods	method	NOUN
ajst-3978	30	15	incorporating	incorporate	VERB
ajst-3978	30	16	bert	bert	NOUN
ajst-3978	30	17	models	model	NOUN
ajst-3978	30	18	.	.	PUNCT
ajst-3978	31	1	for	for	ADP
ajst-3978	31	2	example	example	NOUN
ajst-3978	31	3	,	,	PUNCT
ajst-3978	31	4	wang	wang	PROPN
ajst-3978	31	5	fan	fan	PROPN
ajst-3978	31	6	et	et	PROPN
ajst-3978	31	7	al	al	PROPN
ajst-3978	31	8	.	.	PROPN
ajst-3978	31	9	conducted	conduct	VERB
ajst-3978	31	10	a	a	DET
ajst-3978	31	11	study	study	NOUN
ajst-3978	31	12	on	on	ADP
ajst-3978	31	13	medical	medical	ADJ
ajst-3978	31	14	named	name	VERB
ajst-3978	31	15	entity	entity	NOUN
ajst-3978	31	16	recognition	recognition	NOUN
ajst-3978	31	17	using	use	VERB
ajst-3978	31	18	multilayer	multilayer	ADJ
ajst-3978	31	19	neural	neural	ADJ
ajst-3978	31	20	networks	network	NOUN
ajst-3978	31	21	and	and	CCONJ
ajst-3978	31	22	compared	compare	VERB
ajst-3978	31	23	it	it	PRON
ajst-3978	31	24	with	with	ADP
ajst-3978	31	25	the	the	DET
ajst-3978	31	26	traditional	traditional	ADJ
ajst-3978	31	27	crf	crf	PROPN
ajst-3978	31	28	model	model	NOUN
ajst-3978	31	29	,	,	PUNCT
ajst-3978	31	30	and	and	CCONJ
ajst-3978	31	31	the	the	DET
ajst-3978	31	32	f	f	NOUN
ajst-3978	31	33	-	-	PUNCT
ajst-3978	31	34	value	value	NOUN
ajst-3978	31	35	reached	reach	VERB
ajst-3978	31	36	85.08	85.08	NUM
ajst-3978	31	37	%	%	NOUN
ajst-3978	31	38	,	,	PUNCT
ajst-3978	31	39	which	which	PRON
ajst-3978	31	40	is	be	AUX
ajst-3978	31	41	5.47	5.47	NUM
ajst-3978	31	42	%	%	NOUN
ajst-3978	31	43	better	well	ADJ
ajst-3978	31	44	than	than	ADP
ajst-3978	31	45	crf[8	crf[8	VERB
ajst-3978	31	46	]	]	PUNCT
ajst-3978	31	47	;	;	PUNCT
ajst-3978	31	48	xie	xie	PROPN
ajst-3978	31	49	tao	tao	PROPN
ajst-3978	31	50	et	et	PROPN
ajst-3978	31	51	al	al	PROPN
ajst-3978	31	52	.	.	PROPN
ajst-3978	31	53	used	use	VERB
ajst-3978	31	54	lstm	lstm	NOUN
ajst-3978	31	55	combined	combine	VERB
ajst-3978	31	56	with	with	ADP
ajst-3978	31	57	crf	crf	PROPN
ajst-3978	31	58	model	model	NOUN
ajst-3978	31	59	to	to	PART
ajst-3978	31	60	recognize	recognize	VERB
ajst-3978	31	61	song	song	NOUN
ajst-3978	31	62	lyrics	lyric	NOUN
ajst-3978	31	63	and	and	CCONJ
ajst-3978	31	64	the	the	DET
ajst-3978	31	65	historical	historical	ADJ
ajst-3978	31	66	records	record	NOUN
ajst-3978	31	67	as	as	ADP
ajst-3978	31	68	the	the	DET
ajst-3978	31	69	ancient	ancient	ADJ
ajst-3978	31	70	text	text	NOUN
ajst-3978	31	71	corpus	corpus	NOUN
ajst-3978	31	72	,	,	PUNCT
ajst-3978	31	73	and	and	CCONJ
ajst-3978	31	74	the	the	DET
ajst-3978	31	75	f1	f1	NOUN
ajst-3978	31	76	value	value	NOUN
ajst-3978	31	77	improved	improve	VERB
ajst-3978	31	78	by	by	ADP
ajst-3978	31	79	14.16	14.16	NUM
ajst-3978	31	80	%	%	NOUN
ajst-3978	31	81	compared	compare	VERB
ajst-3978	31	82	with	with	ADP
ajst-3978	31	83	crf[9	crf[9	NOUN
ajst-3978	31	84	]	]	PUNCT
ajst-3978	31	85	;	;	PUNCT
ajst-3978	31	86	he	he	PRON
ajst-3978	31	87	chunhui	chunhui	VERB
ajst-3978	31	88	et	et	PROPN
ajst-3978	31	89	al	al	PROPN
ajst-3978	31	90	.	.	PROPN
ajst-3978	31	91	introduced	introduce	VERB
ajst-3978	31	92	a	a	DET
ajst-3978	31	93	bidirectional	bidirectional	ADJ
ajst-3978	31	94	neural	neural	ADJ
ajst-3978	31	95	network	network	NOUN
ajst-3978	31	96	using	use	VERB
ajst-3978	31	97	a	a	DET
ajst-3978	31	98	bi	bi	ADJ
ajst-3978	31	99	-	-	ADJ
ajst-3978	31	100	lstm	lstm	ADJ
ajst-3978	31	101	-	-	PUNCT
ajst-3978	31	102	crf	crf	NOUN
ajst-3978	31	103	model	model	NOUN
ajst-3978	31	104	,	,	PUNCT
ajst-3978	31	105	they	they	PRON
ajst-3978	31	106	extracted	extract	VERB
ajst-3978	31	107	entities	entity	NOUN
ajst-3978	31	108	from	from	ADP
ajst-3978	31	109	electronic	electronic	ADJ
ajst-3978	31	110	documents	document	NOUN
ajst-3978	31	111	in	in	ADP
ajst-3978	31	112	the	the	DET
ajst-3978	31	113	field	field	NOUN
ajst-3978	31	114	of	of	ADP
ajst-3978	31	115	diabetes	diabetes	NOUN
ajst-3978	31	116	and	and	CCONJ
ajst-3978	31	117	achieved	achieve	VERB
ajst-3978	31	118	89.14	89.14	NUM
ajst-3978	31	119	%	%	NOUN
ajst-3978	31	120	accuracy	accuracy	NOUN
ajst-3978	31	121	on	on	ADP
ajst-3978	31	122	a	a	DET
ajst-3978	31	123	dataset	dataset	NOUN
ajst-3978	31	124	containing	contain	VERB
ajst-3978	31	125	15	15	NUM
ajst-3978	31	126	entity	entity	NOUN
ajst-3978	31	127	classes[10	classes[10	NOUN
ajst-3978	31	128	]	]	PUNCT
ajst-3978	31	129	;	;	PUNCT
ajst-3978	31	130	cui	cui	VERB
ajst-3978	31	131	jingfeng	jingfeng	PROPN
ajst-3978	31	132	et	et	PROPN
ajst-3978	31	133	al	al	PROPN
ajst-3978	31	134	.	.	PROPN
ajst-3978	31	135	used	use	VERB
ajst-3978	31	136	a	a	DET
ajst-3978	31	137	bert	bert	ADJ
ajst-3978	31	138	pre	pre	ADJ
ajst-3978	31	139	-	-	ADJ
ajst-3978	31	140	training	training	ADJ
ajst-3978	31	141	model	model	NOUN
ajst-3978	31	142	for	for	ADP
ajst-3978	31	143	the	the	DET
ajst-3978	31	144	recognition	recognition	NOUN
ajst-3978	31	145	of	of	ADP
ajst-3978	31	146	proper	proper	ADJ
ajst-3978	31	147	nouns	noun	NOUN
ajst-3978	31	148	in	in	ADP
ajst-3978	31	149	classical	classical	ADJ
ajst-3978	31	150	poetry	poetry	NOUN
ajst-3978	31	151	of	of	ADP
ajst-3978	31	152	chrysanthemums	chrysanthemums	NOUN
ajst-3978	31	153	and	and	CCONJ
ajst-3978	31	154	achieved	achieve	VERB
ajst-3978	31	155	an	an	DET
ajst-3978	31	156	f	f	NOUN
ajst-3978	31	157	-	-	PUNCT
ajst-3978	31	158	value	value	NOUN
ajst-3978	31	159	of	of	ADP
ajst-3978	31	160	91.60%[11	91.60%[11	NUM
ajst-3978	31	161	]	]	PUNCT
ajst-3978	31	162	.	.	PUNCT
ajst-3978	32	1	in	in	ADP
ajst-3978	32	2	the	the	DET
ajst-3978	32	3	biomedical	biomedical	ADJ
ajst-3978	32	4	field	field	NOUN
ajst-3978	32	5	,	,	PUNCT
ajst-3978	32	6	new	new	ADJ
ajst-3978	32	7	pre	pre	ADJ
ajst-3978	32	8	-	-	ADJ
ajst-3978	32	9	trained	train	VERB
ajst-3978	32	10	models	model	NOUN
ajst-3978	32	11	have	have	AUX
ajst-3978	32	12	also	also	ADV
ajst-3978	32	13	emerged	emerge	VERB
ajst-3978	32	14	.	.	PUNCT
ajst-3978	33	1	biobert	biobert	NOUN
ajst-3978	33	2	,	,	PUNCT
ajst-3978	33	3	based	base	VERB
ajst-3978	33	4	on	on	ADP
ajst-3978	33	5	bert	bert	PROPN
ajst-3978	33	6	,	,	PUNCT
ajst-3978	33	7	was	be	AUX
ajst-3978	33	8	pre	pre	VERB
ajst-3978	33	9	-	-	VERB
ajst-3978	33	10	trained	train	VERB
ajst-3978	33	11	in	in	ADP
ajst-3978	33	12	the	the	DET
ajst-3978	33	13	biological	biological	PROPN
ajst-3978	33	14	corpus	corpus	PROPN
ajst-3978	33	15	pmc	pmc	PROPN
ajst-3978	33	16	and	and	CCONJ
ajst-3978	33	17	pubmed	pubmed	PROPN
ajst-3978	33	18	,	,	PUNCT
ajst-3978	33	19	and	and	CCONJ
ajst-3978	33	20	the	the	DET
ajst-3978	33	21	average	average	ADJ
ajst-3978	33	22	f1	f1	NOUN
ajst-3978	33	23	value	value	NOUN
ajst-3978	33	24	was	be	AUX
ajst-3978	33	25	improved	improve	VERB
ajst-3978	33	26	by	by	ADP
ajst-3978	33	27	0.62	0.62	NUM
ajst-3978	33	28	compared	compare	VERB
ajst-3978	33	29	to	to	ADP
ajst-3978	33	30	bert	bert	NOUN
ajst-3978	33	31	in	in	ADP
ajst-3978	33	32	nine	nine	NUM
ajst-3978	33	33	publicly	publicly	ADV
ajst-3978	33	34	available	available	ADJ
ajst-3978	33	35	bioner	bioner	NOUN
ajst-3978	33	36	datasets[12	datasets[12	PROPN
ajst-3978	33	37	]	]	PUNCT
ajst-3978	33	38	;	;	PUNCT
ajst-3978	33	39	eklund	eklund	PROPN
ajst-3978	33	40	et	et	PROPN
ajst-3978	33	41	al	al	PROPN
ajst-3978	33	42	.	.	PROPN
ajst-3978	33	43	fused	fuse	VERB
ajst-3978	33	44	biobert	biobert	NOUN
ajst-3978	33	45	with	with	ADP
ajst-3978	33	46	elmo	elmo	PROPN
ajst-3978	33	47	for	for	ADP
ajst-3978	33	48	feature	feature	NOUN
ajst-3978	33	49	extraction	extraction	NOUN
ajst-3978	33	50	and	and	CCONJ
ajst-3978	33	51	contextual	contextual	ADJ
ajst-3978	33	52	word	word	NOUN
ajst-3978	33	53	embedding	embed	VERB
ajst-3978	33	54	.	.	PUNCT
ajst-3978	34	1	reached	reach	VERB
ajst-3978	34	2	the	the	DET
ajst-3978	34	3	highest	high	ADJ
ajst-3978	34	4	level	level	NOUN
ajst-3978	34	5	on	on	ADP
ajst-3978	34	6	five	five	NUM
ajst-3978	34	7	bioner	bioner	NOUN
ajst-3978	34	8	datasets[13	datasets[13	NOUN
ajst-3978	34	9	]	]	PUNCT
ajst-3978	34	10	.	.	PUNCT
ajst-3978	35	1	sun	sun	PROPN
ajst-3978	35	2	huan	huan	PROPN
ajst-3978	35	3	et	et	PROPN
ajst-3978	35	4	al	al	PROPN
ajst-3978	35	5	.	.	PROPN
ajst-3978	35	6	construct	construct	VERB
ajst-3978	35	7	a	a	DET
ajst-3978	35	8	dynamic	dynamic	ADJ
ajst-3978	35	9	word	word	NOUN
ajst-3978	35	10	vector	vector	NOUN
ajst-3978	35	11	-	-	PUNCT
ajst-3978	35	12	based	base	VERB
ajst-3978	35	13	fusion	fusion	NOUN
ajst-3978	35	14	model	model	NOUN
ajst-3978	35	15	bert+bilstm+crf	bert+bilstm+crf	VERB
ajst-3978	35	16	for	for	ADP
ajst-3978	35	17	entity	entity	NOUN
ajst-3978	35	18	extraction	extraction	NOUN
ajst-3978	35	19	of	of	ADP
ajst-3978	35	20	key	key	ADJ
ajst-3978	35	21	information	information	NOUN
ajst-3978	35	22	from	from	ADP
ajst-3978	35	23	traffic	traffic	NOUN
ajst-3978	35	24	accident	accident	NOUN
ajst-3978	35	25	texts	text	NOUN
ajst-3978	35	26	,	,	PUNCT
ajst-3978	35	27	with	with	ADP
ajst-3978	35	28	an	an	DET
ajst-3978	35	29	average	average	ADJ
ajst-3978	35	30	extraction	extraction	NOUN
ajst-3978	35	31	accuracy	accuracy	NOUN
ajst-3978	35	32	of	of	ADP
ajst-3978	35	33	92.40	92.40	NUM
ajst-3978	35	34	%	%	NOUN
ajst-3978	35	35	for	for	ADP
ajst-3978	35	36	multiple	multiple	ADJ
ajst-3978	35	37	samples[14	samples[14	PROPN
ajst-3978	35	38	]	]	X
ajst-3978	35	39	.	.	PUNCT
ajst-3978	36	1	3	3	X
ajst-3978	36	2	.	.	X
ajst-3978	36	3	research	research	NOUN
ajst-3978	36	4	program	program	NOUN
ajst-3978	36	5	3.1	3.1	NUM
ajst-3978	36	6	.	.	PUNCT
ajst-3978	36	7	research	research	NOUN
ajst-3978	36	8	line	line	NOUN
ajst-3978	36	9	this	this	DET
ajst-3978	36	10	section	section	NOUN
ajst-3978	36	11	describes	describe	VERB
ajst-3978	36	12	the	the	DET
ajst-3978	36	13	data	datum	NOUN
ajst-3978	36	14	pre	pre	ADJ
ajst-3978	36	15	-	-	ADJ
ajst-3978	36	16	processing	processing	ADJ
ajst-3978	36	17	and	and	CCONJ
ajst-3978	36	18	model	model	NOUN
ajst-3978	36	19	selection	selection	NOUN
ajst-3978	36	20	in	in	ADP
ajst-3978	36	21	the	the	DET
ajst-3978	36	22	study	study	NOUN
ajst-3978	36	23	.	.	PUNCT
ajst-3978	37	1	3.1.1	3.1.1	X
ajst-3978	37	2	.	.	PUNCT
ajst-3978	37	3	original	original	ADJ
ajst-3978	37	4	corpus	corpus	NOUN
ajst-3978	37	5	selection	selection	NOUN
ajst-3978	37	6	and	and	CCONJ
ajst-3978	37	7	acquisition	acquisition	NOUN
ajst-3978	37	8	since	since	SCONJ
ajst-3978	37	9	there	there	PRON
ajst-3978	37	10	is	be	VERB
ajst-3978	37	11	no	no	DET
ajst-3978	37	12	systematic	systematic	ADJ
ajst-3978	37	13	database	database	NOUN
ajst-3978	37	14	available	available	ADJ
ajst-3978	37	15	for	for	ADP
ajst-3978	37	16	the	the	DET
ajst-3978	37	17	corpus	corpus	NOUN
ajst-3978	37	18	of	of	ADP
ajst-3978	37	19	the	the	DET
ajst-3978	37	20	specialized	specialized	ADJ
ajst-3978	37	21	fields	field	NOUN
ajst-3978	37	22	involved	involve	VERB
ajst-3978	37	23	in	in	ADP
ajst-3978	37	24	this	this	DET
ajst-3978	37	25	study	study	NOUN
ajst-3978	37	26	,	,	PUNCT
ajst-3978	37	27	the	the	DET
ajst-3978	37	28	original	original	ADJ
ajst-3978	37	29	corpus	corpus	NOUN
ajst-3978	37	30	of	of	ADP
ajst-3978	37	31	this	this	DET
ajst-3978	37	32	study	study	NOUN
ajst-3978	37	33	mainly	mainly	ADV
ajst-3978	37	34	comes	come	VERB
ajst-3978	37	35	from	from	ADP
ajst-3978	37	36	the	the	DET
ajst-3978	37	37	author	author	NOUN
ajst-3978	37	38	's	's	PART
ajst-3978	37	39	collection	collection	NOUN
ajst-3978	37	40	from	from	ADP
ajst-3978	37	41	two	two	NUM
ajst-3978	37	42	ways	way	NOUN
ajst-3978	37	43	.	.	PUNCT
ajst-3978	38	1	the	the	DET
ajst-3978	38	2	first	first	ADJ
ajst-3978	38	3	is	be	AUX
ajst-3978	38	4	the	the	DET
ajst-3978	38	5	crawling	crawling	NOUN
ajst-3978	38	6	of	of	ADP
ajst-3978	38	7	web	web	NOUN
ajst-3978	38	8	resources	resource	NOUN
ajst-3978	38	9	,	,	PUNCT
ajst-3978	38	10	by	by	ADP
ajst-3978	38	11	writing	write	VERB
ajst-3978	38	12	crawlers	crawler	NOUN
ajst-3978	38	13	to	to	PART
ajst-3978	38	14	collect	collect	VERB
ajst-3978	38	15	articles	article	NOUN
ajst-3978	38	16	on	on	ADP
ajst-3978	38	17	wine	wine	NOUN
ajst-3978	38	18	history	history	NOUN
ajst-3978	38	19	and	and	CCONJ
ajst-3978	38	20	culture	culture	NOUN
ajst-3978	38	21	,	,	PUNCT
ajst-3978	38	22	etc	etc	X
ajst-3978	38	23	.	.	X
ajst-3978	39	1	the	the	DET
ajst-3978	39	2	second	second	NOUN
ajst-3978	39	3	is	be	AUX
ajst-3978	39	4	the	the	DET
ajst-3978	39	5	text	text	NOUN
ajst-3978	39	6	extraction	extraction	NOUN
ajst-3978	39	7	of	of	ADP
ajst-3978	39	8	books	book	NOUN
ajst-3978	39	9	,	,	PUNCT
ajst-3978	39	10	by	by	ADP
ajst-3978	39	11	extracting	extract	VERB
ajst-3978	39	12	the	the	DET
ajst-3978	39	13	texts	text	NOUN
ajst-3978	39	14	of	of	ADP
ajst-3978	39	15	e	e	NOUN
ajst-3978	39	16	-	-	NOUN
ajst-3978	39	17	books	book	NOUN
ajst-3978	39	18	and	and	CCONJ
ajst-3978	39	19	physical	physical	ADJ
ajst-3978	39	20	books	book	NOUN
ajst-3978	39	21	and	and	CCONJ
ajst-3978	39	22	saving	save	VERB
ajst-3978	39	23	them	they	PRON
ajst-3978	39	24	through	through	ADP
ajst-3978	39	25	orc	orc	NOUN
ajst-3978	39	26	technology	technology	NOUN
ajst-3978	39	27	.	.	PUNCT
ajst-3978	40	1	3.1.2	3.1.2	X
ajst-3978	40	2	.	.	PUNCT
ajst-3978	40	3	corpus	corpus	NOUN
ajst-3978	40	4	processing	processing	NOUN
ajst-3978	40	5	and	and	CCONJ
ajst-3978	40	6	database	database	NOUN
ajst-3978	40	7	building	building	NOUN
ajst-3978	40	8	(	(	PUNCT
ajst-3978	40	9	1	1	NUM
ajst-3978	40	10	)	)	PUNCT
ajst-3978	40	11	original	original	ADJ
ajst-3978	40	12	corpus	corpus	NOUN
ajst-3978	40	13	processing	processing	NOUN
ajst-3978	40	14	:	:	PUNCT
ajst-3978	40	15	the	the	DET
ajst-3978	40	16	original	original	ADJ
ajst-3978	40	17	corpus	corpus	NOUN
ajst-3978	40	18	of	of	ADP
ajst-3978	40	19	this	this	DET
ajst-3978	40	20	study	study	NOUN
ajst-3978	40	21	is	be	AUX
ajst-3978	40	22	electronic	electronic	ADJ
ajst-3978	40	23	,	,	PUNCT
ajst-3978	40	24	firstly	firstly	ADV
ajst-3978	40	25	,	,	PUNCT
ajst-3978	40	26	we	we	PRON
ajst-3978	40	27	download	download	VERB
ajst-3978	40	28	its	its	PRON
ajst-3978	40	29	pdf	pdf	NOUN
ajst-3978	40	30	version	version	NOUN
ajst-3978	40	31	on	on	ADP
ajst-3978	40	32	the	the	DET
ajst-3978	40	33	internet	internet	NOUN
ajst-3978	40	34	,	,	PUNCT
ajst-3978	40	35	extract	extract	VERB
ajst-3978	40	36	the	the	DET
ajst-3978	40	37	text	text	NOUN
ajst-3978	40	38	using	use	VERB
ajst-3978	40	39	orc	orc	NOUN
ajst-3978	40	40	technology	technology	NOUN
ajst-3978	40	41	,	,	PUNCT
ajst-3978	40	42	and	and	CCONJ
ajst-3978	40	43	proofread	proofread	VERB
ajst-3978	40	44	it	it	PRON
ajst-3978	40	45	with	with	ADP
ajst-3978	40	46	the	the	DET
ajst-3978	40	47	help	help	NOUN
ajst-3978	40	48	of	of	ADP
ajst-3978	40	49	the	the	DET
ajst-3978	40	50	original	original	ADJ
ajst-3978	40	51	book	book	NOUN
ajst-3978	40	52	.	.	PUNCT
ajst-3978	41	1	the	the	DET
ajst-3978	41	2	proofread	proofread	NOUN
ajst-3978	41	3	text	text	NOUN
ajst-3978	41	4	was	be	AUX
ajst-3978	41	5	obtained	obtain	VERB
ajst-3978	41	6	.	.	PUNCT
ajst-3978	42	1	(	(	PUNCT
ajst-3978	42	2	2	2	NUM
ajst-3978	42	3	)	)	PUNCT
ajst-3978	42	4	normalization	normalization	NOUN
ajst-3978	42	5	:	:	PUNCT
ajst-3978	42	6	using	use	VERB
ajst-3978	42	7	python	python	NOUN
ajst-3978	42	8	language	language	NOUN
ajst-3978	42	9	,	,	PUNCT
ajst-3978	42	10	we	we	PRON
ajst-3978	42	11	extract	extract	VERB
ajst-3978	42	12	the	the	DET
ajst-3978	42	13	document	document	NOUN
ajst-3978	42	14	name	name	NOUN
ajst-3978	42	15	,	,	PUNCT
ajst-3978	42	16	author	author	NOUN
ajst-3978	42	17	name	name	NOUN
ajst-3978	42	18	,	,	PUNCT
ajst-3978	42	19	dynasty	dynasty	NOUN
ajst-3978	42	20	,	,	PUNCT
ajst-3978	42	21	document	document	NOUN
ajst-3978	42	22	content	content	NOUN
ajst-3978	42	23	,	,	PUNCT
ajst-3978	42	24	annotation	annotation	NOUN
ajst-3978	42	25	,	,	PUNCT
ajst-3978	42	26	etc	etc	X
ajst-3978	42	27	.	.	X
ajst-3978	42	28	using	use	VERB
ajst-3978	42	29	regular	regular	ADJ
ajst-3978	42	30	expressions	expression	NOUN
ajst-3978	42	31	and	and	CCONJ
ajst-3978	42	32	so	so	ADV
ajst-3978	42	33	on	on	ADV
ajst-3978	42	34	.	.	PUNCT
ajst-3978	43	1	(	(	PUNCT
ajst-3978	43	2	3	3	X
ajst-3978	43	3	)	)	PUNCT
ajst-3978	43	4	data	datum	NOUN
ajst-3978	43	5	pre	pre	NOUN
ajst-3978	43	6	-	-	NOUN
ajst-3978	43	7	processing	processing	ADJ
ajst-3978	43	8	:	:	PUNCT
ajst-3978	43	9	there	there	PRON
ajst-3978	43	10	are	be	VERB
ajst-3978	43	11	some	some	DET
ajst-3978	43	12	problems	problem	NOUN
ajst-3978	43	13	with	with	ADP
ajst-3978	43	14	the	the	DET
ajst-3978	43	15	processed	process	VERB
ajst-3978	43	16	data	datum	NOUN
ajst-3978	43	17	,	,	PUNCT
ajst-3978	43	18	such	such	ADJ
ajst-3978	43	19	as	as	ADP
ajst-3978	43	20	duplication	duplication	NOUN
ajst-3978	43	21	of	of	ADP
ajst-3978	43	22	poems	poem	NOUN
ajst-3978	43	23	,	,	PUNCT
ajst-3978	43	24	incorrect	incorrect	ADJ
ajst-3978	43	25	identification	identification	NOUN
ajst-3978	43	26	of	of	ADP
ajst-3978	43	27	ancient	ancient	ADJ
ajst-3978	43	28	texts	text	NOUN
ajst-3978	43	29	,	,	PUNCT
ajst-3978	43	30	missing	miss	VERB
ajst-3978	43	31	article	article	NOUN
ajst-3978	43	32	annotations	annotation	NOUN
ajst-3978	43	33	,	,	PUNCT
ajst-3978	43	34	etc	etc	X
ajst-3978	43	35	.	.	X
ajst-3978	43	36	;	;	PUNCT
ajst-3978	43	37	these	these	DET
ajst-3978	43	38	problems	problem	NOUN
ajst-3978	43	39	are	be	AUX
ajst-3978	43	40	dealt	deal	VERB
ajst-3978	43	41	with	with	ADP
ajst-3978	43	42	accordingly	accordingly	ADV
ajst-3978	43	43	.	.	PUNCT
ajst-3978	44	1	(	(	PUNCT
ajst-3978	44	2	4	4	X
ajst-3978	44	3	)	)	PUNCT
ajst-3978	44	4	create	create	VERB
ajst-3978	44	5	a	a	DET
ajst-3978	44	6	database	database	NOUN
ajst-3978	44	7	:	:	PUNCT
ajst-3978	44	8	use	use	VERB
ajst-3978	44	9	mysql	mysql	NOUN
ajst-3978	44	10	to	to	PART
ajst-3978	44	11	create	create	VERB
ajst-3978	44	12	a	a	DET
ajst-3978	44	13	database	database	NOUN
ajst-3978	44	14	of	of	ADP
ajst-3978	44	15	the	the	DET
ajst-3978	44	16	wine	wine	NOUN
ajst-3978	44	17	canon	canon	NOUN
ajst-3978	44	18	.	.	PUNCT
ajst-3978	45	1	3.1.3	3.1.3	NUM
ajst-3978	45	2	.	.	PUNCT
ajst-3978	45	3	establishment	establishment	NOUN
ajst-3978	45	4	of	of	ADP
ajst-3978	45	5	entity	entity	NOUN
ajst-3978	45	6	selection	selection	NOUN
ajst-3978	45	7	and	and	CCONJ
ajst-3978	45	8	labeling	labeling	NOUN
ajst-3978	45	9	rules	rule	NOUN
ajst-3978	45	10	after	after	ADP
ajst-3978	45	11	pre	pre	ADJ
ajst-3978	45	12	-	-	ADJ
ajst-3978	45	13	processing	processing	ADJ
ajst-3978	45	14	to	to	PART
ajst-3978	45	15	get	get	VERB
ajst-3978	45	16	the	the	DET
ajst-3978	45	17	wine	wine	NOUN
ajst-3978	45	18	canonical	canonical	ADJ
ajst-3978	45	19	data	datum	NOUN
ajst-3978	45	20	,	,	PUNCT
ajst-3978	45	21	several	several	ADJ
ajst-3978	45	22	groups	group	NOUN
ajst-3978	45	23	of	of	ADP
ajst-3978	45	24	entities	entity	NOUN
ajst-3978	45	25	were	be	AUX
ajst-3978	45	26	selected	select	VERB
ajst-3978	45	27	and	and	CCONJ
ajst-3978	45	28	some	some	DET
ajst-3978	45	29	annotation	annotation	NOUN
ajst-3978	45	30	rules	rule	NOUN
ajst-3978	45	31	were	be	AUX
ajst-3978	45	32	set	set	VERB
ajst-3978	45	33	after	after	ADP
ajst-3978	45	34	reviewing	review	VERB
ajst-3978	45	35	the	the	DET
ajst-3978	45	36	data	datum	NOUN
ajst-3978	45	37	for	for	ADP
ajst-3978	45	38	analysis	analysis	NOUN
ajst-3978	45	39	and	and	CCONJ
ajst-3978	45	40	discussion	discussion	NOUN
ajst-3978	45	41	,	,	PUNCT
ajst-3978	45	42	followed	follow	VERB
ajst-3978	45	43	by	by	ADP
ajst-3978	45	44	screening	screening	NOUN
ajst-3978	45	45	and	and	CCONJ
ajst-3978	45	46	comparison	comparison	NOUN
ajst-3978	45	47	.	.	PUNCT
ajst-3978	46	1	the	the	DET
ajst-3978	46	2	final	final	ADJ
ajst-3978	46	3	entities	entity	NOUN
ajst-3978	46	4	and	and	CCONJ
ajst-3978	46	5	annotation	annotation	NOUN
ajst-3978	46	6	rules	rule	NOUN
ajst-3978	46	7	were	be	AUX
ajst-3978	46	8	determined	determine	VERB
ajst-3978	46	9	.	.	PUNCT
ajst-3978	47	1	3.2	3.2	NUM
ajst-3978	47	2	.	.	PUNCT
ajst-3978	48	1	deep	deep	ADJ
ajst-3978	48	2	learning	learning	NOUN
ajst-3978	48	3	model	model	NOUN
ajst-3978	48	4	selection	selection	NOUN
ajst-3978	48	5	research	research	NOUN
ajst-3978	48	6	on	on	ADP
ajst-3978	48	7	the	the	DET
ajst-3978	48	8	technology	technology	NOUN
ajst-3978	48	9	of	of	ADP
ajst-3978	48	10	named	name	VERB
ajst-3978	48	11	entity	entity	NOUN
ajst-3978	48	12	recognition	recognition	NOUN
ajst-3978	48	13	has	have	AUX
ajst-3978	48	14	been	be	AUX
ajst-3978	48	15	under	under	ADP
ajst-3978	48	16	development	development	NOUN
ajst-3978	48	17	.	.	PUNCT
ajst-3978	49	1	3.2.1	3.2.1	X
ajst-3978	49	2	.	.	PUNCT
ajst-3978	50	1	ruleand	ruleand	NOUN
ajst-3978	50	2	lexicon	lexicon	NOUN
ajst-3978	50	3	-	-	PUNCT
ajst-3978	50	4	based	base	VERB
ajst-3978	50	5	approaches	approach	NOUN
ajst-3978	50	6	the	the	DET
ajst-3978	50	7	earliest	early	ADJ
ajst-3978	50	8	approaches	approach	NOUN
ajst-3978	50	9	to	to	ADP
ajst-3978	50	10	the	the	DET
ajst-3978	50	11	task	task	NOUN
ajst-3978	50	12	of	of	ADP
ajst-3978	50	13	named	name	VERB
ajst-3978	50	14	entity	entity	NOUN
ajst-3978	50	15	recognition	recognition	NOUN
ajst-3978	50	16	were	be	AUX
ajst-3978	50	17	ruleand	ruleand	VERB
ajst-3978	50	18	lexicon	lexicon	NOUN
ajst-3978	50	19	-	-	PUNCT
ajst-3978	50	20	based	base	VERB
ajst-3978	50	21	approaches	approach	NOUN
ajst-3978	50	22	.	.	PUNCT
ajst-3978	51	1	the	the	DET
ajst-3978	51	2	rule	rule	NOUN
ajst-3978	51	3	method	method	NOUN
ajst-3978	51	4	is	be	AUX
ajst-3978	51	5	generally	generally	ADV
ajst-3978	51	6	manually	manually	ADV
ajst-3978	51	7	customized	customize	VERB
ajst-3978	51	8	,	,	PUNCT
ajst-3978	51	9	and	and	CCONJ
ajst-3978	51	10	the	the	DET
ajst-3978	51	11	rule	rule	NOUN
ajst-3978	51	12	template	template	NOUN
ajst-3978	51	13	is	be	AUX
ajst-3978	51	14	constructed	construct	VERB
ajst-3978	51	15	by	by	ADP
ajst-3978	51	16	experts	expert	NOUN
ajst-3978	51	17	with	with	ADP
ajst-3978	51	18	rich	rich	ADJ
ajst-3978	51	19	linguistic	linguistic	ADJ
ajst-3978	51	20	knowledge	knowledge	NOUN
ajst-3978	51	21	to	to	PART
ajst-3978	51	22	develop	develop	VERB
ajst-3978	51	23	general	general	ADJ
ajst-3978	51	24	rules	rule	NOUN
ajst-3978	51	25	applicable	applicable	ADJ
ajst-3978	51	26	to	to	ADP
ajst-3978	51	27	general	general	ADJ
ajst-3978	51	28	utterances	utterance	NOUN
ajst-3978	51	29	to	to	PART
ajst-3978	51	30	improve	improve	VERB
ajst-3978	51	31	the	the	DET
ajst-3978	51	32	accuracy	accuracy	NOUN
ajst-3978	51	33	of	of	ADP
ajst-3978	51	34	recognition	recognition	NOUN
ajst-3978	51	35	.	.	PUNCT
ajst-3978	52	1	the	the	DET
ajst-3978	52	2	rules	rule	NOUN
ajst-3978	52	3	usually	usually	ADV
ajst-3978	52	4	include	include	VERB
ajst-3978	52	5	the	the	DET
ajst-3978	52	6	conformational	conformational	ADJ
ajst-3978	52	7	structure	structure	NOUN
ajst-3978	52	8	of	of	ADP
ajst-3978	52	9	the	the	DET
ajst-3978	52	10	named	name	VERB
ajst-3978	52	11	entity	entity	NOUN
ajst-3978	52	12	,	,	PUNCT
ajst-3978	52	13	the	the	DET
ajst-3978	52	14	lexical	lexical	ADJ
ajst-3978	52	15	characteristics	characteristic	NOUN
ajst-3978	52	16	of	of	ADP
ajst-3978	52	17	the	the	DET
ajst-3978	52	18	context	context	NOUN
ajst-3978	52	19	of	of	ADP
ajst-3978	52	20	the	the	DET
ajst-3978	52	21	named	name	VERB
ajst-3978	52	22	entity	entity	NOUN
ajst-3978	52	23	,	,	PUNCT
ajst-3978	52	24	relevant	relevant	ADJ
ajst-3978	52	25	statistical	statistical	ADJ
ajst-3978	52	26	information	information	NOUN
ajst-3978	52	27	,	,	PUNCT
ajst-3978	52	28	etc	etc	X
ajst-3978	52	29	.	.	X
ajst-3978	53	1	the	the	DET
ajst-3978	53	2	main	main	ADJ
ajst-3978	53	3	method	method	NOUN
ajst-3978	53	4	is	be	AUX
ajst-3978	53	5	string	stre	VERB
ajst-3978	53	6	regular	regular	ADJ
ajst-3978	53	7	matching	matching	NOUN
ajst-3978	53	8	.	.	PUNCT
ajst-3978	54	1	the	the	DET
ajst-3978	54	2	dictionary	dictionary	ADJ
ajst-3978	54	3	method	method	NOUN
ajst-3978	54	4	requires	require	VERB
ajst-3978	54	5	a	a	DET
ajst-3978	54	6	dictionary	dictionary	NOUN
ajst-3978	54	7	of	of	ADP
ajst-3978	54	8	entities	entity	NOUN
ajst-3978	54	9	in	in	ADP
ajst-3978	54	10	advance	advance	NOUN
ajst-3978	54	11	,	,	PUNCT
ajst-3978	54	12	and	and	CCONJ
ajst-3978	54	13	the	the	DET
ajst-3978	54	14	process	process	NOUN
ajst-3978	54	15	of	of	ADP
ajst-3978	54	16	entity	entity	NOUN
ajst-3978	54	17	identification	identification	NOUN
ajst-3978	54	18	is	be	AUX
ajst-3978	54	19	to	to	PART
ajst-3978	54	20	find	find	VERB
ajst-3978	54	21	out	out	ADP
ajst-3978	54	22	whether	whether	SCONJ
ajst-3978	54	23	the	the	DET
ajst-3978	54	24	entity	entity	NOUN
ajst-3978	54	25	exists	exist	VERB
ajst-3978	54	26	in	in	ADP
ajst-3978	54	27	the	the	DET
ajst-3978	54	28	constructed	construct	VERB
ajst-3978	54	29	dictionary	dictionary	NOUN
ajst-3978	54	30	.	.	PUNCT
ajst-3978	55	1	for	for	ADP
ajst-3978	55	2	example	example	NOUN
ajst-3978	55	3	,	,	PUNCT
ajst-3978	55	4	we	we	PRON
ajst-3978	55	5	can	can	AUX
ajst-3978	55	6	construct	construct	VERB
ajst-3978	55	7	a	a	DET
ajst-3978	55	8	dictionary	dictionary	NOUN
ajst-3978	55	9	of	of	ADP
ajst-3978	55	10	personal	personal	ADJ
ajst-3978	55	11	names	name	NOUN
ajst-3978	55	12	and	and	CCONJ
ajst-3978	55	13	geographical	geographical	ADJ
ajst-3978	55	14	names	name	NOUN
ajst-3978	55	15	corresponding	correspond	VERB
ajst-3978	55	16	to	to	ADP
ajst-3978	55	17	personal	personal	ADJ
ajst-3978	55	18	names	name	NOUN
ajst-3978	55	19	and	and	CCONJ
ajst-3978	55	20	geographical	geographical	ADJ
ajst-3978	55	21	names	name	NOUN
ajst-3978	55	22	;	;	PUNCT
ajst-3978	55	23	in	in	ADP
ajst-3978	55	24	determining	determine	VERB
ajst-3978	55	25	whether	whether	SCONJ
ajst-3978	55	26	"	"	PUNCT
ajst-3978	55	27	chang'an	chang'an	VERB
ajst-3978	55	28	"	"	PUNCT
ajst-3978	55	29	is	be	AUX
ajst-3978	55	30	a	a	DET
ajst-3978	55	31	named	name	VERB
ajst-3978	55	32	entity	entity	NOUN
ajst-3978	55	33	,	,	PUNCT
ajst-3978	55	34	if	if	SCONJ
ajst-3978	55	35	"	"	PUNCT
ajst-3978	55	36	chang'an	chang'an	NOUN
ajst-3978	55	37	"	"	PUNCT
ajst-3978	55	38	exists	exist	VERB
ajst-3978	55	39	in	in	ADP
ajst-3978	55	40	the	the	DET
ajst-3978	55	41	dictionary	dictionary	NOUN
ajst-3978	55	42	of	of	ADP
ajst-3978	55	43	geographical	geographical	ADJ
ajst-3978	55	44	names	name	NOUN
ajst-3978	55	45	,	,	PUNCT
ajst-3978	55	46	it	it	PRON
ajst-3978	55	47	will	will	AUX
ajst-3978	55	48	be	be	AUX
ajst-3978	55	49	attributed	attribute	VERB
ajst-3978	55	50	as	as	ADP
ajst-3978	55	51	a	a	DET
ajst-3978	55	52	geographical	geographical	ADJ
ajst-3978	55	53	entity	entity	NOUN
ajst-3978	55	54	.	.	PUNCT
ajst-3978	56	1	there	there	PRON
ajst-3978	56	2	are	be	VERB
ajst-3978	56	3	pros	pro	NOUN
ajst-3978	56	4	and	and	CCONJ
ajst-3978	56	5	cons	con	NOUN
ajst-3978	56	6	to	to	ADP
ajst-3978	56	7	using	use	VERB
ajst-3978	56	8	a	a	DET
ajst-3978	56	9	rule	rule	NOUN
ajst-3978	56	10	and	and	CCONJ
ajst-3978	56	11	lexicon	lexicon	NOUN
ajst-3978	56	12	based	base	VERB
ajst-3978	56	13	approach	approach	NOUN
ajst-3978	56	14	to	to	ADP
ajst-3978	56	15	named	name	VERB
ajst-3978	56	16	entity	entity	NOUN
ajst-3978	56	17	recognition	recognition	NOUN
ajst-3978	56	18	.	.	PUNCT
ajst-3978	57	1	pros	pro	NOUN
ajst-3978	57	2	:	:	PUNCT
ajst-3978	57	3	the	the	DET
ajst-3978	57	4	correct	correct	ADJ
ajst-3978	57	5	rate	rate	NOUN
ajst-3978	57	6	of	of	ADP
ajst-3978	57	7	systems	system	NOUN
ajst-3978	57	8	constructed	construct	VERB
ajst-3978	57	9	using	use	VERB
ajst-3978	57	10	this	this	DET
ajst-3978	57	11	method	method	NOUN
ajst-3978	57	12	is	be	AUX
ajst-3978	57	13	often	often	ADV
ajst-3978	57	14	high	high	ADJ
ajst-3978	57	15	.	.	PUNCT
ajst-3978	58	1	disadvantages	disadvantage	VERB
ajst-3978	58	2	:	:	PUNCT
ajst-3978	58	3	it	it	PRON
ajst-3978	58	4	requires	require	VERB
ajst-3978	58	5	the	the	DET
ajst-3978	58	6	accumulation	accumulation	NOUN
ajst-3978	58	7	of	of	ADP
ajst-3978	58	8	expertise	expertise	NOUN
ajst-3978	58	9	,	,	PUNCT
ajst-3978	58	10	the	the	DET
ajst-3978	58	11	determination	determination	NOUN
ajst-3978	58	12	of	of	ADP
ajst-3978	58	13	complex	complex	ADJ
ajst-3978	58	14	rules	rule	NOUN
ajst-3978	58	15	,	,	PUNCT
ajst-3978	58	16	and	and	CCONJ
ajst-3978	58	17	the	the	DET
ajst-3978	58	18	construction	construction	NOUN
ajst-3978	58	19	of	of	ADP
ajst-3978	58	20	lexicon	lexicon	NOUN
ajst-3978	58	21	;	;	PUNCT
ajst-3978	58	22	the	the	DET
ajst-3978	58	23	imperfection	imperfection	NOUN
ajst-3978	58	24	of	of	ADP
ajst-3978	58	25	rules	rule	NOUN
ajst-3978	58	26	and	and	CCONJ
ajst-3978	58	27	lexicon	lexicon	NOUN
ajst-3978	58	28	can	can	AUX
ajst-3978	58	29	lead	lead	VERB
ajst-3978	58	30	to	to	ADP
ajst-3978	58	31	low	low	ADJ
ajst-3978	58	32	recall	recall	NOUN
ajst-3978	58	33	;	;	PUNCT
ajst-3978	58	34	the	the	DET
ajst-3978	58	35	most	most	ADV
ajst-3978	58	36	important	important	ADJ
ajst-3978	58	37	point	point	NOUN
ajst-3978	58	38	is	be	AUX
ajst-3978	58	39	that	that	SCONJ
ajst-3978	58	40	the	the	DET
ajst-3978	58	41	rules	rule	NOUN
ajst-3978	58	42	and	and	CCONJ
ajst-3978	58	43	lexicon	lexicon	NOUN
ajst-3978	58	44	developed	develop	VERB
ajst-3978	58	45	are	be	AUX
ajst-3978	58	46	often	often	ADV
ajst-3978	58	47	only	only	ADV
ajst-3978	58	48	applicable	applicable	ADJ
ajst-3978	58	49	to	to	ADP
ajst-3978	58	50	the	the	DET
ajst-3978	58	51	old	old	ADJ
ajst-3978	58	52	corpus	corpus	NOUN
ajst-3978	58	53	,	,	PUNCT
ajst-3978	58	54	and	and	CCONJ
ajst-3978	58	55	when	when	SCONJ
ajst-3978	58	56	a	a	DET
ajst-3978	58	57	new	new	ADJ
ajst-3978	58	58	corpus	corpus	NOUN
ajst-3978	58	59	appears	appear	VERB
ajst-3978	58	60	,	,	PUNCT
ajst-3978	58	61	the	the	DET
ajst-3978	58	62	rules	rule	NOUN
ajst-3978	58	63	and	and	CCONJ
ajst-3978	58	64	lexicon	lexicon	NOUN
ajst-3978	58	65	need	need	NOUN
ajst-3978	58	66	to	to	PART
ajst-3978	58	67	be	be	AUX
ajst-3978	58	68	reconstructed	reconstruct	VERB
ajst-3978	58	69	.	.	PUNCT
ajst-3978	59	1	therefore	therefore	ADV
ajst-3978	59	2	,	,	PUNCT
ajst-3978	59	3	the	the	DET
ajst-3978	59	4	method	method	NOUN
ajst-3978	59	5	has	have	VERB
ajst-3978	59	6	the	the	DET
ajst-3978	59	7	disadvantages	disadvantage	NOUN
ajst-3978	59	8	of	of	ADP
ajst-3978	59	9	high	high	ADJ
ajst-3978	59	10	accuracy	accuracy	NOUN
ajst-3978	59	11	,	,	PUNCT
ajst-3978	59	12	but	but	CCONJ
ajst-3978	59	13	requires	require	VERB
ajst-3978	59	14	a	a	DET
ajst-3978	59	15	lot	lot	NOUN
ajst-3978	59	16	of	of	ADP
ajst-3978	59	17	labor	labor	NOUN
ajst-3978	59	18	,	,	PUNCT
ajst-3978	59	19	poor	poor	ADJ
ajst-3978	59	20	portability	portability	NOUN
ajst-3978	59	21	,	,	PUNCT
ajst-3978	59	22	and	and	CCONJ
ajst-3978	59	23	low	low	ADJ
ajst-3978	59	24	error	error	NOUN
ajst-3978	59	25	tolerance	tolerance	NOUN
ajst-3978	59	26	.	.	PUNCT
ajst-3978	60	1	3.2.2	3.2.2	X
ajst-3978	60	2	.	.	PUNCT
ajst-3978	60	3	statistical	statistical	ADJ
ajst-3978	60	4	-	-	PUNCT
ajst-3978	60	5	based	base	VERB
ajst-3978	60	6	approach	approach	NOUN
ajst-3978	60	7	with	with	ADP
ajst-3978	60	8	the	the	DET
ajst-3978	60	9	limitations	limitation	NOUN
ajst-3978	60	10	of	of	ADP
ajst-3978	60	11	rule	rule	NOUN
ajst-3978	60	12	-	-	PUNCT
ajst-3978	60	13	based	base	VERB
ajst-3978	60	14	and	and	CCONJ
ajst-3978	60	15	dictionary	dictionary	ADJ
ajst-3978	60	16	-	-	PUNCT
ajst-3978	60	17	based	base	VERB
ajst-3978	60	18	methods	method	NOUN
ajst-3978	60	19	,	,	PUNCT
ajst-3978	60	20	researchers	researcher	NOUN
ajst-3978	60	21	needed	need	VERB
ajst-3978	60	22	to	to	PART
ajst-3978	60	23	open	open	VERB
ajst-3978	60	24	up	up	ADP
ajst-3978	60	25	new	new	ADJ
ajst-3978	60	26	approaches	approach	NOUN
ajst-3978	60	27	.	.	PUNCT
ajst-3978	61	1	statistical	statistical	ADJ
ajst-3978	61	2	-	-	PUNCT
ajst-3978	61	3	based	base	VERB
ajst-3978	61	4	methods	method	NOUN
ajst-3978	61	5	emerged	emerge	VERB
ajst-3978	61	6	afterwards	afterwards	ADV
ajst-3978	61	7	.	.	PUNCT
ajst-3978	62	1	the	the	DET
ajst-3978	62	2	main	main	ADJ
ajst-3978	62	3	idea	idea	NOUN
ajst-3978	62	4	of	of	ADP
ajst-3978	62	5	this	this	DET
ajst-3978	62	6	method	method	NOUN
ajst-3978	62	7	is	be	AUX
ajst-3978	62	8	to	to	PART
ajst-3978	62	9	construct	construct	VERB
ajst-3978	62	10	statistical	statistical	ADJ
ajst-3978	62	11	models	model	NOUN
ajst-3978	62	12	for	for	ADP
ajst-3978	62	13	parameter	parameter	NOUN
ajst-3978	62	14	fitting	fit	VERB
ajst-3978	62	15	on	on	ADP
ajst-3978	62	16	manually	manually	ADV
ajst-3978	62	17	annotated	annotate	VERB
ajst-3978	62	18	corpus	corpu	NOUN
ajst-3978	62	19	.	.	PUNCT
ajst-3978	63	1	thus	thus	ADV
ajst-3978	63	2	,	,	PUNCT
ajst-3978	63	3	the	the	DET
ajst-3978	63	4	problem	problem	NOUN
ajst-3978	63	5	of	of	ADP
ajst-3978	63	6	poor	poor	ADJ
ajst-3978	63	7	portability	portability	NOUN
ajst-3978	63	8	of	of	ADP
ajst-3978	63	9	previous	previous	ADJ
ajst-3978	63	10	models	model	NOUN
ajst-3978	63	11	was	be	AUX
ajst-3978	63	12	solved	solve	VERB
ajst-3978	63	13	.	.	PUNCT
ajst-3978	64	1	the	the	DET
ajst-3978	64	2	current	current	ADJ
ajst-3978	64	3	mainstream	mainstream	ADJ
ajst-3978	64	4	statistical	statistical	ADJ
ajst-3978	64	5	models	model	NOUN
ajst-3978	64	6	are	be	AUX
ajst-3978	64	7	maximum	maximum	PROPN
ajst-3978	64	8	entropy	entropy	NOUN
ajst-3978	64	9	model	model	NOUN
ajst-3978	64	10	,	,	PUNCT
ajst-3978	64	11	support	support	VERB
ajst-3978	64	12	vector	vector	NOUN
ajst-3978	64	13	machine	machine	NOUN
ajst-3978	64	14	,	,	PUNCT
ajst-3978	64	15	hidden	hide	VERB
ajst-3978	64	16	markov	markov	NOUN
ajst-3978	64	17	model	model	NOUN
ajst-3978	64	18	(	(	PUNCT
ajst-3978	64	19	hmm	hmm	INTJ
ajst-3978	64	20	)	)	PUNCT
ajst-3978	64	21	and	and	CCONJ
ajst-3978	64	22	conditional	conditional	ADJ
ajst-3978	64	23	random	random	ADJ
ajst-3978	64	24	field	field	NOUN
ajst-3978	64	25	(	(	PUNCT
ajst-3978	64	26	crf	crf	NOUN
ajst-3978	64	27	)	)	PUNCT
ajst-3978	64	28	.	.	PUNCT
ajst-3978	65	1	among	among	ADP
ajst-3978	65	2	them	they	PRON
ajst-3978	65	3	,	,	PUNCT
ajst-3978	65	4	the	the	DET
ajst-3978	65	5	conditional	conditional	ADJ
ajst-3978	65	6	random	random	ADJ
ajst-3978	65	7	field	field	NOUN
ajst-3978	65	8	is	be	AUX
ajst-3978	65	9	the	the	DET
ajst-3978	65	10	most	most	ADV
ajst-3978	65	11	effective	effective	ADJ
ajst-3978	65	12	model	model	NOUN
ajst-3978	65	13	for	for	ADP
ajst-3978	65	14	entity	entity	NOUN
ajst-3978	65	15	recognition	recognition	NOUN
ajst-3978	65	16	tasks	task	NOUN
ajst-3978	65	17	based	base	VERB
ajst-3978	65	18	on	on	ADP
ajst-3978	65	19	statistical	statistical	ADJ
ajst-3978	65	20	models	model	NOUN
ajst-3978	65	21	,	,	PUNCT
ajst-3978	65	22	which	which	PRON
ajst-3978	65	23	solves	solve	VERB
ajst-3978	65	24	the	the	DET
ajst-3978	65	25	long	long	ADJ
ajst-3978	65	26	distance	distance	NOUN
ajst-3978	65	27	dependencies	dependency	NOUN
ajst-3978	65	28	between	between	ADP
ajst-3978	65	29	sequences	sequence	NOUN
ajst-3978	65	30	and	and	CCONJ
ajst-3978	65	31	complex	complex	ADJ
ajst-3978	65	32	contextual	contextual	ADJ
ajst-3978	65	33	relationship	relationship	NOUN
ajst-3978	65	34	features	feature	NOUN
ajst-3978	65	35	that	that	PRON
ajst-3978	65	36	can	can	AUX
ajst-3978	65	37	not	not	PART
ajst-3978	65	38	be	be	AUX
ajst-3978	65	39	handled	handle	VERB
ajst-3978	65	40	by	by	ADP
ajst-3978	65	41	hmm	hmm	NOUN
ajst-3978	65	42	models	model	NOUN
ajst-3978	65	43	.	.	PUNCT
ajst-3978	66	1	the	the	DET
ajst-3978	66	2	idea	idea	NOUN
ajst-3978	66	3	of	of	ADP
ajst-3978	66	4	statistical	statistical	ADJ
ajst-3978	66	5	modeling	modeling	NOUN
ajst-3978	66	6	is	be	AUX
ajst-3978	66	7	mainly	mainly	ADV
ajst-3978	66	8	a	a	DET
ajst-3978	66	9	serialized	serialize	VERB
ajst-3978	66	10	annotation	annotation	NOUN
ajst-3978	66	11	method	method	NOUN
ajst-3978	66	12	,	,	PUNCT
ajst-3978	66	13	where	where	SCONJ
ajst-3978	66	14	each	each	DET
ajst-3978	66	15	word	word	NOUN
ajst-3978	66	16	in	in	ADP
ajst-3978	66	17	the	the	DET
ajst-3978	66	18	text	text	NOUN
ajst-3978	66	19	is	be	AUX
ajst-3978	66	20	labeled	label	VERB
ajst-3978	66	21	with	with	ADP
ajst-3978	66	22	a	a	DET
ajst-3978	66	23	particular	particular	ADJ
ajst-3978	66	24	tag	tag	NOUN
ajst-3978	66	25	,	,	PUNCT
ajst-3978	66	26	commonly	commonly	ADV
ajst-3978	66	27	known	know	VERB
ajst-3978	66	28	as	as	ADP
ajst-3978	66	29	bio	bio	PROPN
ajst-3978	66	30	annotation	annotation	NOUN
ajst-3978	66	31	method	method	NOUN
ajst-3978	66	32	.	.	PUNCT
ajst-3978	67	1	the	the	DET
ajst-3978	67	2	bio	bio	PROPN
ajst-3978	67	3	labeling	labeling	NOUN
ajst-3978	67	4	method	method	NOUN
ajst-3978	67	5	labels	label	VERB
ajst-3978	67	6	each	each	DET
ajst-3978	67	7	element	element	NOUN
ajst-3978	67	8	into	into	ADP
ajst-3978	67	9	three	three	NUM
ajst-3978	67	10	99	99	NUM
ajst-3978	67	11	categories	category	NOUN
ajst-3978	67	12	,	,	PUNCT
ajst-3978	67	13	the	the	DET
ajst-3978	67	14	beginning	beginning	NOUN
ajst-3978	67	15	of	of	ADP
ajst-3978	67	16	an	an	DET
ajst-3978	67	17	entity	entity	NOUN
ajst-3978	67	18	x	x	PRON
ajst-3978	67	19	is	be	AUX
ajst-3978	67	20	"	"	PUNCT
ajst-3978	67	21	b	b	X
ajst-3978	67	22	-	-	PUNCT
ajst-3978	67	23	x	x	NOUN
ajst-3978	67	24	"	"	PUNCT
ajst-3978	67	25	,	,	PUNCT
ajst-3978	67	26	the	the	DET
ajst-3978	67	27	end	end	NOUN
ajst-3978	67	28	of	of	ADP
ajst-3978	67	29	entity	entity	NOUN
ajst-3978	67	30	x	x	PRON
ajst-3978	67	31	is	be	AUX
ajst-3978	67	32	"	"	PUNCT
ajst-3978	67	33	i	i	PROPN
ajst-3978	67	34	-	-	PUNCT
ajst-3978	67	35	x	x	NOUN
ajst-3978	67	36	"	"	PUNCT
ajst-3978	67	37	,	,	PUNCT
ajst-3978	67	38	and	and	CCONJ
ajst-3978	67	39	non	non	NOUN
ajst-3978	67	40	-	-	ADJ
ajst-3978	67	41	entities	entity	NOUN
ajst-3978	67	42	use	use	VERB
ajst-3978	67	43	"	"	PUNCT
ajst-3978	67	44	o	o	NOUN
ajst-3978	67	45	"	"	PUNCT
ajst-3978	67	46	.	.	PUNCT
ajst-3978	68	1	for	for	ADP
ajst-3978	68	2	example	example	NOUN
ajst-3978	68	3	,	,	PUNCT
ajst-3978	68	4	du	du	PROPN
ajst-3978	68	5	fu	fu	PROPN
ajst-3978	68	6	's	's	PART
ajst-3978	68	7	poem	poem	NOUN
ajst-3978	68	8	"	"	PUNCT
ajst-3978	68	9	li	li	PROPN
ajst-3978	68	10	bai	bai	PROPN
ajst-3978	68	11	's	's	PART
ajst-3978	68	12	poems	poem	NOUN
ajst-3978	68	13	are	be	AUX
ajst-3978	68	14	a	a	DET
ajst-3978	68	15	hundred	hundred	NUM
ajst-3978	68	16	pieces	piece	NOUN
ajst-3978	68	17	of	of	ADP
ajst-3978	68	18	poetry	poetry	NOUN
ajst-3978	68	19	,	,	PUNCT
ajst-3978	68	20	and	and	CCONJ
ajst-3978	68	21	he	he	PRON
ajst-3978	68	22	sleeps	sleep	VERB
ajst-3978	68	23	in	in	ADP
ajst-3978	68	24	a	a	DET
ajst-3978	68	25	restaurant	restaurant	NOUN
ajst-3978	68	26	in	in	ADP
ajst-3978	68	27	chang'an	chang'an	PROPN
ajst-3978	68	28	city	city	NOUN
ajst-3978	68	29	.	.	PUNCT
ajst-3978	68	30	"	"	PUNCT
ajst-3978	69	1	in	in	ADP
ajst-3978	69	2	the	the	DET
ajst-3978	69	3	poem	poem	NOUN
ajst-3978	69	4	,	,	PUNCT
ajst-3978	69	5	"	"	PUNCT
ajst-3978	69	6	li	li	PROPN
ajst-3978	69	7	bai	bai	PROPN
ajst-3978	69	8	"	"	PUNCT
ajst-3978	69	9	is	be	AUX
ajst-3978	69	10	a	a	DET
ajst-3978	69	11	person	person	NOUN
ajst-3978	69	12	's	's	PART
ajst-3978	69	13	name	name	NOUN
ajst-3978	69	14	,	,	PUNCT
ajst-3978	69	15	so	so	CCONJ
ajst-3978	69	16	the	the	DET
ajst-3978	69	17	entity	entity	NOUN
ajst-3978	69	18	"	"	PUNCT
ajst-3978	69	19	li	li	PROPN
ajst-3978	69	20	bai	bai	PROPN
ajst-3978	69	21	"	"	PUNCT
ajst-3978	69	22	is	be	AUX
ajst-3978	69	23	labeled	label	VERB
ajst-3978	69	24	as	as	ADP
ajst-3978	69	25	"	"	PUNCT
ajst-3978	69	26	b	b	X
ajst-3978	69	27	-	-	PUNCT
ajst-3978	69	28	per	per	NOUN
ajst-3978	69	29	"	"	PUNCT
ajst-3978	69	30	,	,	PUNCT
ajst-3978	69	31	"	"	PUNCT
ajst-3978	69	32	i	i	PRON
ajst-3978	69	33	-	-	PUNCT
ajst-3978	69	34	per	per	NOUN
ajst-3978	69	35	"	"	PUNCT
ajst-3978	69	36	;	;	PUNCT
ajst-3978	69	37	similarly	similarly	ADV
ajst-3978	69	38	,	,	PUNCT
ajst-3978	69	39	"	"	PUNCT
ajst-3978	69	40	chang'an	chang'an	NOUN
ajst-3978	69	41	"	"	PUNCT
ajst-3978	69	42	is	be	AUX
ajst-3978	69	43	labeled	label	VERB
ajst-3978	69	44	as	as	ADP
ajst-3978	69	45	"	"	PUNCT
ajst-3978	69	46	bloc	bloc	NOUN
ajst-3978	69	47	"	"	PUNCT
ajst-3978	69	48	and	and	CCONJ
ajst-3978	69	49	"	"	PUNCT
ajst-3978	69	50	i	i	PROPN
ajst-3978	69	51	-	-	PUNCT
ajst-3978	69	52	loc	loc	PROPN
ajst-3978	69	53	"	"	PUNCT
ajst-3978	69	54	,	,	PUNCT
ajst-3978	69	55	and	and	CCONJ
ajst-3978	69	56	other	other	ADJ
ajst-3978	69	57	non	non	NOUN
ajst-3978	69	58	-	-	NOUN
ajst-3978	69	59	entities	entity	NOUN
ajst-3978	69	60	are	be	AUX
ajst-3978	69	61	labeled	label	VERB
ajst-3978	69	62	with	with	ADP
ajst-3978	69	63	other	other	ADJ
ajst-3978	69	64	non	non	NOUN
ajst-3978	69	65	-	-	NOUN
ajst-3978	69	66	entities	entity	NOUN
ajst-3978	69	67	are	be	AUX
ajst-3978	69	68	labeled	label	VERB
ajst-3978	69	69	with	with	ADP
ajst-3978	69	70	"	"	PUNCT
ajst-3978	69	71	o	o	NOUN
ajst-3978	69	72	"	"	PUNCT
ajst-3978	69	73	.	.	PUNCT
ajst-3978	70	1	this	this	PRON
ajst-3978	70	2	basically	basically	ADV
ajst-3978	70	3	determines	determine	VERB
ajst-3978	70	4	the	the	DET
ajst-3978	70	5	left	left	ADJ
ajst-3978	70	6	and	and	CCONJ
ajst-3978	70	7	right	right	ADJ
ajst-3978	70	8	boundaries	boundary	NOUN
ajst-3978	70	9	of	of	ADP
ajst-3978	70	10	the	the	DET
ajst-3978	70	11	named	name	VERB
ajst-3978	70	12	entity	entity	NOUN
ajst-3978	70	13	.	.	PUNCT
ajst-3978	71	1	3.2.3	3.2.3	X
ajst-3978	71	2	.	.	X
ajst-3978	71	3	deep	deep	ADJ
ajst-3978	71	4	learning	learning	NOUN
ajst-3978	71	5	based	base	VERB
ajst-3978	71	6	approach	approach	NOUN
ajst-3978	71	7	statistical	statistical	NOUN
ajst-3978	71	8	-	-	PUNCT
ajst-3978	71	9	based	base	VERB
ajst-3978	71	10	methods	method	NOUN
ajst-3978	71	11	have	have	AUX
ajst-3978	71	12	been	be	AUX
ajst-3978	71	13	able	able	ADJ
ajst-3978	71	14	to	to	PART
ajst-3978	71	15	achieve	achieve	VERB
ajst-3978	71	16	high	high	ADJ
ajst-3978	71	17	accuracy	accuracy	NOUN
ajst-3978	71	18	and	and	CCONJ
ajst-3978	71	19	better	well	ADJ
ajst-3978	71	20	portability	portability	NOUN
ajst-3978	71	21	,	,	PUNCT
ajst-3978	71	22	but	but	CCONJ
ajst-3978	71	23	there	there	PRON
ajst-3978	71	24	are	be	VERB
ajst-3978	71	25	still	still	ADV
ajst-3978	71	26	some	some	DET
ajst-3978	71	27	problems	problem	NOUN
ajst-3978	71	28	.	.	PUNCT
ajst-3978	72	1	first	first	ADV
ajst-3978	72	2	,	,	PUNCT
ajst-3978	72	3	manual	manual	ADJ
ajst-3978	72	4	feature	feature	NOUN
ajst-3978	72	5	selection	selection	NOUN
ajst-3978	72	6	is	be	AUX
ajst-3978	72	7	not	not	PART
ajst-3978	72	8	the	the	DET
ajst-3978	72	9	optimal	optimal	ADJ
ajst-3978	72	10	choice	choice	NOUN
ajst-3978	72	11	,	,	PUNCT
ajst-3978	72	12	so	so	SCONJ
ajst-3978	72	13	that	that	SCONJ
ajst-3978	72	14	important	important	ADJ
ajst-3978	72	15	details	detail	NOUN
ajst-3978	72	16	may	may	AUX
ajst-3978	72	17	be	be	AUX
ajst-3978	72	18	lost	lose	VERB
ajst-3978	72	19	in	in	ADP
ajst-3978	72	20	the	the	DET
ajst-3978	72	21	text	text	NOUN
ajst-3978	72	22	-	-	PUNCT
ajst-3978	72	23	tofeature	tofeature	NOUN
ajst-3978	72	24	step	step	NOUN
ajst-3978	72	25	,	,	PUNCT
ajst-3978	72	26	often	often	ADV
ajst-3978	72	27	leading	lead	VERB
ajst-3978	72	28	to	to	ADP
ajst-3978	72	29	a	a	DET
ajst-3978	72	30	subsequent	subsequent	ADJ
ajst-3978	72	31	recognition	recognition	NOUN
ajst-3978	72	32	model	model	NOUN
ajst-3978	72	33	with	with	ADP
ajst-3978	72	34	high	high	ADJ
ajst-3978	72	35	accuracy	accuracy	NOUN
ajst-3978	72	36	but	but	CCONJ
ajst-3978	72	37	not	not	PART
ajst-3978	72	38	reaching	reach	VERB
ajst-3978	72	39	a	a	DET
ajst-3978	72	40	high	high	ADJ
ajst-3978	72	41	overall	overall	ADJ
ajst-3978	72	42	performance	performance	NOUN
ajst-3978	72	43	;	;	PUNCT
ajst-3978	72	44	the	the	DET
ajst-3978	72	45	most	most	ADV
ajst-3978	72	46	critical	critical	ADJ
ajst-3978	72	47	drawback	drawback	NOUN
ajst-3978	72	48	is	be	AUX
ajst-3978	72	49	the	the	DET
ajst-3978	72	50	need	need	NOUN
ajst-3978	72	51	for	for	ADP
ajst-3978	72	52	input	input	NOUN
ajst-3978	72	53	features	feature	NOUN
ajst-3978	72	54	,	,	PUNCT
ajst-3978	72	55	which	which	PRON
ajst-3978	72	56	takes	take	VERB
ajst-3978	72	57	a	a	DET
ajst-3978	72	58	lot	lot	NOUN
ajst-3978	72	59	of	of	ADP
ajst-3978	72	60	time	time	NOUN
ajst-3978	72	61	when	when	SCONJ
ajst-3978	72	62	performing	perform	VERB
ajst-3978	72	63	complex	complex	ADJ
ajst-3978	72	64	feature	feature	NOUN
ajst-3978	72	65	engineering	engineering	NOUN
ajst-3978	72	66	.	.	PUNCT
ajst-3978	73	1	deep	deep	ADJ
ajst-3978	73	2	learning	learning	NOUN
ajst-3978	73	3	has	have	AUX
ajst-3978	73	4	been	be	AUX
ajst-3978	73	5	increasingly	increasingly	ADV
ajst-3978	73	6	researched	research	VERB
ajst-3978	73	7	in	in	ADP
ajst-3978	73	8	natural	natural	ADJ
ajst-3978	73	9	language	language	NOUN
ajst-3978	73	10	processing	processing	NOUN
ajst-3978	73	11	in	in	ADP
ajst-3978	73	12	recent	recent	ADJ
ajst-3978	73	13	years	year	NOUN
ajst-3978	73	14	,	,	PUNCT
ajst-3978	73	15	improving	improve	VERB
ajst-3978	73	16	efficiency	efficiency	NOUN
ajst-3978	73	17	in	in	ADP
ajst-3978	73	18	various	various	ADJ
ajst-3978	73	19	tasks	task	NOUN
ajst-3978	73	20	in	in	ADP
ajst-3978	73	21	comparison	comparison	NOUN
ajst-3978	73	22	to	to	ADP
ajst-3978	73	23	previous	previous	ADJ
ajst-3978	73	24	models	model	NOUN
ajst-3978	73	25	.	.	PUNCT
ajst-3978	74	1	deep	deep	ADJ
ajst-3978	74	2	learning	learning	NOUN
ajst-3978	74	3	methods	method	NOUN
ajst-3978	74	4	mainly	mainly	ADV
ajst-3978	74	5	use	use	VERB
ajst-3978	74	6	word	word	NOUN
ajst-3978	74	7	vector	vector	NOUN
ajst-3978	74	8	techniques	technique	NOUN
ajst-3978	74	9	to	to	PART
ajst-3978	74	10	convert	convert	VERB
ajst-3978	74	11	text	text	NOUN
ajst-3978	74	12	into	into	ADP
ajst-3978	74	13	vector	vector	NOUN
ajst-3978	74	14	representations	representation	NOUN
ajst-3978	74	15	,	,	PUNCT
ajst-3978	74	16	which	which	PRON
ajst-3978	74	17	are	be	AUX
ajst-3978	74	18	subsequently	subsequently	ADV
ajst-3978	74	19	trained	train	VERB
ajst-3978	74	20	using	use	VERB
ajst-3978	74	21	neural	neural	ADJ
ajst-3978	74	22	networks	network	NOUN
ajst-3978	74	23	.	.	PUNCT
ajst-3978	75	1	the	the	DET
ajst-3978	75	2	word	word	NOUN
ajst-3978	75	3	vector	vector	NOUN
ajst-3978	75	4	model	model	NOUN
ajst-3978	75	5	word2vec	word2vec	PROPN
ajst-3978	75	6	is	be	AUX
ajst-3978	75	7	proposed	propose	VERB
ajst-3978	75	8	on	on	ADP
ajst-3978	75	9	the	the	DET
ajst-3978	75	10	basis	basis	NOUN
ajst-3978	75	11	of	of	ADP
ajst-3978	75	12	one	one	NUM
ajst-3978	75	13	-	-	PUNCT
ajst-3978	75	14	hot	hot	ADJ
ajst-3978	75	15	discrete	discrete	ADJ
ajst-3978	75	16	representation	representation	NOUN
ajst-3978	75	17	of	of	ADP
ajst-3978	75	18	text	text	NOUN
ajst-3978	75	19	,	,	PUNCT
ajst-3978	75	20	which	which	PRON
ajst-3978	75	21	can	can	AUX
ajst-3978	75	22	be	be	AUX
ajst-3978	75	23	used	use	VERB
ajst-3978	75	24	to	to	PART
ajst-3978	75	25	obtain	obtain	VERB
ajst-3978	75	26	vectorized	vectorize	VERB
ajst-3978	75	27	representations	representation	NOUN
ajst-3978	75	28	of	of	ADP
ajst-3978	75	29	words	word	NOUN
ajst-3978	75	30	by	by	ADP
ajst-3978	75	31	context	context	NOUN
ajst-3978	75	32	.	.	PUNCT
ajst-3978	76	1	subsequently	subsequently	ADV
ajst-3978	76	2	,	,	PUNCT
ajst-3978	76	3	the	the	DET
ajst-3978	76	4	most	most	ADV
ajst-3978	76	5	common	common	ADJ
ajst-3978	76	6	network	network	NOUN
ajst-3978	76	7	structures	structure	NOUN
ajst-3978	76	8	in	in	ADP
ajst-3978	76	9	text	text	NOUN
ajst-3978	76	10	tasks	task	NOUN
ajst-3978	76	11	are	be	AUX
ajst-3978	76	12	rnn	rnn	NOUN
ajst-3978	76	13	,	,	PUNCT
ajst-3978	76	14	lstm	lstm	NOUN
ajst-3978	76	15	,	,	PUNCT
ajst-3978	76	16	bilstm	bilstm	NOUN
ajst-3978	76	17	,	,	PUNCT
ajst-3978	76	18	and	and	CCONJ
ajst-3978	76	19	bilstm+crf	bilstm+crf	NOUN
ajst-3978	76	20	structures	structure	NOUN
ajst-3978	76	21	.	.	PUNCT
ajst-3978	77	1	using	use	VERB
ajst-3978	77	2	a	a	DET
ajst-3978	77	3	bi	bi	ADJ
ajst-3978	77	4	-	-	ADJ
ajst-3978	77	5	directional	directional	ADJ
ajst-3978	77	6	lstm	lstm	NOUN
ajst-3978	77	7	can	can	AUX
ajst-3978	77	8	solve	solve	VERB
ajst-3978	77	9	the	the	DET
ajst-3978	77	10	problem	problem	NOUN
ajst-3978	77	11	of	of	ADP
ajst-3978	77	12	gradient	gradient	ADJ
ajst-3978	77	13	disappearance	disappearance	NOUN
ajst-3978	77	14	in	in	ADP
ajst-3978	77	15	one	one	NUM
ajst-3978	77	16	-	-	PUNCT
ajst-3978	77	17	way	way	NOUN
ajst-3978	77	18	networks	network	NOUN
ajst-3978	77	19	by	by	ADP
ajst-3978	77	20	keeping	keep	VERB
ajst-3978	77	21	the	the	DET
ajst-3978	77	22	important	important	ADJ
ajst-3978	77	23	weight	weight	NOUN
ajst-3978	77	24	information	information	NOUN
ajst-3978	77	25	in	in	ADP
ajst-3978	77	26	the	the	DET
ajst-3978	77	27	memory	memory	NOUN
ajst-3978	77	28	unit	unit	NOUN
ajst-3978	77	29	and	and	CCONJ
ajst-3978	77	30	finally	finally	ADV
ajst-3978	77	31	using	use	VERB
ajst-3978	77	32	the	the	DET
ajst-3978	77	33	activation	activation	NOUN
ajst-3978	77	34	function	function	NOUN
ajst-3978	77	35	for	for	ADP
ajst-3978	77	36	the	the	DET
ajst-3978	77	37	output	output	NOUN
ajst-3978	77	38	of	of	ADP
ajst-3978	77	39	recognition	recognition	NOUN
ajst-3978	77	40	probabilities	probability	NOUN
ajst-3978	77	41	.	.	PUNCT
ajst-3978	78	1	3.2.4	3.2.4	NUM
ajst-3978	78	2	.	.	PUNCT
ajst-3978	78	3	ancient	ancient	ADJ
ajst-3978	78	4	text	text	NOUN
ajst-3978	78	5	named	name	VERB
ajst-3978	78	6	entity	entity	NOUN
ajst-3978	78	7	recognition	recognition	NOUN
ajst-3978	78	8	model	model	NOUN
ajst-3978	78	9	with	with	ADP
ajst-3978	78	10	bert	bert	PROPN
ajst-3978	78	11	model	model	NOUN
ajst-3978	78	12	the	the	DET
ajst-3978	78	13	current	current	ADJ
ajst-3978	78	14	mainstream	mainstream	NOUN
ajst-3978	78	15	framework	framework	NOUN
ajst-3978	78	16	for	for	ADP
ajst-3978	78	17	named	name	VERB
ajst-3978	78	18	entity	entity	NOUN
ajst-3978	78	19	recognition	recognition	NOUN
ajst-3978	78	20	is	be	AUX
ajst-3978	78	21	the	the	DET
ajst-3978	78	22	word	word	NOUN
ajst-3978	78	23	vector	vector	NOUN
ajst-3978	78	24	obtained	obtain	VERB
ajst-3978	78	25	from	from	ADP
ajst-3978	78	26	word2vec	word2vec	X
ajst-3978	78	27	training	training	NOUN
ajst-3978	78	28	plus	plus	CCONJ
ajst-3978	78	29	the	the	DET
ajst-3978	78	30	model	model	NOUN
ajst-3978	78	31	of	of	ADP
ajst-3978	78	32	bilstm+crf	bilstm+crf	PROPN
ajst-3978	78	33	.	.	PUNCT
ajst-3978	79	1	in	in	ADP
ajst-3978	79	2	chinese	chinese	PROPN
ajst-3978	79	3	and	and	CCONJ
ajst-3978	79	4	even	even	ADV
ajst-3978	79	5	in	in	ADP
ajst-3978	79	6	ancient	ancient	ADJ
ajst-3978	79	7	languages	language	NOUN
ajst-3978	79	8	,	,	PUNCT
ajst-3978	79	9	the	the	DET
ajst-3978	79	10	structure	structure	NOUN
ajst-3978	79	11	needs	need	VERB
ajst-3978	79	12	to	to	PART
ajst-3978	79	13	be	be	AUX
ajst-3978	79	14	adapted	adapt	VERB
ajst-3978	79	15	.	.	PUNCT
ajst-3978	80	1	first	first	ADV
ajst-3978	80	2	of	of	ADP
ajst-3978	80	3	all	all	PRON
ajst-3978	80	4	,	,	PUNCT
ajst-3978	80	5	chinese	chinese	ADJ
ajst-3978	80	6	datasets	dataset	NOUN
ajst-3978	80	7	need	need	VERB
ajst-3978	80	8	to	to	PART
ajst-3978	80	9	be	be	AUX
ajst-3978	80	10	word	word	NOUN
ajst-3978	80	11	-	-	PUNCT
ajst-3978	80	12	separated	separate	VERB
ajst-3978	80	13	compared	compare	VERB
ajst-3978	80	14	to	to	ADP
ajst-3978	80	15	english	english	PROPN
ajst-3978	80	16	,	,	PUNCT
ajst-3978	80	17	especially	especially	ADV
ajst-3978	80	18	for	for	ADP
ajst-3978	80	19	ancient	ancient	ADJ
ajst-3978	80	20	chinese	chinese	ADJ
ajst-3978	80	21	wordseparation	wordseparation	NOUN
ajst-3978	80	22	,	,	PUNCT
ajst-3978	80	23	it	it	PRON
ajst-3978	80	24	is	be	AUX
ajst-3978	80	25	often	often	ADV
ajst-3978	80	26	better	well	ADJ
ajst-3978	80	27	to	to	PART
ajst-3978	80	28	use	use	VERB
ajst-3978	80	29	character	character	NOUN
ajst-3978	80	30	-	-	PUNCT
ajst-3978	80	31	level	level	NOUN
ajst-3978	80	32	input	input	NOUN
ajst-3978	80	33	or	or	CCONJ
ajst-3978	80	34	a	a	DET
ajst-3978	80	35	combination	combination	NOUN
ajst-3978	80	36	of	of	ADP
ajst-3978	80	37	word	word	NOUN
ajst-3978	80	38	-	-	PUNCT
ajst-3978	80	39	level	level	NOUN
ajst-3978	80	40	and	and	CCONJ
ajst-3978	80	41	word	word	NOUN
ajst-3978	80	42	-	-	PUNCT
ajst-3978	80	43	level	level	NOUN
ajst-3978	80	44	input	input	NOUN
ajst-3978	80	45	.	.	PUNCT
ajst-3978	81	1	when	when	SCONJ
ajst-3978	81	2	extracting	extract	VERB
ajst-3978	81	3	contextual	contextual	ADJ
ajst-3978	81	4	features	feature	NOUN
ajst-3978	81	5	,	,	PUNCT
ajst-3978	81	6	using	use	VERB
ajst-3978	81	7	the	the	DET
ajst-3978	81	8	transformer	transformer	ADJ
ajst-3978	81	9	architecture	architecture	NOUN
ajst-3978	81	10	can	can	AUX
ajst-3978	81	11	improve	improve	VERB
ajst-3978	81	12	the	the	DET
ajst-3978	81	13	effectiveness	effectiveness	NOUN
ajst-3978	81	14	of	of	ADP
ajst-3978	81	15	rnn	rnn	PROPN
ajst-3978	81	16	-	-	PUNCT
ajst-3978	81	17	like	like	ADJ
ajst-3978	81	18	models	model	NOUN
ajst-3978	81	19	.	.	PUNCT
ajst-3978	82	1	a	a	DET
ajst-3978	82	2	bert	bert	ADJ
ajst-3978	82	3	pre	pre	ADJ
ajst-3978	82	4	-	-	ADJ
ajst-3978	82	5	trained	train	VERB
ajst-3978	82	6	model	model	NOUN
ajst-3978	82	7	with	with	ADP
ajst-3978	82	8	transformer	transformer	NOUN
ajst-3978	82	9	architecture	architecture	NOUN
ajst-3978	82	10	can	can	AUX
ajst-3978	82	11	be	be	AUX
ajst-3978	82	12	used	use	VERB
ajst-3978	82	13	to	to	PART
ajst-3978	82	14	mask	mask	VERB
ajst-3978	82	15	some	some	DET
ajst-3978	82	16	words	word	NOUN
ajst-3978	82	17	in	in	ADP
ajst-3978	82	18	a	a	DET
ajst-3978	82	19	given	give	VERB
ajst-3978	82	20	sentence	sentence	NOUN
ajst-3978	82	21	and	and	CCONJ
ajst-3978	82	22	let	let	VERB
ajst-3978	82	23	the	the	DET
ajst-3978	82	24	bert	bert	PROPN
ajst-3978	82	25	model	model	NOUN
ajst-3978	82	26	predict	predict	VERB
ajst-3978	82	27	these	these	DET
ajst-3978	82	28	words	word	NOUN
ajst-3978	82	29	so	so	SCONJ
ajst-3978	82	30	that	that	DET
ajst-3978	82	31	transformer	transformer	NOUN
ajst-3978	82	32	will	will	AUX
ajst-3978	82	33	refer	refer	VERB
ajst-3978	82	34	to	to	ADP
ajst-3978	82	35	the	the	DET
ajst-3978	82	36	contextual	contextual	ADJ
ajst-3978	82	37	information	information	NOUN
ajst-3978	82	38	when	when	SCONJ
ajst-3978	82	39	encoding	encode	VERB
ajst-3978	82	40	a	a	DET
ajst-3978	82	41	word	word	NOUN
ajst-3978	82	42	.	.	PUNCT
ajst-3978	83	1	the	the	DET
ajst-3978	83	2	output	output	NOUN
ajst-3978	83	3	text	text	NOUN
ajst-3978	83	4	undergoes	undergo	VERB
ajst-3978	83	5	word	word	NOUN
ajst-3978	83	6	-	-	PUNCT
ajst-3978	83	7	level	level	NOUN
ajst-3978	83	8	vector	vector	NOUN
ajst-3978	83	9	transformation	transformation	NOUN
ajst-3978	83	10	,	,	PUNCT
ajst-3978	83	11	which	which	PRON
ajst-3978	83	12	mainly	mainly	ADV
ajst-3978	83	13	contains	contain	VERB
ajst-3978	83	14	three	three	NUM
ajst-3978	83	15	aspects	aspect	NOUN
ajst-3978	83	16	:	:	PUNCT
ajst-3978	83	17	position	position	NOUN
ajst-3978	83	18	vector	vector	NOUN
ajst-3978	83	19	,	,	PUNCT
ajst-3978	83	20	text	text	NOUN
ajst-3978	83	21	vector	vector	NOUN
ajst-3978	83	22	,	,	PUNCT
ajst-3978	83	23	and	and	CCONJ
ajst-3978	83	24	word	word	NOUN
ajst-3978	83	25	vector	vector	NOUN
ajst-3978	83	26	,	,	PUNCT
ajst-3978	83	27	and	and	CCONJ
ajst-3978	83	28	then	then	ADV
ajst-3978	83	29	is	be	AUX
ajst-3978	83	30	passed	pass	VERB
ajst-3978	83	31	into	into	ADP
ajst-3978	83	32	the	the	DET
ajst-3978	83	33	bidirectional	bidirectional	ADJ
ajst-3978	83	34	transformer	transformer	NOUN
ajst-3978	83	35	layer	layer	NOUN
ajst-3978	83	36	,	,	PUNCT
ajst-3978	83	37	which	which	PRON
ajst-3978	83	38	after	after	ADP
ajst-3978	83	39	learning	learn	VERB
ajst-3978	83	40	can	can	AUX
ajst-3978	83	41	output	output	VERB
ajst-3978	83	42	the	the	DET
ajst-3978	83	43	label	label	NOUN
ajst-3978	83	44	corresponding	correspond	VERB
ajst-3978	83	45	to	to	ADP
ajst-3978	83	46	each	each	DET
ajst-3978	83	47	word	word	NOUN
ajst-3978	83	48	and	and	CCONJ
ajst-3978	83	49	identify	identify	VERB
ajst-3978	83	50	the	the	DET
ajst-3978	83	51	entities	entity	NOUN
ajst-3978	83	52	in	in	ADP
ajst-3978	83	53	the	the	DET
ajst-3978	83	54	text	text	NOUN
ajst-3978	83	55	.	.	PUNCT
ajst-3978	84	1	at	at	ADP
ajst-3978	84	2	present	present	ADJ
ajst-3978	84	3	,	,	PUNCT
ajst-3978	84	4	the	the	DET
ajst-3978	84	5	pre	pre	ADJ
ajst-3978	84	6	-	-	ADJ
ajst-3978	84	7	training	training	ADJ
ajst-3978	84	8	model	model	NOUN
ajst-3978	84	9	of	of	ADP
ajst-3978	84	10	bert	bert	PROPN
ajst-3978	84	11	is	be	AUX
ajst-3978	84	12	widely	widely	ADV
ajst-3978	84	13	used	use	VERB
ajst-3978	84	14	in	in	ADP
ajst-3978	84	15	natural	natural	ADJ
ajst-3978	84	16	language	language	NOUN
ajst-3978	84	17	processing	processing	NOUN
ajst-3978	84	18	tasks	task	NOUN
ajst-3978	84	19	,	,	PUNCT
ajst-3978	84	20	but	but	CCONJ
ajst-3978	84	21	there	there	PRON
ajst-3978	84	22	is	be	VERB
ajst-3978	84	23	still	still	ADV
ajst-3978	84	24	much	much	ADJ
ajst-3978	84	25	room	room	NOUN
ajst-3978	84	26	for	for	ADP
ajst-3978	84	27	improvement	improvement	NOUN
ajst-3978	84	28	for	for	ADP
ajst-3978	84	29	ancient	ancient	ADJ
ajst-3978	84	30	texts	text	NOUN
ajst-3978	84	31	.	.	PUNCT
ajst-3978	85	1	in	in	ADP
ajst-3978	85	2	this	this	DET
ajst-3978	85	3	paper	paper	NOUN
ajst-3978	85	4	,	,	PUNCT
ajst-3978	85	5	we	we	PRON
ajst-3978	85	6	choose	choose	VERB
ajst-3978	85	7	to	to	PART
ajst-3978	85	8	use	use	VERB
ajst-3978	85	9	bert	bert	PROPN
ajst-3978	85	10	pre	pre	ADJ
ajst-3978	85	11	-	-	ADJ
ajst-3978	85	12	training	training	ADJ
ajst-3978	85	13	model	model	NOUN
ajst-3978	85	14	to	to	PART
ajst-3978	85	15	compare	compare	VERB
ajst-3978	85	16	with	with	ADP
ajst-3978	85	17	bilstm+crf	bilstm+crf	NOUN
ajst-3978	85	18	model	model	NOUN
ajst-3978	85	19	,	,	PUNCT
ajst-3978	85	20	and	and	CCONJ
ajst-3978	85	21	use	use	VERB
ajst-3978	85	22	statistical	statistical	ADJ
ajst-3978	85	23	model	model	NOUN
ajst-3978	85	24	crf	crf	PROPN
ajst-3978	85	25	and	and	CCONJ
ajst-3978	85	26	bidirectional	bidirectional	ADJ
ajst-3978	85	27	recurrent	recurrent	ADJ
ajst-3978	85	28	neural	neural	ADJ
ajst-3978	85	29	network	network	NOUN
ajst-3978	85	30	model	model	NOUN
ajst-3978	85	31	bilstm	bilstm	NOUN
ajst-3978	85	32	alone	alone	ADV
ajst-3978	85	33	to	to	PART
ajst-3978	85	34	analyze	analyze	VERB
ajst-3978	85	35	the	the	DET
ajst-3978	85	36	most	most	ADV
ajst-3978	85	37	suitable	suitable	ADJ
ajst-3978	85	38	named	name	VERB
ajst-3978	85	39	entity	entity	NOUN
ajst-3978	85	40	recognition	recognition	NOUN
ajst-3978	85	41	model	model	NOUN
ajst-3978	85	42	,	,	PUNCT
ajst-3978	85	43	and	and	CCONJ
ajst-3978	85	44	apply	apply	VERB
ajst-3978	85	45	it	it	PRON
ajst-3978	85	46	to	to	ADP
ajst-3978	85	47	the	the	DET
ajst-3978	85	48	same	same	ADJ
ajst-3978	85	49	type	type	NOUN
ajst-3978	85	50	of	of	ADP
ajst-3978	85	51	text	text	NOUN
ajst-3978	85	52	to	to	PART
ajst-3978	85	53	verify	verify	VERB
ajst-3978	85	54	.	.	PUNCT
ajst-3978	86	1	4	4	X
ajst-3978	86	2	.	.	X
ajst-3978	86	3	research	research	NOUN
ajst-3978	86	4	content	content	NOUN
ajst-3978	86	5	4.1	4.1	NUM
ajst-3978	86	6	.	.	PUNCT
ajst-3978	87	1	corpus	corpus	NOUN
ajst-3978	87	2	acquisition	acquisition	NOUN
ajst-3978	87	3	and	and	CCONJ
ajst-3978	87	4	processing	processing	NOUN
ajst-3978	87	5	there	there	PRON
ajst-3978	87	6	is	be	VERB
ajst-3978	87	7	no	no	DET
ajst-3978	87	8	large	large	ADJ
ajst-3978	87	9	collection	collection	NOUN
ajst-3978	87	10	of	of	ADP
ajst-3978	87	11	classical	classical	ADJ
ajst-3978	87	12	poetry	poetry	NOUN
ajst-3978	87	13	literature	literature	NOUN
ajst-3978	87	14	on	on	ADP
ajst-3978	87	15	wine	wine	NOUN
ajst-3978	87	16	that	that	PRON
ajst-3978	87	17	has	have	AUX
ajst-3978	87	18	been	be	AUX
ajst-3978	87	19	compiled	compile	VERB
ajst-3978	87	20	.	.	PUNCT
ajst-3978	88	1	the	the	DET
ajst-3978	88	2	corpus	corpus	NOUN
ajst-3978	88	3	in	in	ADP
ajst-3978	88	4	this	this	DET
ajst-3978	88	5	study	study	NOUN
ajst-3978	88	6	is	be	AUX
ajst-3978	88	7	mainly	mainly	ADV
ajst-3978	88	8	from	from	ADP
ajst-3978	88	9	the	the	DET
ajst-3978	88	10	author	author	NOUN
ajst-3978	88	11	's	's	PART
ajst-3978	88	12	collection	collection	NOUN
ajst-3978	88	13	.	.	PUNCT
ajst-3978	89	1	4.1.1	4.1.1	X
ajst-3978	89	2	.	.	PUNCT
ajst-3978	89	3	original	original	ADJ
ajst-3978	89	4	corpus	corpus	NOUN
ajst-3978	89	5	collection	collection	NOUN
ajst-3978	89	6	the	the	DET
ajst-3978	89	7	main	main	ADJ
ajst-3978	89	8	sources	source	NOUN
ajst-3978	89	9	of	of	ADP
ajst-3978	89	10	the	the	DET
ajst-3978	89	11	original	original	ADJ
ajst-3978	89	12	corpus	corpus	NOUN
ajst-3978	89	13	are	be	AUX
ajst-3978	89	14	websites	website	NOUN
ajst-3978	89	15	and	and	CCONJ
ajst-3978	89	16	books	book	NOUN
ajst-3978	89	17	.	.	PUNCT
ajst-3978	90	1	book	book	NOUN
ajst-3978	90	2	data	datum	NOUN
ajst-3978	90	3	mainly	mainly	ADV
ajst-3978	90	4	include	include	VERB
ajst-3978	90	5	books	book	NOUN
ajst-3978	90	6	mentioned	mention	VERB
ajst-3978	90	7	in	in	ADP
ajst-3978	90	8	the	the	DET
ajst-3978	90	9	database	database	NOUN
ajst-3978	90	10	of	of	ADP
ajst-3978	90	11	wine	wine	NOUN
ajst-3978	90	12	culture	culture	NOUN
ajst-3978	90	13	features	feature	NOUN
ajst-3978	90	14	,	,	PUNCT
ajst-3978	90	15	such	such	ADJ
ajst-3978	90	16	as	as	ADP
ajst-3978	90	17	"	"	PUNCT
ajst-3978	90	18	history	history	NOUN
ajst-3978	90	19	of	of	ADP
ajst-3978	90	20	chinese	chinese	ADJ
ajst-3978	90	21	wine	wine	NOUN
ajst-3978	90	22	"	"	PUNCT
ajst-3978	90	23	,	,	PUNCT
ajst-3978	90	24	"	"	PUNCT
ajst-3978	90	25	chinese	chinese	ADJ
ajst-3978	90	26	geography	geography	NOUN
ajst-3978	90	27	of	of	ADP
ajst-3978	90	28	wine	wine	NOUN
ajst-3978	90	29	"	"	PUNCT
ajst-3978	90	30	,	,	PUNCT
ajst-3978	90	31	"	"	PUNCT
ajst-3978	90	32	chinese	chinese	ADJ
ajst-3978	90	33	wine	wine	PROPN
ajst-3978	90	34	dictionary	dictionary	NOUN
ajst-3978	90	35	"	"	PUNCT
ajst-3978	90	36	,	,	PUNCT
ajst-3978	90	37	etc	etc	X
ajst-3978	90	38	.	.	X
ajst-3978	90	39	using	use	VERB
ajst-3978	90	40	orc	orc	NOUN
ajst-3978	90	41	recognition	recognition	NOUN
ajst-3978	90	42	and	and	CCONJ
ajst-3978	90	43	python	python	NOUN
ajst-3978	90	44	language	language	NOUN
ajst-3978	90	45	operations	operation	NOUN
ajst-3978	90	46	,	,	PUNCT
ajst-3978	90	47	the	the	DET
ajst-3978	90	48	required	require	VERB
ajst-3978	90	49	textual	textual	ADJ
ajst-3978	90	50	information	information	NOUN
ajst-3978	90	51	is	be	AUX
ajst-3978	90	52	extracted	extract	VERB
ajst-3978	90	53	.	.	PUNCT
ajst-3978	91	1	websites	website	NOUN
ajst-3978	91	2	mainly	mainly	ADV
ajst-3978	91	3	include	include	VERB
ajst-3978	91	4	ancient	ancient	ADJ
ajst-3978	91	5	wine	wine	NOUN
ajst-3978	91	6	related	relate	VERB
ajst-3978	91	7	websites	website	NOUN
ajst-3978	91	8	such	such	ADJ
ajst-3978	91	9	as	as	ADP
ajst-3978	91	10	ancient	ancient	ADJ
ajst-3978	91	11	poetry	poetry	NOUN
ajst-3978	91	12	and	and	CCONJ
ajst-3978	91	13	literature	literature	NOUN
ajst-3978	91	14	,	,	PUNCT
ajst-3978	91	15	baijiu	baijiu	NOUN
ajst-3978	91	16	says	say	VERB
ajst-3978	91	17	chinese	chinese	PROPN
ajst-3978	91	18	;	;	PUNCT
ajst-3978	91	19	using	use	VERB
ajst-3978	91	20	python	python	NOUN
ajst-3978	91	21	language	language	NOUN
ajst-3978	91	22	,	,	PUNCT
ajst-3978	91	23	the	the	DET
ajst-3978	91	24	crawler	crawler	NOUN
ajst-3978	91	25	is	be	AUX
ajst-3978	91	26	used	use	VERB
ajst-3978	91	27	to	to	PART
ajst-3978	91	28	obtain	obtain	VERB
ajst-3978	91	29	information	information	NOUN
ajst-3978	91	30	on	on	ADP
ajst-3978	91	31	ancient	ancient	ADJ
ajst-3978	91	32	book	book	NOUN
ajst-3978	91	33	names	name	NOUN
ajst-3978	91	34	,	,	PUNCT
ajst-3978	91	35	authors	author	NOUN
ajst-3978	91	36	,	,	PUNCT
ajst-3978	91	37	dynasties	dynasty	NOUN
ajst-3978	91	38	,	,	PUNCT
ajst-3978	91	39	texts	text	NOUN
ajst-3978	91	40	and	and	CCONJ
ajst-3978	91	41	analysis	analysis	NOUN
ajst-3978	91	42	and	and	CCONJ
ajst-3978	91	43	appreciation	appreciation	NOUN
ajst-3978	91	44	by	by	ADP
ajst-3978	91	45	professionals	professional	NOUN
ajst-3978	91	46	related	relate	VERB
ajst-3978	91	47	to	to	ADP
ajst-3978	91	48	ancient	ancient	ADJ
ajst-3978	91	49	wine	wine	NOUN
ajst-3978	91	50	from	from	ADP
ajst-3978	91	51	each	each	DET
ajst-3978	91	52	website	website	NOUN
ajst-3978	91	53	,	,	PUNCT
ajst-3978	91	54	and	and	CCONJ
ajst-3978	91	55	subsequently	subsequently	ADV
ajst-3978	91	56	the	the	DET
ajst-3978	91	57	book	book	NOUN
ajst-3978	91	58	text	text	NOUN
ajst-3978	91	59	information	information	NOUN
ajst-3978	91	60	is	be	AUX
ajst-3978	91	61	integrated	integrate	VERB
ajst-3978	91	62	with	with	ADP
ajst-3978	91	63	the	the	DET
ajst-3978	91	64	website	website	NOUN
ajst-3978	91	65	text	text	NOUN
ajst-3978	91	66	information	information	NOUN
ajst-3978	91	67	and	and	CCONJ
ajst-3978	91	68	stored	store	VERB
ajst-3978	91	69	in	in	ADP
ajst-3978	91	70	a	a	DET
ajst-3978	91	71	formatted	format	VERB
ajst-3978	91	72	form	form	NOUN
ajst-3978	91	73	in	in	ADP
ajst-3978	91	74	the	the	DET
ajst-3978	91	75	established	establish	VERB
ajst-3978	91	76	database	database	NOUN
ajst-3978	91	77	for	for	ADP
ajst-3978	91	78	the	the	DET
ajst-3978	91	79	specialty	specialty	NOUN
ajst-3978	91	80	area	area	NOUN
ajst-3978	91	81	.	.	PUNCT
ajst-3978	92	1	4.1.2	4.1.2	X
ajst-3978	92	2	.	.	PUNCT
ajst-3978	92	3	data	datum	NOUN
ajst-3978	92	4	pre	pre	ADJ
ajst-3978	92	5	-	-	ADJ
ajst-3978	92	6	processing	process	VERB
ajst-3978	92	7	while	while	SCONJ
ajst-3978	92	8	processing	process	VERB
ajst-3978	92	9	the	the	DET
ajst-3978	92	10	text	text	NOUN
ajst-3978	92	11	data	datum	NOUN
ajst-3978	92	12	,	,	PUNCT
ajst-3978	92	13	the	the	DET
ajst-3978	92	14	following	follow	VERB
ajst-3978	92	15	problems	problem	NOUN
ajst-3978	92	16	were	be	AUX
ajst-3978	92	17	identified	identify	VERB
ajst-3978	92	18	:	:	PUNCT
ajst-3978	92	19	(	(	PUNCT
ajst-3978	92	20	1	1	X
ajst-3978	92	21	)	)	PUNCT
ajst-3978	92	22	duplication	duplication	NOUN
ajst-3978	92	23	of	of	ADP
ajst-3978	92	24	canonical	canonical	ADJ
ajst-3978	92	25	texts	text	NOUN
ajst-3978	92	26	.	.	PUNCT
ajst-3978	93	1	duplicate	duplicate	ADJ
ajst-3978	93	2	use	use	NOUN
ajst-3978	93	3	of	of	ADP
ajst-3978	93	4	canonical	canonical	ADJ
ajst-3978	93	5	texts	text	NOUN
ajst-3978	93	6	found	find	VERB
ajst-3978	93	7	in	in	ADP
ajst-3978	93	8	the	the	DET
ajst-3978	93	9	website	website	NOUN
ajst-3978	93	10	and	and	CCONJ
ajst-3978	93	11	those	those	PRON
ajst-3978	93	12	recorded	record	VERB
ajst-3978	93	13	in	in	ADP
ajst-3978	93	14	books	book	NOUN
ajst-3978	93	15	occurred	occur	VERB
ajst-3978	93	16	,	,	PUNCT
ajst-3978	93	17	and	and	CCONJ
ajst-3978	93	18	the	the	DET
ajst-3978	93	19	completely	completely	ADV
ajst-3978	93	20	duplicated	duplicate	VERB
ajst-3978	93	21	canonical	canonical	ADJ
ajst-3978	93	22	texts	text	NOUN
ajst-3978	93	23	were	be	AUX
ajst-3978	93	24	filtered	filter	VERB
ajst-3978	93	25	and	and	CCONJ
ajst-3978	93	26	deleted	delete	VERB
ajst-3978	93	27	by	by	ADP
ajst-3978	93	28	comparison	comparison	NOUN
ajst-3978	93	29	,	,	PUNCT
ajst-3978	93	30	keeping	keep	VERB
ajst-3978	93	31	as	as	ADP
ajst-3978	93	32	complete	complete	ADJ
ajst-3978	93	33	versions	version	NOUN
ajst-3978	93	34	as	as	ADP
ajst-3978	93	35	possible	possible	ADJ
ajst-3978	93	36	.	.	PUNCT
ajst-3978	94	1	(	(	PUNCT
ajst-3978	94	2	2	2	X
ajst-3978	94	3	)	)	PUNCT
ajst-3978	94	4	handling	handling	NOUN
ajst-3978	94	5	of	of	ADP
ajst-3978	94	6	rare	rare	ADJ
ajst-3978	94	7	characters	character	NOUN
ajst-3978	94	8	and	and	CCONJ
ajst-3978	94	9	misspellings	misspelling	NOUN
ajst-3978	94	10	.	.	PUNCT
ajst-3978	95	1	there	there	PRON
ajst-3978	95	2	were	be	VERB
ajst-3978	95	3	many	many	ADJ
ajst-3978	95	4	misidentified	misidentifie	VERB
ajst-3978	95	5	rare	rare	ADJ
ajst-3978	95	6	words	word	NOUN
ajst-3978	95	7	in	in	ADP
ajst-3978	95	8	the	the	DET
ajst-3978	95	9	orc	orc	NOUN
ajst-3978	95	10	identification	identification	NOUN
ajst-3978	95	11	books	book	NOUN
ajst-3978	95	12	,	,	PUNCT
ajst-3978	95	13	so	so	ADV
ajst-3978	95	14	we	we	PRON
ajst-3978	95	15	collected	collect	VERB
ajst-3978	95	16	various	various	ADJ
ajst-3978	95	17	materials	material	NOUN
ajst-3978	95	18	for	for	ADP
ajst-3978	95	19	comparison	comparison	NOUN
ajst-3978	95	20	and	and	CCONJ
ajst-3978	95	21	found	find	VERB
ajst-3978	95	22	the	the	DET
ajst-3978	95	23	correct	correct	ADJ
ajst-3978	95	24	words	word	NOUN
ajst-3978	95	25	;	;	PUNCT
ajst-3978	95	26	those	those	PRON
ajst-3978	95	27	that	that	PRON
ajst-3978	95	28	could	could	AUX
ajst-3978	95	29	not	not	PART
ajst-3978	95	30	be	be	AUX
ajst-3978	95	31	found	find	VERB
ajst-3978	95	32	were	be	AUX
ajst-3978	95	33	deleted	delete	VERB
ajst-3978	95	34	as	as	ADP
ajst-3978	95	35	appropriate	appropriate	ADJ
ajst-3978	95	36	.	.	PUNCT
ajst-3978	96	1	(	(	PUNCT
ajst-3978	96	2	3	3	X
ajst-3978	96	3	)	)	PUNCT
ajst-3978	96	4	processing	processing	NOUN
ajst-3978	96	5	of	of	ADP
ajst-3978	96	6	shorter	short	ADJ
ajst-3978	96	7	or	or	CCONJ
ajst-3978	96	8	longer	long	ADJ
ajst-3978	96	9	sentences	sentence	NOUN
ajst-3978	96	10	.	.	PUNCT
ajst-3978	97	1	some	some	DET
ajst-3978	97	2	verses	verse	NOUN
ajst-3978	97	3	or	or	CCONJ
ajst-3978	97	4	field	field	NOUN
ajst-3978	97	5	interception	interception	NOUN
ajst-3978	97	6	content	content	NOUN
ajst-3978	97	7	is	be	AUX
ajst-3978	97	8	incomplete	incomplete	ADJ
ajst-3978	97	9	,	,	PUNCT
ajst-3978	97	10	as	as	ADV
ajst-3978	97	11	far	far	ADV
ajst-3978	97	12	as	as	ADP
ajst-3978	97	13	possible	possible	ADJ
ajst-3978	97	14	to	to	PART
ajst-3978	97	15	consult	consult	VERB
ajst-3978	97	16	the	the	DET
ajst-3978	97	17	data	datum	NOUN
ajst-3978	97	18	to	to	PART
ajst-3978	97	19	complete	complete	VERB
ajst-3978	97	20	,	,	PUNCT
ajst-3978	97	21	if	if	SCONJ
ajst-3978	97	22	it	it	PRON
ajst-3978	97	23	can	can	AUX
ajst-3978	97	24	not	not	PART
ajst-3978	97	25	be	be	AUX
ajst-3978	97	26	found	find	VERB
ajst-3978	97	27	,	,	PUNCT
ajst-3978	97	28	it	it	PRON
ajst-3978	97	29	will	will	AUX
ajst-3978	97	30	be	be	AUX
ajst-3978	97	31	deleted	delete	VERB
ajst-3978	97	32	to	to	PART
ajst-3978	97	33	ensure	ensure	VERB
ajst-3978	97	34	that	that	SCONJ
ajst-3978	97	35	the	the	DET
ajst-3978	97	36	entity	entity	NOUN
ajst-3978	97	37	recognition	recognition	NOUN
ajst-3978	97	38	of	of	ADP
ajst-3978	97	39	the	the	DET
ajst-3978	97	40	sentence	sentence	NOUN
ajst-3978	97	41	for	for	ADP
ajst-3978	97	42	more	more	ADJ
ajst-3978	97	43	than	than	ADP
ajst-3978	97	44	two	two	NUM
ajst-3978	97	45	sentences	sentence	NOUN
ajst-3978	97	46	or	or	CCONJ
ajst-3978	97	47	length	length	NOUN
ajst-3978	97	48	of	of	ADP
ajst-3978	97	49	more	more	ADJ
ajst-3978	97	50	than	than	ADP
ajst-3978	97	51	8	8	NUM
ajst-3978	97	52	words	word	NOUN
ajst-3978	97	53	;	;	PUNCT
ajst-3978	97	54	for	for	ADP
ajst-3978	97	55	longer	long	ADJ
ajst-3978	97	56	sentences	sentence	NOUN
ajst-3978	97	57	or	or	CCONJ
ajst-3978	97	58	paragraphs	paragraph	NOUN
ajst-3978	97	59	,	,	PUNCT
ajst-3978	97	60	according	accord	VERB
ajst-3978	97	61	to	to	ADP
ajst-3978	97	62	the	the	DET
ajst-3978	97	63	actual	actual	ADJ
ajst-3978	97	64	situation	situation	NOUN
ajst-3978	97	65	of	of	ADP
ajst-3978	97	66	the	the	DET
ajst-3978	97	67	sentence	sentence	NOUN
ajst-3978	97	68	,	,	PUNCT
ajst-3978	97	69	we	we	PRON
ajst-3978	97	70	will	will	AUX
ajst-3978	97	71	split	split	VERB
ajst-3978	97	72	it	it	PRON
ajst-3978	97	73	into	into	ADP
ajst-3978	97	74	several	several	ADJ
ajst-3978	97	75	short	short	ADJ
ajst-3978	97	76	sentences	sentence	NOUN
ajst-3978	97	77	,	,	PUNCT
ajst-3978	97	78	so	so	SCONJ
ajst-3978	97	79	as	as	SCONJ
ajst-3978	97	80	not	not	PART
ajst-3978	97	81	to	to	PART
ajst-3978	97	82	affect	affect	VERB
ajst-3978	97	83	the	the	DET
ajst-3978	97	84	effect	effect	NOUN
ajst-3978	97	85	of	of	ADP
ajst-3978	97	86	recognition	recognition	NOUN
ajst-3978	97	87	.	.	PUNCT
ajst-3978	98	1	(	(	PUNCT
ajst-3978	98	2	4	4	X
ajst-3978	98	3	)	)	PUNCT
ajst-3978	98	4	retention	retention	NOUN
ajst-3978	98	5	of	of	ADP
ajst-3978	98	6	data	datum	NOUN
ajst-3978	98	7	.	.	PUNCT
ajst-3978	99	1	in	in	ADP
ajst-3978	99	2	order	order	NOUN
ajst-3978	99	3	to	to	PART
ajst-3978	99	4	make	make	VERB
ajst-3978	99	5	the	the	DET
ajst-3978	99	6	annotation	annotation	NOUN
ajst-3978	99	7	smooth	smooth	VERB
ajst-3978	99	8	and	and	CCONJ
ajst-3978	99	9	the	the	DET
ajst-3978	99	10	experiment	experiment	NOUN
ajst-3978	99	11	smooth	smooth	NOUN
ajst-3978	99	12	,	,	PUNCT
ajst-3978	99	13	we	we	PRON
ajst-3978	99	14	retained	retain	VERB
ajst-3978	99	15	the	the	DET
ajst-3978	99	16	data	datum	NOUN
ajst-3978	99	17	of	of	ADP
ajst-3978	99	18	the	the	DET
ajst-3978	99	19	following	follow	VERB
ajst-3978	99	20	dimensions	dimension	NOUN
ajst-3978	99	21	:	:	PUNCT
ajst-3978	99	22	document	document	NOUN
ajst-3978	99	23	name	name	NOUN
ajst-3978	99	24	,	,	PUNCT
ajst-3978	99	25	author	author	NOUN
ajst-3978	99	26	name	name	NOUN
ajst-3978	99	27	,	,	PUNCT
ajst-3978	99	28	dynasty	dynasty	NOUN
ajst-3978	99	29	,	,	PUNCT
ajst-3978	99	30	document	document	NOUN
ajst-3978	99	31	content	content	NOUN
ajst-3978	99	32	,	,	PUNCT
ajst-3978	99	33	and	and	CCONJ
ajst-3978	99	34	comment	comment	NOUN
ajst-3978	99	35	.	.	PUNCT
ajst-3978	100	1	after	after	ADP
ajst-3978	100	2	preliminary	preliminary	ADJ
ajst-3978	100	3	data	datum	NOUN
ajst-3978	100	4	processing	processing	NOUN
ajst-3978	100	5	,	,	PUNCT
ajst-3978	100	6	the	the	DET
ajst-3978	100	7	preliminary	preliminary	ADJ
ajst-3978	100	8	established	establish	VERB
ajst-3978	100	9	database	database	NOUN
ajst-3978	100	10	of	of	ADP
ajst-3978	100	11	wine	wine	NOUN
ajst-3978	100	12	ancient	ancient	ADJ
ajst-3978	100	13	books	book	NOUN
ajst-3978	100	14	was	be	AUX
ajst-3978	100	15	obtained	obtain	VERB
ajst-3978	100	16	,	,	PUNCT
ajst-3978	100	17	which	which	PRON
ajst-3978	100	18	contains	contain	VERB
ajst-3978	100	19	a	a	DET
ajst-3978	100	20	total	total	NOUN
ajst-3978	100	21	of	of	ADP
ajst-3978	100	22	3251	3251	NUM
ajst-3978	100	23	poetry	poetry	NOUN
ajst-3978	100	24	literature	literature	PROPN
ajst-3978	100	25	data	data	PROPN
ajst-3978	100	26	,	,	PUNCT
ajst-3978	100	27	involving	involve	VERB
ajst-3978	100	28	dynasties	dynasty	NOUN
ajst-3978	100	29	including	include	VERB
ajst-3978	100	30	wei	wei	PROPN
ajst-3978	100	31	and	and	CCONJ
ajst-3978	100	32	jin	jin	PROPN
ajst-3978	100	33	,	,	PUNCT
ajst-3978	100	34	tang	tang	NOUN
ajst-3978	100	35	and	and	CCONJ
ajst-3978	100	36	song	song	NOUN
ajst-3978	100	37	,	,	PUNCT
ajst-3978	100	38	yuan	yuan	NOUN
ajst-3978	100	39	,	,	PUNCT
ajst-3978	100	40	ming	ming	NOUN
ajst-3978	100	41	,	,	PUNCT
ajst-3978	100	42	and	and	CCONJ
ajst-3978	100	43	qing	qing	NOUN
ajst-3978	100	44	dynasties	dynasty	NOUN
ajst-3978	100	45	.	.	PUNCT
ajst-3978	101	1	4.2	4.2	NUM
ajst-3978	101	2	.	.	PUNCT
ajst-3978	101	3	entity	entity	NOUN
ajst-3978	101	4	labeling	labeling	NOUN
ajst-3978	101	5	system	system	NOUN
ajst-3978	101	6	establishment	establishment	NOUN
ajst-3978	101	7	the	the	DET
ajst-3978	101	8	definition	definition	NOUN
ajst-3978	101	9	of	of	ADP
ajst-3978	101	10	named	name	VERB
ajst-3978	101	11	entity	entity	NOUN
ajst-3978	101	12	identification	identification	NOUN
ajst-3978	101	13	presented	present	VERB
ajst-3978	101	14	in	in	ADP
ajst-3978	101	15	the	the	DET
ajst-3978	101	16	sixth	sixth	ADJ
ajst-3978	101	17	message	message	NOUN
ajst-3978	101	18	understanding	understand	VERB
ajst-3978	101	19	conference	conference	NOUN
ajst-3978	101	20	contains	contain	VERB
ajst-3978	101	21	three	three	NUM
ajst-3978	101	22	major	major	ADJ
ajst-3978	101	23	categories	category	NOUN
ajst-3978	101	24	and	and	CCONJ
ajst-3978	101	25	seven	seven	NUM
ajst-3978	101	26	subcategories	subcategorie	NOUN
ajst-3978	101	27	of	of	ADP
ajst-3978	101	28	entities	entity	NOUN
ajst-3978	101	29	;	;	PUNCT
ajst-3978	101	30	the	the	DET
ajst-3978	101	31	three	three	NUM
ajst-3978	101	32	major	major	ADJ
ajst-3978	101	33	categories	category	NOUN
ajst-3978	101	34	include	include	VERB
ajst-3978	101	35	named	name	VERB
ajst-3978	101	36	entities	entity	NOUN
ajst-3978	101	37	,	,	PUNCT
ajst-3978	101	38	temporal	temporal	ADJ
ajst-3978	101	39	expressions	expression	NOUN
ajst-3978	101	40	and	and	CCONJ
ajst-3978	101	41	quantitative	quantitative	ADJ
ajst-3978	101	42	expressions	expression	NOUN
ajst-3978	101	43	,	,	PUNCT
ajst-3978	101	44	while	while	SCONJ
ajst-3978	101	45	named	name	VERB
ajst-3978	101	46	entities	entity	NOUN
ajst-3978	101	47	are	be	AUX
ajst-3978	101	48	divided	divide	VERB
ajst-3978	101	49	into	into	ADP
ajst-3978	101	50	time	time	NOUN
ajst-3978	101	51	,	,	PUNCT
ajst-3978	101	52	place	place	NOUN
ajst-3978	101	53	and	and	CCONJ
ajst-3978	101	54	institution	institution	NOUN
ajst-3978	101	55	.	.	PUNCT
ajst-3978	102	1	to	to	PART
ajst-3978	102	2	carry	carry	VERB
ajst-3978	102	3	out	out	ADP
ajst-3978	102	4	the	the	DET
ajst-3978	102	5	entity	entity	NOUN
ajst-3978	102	6	identification	identification	NOUN
ajst-3978	102	7	work	work	NOUN
ajst-3978	102	8	,	,	PUNCT
ajst-3978	102	9	we	we	PRON
ajst-3978	102	10	have	have	VERB
ajst-3978	102	11	to	to	PART
ajst-3978	102	12	carry	carry	VERB
ajst-3978	102	13	out	out	ADP
ajst-3978	102	14	the	the	DET
ajst-3978	102	15	establishment	establishment	NOUN
ajst-3978	102	16	of	of	ADP
ajst-3978	102	17	the	the	DET
ajst-3978	102	18	wine	wine	NOUN
ajst-3978	102	19	antiquity	antiquity	NOUN
ajst-3978	102	20	entity	entity	NOUN
ajst-3978	102	21	system	system	NOUN
ajst-3978	102	22	,	,	PUNCT
ajst-3978	102	23	so	so	CCONJ
ajst-3978	102	24	we	we	PRON
ajst-3978	102	25	have	have	VERB
ajst-3978	102	26	to	to	PART
ajst-3978	102	27	combine	combine	VERB
ajst-3978	102	28	the	the	DET
ajst-3978	102	29	definition	definition	NOUN
ajst-3978	102	30	of	of	ADP
ajst-3978	102	31	named	name	VERB
ajst-3978	102	32	entity	entity	NOUN
ajst-3978	102	33	identification	identification	NOUN
ajst-3978	102	34	with	with	ADP
ajst-3978	102	35	the	the	DET
ajst-3978	102	36	target	target	NOUN
ajst-3978	102	37	analysis	analysis	NOUN
ajst-3978	102	38	and	and	CCONJ
ajst-3978	102	39	establish	establish	VERB
ajst-3978	102	40	the	the	DET
ajst-3978	102	41	entities	entity	NOUN
ajst-3978	102	42	for	for	ADP
ajst-3978	102	43	this	this	DET
ajst-3978	102	44	study	study	NOUN
ajst-3978	102	45	.	.	PUNCT
ajst-3978	103	1	100	100	NUM
ajst-3978	103	2	4.2.1	4.2.1	NUM
ajst-3978	103	3	.	.	PUNCT
ajst-3978	103	4	entity	entity	NOUN
ajst-3978	103	5	establishment	establishment	NOUN
ajst-3978	103	6	we	we	PRON
ajst-3978	103	7	decided	decide	VERB
ajst-3978	103	8	to	to	PART
ajst-3978	103	9	use	use	VERB
ajst-3978	103	10	the	the	DET
ajst-3978	103	11	defined	define	VERB
ajst-3978	103	12	entity	entity	NOUN
ajst-3978	103	13	categories	category	NOUN
ajst-3978	103	14	(	(	PUNCT
ajst-3978	103	15	person	person	NOUN
ajst-3978	103	16	name	name	NOUN
ajst-3978	103	17	,	,	PUNCT
ajst-3978	103	18	institution	institution	NOUN
ajst-3978	103	19	name	name	NOUN
ajst-3978	103	20	,	,	PUNCT
ajst-3978	103	21	place	place	NOUN
ajst-3978	103	22	name	name	NOUN
ajst-3978	103	23	,	,	PUNCT
ajst-3978	103	24	time	time	NOUN
ajst-3978	103	25	,	,	PUNCT
ajst-3978	103	26	date	date	NOUN
ajst-3978	103	27	,	,	PUNCT
ajst-3978	103	28	currency	currency	NOUN
ajst-3978	103	29	and	and	CCONJ
ajst-3978	103	30	percentage	percentage	NOUN
ajst-3978	103	31	,	,	PUNCT
ajst-3978	103	32	time	time	NOUN
ajst-3978	103	33	category	category	NOUN
ajst-3978	103	34	,	,	PUNCT
ajst-3978	103	35	number	number	NOUN
ajst-3978	103	36	category	category	NOUN
ajst-3978	103	37	)	)	PUNCT
ajst-3978	103	38	first	first	ADV
ajst-3978	103	39	,	,	PUNCT
ajst-3978	103	40	and	and	CCONJ
ajst-3978	103	41	then	then	ADV
ajst-3978	103	42	add	add	VERB
ajst-3978	103	43	or	or	CCONJ
ajst-3978	103	44	remove	remove	VERB
ajst-3978	103	45	unnecessary	unnecessary	ADJ
ajst-3978	103	46	entities	entity	NOUN
ajst-3978	103	47	through	through	ADP
ajst-3978	103	48	targeted	target	VERB
ajst-3978	103	49	analysis	analysis	NOUN
ajst-3978	103	50	to	to	PART
ajst-3978	103	51	improve	improve	VERB
ajst-3978	103	52	the	the	DET
ajst-3978	103	53	efficiency	efficiency	NOUN
ajst-3978	103	54	of	of	ADP
ajst-3978	103	55	identification	identification	NOUN
ajst-3978	103	56	.	.	PUNCT
ajst-3978	104	1	(	(	PUNCT
ajst-3978	104	2	1	1	X
ajst-3978	104	3	)	)	PUNCT
ajst-3978	104	4	firstly	firstly	ADV
ajst-3978	104	5	,	,	PUNCT
ajst-3978	104	6	for	for	ADP
ajst-3978	104	7	the	the	DET
ajst-3978	104	8	textual	textual	ADJ
ajst-3978	104	9	information	information	NOUN
ajst-3978	104	10	in	in	ADP
ajst-3978	104	11	this	this	DET
ajst-3978	104	12	paper	paper	NOUN
ajst-3978	104	13	,	,	PUNCT
ajst-3978	104	14	the	the	DET
ajst-3978	104	15	corpus	corpus	NOUN
ajst-3978	104	16	used	use	VERB
ajst-3978	104	17	is	be	AUX
ajst-3978	104	18	chinese	chinese	ADJ
ajst-3978	104	19	literary	literary	ADJ
ajst-3978	104	20	texts	text	NOUN
ajst-3978	104	21	,	,	PUNCT
ajst-3978	104	22	so	so	SCONJ
ajst-3978	104	23	some	some	DET
ajst-3978	104	24	entities	entity	NOUN
ajst-3978	104	25	in	in	ADP
ajst-3978	104	26	english	english	ADJ
ajst-3978	104	27	texts	text	NOUN
ajst-3978	104	28	and	and	CCONJ
ajst-3978	104	29	modern	modern	ADJ
ajst-3978	104	30	chinese	chinese	ADJ
ajst-3978	104	31	texts	text	NOUN
ajst-3978	104	32	can	can	AUX
ajst-3978	104	33	be	be	AUX
ajst-3978	104	34	excluded	exclude	VERB
ajst-3978	104	35	:	:	PUNCT
ajst-3978	104	36	currency	currency	NOUN
ajst-3978	104	37	,	,	PUNCT
ajst-3978	104	38	numerical	numerical	ADJ
ajst-3978	104	39	categories	category	NOUN
ajst-3978	104	40	,	,	PUNCT
ajst-3978	104	41	and	and	CCONJ
ajst-3978	104	42	percentages	percentage	NOUN
ajst-3978	104	43	.	.	PUNCT
ajst-3978	105	1	second	second	ADJ
ajst-3978	105	2	,	,	PUNCT
ajst-3978	105	3	for	for	ADP
ajst-3978	105	4	this	this	DET
ajst-3978	105	5	study	study	NOUN
ajst-3978	105	6	,	,	PUNCT
ajst-3978	105	7	only	only	ADV
ajst-3978	105	8	dynasties	dynasty	NOUN
ajst-3978	105	9	and	and	CCONJ
ajst-3978	105	10	chronologies	chronology	NOUN
ajst-3978	105	11	are	be	AUX
ajst-3978	105	12	retained	retain	VERB
ajst-3978	105	13	for	for	ADP
ajst-3978	105	14	the	the	DET
ajst-3978	105	15	time	time	NOUN
ajst-3978	105	16	-	-	PUNCT
ajst-3978	105	17	class	class	NOUN
ajst-3978	105	18	entities	entity	NOUN
ajst-3978	105	19	,	,	PUNCT
ajst-3978	105	20	while	while	SCONJ
ajst-3978	105	21	specific	specific	ADJ
ajst-3978	105	22	times	time	NOUN
ajst-3978	105	23	,	,	PUNCT
ajst-3978	105	24	such	such	ADJ
ajst-3978	105	25	as	as	ADP
ajst-3978	105	26	seasons	season	NOUN
ajst-3978	105	27	and	and	CCONJ
ajst-3978	105	28	living	living	NOUN
ajst-3978	105	29	times	time	NOUN
ajst-3978	105	30	,	,	PUNCT
ajst-3978	105	31	are	be	AUX
ajst-3978	105	32	not	not	PART
ajst-3978	105	33	included	include	VERB
ajst-3978	105	34	.	.	PUNCT
ajst-3978	106	1	therefore	therefore	ADV
ajst-3978	106	2	,	,	PUNCT
ajst-3978	106	3	the	the	DET
ajst-3978	106	4	date	date	NOUN
ajst-3978	106	5	and	and	CCONJ
ajst-3978	106	6	time	time	NOUN
ajst-3978	106	7	categories	category	NOUN
ajst-3978	106	8	are	be	AUX
ajst-3978	106	9	combined	combine	VERB
ajst-3978	106	10	into	into	ADP
ajst-3978	106	11	dynastic	dynastic	ADJ
ajst-3978	106	12	entities	entity	NOUN
ajst-3978	106	13	.	.	PUNCT
ajst-3978	107	1	finally	finally	ADV
ajst-3978	107	2	,	,	PUNCT
ajst-3978	107	3	the	the	DET
ajst-3978	107	4	institution	institution	NOUN
ajst-3978	107	5	name	name	NOUN
ajst-3978	107	6	entity	entity	NOUN
ajst-3978	107	7	was	be	AUX
ajst-3978	107	8	excluded	exclude	VERB
ajst-3978	107	9	because	because	SCONJ
ajst-3978	107	10	of	of	ADP
ajst-3978	107	11	the	the	DET
ajst-3978	107	12	low	low	ADJ
ajst-3978	107	13	frequency	frequency	NOUN
ajst-3978	107	14	of	of	ADP
ajst-3978	107	15	institution	institution	NOUN
ajst-3978	107	16	names	name	NOUN
ajst-3978	107	17	.	.	PUNCT
ajst-3978	108	1	three	three	NUM
ajst-3978	108	2	valid	valid	ADJ
ajst-3978	108	3	entities	entity	NOUN
ajst-3978	108	4	were	be	AUX
ajst-3978	108	5	extracted	extract	VERB
ajst-3978	108	6	:	:	PUNCT
ajst-3978	108	7	person	person	NOUN
ajst-3978	108	8	name	name	NOUN
ajst-3978	108	9	,	,	PUNCT
ajst-3978	108	10	place	place	NOUN
ajst-3978	108	11	name	name	NOUN
ajst-3978	108	12	,	,	PUNCT
ajst-3978	108	13	and	and	CCONJ
ajst-3978	108	14	dynasty	dynasty	NOUN
ajst-3978	108	15	name	name	NOUN
ajst-3978	108	16	.	.	PUNCT
ajst-3978	109	1	(	(	PUNCT
ajst-3978	109	2	2	2	X
ajst-3978	109	3	)	)	PUNCT
ajst-3978	109	4	in	in	ADP
ajst-3978	109	5	the	the	DET
ajst-3978	109	6	contents	content	NOUN
ajst-3978	109	7	of	of	ADP
ajst-3978	109	8	numerous	numerous	ADJ
ajst-3978	109	9	poetic	poetic	ADJ
ajst-3978	109	10	and	and	CCONJ
ajst-3978	109	11	ancient	ancient	ADJ
ajst-3978	109	12	literature	literature	NOUN
ajst-3978	109	13	related	relate	VERB
ajst-3978	109	14	to	to	ADP
ajst-3978	109	15	wine	wine	NOUN
ajst-3978	109	16	collected	collect	VERB
ajst-3978	109	17	by	by	ADP
ajst-3978	109	18	the	the	DET
ajst-3978	109	19	author	author	NOUN
ajst-3978	109	20	,	,	PUNCT
ajst-3978	109	21	most	most	ADJ
ajst-3978	109	22	of	of	ADP
ajst-3978	109	23	them	they	PRON
ajst-3978	109	24	mention	mention	VERB
ajst-3978	109	25	aliases	alias	NOUN
ajst-3978	109	26	or	or	CCONJ
ajst-3978	109	27	types	type	NOUN
ajst-3978	109	28	of	of	ADP
ajst-3978	109	29	wine	wine	NOUN
ajst-3978	109	30	,	,	PUNCT
ajst-3978	109	31	so	so	CCONJ
ajst-3978	109	32	the	the	DET
ajst-3978	109	33	entity	entity	NOUN
ajst-3978	109	34	of	of	ADP
ajst-3978	109	35	wine	wine	NOUN
ajst-3978	109	36	name	name	NOUN
ajst-3978	109	37	was	be	AUX
ajst-3978	109	38	added	add	VERB
ajst-3978	109	39	to	to	ADP
ajst-3978	109	40	this	this	DET
ajst-3978	109	41	study	study	NOUN
ajst-3978	109	42	.	.	PUNCT
ajst-3978	110	1	since	since	SCONJ
ajst-3978	110	2	wine	wine	NOUN
ajst-3978	110	3	literature	literature	NOUN
ajst-3978	110	4	contains	contain	VERB
ajst-3978	110	5	a	a	DET
ajst-3978	110	6	large	large	ADJ
ajst-3978	110	7	number	number	NOUN
ajst-3978	110	8	of	of	ADP
ajst-3978	110	9	activities	activity	NOUN
ajst-3978	110	10	related	relate	VERB
ajst-3978	110	11	to	to	ADP
ajst-3978	110	12	wine	wine	NOUN
ajst-3978	110	13	,	,	PUNCT
ajst-3978	110	14	such	such	ADJ
ajst-3978	110	15	as	as	ADP
ajst-3978	110	16	rituals	ritual	NOUN
ajst-3978	110	17	,	,	PUNCT
ajst-3978	110	18	songs	song	NOUN
ajst-3978	110	19	and	and	CCONJ
ajst-3978	110	20	dances	dance	NOUN
ajst-3978	110	21	,	,	PUNCT
ajst-3978	110	22	etc	etc	X
ajst-3978	110	23	.	.	X
ajst-3978	110	24	,	,	PUNCT
ajst-3978	110	25	the	the	DET
ajst-3978	110	26	entity	entity	NOUN
ajst-3978	110	27	of	of	ADP
ajst-3978	110	28	activity	activity	NOUN
ajst-3978	110	29	names	name	NOUN
ajst-3978	110	30	was	be	AUX
ajst-3978	110	31	added	add	VERB
ajst-3978	110	32	.	.	PUNCT
ajst-3978	111	1	(	(	PUNCT
ajst-3978	111	2	3	3	X
ajst-3978	111	3	)	)	PUNCT
ajst-3978	111	4	this	this	PRON
ajst-3978	111	5	gives	give	VERB
ajst-3978	111	6	us	we	PRON
ajst-3978	111	7	five	five	NUM
ajst-3978	111	8	types	type	NOUN
ajst-3978	111	9	of	of	ADP
ajst-3978	111	10	entities	entity	NOUN
ajst-3978	111	11	:	:	PUNCT
ajst-3978	111	12	person	person	NOUN
ajst-3978	111	13	name	name	NOUN
ajst-3978	111	14	,	,	PUNCT
ajst-3978	111	15	place	place	NOUN
ajst-3978	111	16	name	name	NOUN
ajst-3978	111	17	,	,	PUNCT
ajst-3978	111	18	dynasty	dynasty	NOUN
ajst-3978	111	19	name	name	NOUN
ajst-3978	111	20	,	,	PUNCT
ajst-3978	111	21	wine	wine	NOUN
ajst-3978	111	22	name	name	NOUN
ajst-3978	111	23	,	,	PUNCT
ajst-3978	111	24	and	and	CCONJ
ajst-3978	111	25	activity	activity	NOUN
ajst-3978	111	26	name	name	NOUN
ajst-3978	111	27	.	.	PUNCT
ajst-3978	112	1	after	after	ADP
ajst-3978	112	2	establishing	establish	VERB
ajst-3978	112	3	the	the	DET
ajst-3978	112	4	entities	entity	NOUN
ajst-3978	112	5	,	,	PUNCT
ajst-3978	112	6	you	you	PRON
ajst-3978	112	7	need	need	VERB
ajst-3978	112	8	to	to	PART
ajst-3978	112	9	refine	refine	VERB
ajst-3978	112	10	the	the	DET
ajst-3978	112	11	naming	naming	NOUN
ajst-3978	112	12	rules	rule	NOUN
ajst-3978	112	13	for	for	ADP
ajst-3978	112	14	each	each	DET
ajst-3978	112	15	entity	entity	NOUN
ajst-3978	112	16	.	.	PUNCT
ajst-3978	113	1	person	person	NOUN
ajst-3978	113	2	's	's	PART
ajst-3978	113	3	name	name	NOUN
ajst-3978	113	4	:	:	PUNCT
ajst-3978	113	5	specific	specific	ADJ
ajst-3978	113	6	to	to	ADP
ajst-3978	113	7	the	the	DET
ajst-3978	113	8	person	person	NOUN
ajst-3978	113	9	's	's	PART
ajst-3978	113	10	name	name	NOUN
ajst-3978	113	11	,	,	PUNCT
ajst-3978	113	12	excluding	exclude	VERB
ajst-3978	113	13	official	official	ADJ
ajst-3978	113	14	names	name	NOUN
ajst-3978	113	15	,	,	PUNCT
ajst-3978	113	16	title	title	NOUN
ajst-3978	113	17	names	name	NOUN
ajst-3978	113	18	,	,	PUNCT
ajst-3978	113	19	nickname	nickname	NOUN
ajst-3978	113	20	names	name	NOUN
ajst-3978	113	21	,	,	PUNCT
ajst-3978	113	22	etc	etc	X
ajst-3978	113	23	.	.	X
ajst-3978	113	24	geographical	geographical	ADJ
ajst-3978	113	25	names	name	NOUN
ajst-3978	113	26	:	:	PUNCT
ajst-3978	113	27	including	include	VERB
ajst-3978	113	28	provincial	provincial	ADJ
ajst-3978	113	29	,	,	PUNCT
ajst-3978	113	30	city	city	NOUN
ajst-3978	113	31	and	and	CCONJ
ajst-3978	113	32	countylevel	countylevel	ADJ
ajst-3978	113	33	place	place	NOUN
ajst-3978	113	34	names	name	NOUN
ajst-3978	113	35	(	(	PUNCT
ajst-3978	113	36	ancient	ancient	ADJ
ajst-3978	113	37	place	place	NOUN
ajst-3978	113	38	names	name	NOUN
ajst-3978	113	39	may	may	AUX
ajst-3978	113	40	be	be	AUX
ajst-3978	113	41	different	different	ADJ
ajst-3978	113	42	at	at	ADP
ajst-3978	113	43	the	the	DET
ajst-3978	113	44	local	local	ADJ
ajst-3978	113	45	level	level	NOUN
ajst-3978	113	46	)	)	PUNCT
ajst-3978	113	47	,	,	PUNCT
ajst-3978	113	48	the	the	DET
ajst-3978	113	49	word	word	NOUN
ajst-3978	113	50	appearing	appear	VERB
ajst-3978	113	51	in	in	ADP
ajst-3978	113	52	the	the	DET
ajst-3978	113	53	county	county	NOUN
ajst-3978	113	54	,	,	PUNCT
ajst-3978	113	55	county	county	NOUN
ajst-3978	113	56	and	and	CCONJ
ajst-3978	113	57	other	other	ADJ
ajst-3978	113	58	locations	location	NOUN
ajst-3978	113	59	combined	combine	VERB
ajst-3978	113	60	with	with	ADP
ajst-3978	113	61	the	the	DET
ajst-3978	113	62	word	word	NOUN
ajst-3978	113	63	marked	mark	VERB
ajst-3978	113	64	together	together	ADV
ajst-3978	113	65	,	,	PUNCT
ajst-3978	113	66	not	not	PART
ajst-3978	113	67	marked	mark	VERB
ajst-3978	113	68	with	with	ADP
ajst-3978	113	69	other	other	ADJ
ajst-3978	113	70	specific	specific	ADJ
ajst-3978	113	71	scene	scene	NOUN
ajst-3978	113	72	names	name	NOUN
ajst-3978	113	73	such	such	ADJ
ajst-3978	113	74	as	as	ADP
ajst-3978	113	75	field	field	NOUN
ajst-3978	113	76	,	,	PUNCT
ajst-3978	113	77	marketplace	marketplace	NOUN
ajst-3978	113	78	and	and	CCONJ
ajst-3978	113	79	other	other	ADJ
ajst-3978	113	80	specific	specific	ADJ
ajst-3978	113	81	place	place	NOUN
ajst-3978	113	82	names	name	NOUN
ajst-3978	113	83	.	.	PUNCT
ajst-3978	114	1	the	the	DET
ajst-3978	114	2	name	name	NOUN
ajst-3978	114	3	of	of	ADP
ajst-3978	114	4	the	the	DET
ajst-3978	114	5	dynasty	dynasty	NOUN
ajst-3978	114	6	:	:	PUNCT
ajst-3978	114	7	including	include	VERB
ajst-3978	114	8	the	the	DET
ajst-3978	114	9	name	name	NOUN
ajst-3978	114	10	of	of	ADP
ajst-3978	114	11	the	the	DET
ajst-3978	114	12	dynasty	dynasty	NOUN
ajst-3978	114	13	and	and	CCONJ
ajst-3978	114	14	the	the	DET
ajst-3978	114	15	alias	alia	NOUN
ajst-3978	114	16	of	of	ADP
ajst-3978	114	17	the	the	DET
ajst-3978	114	18	dynasty	dynasty	NOUN
ajst-3978	114	19	,	,	PUNCT
ajst-3978	114	20	not	not	PART
ajst-3978	114	21	marked	mark	VERB
ajst-3978	114	22	with	with	ADP
ajst-3978	114	23	the	the	DET
ajst-3978	114	24	specific	specific	ADJ
ajst-3978	114	25	time	time	NOUN
ajst-3978	114	26	,	,	PUNCT
ajst-3978	114	27	such	such	ADJ
ajst-3978	114	28	as	as	ADP
ajst-3978	114	29	"	"	PUNCT
ajst-3978	114	30	eight	eight	NUM
ajst-3978	114	31	years	year	NOUN
ajst-3978	114	32	of	of	ADP
ajst-3978	114	33	spring	spring	NOUN
ajst-3978	114	34	"	"	PUNCT
ajst-3978	114	35	in	in	ADP
ajst-3978	114	36	the	the	DET
ajst-3978	114	37	eight	eight	NUM
ajst-3978	114	38	years	year	NOUN
ajst-3978	114	39	of	of	ADP
ajst-3978	114	40	the	the	DET
ajst-3978	114	41	dali	dali	PROPN
ajst-3978	114	42	spring	spring	NOUN
ajst-3978	114	43	is	be	AUX
ajst-3978	114	44	not	not	PART
ajst-3978	114	45	marked	mark	VERB
ajst-3978	114	46	.	.	PUNCT
ajst-3978	115	1	wine	wine	NOUN
ajst-3978	115	2	names	name	NOUN
ajst-3978	115	3	:	:	PUNCT
ajst-3978	115	4	the	the	DET
ajst-3978	115	5	following	follow	VERB
ajst-3978	115	6	rules	rule	NOUN
ajst-3978	115	7	are	be	AUX
ajst-3978	115	8	defined	define	VERB
ajst-3978	115	9	according	accord	VERB
ajst-3978	115	10	to	to	ADP
ajst-3978	115	11	the	the	DET
ajst-3978	115	12	characteristics	characteristic	NOUN
ajst-3978	115	13	of	of	ADP
ajst-3978	115	14	wine	wine	NOUN
ajst-3978	115	15	names	name	NOUN
ajst-3978	115	16	;	;	PUNCT
ajst-3978	115	17	the	the	DET
ajst-3978	115	18	use	use	NOUN
ajst-3978	115	19	of	of	ADP
ajst-3978	115	20	color	color	NOUN
ajst-3978	115	21	and	and	CCONJ
ajst-3978	115	22	turbidity	turbidity	NOUN
ajst-3978	115	23	to	to	PART
ajst-3978	115	24	define	define	VERB
ajst-3978	115	25	the	the	DET
ajst-3978	115	26	name	name	NOUN
ajst-3978	115	27	of	of	ADP
ajst-3978	115	28	the	the	DET
ajst-3978	115	29	wine	wine	NOUN
ajst-3978	115	30	is	be	AUX
ajst-3978	115	31	not	not	PART
ajst-3978	115	32	labeled	label	VERB
ajst-3978	115	33	,	,	PUNCT
ajst-3978	115	34	such	such	ADJ
ajst-3978	115	35	as	as	ADP
ajst-3978	115	36	"	"	PUNCT
ajst-3978	115	37	fine	fine	ADJ
ajst-3978	115	38	wine	wine	NOUN
ajst-3978	115	39	"	"	PUNCT
ajst-3978	115	40	and	and	CCONJ
ajst-3978	115	41	other	other	ADJ
ajst-3978	115	42	adjectives	adjective	NOUN
ajst-3978	115	43	to	to	PART
ajst-3978	115	44	describe	describe	VERB
ajst-3978	115	45	the	the	DET
ajst-3978	115	46	entity	entity	NOUN
ajst-3978	115	47	of	of	ADP
ajst-3978	115	48	wine	wine	NOUN
ajst-3978	115	49	is	be	AUX
ajst-3978	115	50	not	not	PART
ajst-3978	115	51	labeled	label	VERB
ajst-3978	115	52	,	,	PUNCT
ajst-3978	115	53	the	the	DET
ajst-3978	115	54	word	word	NOUN
ajst-3978	115	55	wine	wine	NOUN
ajst-3978	115	56	appears	appear	VERB
ajst-3978	115	57	together	together	ADV
ajst-3978	115	58	with	with	ADP
ajst-3978	115	59	the	the	DET
ajst-3978	115	60	word	word	NOUN
ajst-3978	115	61	wine	wine	NOUN
ajst-3978	115	62	label	label	NOUN
ajst-3978	115	63	.	.	PUNCT
ajst-3978	116	1	event	event	NOUN
ajst-3978	116	2	name	name	NOUN
ajst-3978	116	3	:	:	PUNCT
ajst-3978	116	4	include	include	VERB
ajst-3978	116	5	the	the	DET
ajst-3978	116	6	name	name	NOUN
ajst-3978	116	7	of	of	ADP
ajst-3978	116	8	the	the	DET
ajst-3978	116	9	event	event	NOUN
ajst-3978	116	10	related	relate	VERB
ajst-3978	116	11	to	to	ADP
ajst-3978	116	12	wine	wine	NOUN
ajst-3978	116	13	.	.	PUNCT
ajst-3978	117	1	4.2.2	4.2.2	X
ajst-3978	117	2	.	.	PUNCT
ajst-3978	117	3	entity	entity	NOUN
ajst-3978	117	4	annotation	annotation	NOUN
ajst-3978	117	5	and	and	CCONJ
ajst-3978	117	6	statistics	statistic	NOUN
ajst-3978	117	7	(	(	PUNCT
ajst-3978	117	8	1	1	X
ajst-3978	117	9	)	)	PUNCT
ajst-3978	117	10	corpus	corpus	NOUN
ajst-3978	117	11	proofreading	proofreading	NOUN
ajst-3978	117	12	we	we	PRON
ajst-3978	117	13	performed	perform	VERB
ajst-3978	117	14	an	an	DET
ajst-3978	117	15	initial	initial	ADJ
ajst-3978	117	16	error	error	NOUN
ajst-3978	117	17	correction	correction	NOUN
ajst-3978	117	18	of	of	ADP
ajst-3978	117	19	the	the	DET
ajst-3978	117	20	text	text	NOUN
ajst-3978	117	21	during	during	ADP
ajst-3978	117	22	pre	pre	ADJ
ajst-3978	117	23	-	-	ADJ
ajst-3978	117	24	processing	processing	ADJ
ajst-3978	117	25	,	,	PUNCT
ajst-3978	117	26	and	and	CCONJ
ajst-3978	117	27	then	then	ADV
ajst-3978	117	28	proofread	proofread	VERB
ajst-3978	117	29	it	it	PRON
ajst-3978	117	30	again	again	ADV
ajst-3978	117	31	in	in	ADP
ajst-3978	117	32	the	the	DET
ajst-3978	117	33	part	part	NOUN
ajst-3978	117	34	of	of	ADP
ajst-3978	117	35	the	the	DET
ajst-3978	117	36	entity	entity	NOUN
ajst-3978	117	37	to	to	PART
ajst-3978	117	38	be	be	AUX
ajst-3978	117	39	annotated	annotate	VERB
ajst-3978	117	40	;	;	PUNCT
ajst-3978	117	41	by	by	ADP
ajst-3978	117	42	proofreading	proofread	VERB
ajst-3978	117	43	it	it	PRON
ajst-3978	117	44	twice	twice	ADV
ajst-3978	117	45	,	,	PUNCT
ajst-3978	117	46	the	the	DET
ajst-3978	117	47	error	error	NOUN
ajst-3978	117	48	rate	rate	NOUN
ajst-3978	117	49	was	be	AUX
ajst-3978	117	50	greatly	greatly	ADV
ajst-3978	117	51	improved	improve	VERB
ajst-3978	117	52	and	and	CCONJ
ajst-3978	117	53	a	a	DET
ajst-3978	117	54	more	more	ADV
ajst-3978	117	55	correct	correct	ADJ
ajst-3978	117	56	version	version	NOUN
ajst-3978	117	57	was	be	AUX
ajst-3978	117	58	retained	retain	VERB
ajst-3978	117	59	.	.	PUNCT
ajst-3978	118	1	(	(	PUNCT
ajst-3978	118	2	2	2	X
ajst-3978	118	3	)	)	PUNCT
ajst-3978	118	4	markup	markup	ADJ
ajst-3978	118	5	rules	rule	NOUN
ajst-3978	118	6	and	and	CCONJ
ajst-3978	118	7	tool	tool	NOUN
ajst-3978	118	8	selection	selection	NOUN
ajst-3978	118	9	the	the	DET
ajst-3978	118	10	annotation	annotation	NOUN
ajst-3978	118	11	involves	involve	VERB
ajst-3978	118	12	three	three	NUM
ajst-3978	118	13	rounds	round	NOUN
ajst-3978	118	14	,	,	PUNCT
ajst-3978	118	15	the	the	DET
ajst-3978	118	16	first	first	ADJ
ajst-3978	118	17	round	round	NOUN
ajst-3978	118	18	first	first	ADV
ajst-3978	118	19	uses	use	VERB
ajst-3978	118	20	the	the	DET
ajst-3978	118	21	annotations	annotation	NOUN
ajst-3978	118	22	of	of	ADP
ajst-3978	118	23	each	each	DET
ajst-3978	118	24	data	datum	NOUN
ajst-3978	118	25	in	in	ADP
ajst-3978	118	26	the	the	DET
ajst-3978	118	27	database	database	NOUN
ajst-3978	118	28	to	to	PART
ajst-3978	118	29	annotate	annotate	VERB
ajst-3978	118	30	with	with	ADP
ajst-3978	118	31	the	the	DET
ajst-3978	118	32	literal	literal	ADJ
ajst-3978	118	33	meaning	meaning	NOUN
ajst-3978	118	34	of	of	ADP
ajst-3978	118	35	the	the	DET
ajst-3978	118	36	text	text	NOUN
ajst-3978	118	37	and	and	CCONJ
ajst-3978	118	38	documents	document	NOUN
ajst-3978	118	39	the	the	DET
ajst-3978	118	40	unclear	unclear	ADJ
ajst-3978	118	41	entities	entity	NOUN
ajst-3978	118	42	;	;	PUNCT
ajst-3978	118	43	the	the	DET
ajst-3978	118	44	second	second	ADJ
ajst-3978	118	45	round	round	NOUN
ajst-3978	118	46	allows	allow	VERB
ajst-3978	118	47	the	the	DET
ajst-3978	118	48	annotators	annotator	NOUN
ajst-3978	118	49	to	to	PART
ajst-3978	118	50	exchange	exchange	VERB
ajst-3978	118	51	annotations	annotation	NOUN
ajst-3978	118	52	,	,	PUNCT
ajst-3978	118	53	conduct	conduct	VERB
ajst-3978	118	54	sampling	sample	VERB
ajst-3978	118	55	tests	test	NOUN
ajst-3978	118	56	and	and	CCONJ
ajst-3978	118	57	discuss	discuss	VERB
ajst-3978	118	58	the	the	DET
ajst-3978	118	59	annotation	annotation	NOUN
ajst-3978	118	60	of	of	ADP
ajst-3978	118	61	unclear	unclear	ADJ
ajst-3978	118	62	entities	entity	NOUN
ajst-3978	118	63	,	,	PUNCT
ajst-3978	118	64	and	and	CCONJ
ajst-3978	118	65	get	get	VERB
ajst-3978	118	66	the	the	DET
ajst-3978	118	67	final	final	ADJ
ajst-3978	118	68	annotation	annotation	NOUN
ajst-3978	118	69	results	result	NOUN
ajst-3978	118	70	by	by	ADP
ajst-3978	118	71	searching	search	VERB
ajst-3978	118	72	for	for	ADP
ajst-3978	118	73	information	information	NOUN
ajst-3978	118	74	in	in	ADP
ajst-3978	118	75	depth	depth	NOUN
ajst-3978	118	76	;	;	PUNCT
ajst-3978	118	77	the	the	DET
ajst-3978	118	78	third	third	ADJ
ajst-3978	118	79	round	round	NOUN
ajst-3978	118	80	invites	invite	VERB
ajst-3978	118	81	experts	expert	NOUN
ajst-3978	118	82	to	to	PART
ajst-3978	118	83	check	check	VERB
ajst-3978	118	84	and	and	CCONJ
ajst-3978	118	85	control	control	VERB
ajst-3978	118	86	the	the	DET
ajst-3978	118	87	annotated	annotate	VERB
ajst-3978	118	88	text	text	NOUN
ajst-3978	118	89	and	and	CCONJ
ajst-3978	118	90	check	check	VERB
ajst-3978	118	91	the	the	DET
ajst-3978	118	92	overall	overall	NOUN
ajst-3978	118	93	in	in	ADP
ajst-3978	118	94	the	the	DET
ajst-3978	118	95	third	third	ADJ
ajst-3978	118	96	round	round	NOUN
ajst-3978	118	97	,	,	PUNCT
ajst-3978	118	98	experts	expert	NOUN
ajst-3978	118	99	were	be	AUX
ajst-3978	118	100	invited	invite	VERB
ajst-3978	118	101	to	to	PART
ajst-3978	118	102	check	check	VERB
ajst-3978	118	103	and	and	CCONJ
ajst-3978	118	104	control	control	VERB
ajst-3978	118	105	the	the	DET
ajst-3978	118	106	annotated	annotated	ADJ
ajst-3978	118	107	text	text	NOUN
ajst-3978	118	108	,	,	PUNCT
ajst-3978	118	109	and	and	CCONJ
ajst-3978	118	110	to	to	PART
ajst-3978	118	111	check	check	VERB
ajst-3978	118	112	and	and	CCONJ
ajst-3978	118	113	correct	correct	VERB
ajst-3978	118	114	the	the	DET
ajst-3978	118	115	whole	whole	ADJ
ajst-3978	118	116	text	text	NOUN
ajst-3978	118	117	,	,	PUNCT
ajst-3978	118	118	and	and	CCONJ
ajst-3978	118	119	finally	finally	ADV
ajst-3978	118	120	to	to	PART
ajst-3978	118	121	obtain	obtain	VERB
ajst-3978	118	122	a	a	DET
ajst-3978	118	123	corpus	corpus	NOUN
ajst-3978	118	124	of	of	ADP
ajst-3978	118	125	ancient	ancient	ADJ
ajst-3978	118	126	wine	wine	NOUN
ajst-3978	118	127	texts	text	NOUN
ajst-3978	118	128	for	for	ADP
ajst-3978	118	129	this	this	DET
ajst-3978	118	130	study	study	NOUN
ajst-3978	118	131	.	.	PUNCT
ajst-3978	119	1	the	the	DET
ajst-3978	119	2	annotation	annotation	NOUN
ajst-3978	119	3	tool	tool	NOUN
ajst-3978	119	4	used	use	VERB
ajst-3978	119	5	in	in	ADP
ajst-3978	119	6	this	this	DET
ajst-3978	119	7	study	study	NOUN
ajst-3978	119	8	is	be	AUX
ajst-3978	119	9	yedda	yedda	NOUN
ajst-3978	119	10	,	,	PUNCT
ajst-3978	119	11	which	which	PRON
ajst-3978	119	12	is	be	AUX
ajst-3978	119	13	a	a	DET
ajst-3978	119	14	lightweight	lightweight	ADJ
ajst-3978	119	15	collaborative	collaborative	ADJ
ajst-3978	119	16	text	text	NOUN
ajst-3978	119	17	span	span	NOUN
ajst-3978	119	18	annotation	annotation	NOUN
ajst-3978	119	19	tool	tool	NOUN
ajst-3978	119	20	opensourced	opensource	VERB
ajst-3978	119	21	on	on	ADP
ajst-3978	119	22	github	github	PROPN
ajst-3978	119	23	and	and	CCONJ
ajst-3978	119	24	developed	develop	VERB
ajst-3978	119	25	using	use	VERB
ajst-3978	119	26	the	the	DET
ajst-3978	119	27	tkinter	tkinter	NOUN
ajst-3978	119	28	package	package	NOUN
ajst-3978	119	29	in	in	ADP
ajst-3978	119	30	python	python	PROPN
ajst-3978	119	31	;	;	PUNCT
ajst-3978	119	32	it	it	PRON
ajst-3978	119	33	can	can	AUX
ajst-3978	119	34	be	be	AUX
ajst-3978	119	35	used	use	VERB
ajst-3978	119	36	to	to	PART
ajst-3978	119	37	annotate	annotate	VERB
ajst-3978	119	38	entities	entity	NOUN
ajst-3978	119	39	or	or	CCONJ
ajst-3978	119	40	events	event	NOUN
ajst-3978	119	41	on	on	ADP
ajst-3978	119	42	text	text	NOUN
ajst-3978	119	43	(	(	PUNCT
ajst-3978	119	44	chinese	chinese	PROPN
ajst-3978	119	45	,	,	PUNCT
ajst-3978	119	46	english	english	PROPN
ajst-3978	119	47	and	and	CCONJ
ajst-3978	119	48	almost	almost	ADV
ajst-3978	119	49	any	any	DET
ajst-3978	119	50	other	other	ADJ
ajst-3978	119	51	languages	language	NOUN
ajst-3978	119	52	)	)	PUNCT
ajst-3978	119	53	,	,	PUNCT
ajst-3978	119	54	symbols	symbol	NOUN
ajst-3978	119	55	and	and	CCONJ
ajst-3978	119	56	even	even	ADV
ajst-3978	119	57	emoticons	emoticon	NOUN
ajst-3978	119	58	,	,	PUNCT
ajst-3978	119	59	which	which	PRON
ajst-3978	119	60	is	be	AUX
ajst-3978	119	61	very	very	ADV
ajst-3978	119	62	effective	effective	ADJ
ajst-3978	119	63	for	for	ADP
ajst-3978	119	64	manual	manual	ADJ
ajst-3978	119	65	annotation	annotation	NOUN
ajst-3978	119	66	of	of	ADP
ajst-3978	119	67	text	text	NOUN
ajst-3978	119	68	;	;	PUNCT
ajst-3978	119	69	the	the	DET
ajst-3978	119	70	operation	operation	NOUN
ajst-3978	119	71	is	be	AUX
ajst-3978	119	72	simple	simple	ADJ
ajst-3978	119	73	and	and	CCONJ
ajst-3978	119	74	easy	easy	ADJ
ajst-3978	119	75	to	to	PART
ajst-3978	119	76	use	use	VERB
ajst-3978	119	77	.	.	PUNCT
ajst-3978	120	1	the	the	DET
ajst-3978	120	2	user	user	NOUN
ajst-3978	120	3	only	only	ADV
ajst-3978	120	4	needs	need	VERB
ajst-3978	120	5	to	to	PART
ajst-3978	120	6	select	select	VERB
ajst-3978	120	7	the	the	DET
ajst-3978	120	8	text	text	NOUN
ajst-3978	120	9	span	span	NOUN
ajst-3978	120	10	and	and	CCONJ
ajst-3978	120	11	use	use	VERB
ajst-3978	120	12	the	the	DET
ajst-3978	120	13	shortcut	shortcut	NOUN
ajst-3978	120	14	keys	key	NOUN
ajst-3978	120	15	,	,	PUNCT
ajst-3978	120	16	and	and	CCONJ
ajst-3978	120	17	the	the	DET
ajst-3978	120	18	text	text	NOUN
ajst-3978	120	19	span	span	NOUN
ajst-3978	120	20	is	be	AUX
ajst-3978	120	21	automatically	automatically	ADV
ajst-3978	120	22	annotated	annotate	VERB
ajst-3978	120	23	;	;	PUNCT
ajst-3978	120	24	it	it	PRON
ajst-3978	120	25	also	also	ADV
ajst-3978	120	26	supports	support	VERB
ajst-3978	120	27	exporting	export	VERB
ajst-3978	120	28	the	the	DET
ajst-3978	120	29	annotated	annotate	VERB
ajst-3978	120	30	text	text	NOUN
ajst-3978	120	31	to	to	ADP
ajst-3978	120	32	sequence	sequence	NOUN
ajst-3978	120	33	text	text	NOUN
ajst-3978	120	34	,	,	PUNCT
ajst-3978	120	35	which	which	PRON
ajst-3978	120	36	greatly	greatly	ADV
ajst-3978	120	37	simplifies	simplify	VERB
ajst-3978	120	38	the	the	DET
ajst-3978	120	39	operation	operation	NOUN
ajst-3978	120	40	of	of	ADP
ajst-3978	120	41	transferring	transfer	VERB
ajst-3978	120	42	formats	format	NOUN
ajst-3978	120	43	;	;	PUNCT
ajst-3978	120	44	it	it	PRON
ajst-3978	120	45	can	can	AUX
ajst-3978	120	46	automatically	automatically	ADV
ajst-3978	120	47	generate	generate	VERB
ajst-3978	120	48	ann	ann	PROPN
ajst-3978	120	49	files	file	NOUN
ajst-3978	120	50	for	for	ADP
ajst-3978	120	51	model	model	NOUN
ajst-3978	120	52	training	training	NOUN
ajst-3978	120	53	;	;	PUNCT
ajst-3978	120	54	in	in	ADP
ajst-3978	120	55	the	the	DET
ajst-3978	120	56	updated	update	VERB
ajst-3978	120	57	version	version	NOUN
ajst-3978	120	58	,	,	PUNCT
ajst-3978	120	59	it	it	PRON
ajst-3978	120	60	is	be	AUX
ajst-3978	120	61	possible	possible	ADJ
ajst-3978	120	62	to	to	PART
ajst-3978	120	63	use	use	VERB
ajst-3978	120	64	administrator	administrator	NOUN
ajst-3978	120	65	status	status	NOUN
ajst-3978	120	66	to	to	PART
ajst-3978	120	67	evaluate	evaluate	VERB
ajst-3978	120	68	and	and	CCONJ
ajst-3978	120	69	analyze	analyze	VERB
ajst-3978	120	70	the	the	DET
ajst-3978	120	71	annotation	annotation	NOUN
ajst-3978	120	72	quality	quality	NOUN
ajst-3978	120	73	among	among	ADP
ajst-3978	120	74	multiple	multiple	ADJ
ajst-3978	120	75	annotators	annotator	NOUN
ajst-3978	120	76	through	through	ADP
ajst-3978	120	77	a	a	DET
ajst-3978	120	78	simple	simple	ADJ
ajst-3978	120	79	visual	visual	ADJ
ajst-3978	120	80	interface	interface	NOUN
ajst-3978	120	81	,	,	PUNCT
ajst-3978	120	82	and	and	CCONJ
ajst-3978	120	83	to	to	PART
ajst-3978	120	84	generate	generate	VERB
ajst-3978	120	85	statistical	statistical	ADJ
ajst-3978	120	86	reports	report	NOUN
ajst-3978	120	87	.	.	PUNCT
ajst-3978	121	1	for	for	ADP
ajst-3978	121	2	the	the	DET
ajst-3978	121	3	annotation	annotation	NOUN
ajst-3978	121	4	of	of	ADP
ajst-3978	121	5	this	this	DET
ajst-3978	121	6	study	study	NOUN
ajst-3978	121	7	,	,	PUNCT
ajst-3978	121	8	yedda	yedda	PROPN
ajst-3978	121	9	is	be	AUX
ajst-3978	121	10	an	an	DET
ajst-3978	121	11	extremely	extremely	ADV
ajst-3978	121	12	suitable	suitable	ADJ
ajst-3978	121	13	manual	manual	ADJ
ajst-3978	121	14	annotation	annotation	NOUN
ajst-3978	121	15	tool	tool	NOUN
ajst-3978	121	16	.	.	PUNCT
ajst-3978	122	1	firstly	firstly	ADV
ajst-3978	122	2	,	,	PUNCT
ajst-3978	122	3	we	we	PRON
ajst-3978	122	4	need	need	VERB
ajst-3978	122	5	to	to	PART
ajst-3978	122	6	perform	perform	VERB
ajst-3978	122	7	joint	joint	ADJ
ajst-3978	122	8	annotation	annotation	NOUN
ajst-3978	122	9	of	of	ADP
ajst-3978	122	10	multiple	multiple	ADJ
ajst-3978	122	11	people	people	NOUN
ajst-3978	122	12	in	in	ADP
ajst-3978	122	13	3.2.2	3.2.2	NUM
ajst-3978	122	14	,	,	PUNCT
ajst-3978	122	15	and	and	CCONJ
ajst-3978	122	16	the	the	DET
ajst-3978	122	17	administrator	administrator	NOUN
ajst-3978	122	18	status	status	NOUN
ajst-3978	122	19	of	of	ADP
ajst-3978	122	20	this	this	DET
ajst-3978	122	21	tool	tool	NOUN
ajst-3978	122	22	can	can	AUX
ajst-3978	122	23	perform	perform	VERB
ajst-3978	122	24	a	a	DET
ajst-3978	122	25	visual	visual	ADJ
ajst-3978	122	26	display	display	NOUN
ajst-3978	122	27	of	of	ADP
ajst-3978	122	28	the	the	DET
ajst-3978	122	29	joint	joint	ADJ
ajst-3978	122	30	annotation	annotation	NOUN
ajst-3978	122	31	results	result	NOUN
ajst-3978	122	32	to	to	PART
ajst-3978	122	33	help	help	VERB
ajst-3978	122	34	optimize	optimize	VERB
ajst-3978	122	35	the	the	DET
ajst-3978	122	36	annotation	annotation	NOUN
ajst-3978	122	37	.	.	PUNCT
ajst-3978	123	1	secondly	secondly	ADV
ajst-3978	123	2	,	,	PUNCT
ajst-3978	123	3	the	the	DET
ajst-3978	123	4	annotation	annotation	NOUN
ajst-3978	123	5	can	can	AUX
ajst-3978	123	6	modify	modify	VERB
ajst-3978	123	7	the	the	DET
ajst-3978	123	8	entity	entity	NOUN
ajst-3978	123	9	name	name	NOUN
ajst-3978	123	10	by	by	ADP
ajst-3978	123	11	itself	itself	PRON
ajst-3978	123	12	,	,	PUNCT
ajst-3978	123	13	and	and	CCONJ
ajst-3978	123	14	finally	finally	ADV
ajst-3978	123	15	it	it	PRON
ajst-3978	123	16	will	will	AUX
ajst-3978	123	17	generate	generate	VERB
ajst-3978	123	18	ann	ann	PROPN
ajst-3978	123	19	file	file	NOUN
ajst-3978	123	20	which	which	PRON
ajst-3978	123	21	can	can	AUX
ajst-3978	123	22	be	be	AUX
ajst-3978	123	23	used	use	VERB
ajst-3978	123	24	directly	directly	ADV
ajst-3978	123	25	in	in	ADP
ajst-3978	123	26	the	the	DET
ajst-3978	123	27	model	model	NOUN
ajst-3978	123	28	,	,	PUNCT
ajst-3978	123	29	saving	save	VERB
ajst-3978	123	30	a	a	DET
ajst-3978	123	31	lot	lot	NOUN
ajst-3978	123	32	of	of	ADP
ajst-3978	123	33	manpower	manpower	NOUN
ajst-3978	123	34	and	and	CCONJ
ajst-3978	123	35	time	time	NOUN
ajst-3978	123	36	to	to	PART
ajst-3978	123	37	study	study	VERB
ajst-3978	123	38	how	how	SCONJ
ajst-3978	123	39	to	to	PART
ajst-3978	123	40	convert	convert	VERB
ajst-3978	123	41	the	the	DET
ajst-3978	123	42	annotation	annotation	NOUN
ajst-3978	123	43	result	result	NOUN
ajst-3978	123	44	format	format	NOUN
ajst-3978	123	45	.	.	PUNCT
ajst-3978	124	1	ultimately	ultimately	ADV
ajst-3978	124	2	this	this	DET
ajst-3978	124	3	study	study	NOUN
ajst-3978	124	4	uses	use	VERB
ajst-3978	124	5	custom	custom	NOUN
ajst-3978	124	6	categories	category	NOUN
ajst-3978	124	7	to	to	PART
ajst-3978	124	8	customize	customize	VERB
ajst-3978	124	9	the	the	DET
ajst-3978	124	10	five	five	NUM
ajst-3978	124	11	entity	entity	NOUN
ajst-3978	124	12	categories	category	NOUN
ajst-3978	124	13	selected	select	VERB
ajst-3978	124	14	in	in	ADP
ajst-3978	124	15	the	the	DET
ajst-3978	124	16	previous	previous	ADJ
ajst-3978	124	17	section	section	NOUN
ajst-3978	124	18	and	and	CCONJ
ajst-3978	124	19	exports	export	NOUN
ajst-3978	124	20	them	they	PRON
ajst-3978	124	21	as	as	ADP
ajst-3978	124	22	ann	ann	PROPN
ajst-3978	124	23	files	file	NOUN
ajst-3978	124	24	for	for	ADP
ajst-3978	124	25	use	use	NOUN
ajst-3978	124	26	.	.	PUNCT
ajst-3978	125	1	figure	figure	NOUN
ajst-3978	125	2	1	1	NUM
ajst-3978	125	3	.	.	PUNCT
ajst-3978	126	1	yedda	yedda	NOUN
ajst-3978	126	2	tool	tool	PROPN
ajst-3978	126	3	interface	interface	NOUN
ajst-3978	126	4	101	101	NUM
ajst-3978	126	5	(	(	PUNCT
ajst-3978	126	6	3	3	NUM
ajst-3978	126	7	)	)	PUNCT
ajst-3978	126	8	entity	entity	NOUN
ajst-3978	126	9	statistics	statistic	NOUN
ajst-3978	126	10	after	after	ADP
ajst-3978	126	11	counting	count	VERB
ajst-3978	126	12	,	,	PUNCT
ajst-3978	126	13	5	5	NUM
ajst-3978	126	14	types	type	NOUN
ajst-3978	126	15	of	of	ADP
ajst-3978	126	16	named	name	VERB
ajst-3978	126	17	entities	entity	NOUN
ajst-3978	126	18	are	be	AUX
ajst-3978	126	19	involved	involve	VERB
ajst-3978	126	20	;	;	PUNCT
ajst-3978	126	21	these	these	DET
ajst-3978	126	22	5	5	NUM
ajst-3978	126	23	types	type	NOUN
ajst-3978	126	24	of	of	ADP
ajst-3978	126	25	entities	entity	NOUN
ajst-3978	126	26	are	be	AUX
ajst-3978	126	27	present	present	ADJ
ajst-3978	126	28	in	in	ADP
ajst-3978	126	29	2870	2870	NUM
ajst-3978	126	30	out	out	ADP
ajst-3978	126	31	of	of	ADP
ajst-3978	126	32	all	all	DET
ajst-3978	126	33	3251	3251	NUM
ajst-3978	126	34	sentences	sentence	NOUN
ajst-3978	126	35	.	.	PUNCT
ajst-3978	127	1	among	among	ADP
ajst-3978	127	2	them	they	PRON
ajst-3978	127	3	,	,	PUNCT
ajst-3978	127	4	there	there	PRON
ajst-3978	127	5	are	be	VERB
ajst-3978	127	6	a	a	DET
ajst-3978	127	7	total	total	NOUN
ajst-3978	127	8	of	of	ADP
ajst-3978	127	9	382	382	NUM
ajst-3978	127	10	types	type	NOUN
ajst-3978	127	11	of	of	ADP
ajst-3978	127	12	wine	wine	NOUN
ajst-3978	127	13	names	name	NOUN
ajst-3978	127	14	,	,	PUNCT
ajst-3978	127	15	which	which	PRON
ajst-3978	127	16	appear	appear	VERB
ajst-3978	127	17	1984	1984	NUM
ajst-3978	127	18	times	time	NOUN
ajst-3978	127	19	;	;	PUNCT
ajst-3978	127	20	there	there	PRON
ajst-3978	127	21	are	be	VERB
ajst-3978	127	22	a	a	DET
ajst-3978	127	23	total	total	NOUN
ajst-3978	127	24	of	of	ADP
ajst-3978	127	25	581	581	NUM
ajst-3978	127	26	occurrences	occurrence	NOUN
ajst-3978	127	27	of	of	ADP
ajst-3978	127	28	human	human	ADJ
ajst-3978	127	29	names	name	NOUN
ajst-3978	127	30	;	;	PUNCT
ajst-3978	127	31	there	there	PRON
ajst-3978	127	32	are	be	VERB
ajst-3978	127	33	a	a	DET
ajst-3978	127	34	total	total	NOUN
ajst-3978	127	35	of	of	ADP
ajst-3978	127	36	737	737	NUM
ajst-3978	127	37	occurrences	occurrence	NOUN
ajst-3978	127	38	of	of	ADP
ajst-3978	127	39	place	place	NOUN
ajst-3978	127	40	names	name	NOUN
ajst-3978	127	41	;	;	PUNCT
ajst-3978	127	42	there	there	PRON
ajst-3978	127	43	are	be	VERB
ajst-3978	127	44	fewer	few	ADJ
ajst-3978	127	45	types	type	NOUN
ajst-3978	127	46	of	of	ADP
ajst-3978	127	47	events	event	NOUN
ajst-3978	127	48	and	and	CCONJ
ajst-3978	127	49	dynasties	dynasty	NOUN
ajst-3978	127	50	,	,	PUNCT
ajst-3978	127	51	which	which	PRON
ajst-3978	127	52	appear	appear	VERB
ajst-3978	127	53	relatively	relatively	ADV
ajst-3978	127	54	more	more	ADV
ajst-3978	127	55	often	often	ADV
ajst-3978	127	56	,	,	PUNCT
ajst-3978	127	57	503	503	NUM
ajst-3978	127	58	and	and	CCONJ
ajst-3978	127	59	489	489	NUM
ajst-3978	127	60	times	time	NOUN
ajst-3978	127	61	respectively	respectively	ADV
ajst-3978	127	62	.	.	PUNCT
ajst-3978	128	1	some	some	DET
ajst-3978	128	2	representative	representative	ADJ
ajst-3978	128	3	high	high	ADJ
ajst-3978	128	4	-	-	PUNCT
ajst-3978	128	5	frequency	frequency	NOUN
ajst-3978	128	6	entities	entity	NOUN
ajst-3978	128	7	are	be	AUX
ajst-3978	128	8	listed	list	VERB
ajst-3978	128	9	in	in	ADP
ajst-3978	128	10	table	table	NOUN
ajst-3978	128	11	1	1	NUM
ajst-3978	128	12	.	.	PUNCT
ajst-3978	128	13	table	table	NOUN
ajst-3978	128	14	1	1	NUM
ajst-3978	128	15	.	.	PUNCT
ajst-3978	128	16	high	high	ADJ
ajst-3978	128	17	-	-	PUNCT
ajst-3978	128	18	frequency	frequency	NOUN
ajst-3978	128	19	entities	entity	NOUN
ajst-3978	128	20	for	for	ADP
ajst-3978	128	21	wine	wine	NOUN
ajst-3978	128	22	names	name	NOUN
ajst-3978	128	23	,	,	PUNCT
ajst-3978	128	24	dynasties	dynasty	NOUN
ajst-3978	128	25	,	,	PUNCT
ajst-3978	128	26	and	and	CCONJ
ajst-3978	128	27	events	event	VERB
ajst-3978	128	28	wine	wine	NOUN
ajst-3978	128	29	name	name	NOUN
ajst-3978	128	30	location	location	NOUN
ajst-3978	128	31	events	event	NOUN
ajst-3978	128	32	官酒	官酒	INTJ
ajst-3978	128	33	长安	长安	PROPN
ajst-3978	128	34	祭祀	祭祀	INTJ
ajst-3978	128	35	烧酒	烧酒	INTJ
ajst-3978	128	36	洞庭	洞庭	NOUN
ajst-3978	128	37	酿酒	酿酒	NOUN
ajst-3978	128	38	清酒	清酒	NOUN
ajst-3978	128	39	巴蜀	巴蜀	NOUN
ajst-3978	128	40	宴乐	宴乐	VERB
ajst-3978	128	41	黄酒	黄酒	NOUN
ajst-3978	128	42	江南	江南	PROPN
ajst-3978	128	43	歌舞	歌舞	VERB
ajst-3978	128	44	官醪	官醪	INTJ
ajst-3978	128	45	蓬莱	蓬莱	INTJ
ajst-3978	128	46	上贡	上贡	PRON
ajst-3978	128	47	浊醪	浊醪	INTJ
ajst-3978	128	48	南山	南山	PRON
ajst-3978	128	49	客宴	客宴	ADP
ajst-3978	128	50	4.3	4.3	NUM
ajst-3978	128	51	.	.	PUNCT
ajst-3978	128	52	environment	environment	NOUN
ajst-3978	128	53	construction	construction	NOUN
ajst-3978	128	54	and	and	CCONJ
ajst-3978	128	55	parameter	parameter	NOUN
ajst-3978	128	56	setting	set	VERB
ajst-3978	128	57	in	in	ADP
ajst-3978	128	58	this	this	DET
ajst-3978	128	59	paper	paper	NOUN
ajst-3978	128	60	,	,	PUNCT
ajst-3978	128	61	the	the	DET
ajst-3978	128	62	model	model	NOUN
ajst-3978	128	63	uses	use	VERB
ajst-3978	128	64	the	the	DET
ajst-3978	128	65	two	two	NUM
ajst-3978	128	66	main	main	ADJ
ajst-3978	128	67	categories	category	NOUN
ajst-3978	128	68	mentioned	mention	VERB
ajst-3978	128	69	before	before	ADV
ajst-3978	128	70	:	:	PUNCT
ajst-3978	128	71	the	the	DET
ajst-3978	128	72	most	most	ADV
ajst-3978	128	73	common	common	ADJ
ajst-3978	128	74	crf	crf	NOUN
ajst-3978	128	75	model	model	NOUN
ajst-3978	128	76	in	in	ADP
ajst-3978	128	77	statistical	statistical	ADJ
ajst-3978	128	78	learning	learning	NOUN
ajst-3978	128	79	and	and	CCONJ
ajst-3978	128	80	the	the	DET
ajst-3978	128	81	deep	deep	ADJ
ajst-3978	128	82	learning	learning	NOUN
ajst-3978	128	83	model	model	NOUN
ajst-3978	128	84	for	for	ADP
ajst-3978	128	85	comparison	comparison	NOUN
ajst-3978	128	86	experiments	experiment	NOUN
ajst-3978	128	87	,	,	PUNCT
ajst-3978	128	88	the	the	DET
ajst-3978	128	89	named	name	VERB
ajst-3978	128	90	entity	entity	NOUN
ajst-3978	128	91	recognition	recognition	NOUN
ajst-3978	128	92	experiments	experiment	NOUN
ajst-3978	128	93	use	use	VERB
ajst-3978	128	94	a	a	DET
ajst-3978	128	95	macos	macos	NOUN
ajst-3978	128	96	with	with	ADP
ajst-3978	128	97	16	16	NUM
ajst-3978	128	98	gb	gb	NOUN
ajst-3978	128	99	of	of	ADP
ajst-3978	128	100	memory	memory	NOUN
ajst-3978	128	101	,	,	PUNCT
ajst-3978	128	102	the	the	DET
ajst-3978	128	103	programming	programming	NOUN
ajst-3978	128	104	language	language	NOUN
ajst-3978	128	105	uses	use	VERB
ajst-3978	128	106	python	python	NOUN
ajst-3978	128	107	,	,	PUNCT
ajst-3978	128	108	and	and	CCONJ
ajst-3978	128	109	the	the	DET
ajst-3978	128	110	cross	cross	ADJ
ajst-3978	128	111	-	-	ADJ
ajst-3978	128	112	validation	validation	ADJ
ajst-3978	128	113	approach	approach	NOUN
ajst-3978	128	114	is	be	AUX
ajst-3978	128	115	adopted	adopt	VERB
ajst-3978	128	116	to	to	PART
ajst-3978	128	117	divide	divide	VERB
ajst-3978	128	118	the	the	DET
ajst-3978	128	119	corpus	corpus	NOUN
ajst-3978	128	120	into	into	ADP
ajst-3978	128	121	training	training	NOUN
ajst-3978	128	122	and	and	CCONJ
ajst-3978	128	123	test	test	NOUN
ajst-3978	128	124	sets	set	NOUN
ajst-3978	128	125	in	in	ADP
ajst-3978	128	126	a	a	DET
ajst-3978	128	127	9:1	9:1	NUM
ajst-3978	128	128	ratio	ratio	NOUN
ajst-3978	128	129	for	for	ADP
ajst-3978	128	130	experiments	experiment	NOUN
ajst-3978	128	131	.	.	PUNCT
ajst-3978	129	1	4.3.1	4.3.1	X
ajst-3978	129	2	.	.	PUNCT
ajst-3978	130	1	experiments	experiment	NOUN
ajst-3978	130	2	on	on	ADP
ajst-3978	130	3	statistical	statistical	ADJ
ajst-3978	130	4	-	-	PUNCT
ajst-3978	130	5	based	base	VERB
ajst-3978	130	6	machine	machine	NOUN
ajst-3978	130	7	learning	learning	NOUN
ajst-3978	130	8	models	model	VERB
ajst-3978	130	9	the	the	DET
ajst-3978	130	10	statistical	statistical	ADJ
ajst-3978	130	11	-	-	PUNCT
ajst-3978	130	12	based	base	VERB
ajst-3978	130	13	machine	machine	NOUN
ajst-3978	130	14	learning	learning	NOUN
ajst-3978	130	15	model	model	NOUN
ajst-3978	130	16	experiments	experiment	NOUN
ajst-3978	130	17	are	be	AUX
ajst-3978	130	18	conducted	conduct	VERB
ajst-3978	130	19	using	use	VERB
ajst-3978	130	20	the	the	DET
ajst-3978	130	21	crf+0.72	crf+0.72	NOUN
ajst-3978	130	22	tool	tool	NOUN
ajst-3978	130	23	,	,	PUNCT
ajst-3978	130	24	and	and	CCONJ
ajst-3978	130	25	the	the	DET
ajst-3978	130	26	model	model	NOUN
ajst-3978	130	27	training	training	NOUN
ajst-3978	130	28	and	and	CCONJ
ajst-3978	130	29	testing	testing	NOUN
ajst-3978	130	30	are	be	AUX
ajst-3978	130	31	performed	perform	VERB
ajst-3978	130	32	according	accord	VERB
ajst-3978	130	33	to	to	ADP
ajst-3978	130	34	the	the	DET
ajst-3978	130	35	established	establish	VERB
ajst-3978	130	36	data	data	NOUN
ajst-3978	130	37	features	feature	NOUN
ajst-3978	130	38	and	and	CCONJ
ajst-3978	130	39	the	the	DET
ajst-3978	130	40	established	establish	VERB
ajst-3978	130	41	feature	feature	NOUN
ajst-3978	130	42	templates	template	NOUN
ajst-3978	130	43	.	.	PUNCT
ajst-3978	131	1	if	if	SCONJ
ajst-3978	131	2	we	we	PRON
ajst-3978	131	3	want	want	VERB
ajst-3978	131	4	to	to	PART
ajst-3978	131	5	get	get	VERB
ajst-3978	131	6	better	well	ADJ
ajst-3978	131	7	model	model	NOUN
ajst-3978	131	8	training	training	NOUN
ajst-3978	131	9	effect	effect	NOUN
ajst-3978	131	10	,	,	PUNCT
ajst-3978	131	11	we	we	PRON
ajst-3978	131	12	have	have	VERB
ajst-3978	131	13	to	to	PART
ajst-3978	131	14	choose	choose	VERB
ajst-3978	131	15	a	a	DET
ajst-3978	131	16	suitable	suitable	ADJ
ajst-3978	131	17	feature	feature	NOUN
ajst-3978	131	18	template	template	NOUN
ajst-3978	131	19	.	.	PUNCT
ajst-3978	132	1	in	in	ADP
ajst-3978	132	2	the	the	DET
ajst-3978	132	3	process	process	NOUN
ajst-3978	132	4	of	of	ADP
ajst-3978	132	5	named	name	VERB
ajst-3978	132	6	entity	entity	NOUN
ajst-3978	132	7	recognition	recognition	NOUN
ajst-3978	132	8	of	of	ADP
ajst-3978	132	9	this	this	DET
ajst-3978	132	10	corpus	corpus	NOUN
ajst-3978	132	11	,	,	PUNCT
ajst-3978	132	12	the	the	DET
ajst-3978	132	13	word	word	NOUN
ajst-3978	132	14	length	length	NOUN
ajst-3978	132	15	feature	feature	NOUN
ajst-3978	132	16	is	be	AUX
ajst-3978	132	17	mainly	mainly	ADV
ajst-3978	132	18	involved	involve	VERB
ajst-3978	132	19	,	,	PUNCT
ajst-3978	132	20	and	and	CCONJ
ajst-3978	132	21	the	the	DET
ajst-3978	132	22	entity	entity	NOUN
ajst-3978	132	23	length	length	NOUN
ajst-3978	132	24	of	of	ADP
ajst-3978	132	25	this	this	DET
ajst-3978	132	26	corpus	corpus	NOUN
ajst-3978	132	27	is	be	AUX
ajst-3978	132	28	mainly	mainly	ADV
ajst-3978	132	29	concentrated	concentrate	VERB
ajst-3978	132	30	in	in	ADP
ajst-3978	132	31	1	1	NUM
ajst-3978	132	32	and	and	CCONJ
ajst-3978	132	33	2	2	NUM
ajst-3978	132	34	.	.	PUNCT
ajst-3978	133	1	based	base	VERB
ajst-3978	133	2	on	on	ADP
ajst-3978	133	3	this	this	DET
ajst-3978	133	4	feature	feature	NOUN
ajst-3978	133	5	,	,	PUNCT
ajst-3978	133	6	the	the	DET
ajst-3978	133	7	feature	feature	NOUN
ajst-3978	133	8	window	window	NOUN
ajst-3978	133	9	of	of	ADP
ajst-3978	133	10	the	the	DET
ajst-3978	133	11	crf	crf	PROPN
ajst-3978	133	12	model	model	NOUN
ajst-3978	133	13	in	in	ADP
ajst-3978	133	14	this	this	DET
ajst-3978	133	15	paper	paper	NOUN
ajst-3978	133	16	is	be	AUX
ajst-3978	133	17	chosen	choose	VERB
ajst-3978	133	18	to	to	PART
ajst-3978	133	19	be	be	AUX
ajst-3978	133	20	3	3	NUM
ajst-3978	133	21	,	,	PUNCT
ajst-3978	133	22	and	and	CCONJ
ajst-3978	133	23	added	add	VERB
ajst-3978	133	24	to	to	ADP
ajst-3978	133	25	the	the	DET
ajst-3978	133	26	feature	feature	NOUN
ajst-3978	133	27	template	template	NOUN
ajst-3978	133	28	for	for	ADP
ajst-3978	133	29	model	model	NOUN
ajst-3978	133	30	training	training	NOUN
ajst-3978	133	31	and	and	CCONJ
ajst-3978	133	32	testing	testing	NOUN
ajst-3978	133	33	.	.	PUNCT
ajst-3978	134	1	4.3.2	4.3.2	X
ajst-3978	134	2	.	.	PUNCT
ajst-3978	135	1	deep	deep	ADJ
ajst-3978	135	2	learning	learning	NOUN
ajst-3978	135	3	model	model	NOUN
ajst-3978	135	4	experiments	experiment	NOUN
ajst-3978	135	5	(	(	PUNCT
ajst-3978	135	6	1	1	X
ajst-3978	135	7	)	)	PUNCT
ajst-3978	135	8	bilstm	bilstm	NOUN
ajst-3978	135	9	the	the	DET
ajst-3978	135	10	bilstm	bilstm	NOUN
ajst-3978	135	11	model	model	NOUN
ajst-3978	135	12	for	for	ADP
ajst-3978	135	13	this	this	DET
ajst-3978	135	14	experiment	experiment	NOUN
ajst-3978	135	15	is	be	AUX
ajst-3978	135	16	built	build	VERB
ajst-3978	135	17	using	use	VERB
ajst-3978	135	18	the	the	DET
ajst-3978	135	19	open	open	ADJ
ajst-3978	135	20	source	source	NOUN
ajst-3978	135	21	torch	torch	NOUN
ajst-3978	135	22	framework	framework	NOUN
ajst-3978	135	23	from	from	ADP
ajst-3978	135	24	facebook	facebook	PROPN
ajst-3978	135	25	.	.	PUNCT
ajst-3978	136	1	the	the	DET
ajst-3978	136	2	model	model	NOUN
ajst-3978	136	3	parameters	parameter	NOUN
ajst-3978	136	4	before	before	SCONJ
ajst-3978	136	5	the	the	DET
ajst-3978	136	6	experiment	experiment	NOUN
ajst-3978	136	7	are	be	AUX
ajst-3978	136	8	set	set	VERB
ajst-3978	136	9	as	as	SCONJ
ajst-3978	136	10	follows	follow	VERB
ajst-3978	136	11	:	:	PUNCT
ajst-3978	136	12	the	the	DET
ajst-3978	136	13	dimension	dimension	NOUN
ajst-3978	136	14	of	of	ADP
ajst-3978	136	15	the	the	DET
ajst-3978	136	16	training	training	NOUN
ajst-3978	136	17	word	word	NOUN
ajst-3978	136	18	vector	vector	NOUN
ajst-3978	136	19	is	be	AUX
ajst-3978	136	20	set	set	VERB
ajst-3978	136	21	to	to	ADP
ajst-3978	136	22	300	300	NUM
ajst-3978	136	23	,	,	PUNCT
ajst-3978	136	24	the	the	DET
ajst-3978	136	25	dropout	dropout	NOUN
ajst-3978	136	26	value	value	NOUN
ajst-3978	136	27	is	be	AUX
ajst-3978	136	28	set	set	VERB
ajst-3978	136	29	to	to	ADP
ajst-3978	136	30	0.2	0.2	NUM
ajst-3978	136	31	to	to	PART
ajst-3978	136	32	prevent	prevent	VERB
ajst-3978	136	33	the	the	DET
ajst-3978	136	34	model	model	NOUN
ajst-3978	136	35	from	from	ADP
ajst-3978	136	36	overfitting	overfitte	VERB
ajst-3978	136	37	;	;	PUNCT
ajst-3978	136	38	the	the	DET
ajst-3978	136	39	batch_size	batch_size	NOUN
ajst-3978	136	40	of	of	ADP
ajst-3978	136	41	the	the	DET
ajst-3978	136	42	training	training	NOUN
ajst-3978	136	43	set	set	NOUN
ajst-3978	136	44	is	be	AUX
ajst-3978	136	45	set	set	VERB
ajst-3978	136	46	to	to	ADP
ajst-3978	136	47	64	64	NUM
ajst-3978	136	48	,	,	PUNCT
ajst-3978	136	49	the	the	DET
ajst-3978	136	50	dimension	dimension	NOUN
ajst-3978	136	51	of	of	ADP
ajst-3978	136	52	the	the	DET
ajst-3978	136	53	forward	forward	ADJ
ajst-3978	136	54	and	and	CCONJ
ajst-3978	136	55	backward	backward	ADJ
ajst-3978	136	56	hidden	hidden	ADJ
ajst-3978	136	57	states	state	NOUN
ajst-3978	136	58	is	be	AUX
ajst-3978	136	59	300	300	NUM
ajst-3978	136	60	;	;	PUNCT
ajst-3978	136	61	the	the	DET
ajst-3978	136	62	model	model	NOUN
ajst-3978	136	63	uses	use	VERB
ajst-3978	136	64	a	a	DET
ajst-3978	136	65	learning	learning	NOUN
ajst-3978	136	66	rate	rate	NOUN
ajst-3978	136	67	of	of	ADP
ajst-3978	136	68	0.01	0.01	NUM
ajst-3978	136	69	and	and	CCONJ
ajst-3978	136	70	is	be	AUX
ajst-3978	136	71	optimized	optimize	VERB
ajst-3978	136	72	using	use	VERB
ajst-3978	136	73	the	the	DET
ajst-3978	136	74	adam	adam	PROPN
ajst-3978	136	75	optimizer	optimizer	NOUN
ajst-3978	136	76	to	to	PART
ajst-3978	136	77	reduce	reduce	VERB
ajst-3978	136	78	the	the	DET
ajst-3978	136	79	model	model	NOUN
ajst-3978	136	80	loss	loss	NOUN
ajst-3978	136	81	;	;	PUNCT
ajst-3978	136	82	the	the	DET
ajst-3978	136	83	number	number	NOUN
ajst-3978	136	84	of	of	ADP
ajst-3978	136	85	iterations	iteration	NOUN
ajst-3978	136	86	is	be	AUX
ajst-3978	136	87	set	set	VERB
ajst-3978	136	88	to	to	ADP
ajst-3978	136	89	100	100	NUM
ajst-3978	136	90	and	and	CCONJ
ajst-3978	136	91	save	save	VERB
ajst-3978	136	92	the	the	DET
ajst-3978	136	93	results	result	NOUN
ajst-3978	136	94	of	of	ADP
ajst-3978	136	95	each	each	DET
ajst-3978	136	96	iteration	iteration	NOUN
ajst-3978	136	97	.	.	PUNCT
ajst-3978	137	1	(	(	PUNCT
ajst-3978	137	2	2	2	X
ajst-3978	137	3	)	)	PUNCT
ajst-3978	137	4	bilstm	bilstm	NOUN
ajst-3978	137	5	-	-	PUNCT
ajst-3978	137	6	crf	crf	NOUN
ajst-3978	137	7	the	the	DET
ajst-3978	137	8	bilstm	bilstm	NOUN
ajst-3978	137	9	-	-	PUNCT
ajst-3978	137	10	crf	crf	NOUN
ajst-3978	137	11	model	model	NOUN
ajst-3978	137	12	for	for	ADP
ajst-3978	137	13	this	this	DET
ajst-3978	137	14	experiment	experiment	NOUN
ajst-3978	137	15	uses	use	VERB
ajst-3978	137	16	the	the	DET
ajst-3978	137	17	same	same	ADJ
ajst-3978	137	18	torch	torch	NOUN
ajst-3978	137	19	framework	framework	NOUN
ajst-3978	137	20	as	as	ADP
ajst-3978	137	21	the	the	DET
ajst-3978	137	22	above	above	ADJ
ajst-3978	137	23	bilstm	bilstm	NOUN
ajst-3978	137	24	model	model	NOUN
ajst-3978	137	25	with	with	ADP
ajst-3978	137	26	the	the	DET
ajst-3978	137	27	same	same	ADJ
ajst-3978	137	28	parameter	parameter	NOUN
ajst-3978	137	29	settings	setting	NOUN
ajst-3978	137	30	,	,	PUNCT
ajst-3978	137	31	and	and	CCONJ
ajst-3978	137	32	finally	finally	ADV
ajst-3978	137	33	the	the	DET
ajst-3978	137	34	crf	crf	PROPN
ajst-3978	137	35	layer	layer	NOUN
ajst-3978	137	36	is	be	AUX
ajst-3978	137	37	used	use	VERB
ajst-3978	137	38	to	to	PART
ajst-3978	137	39	obtain	obtain	VERB
ajst-3978	137	40	iterative	iterative	NOUN
ajst-3978	137	41	results	result	NOUN
ajst-3978	137	42	by	by	ADP
ajst-3978	137	43	statistical	statistical	ADJ
ajst-3978	137	44	knowledge	knowledge	NOUN
ajst-3978	137	45	for	for	ADP
ajst-3978	137	46	the	the	DET
ajst-3978	137	47	final	final	ADJ
ajst-3978	137	48	classification	classification	NOUN
ajst-3978	137	49	.	.	PUNCT
ajst-3978	138	1	(	(	PUNCT
ajst-3978	138	2	3	3	X
ajst-3978	138	3	)	)	PUNCT
ajst-3978	138	4	bert	bert	NOUN
ajst-3978	138	5	this	this	DET
ajst-3978	138	6	experiment	experiment	NOUN
ajst-3978	138	7	uses	use	VERB
ajst-3978	138	8	google	google	PROPN
ajst-3978	138	9	's	's	PART
ajst-3978	138	10	pre	pre	ADJ
ajst-3978	138	11	-	-	ADJ
ajst-3978	138	12	trained	train	VERB
ajst-3978	138	13	model	model	NOUN
ajst-3978	138	14	bertbase	bertbase	PROPN
ajst-3978	138	15	-	-	PUNCT
ajst-3978	138	16	chinese	chinese	PROPN
ajst-3978	138	17	,	,	PUNCT
ajst-3978	138	18	which	which	PRON
ajst-3978	138	19	has	have	VERB
ajst-3978	138	20	12	12	NUM
ajst-3978	138	21	-	-	PUNCT
ajst-3978	138	22	layer	layer	NOUN
ajst-3978	138	23	,	,	PUNCT
ajst-3978	138	24	768	768	NUM
ajst-3978	138	25	-	-	PUNCT
ajst-3978	138	26	hidden	hide	VERB
ajst-3978	138	27	,	,	PUNCT
ajst-3978	138	28	12	12	NUM
ajst-3978	138	29	-	-	PUNCT
ajst-3978	138	30	heads	head	NOUN
ajst-3978	138	31	,	,	PUNCT
ajst-3978	138	32	and	and	CCONJ
ajst-3978	138	33	110	110	NUM
ajst-3978	138	34	m	m	NOUN
ajst-3978	138	35	parameters	parameter	NOUN
ajst-3978	138	36	.	.	PUNCT
ajst-3978	139	1	parameters	parameter	NOUN
ajst-3978	139	2	)	)	PUNCT
ajst-3978	139	3	.	.	PUNCT
ajst-3978	140	1	the	the	DET
ajst-3978	140	2	hyperparameters	hyperparameter	NOUN
ajst-3978	140	3	are	be	AUX
ajst-3978	140	4	set	set	VERB
ajst-3978	140	5	as	as	SCONJ
ajst-3978	140	6	follows	follow	VERB
ajst-3978	140	7	:	:	PUNCT
ajst-3978	140	8	the	the	DET
ajst-3978	140	9	maximum	maximum	ADJ
ajst-3978	140	10	sequence	sequence	NOUN
ajst-3978	140	11	length	length	NOUN
ajst-3978	140	12	is	be	AUX
ajst-3978	140	13	256	256	NUM
ajst-3978	140	14	,	,	PUNCT
ajst-3978	140	15	the	the	DET
ajst-3978	140	16	batch_size	batch_size	NOUN
ajst-3978	140	17	is	be	AUX
ajst-3978	140	18	8	8	NUM
ajst-3978	140	19	,	,	PUNCT
ajst-3978	140	20	the	the	DET
ajst-3978	140	21	dropout	dropout	NOUN
ajst-3978	140	22	value	value	NOUN
ajst-3978	140	23	is	be	AUX
ajst-3978	140	24	set	set	VERB
ajst-3978	140	25	to	to	ADP
ajst-3978	140	26	0.1	0.1	NUM
ajst-3978	140	27	,	,	PUNCT
ajst-3978	140	28	the	the	DET
ajst-3978	140	29	learning	learn	VERB
ajst-3978	140	30	rate	rate	NOUN
ajst-3978	140	31	of	of	ADP
ajst-3978	140	32	the	the	DET
ajst-3978	140	33	model	model	NOUN
ajst-3978	140	34	is	be	AUX
ajst-3978	140	35	set	set	VERB
ajst-3978	140	36	to	to	ADP
ajst-3978	140	37	0.01	0.01	NUM
ajst-3978	140	38	,	,	PUNCT
ajst-3978	140	39	and	and	CCONJ
ajst-3978	140	40	the	the	DET
ajst-3978	140	41	number	number	NOUN
ajst-3978	140	42	of	of	ADP
ajst-3978	140	43	training	training	NOUN
ajst-3978	140	44	is	be	AUX
ajst-3978	140	45	set	set	VERB
ajst-3978	140	46	to	to	ADP
ajst-3978	140	47	500	500	NUM
ajst-3978	140	48	,	,	PUNCT
ajst-3978	140	49	and	and	CCONJ
ajst-3978	140	50	the	the	DET
ajst-3978	140	51	training	training	NOUN
ajst-3978	140	52	is	be	AUX
ajst-3978	140	53	stopped	stop	VERB
ajst-3978	140	54	when	when	SCONJ
ajst-3978	140	55	the	the	DET
ajst-3978	140	56	model	model	NOUN
ajst-3978	140	57	is	be	AUX
ajst-3978	140	58	not	not	PART
ajst-3978	140	59	improved	improve	VERB
ajst-3978	140	60	for	for	ADP
ajst-3978	140	61	10	10	NUM
ajst-3978	140	62	consecutive	consecutive	ADJ
ajst-3978	140	63	times	time	NOUN
ajst-3978	140	64	.	.	PUNCT
ajst-3978	141	1	4.4	4.4	NUM
ajst-3978	141	2	.	.	PUNCT
ajst-3978	142	1	evaluation	evaluation	NOUN
ajst-3978	142	2	indexes	index	NOUN
ajst-3978	142	3	and	and	CCONJ
ajst-3978	142	4	experimental	experimental	ADJ
ajst-3978	142	5	results	result	NOUN
ajst-3978	142	6	4.4.1	4.4.1	NUM
ajst-3978	142	7	.	.	PUNCT
ajst-3978	143	1	evaluation	evaluation	NOUN
ajst-3978	143	2	indicators	indicator	NOUN
ajst-3978	143	3	this	this	DET
ajst-3978	143	4	study	study	NOUN
ajst-3978	143	5	uses	use	VERB
ajst-3978	143	6	the	the	DET
ajst-3978	143	7	classical	classical	ADJ
ajst-3978	143	8	validation	validation	NOUN
ajst-3978	143	9	methods	method	NOUN
ajst-3978	143	10	in	in	ADP
ajst-3978	143	11	the	the	DET
ajst-3978	143	12	field	field	NOUN
ajst-3978	143	13	of	of	ADP
ajst-3978	143	14	named	name	VERB
ajst-3978	143	15	entity	entity	NOUN
ajst-3978	143	16	recognition	recognition	NOUN
ajst-3978	143	17	:	:	PUNCT
ajst-3978	143	18	accuracy	accuracy	NOUN
ajst-3978	143	19	,	,	PUNCT
ajst-3978	143	20	precision	precision	NOUN
ajst-3978	143	21	,	,	PUNCT
ajst-3978	143	22	recall	recall	NOUN
ajst-3978	143	23	,	,	PUNCT
ajst-3978	143	24	and	and	CCONJ
ajst-3978	143	25	f1	f1	NOUN
ajst-3978	143	26	values	value	NOUN
ajst-3978	143	27	.	.	PUNCT
ajst-3978	144	1	accuracy	accuracy	NOUN
ajst-3978	144	2	a	a	DET
ajst-3978	144	3	refers	refer	NOUN
ajst-3978	144	4	to	to	ADP
ajst-3978	144	5	the	the	DET
ajst-3978	144	6	proportion	proportion	NOUN
ajst-3978	144	7	of	of	ADP
ajst-3978	144	8	all	all	DET
ajst-3978	144	9	correctly	correctly	ADV
ajst-3978	144	10	identified	identify	VERB
ajst-3978	144	11	samples	sample	NOUN
ajst-3978	144	12	to	to	ADP
ajst-3978	144	13	the	the	DET
ajst-3978	144	14	total	total	ADJ
ajst-3978	144	15	samples	sample	NOUN
ajst-3978	144	16	;	;	PUNCT
ajst-3978	144	17	precision	precision	NOUN
ajst-3978	144	18	p	p	NOUN
ajst-3978	144	19	is	be	AUX
ajst-3978	144	20	the	the	DET
ajst-3978	144	21	proportion	proportion	NOUN
ajst-3978	144	22	of	of	ADP
ajst-3978	144	23	correctly	correctly	ADV
ajst-3978	144	24	identified	identify	VERB
ajst-3978	144	25	samples	sample	NOUN
ajst-3978	144	26	to	to	ADP
ajst-3978	144	27	the	the	DET
ajst-3978	144	28	identified	identify	VERB
ajst-3978	144	29	entity	entity	NOUN
ajst-3978	144	30	samples	sample	NOUN
ajst-3978	144	31	;	;	PUNCT
ajst-3978	144	32	recall	recall	NOUN
ajst-3978	144	33	r	r	NOUN
ajst-3978	144	34	refers	refer	VERB
ajst-3978	144	35	to	to	ADP
ajst-3978	144	36	the	the	DET
ajst-3978	144	37	proportion	proportion	NOUN
ajst-3978	144	38	of	of	ADP
ajst-3978	144	39	correctly	correctly	ADV
ajst-3978	144	40	identified	identify	VERB
ajst-3978	144	41	samples	sample	NOUN
ajst-3978	144	42	to	to	ADP
ajst-3978	144	43	the	the	DET
ajst-3978	144	44	actual	actual	ADJ
ajst-3978	144	45	entity	entity	NOUN
ajst-3978	144	46	samples	sample	NOUN
ajst-3978	144	47	;	;	PUNCT
ajst-3978	144	48	f1	f1	NOUN
ajst-3978	144	49	value	value	NOUN
ajst-3978	144	50	refers	refer	VERB
ajst-3978	144	51	to	to	ADP
ajst-3978	144	52	a	a	DET
ajst-3978	144	53	function	function	NOUN
ajst-3978	144	54	of	of	ADP
ajst-3978	144	55	precision	precision	NOUN
ajst-3978	144	56	p	p	NOUN
ajst-3978	144	57	and	and	CCONJ
ajst-3978	144	58	recall	recall	PROPN
ajst-3978	144	59	r.	r.	PROPN
ajst-3978	144	60	f1	f1	PROPN
ajst-3978	144	61	value	value	NOUN
ajst-3978	144	62	is	be	AUX
ajst-3978	144	63	equal	equal	ADJ
ajst-3978	144	64	to	to	ADP
ajst-3978	144	65	2	2	NUM
ajst-3978	144	66	times	time	NOUN
ajst-3978	144	67	the	the	DET
ajst-3978	144	68	value	value	NOUN
ajst-3978	144	69	of	of	ADP
ajst-3978	144	70	p	p	NOUN
ajst-3978	144	71	multiplied	multiply	VERB
ajst-3978	144	72	by	by	ADP
ajst-3978	144	73	the	the	DET
ajst-3978	144	74	value	value	NOUN
ajst-3978	144	75	of	of	ADP
ajst-3978	144	76	r	r	NOUN
ajst-3978	144	77	and	and	CCONJ
ajst-3978	144	78	divided	divide	VERB
ajst-3978	144	79	by	by	ADP
ajst-3978	144	80	the	the	DET
ajst-3978	144	81	sum	sum	NOUN
ajst-3978	144	82	of	of	ADP
ajst-3978	144	83	p	p	PROPN
ajst-3978	144	84	plus	plus	CCONJ
ajst-3978	144	85	r.	r.	NOUN
ajst-3978	144	86	it	it	PRON
ajst-3978	144	87	takes	take	VERB
ajst-3978	144	88	into	into	ADP
ajst-3978	144	89	account	account	NOUN
ajst-3978	144	90	the	the	DET
ajst-3978	144	91	contradiction	contradiction	NOUN
ajst-3978	144	92	between	between	ADP
ajst-3978	144	93	p	p	PROPN
ajst-3978	144	94	and	and	CCONJ
ajst-3978	144	95	r	r	NOUN
ajst-3978	144	96	the	the	DET
ajst-3978	144	97	f1	f1	NOUN
ajst-3978	144	98	value	value	NOUN
ajst-3978	144	99	is	be	AUX
ajst-3978	144	100	the	the	DET
ajst-3978	144	101	weighted	weight	VERB
ajst-3978	144	102	summed	sum	VERB
ajst-3978	144	103	average	average	NOUN
ajst-3978	144	104	of	of	ADP
ajst-3978	144	105	the	the	DET
ajst-3978	144	106	precision	precision	NOUN
ajst-3978	144	107	and	and	CCONJ
ajst-3978	144	108	recall	recall	NOUN
ajst-3978	144	109	rates	rate	NOUN
ajst-3978	144	110	.	.	PUNCT
ajst-3978	145	1	4.4.2	4.4.2	X
ajst-3978	145	2	.	.	PUNCT
ajst-3978	146	1	experimental	experimental	ADJ
ajst-3978	146	2	results	result	NOUN
ajst-3978	146	3	this	this	DET
ajst-3978	146	4	experiment	experiment	NOUN
ajst-3978	146	5	uses	use	VERB
ajst-3978	146	6	four	four	NUM
ajst-3978	146	7	models	model	NOUN
ajst-3978	146	8	for	for	ADP
ajst-3978	146	9	comparison	comparison	NOUN
ajst-3978	146	10	experiments	experiment	NOUN
ajst-3978	146	11	:	:	PUNCT
ajst-3978	146	12	crf	crf	NOUN
ajst-3978	146	13	,	,	PUNCT
ajst-3978	146	14	bilstm	bilstm	NOUN
ajst-3978	146	15	,	,	PUNCT
ajst-3978	146	16	bilstm+crf	bilstm+crf	PROPN
ajst-3978	146	17	,	,	PUNCT
ajst-3978	146	18	and	and	CCONJ
ajst-3978	146	19	bert	bert	PROPN
ajst-3978	146	20	four	four	NUM
ajst-3978	146	21	models	model	NOUN
ajst-3978	146	22	,	,	PUNCT
ajst-3978	146	23	and	and	CCONJ
ajst-3978	146	24	the	the	DET
ajst-3978	146	25	number	number	NOUN
ajst-3978	146	26	of	of	ADP
ajst-3978	146	27	experiments	experiment	NOUN
ajst-3978	146	28	epoch	epoch	NOUN
ajst-3978	146	29	is	be	AUX
ajst-3978	146	30	taken	take	VERB
ajst-3978	146	31	10	10	NUM
ajst-3978	146	32	times	time	NOUN
ajst-3978	146	33	.	.	PUNCT
ajst-3978	147	1	the	the	DET
ajst-3978	147	2	f1	f1	PROPN
ajst-3978	147	3	value	value	NOUN
ajst-3978	147	4	line	line	NOUN
ajst-3978	147	5	graph	graph	NOUN
ajst-3978	147	6	in	in	ADP
ajst-3978	147	7	figure	figure	NOUN
ajst-3978	147	8	2	2	NUM
ajst-3978	147	9	is	be	AUX
ajst-3978	147	10	obtained	obtain	VERB
ajst-3978	147	11	statistically	statistically	ADV
ajst-3978	147	12	.	.	PUNCT
ajst-3978	148	1	figure	figure	NOUN
ajst-3978	148	2	2	2	NUM
ajst-3978	148	3	.	.	NOUN
ajst-3978	148	4	results	result	NOUN
ajst-3978	148	5	of	of	ADP
ajst-3978	148	6	4	4	NUM
ajst-3978	148	7	models	model	NOUN
ajst-3978	148	8	to	to	PART
ajst-3978	148	9	identify	identify	VERB
ajst-3978	148	10	the	the	DET
ajst-3978	148	11	f1	f1	NOUN
ajst-3978	148	12	102	102	NUM
ajst-3978	148	13	that	that	PRON
ajst-3978	148	14	is	be	AUX
ajst-3978	148	15	,	,	PUNCT
ajst-3978	148	16	the	the	DET
ajst-3978	148	17	results	result	NOUN
ajst-3978	148	18	of	of	ADP
ajst-3978	148	19	this	this	DET
ajst-3978	148	20	experiment	experiment	NOUN
ajst-3978	148	21	show	show	VERB
ajst-3978	148	22	that	that	SCONJ
ajst-3978	148	23	for	for	ADP
ajst-3978	148	24	the	the	DET
ajst-3978	148	25	named	name	VERB
ajst-3978	148	26	entity	entity	NOUN
ajst-3978	148	27	recognition	recognition	NOUN
ajst-3978	148	28	of	of	ADP
ajst-3978	148	29	ancient	ancient	ADJ
ajst-3978	148	30	wine	wine	NOUN
ajst-3978	148	31	and	and	CCONJ
ajst-3978	148	32	ancient	ancient	ADJ
ajst-3978	148	33	poetry	poetry	NOUN
ajst-3978	148	34	texts	text	NOUN
ajst-3978	148	35	,	,	PUNCT
ajst-3978	148	36	the	the	DET
ajst-3978	148	37	bert	bert	NOUN
ajst-3978	148	38	-	-	PUNCT
ajst-3978	148	39	based	base	VERB
ajst-3978	148	40	model	model	NOUN
ajst-3978	148	41	is	be	AUX
ajst-3978	148	42	the	the	DET
ajst-3978	148	43	best	good	ADJ
ajst-3978	148	44	application	application	NOUN
ajst-3978	148	45	,	,	PUNCT
ajst-3978	148	46	surpassing	surpass	VERB
ajst-3978	148	47	the	the	DET
ajst-3978	148	48	bilstm	bilstm	NOUN
ajst-3978	148	49	and	and	CCONJ
ajst-3978	148	50	crf	crf	NOUN
ajst-3978	148	51	models	model	NOUN
ajst-3978	148	52	.	.	PUNCT
ajst-3978	149	1	5	5	X
ajst-3978	149	2	.	.	X
ajst-3978	149	3	summary	summary	NOUN
ajst-3978	149	4	5.1	5.1	NUM
ajst-3978	149	5	.	.	PUNCT
ajst-3978	150	1	problem	problem	NOUN
ajst-3978	150	2	analysis	analysis	NOUN
ajst-3978	150	3	in	in	ADP
ajst-3978	150	4	this	this	DET
ajst-3978	150	5	experiment	experiment	NOUN
ajst-3978	150	6	,	,	PUNCT
ajst-3978	150	7	the	the	DET
ajst-3978	150	8	highest	high	ADJ
ajst-3978	150	9	f1	f1	NOUN
ajst-3978	150	10	value	value	NOUN
ajst-3978	150	11	using	use	VERB
ajst-3978	150	12	the	the	DET
ajst-3978	150	13	bert	bert	PROPN
ajst-3978	150	14	model	model	NOUN
ajst-3978	150	15	was	be	AUX
ajst-3978	150	16	88.33	88.33	NUM
ajst-3978	150	17	%	%	NOUN
ajst-3978	150	18	,	,	PUNCT
ajst-3978	150	19	which	which	PRON
ajst-3978	150	20	did	do	AUX
ajst-3978	150	21	not	not	PART
ajst-3978	150	22	exceed	exceed	VERB
ajst-3978	150	23	90	90	NUM
ajst-3978	150	24	%	%	NOUN
ajst-3978	150	25	.	.	PUNCT
ajst-3978	151	1	after	after	ADP
ajst-3978	151	2	conducting	conduct	VERB
ajst-3978	151	3	a	a	DET
ajst-3978	151	4	specific	specific	ADJ
ajst-3978	151	5	analysis	analysis	NOUN
ajst-3978	151	6	of	of	ADP
ajst-3978	151	7	each	each	DET
ajst-3978	151	8	step	step	NOUN
ajst-3978	151	9	,	,	PUNCT
ajst-3978	151	10	the	the	DET
ajst-3978	151	11	following	follow	VERB
ajst-3978	151	12	reasons	reason	NOUN
ajst-3978	151	13	for	for	ADP
ajst-3978	151	14	the	the	DET
ajst-3978	151	15	identification	identification	NOUN
ajst-3978	151	16	errors	error	NOUN
ajst-3978	151	17	were	be	AUX
ajst-3978	151	18	found	find	VERB
ajst-3978	151	19	.	.	PUNCT
ajst-3978	152	1	5.1.1	5.1.1	X
ajst-3978	152	2	.	.	PUNCT
ajst-3978	152	3	total	total	ADJ
ajst-3978	152	4	sample	sample	NOUN
ajst-3978	152	5	size	size	NOUN
ajst-3978	152	6	is	be	AUX
ajst-3978	152	7	too	too	ADV
ajst-3978	152	8	small	small	ADJ
ajst-3978	152	9	generally	generally	ADV
ajst-3978	152	10	the	the	DET
ajst-3978	152	11	number	number	NOUN
ajst-3978	152	12	of	of	ADP
ajst-3978	152	13	samples	sample	NOUN
ajst-3978	152	14	used	use	VERB
ajst-3978	152	15	for	for	ADP
ajst-3978	152	16	machine	machine	NOUN
ajst-3978	152	17	learning	learning	NOUN
ajst-3978	152	18	and	and	CCONJ
ajst-3978	152	19	deep	deep	ADJ
ajst-3978	152	20	learning	learning	NOUN
ajst-3978	152	21	should	should	AUX
ajst-3978	152	22	be	be	AUX
ajst-3978	152	23	as	as	ADV
ajst-3978	152	24	many	many	ADJ
ajst-3978	152	25	as	as	ADP
ajst-3978	152	26	possible	possible	ADJ
ajst-3978	152	27	so	so	SCONJ
ajst-3978	152	28	that	that	SCONJ
ajst-3978	152	29	the	the	DET
ajst-3978	152	30	features	feature	NOUN
ajst-3978	152	31	of	of	ADP
ajst-3978	152	32	the	the	DET
ajst-3978	152	33	text	text	NOUN
ajst-3978	152	34	can	can	AUX
ajst-3978	152	35	be	be	AUX
ajst-3978	152	36	learned	learn	VERB
ajst-3978	152	37	,	,	PUNCT
ajst-3978	152	38	while	while	SCONJ
ajst-3978	152	39	the	the	DET
ajst-3978	152	40	data	datum	NOUN
ajst-3978	152	41	in	in	ADP
ajst-3978	152	42	this	this	DET
ajst-3978	152	43	study	study	NOUN
ajst-3978	152	44	is	be	AUX
ajst-3978	152	45	small	small	ADJ
ajst-3978	152	46	;	;	PUNCT
ajst-3978	152	47	on	on	ADP
ajst-3978	152	48	the	the	DET
ajst-3978	152	49	one	one	NUM
ajst-3978	152	50	hand	hand	NOUN
ajst-3978	152	51	,	,	PUNCT
ajst-3978	152	52	because	because	SCONJ
ajst-3978	152	53	similar	similar	ADJ
ajst-3978	152	54	text	text	NOUN
ajst-3978	152	55	data	datum	NOUN
ajst-3978	152	56	is	be	AUX
ajst-3978	152	57	difficult	difficult	ADJ
ajst-3978	152	58	to	to	PART
ajst-3978	152	59	collect	collect	VERB
ajst-3978	152	60	,	,	PUNCT
ajst-3978	152	61	and	and	CCONJ
ajst-3978	152	62	on	on	ADP
ajst-3978	152	63	the	the	DET
ajst-3978	152	64	other	other	ADJ
ajst-3978	152	65	hand	hand	NOUN
ajst-3978	152	66	,	,	PUNCT
ajst-3978	152	67	manual	manual	ADJ
ajst-3978	152	68	labeling	labeling	NOUN
ajst-3978	152	69	requires	require	VERB
ajst-3978	152	70	a	a	DET
ajst-3978	152	71	lot	lot	NOUN
ajst-3978	152	72	of	of	ADP
ajst-3978	152	73	manpower	manpower	NOUN
ajst-3978	152	74	and	and	CCONJ
ajst-3978	152	75	time	time	NOUN
ajst-3978	152	76	.	.	PUNCT
ajst-3978	153	1	a	a	DET
ajst-3978	153	2	small	small	ADJ
ajst-3978	153	3	number	number	NOUN
ajst-3978	153	4	of	of	ADP
ajst-3978	153	5	samples	sample	NOUN
ajst-3978	153	6	will	will	AUX
ajst-3978	153	7	make	make	VERB
ajst-3978	153	8	the	the	DET
ajst-3978	153	9	recognition	recognition	NOUN
ajst-3978	153	10	accuracy	accuracy	NOUN
ajst-3978	153	11	lower	low	ADJ
ajst-3978	153	12	.	.	PUNCT
ajst-3978	154	1	5.1.2	5.1.2	X
ajst-3978	154	2	.	.	NOUN
ajst-3978	154	3	difficulty	difficulty	NOUN
ajst-3978	154	4	in	in	ADP
ajst-3978	154	5	recognizing	recognize	VERB
ajst-3978	154	6	single	single	ADJ
ajst-3978	154	7	words	word	NOUN
ajst-3978	154	8	due	due	ADP
ajst-3978	154	9	to	to	ADP
ajst-3978	154	10	the	the	DET
ajst-3978	154	11	difference	difference	NOUN
ajst-3978	154	12	between	between	ADP
ajst-3978	154	13	ancient	ancient	ADJ
ajst-3978	154	14	chinese	chinese	ADJ
ajst-3978	154	15	and	and	CCONJ
ajst-3978	154	16	modern	modern	ADJ
ajst-3978	154	17	chinese	chinese	PROPN
ajst-3978	154	18	,	,	PUNCT
ajst-3978	154	19	the	the	DET
ajst-3978	154	20	characters	character	NOUN
ajst-3978	154	21	in	in	ADP
ajst-3978	154	22	ancient	ancient	ADJ
ajst-3978	154	23	chinese	chinese	PROPN
ajst-3978	154	24	have	have	AUX
ajst-3978	154	25	the	the	DET
ajst-3978	154	26	characteristics	characteristic	NOUN
ajst-3978	154	27	of	of	ADP
ajst-3978	154	28	refinement	refinement	NOUN
ajst-3978	154	29	,	,	PUNCT
ajst-3978	154	30	which	which	PRON
ajst-3978	154	31	makes	make	VERB
ajst-3978	154	32	most	most	ADJ
ajst-3978	154	33	entities	entity	NOUN
ajst-3978	154	34	are	be	AUX
ajst-3978	154	35	less	less	ADJ
ajst-3978	154	36	than	than	ADP
ajst-3978	154	37	two	two	NUM
ajst-3978	154	38	words	word	NOUN
ajst-3978	154	39	,	,	PUNCT
ajst-3978	154	40	and	and	CCONJ
ajst-3978	154	41	there	there	PRON
ajst-3978	154	42	will	will	AUX
ajst-3978	154	43	be	be	AUX
ajst-3978	154	44	a	a	DET
ajst-3978	154	45	large	large	ADJ
ajst-3978	154	46	number	number	NOUN
ajst-3978	154	47	of	of	ADP
ajst-3978	154	48	single	single	ADJ
ajst-3978	154	49	-	-	PUNCT
ajst-3978	154	50	word	word	NOUN
ajst-3978	154	51	entities	entity	NOUN
ajst-3978	154	52	,	,	PUNCT
ajst-3978	154	53	such	such	ADJ
ajst-3978	154	54	as	as	ADP
ajst-3978	154	55	the	the	DET
ajst-3978	154	56	word	word	NOUN
ajst-3978	154	57	"	"	PUNCT
ajst-3978	154	58	mash	mash	NOUN
ajst-3978	154	59	"	"	PUNCT
ajst-3978	154	60	in	in	ADP
ajst-3978	154	61	the	the	DET
ajst-3978	154	62	name	name	NOUN
ajst-3978	154	63	of	of	ADP
ajst-3978	154	64	wine	wine	NOUN
ajst-3978	154	65	is	be	AUX
ajst-3978	154	66	also	also	ADV
ajst-3978	154	67	labeled	label	VERB
ajst-3978	154	68	as	as	ADP
ajst-3978	154	69	a	a	DET
ajst-3978	154	70	kind	kind	NOUN
ajst-3978	154	71	of	of	ADP
ajst-3978	154	72	wine	wine	NOUN
ajst-3978	154	73	name	name	NOUN
ajst-3978	154	74	,	,	PUNCT
ajst-3978	154	75	or	or	CCONJ
ajst-3978	154	76	some	some	DET
ajst-3978	154	77	people	people	NOUN
ajst-3978	154	78	's	's	PART
ajst-3978	154	79	names	name	NOUN
ajst-3978	154	80	are	be	AUX
ajst-3978	154	81	shortened	shorten	VERB
ajst-3978	154	82	to	to	ADP
ajst-3978	154	83	one	one	NUM
ajst-3978	154	84	word	word	NOUN
ajst-3978	154	85	,	,	PUNCT
ajst-3978	154	86	which	which	PRON
ajst-3978	154	87	will	will	AUX
ajst-3978	154	88	also	also	ADV
ajst-3978	154	89	affect	affect	VERB
ajst-3978	154	90	the	the	DET
ajst-3978	154	91	training	training	NOUN
ajst-3978	154	92	effect	effect	NOUN
ajst-3978	154	93	and	and	CCONJ
ajst-3978	154	94	reduce	reduce	VERB
ajst-3978	154	95	the	the	DET
ajst-3978	154	96	accuracy	accuracy	NOUN
ajst-3978	154	97	.	.	PUNCT
ajst-3978	155	1	this	this	PRON
ajst-3978	155	2	will	will	AUX
ajst-3978	155	3	also	also	ADV
ajst-3978	155	4	affect	affect	VERB
ajst-3978	155	5	the	the	DET
ajst-3978	155	6	training	training	NOUN
ajst-3978	155	7	effect	effect	NOUN
ajst-3978	155	8	and	and	CCONJ
ajst-3978	155	9	reduce	reduce	VERB
ajst-3978	155	10	the	the	DET
ajst-3978	155	11	accuracy	accuracy	NOUN
ajst-3978	155	12	of	of	ADP
ajst-3978	155	13	recognition	recognition	NOUN
ajst-3978	155	14	.	.	PUNCT
ajst-3978	156	1	5.1.3	5.1.3	NUM
ajst-3978	156	2	.	.	PUNCT
ajst-3978	156	3	low	low	ADJ
ajst-3978	156	4	frequency	frequency	NOUN
ajst-3978	156	5	word	word	NOUN
ajst-3978	156	6	recognition	recognition	NOUN
ajst-3978	156	7	error	error	NOUN
ajst-3978	156	8	there	there	PRON
ajst-3978	156	9	are	be	VERB
ajst-3978	156	10	some	some	DET
ajst-3978	156	11	entities	entity	NOUN
ajst-3978	156	12	that	that	PRON
ajst-3978	156	13	appear	appear	VERB
ajst-3978	156	14	particularly	particularly	ADV
ajst-3978	156	15	few	few	ADJ
ajst-3978	156	16	times	time	NOUN
ajst-3978	156	17	,	,	PUNCT
ajst-3978	156	18	and	and	CCONJ
ajst-3978	156	19	entities	entity	NOUN
ajst-3978	156	20	that	that	PRON
ajst-3978	156	21	appear	appear	VERB
ajst-3978	156	22	with	with	ADP
ajst-3978	156	23	low	low	ADJ
ajst-3978	156	24	frequency	frequency	NOUN
ajst-3978	156	25	also	also	ADV
ajst-3978	156	26	affect	affect	VERB
ajst-3978	156	27	the	the	DET
ajst-3978	156	28	recognition	recognition	NOUN
ajst-3978	156	29	effect	effect	NOUN
ajst-3978	156	30	,	,	PUNCT
ajst-3978	156	31	resulting	result	VERB
ajst-3978	156	32	in	in	ADP
ajst-3978	156	33	the	the	DET
ajst-3978	156	34	machine	machine	NOUN
ajst-3978	156	35	not	not	PART
ajst-3978	156	36	being	be	AUX
ajst-3978	156	37	able	able	ADJ
ajst-3978	156	38	to	to	PART
ajst-3978	156	39	recognize	recognize	VERB
ajst-3978	156	40	this	this	DET
ajst-3978	156	41	low	low	ADJ
ajst-3978	156	42	frequency	frequency	NOUN
ajst-3978	156	43	entity	entity	NOUN
ajst-3978	156	44	.	.	PUNCT
ajst-3978	157	1	5.1.4	5.1.4	X
ajst-3978	157	2	.	.	PUNCT
ajst-3978	157	3	manual	manual	ADJ
ajst-3978	157	4	labeling	labeling	NOUN
ajst-3978	157	5	errors	error	NOUN
ajst-3978	157	6	the	the	DET
ajst-3978	157	7	use	use	NOUN
ajst-3978	157	8	of	of	ADP
ajst-3978	157	9	cross	cross	ADJ
ajst-3978	157	10	-	-	ADJ
ajst-3978	157	11	validation	validation	NOUN
ajst-3978	157	12	reduces	reduce	VERB
ajst-3978	157	13	the	the	DET
ajst-3978	157	14	manual	manual	ADJ
ajst-3978	157	15	annotation	annotation	NOUN
ajst-3978	157	16	errors	error	NOUN
ajst-3978	157	17	,	,	PUNCT
ajst-3978	157	18	but	but	CCONJ
ajst-3978	157	19	the	the	DET
ajst-3978	157	20	manual	manual	ADJ
ajst-3978	157	21	annotation	annotation	NOUN
ajst-3978	157	22	errors	error	NOUN
ajst-3978	157	23	are	be	AUX
ajst-3978	157	24	still	still	ADV
ajst-3978	157	25	unavoidable	unavoidable	ADJ
ajst-3978	157	26	.	.	PUNCT
ajst-3978	158	1	5.2	5.2	NUM
ajst-3978	158	2	.	.	PUNCT
ajst-3978	159	1	exploration	exploration	NOUN
ajst-3978	159	2	of	of	ADP
ajst-3978	159	3	improvement	improvement	NOUN
ajst-3978	159	4	for	for	ADP
ajst-3978	159	5	the	the	DET
ajst-3978	159	6	reason	reason	NOUN
ajst-3978	159	7	that	that	SCONJ
ajst-3978	159	8	the	the	DET
ajst-3978	159	9	accuracy	accuracy	NOUN
ajst-3978	159	10	rate	rate	NOUN
ajst-3978	159	11	of	of	ADP
ajst-3978	159	12	recognition	recognition	NOUN
ajst-3978	159	13	of	of	ADP
ajst-3978	159	14	5	5	NUM
ajst-3978	159	15	types	type	NOUN
ajst-3978	159	16	of	of	ADP
ajst-3978	159	17	entities	entity	NOUN
ajst-3978	159	18	is	be	AUX
ajst-3978	159	19	not	not	PART
ajst-3978	159	20	high	high	ADJ
ajst-3978	159	21	enough	enough	ADV
ajst-3978	159	22	,	,	PUNCT
ajst-3978	159	23	improvements	improvement	NOUN
ajst-3978	159	24	can	can	AUX
ajst-3978	159	25	be	be	AUX
ajst-3978	159	26	made	make	VERB
ajst-3978	159	27	in	in	ADP
ajst-3978	159	28	the	the	DET
ajst-3978	159	29	following	follow	VERB
ajst-3978	159	30	directions	direction	NOUN
ajst-3978	159	31	.	.	PUNCT
ajst-3978	160	1	(	(	PUNCT
ajst-3978	160	2	1	1	X
ajst-3978	160	3	)	)	PUNCT
ajst-3978	160	4	expanding	expand	VERB
ajst-3978	160	5	the	the	DET
ajst-3978	160	6	corpus	corpus	NOUN
ajst-3978	160	7	.	.	PUNCT
ajst-3978	161	1	expanding	expand	VERB
ajst-3978	161	2	the	the	DET
ajst-3978	161	3	size	size	NOUN
ajst-3978	161	4	of	of	ADP
ajst-3978	161	5	the	the	DET
ajst-3978	161	6	corpus	corpus	NOUN
ajst-3978	161	7	can	can	AUX
ajst-3978	161	8	increase	increase	VERB
ajst-3978	161	9	the	the	DET
ajst-3978	161	10	frequency	frequency	NOUN
ajst-3978	161	11	of	of	ADP
ajst-3978	161	12	entity	entity	NOUN
ajst-3978	161	13	occurrences	occurrence	NOUN
ajst-3978	161	14	,	,	PUNCT
ajst-3978	161	15	make	make	VERB
ajst-3978	161	16	model	model	NOUN
ajst-3978	161	17	training	training	NOUN
ajst-3978	161	18	more	more	ADV
ajst-3978	161	19	effective	effective	ADJ
ajst-3978	161	20	,	,	PUNCT
ajst-3978	161	21	learn	learn	VERB
ajst-3978	161	22	more	more	ADJ
ajst-3978	161	23	text	text	NOUN
ajst-3978	161	24	features	feature	NOUN
ajst-3978	161	25	,	,	PUNCT
ajst-3978	161	26	and	and	CCONJ
ajst-3978	161	27	thus	thus	ADV
ajst-3978	161	28	improve	improve	VERB
ajst-3978	161	29	the	the	DET
ajst-3978	161	30	effectiveness	effectiveness	NOUN
ajst-3978	161	31	of	of	ADP
ajst-3978	161	32	recognition	recognition	NOUN
ajst-3978	161	33	.	.	PUNCT
ajst-3978	162	1	(	(	PUNCT
ajst-3978	162	2	2	2	X
ajst-3978	162	3	)	)	PUNCT
ajst-3978	162	4	adding	add	VERB
ajst-3978	162	5	split	split	ADJ
ajst-3978	162	6	-	-	PUNCT
ajst-3978	162	7	word	word	NOUN
ajst-3978	162	8	features	feature	NOUN
ajst-3978	162	9	.	.	PUNCT
ajst-3978	163	1	the	the	DET
ajst-3978	163	2	problem	problem	NOUN
ajst-3978	163	3	of	of	ADP
ajst-3978	163	4	difficult	difficult	ADJ
ajst-3978	163	5	single	single	ADJ
ajst-3978	163	6	-	-	PUNCT
ajst-3978	163	7	word	word	NOUN
ajst-3978	163	8	recognition	recognition	NOUN
ajst-3978	163	9	can	can	AUX
ajst-3978	163	10	be	be	AUX
ajst-3978	163	11	optimized	optimize	VERB
ajst-3978	163	12	by	by	ADP
ajst-3978	163	13	adding	add	VERB
ajst-3978	163	14	splitword	splitword	NOUN
ajst-3978	163	15	features	feature	NOUN
ajst-3978	163	16	to	to	ADP
ajst-3978	163	17	the	the	DET
ajst-3978	163	18	model	model	NOUN
ajst-3978	163	19	,	,	PUNCT
ajst-3978	163	20	which	which	PRON
ajst-3978	163	21	can	can	AUX
ajst-3978	163	22	distinguish	distinguish	VERB
ajst-3978	163	23	word	word	NOUN
ajst-3978	163	24	words	word	NOUN
ajst-3978	163	25	from	from	ADP
ajst-3978	163	26	multi	multi	ADJ
ajst-3978	163	27	-	-	ADJ
ajst-3978	163	28	word	word	ADJ
ajst-3978	163	29	words	word	NOUN
ajst-3978	163	30	and	and	CCONJ
ajst-3978	163	31	thus	thus	ADV
ajst-3978	163	32	improve	improve	VERB
ajst-3978	163	33	the	the	DET
ajst-3978	163	34	recall	recall	NOUN
ajst-3978	163	35	rate	rate	NOUN
ajst-3978	163	36	of	of	ADP
ajst-3978	163	37	the	the	DET
ajst-3978	163	38	model	model	NOUN
ajst-3978	163	39	.	.	PUNCT
ajst-3978	164	1	(	(	PUNCT
ajst-3978	164	2	3	3	X
ajst-3978	164	3	)	)	PUNCT
ajst-3978	164	4	optimize	optimize	VERB
ajst-3978	164	5	the	the	DET
ajst-3978	164	6	manual	manual	ADJ
ajst-3978	164	7	annotation	annotation	NOUN
ajst-3978	164	8	process	process	NOUN
ajst-3978	164	9	.	.	PUNCT
ajst-3978	165	1	for	for	ADP
ajst-3978	165	2	custom	custom	NOUN
ajst-3978	165	3	samples	sample	NOUN
ajst-3978	165	4	,	,	PUNCT
ajst-3978	165	5	the	the	DET
ajst-3978	165	6	manual	manual	ADJ
ajst-3978	165	7	labeling	labeling	NOUN
ajst-3978	165	8	results	result	NOUN
ajst-3978	165	9	greatly	greatly	ADV
ajst-3978	165	10	affect	affect	VERB
ajst-3978	165	11	the	the	DET
ajst-3978	165	12	training	training	NOUN
ajst-3978	165	13	results	result	NOUN
ajst-3978	165	14	,	,	PUNCT
ajst-3978	165	15	and	and	CCONJ
ajst-3978	165	16	more	more	ADV
ajst-3978	165	17	standard	standard	ADJ
ajst-3978	165	18	labeling	labeling	NOUN
ajst-3978	165	19	rules	rule	NOUN
ajst-3978	165	20	need	need	VERB
ajst-3978	165	21	to	to	PART
ajst-3978	165	22	be	be	AUX
ajst-3978	165	23	developed	develop	VERB
ajst-3978	165	24	,	,	PUNCT
ajst-3978	165	25	and	and	CCONJ
ajst-3978	165	26	setting	set	VERB
ajst-3978	165	27	a	a	DET
ajst-3978	165	28	more	more	ADV
ajst-3978	165	29	rigorous	rigorous	ADJ
ajst-3978	165	30	labeling	labeling	NOUN
ajst-3978	165	31	process	process	NOUN
ajst-3978	165	32	can	can	AUX
ajst-3978	165	33	lead	lead	VERB
ajst-3978	165	34	to	to	ADP
ajst-3978	165	35	improved	improve	VERB
ajst-3978	165	36	training	training	NOUN
ajst-3978	165	37	results	result	NOUN
ajst-3978	165	38	.	.	PUNCT
ajst-3978	166	1	(	(	PUNCT
ajst-3978	166	2	4	4	X
ajst-3978	166	3	)	)	PUNCT
ajst-3978	166	4	using	use	VERB
ajst-3978	166	5	new	new	ADJ
ajst-3978	166	6	training	training	NOUN
ajst-3978	166	7	models	model	NOUN
ajst-3978	166	8	.	.	PUNCT
ajst-3978	167	1	after	after	SCONJ
ajst-3978	167	2	the	the	DET
ajst-3978	167	3	bert	bert	PROPN
ajst-3978	167	4	model	model	NOUN
ajst-3978	167	5	researchers	researcher	NOUN
ajst-3978	167	6	have	have	AUX
ajst-3978	167	7	proposed	propose	VERB
ajst-3978	167	8	more	more	ADJ
ajst-3978	167	9	new	new	ADJ
ajst-3978	167	10	models	model	NOUN
ajst-3978	167	11	,	,	PUNCT
ajst-3978	167	12	whose	whose	DET
ajst-3978	167	13	recognition	recognition	NOUN
ajst-3978	167	14	effects	effect	NOUN
ajst-3978	167	15	on	on	ADP
ajst-3978	167	16	different	different	ADJ
ajst-3978	167	17	corpus	corpu	NOUN
ajst-3978	167	18	are	be	AUX
ajst-3978	167	19	yet	yet	ADV
ajst-3978	167	20	to	to	PART
ajst-3978	167	21	be	be	AUX
ajst-3978	167	22	tested	test	VERB
ajst-3978	167	23	,	,	PUNCT
ajst-3978	167	24	and	and	CCONJ
ajst-3978	167	25	new	new	ADJ
ajst-3978	167	26	models	model	NOUN
ajst-3978	167	27	can	can	AUX
ajst-3978	167	28	be	be	AUX
ajst-3978	167	29	used	use	VERB
ajst-3978	167	30	for	for	ADP
ajst-3978	167	31	training	training	NOUN
ajst-3978	167	32	in	in	ADP
ajst-3978	167	33	subsequent	subsequent	ADJ
ajst-3978	167	34	studies	study	NOUN
ajst-3978	167	35	,	,	PUNCT
ajst-3978	167	36	and	and	CCONJ
ajst-3978	167	37	the	the	DET
ajst-3978	167	38	perspective	perspective	NOUN
ajst-3978	167	39	of	of	ADP
ajst-3978	167	40	entity	entity	NOUN
ajst-3978	167	41	relations	relation	NOUN
ajst-3978	167	42	can	can	AUX
ajst-3978	167	43	also	also	ADV
ajst-3978	167	44	be	be	AUX
ajst-3978	167	45	added	add	VERB
ajst-3978	167	46	for	for	ADP
ajst-3978	167	47	entity	entity	NOUN
ajst-3978	167	48	recognition	recognition	NOUN
ajst-3978	167	49	exploration	exploration	NOUN
ajst-3978	167	50	.	.	PUNCT
ajst-3978	168	1	5.3	5.3	NUM
ajst-3978	168	2	.	.	PUNCT
ajst-3978	168	3	outlook	outlook	NOUN
ajst-3978	168	4	named	name	VERB
ajst-3978	168	5	entity	entity	NOUN
ajst-3978	168	6	recognition	recognition	NOUN
ajst-3978	168	7	is	be	AUX
ajst-3978	168	8	gradually	gradually	ADV
ajst-3978	168	9	developing	develop	VERB
ajst-3978	168	10	,	,	PUNCT
ajst-3978	168	11	and	and	CCONJ
ajst-3978	168	12	the	the	DET
ajst-3978	168	13	current	current	ADJ
ajst-3978	168	14	research	research	NOUN
ajst-3978	168	15	on	on	ADP
ajst-3978	168	16	recognition	recognition	NOUN
ajst-3978	168	17	in	in	ADP
ajst-3978	168	18	ancient	ancient	ADJ
ajst-3978	168	19	chinese	chinese	PROPN
ajst-3978	168	20	is	be	AUX
ajst-3978	168	21	just	just	ADV
ajst-3978	168	22	beginning	begin	VERB
ajst-3978	168	23	.	.	PUNCT
ajst-3978	169	1	research	research	NOUN
ajst-3978	169	2	on	on	ADP
ajst-3978	169	3	different	different	ADJ
ajst-3978	169	4	corpora	corpora	NOUN
ajst-3978	169	5	can	can	AUX
ajst-3978	169	6	help	help	VERB
ajst-3978	169	7	the	the	DET
ajst-3978	169	8	development	development	NOUN
ajst-3978	169	9	of	of	ADP
ajst-3978	169	10	named	name	VERB
ajst-3978	169	11	entity	entity	NOUN
ajst-3978	169	12	recognition	recognition	NOUN
ajst-3978	169	13	technology	technology	NOUN
ajst-3978	169	14	,	,	PUNCT
ajst-3978	169	15	and	and	CCONJ
ajst-3978	169	16	the	the	DET
ajst-3978	169	17	mining	mining	NOUN
ajst-3978	169	18	of	of	ADP
ajst-3978	169	19	texts	text	NOUN
ajst-3978	169	20	such	such	ADJ
ajst-3978	169	21	as	as	ADP
ajst-3978	169	22	ancient	ancient	ADJ
ajst-3978	169	23	wine	wine	NOUN
ajst-3978	169	24	and	and	CCONJ
ajst-3978	169	25	ancient	ancient	ADJ
ajst-3978	169	26	poems	poem	NOUN
ajst-3978	169	27	can	can	AUX
ajst-3978	169	28	also	also	ADV
ajst-3978	169	29	promote	promote	VERB
ajst-3978	169	30	the	the	DET
ajst-3978	169	31	deepening	deepening	NOUN
ajst-3978	169	32	of	of	ADP
ajst-3978	169	33	the	the	DET
ajst-3978	169	34	association	association	NOUN
ajst-3978	169	35	between	between	ADP
ajst-3978	169	36	natural	natural	ADJ
ajst-3978	169	37	language	language	NOUN
ajst-3978	169	38	processing	processing	NOUN
ajst-3978	169	39	technology	technology	NOUN
ajst-3978	169	40	and	and	CCONJ
ajst-3978	169	41	ancient	ancient	ADJ
ajst-3978	169	42	chinese	chinese	ADJ
ajst-3978	169	43	corpus	corpus	PROPN
ajst-3978	169	44	,	,	PUNCT
ajst-3978	169	45	opening	open	VERB
ajst-3978	169	46	up	up	ADP
ajst-3978	169	47	new	new	ADJ
ajst-3978	169	48	areas	area	NOUN
ajst-3978	169	49	of	of	ADP
ajst-3978	169	50	research	research	NOUN
ajst-3978	169	51	,	,	PUNCT
ajst-3978	169	52	so	so	SCONJ
ajst-3978	169	53	as	as	SCONJ
ajst-3978	169	54	to	to	PART
ajst-3978	169	55	achieve	achieve	VERB
ajst-3978	169	56	,	,	PUNCT
ajst-3978	169	57	for	for	ADP
ajst-3978	169	58	example	example	NOUN
ajst-3978	169	59	,	,	PUNCT
ajst-3978	169	60	the	the	DET
ajst-3978	169	61	discovery	discovery	NOUN
ajst-3978	169	62	of	of	ADP
ajst-3978	169	63	ancient	ancient	ADJ
ajst-3978	169	64	culture	culture	NOUN
ajst-3978	169	65	by	by	ADP
ajst-3978	169	66	computer	computer	NOUN
ajst-3978	169	67	technology	technology	NOUN
ajst-3978	169	68	.	.	PUNCT
ajst-3978	170	1	in	in	ADP
ajst-3978	170	2	this	this	DET
ajst-3978	170	3	study	study	NOUN
ajst-3978	170	4	,	,	PUNCT
ajst-3978	170	5	we	we	PRON
ajst-3978	170	6	take	take	VERB
ajst-3978	170	7	ancient	ancient	ADJ
ajst-3978	170	8	wine	wine	NOUN
ajst-3978	170	9	and	and	CCONJ
ajst-3978	170	10	ancient	ancient	ADJ
ajst-3978	170	11	poems	poem	NOUN
ajst-3978	170	12	as	as	ADP
ajst-3978	170	13	corpus	corpus	NOUN
ajst-3978	170	14	,	,	PUNCT
ajst-3978	170	15	establish	establish	VERB
ajst-3978	170	16	rules	rule	NOUN
ajst-3978	170	17	for	for	ADP
ajst-3978	170	18	their	their	PRON
ajst-3978	170	19	named	name	VERB
ajst-3978	170	20	entity	entity	NOUN
ajst-3978	170	21	recognition	recognition	NOUN
ajst-3978	170	22	annotation	annotation	NOUN
ajst-3978	170	23	,	,	PUNCT
ajst-3978	170	24	use	use	VERB
ajst-3978	170	25	cross	cross	ADJ
ajst-3978	170	26	-	-	ADJ
ajst-3978	170	27	validation	validation	ADJ
ajst-3978	170	28	method	method	NOUN
ajst-3978	170	29	,	,	PUNCT
ajst-3978	170	30	use	use	VERB
ajst-3978	170	31	four	four	NUM
ajst-3978	170	32	models	model	NOUN
ajst-3978	170	33	,	,	PUNCT
ajst-3978	170	34	based	base	VERB
ajst-3978	170	35	on	on	ADP
ajst-3978	170	36	crf	crf	PROPN
ajst-3978	170	37	model	model	NOUN
ajst-3978	170	38	in	in	ADP
ajst-3978	170	39	statistical	statistical	ADJ
ajst-3978	170	40	machine	machine	NOUN
ajst-3978	170	41	learning	learning	NOUN
ajst-3978	170	42	based	base	VERB
ajst-3978	170	43	method	method	NOUN
ajst-3978	170	44	,	,	PUNCT
ajst-3978	170	45	combined	combine	VERB
ajst-3978	170	46	with	with	ADP
ajst-3978	170	47	lstm	lstm	ADJ
ajst-3978	170	48	network	network	NOUN
ajst-3978	170	49	in	in	ADP
ajst-3978	170	50	deep	deep	ADJ
ajst-3978	170	51	learning	learning	NOUN
ajst-3978	170	52	,	,	PUNCT
ajst-3978	170	53	use	use	VERB
ajst-3978	170	54	bert	bert	PROPN
ajst-3978	170	55	pre	pre	ADJ
ajst-3978	170	56	-	-	ADJ
ajst-3978	170	57	training	training	ADJ
ajst-3978	170	58	model	model	NOUN
ajst-3978	170	59	,	,	PUNCT
ajst-3978	170	60	and	and	CCONJ
ajst-3978	170	61	make	make	VERB
ajst-3978	170	62	comparison	comparison	NOUN
ajst-3978	170	63	to	to	PART
ajst-3978	170	64	get	get	VERB
ajst-3978	170	65	the	the	DET
ajst-3978	170	66	advantages	advantage	NOUN
ajst-3978	170	67	and	and	CCONJ
ajst-3978	170	68	promotion	promotion	NOUN
ajst-3978	170	69	value	value	NOUN
ajst-3978	170	70	of	of	ADP
ajst-3978	170	71	bert	bert	PROPN
ajst-3978	170	72	model	model	NOUN
ajst-3978	170	73	in	in	ADP
ajst-3978	170	74	ancient	ancient	ADJ
ajst-3978	170	75	text	text	NOUN
ajst-3978	170	76	entity	entity	NOUN
ajst-3978	170	77	recognition	recognition	NOUN
ajst-3978	170	78	.	.	PUNCT
ajst-3978	171	1	at	at	ADP
ajst-3978	171	2	present	present	ADJ
ajst-3978	171	3	,	,	PUNCT
ajst-3978	171	4	new	new	ADJ
ajst-3978	171	5	variants	variant	NOUN
ajst-3978	171	6	of	of	ADP
ajst-3978	171	7	the	the	DET
ajst-3978	171	8	bert	bert	PROPN
ajst-3978	171	9	model	model	NOUN
ajst-3978	171	10	also	also	ADV
ajst-3978	171	11	appear	appear	VERB
ajst-3978	171	12	in	in	ADP
ajst-3978	171	13	the	the	DET
ajst-3978	171	14	subsequent	subsequent	ADJ
ajst-3978	171	15	research	research	NOUN
ajst-3978	171	16	,	,	PUNCT
ajst-3978	171	17	for	for	ADP
ajst-3978	171	18	its	its	PRON
ajst-3978	171	19	recognition	recognition	NOUN
ajst-3978	171	20	accuracy	accuracy	NOUN
ajst-3978	171	21	on	on	ADP
ajst-3978	171	22	different	different	ADJ
ajst-3978	171	23	corpus	corpus	NOUN
ajst-3978	171	24	still	still	ADV
ajst-3978	171	25	needs	need	VERB
ajst-3978	171	26	to	to	PART
ajst-3978	171	27	be	be	AUX
ajst-3978	171	28	studied	study	VERB
ajst-3978	171	29	,	,	PUNCT
ajst-3978	171	30	and	and	CCONJ
ajst-3978	171	31	the	the	DET
ajst-3978	171	32	subsequent	subsequent	ADJ
ajst-3978	171	33	hope	hope	NOUN
ajst-3978	171	34	is	be	AUX
ajst-3978	171	35	to	to	PART
ajst-3978	171	36	explore	explore	VERB
ajst-3978	171	37	the	the	DET
ajst-3978	171	38	application	application	NOUN
ajst-3978	171	39	performance	performance	NOUN
ajst-3978	171	40	of	of	ADP
ajst-3978	171	41	the	the	DET
ajst-3978	171	42	new	new	ADJ
ajst-3978	171	43	model	model	NOUN
ajst-3978	171	44	on	on	ADP
ajst-3978	171	45	different	different	ADJ
ajst-3978	171	46	corpus	corpus	NOUN
ajst-3978	171	47	through	through	ADP
ajst-3978	171	48	more	more	ADJ
ajst-3978	171	49	model	model	NOUN
ajst-3978	171	50	comparisons	comparison	NOUN
ajst-3978	171	51	,	,	PUNCT
ajst-3978	171	52	using	use	VERB
ajst-3978	171	53	more	more	ADV
ajst-3978	171	54	ancient	ancient	ADJ
ajst-3978	171	55	text	text	NOUN
ajst-3978	171	56	data	datum	NOUN
ajst-3978	171	57	for	for	ADP
ajst-3978	171	58	verification	verification	NOUN
ajst-3978	171	59	.	.	PUNCT
ajst-3978	172	1	references	reference	NOUN
ajst-3978	172	2	[	[	X
ajst-3978	172	3	1	1	NUM
ajst-3978	172	4	]	]	PUNCT
ajst-3978	172	5	chen	chen	PROPN
ajst-3978	172	6	yu	yu	PROPN
ajst-3978	172	7	hou	hou	PROPN
ajst-3978	172	8	.	.	PUNCT
ajst-3978	173	1	visual	visual	ADJ
ajst-3978	173	2	analysis	analysis	NOUN
ajst-3978	173	3	of	of	ADP
ajst-3978	173	4	knowledge	knowledge	NOUN
ajst-3978	173	5	map	map	NOUN
ajst-3978	173	6	of	of	ADP
ajst-3978	173	7	sichuan	sichuan	PROPN
ajst-3978	173	8	wine	wine	NOUN
ajst-3978	173	9	culture	culture	NOUN
ajst-3978	173	10	research[j	research[j	PROPN
ajst-3978	173	11	]	]	PUNCT
ajst-3978	173	12	.	.	PUNCT
ajst-3978	174	1	journal	journal	PROPN
ajst-3978	174	2	of	of	ADP
ajst-3978	174	3	sichuan	sichuan	PROPN
ajst-3978	174	4	institute	institute	PROPN
ajst-3978	174	5	of	of	ADP
ajst-3978	174	6	technology	technology	PROPN
ajst-3978	174	7	(	(	PUNCT
ajst-3978	174	8	social	social	ADJ
ajst-3978	174	9	science	science	NOUN
ajst-3978	174	10	edition),2017,32(06):10	edition),2017,32(06):10	PROPN
ajst-3978	174	11	-	-	PUNCT
ajst-3978	174	12	25	25	NUM
ajst-3978	174	13	.	.	PUNCT
ajst-3978	175	1	[	[	X
ajst-3978	175	2	2	2	NUM
ajst-3978	175	3	]	]	X
ajst-3978	175	4	li	li	PROPN
ajst-3978	175	5	na	na	PROPN
ajst-3978	175	6	.	.	PUNCT
ajst-3978	175	7	construction	construction	NOUN
ajst-3978	175	8	of	of	ADP
ajst-3978	175	9	automatic	automatic	ADJ
ajst-3978	175	10	extraction	extraction	NOUN
ajst-3978	175	11	model	model	NOUN
ajst-3978	175	12	for	for	ADP
ajst-3978	175	13	aliases	alias	NOUN
ajst-3978	175	14	of	of	ADP
ajst-3978	175	15	ancient	ancient	ADJ
ajst-3978	175	16	books	book	NOUN
ajst-3978	175	17	of	of	ADP
ajst-3978	175	18	fangzhi	fangzhi	NOUN
ajst-3978	175	19	based	base	VERB
ajst-3978	175	20	on	on	ADP
ajst-3978	175	21	conditional	conditional	ADJ
ajst-3978	175	22	random	random	ADJ
ajst-3978	175	23	fields[j	fields[j	PROPN
ajst-3978	175	24	]	]	PUNCT
ajst-3978	175	25	.	.	PUNCT
ajst-3978	176	1	journal	journal	PROPN
ajst-3978	176	2	of	of	ADP
ajst-3978	176	3	chinese	chinese	PROPN
ajst-3978	176	4	information,2018,32(11):4148	information,2018,32(11):4148	PROPN
ajst-3978	176	5	+	+	PROPN
ajst-3978	176	6	61	61	NUM
ajst-3978	176	7	.	.	PUNCT
ajst-3978	177	1	[	[	X
ajst-3978	177	2	3	3	X
ajst-3978	177	3	]	]	X
ajst-3978	177	4	zhao	zhao	PROPN
ajst-3978	177	5	sh	sh	PROPN
ajst-3978	177	6	,	,	PUNCT
ajst-3978	177	7	luo	luo	PROPN
ajst-3978	177	8	r	r	PROPN
ajst-3978	177	9	,	,	PUNCT
ajst-3978	177	10	cai	cai	PROPN
ajst-3978	177	11	zp	zp	PROPN
ajst-3978	177	12	.	.	PUNCT
ajst-3978	177	13	a	a	DET
ajst-3978	177	14	review	review	NOUN
ajst-3978	177	15	of	of	ADP
ajst-3978	177	16	chinese	chinese	PROPN
ajst-3978	177	17	named	name	VERB
ajst-3978	177	18	entity	entity	NOUN
ajst-3978	177	19	recognition[j	recognition[j	NOUN
ajst-3978	177	20	]	]	PUNCT
ajst-3978	177	21	.	.	PUNCT
ajst-3978	178	1	computer	computer	NOUN
ajst-3978	178	2	science	science	NOUN
ajst-3978	178	3	and	and	CCONJ
ajst-3978	178	4	exploration,2022,16(02):296	exploration,2022,16(02):296	NOUN
ajst-3978	178	5	-	-	PROPN
ajst-3978	178	6	304	304	NUM
ajst-3978	178	7	.	.	PUNCT
ajst-3978	179	1	[	[	X
ajst-3978	179	2	4	4	X
ajst-3978	179	3	]	]	X
ajst-3978	179	4	sui	sui	PROPN
ajst-3978	179	5	chen	chen	PROPN
ajst-3978	179	6	.	.	PUNCT
ajst-3978	180	1	research	research	NOUN
ajst-3978	180	2	on	on	ADP
ajst-3978	180	3	chinese	chinese	PROPN
ajst-3978	180	4	named	name	VERB
ajst-3978	180	5	entity	entity	NOUN
ajst-3978	180	6	recognition	recognition	NOUN
ajst-3978	180	7	based	base	VERB
ajst-3978	180	8	on	on	ADP
ajst-3978	180	9	deep	deep	ADJ
ajst-3978	180	10	learning	learning	NOUN
ajst-3978	181	1	[	[	X
ajst-3978	181	2	d	d	X
ajst-3978	181	3	]	]	X
ajst-3978	181	4	.	.	PUNCT
ajst-3978	182	1	zhejiang	zhejiang	PROPN
ajst-3978	182	2	university,2017	university,2017	PROPN
ajst-3978	182	3	.	.	PUNCT
ajst-3978	183	1	[	[	X
ajst-3978	183	2	5	5	NUM
ajst-3978	183	3	]	]	SYM
ajst-3978	183	4	li	li	PROPN
ajst-3978	183	5	,	,	PUNCT
ajst-3978	183	6	j.	j.	PROPN
ajst-3978	183	7	,	,	PUNCT
ajst-3978	183	8	wang	wang	PROPN
ajst-3978	183	9	,	,	PUNCT
ajst-3978	183	10	p	p	X
ajst-3978	183	11	..	..	PUNCT
ajst-3978	183	12	a	a	DET
ajst-3978	183	13	review	review	NOUN
ajst-3978	183	14	of	of	ADP
ajst-3978	183	15	chinese	chinese	PROPN
ajst-3978	183	16	named	name	VERB
ajst-3978	183	17	entity	entity	NOUN
ajst-3978	183	18	recognition	recognition	NOUN
ajst-3978	183	19	research	research	NOUN
ajst-3978	183	20	methods[j	methods[j	PROPN
ajst-3978	183	21	]	]	PUNCT
ajst-3978	183	22	.	.	PUNCT
ajst-3978	184	1	computer	computer	NOUN
ajst-3978	184	2	age,2021(04):1821.doi:10.16644	age,2021(04):1821.doi:10.16644	PROPN
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ajst-3978	184	5	-	-	PUNCT
ajst-3978	184	6	1094	1094	NUM
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ajst-3978	184	8	tp.2021.04.005	tp.2021.04.005	VERB
ajst-3978	184	9	.	.	PUNCT
ajst-3978	185	1	[	[	X
ajst-3978	185	2	6	6	NUM
ajst-3978	185	3	]	]	X
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ajst-3978	185	5	shuiqing	shuiqing	PROPN
ajst-3978	185	6	,	,	PUNCT
ajst-3978	185	7	wang	wang	PROPN
ajst-3978	185	8	dongbo	dongbo	PROPN
ajst-3978	185	9	,	,	PUNCT
ajst-3978	185	10	he	he	PRON
ajst-3978	185	11	lin	lin	PROPN
ajst-3978	185	12	.	.	PUNCT
ajst-3978	186	1	research	research	NOUN
ajst-3978	186	2	on	on	ADP
ajst-3978	186	3	the	the	DET
ajst-3978	186	4	construction	construction	NOUN
ajst-3978	186	5	of	of	ADP
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ajst-3978	186	7	recognition	recognition	NOUN
ajst-3978	186	8	model	model	NOUN
ajst-3978	186	9	of	of	ADP
ajst-3978	186	10	ancient	ancient	ADJ
ajst-3978	186	11	chinese	chinese	ADJ
ajst-3978	186	12	place	place	NOUN
ajst-3978	186	13	names	name	NOUN
ajst-3978	186	14	based	base	VERB
ajst-3978	186	15	on	on	ADP
ajst-3978	186	16	pre	pre	ADJ
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ajst-3978	186	21	.	.	PUNCT
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ajst-3978	187	8	.	.	PUNCT
ajst-3978	188	1	[	[	X
ajst-3978	188	2	7	7	X
ajst-3978	188	3	]	]	X
ajst-3978	188	4	wang	wang	PROPN
ajst-3978	188	5	d.b	d.b	PROPN
ajst-3978	188	6	.	.	PROPN
ajst-3978	188	7	,	,	PUNCT
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ajst-3978	188	14	,	,	PUNCT
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ajst-3978	188	16	b.	b.	PROPN
ajst-3978	188	17	research	research	PROPN
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ajst-3978	188	19	automatic	automatic	ADJ
ajst-3978	188	20	identification	identification	NOUN
ajst-3978	188	21	of	of	ADP
ajst-3978	188	22	basic	basic	ADJ
ajst-3978	188	23	entity	entity	NOUN
ajst-3978	188	24	components	component	NOUN
ajst-3978	188	25	of	of	ADP
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ajst-3978	188	27	events	event	NOUN
ajst-3978	188	28	for	for	ADP
ajst-3978	188	29	pre	pre	ADJ
ajst-3978	188	30	-	-	ADJ
ajst-3978	188	31	qin	qin	ADJ
ajst-3978	188	32	canonical	canonical	ADJ
ajst-3978	188	33	texts[j	texts[j	PROPN
ajst-3978	188	34	]	]	X
ajst-3978	188	35	.	.	PUNCT
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ajst-3978	189	2	library	library	PROPN
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ajst-3978	189	6	.	.	PUNCT
ajst-3978	190	1	[	[	X
ajst-3978	190	2	8	8	NUM
ajst-3978	190	3	]	]	X
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ajst-3978	190	5	fan	fan	PROPN
ajst-3978	190	6	,	,	PUNCT
ajst-3978	190	7	wang	wang	PROPN
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ajst-3978	190	12	entity	entity	NOUN
ajst-3978	190	13	recognition	recognition	NOUN
ajst-3978	190	14	based	base	VERB
ajst-3978	190	15	on	on	ADP
ajst-3978	190	16	deep	deep	ADJ
ajst-3978	190	17	learning[j	learning[j	NOUN
ajst-3978	190	18	]	]	PUNCT
ajst-3978	190	19	.	.	PUNCT
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ajst-3978	191	7	.	.	PUNCT
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ajst-3978	192	2	9	9	NUM
ajst-3978	192	3	]	]	PUNCT
ajst-3978	192	4	xie	xie	PROPN
ajst-3978	192	5	tao	tao	PROPN
ajst-3978	192	6	.	.	PUNCT
ajst-3978	193	1	research	research	NOUN
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ajst-3978	193	6	entity	entity	NOUN
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ajst-3978	193	9	on	on	ADP
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ajst-3978	193	11	literature	literature	NOUN
ajst-3978	194	1	[	[	X
ajst-3978	194	2	d	d	X
ajst-3978	194	3	]	]	X
ajst-3978	194	4	.	.	PUNCT
ajst-3978	195	1	beijing	beijing	PROPN
ajst-3978	195	2	university	university	PROPN
ajst-3978	195	3	of	of	ADP
ajst-3978	195	4	posts	post	NOUN
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ajst-3978	195	7	.	.	PUNCT
ajst-3978	196	1	[	[	X
ajst-3978	196	2	10	10	NUM
ajst-3978	196	3	]	]	X
ajst-3978	196	4	he	he	PRON
ajst-3978	196	5	,	,	PUNCT
ajst-3978	196	6	chun	chun	PROPN
ajst-3978	196	7	-	-	PUNCT
ajst-3978	196	8	hui	hui	PROPN
ajst-3978	196	9	,	,	PUNCT
ajst-3978	196	10	wang	wang	PROPN
ajst-3978	196	11	,	,	PUNCT
ajst-3978	196	12	meng	meng	PROPN
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ajst-3978	196	14	xian	xian	PROPN
ajst-3978	196	15	,	,	PUNCT
ajst-3978	196	16	he	he	PRON
ajst-3978	196	17	,	,	PUNCT
ajst-3978	196	18	xiao	xiao	PROPN
ajst-3978	196	19	-	-	PUNCT
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ajst-3978	196	21	.	.	PUNCT
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ajst-3978	196	23	entity	entity	NOUN
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ajst-3978	196	29	on	on	ADP
ajst-3978	196	30	two	two	NUM
ajst-3978	196	31	-	-	PUNCT
ajst-3978	196	32	layer	layer	NOUN
ajst-3978	196	33	bi	bi	NOUN
ajst-3978	196	34	103	103	NUM
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ajst-3978	196	36	-	-	PUNCT
ajst-3978	196	37	crf	crf	NOUN
ajst-3978	196	38	model[j	model[j	PROPN
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ajst-3978	196	40	.	.	PUNCT
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ajst-3978	197	9	-	-	SYM
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ajst-3978	198	2	11	11	NUM
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ajst-3978	198	10	wang	wang	PROPN
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ajst-3978	198	12	,	,	PUNCT
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ajst-3978	199	2	entity	entity	NOUN
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ajst-3978	199	11	learning	learning	NOUN
ajst-3978	199	12	model[j	model[j	PROPN
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ajst-3978	199	14	.	.	PUNCT
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ajst-3978	200	4	practice,2020,43(11):150	practice,2020,43(11):150	PROPN
ajst-3978	200	5	-	-	PUNCT
ajst-3978	200	6	155.doi:10.16353	155.doi:10.16353	NUM
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ajst-3978	201	2	12	12	NUM
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ajst-3978	201	14	kim	kim	PROPN
ajst-3978	201	15	,	,	PUNCT
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ajst-3978	201	17	kim	kim	PROPN
ajst-3978	201	18	,	,	PUNCT
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ajst-3978	201	20	ho	ho	PROPN
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ajst-3978	202	2	,	,	PUNCT
ajst-3978	202	3	jaewoo	jaewoo	PROPN
ajst-3978	202	4	kang	kang	PROPN
ajst-3978	202	5	.	.	PUNCT
ajst-3978	202	6	biobert	biobert	PROPN
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ajst-3978	202	8	a	a	DET
ajst-3978	202	9	pretrained	pretraine	VERB
ajst-3978	202	10	biomedical	biomedical	ADJ
ajst-3978	202	11	language	language	NOUN
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ajst-3978	202	13	model	model	NOUN
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ajst-3978	202	17	mining.[j	mining.[j	X
ajst-3978	202	18	]	]	X
ajst-3978	202	19	.	.	PUNCT
ajst-3978	203	1	corr,2019,abs/1901.08746	corr,2019,abs/1901.08746	NOUN
ajst-3978	203	2	.	.	PUNCT
ajst-3978	204	1	[	[	X
ajst-3978	204	2	13	13	NUM
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ajst-3978	204	35	c]//2020	c]//2020	ADP
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ajst-3978	204	43	ijcnn	ijcnn	PROPN
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ajst-3978	207	11	apriori	apriori	ADJ
ajst-3978	207	12	algorithm	algorithm	NOUN
ajst-3978	208	1	[	[	X
ajst-3978	208	2	d	d	X
ajst-3978	208	3	]	]	X
ajst-3978	208	4	.	.	PUNCT
ajst-3978	209	1	chang'an	chang'an	PROPN
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ajst-3978	209	3	,	,	PUNCT
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ajst-3978	209	5	.	.	PUNCT
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ajst-3978	210	2	/	/	SYM
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ajst-3978	210	4	.	.	PUNCT