id	sid	tid	token	lemma	pos
fcis-6997	1	1	frontiers	frontier	NOUN
fcis-6997	1	2	in	in	ADP
fcis-6997	1	3	computing	computing	NOUN
fcis-6997	1	4	and	and	CCONJ
fcis-6997	1	5	intelligent	intelligent	ADJ
fcis-6997	1	6	systems	system	NOUN
fcis-6997	1	7	issn	issn	VERB
fcis-6997	1	8	:	:	PUNCT
fcis-6997	1	9	2832	2832	NUM
fcis-6997	1	10	-	-	SYM
fcis-6997	1	11	6024	6024	NUM
fcis-6997	1	12	|	|	NOUN
fcis-6997	1	13	vol	vol	NOUN
fcis-6997	1	14	.	.	PROPN
fcis-6997	2	1	3	3	NUM
fcis-6997	2	2	,	,	PUNCT
fcis-6997	2	3	no	no	INTJ
fcis-6997	2	4	.	.	NOUN
fcis-6997	2	5	2	2	NUM
fcis-6997	2	6	,	,	PUNCT
fcis-6997	2	7	2023	2023	NUM
fcis-6997	2	8	31	31	NUM
fcis-6997	2	9	transformer	transformer	NOUN
fcis-6997	2	10	fault	fault	NOUN
fcis-6997	2	11	text	text	NOUN
fcis-6997	2	12	classification	classification	NOUN
fcis-6997	2	13	model	model	NOUN
fcis-6997	2	14	based	base	VERB
fcis-6997	2	15	on	on	ADP
fcis-6997	2	16	double	double	ADJ
fcis-6997	2	17	feature	feature	NOUN
fcis-6997	2	18	channel	channel	NOUN
fcis-6997	2	19	fujun	fujun	ADJ
fcis-6997	2	20	guan1	guan1	NOUN
fcis-6997	2	21	,	,	PUNCT
fcis-6997	2	22	*	*	PUNCT
fcis-6997	2	23	,	,	PUNCT
fcis-6997	2	24	dewen	dewen	NOUN
fcis-6997	2	25	wang1,2	wang1,2	PROPN
fcis-6997	2	26	1	1	NUM
fcis-6997	2	27	college	college	NOUN
fcis-6997	2	28	of	of	ADP
fcis-6997	2	29	control	control	NOUN
fcis-6997	2	30	and	and	CCONJ
fcis-6997	2	31	computer	computer	NOUN
fcis-6997	2	32	engineering	engineering	NOUN
fcis-6997	2	33	north	north	PROPN
fcis-6997	2	34	china	china	PROPN
fcis-6997	2	35	electric	electric	PROPN
fcis-6997	2	36	power	power	PROPN
fcis-6997	2	37	university	university	PROPN
fcis-6997	2	38	,	,	PUNCT
fcis-6997	2	39	baoding	baoding	PROPN
fcis-6997	2	40	071003	071003	NUM
fcis-6997	2	41	,	,	PUNCT
fcis-6997	2	42	china	china	PROPN
fcis-6997	2	43	2	2	NUM
fcis-6997	2	44	engineering	engineering	NOUN
fcis-6997	2	45	research	research	NOUN
fcis-6997	2	46	center	center	NOUN
fcis-6997	2	47	of	of	ADP
fcis-6997	2	48	intelligent	intelligent	ADJ
fcis-6997	2	49	computing	computing	NOUN
fcis-6997	2	50	for	for	ADP
fcis-6997	2	51	complex	complex	ADJ
fcis-6997	2	52	energy	energy	NOUN
fcis-6997	2	53	systems	system	NOUN
fcis-6997	2	54	,	,	PUNCT
fcis-6997	2	55	ministry	ministry	NOUN
fcis-6997	2	56	of	of	ADP
fcis-6997	2	57	education	education	PROPN
fcis-6997	2	58	,	,	PUNCT
fcis-6997	2	59	baoding	baoding	PROPN
fcis-6997	2	60	071003	071003	NUM
fcis-6997	2	61	,	,	PUNCT
fcis-6997	2	62	china	china	PROPN
fcis-6997	2	63	*	*	PUNCT
fcis-6997	2	64	corresponding	correspond	VERB
fcis-6997	2	65	author	author	NOUN
fcis-6997	2	66	:	:	PUNCT
fcis-6997	2	67	fujun	fujun	PROPN
fcis-6997	2	68	guan	guan	PROPN
fcis-6997	2	69	abstract	abstract	NOUN
fcis-6997	2	70	:	:	PUNCT
fcis-6997	2	71	the	the	DET
fcis-6997	2	72	power	power	NOUN
fcis-6997	2	73	transformer	transformer	NOUN
fcis-6997	2	74	plays	play	VERB
fcis-6997	2	75	a	a	DET
fcis-6997	2	76	key	key	ADJ
fcis-6997	2	77	role	role	NOUN
fcis-6997	2	78	in	in	ADP
fcis-6997	2	79	the	the	DET
fcis-6997	2	80	power	power	NOUN
fcis-6997	2	81	distribution	distribution	NOUN
fcis-6997	2	82	and	and	CCONJ
fcis-6997	2	83	transmission	transmission	NOUN
fcis-6997	2	84	of	of	ADP
fcis-6997	2	85	the	the	DET
fcis-6997	2	86	power	power	NOUN
fcis-6997	2	87	system	system	NOUN
fcis-6997	2	88	of	of	ADP
fcis-6997	2	89	the	the	DET
fcis-6997	2	90	equipment	equipment	NOUN
fcis-6997	2	91	,	,	PUNCT
fcis-6997	2	92	if	if	SCONJ
fcis-6997	2	93	the	the	DET
fcis-6997	2	94	transformer	transformer	NOUN
fcis-6997	2	95	fault	fault	NOUN
fcis-6997	2	96	leads	lead	VERB
fcis-6997	2	97	to	to	ADP
fcis-6997	2	98	unexpected	unexpected	ADJ
fcis-6997	2	99	outage	outage	NOUN
fcis-6997	2	100	of	of	ADP
fcis-6997	2	101	the	the	DET
fcis-6997	2	102	power	power	NOUN
fcis-6997	2	103	system	system	NOUN
fcis-6997	2	104	,	,	PUNCT
fcis-6997	2	105	then	then	ADV
fcis-6997	2	106	it	it	PRON
fcis-6997	2	107	will	will	AUX
fcis-6997	2	108	have	have	VERB
fcis-6997	2	109	a	a	DET
fcis-6997	2	110	great	great	ADJ
fcis-6997	2	111	threat	threat	NOUN
fcis-6997	2	112	to	to	ADP
fcis-6997	2	113	the	the	DET
fcis-6997	2	114	whole	whole	ADJ
fcis-6997	2	115	power	power	NOUN
fcis-6997	2	116	system	system	NOUN
fcis-6997	2	117	,	,	PUNCT
fcis-6997	2	118	through	through	ADP
fcis-6997	2	119	the	the	DET
fcis-6997	2	120	analysis	analysis	NOUN
fcis-6997	2	121	of	of	ADP
fcis-6997	2	122	the	the	DET
fcis-6997	2	123	transformer	transformer	NOUN
fcis-6997	2	124	fault	fault	NOUN
fcis-6997	2	125	text	text	NOUN
fcis-6997	2	126	can	can	AUX
fcis-6997	2	127	better	well	ADV
fcis-6997	2	128	guide	guide	VERB
fcis-6997	2	129	the	the	DET
fcis-6997	2	130	procurement	procurement	NOUN
fcis-6997	2	131	of	of	ADP
fcis-6997	2	132	the	the	DET
fcis-6997	2	133	transformer	transformer	NOUN
fcis-6997	2	134	and	and	CCONJ
fcis-6997	2	135	fault	fault	VERB
fcis-6997	2	136	maintenance	maintenance	NOUN
fcis-6997	2	137	.	.	PUNCT
fcis-6997	3	1	this	this	DET
fcis-6997	3	2	paper	paper	NOUN
fcis-6997	3	3	proposes	propose	VERB
fcis-6997	3	4	a	a	DET
fcis-6997	3	5	classification	classification	NOUN
fcis-6997	3	6	method	method	NOUN
fcis-6997	3	7	of	of	ADP
fcis-6997	3	8	transformer	transformer	NOUN
fcis-6997	3	9	fault	fault	NOUN
fcis-6997	3	10	text	text	NOUN
fcis-6997	3	11	based	base	VERB
fcis-6997	3	12	on	on	ADP
fcis-6997	3	13	two	two	NUM
fcis-6997	3	14	feature	feature	NOUN
fcis-6997	3	15	channels	channel	NOUN
fcis-6997	3	16	.	.	PUNCT
fcis-6997	4	1	this	this	DET
fcis-6997	4	2	method	method	NOUN
fcis-6997	4	3	extracts	extract	VERB
fcis-6997	4	4	useful	useful	ADJ
fcis-6997	4	5	text	text	NOUN
fcis-6997	4	6	emotion	emotion	NOUN
fcis-6997	4	7	information	information	NOUN
fcis-6997	4	8	from	from	ADP
fcis-6997	4	9	different	different	ADJ
fcis-6997	4	10	aspects	aspect	NOUN
fcis-6997	4	11	and	and	CCONJ
fcis-6997	4	12	levels	level	NOUN
fcis-6997	4	13	by	by	ADP
fcis-6997	4	14	using	use	VERB
fcis-6997	4	15	two	two	NUM
fcis-6997	4	16	feature	feature	NOUN
fcis-6997	4	17	vectors	vector	NOUN
fcis-6997	4	18	,	,	PUNCT
fcis-6997	4	19	namely	namely	ADV
fcis-6997	4	20	word	word	NOUN
fcis-6997	4	21	vector	vector	NOUN
fcis-6997	4	22	and	and	CCONJ
fcis-6997	4	23	pinyin	pinyin	PROPN
fcis-6997	4	24	vector	vector	NOUN
fcis-6997	4	25	,	,	PUNCT
fcis-6997	4	26	and	and	CCONJ
fcis-6997	4	27	inputs	input	VERB
fcis-6997	4	28	it	it	PRON
fcis-6997	4	29	into	into	ADP
fcis-6997	4	30	bilstm	bilstm	NOUN
fcis-6997	4	31	network	network	NOUN
fcis-6997	4	32	to	to	PART
fcis-6997	4	33	extract	extract	VERB
fcis-6997	4	34	local	local	ADJ
fcis-6997	4	35	and	and	CCONJ
fcis-6997	4	36	global	global	ADJ
fcis-6997	4	37	semantic	semantic	ADJ
fcis-6997	4	38	features	feature	NOUN
fcis-6997	4	39	.	.	PUNCT
fcis-6997	5	1	then	then	ADV
fcis-6997	5	2	the	the	DET
fcis-6997	5	3	features	feature	NOUN
fcis-6997	5	4	are	be	AUX
fcis-6997	5	5	fused	fuse	VERB
fcis-6997	5	6	through	through	ADP
fcis-6997	5	7	the	the	DET
fcis-6997	5	8	attention	attention	NOUN
fcis-6997	5	9	mechanism	mechanism	NOUN
fcis-6997	5	10	.	.	PUNCT
fcis-6997	6	1	finally	finally	ADV
fcis-6997	6	2	,	,	PUNCT
fcis-6997	6	3	the	the	DET
fcis-6997	6	4	features	feature	NOUN
fcis-6997	6	5	output	output	NOUN
fcis-6997	6	6	by	by	ADP
fcis-6997	6	7	softmax	softmax	NOUN
fcis-6997	6	8	function	function	NOUN
fcis-6997	6	9	are	be	AUX
fcis-6997	6	10	classified	classify	VERB
fcis-6997	6	11	and	and	CCONJ
fcis-6997	6	12	predicted	predict	VERB
fcis-6997	6	13	.	.	PUNCT
fcis-6997	7	1	experimental	experimental	ADJ
fcis-6997	7	2	results	result	NOUN
fcis-6997	7	3	show	show	VERB
fcis-6997	7	4	that	that	SCONJ
fcis-6997	7	5	the	the	DET
fcis-6997	7	6	proposed	propose	VERB
fcis-6997	7	7	method	method	NOUN
fcis-6997	7	8	greatly	greatly	ADV
fcis-6997	7	9	improves	improve	VERB
fcis-6997	7	10	the	the	DET
fcis-6997	7	11	accuracy	accuracy	NOUN
fcis-6997	7	12	of	of	ADP
fcis-6997	7	13	transformer	transformer	NOUN
fcis-6997	7	14	fault	fault	NOUN
fcis-6997	7	15	text	text	NOUN
fcis-6997	7	16	classification	classification	NOUN
fcis-6997	7	17	.	.	PUNCT
fcis-6997	8	1	keywords	keyword	NOUN
fcis-6997	8	2	:	:	PUNCT
fcis-6997	8	3	transformer	transformer	NOUN
fcis-6997	8	4	;	;	PUNCT
fcis-6997	8	5	fault	fault	NOUN
fcis-6997	8	6	text	text	NOUN
fcis-6997	8	7	;	;	PUNCT
fcis-6997	8	8	attention	attention	NOUN
fcis-6997	8	9	mechanism	mechanism	NOUN
fcis-6997	8	10	;	;	PUNCT
fcis-6997	8	11	double	double	ADJ
fcis-6997	8	12	feature	feature	NOUN
fcis-6997	8	13	channel	channel	NOUN
fcis-6997	8	14	.	.	PUNCT
fcis-6997	9	1	1	1	X
fcis-6997	9	2	.	.	X
fcis-6997	9	3	introduction	introduction	NOUN
fcis-6997	9	4	power	power	NOUN
fcis-6997	9	5	transformer	transformer	NOUN
fcis-6997	9	6	is	be	AUX
fcis-6997	9	7	an	an	DET
fcis-6997	9	8	important	important	ADJ
fcis-6997	9	9	equipment	equipment	NOUN
fcis-6997	9	10	in	in	ADP
fcis-6997	9	11	the	the	DET
fcis-6997	9	12	power	power	NOUN
fcis-6997	9	13	grid	grid	NOUN
fcis-6997	9	14	,	,	PUNCT
fcis-6997	9	15	supporting	support	VERB
fcis-6997	9	16	the	the	DET
fcis-6997	9	17	safe	safe	ADJ
fcis-6997	9	18	operation	operation	NOUN
fcis-6997	9	19	of	of	ADP
fcis-6997	9	20	the	the	DET
fcis-6997	9	21	power	power	NOUN
fcis-6997	9	22	system	system	NOUN
fcis-6997	9	23	,	,	PUNCT
fcis-6997	9	24	no	no	ADV
fcis-6997	9	25	matter	matter	ADV
fcis-6997	9	26	the	the	DET
fcis-6997	9	27	transformer	transformer	NOUN
fcis-6997	9	28	in	in	ADP
fcis-6997	9	29	the	the	DET
fcis-6997	9	30	operation	operation	NOUN
fcis-6997	9	31	of	of	ADP
fcis-6997	9	32	any	any	DET
fcis-6997	9	33	problems	problem	NOUN
fcis-6997	9	34	,	,	PUNCT
fcis-6997	9	35	will	will	AUX
fcis-6997	9	36	bring	bring	VERB
fcis-6997	9	37	great	great	ADJ
fcis-6997	9	38	economic	economic	ADJ
fcis-6997	9	39	property	property	NOUN
fcis-6997	9	40	losses	loss	NOUN
fcis-6997	9	41	to	to	ADP
fcis-6997	9	42	the	the	DET
fcis-6997	9	43	national	national	ADJ
fcis-6997	9	44	home	home	NOUN
fcis-6997	9	45	,	,	PUNCT
fcis-6997	9	46	and	and	CCONJ
fcis-6997	9	47	even	even	ADV
fcis-6997	9	48	endanger	endanger	VERB
fcis-6997	9	49	people	people	NOUN
fcis-6997	9	50	's	's	PART
fcis-6997	9	51	personal	personal	ADJ
fcis-6997	9	52	safety	safety	NOUN
fcis-6997	9	53	,	,	PUNCT
fcis-6997	9	54	have	have	VERB
fcis-6997	9	55	a	a	DET
fcis-6997	9	56	serious	serious	ADJ
fcis-6997	9	57	social	social	ADJ
fcis-6997	9	58	impact	impact	NOUN
fcis-6997	9	59	.	.	PUNCT
fcis-6997	10	1	therefore	therefore	ADV
fcis-6997	10	2	,	,	PUNCT
fcis-6997	10	3	it	it	PRON
fcis-6997	10	4	is	be	AUX
fcis-6997	10	5	of	of	ADP
fcis-6997	10	6	great	great	ADJ
fcis-6997	10	7	significance	significance	NOUN
fcis-6997	10	8	to	to	PART
fcis-6997	10	9	use	use	VERB
fcis-6997	10	10	the	the	DET
fcis-6997	10	11	existing	exist	VERB
fcis-6997	10	12	transformer	transformer	NOUN
fcis-6997	10	13	defect	defect	NOUN
fcis-6997	10	14	text	text	NOUN
fcis-6997	10	15	to	to	PART
fcis-6997	10	16	accurately	accurately	ADV
fcis-6997	10	17	and	and	CCONJ
fcis-6997	10	18	quickly	quickly	ADV
fcis-6997	10	19	classify	classify	VERB
fcis-6997	10	20	the	the	DET
fcis-6997	10	21	transformer	transformer	NOUN
fcis-6997	10	22	fault	fault	NOUN
fcis-6997	10	23	category	category	NOUN
fcis-6997	10	24	to	to	PART
fcis-6997	10	25	guide	guide	VERB
fcis-6997	10	26	the	the	DET
fcis-6997	10	27	transformer	transformer	NOUN
fcis-6997	10	28	procurement	procurement	NOUN
fcis-6997	10	29	,	,	PUNCT
fcis-6997	10	30	installation	installation	NOUN
fcis-6997	10	31	,	,	PUNCT
fcis-6997	10	32	daily	daily	ADJ
fcis-6997	10	33	maintenance	maintenance	NOUN
fcis-6997	10	34	,	,	PUNCT
fcis-6997	10	35	rapid	rapid	ADJ
fcis-6997	10	36	fault	fault	NOUN
fcis-6997	10	37	location	location	NOUN
fcis-6997	10	38	and	and	CCONJ
fcis-6997	10	39	timely	timely	ADJ
fcis-6997	10	40	maintenance	maintenance	NOUN
fcis-6997	10	41	[	[	X
fcis-6997	10	42	1	1	NUM
fcis-6997	10	43	-	-	SYM
fcis-6997	10	44	2	2	NUM
fcis-6997	10	45	]	]	PUNCT
fcis-6997	10	46	.	.	PUNCT
fcis-6997	11	1	the	the	DET
fcis-6997	11	2	characteristics	characteristic	NOUN
fcis-6997	11	3	of	of	ADP
fcis-6997	11	4	power	power	NOUN
fcis-6997	11	5	transformer	transformer	NOUN
fcis-6997	11	6	fault	fault	NOUN
fcis-6997	11	7	text	text	NOUN
fcis-6997	11	8	are	be	AUX
fcis-6997	11	9	very	very	ADV
fcis-6997	11	10	different	different	ADJ
fcis-6997	11	11	from	from	ADP
fcis-6997	11	12	the	the	DET
fcis-6997	11	13	general	general	ADJ
fcis-6997	11	14	text	text	NOUN
fcis-6997	11	15	.	.	PUNCT
fcis-6997	12	1	firstly	firstly	ADV
fcis-6997	12	2	,	,	PUNCT
fcis-6997	12	3	there	there	PRON
fcis-6997	12	4	are	be	VERB
fcis-6997	12	5	a	a	DET
fcis-6997	12	6	large	large	ADJ
fcis-6997	12	7	number	number	NOUN
fcis-6997	12	8	of	of	ADP
fcis-6997	12	9	professional	professional	ADJ
fcis-6997	12	10	words	word	NOUN
fcis-6997	12	11	in	in	ADP
fcis-6997	12	12	power	power	NOUN
fcis-6997	12	13	transformer	transformer	NOUN
fcis-6997	12	14	fault	fault	NOUN
fcis-6997	12	15	text	text	NOUN
fcis-6997	12	16	.	.	PUNCT
fcis-6997	13	1	generally	generally	ADV
fcis-6997	13	2	,	,	PUNCT
fcis-6997	13	3	the	the	DET
fcis-6997	13	4	transformer	transformer	NOUN
fcis-6997	13	5	fault	fault	NOUN
fcis-6997	13	6	text	text	NOUN
fcis-6997	13	7	recorded	record	VERB
fcis-6997	13	8	by	by	ADP
fcis-6997	13	9	power	power	NOUN
fcis-6997	13	10	inspection	inspection	NOUN
fcis-6997	13	11	personnel	personnel	NOUN
fcis-6997	13	12	is	be	AUX
fcis-6997	13	13	short	short	ADJ
fcis-6997	13	14	text	text	NOUN
fcis-6997	13	15	,	,	PUNCT
fcis-6997	13	16	which	which	PRON
fcis-6997	13	17	is	be	AUX
fcis-6997	13	18	different	different	ADJ
fcis-6997	13	19	from	from	ADP
fcis-6997	13	20	the	the	DET
fcis-6997	13	21	long	long	ADJ
fcis-6997	13	22	text	text	NOUN
fcis-6997	13	23	.	.	PUNCT
fcis-6997	14	1	in	in	ADP
fcis-6997	14	2	addition	addition	NOUN
fcis-6997	14	3	to	to	ADP
fcis-6997	14	4	the	the	DET
fcis-6997	14	5	professional	professional	ADJ
fcis-6997	14	6	words	word	NOUN
fcis-6997	14	7	,	,	PUNCT
fcis-6997	14	8	there	there	PRON
fcis-6997	14	9	are	be	VERB
fcis-6997	14	10	also	also	ADV
fcis-6997	14	11	some	some	DET
fcis-6997	14	12	professional	professional	ADJ
fcis-6997	14	13	symbols	symbol	NOUN
fcis-6997	14	14	or	or	CCONJ
fcis-6997	14	15	letters	letter	NOUN
fcis-6997	14	16	in	in	ADP
fcis-6997	14	17	the	the	DET
fcis-6997	14	18	text	text	NOUN
fcis-6997	14	19	to	to	PART
fcis-6997	14	20	describe	describe	VERB
fcis-6997	14	21	the	the	DET
fcis-6997	14	22	failure	failure	NOUN
fcis-6997	14	23	of	of	ADP
fcis-6997	14	24	transformer	transformer	ADJ
fcis-6997	14	25	equipment	equipment	NOUN
fcis-6997	14	26	.	.	PUNCT
fcis-6997	15	1	therefore	therefore	ADV
fcis-6997	15	2	,	,	PUNCT
fcis-6997	15	3	there	there	PRON
fcis-6997	15	4	are	be	VERB
fcis-6997	15	5	some	some	DET
fcis-6997	15	6	difficulties	difficulty	NOUN
fcis-6997	15	7	in	in	ADP
fcis-6997	15	8	mining	mining	NOUN
fcis-6997	15	9	power	power	NOUN
fcis-6997	15	10	transformer	transformer	NOUN
fcis-6997	15	11	fault	fault	NOUN
fcis-6997	15	12	text	text	NOUN
fcis-6997	15	13	.	.	PUNCT
fcis-6997	16	1	2	2	X
fcis-6997	16	2	.	.	X
fcis-6997	16	3	research	research	NOUN
fcis-6997	16	4	status	status	NOUN
fcis-6997	16	5	early	early	ADJ
fcis-6997	16	6	researchers	researcher	NOUN
fcis-6997	16	7	mostly	mostly	ADV
fcis-6997	16	8	integrated	integrate	VERB
fcis-6997	16	9	structured	structured	ADJ
fcis-6997	16	10	data	datum	NOUN
fcis-6997	16	11	information	information	NOUN
fcis-6997	16	12	to	to	PART
fcis-6997	16	13	carry	carry	VERB
fcis-6997	16	14	out	out	ADP
fcis-6997	16	15	state	state	NOUN
fcis-6997	16	16	assessment	assessment	NOUN
fcis-6997	16	17	[	[	X
fcis-6997	16	18	2	2	NUM
fcis-6997	16	19	-	-	SYM
fcis-6997	16	20	8	8	NUM
fcis-6997	16	21	]	]	PUNCT
fcis-6997	16	22	.	.	PUNCT
fcis-6997	17	1	however	however	ADV
fcis-6997	17	2	,	,	PUNCT
fcis-6997	17	3	transformer	transformer	ADJ
fcis-6997	17	4	fault	fault	NOUN
fcis-6997	17	5	texts	text	NOUN
fcis-6997	17	6	were	be	AUX
fcis-6997	17	7	generally	generally	ADV
fcis-6997	17	8	recorded	record	VERB
fcis-6997	17	9	by	by	ADP
fcis-6997	17	10	transformer	transformer	NOUN
fcis-6997	17	11	managers	manager	NOUN
fcis-6997	17	12	in	in	ADP
fcis-6997	17	13	the	the	DET
fcis-6997	17	14	daily	daily	ADJ
fcis-6997	17	15	maintenance	maintenance	NOUN
fcis-6997	17	16	process	process	NOUN
fcis-6997	17	17	,	,	PUNCT
fcis-6997	17	18	in	in	ADP
fcis-6997	17	19	the	the	DET
fcis-6997	17	20	form	form	NOUN
fcis-6997	17	21	of	of	ADP
fcis-6997	17	22	chinese	chinese	ADJ
fcis-6997	17	23	handwritten	handwritten	ADJ
fcis-6997	17	24	or	or	CCONJ
fcis-6997	17	25	electronic	electronic	ADJ
fcis-6997	17	26	reports	report	NOUN
fcis-6997	17	27	,	,	PUNCT
fcis-6997	17	28	transformer	transformer	ADJ
fcis-6997	17	29	fault	fault	NOUN
fcis-6997	17	30	phenomena	phenomenon	NOUN
fcis-6997	17	31	,	,	PUNCT
fcis-6997	17	32	fault	fault	NOUN
fcis-6997	17	33	causes	cause	NOUN
fcis-6997	17	34	,	,	PUNCT
fcis-6997	17	35	operation	operation	NOUN
fcis-6997	17	36	,	,	PUNCT
fcis-6997	17	37	maintenance	maintenance	NOUN
fcis-6997	17	38	and	and	CCONJ
fcis-6997	17	39	overhaul	overhaul	NOUN
fcis-6997	17	40	methods	method	NOUN
fcis-6997	17	41	and	and	CCONJ
fcis-6997	17	42	other	other	ADJ
fcis-6997	17	43	unstructured	unstructured	ADJ
fcis-6997	17	44	data	datum	NOUN
fcis-6997	17	45	.	.	PUNCT
fcis-6997	18	1	therefore	therefore	ADV
fcis-6997	18	2	,	,	PUNCT
fcis-6997	18	3	the	the	DET
fcis-6997	18	4	early	early	ADJ
fcis-6997	18	5	methods	method	NOUN
fcis-6997	18	6	could	could	AUX
fcis-6997	18	7	not	not	PART
fcis-6997	18	8	accurately	accurately	ADV
fcis-6997	18	9	identify	identify	VERB
fcis-6997	18	10	these	these	DET
fcis-6997	18	11	unstructured	unstructured	ADJ
fcis-6997	18	12	data	datum	NOUN
fcis-6997	18	13	.	.	PUNCT
fcis-6997	19	1	at	at	ADP
fcis-6997	19	2	present	present	ADJ
fcis-6997	19	3	,	,	PUNCT
fcis-6997	19	4	machine	machine	NOUN
fcis-6997	19	5	learning	learning	NOUN
fcis-6997	19	6	,	,	PUNCT
fcis-6997	19	7	natural	natural	ADJ
fcis-6997	19	8	language	language	NOUN
fcis-6997	19	9	processing	processing	NOUN
fcis-6997	19	10	and	and	CCONJ
fcis-6997	19	11	other	other	ADJ
fcis-6997	19	12	technologies	technology	NOUN
fcis-6997	19	13	are	be	AUX
fcis-6997	19	14	gradually	gradually	ADV
fcis-6997	19	15	applied	apply	VERB
fcis-6997	19	16	to	to	ADP
fcis-6997	19	17	the	the	DET
fcis-6997	19	18	task	task	NOUN
fcis-6997	19	19	of	of	ADP
fcis-6997	19	20	transformer	transformer	ADJ
fcis-6997	19	21	fault	fault	NOUN
fcis-6997	19	22	text	text	NOUN
fcis-6997	19	23	classification	classification	NOUN
fcis-6997	19	24	.	.	PUNCT
fcis-6997	20	1	jiang	jiang	PROPN
fcis-6997	20	2	yiwen	yiwen	PROPN
fcis-6997	20	3	et	et	PROPN
fcis-6997	20	4	al	al	PROPN
fcis-6997	20	5	.	.	PUNCT
fcis-6997	21	1	[	[	X
fcis-6997	21	2	9	9	NUM
fcis-6997	21	3	]	]	PUNCT
fcis-6997	21	4	combined	combine	VERB
fcis-6997	21	5	the	the	DET
fcis-6997	21	6	different	different	ADJ
fcis-6997	21	7	characteristics	characteristic	NOUN
fcis-6997	21	8	of	of	ADP
fcis-6997	21	9	cnn	cnn	PROPN
fcis-6997	21	10	and	and	CCONJ
fcis-6997	21	11	rnn	rnn	VERB
fcis-6997	21	12	to	to	PART
fcis-6997	21	13	establish	establish	VERB
fcis-6997	21	14	a	a	DET
fcis-6997	21	15	circular	circular	ADJ
fcis-6997	21	16	convolutional	convolutional	ADJ
fcis-6997	21	17	neural	neural	ADJ
fcis-6997	21	18	network	network	NOUN
fcis-6997	21	19	(	(	PUNCT
fcis-6997	21	20	rcnn	rcnn	PROPN
fcis-6997	21	21	)	)	PUNCT
fcis-6997	21	22	network	network	NOUN
fcis-6997	21	23	,	,	PUNCT
fcis-6997	21	24	and	and	CCONJ
fcis-6997	21	25	added	add	VERB
fcis-6997	21	26	a	a	DET
fcis-6997	21	27	maximum	maximum	ADJ
fcis-6997	21	28	pooling	pool	VERB
fcis-6997	21	29	layer	layer	NOUN
fcis-6997	21	30	to	to	ADP
fcis-6997	21	31	rcnn	rcnn	PROPN
fcis-6997	21	32	to	to	PART
fcis-6997	21	33	extract	extract	VERB
fcis-6997	21	34	the	the	DET
fcis-6997	21	35	characteristic	characteristic	ADJ
fcis-6997	21	36	information	information	NOUN
fcis-6997	21	37	of	of	ADP
fcis-6997	21	38	transformer	transformer	ADJ
fcis-6997	21	39	defect	defect	NOUN
fcis-6997	21	40	text	text	NOUN
fcis-6997	21	41	.	.	PUNCT
fcis-6997	22	1	although	although	SCONJ
fcis-6997	22	2	some	some	DET
fcis-6997	22	3	classification	classification	NOUN
fcis-6997	22	4	results	result	NOUN
fcis-6997	22	5	have	have	AUX
fcis-6997	22	6	been	be	AUX
fcis-6997	22	7	achieved	achieve	VERB
fcis-6997	22	8	,	,	PUNCT
fcis-6997	22	9	further	further	ADJ
fcis-6997	22	10	improvement	improvement	NOUN
fcis-6997	22	11	is	be	AUX
fcis-6997	22	12	needed	need	VERB
fcis-6997	22	13	because	because	SCONJ
fcis-6997	22	14	it	it	PRON
fcis-6997	22	15	is	be	AUX
fcis-6997	22	16	impossible	impossible	ADJ
fcis-6997	22	17	to	to	PART
fcis-6997	22	18	learn	learn	VERB
fcis-6997	22	19	the	the	DET
fcis-6997	22	20	hidden	hide	VERB
fcis-6997	22	21	semantic	semantic	ADJ
fcis-6997	22	22	information	information	NOUN
fcis-6997	22	23	from	from	ADP
fcis-6997	22	24	other	other	ADJ
fcis-6997	22	25	perspectives	perspective	NOUN
fcis-6997	22	26	of	of	ADP
fcis-6997	22	27	the	the	DET
fcis-6997	22	28	defective	defective	ADJ
fcis-6997	22	29	text	text	NOUN
fcis-6997	22	30	.	.	PUNCT
fcis-6997	23	1	at	at	ADP
fcis-6997	23	2	present	present	ADJ
fcis-6997	23	3	,	,	PUNCT
fcis-6997	23	4	the	the	DET
fcis-6997	23	5	domestic	domestic	ADJ
fcis-6997	23	6	research	research	NOUN
fcis-6997	23	7	on	on	ADP
fcis-6997	23	8	text	text	NOUN
fcis-6997	23	9	data	datum	NOUN
fcis-6997	23	10	mining	mining	NOUN
fcis-6997	23	11	in	in	ADP
fcis-6997	23	12	the	the	DET
fcis-6997	23	13	field	field	NOUN
fcis-6997	23	14	of	of	ADP
fcis-6997	23	15	power	power	NOUN
fcis-6997	23	16	is	be	AUX
fcis-6997	23	17	still	still	ADV
fcis-6997	23	18	in	in	ADP
fcis-6997	23	19	the	the	DET
fcis-6997	23	20	preliminary	preliminary	ADJ
fcis-6997	23	21	exploration	exploration	NOUN
fcis-6997	23	22	stage	stage	NOUN
fcis-6997	23	23	.	.	PUNCT
fcis-6997	24	1	chinese	chinese	ADJ
fcis-6997	24	2	text	text	NOUN
fcis-6997	24	3	paragraph	paragraph	NOUN
fcis-6997	24	4	and	and	CCONJ
fcis-6997	24	5	english	english	ADJ
fcis-6997	24	6	text	text	NOUN
fcis-6997	24	7	paragraph	paragraph	NOUN
fcis-6997	24	8	have	have	VERB
fcis-6997	24	9	great	great	ADJ
fcis-6997	24	10	differences	difference	NOUN
fcis-6997	24	11	in	in	ADP
fcis-6997	24	12	grammar	grammar	NOUN
fcis-6997	24	13	structure	structure	NOUN
fcis-6997	24	14	,	,	PUNCT
fcis-6997	24	15	language	language	NOUN
fcis-6997	24	16	habits	habit	NOUN
fcis-6997	24	17	,	,	PUNCT
fcis-6997	24	18	parts	part	NOUN
fcis-6997	24	19	of	of	ADP
fcis-6997	24	20	speech	speech	NOUN
fcis-6997	24	21	and	and	CCONJ
fcis-6997	24	22	so	so	ADV
fcis-6997	24	23	on	on	ADV
fcis-6997	24	24	,	,	PUNCT
fcis-6997	24	25	english	english	ADJ
fcis-6997	24	26	text	text	NOUN
fcis-6997	24	27	mining	mining	NOUN
fcis-6997	24	28	method	method	NOUN
fcis-6997	24	29	can	can	AUX
fcis-6997	24	30	not	not	PART
fcis-6997	24	31	be	be	AUX
fcis-6997	24	32	directly	directly	ADV
fcis-6997	24	33	applied	apply	VERB
fcis-6997	24	34	to	to	ADP
fcis-6997	24	35	chinese	chinese	ADJ
fcis-6997	24	36	text	text	NOUN
fcis-6997	24	37	.	.	PUNCT
fcis-6997	25	1	in	in	ADP
fcis-6997	25	2	addition	addition	NOUN
fcis-6997	25	3	,	,	PUNCT
fcis-6997	25	4	chinese	chinese	ADJ
fcis-6997	25	5	power	power	NOUN
fcis-6997	25	6	text	text	NOUN
fcis-6997	25	7	also	also	ADV
fcis-6997	25	8	contains	contain	VERB
fcis-6997	25	9	equipment	equipment	NOUN
fcis-6997	25	10	number	number	NOUN
fcis-6997	25	11	,	,	PUNCT
fcis-6997	25	12	abbreviation	abbreviation	NOUN
fcis-6997	25	13	and	and	CCONJ
fcis-6997	25	14	many	many	ADJ
fcis-6997	25	15	other	other	ADJ
fcis-6997	25	16	professional	professional	ADJ
fcis-6997	25	17	words	word	NOUN
fcis-6997	25	18	,	,	PUNCT
fcis-6997	25	19	so	so	SCONJ
fcis-6997	25	20	it	it	PRON
fcis-6997	25	21	will	will	AUX
fcis-6997	25	22	be	be	AUX
fcis-6997	25	23	more	more	ADV
fcis-6997	25	24	difficult	difficult	ADJ
fcis-6997	25	25	to	to	PART
fcis-6997	25	26	carry	carry	VERB
fcis-6997	25	27	out	out	ADP
fcis-6997	25	28	data	datum	NOUN
fcis-6997	25	29	mining	mining	NOUN
fcis-6997	25	30	.	.	PUNCT
fcis-6997	26	1	literature	literature	NOUN
fcis-6997	27	1	[	[	X
fcis-6997	27	2	10	10	NUM
fcis-6997	27	3	]	]	PUNCT
fcis-6997	27	4	constructs	construct	VERB
fcis-6997	27	5	the	the	DET
fcis-6997	27	6	lifetime	lifetime	NOUN
fcis-6997	27	7	state	state	NOUN
fcis-6997	27	8	evaluation	evaluation	NOUN
fcis-6997	27	9	model	model	NOUN
fcis-6997	27	10	of	of	ADP
fcis-6997	27	11	circuit	circuit	NOUN
fcis-6997	27	12	breakers	breaker	NOUN
fcis-6997	27	13	through	through	ADP
fcis-6997	27	14	text	text	NOUN
fcis-6997	27	15	mining	mining	NOUN
fcis-6997	27	16	,	,	PUNCT
fcis-6997	27	17	and	and	CCONJ
fcis-6997	27	18	realizes	realize	VERB
fcis-6997	27	19	the	the	DET
fcis-6997	27	20	similarity	similarity	NOUN
fcis-6997	27	21	study	study	NOUN
fcis-6997	27	22	of	of	ADP
fcis-6997	27	23	circuit	circuit	NOUN
fcis-6997	27	24	breaker	breaker	NOUN
fcis-6997	27	25	defects	defect	NOUN
fcis-6997	27	26	by	by	ADP
fcis-6997	27	27	mining	mine	VERB
fcis-6997	27	28	the	the	DET
fcis-6997	27	29	text	text	NOUN
fcis-6997	27	30	of	of	ADP
fcis-6997	27	31	power	power	NOUN
fcis-6997	27	32	grid	grid	NOUN
fcis-6997	27	33	defects	defect	NOUN
fcis-6997	27	34	.	.	PUNCT
fcis-6997	28	1	literature	literature	NOUN
fcis-6997	28	2	[	[	X
fcis-6997	28	3	11	11	NUM
fcis-6997	28	4	]	]	PUNCT
fcis-6997	28	5	diagnoses	diagnose	VERB
fcis-6997	28	6	power	power	NOUN
fcis-6997	28	7	dispatching	dispatch	VERB
fcis-6997	28	8	faults	fault	NOUN
fcis-6997	28	9	by	by	ADP
fcis-6997	28	10	mining	mining	NOUN
fcis-6997	28	11	alarm	alarm	NOUN
fcis-6997	28	12	signal	signal	NOUN
fcis-6997	28	13	texts	text	NOUN
fcis-6997	28	14	.	.	PUNCT
fcis-6997	29	1	literature	literature	NOUN
fcis-6997	29	2	[	[	X
fcis-6997	29	3	12	12	NUM
fcis-6997	29	4	]	]	PUNCT
fcis-6997	29	5	builds	build	VERB
fcis-6997	29	6	a	a	DET
fcis-6997	29	7	marketing	marketing	NOUN
fcis-6997	29	8	management	management	NOUN
fcis-6997	29	9	decision	decision	NOUN
fcis-6997	29	10	tree	tree	NOUN
fcis-6997	29	11	mining	mining	NOUN
fcis-6997	29	12	model	model	NOUN
fcis-6997	29	13	according	accord	VERB
fcis-6997	29	14	to	to	ADP
fcis-6997	29	15	the	the	DET
fcis-6997	29	16	characteristics	characteristic	NOUN
fcis-6997	29	17	of	of	ADP
fcis-6997	29	18	existing	exist	VERB
fcis-6997	29	19	power	power	NOUN
fcis-6997	29	20	grid	grid	NOUN
fcis-6997	29	21	marketing	marketing	NOUN
fcis-6997	29	22	data	datum	NOUN
fcis-6997	29	23	,	,	PUNCT
fcis-6997	29	24	so	so	SCONJ
fcis-6997	29	25	as	as	SCONJ
fcis-6997	29	26	to	to	PART
fcis-6997	29	27	deduce	deduce	VERB
fcis-6997	29	28	accurate	accurate	ADJ
fcis-6997	29	29	power	power	NOUN
fcis-6997	29	30	grid	grid	NOUN
fcis-6997	29	31	marketing	marketing	NOUN
fcis-6997	29	32	behaviors	behavior	NOUN
fcis-6997	29	33	,	,	PUNCT
fcis-6997	29	34	with	with	ADP
fcis-6997	29	35	better	well	ADJ
fcis-6997	29	36	prediction	prediction	NOUN
fcis-6997	29	37	accuracy	accuracy	NOUN
fcis-6997	29	38	and	and	CCONJ
fcis-6997	29	39	lower	low	ADJ
fcis-6997	29	40	data	datum	NOUN
fcis-6997	29	41	consumption	consumption	NOUN
fcis-6997	29	42	.	.	PUNCT
fcis-6997	30	1	literature	literature	NOUN
fcis-6997	31	1	[	[	PUNCT
fcis-6997	31	2	13	13	NUM
fcis-6997	31	3	-	-	SYM
fcis-6997	31	4	15	15	NUM
fcis-6997	31	5	]	]	PUNCT
fcis-6997	31	6	studies	study	NOUN
fcis-6997	31	7	the	the	DET
fcis-6997	31	8	power	power	NOUN
fcis-6997	31	9	grid	grid	NOUN
fcis-6997	31	10	fault	fault	NOUN
fcis-6997	31	11	diagnosis	diagnosis	NOUN
fcis-6997	31	12	method	method	NOUN
fcis-6997	31	13	based	base	VERB
fcis-6997	31	14	on	on	ADP
fcis-6997	31	15	big	big	ADJ
fcis-6997	31	16	data	datum	NOUN
fcis-6997	31	17	analysis	analysis	NOUN
fcis-6997	31	18	,	,	PUNCT
fcis-6997	31	19	synthesizes	synthesize	VERB
fcis-6997	31	20	a	a	DET
fcis-6997	31	21	variety	variety	NOUN
fcis-6997	31	22	of	of	ADP
fcis-6997	31	23	information	information	NOUN
fcis-6997	31	24	sources	source	NOUN
fcis-6997	31	25	such	such	ADJ
fcis-6997	31	26	as	as	ADP
fcis-6997	31	27	power	power	NOUN
fcis-6997	31	28	grid	grid	NOUN
fcis-6997	31	29	topology	topology	NOUN
fcis-6997	31	30	information	information	NOUN
fcis-6997	31	31	,	,	PUNCT
fcis-6997	31	32	circuit	circuit	NOUN
fcis-6997	31	33	breaker	breaker	NOUN
fcis-6997	31	34	trip	trip	NOUN
fcis-6997	31	35	information	information	NOUN
fcis-6997	31	36	and	and	CCONJ
fcis-6997	31	37	relay	relay	NOUN
fcis-6997	31	38	protection	protection	NOUN
fcis-6997	31	39	device	device	NOUN
fcis-6997	31	40	action	action	NOUN
fcis-6997	31	41	information	information	NOUN
fcis-6997	31	42	,	,	PUNCT
fcis-6997	31	43	and	and	CCONJ
fcis-6997	31	44	considers	consider	VERB
fcis-6997	31	45	the	the	DET
fcis-6997	31	46	loss	loss	NOUN
fcis-6997	31	47	of	of	ADP
fcis-6997	31	48	information	information	NOUN
fcis-6997	31	49	to	to	PART
fcis-6997	31	50	realize	realize	VERB
fcis-6997	31	51	effective	effective	ADJ
fcis-6997	31	52	fault	fault	NOUN
fcis-6997	31	53	diagnosis	diagnosis	NOUN
fcis-6997	31	54	.	.	PUNCT
fcis-6997	32	1	3	3	X
fcis-6997	32	2	.	.	X
fcis-6997	32	3	methods	method	NOUN
fcis-6997	32	4	due	due	ADP
fcis-6997	32	5	to	to	ADP
fcis-6997	32	6	the	the	DET
fcis-6997	32	7	inherent	inherent	ADJ
fcis-6997	32	8	characteristics	characteristic	NOUN
fcis-6997	32	9	of	of	ADP
fcis-6997	32	10	transformer	transformer	ADJ
fcis-6997	32	11	fault	fault	NOUN
fcis-6997	32	12	text	text	NOUN
fcis-6997	32	13	data	datum	NOUN
fcis-6997	32	14	,	,	PUNCT
fcis-6997	32	15	the	the	DET
fcis-6997	32	16	semantic	semantic	ADJ
fcis-6997	32	17	features	feature	NOUN
fcis-6997	32	18	of	of	ADP
fcis-6997	32	19	transformer	transformer	ADJ
fcis-6997	32	20	fault	fault	NOUN
fcis-6997	32	21	text	text	NOUN
fcis-6997	32	22	data	datum	NOUN
fcis-6997	32	23	mining	mining	NOUN
fcis-6997	32	24	model	model	NOUN
fcis-6997	32	25	for	for	ADP
fcis-6997	32	26	power	power	NOUN
fcis-6997	32	27	industry	industry	NOUN
fcis-6997	32	28	are	be	AUX
fcis-6997	32	29	not	not	PART
fcis-6997	32	30	comprehensive	comprehensive	ADJ
fcis-6997	32	31	enough	enough	ADV
fcis-6997	32	32	.	.	PUNCT
fcis-6997	33	1	unable	unable	ADJ
fcis-6997	33	2	to	to	PART
fcis-6997	33	3	follow	follow	VERB
fcis-6997	33	4	key	key	ADJ
fcis-6997	33	5	information	information	NOUN
fcis-6997	33	6	in	in	ADP
fcis-6997	33	7	the	the	DET
fcis-6997	33	8	fault	fault	NOUN
fcis-6997	33	9	text	text	NOUN
fcis-6997	33	10	.	.	PUNCT
fcis-6997	34	1	unable	unable	ADJ
fcis-6997	34	2	to	to	PART
fcis-6997	34	3	obtain	obtain	VERB
fcis-6997	34	4	enough	enough	ADJ
fcis-6997	34	5	deep	deep	ADJ
fcis-6997	34	6	semantic	semantic	ADJ
fcis-6997	34	7	information	information	NOUN
fcis-6997	34	8	in	in	ADP
fcis-6997	34	9	the	the	DET
fcis-6997	34	10	grid	grid	NOUN
fcis-6997	34	11	equipment	equipment	NOUN
fcis-6997	34	12	fault	fault	NOUN
fcis-6997	34	13	text	text	NOUN
fcis-6997	34	14	.	.	PUNCT
fcis-6997	35	1	and	and	CCONJ
fcis-6997	35	2	because	because	SCONJ
fcis-6997	35	3	the	the	DET
fcis-6997	35	4	power	power	NOUN
fcis-6997	35	5	grid	grid	NOUN
fcis-6997	35	6	equipment	equipment	NOUN
fcis-6997	35	7	fault	fault	NOUN
fcis-6997	35	8	text	text	NOUN
fcis-6997	35	9	is	be	AUX
fcis-6997	35	10	generally	generally	ADV
fcis-6997	35	11	recorded	record	VERB
fcis-6997	35	12	by	by	ADP
fcis-6997	35	13	the	the	DET
fcis-6997	35	14	maintenance	maintenance	NOUN
fcis-6997	35	15	personnel	personnel	NOUN
fcis-6997	35	16	,	,	PUNCT
fcis-6997	35	17	there	there	PRON
fcis-6997	35	18	are	be	VERB
fcis-6997	35	19	mistakes	mistake	NOUN
fcis-6997	35	20	,	,	PUNCT
fcis-6997	35	21	pinyin	pinyin	NOUN
fcis-6997	35	22	,	,	PUNCT
fcis-6997	35	23	homophone	homophone	NOUN
fcis-6997	35	24	and	and	CCONJ
fcis-6997	35	25	other	other	ADJ
fcis-6997	35	26	defects	defect	NOUN
fcis-6997	35	27	.	.	PUNCT
fcis-6997	36	1	some	some	DET
fcis-6997	36	2	models	model	NOUN
fcis-6997	36	3	can	can	AUX
fcis-6997	36	4	not	not	PART
fcis-6997	36	5	accurately	accurately	ADV
fcis-6997	36	6	identify	identify	VERB
fcis-6997	36	7	error	error	NOUN
fcis-6997	36	8	32	32	NUM
fcis-6997	36	9	information	information	NOUN
fcis-6997	36	10	such	such	ADJ
fcis-6997	36	11	as	as	ADP
fcis-6997	36	12	misspellings	misspelling	NOUN
fcis-6997	36	13	.	.	PUNCT
fcis-6997	37	1	these	these	DET
fcis-6997	37	2	errors	error	NOUN
fcis-6997	37	3	and	and	CCONJ
fcis-6997	37	4	differences	difference	NOUN
fcis-6997	37	5	can	can	AUX
fcis-6997	37	6	not	not	PART
fcis-6997	37	7	be	be	AUX
fcis-6997	37	8	identified	identify	VERB
fcis-6997	37	9	effectively	effectively	ADV
fcis-6997	37	10	,	,	PUNCT
fcis-6997	37	11	which	which	PRON
fcis-6997	37	12	will	will	AUX
fcis-6997	37	13	affect	affect	VERB
fcis-6997	37	14	the	the	DET
fcis-6997	37	15	accuracy	accuracy	NOUN
fcis-6997	37	16	of	of	ADP
fcis-6997	37	17	the	the	DET
fcis-6997	37	18	model	model	NOUN
fcis-6997	37	19	to	to	PART
fcis-6997	37	20	identify	identify	VERB
fcis-6997	37	21	fault	fault	NOUN
fcis-6997	37	22	types	type	NOUN
fcis-6997	37	23	.	.	PUNCT
fcis-6997	38	1	based	base	VERB
fcis-6997	38	2	on	on	ADP
fcis-6997	38	3	this	this	PRON
fcis-6997	38	4	,	,	PUNCT
fcis-6997	38	5	this	this	DET
fcis-6997	38	6	paper	paper	NOUN
fcis-6997	38	7	proposes	propose	VERB
fcis-6997	38	8	a	a	DET
fcis-6997	38	9	text	text	NOUN
fcis-6997	38	10	recognition	recognition	NOUN
fcis-6997	38	11	model	model	NOUN
fcis-6997	38	12	for	for	ADP
fcis-6997	38	13	transformer	transformer	NOUN
fcis-6997	38	14	faults	fault	NOUN
fcis-6997	38	15	based	base	VERB
fcis-6997	38	16	on	on	ADP
fcis-6997	38	17	double	double	ADJ
fcis-6997	38	18	feature	feature	NOUN
fcis-6997	38	19	channels	channel	NOUN
fcis-6997	38	20	.	.	PUNCT
fcis-6997	39	1	this	this	DET
fcis-6997	39	2	model	model	NOUN
fcis-6997	39	3	can	can	AUX
fcis-6997	39	4	effectively	effectively	ADV
fcis-6997	39	5	solve	solve	VERB
fcis-6997	39	6	the	the	DET
fcis-6997	39	7	context	context	NOUN
fcis-6997	39	8	-	-	PUNCT
fcis-6997	39	9	dependent	dependent	ADJ
fcis-6997	39	10	problem	problem	NOUN
fcis-6997	39	11	and	and	CCONJ
fcis-6997	39	12	extract	extract	VERB
fcis-6997	39	13	the	the	DET
fcis-6997	39	14	deep	deep	ADJ
fcis-6997	39	15	feature	feature	NOUN
fcis-6997	39	16	information	information	NOUN
fcis-6997	39	17	of	of	ADP
fcis-6997	39	18	the	the	DET
fcis-6997	39	19	fault	fault	NOUN
fcis-6997	39	20	text	text	NOUN
fcis-6997	39	21	.	.	PUNCT
fcis-6997	40	1	at	at	ADP
fcis-6997	40	2	the	the	DET
fcis-6997	40	3	same	same	ADJ
fcis-6997	40	4	time	time	NOUN
fcis-6997	40	5	,	,	PUNCT
fcis-6997	40	6	it	it	PRON
fcis-6997	40	7	can	can	AUX
fcis-6997	40	8	also	also	ADV
fcis-6997	40	9	solve	solve	VERB
fcis-6997	40	10	the	the	DET
fcis-6997	40	11	problem	problem	NOUN
fcis-6997	40	12	that	that	SCONJ
fcis-6997	40	13	the	the	DET
fcis-6997	40	14	previous	previous	ADJ
fcis-6997	40	15	model	model	NOUN
fcis-6997	40	16	can	can	AUX
fcis-6997	40	17	not	not	PART
fcis-6997	40	18	accurately	accurately	ADV
fcis-6997	40	19	identify	identify	VERB
fcis-6997	40	20	wrong	wrong	ADJ
fcis-6997	40	21	characters	character	NOUN
fcis-6997	40	22	by	by	ADP
fcis-6997	40	23	pinyin	pinyin	PROPN
fcis-6997	40	24	vector	vector	PROPN
fcis-6997	40	25	.	.	PROPN
fcis-6997	41	1	3.1	3.1	NUM
fcis-6997	41	2	.	.	PUNCT
fcis-6997	42	1	dual	dual	ADJ
fcis-6997	42	2	-	-	PUNCT
fcis-6997	42	3	feature	feature	NOUN
fcis-6997	42	4	channel	channel	NOUN
fcis-6997	42	5	firstly	firstly	ADV
fcis-6997	42	6	,	,	PUNCT
fcis-6997	42	7	the	the	DET
fcis-6997	42	8	word	word	NOUN
fcis-6997	42	9	vector	vector	NOUN
fcis-6997	42	10	and	and	CCONJ
fcis-6997	42	11	pinyin	pinyin	PROPN
fcis-6997	42	12	vector	vector	NOUN
fcis-6997	42	13	of	of	ADP
fcis-6997	42	14	the	the	DET
fcis-6997	42	15	collected	collect	VERB
fcis-6997	42	16	transformer	transformer	NOUN
fcis-6997	42	17	fault	fault	NOUN
fcis-6997	42	18	text	text	NOUN
fcis-6997	42	19	should	should	AUX
fcis-6997	42	20	be	be	AUX
fcis-6997	42	21	extracted	extract	VERB
fcis-6997	42	22	.	.	PUNCT
fcis-6997	43	1	word	word	NOUN
fcis-6997	43	2	vector	vector	PROPN
fcis-6997	43	3	uses	use	VERB
fcis-6997	43	4	word2vec	word2vec	PROPN
fcis-6997	43	5	model	model	NOUN
fcis-6997	43	6	to	to	PART
fcis-6997	43	7	generate	generate	VERB
fcis-6997	43	8	word	word	NOUN
fcis-6997	43	9	vector	vector	NOUN
fcis-6997	43	10	.	.	PUNCT
fcis-6997	44	1	word2vec	word2vec	AUX
fcis-6997	44	2	word	word	NOUN
fcis-6997	44	3	vector	vector	NOUN
fcis-6997	44	4	can	can	AUX
fcis-6997	44	5	better	well	ADV
fcis-6997	44	6	consider	consider	VERB
fcis-6997	44	7	contextual	contextual	ADJ
fcis-6997	44	8	semantic	semantic	ADJ
fcis-6997	44	9	information	information	NOUN
fcis-6997	44	10	and	and	CCONJ
fcis-6997	44	11	avoid	avoid	VERB
fcis-6997	44	12	dimension	dimension	NOUN
fcis-6997	44	13	"	"	PUNCT
fcis-6997	44	14	disaster	disaster	NOUN
fcis-6997	44	15	"	"	PUNCT
fcis-6997	44	16	problem	problem	NOUN
fcis-6997	44	17	.	.	PUNCT
fcis-6997	45	1	the	the	DET
fcis-6997	45	2	main	main	ADJ
fcis-6997	45	3	text	text	NOUN
fcis-6997	45	4	representation	representation	NOUN
fcis-6997	45	5	methods	method	NOUN
fcis-6997	45	6	include	include	VERB
fcis-6997	45	7	thermal	thermal	ADJ
fcis-6997	45	8	coding	coding	NOUN
fcis-6997	45	9	,	,	PUNCT
fcis-6997	45	10	tf	tf	PROPN
fcis-6997	45	11	-	-	PUNCT
fcis-6997	45	12	idf	idf	NOUN
fcis-6997	45	13	and	and	CCONJ
fcis-6997	45	14	so	so	ADV
fcis-6997	45	15	on	on	ADV
fcis-6997	45	16	.	.	PUNCT
fcis-6997	46	1	the	the	DET
fcis-6997	46	2	advantages	advantage	NOUN
fcis-6997	46	3	of	of	ADP
fcis-6997	46	4	thermal	thermal	ADJ
fcis-6997	46	5	coding	coding	NOUN
fcis-6997	46	6	are	be	AUX
fcis-6997	46	7	simple	simple	ADJ
fcis-6997	46	8	in	in	ADP
fcis-6997	46	9	principle	principle	NOUN
fcis-6997	46	10	and	and	CCONJ
fcis-6997	46	11	convenient	convenient	ADJ
fcis-6997	46	12	in	in	ADP
fcis-6997	46	13	use	use	NOUN
fcis-6997	46	14	.	.	PUNCT
fcis-6997	47	1	the	the	DET
fcis-6997	47	2	disadvantage	disadvantage	NOUN
fcis-6997	47	3	is	be	AUX
fcis-6997	47	4	that	that	SCONJ
fcis-6997	47	5	the	the	DET
fcis-6997	47	6	semantically	semantically	ADV
fcis-6997	47	7	relevant	relevant	ADJ
fcis-6997	47	8	information	information	NOUN
fcis-6997	47	9	is	be	AUX
fcis-6997	47	10	not	not	PART
fcis-6997	47	11	taken	take	VERB
fcis-6997	47	12	into	into	ADP
fcis-6997	47	13	account	account	NOUN
fcis-6997	47	14	,	,	PUNCT
fcis-6997	47	15	which	which	PRON
fcis-6997	47	16	easily	easily	ADV
fcis-6997	47	17	leads	lead	VERB
fcis-6997	47	18	to	to	ADP
fcis-6997	47	19	the	the	DET
fcis-6997	47	20	problem	problem	NOUN
fcis-6997	47	21	of	of	ADP
fcis-6997	47	22	dimensional	dimensional	ADJ
fcis-6997	47	23	"	"	PUNCT
fcis-6997	47	24	disaster	disaster	NOUN
fcis-6997	47	25	"	"	PUNCT
fcis-6997	47	26	.	.	PUNCT
fcis-6997	48	1	the	the	DET
fcis-6997	48	2	use	use	NOUN
fcis-6997	48	3	of	of	ADP
fcis-6997	48	4	word2vec	word2vec	X
fcis-6997	48	5	word	word	NOUN
fcis-6997	48	6	vector	vector	NOUN
fcis-6997	48	7	can	can	AUX
fcis-6997	48	8	be	be	AUX
fcis-6997	48	9	a	a	DET
fcis-6997	48	10	good	good	ADJ
fcis-6997	48	11	solution	solution	NOUN
fcis-6997	48	12	to	to	ADP
fcis-6997	48	13	this	this	DET
fcis-6997	48	14	problem	problem	NOUN
fcis-6997	48	15	.	.	PUNCT
fcis-6997	49	1	pinyin	pinyin	PROPN
fcis-6997	49	2	feature	feature	NOUN
fcis-6997	49	3	vector	vector	NOUN
fcis-6997	49	4	is	be	AUX
fcis-6997	49	5	to	to	PART
fcis-6997	49	6	convert	convert	VERB
fcis-6997	49	7	the	the	DET
fcis-6997	49	8	original	original	ADJ
fcis-6997	49	9	sentences	sentence	NOUN
fcis-6997	49	10	and	and	CCONJ
fcis-6997	49	11	symbols	symbol	NOUN
fcis-6997	49	12	of	of	ADP
fcis-6997	49	13	transformer	transformer	NOUN
fcis-6997	49	14	fault	fault	NOUN
fcis-6997	49	15	text	text	NOUN
fcis-6997	49	16	using	use	VERB
fcis-6997	49	17	pinyin	pinyin	PROPN
fcis-6997	49	18	.	.	PUNCT
fcis-6997	50	1	and	and	CCONJ
fcis-6997	50	2	the	the	DET
fcis-6997	50	3	converted	converted	ADJ
fcis-6997	50	4	pinyin	pinyin	NOUN
fcis-6997	50	5	is	be	AUX
fcis-6997	50	6	represented	represent	VERB
fcis-6997	50	7	vectorically	vectorically	ADV
fcis-6997	50	8	by	by	ADP
fcis-6997	50	9	a	a	DET
fcis-6997	50	10	large	large	ADJ
fcis-6997	50	11	corpus	corpus	NOUN
fcis-6997	50	12	.	.	PUNCT
fcis-6997	51	1	by	by	ADP
fcis-6997	51	2	using	use	VERB
fcis-6997	51	3	pinyin	pinyin	PROPN
fcis-6997	51	4	feature	feature	NOUN
fcis-6997	51	5	vector	vector	NOUN
fcis-6997	51	6	,	,	PUNCT
fcis-6997	51	7	the	the	DET
fcis-6997	51	8	representation	representation	NOUN
fcis-6997	51	9	of	of	ADP
fcis-6997	51	10	the	the	DET
fcis-6997	51	11	text	text	NOUN
fcis-6997	51	12	is	be	AUX
fcis-6997	51	13	expanded	expand	VERB
fcis-6997	51	14	,	,	PUNCT
fcis-6997	51	15	the	the	DET
fcis-6997	51	16	feature	feature	NOUN
fcis-6997	51	17	information	information	NOUN
fcis-6997	51	18	of	of	ADP
fcis-6997	51	19	the	the	DET
fcis-6997	51	20	text	text	NOUN
fcis-6997	51	21	is	be	AUX
fcis-6997	51	22	further	far	ADV
fcis-6997	51	23	enriched	enrich	VERB
fcis-6997	51	24	,	,	PUNCT
fcis-6997	51	25	and	and	CCONJ
fcis-6997	51	26	the	the	DET
fcis-6997	51	27	influence	influence	NOUN
fcis-6997	51	28	of	of	ADP
fcis-6997	51	29	the	the	DET
fcis-6997	51	30	wrong	wrong	ADJ
fcis-6997	51	31	characters	character	NOUN
fcis-6997	51	32	and	and	CCONJ
fcis-6997	51	33	homophones	homophone	NOUN
fcis-6997	51	34	in	in	ADP
fcis-6997	51	35	the	the	DET
fcis-6997	51	36	transformer	transformer	NOUN
fcis-6997	51	37	fault	fault	NOUN
fcis-6997	51	38	text	text	NOUN
fcis-6997	51	39	on	on	ADP
fcis-6997	51	40	the	the	DET
fcis-6997	51	41	fault	fault	NOUN
fcis-6997	51	42	type	type	NOUN
fcis-6997	51	43	identification	identification	NOUN
fcis-6997	51	44	results	result	NOUN
fcis-6997	51	45	is	be	AUX
fcis-6997	51	46	reduced	reduce	VERB
fcis-6997	51	47	.	.	PUNCT
fcis-6997	52	1	3.2	3.2	NUM
fcis-6997	52	2	.	.	PUNCT
fcis-6997	52	3	bilitm	bilitm	PROPN
fcis-6997	52	4	model	model	NOUN
fcis-6997	52	5	long	long	ADJ
fcis-6997	52	6	short	short	ADJ
fcis-6997	52	7	term	term	NOUN
fcis-6997	52	8	memory	memory	NOUN
fcis-6997	52	9	neural	neural	ADJ
fcis-6997	52	10	network	network	NOUN
fcis-6997	52	11	is	be	AUX
fcis-6997	52	12	based	base	VERB
fcis-6997	52	13	on	on	ADP
fcis-6997	52	14	cyclic	cyclic	ADJ
fcis-6997	52	15	neural	neural	ADJ
fcis-6997	52	16	network	network	NOUN
fcis-6997	52	17	improvement	improvement	NOUN
fcis-6997	52	18	.	.	PUNCT
fcis-6997	53	1	when	when	SCONJ
fcis-6997	53	2	processing	process	VERB
fcis-6997	53	3	long	long	ADJ
fcis-6997	53	4	sequences	sequence	NOUN
fcis-6997	53	5	of	of	ADP
fcis-6997	53	6	text	text	NOUN
fcis-6997	53	7	,	,	PUNCT
fcis-6997	53	8	rnn	rnn	PROPN
fcis-6997	53	9	can	can	AUX
fcis-6997	53	10	only	only	ADV
fcis-6997	53	11	obtain	obtain	VERB
fcis-6997	53	12	the	the	DET
fcis-6997	53	13	information	information	NOUN
fcis-6997	53	14	of	of	ADP
fcis-6997	53	15	relatively	relatively	ADV
fcis-6997	53	16	recent	recent	ADJ
fcis-6997	53	17	sequences	sequence	NOUN
fcis-6997	53	18	due	due	ADP
fcis-6997	53	19	to	to	ADP
fcis-6997	53	20	the	the	DET
fcis-6997	53	21	existence	existence	NOUN
fcis-6997	53	22	of	of	ADP
fcis-6997	53	23	gradient	gradient	ADJ
fcis-6997	53	24	dispersion	dispersion	NOUN
fcis-6997	53	25	,	,	PUNCT
fcis-6997	53	26	and	and	CCONJ
fcis-6997	53	27	does	do	AUX
fcis-6997	53	28	not	not	PART
fcis-6997	53	29	have	have	VERB
fcis-6997	53	30	the	the	DET
fcis-6997	53	31	memory	memory	NOUN
fcis-6997	53	32	function	function	NOUN
fcis-6997	53	33	of	of	ADP
fcis-6997	53	34	early	early	ADJ
fcis-6997	53	35	sequences	sequence	NOUN
fcis-6997	53	36	,	,	PUNCT
fcis-6997	53	37	so	so	ADV
fcis-6997	53	38	a	a	DET
fcis-6997	53	39	lot	lot	NOUN
fcis-6997	53	40	of	of	ADP
fcis-6997	53	41	information	information	NOUN
fcis-6997	53	42	is	be	AUX
fcis-6997	53	43	lost	lose	VERB
fcis-6997	53	44	.	.	PUNCT
fcis-6997	54	1	by	by	ADP
fcis-6997	54	2	adding	add	VERB
fcis-6997	54	3	cell	cell	NOUN
fcis-6997	54	4	states	state	NOUN
fcis-6997	54	5	and	and	CCONJ
fcis-6997	54	6	threshold	threshold	NOUN
fcis-6997	54	7	mechanisms	mechanism	NOUN
fcis-6997	54	8	,	,	PUNCT
fcis-6997	54	9	lstm	lstm	NOUN
fcis-6997	54	10	solves	solve	VERB
fcis-6997	54	11	the	the	DET
fcis-6997	54	12	problems	problem	NOUN
fcis-6997	54	13	of	of	ADP
fcis-6997	54	14	gradient	gradient	ADJ
fcis-6997	54	15	dispersion	dispersion	NOUN
fcis-6997	54	16	,	,	PUNCT
fcis-6997	54	17	gradient	gradient	NOUN
fcis-6997	54	18	explosion	explosion	NOUN
fcis-6997	54	19	,	,	PUNCT
fcis-6997	54	20	and	and	CCONJ
fcis-6997	54	21	only	only	ADV
fcis-6997	54	22	having	have	VERB
fcis-6997	54	23	short	short	ADJ
fcis-6997	54	24	-	-	PUNCT
fcis-6997	54	25	term	term	NOUN
fcis-6997	54	26	memory	memory	NOUN
fcis-6997	54	27	of	of	ADP
fcis-6997	54	28	rnn	rnn	PROPN
fcis-6997	54	29	.	.	PUNCT
fcis-6997	55	1	lstm	lstm	NOUN
fcis-6997	55	2	consists	consist	VERB
fcis-6997	55	3	of	of	ADP
fcis-6997	55	4	oblivion	oblivion	NOUN
fcis-6997	55	5	gate	gate	NOUN
fcis-6997	55	6	,	,	PUNCT
fcis-6997	55	7	input	input	NOUN
fcis-6997	55	8	gate	gate	NOUN
fcis-6997	55	9	and	and	CCONJ
fcis-6997	55	10	output	output	NOUN
fcis-6997	55	11	gate	gate	NOUN
fcis-6997	55	12	.	.	PUNCT
fcis-6997	56	1	the	the	DET
fcis-6997	56	2	forgetting	forget	VERB
fcis-6997	56	3	gate	gate	NOUN
fcis-6997	56	4	determines	determine	VERB
fcis-6997	56	5	whether	whether	SCONJ
fcis-6997	56	6	the	the	DET
fcis-6997	56	7	information	information	NOUN
fcis-6997	56	8	needs	need	VERB
fcis-6997	56	9	to	to	PART
fcis-6997	56	10	be	be	AUX
fcis-6997	56	11	retained	retain	VERB
fcis-6997	56	12	through	through	ADP
fcis-6997	56	13	the	the	DET
fcis-6997	56	14	sigmoid	sigmoid	NOUN
fcis-6997	56	15	function	function	NOUN
fcis-6997	56	16	.	.	PUNCT
fcis-6997	57	1	bilstm	bilstm	NOUN
fcis-6997	57	2	is	be	AUX
fcis-6997	57	3	a	a	DET
fcis-6997	57	4	variant	variant	NOUN
fcis-6997	57	5	of	of	ADP
fcis-6997	57	6	lstm	lstm	NOUN
fcis-6997	57	7	,	,	PUNCT
fcis-6997	57	8	which	which	PRON
fcis-6997	57	9	combines	combine	VERB
fcis-6997	57	10	forward	forward	ADV
fcis-6997	57	11	propagation	propagation	NOUN
fcis-6997	57	12	lstm	lstm	NOUN
fcis-6997	57	13	and	and	CCONJ
fcis-6997	57	14	back	back	ADJ
fcis-6997	57	15	propagation	propagation	NOUN
fcis-6997	57	16	lstm	lstm	NOUN
fcis-6997	57	17	to	to	PART
fcis-6997	57	18	obtain	obtain	VERB
fcis-6997	57	19	semantic	semantic	ADJ
fcis-6997	57	20	features	feature	NOUN
fcis-6997	57	21	in	in	ADP
fcis-6997	57	22	both	both	DET
fcis-6997	57	23	directions	direction	NOUN
fcis-6997	57	24	.	.	PUNCT
fcis-6997	58	1	bilstm	bilstm	NOUN
fcis-6997	58	2	can	can	AUX
fcis-6997	58	3	better	well	ADV
fcis-6997	58	4	capture	capture	VERB
fcis-6997	58	5	bidirectional	bidirectional	ADJ
fcis-6997	58	6	semantic	semantic	ADJ
fcis-6997	58	7	dependence	dependence	NOUN
fcis-6997	58	8	and	and	CCONJ
fcis-6997	58	9	solve	solve	VERB
fcis-6997	58	10	the	the	DET
fcis-6997	58	11	problem	problem	NOUN
fcis-6997	58	12	of	of	ADP
fcis-6997	58	13	context	context	NOUN
fcis-6997	58	14	dependence	dependence	NOUN
fcis-6997	58	15	.	.	PUNCT
fcis-6997	59	1	the	the	DET
fcis-6997	59	2	bidirectional	bidirectional	ADJ
fcis-6997	59	3	cyclic	cyclic	ADJ
fcis-6997	59	4	neural	neural	ADJ
fcis-6997	59	5	network	network	NOUN
fcis-6997	59	6	model	model	NOUN
fcis-6997	59	7	structure	structure	NOUN
fcis-6997	59	8	is	be	AUX
fcis-6997	59	9	shown	show	VERB
fcis-6997	59	10	in	in	ADP
fcis-6997	59	11	figure	figure	NOUN
fcis-6997	59	12	1	1	NUM
fcis-6997	59	13	below	below	ADV
fcis-6997	59	14	.	.	PUNCT
fcis-6997	60	1	lstm	lstm	PROPN
fcis-6997	60	2	lstm	lstm	PROPN
fcis-6997	60	3	lstm	lstm	PROPN
fcis-6997	60	4	lstm	lstm	ADJ
fcis-6997	60	5	lstm	lstm	ADJ
fcis-6997	60	6	lstm	lstm	ADJ
fcis-6997	60	7	lstm	lstm	PROPN
fcis-6997	60	8	lstm	lstm	NOUN
fcis-6997	60	9	x0	x0	PROPN
fcis-6997	61	1	x1	x1	PROPN
fcis-6997	62	1	x2	x2	NOUN
fcis-6997	62	2	xn	xn	PUNCT
fcis-6997	63	1	y0	y0	NOUN
fcis-6997	63	2	y1	y1	NOUN
fcis-6997	63	3	y2	y2	INTJ
fcis-6997	63	4	yn	yn	INTJ
fcis-6997	63	5	.	.	PUNCT
fcis-6997	64	1	figure	figure	NOUN
fcis-6997	64	2	1	1	NUM
fcis-6997	64	3	.	.	PUNCT
fcis-6997	64	4	schematic	schematic	ADJ
fcis-6997	64	5	diagram	diagram	NOUN
fcis-6997	64	6	of	of	ADP
fcis-6997	64	7	bidirectional	bidirectional	ADJ
fcis-6997	64	8	cyclic	cyclic	ADJ
fcis-6997	64	9	neural	neural	ADJ
fcis-6997	64	10	network	network	NOUN
fcis-6997	64	11	model	model	NOUN
fcis-6997	64	12	3.3	3.3	NUM
fcis-6997	64	13	.	.	PUNCT
fcis-6997	65	1	attention	attention	NOUN
fcis-6997	65	2	mechanism	mechanism	NOUN
fcis-6997	65	3	attention	attention	NOUN
fcis-6997	65	4	mechanism	mechanism	NOUN
fcis-6997	65	5	is	be	AUX
fcis-6997	65	6	a	a	DET
fcis-6997	65	7	method	method	NOUN
fcis-6997	65	8	to	to	PART
fcis-6997	65	9	extract	extract	VERB
fcis-6997	65	10	important	important	ADJ
fcis-6997	65	11	features	feature	NOUN
fcis-6997	65	12	of	of	ADP
fcis-6997	65	13	data	datum	NOUN
fcis-6997	65	14	,	,	PUNCT
fcis-6997	65	15	which	which	PRON
fcis-6997	65	16	was	be	AUX
fcis-6997	65	17	initially	initially	ADV
fcis-6997	65	18	applied	apply	VERB
fcis-6997	65	19	to	to	ADP
fcis-6997	65	20	image	image	NOUN
fcis-6997	65	21	processing	processing	NOUN
fcis-6997	65	22	tasks	task	NOUN
fcis-6997	65	23	.	.	PUNCT
fcis-6997	66	1	bahdanau	bahdanau	PROPN
fcis-6997	66	2	et	et	PROPN
fcis-6997	66	3	al	al	PROPN
fcis-6997	66	4	.	.	PROPN
fcis-6997	67	1	first	first	PROPN
fcis-6997	67	2	proposed	propose	VERB
fcis-6997	67	3	the	the	DET
fcis-6997	67	4	application	application	NOUN
fcis-6997	67	5	of	of	ADP
fcis-6997	67	6	attention	attention	NOUN
fcis-6997	67	7	mechanisms	mechanism	NOUN
fcis-6997	67	8	in	in	ADP
fcis-6997	67	9	natural	natural	ADJ
fcis-6997	67	10	language	language	NOUN
fcis-6997	67	11	processing	processing	NOUN
fcis-6997	67	12	tasks	task	NOUN
fcis-6997	67	13	to	to	PART
fcis-6997	67	14	alleviate	alleviate	VERB
fcis-6997	67	15	the	the	DET
fcis-6997	67	16	problem	problem	NOUN
fcis-6997	67	17	of	of	ADP
fcis-6997	67	18	long	long	ADJ
fcis-6997	67	19	-	-	PUNCT
fcis-6997	67	20	distance	distance	NOUN
fcis-6997	67	21	dependence	dependence	NOUN
fcis-6997	67	22	of	of	ADP
fcis-6997	67	23	rnns	rnn	NOUN
fcis-6997	67	24	.	.	PUNCT
fcis-6997	68	1	in	in	ADP
fcis-6997	68	2	text	text	NOUN
fcis-6997	68	3	analysis	analysis	NOUN
fcis-6997	68	4	,	,	PUNCT
fcis-6997	68	5	attention	attention	NOUN
fcis-6997	68	6	mechanism	mechanism	NOUN
fcis-6997	68	7	can	can	AUX
fcis-6997	68	8	solve	solve	VERB
fcis-6997	68	9	the	the	DET
fcis-6997	68	10	problem	problem	NOUN
fcis-6997	68	11	that	that	PRON
fcis-6997	68	12	source	source	NOUN
fcis-6997	68	13	sequence	sequence	NOUN
fcis-6997	68	14	and	and	CCONJ
fcis-6997	68	15	target	target	NOUN
fcis-6997	68	16	sequence	sequence	NOUN
fcis-6997	68	17	can	can	AUX
fcis-6997	68	18	not	not	PART
fcis-6997	68	19	establish	establish	VERB
fcis-6997	68	20	dependence	dependence	NOUN
fcis-6997	68	21	because	because	SCONJ
fcis-6997	68	22	of	of	ADP
fcis-6997	68	23	the	the	DET
fcis-6997	68	24	long	long	ADJ
fcis-6997	68	25	distance	distance	NOUN
fcis-6997	68	26	.	.	PUNCT
fcis-6997	69	1	due	due	ADP
fcis-6997	69	2	to	to	ADP
fcis-6997	69	3	the	the	DET
fcis-6997	69	4	different	different	ADJ
fcis-6997	69	5	levels	level	NOUN
fcis-6997	69	6	of	of	ADP
fcis-6997	69	7	importance	importance	NOUN
fcis-6997	69	8	of	of	ADP
fcis-6997	69	9	words	word	NOUN
fcis-6997	69	10	and	and	CCONJ
fcis-6997	69	11	the	the	DET
fcis-6997	69	12	different	different	ADJ
fcis-6997	69	13	weight	weight	NOUN
fcis-6997	69	14	of	of	ADP
fcis-6997	69	15	features	feature	NOUN
fcis-6997	69	16	in	in	ADP
fcis-6997	69	17	the	the	DET
fcis-6997	69	18	text	text	NOUN
fcis-6997	69	19	,	,	PUNCT
fcis-6997	69	20	the	the	DET
fcis-6997	69	21	introduction	introduction	NOUN
fcis-6997	69	22	of	of	ADP
fcis-6997	69	23	attention	attention	NOUN
fcis-6997	69	24	mechanism	mechanism	NOUN
fcis-6997	69	25	can	can	AUX
fcis-6997	69	26	better	well	ADV
fcis-6997	69	27	learn	learn	VERB
fcis-6997	69	28	the	the	DET
fcis-6997	69	29	dependency	dependency	NOUN
fcis-6997	69	30	relationship	relationship	NOUN
fcis-6997	69	31	between	between	ADP
fcis-6997	69	32	words	word	NOUN
fcis-6997	69	33	and	and	CCONJ
fcis-6997	69	34	enhance	enhance	VERB
fcis-6997	69	35	the	the	DET
fcis-6997	69	36	attention	attention	NOUN
fcis-6997	69	37	to	to	ADP
fcis-6997	69	38	important	important	ADJ
fcis-6997	69	39	words	word	NOUN
fcis-6997	69	40	.	.	PUNCT
fcis-6997	70	1	the	the	DET
fcis-6997	70	2	attention	attention	NOUN
fcis-6997	70	3	mechanism	mechanism	NOUN
fcis-6997	70	4	model	model	NOUN
fcis-6997	70	5	is	be	AUX
fcis-6997	70	6	shown	show	VERB
fcis-6997	70	7	in	in	ADP
fcis-6997	70	8	figure	figure	NOUN
fcis-6997	70	9	2	2	NUM
fcis-6997	70	10	below	below	ADV
fcis-6997	70	11	.	.	PUNCT
fcis-6997	71	1	key1	key1	PROPN
fcis-6997	71	2	key2	key2	PROPN
fcis-6997	71	3	key3	key3	VERB
fcis-6997	71	4	key4	key4	PROPN
fcis-6997	71	5	value1	value1	PROPN
fcis-6997	71	6	value2	value2	PROPN
fcis-6997	72	1	value3	value3	X
fcis-6997	72	2	value4	value4	PROPN
fcis-6997	72	3	request	request	VERB
fcis-6997	72	4	attention	attention	NOUN
fcis-6997	72	5	value	value	NOUN
fcis-6997	72	6	figure	figure	NOUN
fcis-6997	72	7	2	2	NUM
fcis-6997	72	8	.	.	PUNCT
fcis-6997	72	9	attention	attention	NOUN
fcis-6997	72	10	mechanism	mechanism	NOUN
fcis-6997	72	11	model	model	VERB
fcis-6997	72	12	the	the	DET
fcis-6997	72	13	use	use	NOUN
fcis-6997	72	14	of	of	ADP
fcis-6997	72	15	attention	attention	NOUN
fcis-6997	72	16	mechanism	mechanism	NOUN
fcis-6997	72	17	can	can	AUX
fcis-6997	72	18	help	help	VERB
fcis-6997	72	19	to	to	PART
fcis-6997	72	20	increase	increase	VERB
fcis-6997	72	21	the	the	DET
fcis-6997	72	22	weight	weight	NOUN
fcis-6997	72	23	of	of	ADP
fcis-6997	72	24	key	key	ADJ
fcis-6997	72	25	information	information	NOUN
fcis-6997	72	26	of	of	ADP
fcis-6997	72	27	transformer	transformer	ADJ
fcis-6997	72	28	fault	fault	NOUN
fcis-6997	72	29	text	text	NOUN
fcis-6997	72	30	classification	classification	NOUN
fcis-6997	72	31	and	and	CCONJ
fcis-6997	72	32	reduce	reduce	VERB
fcis-6997	72	33	the	the	DET
fcis-6997	72	34	weight	weight	NOUN
fcis-6997	72	35	of	of	ADP
fcis-6997	72	36	interference	interference	NOUN
fcis-6997	72	37	nonsense	nonsense	NOUN
fcis-6997	72	38	information	information	NOUN
fcis-6997	72	39	,	,	PUNCT
fcis-6997	72	40	so	so	SCONJ
fcis-6997	72	41	as	as	SCONJ
fcis-6997	72	42	to	to	PART
fcis-6997	72	43	further	far	ADV
fcis-6997	72	44	improve	improve	VERB
fcis-6997	72	45	the	the	DET
fcis-6997	72	46	accuracy	accuracy	NOUN
fcis-6997	72	47	of	of	ADP
fcis-6997	72	48	model	model	NOUN
fcis-6997	72	49	feature	feature	NOUN
fcis-6997	72	50	extraction	extraction	NOUN
fcis-6997	72	51	.	.	PUNCT
fcis-6997	73	1	the	the	DET
fcis-6997	73	2	attention	attention	NOUN
fcis-6997	73	3	mechanism	mechanism	NOUN
fcis-6997	73	4	carries	carry	VERB
fcis-6997	73	5	out	out	ADP
fcis-6997	73	6	weighted	weighted	ADJ
fcis-6997	73	7	transformation	transformation	NOUN
fcis-6997	73	8	on	on	ADP
fcis-6997	73	9	the	the	DET
fcis-6997	73	10	state	state	NOUN
fcis-6997	73	11	information	information	NOUN
fcis-6997	73	12	sequence	sequence	NOUN
fcis-6997	73	13	(	(	PUNCT
fcis-6997	73	14	hidden	hide	VERB
fcis-6997	73	15	layer	layer	NOUN
fcis-6997	73	16	weight	weight	NOUN
fcis-6997	73	17	)	)	PUNCT
fcis-6997	73	18	extracted	extract	VERB
fcis-6997	73	19	by	by	ADP
fcis-6997	73	20	bilstm	bilstm	NOUN
fcis-6997	73	21	,	,	PUNCT
fcis-6997	73	22	and	and	CCONJ
fcis-6997	73	23	automatically	automatically	ADV
fcis-6997	73	24	assigns	assign	VERB
fcis-6997	73	25	different	different	ADJ
fcis-6997	73	26	weights	weight	NOUN
fcis-6997	73	27	according	accord	VERB
fcis-6997	73	28	to	to	ADP
fcis-6997	73	29	the	the	DET
fcis-6997	73	30	importance	importance	NOUN
fcis-6997	73	31	of	of	ADP
fcis-6997	73	32	information	information	NOUN
fcis-6997	73	33	.	.	PUNCT
fcis-6997	74	1	3.4	3.4	NUM
fcis-6997	74	2	.	.	PUNCT
fcis-6997	74	3	model	model	NOUN
fcis-6997	74	4	of	of	ADP
fcis-6997	74	5	this	this	DET
fcis-6997	74	6	paper	paper	NOUN
fcis-6997	74	7	the	the	DET
fcis-6997	74	8	model	model	NOUN
fcis-6997	74	9	diagram	diagram	NOUN
fcis-6997	74	10	of	of	ADP
fcis-6997	74	11	the	the	DET
fcis-6997	74	12	model	model	NOUN
fcis-6997	74	13	in	in	ADP
fcis-6997	74	14	this	this	DET
fcis-6997	74	15	paper	paper	NOUN
fcis-6997	74	16	is	be	AUX
fcis-6997	74	17	shown	show	VERB
fcis-6997	74	18	in	in	ADP
fcis-6997	74	19	figure	figure	NOUN
fcis-6997	74	20	3	3	NUM
fcis-6997	74	21	below	below	ADV
fcis-6997	74	22	.	.	PUNCT
fcis-6997	75	1	firstly	firstly	ADV
fcis-6997	75	2	,	,	PUNCT
fcis-6997	75	3	the	the	DET
fcis-6997	75	4	collected	collect	VERB
fcis-6997	75	5	text	text	NOUN
fcis-6997	75	6	data	datum	NOUN
fcis-6997	75	7	of	of	ADP
fcis-6997	75	8	the	the	DET
fcis-6997	75	9	main	main	ADJ
fcis-6997	75	10	transformer	transformer	NOUN
fcis-6997	75	11	fault	fault	NOUN
fcis-6997	75	12	is	be	AUX
fcis-6997	75	13	preprocessed	preprocesse	VERB
fcis-6997	75	14	.	.	PUNCT
fcis-6997	76	1	in	in	ADP
fcis-6997	76	2	this	this	DET
fcis-6997	76	3	paper	paper	NOUN
fcis-6997	76	4	,	,	PUNCT
fcis-6997	76	5	the	the	DET
fcis-6997	76	6	stuttering	stuttering	ADJ
fcis-6997	76	7	word	word	NOUN
fcis-6997	76	8	segmentation	segmentation	NOUN
fcis-6997	76	9	tool	tool	NOUN
fcis-6997	76	10	is	be	AUX
fcis-6997	76	11	used	use	VERB
fcis-6997	76	12	for	for	ADP
fcis-6997	76	13	word	word	NOUN
fcis-6997	76	14	segmentation	segmentation	NOUN
fcis-6997	76	15	.	.	PUNCT
fcis-6997	77	1	in	in	ADP
fcis-6997	77	2	the	the	DET
fcis-6997	77	3	process	process	NOUN
fcis-6997	77	4	of	of	ADP
fcis-6997	77	5	word	word	NOUN
fcis-6997	77	6	segmentation	segmentation	NOUN
fcis-6997	77	7	,	,	PUNCT
fcis-6997	77	8	punctuation	punctuation	NOUN
fcis-6997	77	9	and	and	CCONJ
fcis-6997	77	10	stop	stop	VERB
fcis-6997	77	11	words	word	NOUN
fcis-6997	77	12	in	in	ADP
fcis-6997	77	13	the	the	DET
fcis-6997	77	14	text	text	NOUN
fcis-6997	77	15	are	be	AUX
fcis-6997	77	16	filtered	filter	VERB
fcis-6997	77	17	.	.	PUNCT
fcis-6997	78	1	the	the	DET
fcis-6997	78	2	processed	process	VERB
fcis-6997	78	3	data	datum	NOUN
fcis-6997	78	4	uses	use	VERB
fcis-6997	78	5	the	the	DET
fcis-6997	78	6	word2vec	word2vec	PROPN
fcis-6997	78	7	model	model	NOUN
fcis-6997	78	8	to	to	PART
fcis-6997	78	9	generate	generate	VERB
fcis-6997	78	10	word	word	NOUN
fcis-6997	78	11	vectors	vector	NOUN
fcis-6997	78	12	.	.	PUNCT
fcis-6997	79	1	at	at	ADP
fcis-6997	79	2	the	the	DET
fcis-6997	79	3	same	same	ADJ
fcis-6997	79	4	time	time	NOUN
fcis-6997	79	5	,	,	PUNCT
fcis-6997	79	6	these	these	DET
fcis-6997	79	7	fault	fault	NOUN
fcis-6997	79	8	texts	text	NOUN
fcis-6997	79	9	are	be	AUX
fcis-6997	79	10	converted	convert	VERB
fcis-6997	79	11	using	use	VERB
fcis-6997	79	12	chinese	chinese	ADJ
fcis-6997	79	13	pinyin	pinyin	PROPN
fcis-6997	79	14	.	.	PUNCT
fcis-6997	80	1	and	and	CCONJ
fcis-6997	80	2	the	the	DET
fcis-6997	80	3	converted	converted	ADJ
fcis-6997	80	4	pinyin	pinyin	NOUN
fcis-6997	80	5	is	be	AUX
fcis-6997	80	6	represented	represent	VERB
fcis-6997	80	7	vectorically	vectorically	ADV
fcis-6997	80	8	by	by	ADP
fcis-6997	80	9	a	a	DET
fcis-6997	80	10	large	large	ADJ
fcis-6997	80	11	corpus	corpus	NOUN
fcis-6997	80	12	.	.	PUNCT
fcis-6997	81	1	then	then	ADV
fcis-6997	81	2	,	,	PUNCT
fcis-6997	81	3	the	the	DET
fcis-6997	81	4	generated	generate	VERB
fcis-6997	81	5	word2vec	word2vec	X
fcis-6997	81	6	word	word	PROPN
fcis-6997	81	7	vector	vector	NOUN
fcis-6997	81	8	features	feature	NOUN
fcis-6997	81	9	and	and	CCONJ
fcis-6997	81	10	pinyin	pinyin	NOUN
fcis-6997	81	11	features	feature	NOUN
fcis-6997	81	12	are	be	AUX
fcis-6997	81	13	used	use	VERB
fcis-6997	81	14	as	as	ADP
fcis-6997	81	15	two	two	NUM
fcis-6997	81	16	different	different	ADJ
fcis-6997	81	17	feature	feature	NOUN
fcis-6997	81	18	channel	channel	NOUN
fcis-6997	81	19	vectors	vector	NOUN
fcis-6997	81	20	,	,	PUNCT
fcis-6997	81	21	and	and	CCONJ
fcis-6997	81	22	then	then	ADV
fcis-6997	81	23	these	these	DET
fcis-6997	81	24	vectors	vector	NOUN
fcis-6997	81	25	are	be	AUX
fcis-6997	81	26	input	input	NOUN
fcis-6997	81	27	to	to	ADP
fcis-6997	81	28	bilstm	bilstm	NOUN
fcis-6997	81	29	layer	layer	NOUN
fcis-6997	81	30	to	to	PART
fcis-6997	81	31	extract	extract	VERB
fcis-6997	81	32	the	the	DET
fcis-6997	81	33	local	local	ADJ
fcis-6997	81	34	and	and	CCONJ
fcis-6997	81	35	global	global	ADJ
fcis-6997	81	36	semantic	semantic	ADJ
fcis-6997	81	37	features	feature	NOUN
fcis-6997	81	38	of	of	ADP
fcis-6997	81	39	transformer	transformer	NOUN
fcis-6997	81	40	fault	fault	NOUN
fcis-6997	81	41	text	text	NOUN
fcis-6997	81	42	information	information	NOUN
fcis-6997	81	43	.	.	PUNCT
fcis-6997	82	1	the	the	DET
fcis-6997	82	2	self	self	NOUN
fcis-6997	82	3	-	-	PUNCT
fcis-6997	82	4	attention	attention	NOUN
fcis-6997	82	5	mechanism	mechanism	NOUN
fcis-6997	82	6	is	be	AUX
fcis-6997	82	7	introduced	introduce	VERB
fcis-6997	82	8	into	into	ADP
fcis-6997	82	9	the	the	DET
fcis-6997	82	10	model	model	NOUN
fcis-6997	82	11	to	to	PART
fcis-6997	82	12	fully	fully	ADV
fcis-6997	82	13	extract	extract	VERB
fcis-6997	82	14	the	the	DET
fcis-6997	82	15	important	important	ADJ
fcis-6997	82	16	semantic	semantic	ADJ
fcis-6997	82	17	features	feature	NOUN
fcis-6997	82	18	in	in	ADP
fcis-6997	82	19	the	the	DET
fcis-6997	82	20	text	text	NOUN
fcis-6997	82	21	.	.	PUNCT
fcis-6997	83	1	then	then	ADV
fcis-6997	83	2	,	,	PUNCT
fcis-6997	83	3	the	the	DET
fcis-6997	83	4	features	feature	NOUN
fcis-6997	83	5	extracted	extract	VERB
fcis-6997	83	6	by	by	ADP
fcis-6997	83	7	the	the	DET
fcis-6997	83	8	attention	attention	NOUN
fcis-6997	83	9	mechanism	mechanism	NOUN
fcis-6997	83	10	layer	layer	NOUN
fcis-6997	83	11	are	be	AUX
fcis-6997	83	12	spliced	splice	VERB
fcis-6997	83	13	and	and	CCONJ
fcis-6997	83	14	fused	fuse	VERB
fcis-6997	83	15	,	,	PUNCT
fcis-6997	83	16	and	and	CCONJ
fcis-6997	83	17	the	the	DET
fcis-6997	83	18	output	output	NOUN
fcis-6997	83	19	features	feature	NOUN
fcis-6997	83	20	of	of	ADP
fcis-6997	83	21	the	the	DET
fcis-6997	83	22	fusion	fusion	NOUN
fcis-6997	83	23	layer	layer	NOUN
fcis-6997	83	24	are	be	AUX
fcis-6997	83	25	classified	classify	VERB
fcis-6997	83	26	and	and	CCONJ
fcis-6997	83	27	predicted	predict	VERB
fcis-6997	83	28	by	by	ADP
fcis-6997	83	29	the	the	DET
fcis-6997	83	30	softmax	softmax	NOUN
fcis-6997	83	31	function	function	NOUN
fcis-6997	83	32	.	.	PUNCT
fcis-6997	84	1	33	33	NUM
fcis-6997	84	2	transformer	transformer	NOUN
fcis-6997	84	3	fault	fault	NOUN
fcis-6997	84	4	text	text	NOUN
fcis-6997	84	5	softmox	softmox	NOUN
fcis-6997	84	6	bilstm	bilstm	NOUN
fcis-6997	84	7	word2vec	word2vec	X
fcis-6997	84	8	word	word	NOUN
fcis-6997	84	9	vector	vector	PROPN
fcis-6997	84	10	pinyin	pinyin	PROPN
fcis-6997	84	11	feature	feature	NOUN
fcis-6997	84	12	vector	vector	NOUN
fcis-6997	84	13	feature	feature	NOUN
fcis-6997	84	14	extraction	extraction	NOUN
fcis-6997	84	15	output	output	NOUN
fcis-6997	84	16	attention	attention	NOUN
fcis-6997	84	17	figure	figure	NOUN
fcis-6997	84	18	3	3	NUM
fcis-6997	84	19	.	.	PUNCT
fcis-6997	84	20	text	text	NOUN
fcis-6997	84	21	model	model	NOUN
fcis-6997	84	22	diagram	diagram	PROPN
fcis-6997	84	23	of	of	ADP
fcis-6997	84	24	transformer	transformer	ADJ
fcis-6997	84	25	fault	fault	NOUN
fcis-6997	84	26	with	with	ADP
fcis-6997	84	27	double	double	ADJ
fcis-6997	84	28	feature	feature	NOUN
fcis-6997	84	29	channel	channel	NOUN
fcis-6997	84	30	4	4	NUM
fcis-6997	84	31	.	.	PUNCT
fcis-6997	84	32	experiment	experiment	NOUN
fcis-6997	84	33	4.1	4.1	NUM
fcis-6997	84	34	.	.	PUNCT
fcis-6997	85	1	data	datum	NOUN
fcis-6997	85	2	set	set	VERB
fcis-6997	85	3	780	780	NUM
fcis-6997	85	4	transformer	transformer	NOUN
fcis-6997	85	5	failure	failure	NOUN
fcis-6997	85	6	texts	text	NOUN
fcis-6997	85	7	from	from	ADP
fcis-6997	85	8	all	all	ADV
fcis-6997	85	9	over	over	ADP
fcis-6997	85	10	the	the	DET
fcis-6997	85	11	country	country	NOUN
fcis-6997	85	12	were	be	AUX
fcis-6997	85	13	collected	collect	VERB
fcis-6997	85	14	.	.	PUNCT
fcis-6997	86	1	according	accord	VERB
fcis-6997	86	2	to	to	ADP
fcis-6997	86	3	the	the	DET
fcis-6997	86	4	fault	fault	NOUN
fcis-6997	86	5	standards	standard	NOUN
fcis-6997	86	6	,	,	PUNCT
fcis-6997	86	7	the	the	DET
fcis-6997	86	8	transformer	transformer	NOUN
fcis-6997	86	9	fault	fault	NOUN
fcis-6997	86	10	text	text	NOUN
fcis-6997	86	11	information	information	NOUN
fcis-6997	86	12	is	be	AUX
fcis-6997	86	13	divided	divide	VERB
fcis-6997	86	14	into	into	ADP
fcis-6997	86	15	three	three	NUM
fcis-6997	86	16	types	type	NOUN
fcis-6997	86	17	:	:	PUNCT
fcis-6997	86	18	general	general	ADJ
fcis-6997	86	19	,	,	PUNCT
fcis-6997	86	20	major	major	ADJ
fcis-6997	86	21	,	,	PUNCT
fcis-6997	86	22	and	and	CCONJ
fcis-6997	86	23	emergency	emergency	NOUN
fcis-6997	86	24	according	accord	VERB
fcis-6997	86	25	to	to	ADP
fcis-6997	86	26	different	different	ADJ
fcis-6997	86	27	fault	fault	NOUN
fcis-6997	86	28	degrees	degree	NOUN
fcis-6997	86	29	.	.	PUNCT
fcis-6997	87	1	the	the	DET
fcis-6997	87	2	processed	process	VERB
fcis-6997	87	3	data	datum	NOUN
fcis-6997	87	4	set	set	VERB
fcis-6997	87	5	is	be	AUX
fcis-6997	87	6	divided	divide	VERB
fcis-6997	87	7	into	into	ADP
fcis-6997	87	8	training	training	NOUN
fcis-6997	87	9	set	set	NOUN
fcis-6997	87	10	,	,	PUNCT
fcis-6997	87	11	test	test	NOUN
fcis-6997	87	12	set	set	NOUN
fcis-6997	87	13	and	and	CCONJ
fcis-6997	87	14	verification	verification	NOUN
fcis-6997	87	15	set	set	NOUN
fcis-6997	87	16	according	accord	VERB
fcis-6997	87	17	to	to	ADP
fcis-6997	87	18	the	the	DET
fcis-6997	87	19	ratio	ratio	NOUN
fcis-6997	87	20	of	of	ADP
fcis-6997	87	21	7:2:1	7:2:1	NUM
fcis-6997	87	22	.	.	PUNCT
fcis-6997	88	1	4.2	4.2	NUM
fcis-6997	88	2	.	.	PUNCT
fcis-6997	89	1	algorithm	algorithm	NOUN
fcis-6997	89	2	evaluation	evaluation	NOUN
fcis-6997	89	3	index	index	NOUN
fcis-6997	89	4	in	in	ADP
fcis-6997	89	5	this	this	DET
fcis-6997	89	6	paper	paper	NOUN
fcis-6997	89	7	,	,	PUNCT
fcis-6997	89	8	precision	precision	NOUN
fcis-6997	89	9	,	,	PUNCT
fcis-6997	89	10	recall	recall	NOUN
fcis-6997	89	11	and	and	CCONJ
fcis-6997	89	12	f1	f1	NOUN
fcis-6997	89	13	evaluation	evaluation	NOUN
fcis-6997	89	14	indexes	index	NOUN
fcis-6997	89	15	were	be	AUX
fcis-6997	89	16	respectively	respectively	ADV
fcis-6997	89	17	used	use	VERB
fcis-6997	89	18	to	to	PART
fcis-6997	89	19	evaluate	evaluate	VERB
fcis-6997	89	20	the	the	DET
fcis-6997	89	21	model	model	NOUN
fcis-6997	89	22	performance	performance	NOUN
fcis-6997	89	23	.	.	PUNCT
fcis-6997	90	1	where	where	SCONJ
fcis-6997	90	2	,	,	PUNCT
fcis-6997	90	3	let	let	VERB
fcis-6997	90	4	a	a	DET
fcis-6997	90	5	,	,	PUNCT
fcis-6997	90	6	b	b	NOUN
fcis-6997	90	7	,	,	PUNCT
fcis-6997	90	8	c	c	PROPN
fcis-6997	90	9	and	and	CCONJ
fcis-6997	90	10	d	d	PROPN
fcis-6997	90	11	represent	represent	VERB
fcis-6997	90	12	the	the	DET
fcis-6997	90	13	number	number	NOUN
fcis-6997	90	14	of	of	ADP
fcis-6997	90	15	positive	positive	ADJ
fcis-6997	90	16	,	,	PUNCT
fcis-6997	90	17	false	false	ADJ
fcis-6997	90	18	negative	negative	ADJ
fcis-6997	90	19	,	,	PUNCT
fcis-6997	90	20	false	false	ADJ
fcis-6997	90	21	positive	positive	ADJ
fcis-6997	90	22	and	and	CCONJ
fcis-6997	90	23	positive	positive	ADJ
fcis-6997	90	24	negative	negative	ADJ
fcis-6997	90	25	categories	category	NOUN
fcis-6997	90	26	respectively	respectively	ADV
fcis-6997	90	27	.	.	PUNCT
fcis-6997	91	1	the	the	DET
fcis-6997	91	2	formula	formula	NOUN
fcis-6997	91	3	of	of	ADP
fcis-6997	91	4	precision	precision	NOUN
fcis-6997	91	5	rate	rate	NOUN
fcis-6997	91	6	p	p	NOUN
fcis-6997	91	7	is	be	AUX
fcis-6997	91	8	:	:	PUNCT
fcis-6997	91	9	𝑃	𝑃	PROPN
fcis-6997	91	10	=	=	SYM
fcis-6997	91	11	𝐴	𝐴	PROPN
fcis-6997	91	12	𝐴+𝐵	𝐴+𝐵	NOUN
fcis-6997	91	13	(	(	PUNCT
fcis-6997	91	14	1	1	X
fcis-6997	91	15	)	)	PUNCT
fcis-6997	91	16	the	the	DET
fcis-6997	91	17	formula	formula	NOUN
fcis-6997	91	18	of	of	ADP
fcis-6997	91	19	recall	recall	NOUN
fcis-6997	91	20	rate	rate	NOUN
fcis-6997	91	21	r	r	NOUN
fcis-6997	91	22	is	be	AUX
fcis-6997	91	23	:	:	PUNCT
fcis-6997	91	24	𝑅	𝑅	PROPN
fcis-6997	91	25	=	=	PROPN
fcis-6997	91	26	𝐴	𝐴	PROPN
fcis-6997	91	27	𝐴+𝐶	𝐴+𝐶	NOUN
fcis-6997	91	28	(	(	PUNCT
fcis-6997	91	29	2	2	NUM
fcis-6997	91	30	)	)	PUNCT
fcis-6997	91	31	formula	formula	NOUN
fcis-6997	91	32	1	1	NUM
fcis-6997	91	33	value	value	NOUN
fcis-6997	91	34	can	can	AUX
fcis-6997	91	35	be	be	AUX
fcis-6997	91	36	calculated	calculate	VERB
fcis-6997	91	37	as	as	SCONJ
fcis-6997	91	38	follows	follow	VERB
fcis-6997	91	39	:	:	PUNCT
fcis-6997	91	40	f1	f1	NOUN
fcis-6997	91	41	=	=	SYM
fcis-6997	91	42	2∗r∗p	2∗r∗p	PROPN
fcis-6997	91	43	r+p	r+p	NUM
fcis-6997	91	44	(	(	PUNCT
fcis-6997	91	45	3	3	NUM
fcis-6997	91	46	)	)	PUNCT
fcis-6997	91	47	4.3	4.3	NUM
fcis-6997	91	48	.	.	PUNCT
fcis-6997	91	49	comparative	comparative	ADJ
fcis-6997	91	50	experiment	experiment	NOUN
fcis-6997	91	51	in	in	ADP
fcis-6997	91	52	order	order	NOUN
fcis-6997	91	53	to	to	PART
fcis-6997	91	54	verify	verify	VERB
fcis-6997	91	55	the	the	DET
fcis-6997	91	56	performance	performance	NOUN
fcis-6997	91	57	of	of	ADP
fcis-6997	91	58	mffm	mffm	NOUN
fcis-6997	91	59	,	,	PUNCT
fcis-6997	91	60	the	the	DET
fcis-6997	91	61	three	three	NUM
fcis-6997	91	62	classical	classical	ADJ
fcis-6997	91	63	models	model	NOUN
fcis-6997	91	64	in	in	ADP
fcis-6997	91	65	this	this	DET
fcis-6997	91	66	paper	paper	NOUN
fcis-6997	91	67	and	and	CCONJ
fcis-6997	91	68	short	short	ADJ
fcis-6997	91	69	text	text	NOUN
fcis-6997	91	70	classification	classification	NOUN
fcis-6997	91	71	,	,	PUNCT
fcis-6997	91	72	svm	svm	NOUN
fcis-6997	91	73	,	,	PUNCT
fcis-6997	91	74	bilstm	bilstm	NOUN
fcis-6997	91	75	and	and	CCONJ
fcis-6997	91	76	textcnn	textcnn	PROPN
fcis-6997	91	77	are	be	AUX
fcis-6997	91	78	used	use	VERB
fcis-6997	91	79	as	as	ADP
fcis-6997	91	80	comparison	comparison	NOUN
fcis-6997	91	81	models	model	NOUN
fcis-6997	91	82	for	for	ADP
fcis-6997	91	83	comparison	comparison	NOUN
fcis-6997	91	84	experiment	experiment	NOUN
fcis-6997	91	85	,	,	PUNCT
fcis-6997	91	86	and	and	CCONJ
fcis-6997	91	87	the	the	DET
fcis-6997	91	88	experimental	experimental	ADJ
fcis-6997	91	89	results	result	NOUN
fcis-6997	91	90	are	be	AUX
fcis-6997	91	91	shown	show	VERB
fcis-6997	91	92	in	in	ADP
fcis-6997	91	93	table	table	NOUN
fcis-6997	91	94	1	1	NUM
fcis-6997	91	95	.	.	PUNCT
fcis-6997	91	96	table	table	NOUN
fcis-6997	91	97	1	1	NUM
fcis-6997	91	98	.	.	PUNCT
fcis-6997	91	99	experimental	experimental	ADJ
fcis-6997	91	100	results	result	NOUN
fcis-6997	91	101	model	model	VERB
fcis-6997	91	102	p	p	NOUN
fcis-6997	91	103	r	r	NOUN
fcis-6997	91	104	f1	f1	NOUN
fcis-6997	91	105	svm	svm	VERB
fcis-6997	91	106	0.6377	0.6377	NUM
fcis-6997	91	107	0.6256	0.6256	NUM
fcis-6997	91	108	0.6316	0.6316	NUM
fcis-6997	91	109	bilstm	bilstm	NOUN
fcis-6997	91	110	0.7476	0.7476	NUM
fcis-6997	92	1	0.7269	0.7269	NUM
fcis-6997	92	2	0.7371	0.7371	NUM
fcis-6997	92	3	textcnn	textcnn	NOUN
fcis-6997	92	4	0.7628	0.7628	NUM
fcis-6997	92	5	0.7403	0.7403	NUM
fcis-6997	92	6	0.7513	0.7513	NUM
fcis-6997	92	7	model	model	NOUN
fcis-6997	92	8	of	of	ADP
fcis-6997	92	9	this	this	DET
fcis-6997	92	10	paper	paper	NOUN
fcis-6997	92	11	0.8426	0.8426	NUM
fcis-6997	93	1	0.8389	0.8389	NUM
fcis-6997	93	2	0.8407	0.8407	NUM
fcis-6997	93	3	through	through	ADP
fcis-6997	93	4	the	the	DET
fcis-6997	93	5	analysis	analysis	NOUN
fcis-6997	93	6	of	of	ADP
fcis-6997	93	7	table	table	NOUN
fcis-6997	93	8	1	1	NUM
fcis-6997	93	9	,	,	PUNCT
fcis-6997	93	10	it	it	PRON
fcis-6997	93	11	can	can	AUX
fcis-6997	93	12	be	be	AUX
fcis-6997	93	13	seen	see	VERB
fcis-6997	93	14	that	that	SCONJ
fcis-6997	93	15	the	the	DET
fcis-6997	93	16	classification	classification	NOUN
fcis-6997	93	17	performance	performance	NOUN
fcis-6997	93	18	of	of	ADP
fcis-6997	93	19	the	the	DET
fcis-6997	93	20	transformer	transformer	NOUN
fcis-6997	93	21	fault	fault	NOUN
fcis-6997	93	22	text	text	NOUN
fcis-6997	93	23	data	datum	NOUN
fcis-6997	93	24	set	set	VERB
fcis-6997	93	25	of	of	ADP
fcis-6997	93	26	the	the	DET
fcis-6997	93	27	proposed	propose	VERB
fcis-6997	93	28	model	model	NOUN
fcis-6997	93	29	is	be	AUX
fcis-6997	93	30	superior	superior	ADJ
fcis-6997	93	31	to	to	ADP
fcis-6997	93	32	the	the	DET
fcis-6997	93	33	other	other	ADJ
fcis-6997	93	34	three	three	NUM
fcis-6997	93	35	models	model	NOUN
fcis-6997	93	36	.	.	PUNCT
fcis-6997	94	1	as	as	SCONJ
fcis-6997	94	2	can	can	AUX
fcis-6997	94	3	be	be	AUX
fcis-6997	94	4	seen	see	VERB
fcis-6997	94	5	from	from	ADP
fcis-6997	94	6	the	the	DET
fcis-6997	94	7	above	above	ADJ
fcis-6997	94	8	table	table	NOUN
fcis-6997	94	9	,	,	PUNCT
fcis-6997	94	10	f1	f1	NOUN
fcis-6997	94	11	value	value	NOUN
fcis-6997	94	12	of	of	ADP
fcis-6997	94	13	svm	svm	ADJ
fcis-6997	94	14	model	model	NOUN
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fcis-6997	96	4	is	be	AUX
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fcis-6997	99	23	.	.	PUNCT
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fcis-6997	100	32	make	make	VERB
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