id	sid	tid	token	lemma	pos
fcis-29918	1	1	frontiers	frontier	NOUN
fcis-29918	1	2	in	in	ADP
fcis-29918	1	3	computing	computing	NOUN
fcis-29918	1	4	and	and	CCONJ
fcis-29918	1	5	intelligent	intelligent	ADJ
fcis-29918	1	6	systems	system	NOUN
fcis-29918	1	7	issn	issn	VERB
fcis-29918	1	8	:	:	PUNCT
fcis-29918	1	9	2832	2832	NUM
fcis-29918	1	10	-	-	SYM
fcis-29918	1	11	6024	6024	NUM
fcis-29918	1	12	|	|	NOUN
fcis-29918	1	13	vol	vol	NOUN
fcis-29918	1	14	.	.	PROPN
fcis-29918	2	1	11	11	NUM
fcis-29918	2	2	,	,	PUNCT
fcis-29918	2	3	no	no	INTJ
fcis-29918	2	4	.	.	NOUN
fcis-29918	2	5	2	2	NUM
fcis-29918	2	6	,	,	PUNCT
fcis-29918	2	7	2025	2025	NUM
fcis-29918	2	8	110	110	NUM
fcis-29918	2	9	email	email	NOUN
fcis-29918	2	10	security	security	NOUN
fcis-29918	2	11	detection	detection	NOUN
fcis-29918	2	12	solution	solution	NOUN
fcis-29918	2	13	based	base	VERB
fcis-29918	2	14	on	on	ADP
fcis-29918	2	15	multi‐	multi‐	PROPN
fcis-29918	2	16	scenario	scenario	PROPN
fcis-29918	2	17	classification	classification	PROPN
fcis-29918	2	18	xin	xin	PROPN
fcis-29918	2	19	liu	liu	PROPN
fcis-29918	2	20	college	college	PROPN
fcis-29918	2	21	of	of	ADP
fcis-29918	2	22	computer	computer	NOUN
fcis-29918	2	23	science	science	NOUN
fcis-29918	2	24	and	and	CCONJ
fcis-29918	2	25	technology	technology	NOUN
fcis-29918	2	26	,	,	PUNCT
fcis-29918	2	27	qingdao	qingdao	PROPN
fcis-29918	2	28	university	university	PROPN
fcis-29918	2	29	,	,	PUNCT
fcis-29918	2	30	qingdao	qingdao	PROPN
fcis-29918	2	31	,	,	PUNCT
fcis-29918	2	32	shandong	shandong	PROPN
fcis-29918	2	33	,	,	PUNCT
fcis-29918	2	34	china	china	PROPN
fcis-29918	2	35	abstract	abstract	PROPN
fcis-29918	2	36	:	:	PUNCT
fcis-29918	2	37	in	in	ADP
fcis-29918	2	38	the	the	DET
fcis-29918	2	39	backdrop	backdrop	NOUN
fcis-29918	2	40	of	of	ADP
fcis-29918	2	41	the	the	DET
fcis-29918	2	42	rapidly	rapidly	ADV
fcis-29918	2	43	advancing	advance	VERB
fcis-29918	2	44	global	global	ADJ
fcis-29918	2	45	network	network	NOUN
fcis-29918	2	46	informatization	informatization	NOUN
fcis-29918	2	47	,	,	PUNCT
fcis-29918	2	48	cybercriminals	cybercriminal	NOUN
fcis-29918	2	49	frequently	frequently	ADV
fcis-29918	2	50	utilize	utilize	VERB
fcis-29918	2	51	a	a	DET
fcis-29918	2	52	variety	variety	NOUN
fcis-29918	2	53	of	of	ADP
fcis-29918	2	54	phishing	phishe	VERB
fcis-29918	2	55	emails	email	NOUN
fcis-29918	2	56	to	to	PART
fcis-29918	2	57	launch	launch	VERB
fcis-29918	2	58	attacks	attack	NOUN
fcis-29918	2	59	against	against	ADP
fcis-29918	2	60	numerous	numerous	ADJ
fcis-29918	2	61	crucial	crucial	ADJ
fcis-29918	2	62	organizations	organization	NOUN
fcis-29918	2	63	and	and	CCONJ
fcis-29918	2	64	information	information	NOUN
fcis-29918	2	65	systems	system	NOUN
fcis-29918	2	66	.	.	PUNCT
fcis-29918	3	1	once	once	SCONJ
fcis-29918	3	2	these	these	DET
fcis-29918	3	3	attacks	attack	NOUN
fcis-29918	3	4	succeed	succeed	VERB
fcis-29918	3	5	,	,	PUNCT
fcis-29918	3	6	they	they	PRON
fcis-29918	3	7	can	can	AUX
fcis-29918	3	8	inflict	inflict	VERB
fcis-29918	3	9	substantial	substantial	ADJ
fcis-29918	3	10	damage	damage	NOUN
fcis-29918	3	11	on	on	ADP
fcis-29918	3	12	physical	physical	ADJ
fcis-29918	3	13	and	and	CCONJ
fcis-29918	3	14	digital	digital	ADJ
fcis-29918	3	15	systems	system	NOUN
fcis-29918	3	16	as	as	ADV
fcis-29918	3	17	well	well	ADV
fcis-29918	3	18	as	as	ADP
fcis-29918	3	19	assets	asset	NOUN
fcis-29918	3	20	,	,	PUNCT
fcis-29918	3	21	resulting	result	VERB
fcis-29918	3	22	in	in	ADP
fcis-29918	3	23	the	the	DET
fcis-29918	3	24	leakage	leakage	NOUN
fcis-29918	3	25	of	of	ADP
fcis-29918	3	26	sensitive	sensitive	ADJ
fcis-29918	3	27	information	information	NOUN
fcis-29918	3	28	,	,	PUNCT
fcis-29918	3	29	reputation	reputation	NOUN
fcis-29918	3	30	impairment	impairment	NOUN
fcis-29918	3	31	,	,	PUNCT
fcis-29918	3	32	and	and	CCONJ
fcis-29918	3	33	economic	economic	ADJ
fcis-29918	3	34	losses	loss	NOUN
fcis-29918	3	35	.	.	PUNCT
fcis-29918	4	1	the	the	DET
fcis-29918	4	2	issue	issue	NOUN
fcis-29918	4	3	of	of	ADP
fcis-29918	4	4	how	how	SCONJ
fcis-29918	4	5	to	to	PART
fcis-29918	4	6	detect	detect	VERB
fcis-29918	4	7	phishing	phishe	VERB
fcis-29918	4	8	emails	email	NOUN
fcis-29918	4	9	from	from	ADP
fcis-29918	4	10	a	a	DET
fcis-29918	4	11	vast	vast	ADJ
fcis-29918	4	12	number	number	NOUN
fcis-29918	4	13	of	of	ADP
fcis-29918	4	14	emails	email	NOUN
fcis-29918	4	15	has	have	AUX
fcis-29918	4	16	long	long	ADV
fcis-29918	4	17	drawn	draw	VERB
fcis-29918	4	18	significant	significant	ADJ
fcis-29918	4	19	attention	attention	NOUN
fcis-29918	4	20	.	.	PUNCT
fcis-29918	5	1	however	however	ADV
fcis-29918	5	2	,	,	PUNCT
fcis-29918	5	3	with	with	ADP
fcis-29918	5	4	the	the	DET
fcis-29918	5	5	increasingly	increasingly	ADV
fcis-29918	5	6	complex	complex	ADJ
fcis-29918	5	7	deception	deception	NOUN
fcis-29918	5	8	techniques	technique	NOUN
fcis-29918	5	9	of	of	ADP
fcis-29918	5	10	phishing	phishe	VERB
fcis-29918	5	11	emails	email	NOUN
fcis-29918	5	12	,	,	PUNCT
fcis-29918	5	13	the	the	DET
fcis-29918	5	14	existing	exist	VERB
fcis-29918	5	15	solutions	solution	NOUN
fcis-29918	5	16	for	for	ADP
fcis-29918	5	17	detecting	detect	VERB
fcis-29918	5	18	phishing	phishe	VERB
fcis-29918	5	19	attacks	attack	NOUN
fcis-29918	5	20	are	be	AUX
fcis-29918	5	21	no	no	ADV
fcis-29918	5	22	longer	long	ADV
fcis-29918	5	23	sufficient	sufficient	ADJ
fcis-29918	5	24	to	to	PART
fcis-29918	5	25	tackle	tackle	VERB
fcis-29918	5	26	these	these	DET
fcis-29918	5	27	problems	problem	NOUN
fcis-29918	5	28	.	.	PUNCT
fcis-29918	6	1	in	in	ADP
fcis-29918	6	2	this	this	DET
fcis-29918	6	3	paper	paper	NOUN
fcis-29918	6	4	,	,	PUNCT
fcis-29918	6	5	a	a	DET
fcis-29918	6	6	multi	multi	ADJ
fcis-29918	6	7	scenario	scenario	NOUN
fcis-29918	6	8	classification	classification	NOUN
fcis-29918	6	9	based	base	VERB
fcis-29918	6	10	email	email	NOUN
fcis-29918	6	11	security	security	NOUN
fcis-29918	6	12	detection	detection	NOUN
fcis-29918	6	13	scheme	scheme	NOUN
fcis-29918	6	14	is	be	AUX
fcis-29918	6	15	proposed	propose	VERB
fcis-29918	6	16	.	.	PUNCT
fcis-29918	7	1	by	by	ADP
fcis-29918	7	2	analyzing	analyze	VERB
fcis-29918	7	3	the	the	DET
fcis-29918	7	4	different	different	ADJ
fcis-29918	7	5	stylistic	stylistic	ADJ
fcis-29918	7	6	features	feature	NOUN
fcis-29918	7	7	and	and	CCONJ
fcis-29918	7	8	deception	deception	NOUN
fcis-29918	7	9	differences	difference	NOUN
fcis-29918	7	10	of	of	ADP
fcis-29918	7	11	emails	email	NOUN
fcis-29918	7	12	in	in	ADP
fcis-29918	7	13	various	various	ADJ
fcis-29918	7	14	application	application	NOUN
fcis-29918	7	15	scenarios	scenario	NOUN
fcis-29918	7	16	,	,	PUNCT
fcis-29918	7	17	the	the	DET
fcis-29918	7	18	collected	collect	VERB
fcis-29918	7	19	email	email	NOUN
fcis-29918	7	20	datasets	dataset	NOUN
fcis-29918	7	21	are	be	AUX
fcis-29918	7	22	classified	classify	VERB
fcis-29918	7	23	into	into	ADP
fcis-29918	7	24	multiple	multiple	ADJ
fcis-29918	7	25	scenarios	scenario	NOUN
fcis-29918	7	26	.	.	PUNCT
fcis-29918	8	1	subsequently	subsequently	ADV
fcis-29918	8	2	,	,	PUNCT
fcis-29918	8	3	the	the	DET
fcis-29918	8	4	long	long	ADJ
fcis-29918	8	5	short	short	ADJ
fcis-29918	8	6	term	term	NOUN
fcis-29918	8	7	memory	memory	NOUN
fcis-29918	8	8	(	(	PUNCT
fcis-29918	8	9	lstm	lstm	NOUN
fcis-29918	8	10	)	)	PUNCT
fcis-29918	8	11	is	be	AUX
fcis-29918	8	12	employed	employ	VERB
fcis-29918	8	13	to	to	PART
fcis-29918	8	14	train	train	VERB
fcis-29918	8	15	the	the	DET
fcis-29918	8	16	data	datum	NOUN
fcis-29918	8	17	under	under	ADP
fcis-29918	8	18	different	different	ADJ
fcis-29918	8	19	classifications	classification	NOUN
fcis-29918	8	20	,	,	PUNCT
fcis-29918	8	21	and	and	CCONJ
fcis-29918	8	22	the	the	DET
fcis-29918	8	23	trained	train	VERB
fcis-29918	8	24	model	model	NOUN
fcis-29918	8	25	is	be	AUX
fcis-29918	8	26	used	use	VERB
fcis-29918	8	27	to	to	PART
fcis-29918	8	28	classify	classify	VERB
fcis-29918	8	29	phishing	phishe	VERB
fcis-29918	8	30	emails	email	NOUN
fcis-29918	8	31	.	.	PUNCT
fcis-29918	9	1	the	the	DET
fcis-29918	9	2	results	result	NOUN
fcis-29918	9	3	demonstrate	demonstrate	VERB
fcis-29918	9	4	that	that	SCONJ
fcis-29918	9	5	the	the	DET
fcis-29918	9	6	detection	detection	NOUN
fcis-29918	9	7	scheme	scheme	NOUN
fcis-29918	9	8	proposed	propose	VERB
fcis-29918	9	9	in	in	ADP
fcis-29918	9	10	this	this	DET
fcis-29918	9	11	study	study	NOUN
fcis-29918	9	12	exhibits	exhibit	VERB
fcis-29918	9	13	relatively	relatively	ADV
fcis-29918	9	14	high	high	ADJ
fcis-29918	9	15	accuracy	accuracy	NOUN
fcis-29918	9	16	.	.	PUNCT
fcis-29918	10	1	keywords	keyword	NOUN
fcis-29918	10	2	:	:	PUNCT
fcis-29918	10	3	phishing	phishe	VERB
fcis-29918	10	4	emails	email	NOUN
fcis-29918	10	5	;	;	PUNCT
fcis-29918	10	6	email	email	NOUN
fcis-29918	10	7	security	security	NOUN
fcis-29918	10	8	detection	detection	NOUN
fcis-29918	10	9	;	;	PUNCT
fcis-29918	10	10	multi	multi	ADJ
fcis-29918	10	11	-	-	ADJ
fcis-29918	10	12	scenario	scenario	ADJ
fcis-29918	10	13	classification	classification	NOUN
fcis-29918	10	14	.	.	PUNCT
fcis-29918	11	1	1	1	X
fcis-29918	11	2	.	.	X
fcis-29918	11	3	introduction	introduction	NOUN
fcis-29918	11	4	in	in	ADP
fcis-29918	11	5	recent	recent	ADJ
fcis-29918	11	6	years	year	NOUN
fcis-29918	11	7	,	,	PUNCT
fcis-29918	11	8	cyber	cyber	ADJ
fcis-29918	11	9	security	security	NOUN
fcis-29918	11	10	incidents	incident	NOUN
fcis-29918	11	11	have	have	AUX
fcis-29918	11	12	occurred	occur	VERB
fcis-29918	11	13	frequently	frequently	ADV
fcis-29918	11	14	.	.	PUNCT
fcis-29918	12	1	in	in	ADP
fcis-29918	12	2	most	most	ADJ
fcis-29918	12	3	of	of	ADP
fcis-29918	12	4	these	these	DET
fcis-29918	12	5	incidents	incident	NOUN
fcis-29918	12	6	,	,	PUNCT
fcis-29918	12	7	attackers	attacker	NOUN
fcis-29918	12	8	have	have	AUX
fcis-29918	12	9	used	use	VERB
fcis-29918	12	10	phishing	phishe	VERB
fcis-29918	12	11	emails	email	NOUN
fcis-29918	12	12	as	as	ADP
fcis-29918	12	13	a	a	DET
fcis-29918	12	14	means	means	NOUN
fcis-29918	12	15	to	to	PART
fcis-29918	12	16	gain	gain	VERB
fcis-29918	12	17	initial	initial	ADJ
fcis-29918	12	18	access	access	NOUN
fcis-29918	12	19	,	,	PUNCT
fcis-29918	12	20	successfully	successfully	ADV
fcis-29918	12	21	infiltrating	infiltrate	VERB
fcis-29918	12	22	government	government	NOUN
fcis-29918	12	23	systems	system	NOUN
fcis-29918	12	24	(	(	PUNCT
fcis-29918	12	25	such	such	ADJ
fcis-29918	12	26	as	as	ADP
fcis-29918	12	27	the	the	DET
fcis-29918	12	28	u.s	u.s	PROPN
fcis-29918	12	29	.	.	PROPN
fcis-29918	12	30	department	department	PROPN
fcis-29918	12	31	of	of	ADP
fcis-29918	12	32	state	state	PROPN
fcis-29918	12	33	and	and	CCONJ
fcis-29918	12	34	the	the	DET
fcis-29918	12	35	white	white	PROPN
fcis-29918	12	36	house	house	PROPN
fcis-29918	12	37	[	[	X
fcis-29918	12	38	1	1	NUM
fcis-29918	12	39	]	]	NUM
fcis-29918	12	40	)	)	PUNCT
fcis-29918	12	41	,	,	PUNCT
fcis-29918	12	42	well	well	ADV
fcis-29918	12	43	-	-	PUNCT
fcis-29918	12	44	known	know	VERB
fcis-29918	12	45	companies	company	NOUN
fcis-29918	12	46	(	(	PUNCT
fcis-29918	12	47	such	such	ADJ
fcis-29918	12	48	as	as	ADP
fcis-29918	12	49	google	google	PROPN
fcis-29918	12	50	and	and	CCONJ
fcis-29918	12	51	rsa	rsa	PROPN
fcis-29918	13	1	[	[	X
fcis-29918	13	2	2	2	NUM
fcis-29918	13	3	]	]	PUNCT
fcis-29918	13	4	)	)	PUNCT
fcis-29918	13	5	,	,	PUNCT
fcis-29918	13	6	as	as	ADV
fcis-29918	13	7	well	well	ADV
fcis-29918	13	8	as	as	ADP
fcis-29918	13	9	the	the	DET
fcis-29918	13	10	websites	website	NOUN
fcis-29918	13	11	of	of	ADP
fcis-29918	13	12	politicians	politician	NOUN
fcis-29918	13	13	and	and	CCONJ
fcis-29918	13	14	social	social	ADJ
fcis-29918	13	15	organizations	organization	NOUN
fcis-29918	13	16	in	in	ADP
fcis-29918	13	17	many	many	ADJ
fcis-29918	13	18	countries	country	NOUN
fcis-29918	13	19	(	(	PUNCT
fcis-29918	13	20	such	such	ADJ
fcis-29918	13	21	as	as	ADP
fcis-29918	13	22	john	john	PROPN
fcis-29918	13	23	podesta	podesta	PROPN
fcis-29918	13	24	and	and	CCONJ
fcis-29918	13	25	the	the	DET
fcis-29918	13	26	democratic	democratic	PROPN
fcis-29918	13	27	national	national	PROPN
fcis-29918	13	28	committee	committee	PROPN
fcis-29918	14	1	[	[	X
fcis-29918	14	2	dnc	dnc	X
fcis-29918	14	3	]	]	X
fcis-29918	15	1	[	[	X
fcis-29918	15	2	3	3	NUM
fcis-29918	15	3	]	]	NUM
fcis-29918	15	4	)	)	PUNCT
fcis-29918	15	5	.	.	PUNCT
fcis-29918	16	1	this	this	DET
fcis-29918	16	2	series	series	NOUN
fcis-29918	16	3	of	of	ADP
fcis-29918	16	4	highly	highly	ADV
fcis-29918	16	5	publicized	publicize	VERB
fcis-29918	16	6	incidents	incident	NOUN
fcis-29918	16	7	has	have	AUX
fcis-29918	16	8	highlighted	highlight	VERB
fcis-29918	16	9	the	the	DET
fcis-29918	16	10	growing	grow	VERB
fcis-29918	16	11	prevalence	prevalence	NOUN
fcis-29918	16	12	and	and	CCONJ
fcis-29918	16	13	potency	potency	NOUN
fcis-29918	16	14	of	of	ADP
fcis-29918	16	15	phishing	phishe	VERB
fcis-29918	16	16	attacks	attack	NOUN
fcis-29918	16	17	.	.	PUNCT
fcis-29918	17	1	on	on	ADP
fcis-29918	17	2	the	the	DET
fcis-29918	17	3	one	one	NUM
fcis-29918	17	4	hand	hand	NOUN
fcis-29918	17	5	,	,	PUNCT
fcis-29918	17	6	phishing	phishe	VERB
fcis-29918	17	7	emails	email	NOUN
fcis-29918	17	8	often	often	ADV
fcis-29918	17	9	cause	cause	VERB
fcis-29918	17	10	economic	economic	ADJ
fcis-29918	17	11	damage	damage	NOUN
fcis-29918	17	12	to	to	ADP
fcis-29918	17	13	enterprises	enterprise	NOUN
fcis-29918	17	14	.	.	PUNCT
fcis-29918	18	1	on	on	ADP
fcis-29918	18	2	the	the	DET
fcis-29918	18	3	other	other	ADJ
fcis-29918	18	4	hand	hand	NOUN
fcis-29918	18	5	,	,	PUNCT
fcis-29918	18	6	phishing	phishe	VERB
fcis-29918	18	7	emails	email	NOUN
fcis-29918	18	8	lead	lead	VERB
fcis-29918	18	9	to	to	ADP
fcis-29918	18	10	the	the	DET
fcis-29918	18	11	leakage	leakage	NOUN
fcis-29918	18	12	of	of	ADP
fcis-29918	18	13	private	private	ADJ
fcis-29918	18	14	information	information	NOUN
fcis-29918	18	15	,	,	PUNCT
fcis-29918	18	16	causing	cause	VERB
fcis-29918	18	17	harm	harm	NOUN
fcis-29918	18	18	to	to	ADP
fcis-29918	18	19	industries	industry	NOUN
fcis-29918	18	20	and	and	CCONJ
fcis-29918	18	21	even	even	ADV
fcis-29918	18	22	countries	country	NOUN
fcis-29918	18	23	.	.	PUNCT
fcis-29918	19	1	unlike	unlike	ADP
fcis-29918	19	2	attacks	attack	NOUN
fcis-29918	19	3	that	that	PRON
fcis-29918	19	4	exploit	exploit	VERB
fcis-29918	19	5	specific	specific	ADJ
fcis-29918	19	6	technical	technical	ADJ
fcis-29918	19	7	vulnerabilities	vulnerability	NOUN
fcis-29918	19	8	in	in	ADP
fcis-29918	19	9	software	software	NOUN
fcis-29918	19	10	and	and	CCONJ
fcis-29918	19	11	protocols	protocol	NOUN
fcis-29918	19	12	,	,	PUNCT
fcis-29918	19	13	phishing	phishe	VERB
fcis-29918	19	14	attacks	attack	NOUN
fcis-29918	19	15	are	be	AUX
fcis-29918	19	16	based	base	VERB
fcis-29918	19	17	on	on	ADP
fcis-29918	19	18	social	social	ADJ
fcis-29918	19	19	engineering	engineering	NOUN
fcis-29918	19	20	[	[	X
fcis-29918	19	21	4	4	NUM
fcis-29918	19	22	-	-	SYM
fcis-29918	19	23	8	8	NUM
fcis-29918	19	24	]	]	PUNCT
fcis-29918	19	25	.	.	PUNCT
fcis-29918	20	1	by	by	ADP
fcis-29918	20	2	sending	send	VERB
fcis-29918	20	3	fraudulent	fraudulent	ADJ
fcis-29918	20	4	emails	email	NOUN
fcis-29918	20	5	,	,	PUNCT
fcis-29918	20	6	attackers	attacker	NOUN
fcis-29918	20	7	trick	trick	VERB
fcis-29918	20	8	recipients	recipient	NOUN
fcis-29918	20	9	into	into	ADP
fcis-29918	20	10	taking	take	VERB
fcis-29918	20	11	some	some	DET
fcis-29918	20	12	dangerous	dangerous	ADJ
fcis-29918	20	13	actions	action	NOUN
fcis-29918	20	14	unknowingly	unknowingly	ADV
fcis-29918	20	15	(	(	PUNCT
fcis-29918	20	16	such	such	ADJ
fcis-29918	20	17	as	as	ADP
fcis-29918	20	18	clicking	click	VERB
fcis-29918	20	19	on	on	ADP
fcis-29918	20	20	links	link	NOUN
fcis-29918	20	21	,	,	PUNCT
fcis-29918	20	22	entering	enter	VERB
fcis-29918	20	23	passwords	password	NOUN
fcis-29918	20	24	,	,	PUNCT
fcis-29918	20	25	etc	etc	X
fcis-29918	20	26	.	.	X
fcis-29918	20	27	)	)	PUNCT
fcis-29918	20	28	.	.	PUNCT
fcis-29918	21	1	in	in	ADP
fcis-29918	21	2	the	the	DET
fcis-29918	21	3	field	field	NOUN
fcis-29918	21	4	of	of	ADP
fcis-29918	21	5	email	email	NOUN
fcis-29918	21	6	security	security	NOUN
fcis-29918	21	7	detection	detection	NOUN
fcis-29918	21	8	,	,	PUNCT
fcis-29918	21	9	traditional	traditional	ADJ
fcis-29918	21	10	detection	detection	NOUN
fcis-29918	21	11	devices	device	NOUN
fcis-29918	21	12	are	be	AUX
fcis-29918	21	13	mostly	mostly	ADV
fcis-29918	21	14	ineffective	ineffective	ADJ
fcis-29918	21	15	in	in	ADP
fcis-29918	21	16	the	the	DET
fcis-29918	21	17	face	face	NOUN
fcis-29918	21	18	of	of	ADP
fcis-29918	21	19	phishing	phishe	VERB
fcis-29918	21	20	email	email	NOUN
fcis-29918	21	21	attacks	attack	NOUN
fcis-29918	21	22	.	.	PUNCT
fcis-29918	22	1	phishing	phishe	VERB
fcis-29918	22	2	emails	email	NOUN
fcis-29918	22	3	are	be	AUX
fcis-29918	22	4	a	a	DET
fcis-29918	22	5	prominent	prominent	ADJ
fcis-29918	22	6	and	and	CCONJ
fcis-29918	22	7	targeted	target	VERB
fcis-29918	22	8	attack	attack	NOUN
fcis-29918	22	9	medium	medium	NOUN
fcis-29918	22	10	in	in	ADP
fcis-29918	22	11	today	today	NOUN
fcis-29918	22	12	's	's	PART
fcis-29918	22	13	internet	internet	NOUN
fcis-29918	22	14	.	.	PUNCT
fcis-29918	23	1	more	more	ADJ
fcis-29918	23	2	than	than	ADP
fcis-29918	23	3	100,000	100,000	NUM
fcis-29918	23	4	internet	internet	NOUN
fcis-29918	23	5	users	user	NOUN
fcis-29918	23	6	around	around	ADP
fcis-29918	23	7	the	the	DET
fcis-29918	23	8	world	world	NOUN
fcis-29918	23	9	fall	fall	VERB
fcis-29918	23	10	victim	victim	NOUN
fcis-29918	23	11	to	to	ADP
fcis-29918	23	12	phishing	phishe	VERB
fcis-29918	23	13	attacks	attack	NOUN
fcis-29918	23	14	every	every	DET
fcis-29918	23	15	day	day	NOUN
fcis-29918	23	16	.	.	PUNCT
fcis-29918	24	1	the	the	DET
fcis-29918	24	2	gartner	gartner	PROPN
fcis-29918	24	3	group	group	PROPN
fcis-29918	24	4	estimates	estimate	VERB
fcis-29918	24	5	that	that	SCONJ
fcis-29918	24	6	the	the	DET
fcis-29918	24	7	losses	loss	NOUN
fcis-29918	24	8	caused	cause	VERB
fcis-29918	24	9	by	by	ADP
fcis-29918	24	10	phishing	phishe	VERB
fcis-29918	24	11	attacks	attack	NOUN
fcis-29918	24	12	amount	amount	NOUN
fcis-29918	24	13	to	to	ADP
fcis-29918	24	14	billions	billion	NOUN
fcis-29918	24	15	of	of	ADP
fcis-29918	24	16	dollars	dollar	NOUN
fcis-29918	24	17	each	each	DET
fcis-29918	24	18	year	year	NOUN
fcis-29918	24	19	[	[	X
fcis-29918	24	20	9	9	NUM
fcis-29918	24	21	]	]	PUNCT
fcis-29918	24	22	.	.	PUNCT
fcis-29918	25	1	therefore	therefore	ADV
fcis-29918	25	2	,	,	PUNCT
fcis-29918	25	3	phishing	phishe	VERB
fcis-29918	25	4	detection	detection	NOUN
fcis-29918	25	5	has	have	AUX
fcis-29918	25	6	received	receive	VERB
fcis-29918	25	7	even	even	ADV
fcis-29918	25	8	more	more	ADJ
fcis-29918	25	9	attention	attention	NOUN
fcis-29918	25	10	in	in	ADP
fcis-29918	25	11	recent	recent	ADJ
fcis-29918	25	12	years	year	NOUN
fcis-29918	26	1	[	[	X
fcis-29918	26	2	10	10	NUM
fcis-29918	26	3	]	]	PUNCT
fcis-29918	26	4	.	.	PUNCT
fcis-29918	27	1	the	the	DET
fcis-29918	27	2	problem	problem	NOUN
fcis-29918	27	3	is	be	AUX
fcis-29918	27	4	further	far	ADV
fcis-29918	27	5	exacerbated	exacerbate	VERB
fcis-29918	27	6	when	when	SCONJ
fcis-29918	27	7	phishers	phisher	NOUN
fcis-29918	27	8	manage	manage	VERB
fcis-29918	27	9	to	to	PART
fcis-29918	27	10	influence	influence	VERB
fcis-29918	27	11	the	the	DET
fcis-29918	27	12	victims	victim	NOUN
fcis-29918	27	13	'	'	PART
fcis-29918	27	14	responses	response	NOUN
fcis-29918	27	15	while	while	SCONJ
fcis-29918	27	16	maintaining	maintain	VERB
fcis-29918	27	17	an	an	DET
fcis-29918	27	18	appearance	appearance	NOUN
fcis-29918	27	19	of	of	ADP
fcis-29918	27	20	authenticity	authenticity	NOUN
fcis-29918	27	21	and	and	CCONJ
fcis-29918	27	22	legitimacy	legitimacy	NOUN
fcis-29918	27	23	,	,	PUNCT
fcis-29918	27	24	which	which	PRON
fcis-29918	27	25	makes	make	VERB
fcis-29918	27	26	it	it	PRON
fcis-29918	27	27	extremely	extremely	ADV
fcis-29918	27	28	difficult	difficult	ADJ
fcis-29918	27	29	for	for	SCONJ
fcis-29918	27	30	filters	filter	NOUN
fcis-29918	27	31	to	to	PART
fcis-29918	27	32	classify	classify	VERB
fcis-29918	27	33	phishing	phishe	VERB
fcis-29918	27	34	content	content	NOUN
fcis-29918	27	35	as	as	ADP
fcis-29918	27	36	fraudulent	fraudulent	ADJ
fcis-29918	28	1	[	[	X
fcis-29918	28	2	11,12	11,12	NOUN
fcis-29918	28	3	]	]	PUNCT
fcis-29918	28	4	,	,	PUNCT
fcis-29918	28	5	and	and	CCONJ
fcis-29918	28	6	users	user	NOUN
fcis-29918	28	7	remain	remain	VERB
fcis-29918	28	8	vulnerable	vulnerable	ADJ
fcis-29918	28	9	to	to	ADP
fcis-29918	28	10	phishing	phishe	VERB
fcis-29918	28	11	messages	message	NOUN
fcis-29918	28	12	.	.	PUNCT
fcis-29918	29	1	thus	thus	ADV
fcis-29918	29	2	,	,	PUNCT
fcis-29918	29	3	flagging	flagging	ADJ
fcis-29918	29	4	emails	email	NOUN
fcis-29918	29	5	as	as	ADP
fcis-29918	29	6	phishing	phishe	VERB
fcis-29918	29	7	content	content	NOUN
fcis-29918	29	8	is	be	AUX
fcis-29918	29	9	a	a	DET
fcis-29918	29	10	crucial	crucial	ADJ
fcis-29918	29	11	task	task	NOUN
fcis-29918	29	12	in	in	ADP
fcis-29918	29	13	cyber	cyber	ADJ
fcis-29918	29	14	security	security	NOUN
fcis-29918	29	15	.	.	PUNCT
fcis-29918	30	1	2	2	X
fcis-29918	30	2	.	.	X
fcis-29918	30	3	related	relate	VERB
fcis-29918	30	4	work	work	NOUN
fcis-29918	30	5	at	at	ADP
fcis-29918	30	6	present	present	ADJ
fcis-29918	30	7	,	,	PUNCT
fcis-29918	30	8	there	there	PRON
fcis-29918	30	9	are	be	VERB
fcis-29918	30	10	numerous	numerous	ADJ
fcis-29918	30	11	network	network	NOUN
fcis-29918	30	12	attack	attack	NOUN
fcis-29918	30	13	methods	method	NOUN
fcis-29918	30	14	.	.	PUNCT
fcis-29918	31	1	among	among	ADP
fcis-29918	31	2	them	they	PRON
fcis-29918	31	3	,	,	PUNCT
fcis-29918	31	4	phishing	phishe	VERB
fcis-29918	31	5	is	be	AUX
fcis-29918	31	6	a	a	DET
fcis-29918	31	7	major	major	ADJ
fcis-29918	31	8	threat	threat	NOUN
fcis-29918	31	9	to	to	ADP
fcis-29918	31	10	the	the	DET
fcis-29918	31	11	internet	internet	NOUN
fcis-29918	31	12	economy	economy	NOUN
fcis-29918	31	13	,	,	PUNCT
fcis-29918	31	14	causing	cause	VERB
fcis-29918	31	15	losses	loss	NOUN
fcis-29918	31	16	of	of	ADP
fcis-29918	31	17	billions	billion	NOUN
fcis-29918	31	18	of	of	ADP
fcis-29918	31	19	dollars	dollar	NOUN
fcis-29918	31	20	annually	annually	ADV
fcis-29918	31	21	.	.	PUNCT
fcis-29918	32	1	nowadays	nowadays	ADV
fcis-29918	32	2	,	,	PUNCT
fcis-29918	32	3	phishing	phishe	VERB
fcis-29918	32	4	attacks	attack	NOUN
fcis-29918	32	5	are	be	AUX
fcis-29918	32	6	most	most	ADV
fcis-29918	32	7	commonly	commonly	ADV
fcis-29918	32	8	carried	carry	VERB
fcis-29918	32	9	out	out	ADP
fcis-29918	32	10	through	through	ADP
fcis-29918	32	11	emails	email	NOUN
fcis-29918	32	12	,	,	PUNCT
fcis-29918	32	13	which	which	PRON
fcis-29918	32	14	has	have	AUX
fcis-29918	32	15	led	lead	VERB
fcis-29918	32	16	to	to	ADP
fcis-29918	32	17	extensive	extensive	ADJ
fcis-29918	32	18	research	research	NOUN
fcis-29918	32	19	on	on	ADP
fcis-29918	32	20	phishing	phishe	VERB
fcis-29918	32	21	email	email	NOUN
fcis-29918	32	22	attack	attack	NOUN
fcis-29918	32	23	detection	detection	NOUN
fcis-29918	32	24	both	both	CCONJ
fcis-29918	32	25	at	at	ADP
fcis-29918	32	26	home	home	NOUN
fcis-29918	32	27	and	and	CCONJ
fcis-29918	32	28	abroad	abroad	ADV
fcis-29918	32	29	.	.	PUNCT
fcis-29918	33	1	phishing	phishe	VERB
fcis-29918	33	2	is	be	AUX
fcis-29918	33	3	a	a	DET
fcis-29918	33	4	form	form	NOUN
fcis-29918	33	5	of	of	ADP
fcis-29918	33	6	social	social	ADJ
fcis-29918	33	7	engineering	engineering	NOUN
fcis-29918	33	8	,	,	PUNCT
fcis-29918	33	9	aiming	aim	VERB
fcis-29918	33	10	to	to	PART
fcis-29918	33	11	obtain	obtain	VERB
fcis-29918	33	12	information	information	NOUN
fcis-29918	33	13	from	from	ADP
fcis-29918	33	14	unsuspecting	unsuspecting	ADJ
fcis-29918	33	15	victims	victim	NOUN
fcis-29918	33	16	.	.	PUNCT
fcis-29918	34	1	attackers	attacker	NOUN
fcis-29918	34	2	usually	usually	ADV
fcis-29918	34	3	disguise	disguise	VERB
fcis-29918	34	4	themselves	themselves	PRON
fcis-29918	34	5	as	as	ADP
fcis-29918	34	6	legitimate	legitimate	ADJ
fcis-29918	34	7	institutions	institution	NOUN
fcis-29918	34	8	to	to	PART
fcis-29918	34	9	deceive	deceive	VERB
fcis-29918	34	10	users	user	NOUN
fcis-29918	34	11	into	into	ADP
fcis-29918	34	12	disclosing	disclose	VERB
fcis-29918	34	13	sensitive	sensitive	ADJ
fcis-29918	34	14	information	information	NOUN
fcis-29918	34	15	,	,	PUNCT
fcis-29918	34	16	which	which	PRON
fcis-29918	34	17	can	can	AUX
fcis-29918	34	18	be	be	AUX
fcis-29918	34	19	later	later	ADV
fcis-29918	34	20	used	use	VERB
fcis-29918	34	21	for	for	ADP
fcis-29918	34	22	fraudulent	fraudulent	ADJ
fcis-29918	34	23	activities	activity	NOUN
fcis-29918	34	24	.	.	PUNCT
fcis-29918	35	1	phishing	phishe	VERB
fcis-29918	35	2	emails	email	NOUN
fcis-29918	35	3	are	be	AUX
fcis-29918	35	4	different	different	ADJ
fcis-29918	35	5	from	from	ADP
fcis-29918	35	6	ordinary	ordinary	ADJ
fcis-29918	35	7	spam	spam	NOUN
fcis-29918	35	8	.	.	PUNCT
fcis-29918	36	1	attackers	attacker	NOUN
fcis-29918	36	2	can	can	AUX
fcis-29918	36	3	utilize	utilize	VERB
fcis-29918	36	4	the	the	DET
fcis-29918	36	5	sender	sender	NOUN
fcis-29918	36	6	information	information	NOUN
fcis-29918	36	7	obtained	obtain	VERB
fcis-29918	36	8	in	in	ADP
fcis-29918	36	9	advance	advance	NOUN
fcis-29918	36	10	to	to	PART
fcis-29918	36	11	impersonate	impersonate	VERB
fcis-29918	36	12	trustworthy	trustworthy	ADJ
fcis-29918	36	13	email	email	NOUN
fcis-29918	36	14	senders	sender	NOUN
fcis-29918	36	15	,	,	PUNCT
fcis-29918	36	16	forge	forge	VERB
fcis-29918	36	17	more	more	ADV
fcis-29918	36	18	believable	believable	ADJ
fcis-29918	36	19	emails	email	NOUN
fcis-29918	36	20	,	,	PUNCT
fcis-29918	36	21	and	and	CCONJ
fcis-29918	36	22	deceive	deceive	VERB
fcis-29918	36	23	victims	victim	NOUN
fcis-29918	36	24	into	into	ADP
fcis-29918	36	25	downloading	download	VERB
fcis-29918	36	26	malicious	malicious	ADJ
fcis-29918	36	27	attachments	attachment	NOUN
fcis-29918	36	28	or	or	CCONJ
fcis-29918	36	29	clicking	click	VERB
fcis-29918	36	30	on	on	ADP
fcis-29918	36	31	malicious	malicious	ADJ
fcis-29918	36	32	links	link	NOUN
fcis-29918	36	33	.	.	PUNCT
fcis-29918	37	1	moore	moore	PROPN
fcis-29918	37	2	and	and	CCONJ
fcis-29918	37	3	clayton	clayton	PROPN
fcis-29918	38	1	[	[	X
fcis-29918	38	2	13	13	NUM
fcis-29918	38	3	]	]	PUNCT
fcis-29918	38	4	analyzed	analyze	VERB
fcis-29918	38	5	the	the	DET
fcis-29918	38	6	empirical	empirical	ADJ
fcis-29918	38	7	data	datum	NOUN
fcis-29918	38	8	regarding	regard	VERB
fcis-29918	38	9	the	the	DET
fcis-29918	38	10	removal	removal	NOUN
fcis-29918	38	11	time	time	NOUN
fcis-29918	38	12	of	of	ADP
fcis-29918	38	13	phishing	phishe	VERB
fcis-29918	38	14	websites	website	NOUN
fcis-29918	38	15	and	and	CCONJ
fcis-29918	38	16	the	the	DET
fcis-29918	38	17	number	number	NOUN
fcis-29918	38	18	of	of	ADP
fcis-29918	38	19	visitors	visitor	NOUN
fcis-29918	38	20	attracted	attract	VERB
fcis-29918	38	21	by	by	ADP
fcis-29918	38	22	these	these	DET
fcis-29918	38	23	websites	website	NOUN
fcis-29918	38	24	.	.	PUNCT
fcis-29918	39	1	it	it	PRON
fcis-29918	39	2	concluded	conclude	VERB
fcis-29918	39	3	that	that	SCONJ
fcis-29918	39	4	for	for	SCONJ
fcis-29918	39	5	attackers	attacker	NOUN
fcis-29918	39	6	to	to	PART
fcis-29918	39	7	launch	launch	VERB
fcis-29918	39	8	a	a	DET
fcis-29918	39	9	phishing	phishe	VERB
fcis-29918	39	10	attack	attack	NOUN
fcis-29918	39	11	,	,	PUNCT
fcis-29918	39	12	they	they	PRON
fcis-29918	39	13	must	must	AUX
fcis-29918	39	14	create	create	VERB
fcis-29918	39	15	a	a	DET
fcis-29918	39	16	fake	fake	ADJ
fcis-29918	39	17	website	website	NOUN
fcis-29918	39	18	and	and	CCONJ
fcis-29918	39	19	send	send	VERB
fcis-29918	39	20	emails	email	NOUN
fcis-29918	39	21	to	to	PART
fcis-29918	39	22	attract	attract	VERB
fcis-29918	39	23	visitors	visitor	NOUN
fcis-29918	39	24	.	.	PUNCT
fcis-29918	40	1	although	although	SCONJ
fcis-29918	40	2	removing	remove	VERB
fcis-29918	40	3	phishing	phishe	VERB
fcis-29918	40	4	websites	website	NOUN
fcis-29918	40	5	is	be	AUX
fcis-29918	40	6	part	part	NOUN
fcis-29918	40	7	of	of	ADP
fcis-29918	40	8	the	the	DET
fcis-29918	40	9	counter	counter	NOUN
fcis-29918	40	10	phishing	phishe	VERB
fcis-29918	40	11	efforts	effort	NOUN
fcis-29918	40	12	,	,	PUNCT
fcis-29918	40	13	the	the	DET
fcis-29918	40	14	speed	speed	NOUN
fcis-29918	40	15	at	at	ADP
fcis-29918	40	16	which	which	PRON
fcis-29918	40	17	this	this	PRON
fcis-29918	40	18	is	be	AUX
fcis-29918	40	19	done	do	VERB
fcis-29918	40	20	is	be	AUX
fcis-29918	40	21	insufficient	insufficient	ADJ
fcis-29918	40	22	to	to	PART
fcis-29918	40	23	completely	completely	ADV
fcis-29918	40	24	alleviate	alleviate	VERB
fcis-29918	40	25	the	the	DET
fcis-29918	40	26	problem	problem	NOUN
fcis-29918	40	27	.	.	PUNCT
fcis-29918	41	1	abbasi	abbasi	PROPN
fcis-29918	41	2	and	and	CCONJ
fcis-29918	41	3	mariam	mariam	PROPN
fcis-29918	42	1	[	[	X
fcis-29918	42	2	14	14	NUM
fcis-29918	42	3	]	]	PUNCT
fcis-29918	42	4	have	have	AUX
fcis-29918	42	5	discovered	discover	VERB
fcis-29918	42	6	that	that	SCONJ
fcis-29918	42	7	the	the	DET
fcis-29918	42	8	existing	exist	VERB
fcis-29918	42	9	anti	anti	ADJ
fcis-29918	42	10	-	-	ADJ
fcis-29918	42	11	phishing	phishing	ADJ
fcis-29918	42	12	tools	tool	NOUN
fcis-29918	42	13	lack	lack	VERB
fcis-29918	42	14	the	the	DET
fcis-29918	42	15	accuracy	accuracy	NOUN
fcis-29918	42	16	and	and	CCONJ
fcis-29918	42	17	universality	universality	NOUN
fcis-29918	42	18	required	require	VERB
fcis-29918	42	19	to	to	PART
fcis-29918	42	20	protect	protect	VERB
fcis-29918	42	21	internet	internet	NOUN
fcis-29918	42	22	users	user	NOUN
fcis-29918	42	23	and	and	CCONJ
fcis-29918	42	24	organizations	organization	NOUN
fcis-29918	42	25	from	from	ADP
fcis-29918	42	26	the	the	DET
fcis-29918	42	27	diverse	diverse	ADJ
fcis-29918	42	28	attacks	attack	NOUN
fcis-29918	42	29	encountered	encounter	VERB
fcis-29918	42	30	daily	daily	ADV
fcis-29918	42	31	.	.	PUNCT
fcis-29918	43	1	as	as	ADP
fcis-29918	43	2	a	a	DET
fcis-29918	43	3	result	result	NOUN
fcis-29918	43	4	,	,	PUNCT
fcis-29918	43	5	users	user	NOUN
fcis-29918	43	6	often	often	ADV
fcis-29918	43	7	overlook	overlook	VERB
fcis-29918	43	8	the	the	DET
fcis-29918	43	9	warnings	warning	NOUN
fcis-29918	43	10	issued	issue	VERB
fcis-29918	43	11	by	by	ADP
fcis-29918	43	12	these	these	DET
fcis-29918	43	13	tools	tool	NOUN
fcis-29918	43	14	.	.	PUNCT
fcis-29918	44	1	in	in	ADP
fcis-29918	44	2	this	this	DET
fcis-29918	44	3	study	study	NOUN
fcis-29918	44	4	,	,	PUNCT
fcis-29918	44	5	we	we	PRON
fcis-29918	44	6	adopted	adopt	VERB
fcis-29918	44	7	a	a	DET
fcis-29918	44	8	design	design	NOUN
fcis-29918	44	9	-	-	PUNCT
fcis-29918	44	10	science	science	NOUN
fcis-29918	44	11	approach	approach	NOUN
fcis-29918	44	12	and	and	CCONJ
fcis-29918	44	13	proposed	propose	VERB
fcis-29918	44	14	a	a	DET
fcis-29918	44	15	novel	novel	ADJ
fcis-29918	44	16	method	method	NOUN
fcis-29918	44	17	for	for	ADP
fcis-29918	44	18	detecting	detect	VERB
fcis-29918	44	19	phishing	phishe	VERB
fcis-29918	44	20	websites	website	NOUN
fcis-29918	44	21	.	.	PUNCT
fcis-29918	45	1	by	by	ADP
fcis-29918	45	2	adopting	adopt	VERB
fcis-29918	45	3	the	the	DET
fcis-29918	45	4	perspective	perspective	NOUN
fcis-29918	45	5	of	of	ADP
fcis-29918	45	6	genre	genre	NOUN
fcis-29918	45	7	theory	theory	NOUN
fcis-29918	45	8	,	,	PUNCT
fcis-29918	45	9	the	the	DET
fcis-29918	45	10	proposed	propose	VERB
fcis-29918	45	11	genre	genre	NOUN
fcis-29918	45	12	tree	tree	NOUN
fcis-29918	45	13	kernel	kernel	PROPN
fcis-29918	45	14	method	method	PROPN
fcis-29918	45	15	makes	make	VERB
fcis-29918	45	16	use	use	NOUN
fcis-29918	45	17	of	of	ADP
fcis-29918	45	18	the	the	DET
fcis-29918	45	19	fraud	fraud	NOUN
fcis-29918	45	20	clues	clue	NOUN
fcis-29918	45	21	associated	associate	VERB
fcis-29918	45	22	with	with	ADP
fcis-29918	45	23	the	the	DET
fcis-29918	45	24	differences	difference	NOUN
fcis-29918	45	25	in	in	ADP
fcis-29918	45	26	purpose	purpose	NOUN
fcis-29918	45	27	between	between	ADP
fcis-29918	45	28	legitimate	legitimate	ADJ
fcis-29918	45	29	and	and	CCONJ
fcis-29918	45	30	phishing	phishe	VERB
fcis-29918	45	31	websites	website	NOUN
fcis-29918	45	32	.	.	PUNCT
fcis-29918	46	1	these	these	DET
fcis-29918	46	2	clues	clue	NOUN
fcis-29918	46	3	are	be	AUX
fcis-29918	46	4	manifested	manifest	VERB
fcis-29918	46	5	through	through	ADP
fcis-29918	46	6	the	the	DET
fcis-29918	46	7	genre	genre	NOUN
fcis-29918	46	8	composition	composition	NOUN
fcis-29918	46	9	and	and	CCONJ
fcis-29918	46	10	design	design	NOUN
fcis-29918	46	11	structure	structure	NOUN
fcis-29918	46	12	,	,	PUNCT
fcis-29918	46	13	thereby	thereby	ADV
fcis-29918	46	14	enhancing	enhance	VERB
fcis-29918	46	15	the	the	DET
fcis-29918	46	16	anti	anti	ADJ
fcis-29918	46	17	111	111	NUM
fcis-29918	46	18	-phishing	-phishing	ADJ
fcis-29918	46	19	capabilities	capability	NOUN
fcis-29918	46	20	.	.	PUNCT
fcis-29918	47	1	park	park	NOUN
fcis-29918	47	2	and	and	CCONJ
fcis-29918	47	3	taylor	taylor	PROPN
fcis-29918	48	1	[	[	X
fcis-29918	48	2	15	15	NUM
fcis-29918	48	3	]	]	PUNCT
fcis-29918	48	4	conducted	conduct	VERB
fcis-29918	48	5	a	a	DET
fcis-29918	48	6	comparative	comparative	ADJ
fcis-29918	48	7	study	study	NOUN
fcis-29918	48	8	on	on	ADP
fcis-29918	48	9	the	the	DET
fcis-29918	48	10	use	use	NOUN
fcis-29918	48	11	of	of	ADP
fcis-29918	48	12	subjects	subject	NOUN
fcis-29918	48	13	and	and	CCONJ
fcis-29918	48	14	objects	object	NOUN
fcis-29918	48	15	of	of	ADP
fcis-29918	48	16	verbs	verbs	NOUN
fcis-29918	48	17	in	in	ADP
fcis-29918	48	18	phishing	phishe	VERB
fcis-29918	48	19	emails	email	NOUN
fcis-29918	48	20	and	and	CCONJ
fcis-29918	48	21	legitimate	legitimate	ADJ
fcis-29918	48	22	emails	email	NOUN
fcis-29918	48	23	.	.	PUNCT
fcis-29918	49	1	the	the	DET
fcis-29918	49	2	purpose	purpose	NOUN
fcis-29918	49	3	of	of	ADP
fcis-29918	49	4	this	this	DET
fcis-29918	49	5	study	study	NOUN
fcis-29918	49	6	was	be	AUX
fcis-29918	49	7	to	to	PART
fcis-29918	49	8	explore	explore	VERB
fcis-29918	49	9	whether	whether	SCONJ
fcis-29918	49	10	syntactic	syntactic	ADJ
fcis-29918	49	11	structures	structure	NOUN
fcis-29918	49	12	,	,	PUNCT
fcis-29918	49	13	as	as	ADV
fcis-29918	49	14	well	well	ADV
fcis-29918	49	15	as	as	ADP
fcis-29918	49	16	the	the	DET
fcis-29918	49	17	subjects	subject	NOUN
fcis-29918	49	18	and	and	CCONJ
fcis-29918	49	19	objects	object	NOUN
fcis-29918	49	20	of	of	ADP
fcis-29918	49	21	verbs	verb	NOUN
fcis-29918	49	22	,	,	PUNCT
fcis-29918	49	23	could	could	AUX
fcis-29918	49	24	serve	serve	VERB
fcis-29918	49	25	as	as	ADP
fcis-29918	49	26	features	feature	NOUN
fcis-29918	49	27	for	for	ADP
fcis-29918	49	28	differentiating	differentiate	VERB
fcis-29918	49	29	phishing	phishe	VERB
fcis-29918	49	30	emails	email	NOUN
fcis-29918	49	31	from	from	ADP
fcis-29918	49	32	legitimate	legitimate	ADJ
fcis-29918	49	33	ones	one	NOUN
fcis-29918	49	34	.	.	PUNCT
fcis-29918	50	1	a	a	DET
fcis-29918	50	2	comparison	comparison	NOUN
fcis-29918	50	3	of	of	ADP
fcis-29918	50	4	the	the	DET
fcis-29918	50	5	syntactic	syntactic	ADJ
fcis-29918	50	6	similarity	similarity	NOUN
fcis-29918	50	7	of	of	ADP
fcis-29918	50	8	sentences	sentence	NOUN
fcis-29918	50	9	and	and	CCONJ
fcis-29918	50	10	the	the	DET
fcis-29918	50	11	subjects	subject	NOUN
fcis-29918	50	12	and	and	CCONJ
fcis-29918	50	13	objects	object	NOUN
fcis-29918	50	14	of	of	ADP
fcis-29918	50	15	verbs	verbs	PROPN
fcis-29918	50	16	was	be	AUX
fcis-29918	50	17	carried	carry	VERB
fcis-29918	50	18	out	out	ADP
fcis-29918	50	19	.	.	PUNCT
fcis-29918	51	1	the	the	DET
fcis-29918	51	2	experimental	experimental	ADJ
fcis-29918	51	3	results	result	NOUN
fcis-29918	51	4	show	show	VERB
fcis-29918	51	5	that	that	SCONJ
fcis-29918	51	6	these	these	DET
fcis-29918	51	7	two	two	NUM
fcis-29918	51	8	features	feature	NOUN
fcis-29918	51	9	can	can	AUX
fcis-29918	51	10	be	be	AUX
fcis-29918	51	11	applied	apply	VERB
fcis-29918	51	12	to	to	ADP
fcis-29918	51	13	certain	certain	ADJ
fcis-29918	51	14	verbs	verb	NOUN
fcis-29918	51	15	,	,	PUNCT
fcis-29918	51	16	but	but	CCONJ
fcis-29918	51	17	further	further	ADJ
fcis-29918	51	18	research	research	NOUN
fcis-29918	51	19	is	be	AUX
fcis-29918	51	20	needed	need	VERB
fcis-29918	51	21	for	for	ADP
fcis-29918	51	22	other	other	ADJ
fcis-29918	51	23	verbs	verb	NOUN
fcis-29918	51	24	.	.	PUNCT
fcis-29918	52	1	valecha	valecha	PROPN
fcis-29918	52	2	,	,	PUNCT
fcis-29918	52	3	mandaokar	mandaokar	NOUN
fcis-29918	52	4	and	and	CCONJ
fcis-29918	52	5	rao	rao	NOUN
fcis-29918	53	1	[	[	X
fcis-29918	53	2	16	16	NUM
fcis-29918	53	3	]	]	PUNCT
fcis-29918	53	4	analyzed	analyze	VERB
fcis-29918	53	5	the	the	DET
fcis-29918	53	6	role	role	NOUN
fcis-29918	53	7	of	of	ADP
fcis-29918	53	8	gain	gain	NOUN
fcis-29918	53	9	and	and	CCONJ
fcis-29918	53	10	loss	loss	NOUN
fcis-29918	53	11	related	relate	VERB
fcis-29918	53	12	persuasion	persuasion	NOUN
fcis-29918	53	13	cues	cue	NOUN
fcis-29918	53	14	in	in	ADP
fcis-29918	53	15	phishing	phishe	VERB
fcis-29918	53	16	emails	email	NOUN
fcis-29918	53	17	.	.	PUNCT
fcis-29918	54	1	phishing	phishe	VERB
fcis-29918	54	2	attackers	attacker	NOUN
fcis-29918	54	3	often	often	ADV
fcis-29918	54	4	employ	employ	VERB
fcis-29918	54	5	persuasion	persuasion	NOUN
fcis-29918	54	6	techniques	technique	NOUN
fcis-29918	54	7	to	to	PART
fcis-29918	54	8	obtain	obtain	VERB
fcis-29918	54	9	positive	positive	ADJ
fcis-29918	54	10	responses	response	NOUN
fcis-29918	54	11	from	from	ADP
fcis-29918	54	12	recipients	recipient	NOUN
fcis-29918	54	13	.	.	PUNCT
fcis-29918	55	1	three	three	NUM
fcis-29918	55	2	machine	machine	NOUN
fcis-29918	55	3	learning	learning	NOUN
fcis-29918	55	4	models	model	NOUN
fcis-29918	55	5	were	be	AUX
fcis-29918	55	6	created	create	VERB
fcis-29918	55	7	,	,	PUNCT
fcis-29918	55	8	using	use	VERB
fcis-29918	55	9	gain	gain	NOUN
fcis-29918	55	10	related	relate	VERB
fcis-29918	55	11	persuasion	persuasion	NOUN
fcis-29918	55	12	cues	cue	NOUN
fcis-29918	55	13	,	,	PUNCT
fcis-29918	55	14	loss	loss	NOUN
fcis-29918	55	15	related	relate	VERB
fcis-29918	55	16	persuasion	persuasion	NOUN
fcis-29918	55	17	cues	cue	NOUN
fcis-29918	55	18	,	,	PUNCT
fcis-29918	55	19	and	and	CCONJ
fcis-29918	55	20	a	a	DET
fcis-29918	55	21	combination	combination	NOUN
fcis-29918	55	22	of	of	ADP
fcis-29918	55	23	gain	gain	NOUN
fcis-29918	55	24	and	and	CCONJ
fcis-29918	55	25	loss	loss	NOUN
fcis-29918	55	26	persuasion	persuasion	NOUN
fcis-29918	55	27	cues	cue	NOUN
fcis-29918	55	28	respectively	respectively	ADV
fcis-29918	55	29	.	.	PUNCT
fcis-29918	56	1	the	the	DET
fcis-29918	56	2	estimation	estimation	NOUN
fcis-29918	56	3	results	result	NOUN
fcis-29918	56	4	were	be	AUX
fcis-29918	56	5	compared	compare	VERB
fcis-29918	56	6	with	with	ADP
fcis-29918	56	7	a	a	DET
fcis-29918	56	8	baseline	baseline	ADJ
fcis-29918	56	9	model	model	NOUN
fcis-29918	56	10	that	that	PRON
fcis-29918	56	11	does	do	AUX
fcis-29918	56	12	not	not	PART
fcis-29918	56	13	consider	consider	VERB
fcis-29918	56	14	persuasion	persuasion	NOUN
fcis-29918	56	15	cues	cue	NOUN
fcis-29918	56	16	.	.	PUNCT
fcis-29918	57	1	the	the	DET
fcis-29918	57	2	results	result	NOUN
fcis-29918	57	3	show	show	VERB
fcis-29918	57	4	that	that	SCONJ
fcis-29918	57	5	the	the	DET
fcis-29918	57	6	three	three	NUM
fcis-29918	57	7	phishing	phishe	VERB
fcis-29918	57	8	detection	detection	NOUN
fcis-29918	57	9	models	model	NOUN
fcis-29918	57	10	with	with	ADP
fcis-29918	57	11	relevant	relevant	ADJ
fcis-29918	57	12	persuasion	persuasion	NOUN
fcis-29918	57	13	cues	cue	NOUN
fcis-29918	57	14	significantly	significantly	ADV
fcis-29918	57	15	outperform	outperform	VERB
fcis-29918	57	16	the	the	DET
fcis-29918	57	17	baseline	baseline	NOUN
fcis-29918	57	18	model	model	NOUN
fcis-29918	57	19	in	in	ADP
fcis-29918	57	20	terms	term	NOUN
fcis-29918	57	21	of	of	ADP
fcis-29918	57	22	f	f	NOUN
fcis-29918	57	23	-	-	PUNCT
fcis-29918	57	24	score	score	NOUN
fcis-29918	57	25	,	,	PUNCT
fcis-29918	57	26	indicating	indicate	VERB
fcis-29918	57	27	that	that	SCONJ
fcis-29918	57	28	a	a	DET
fcis-29918	57	29	deep	deep	ADJ
fcis-29918	57	30	understanding	understanding	NOUN
fcis-29918	57	31	of	of	ADP
fcis-29918	57	32	persuasion	persuasion	NOUN
fcis-29918	57	33	cues	cue	NOUN
fcis-29918	57	34	can	can	AUX
fcis-29918	57	35	provide	provide	VERB
fcis-29918	57	36	information	information	NOUN
fcis-29918	57	37	for	for	ADP
fcis-29918	57	38	the	the	DET
fcis-29918	57	39	design	design	NOUN
fcis-29918	57	40	of	of	ADP
fcis-29918	57	41	effective	effective	ADJ
fcis-29918	57	42	countermeasures	countermeasure	NOUN
fcis-29918	57	43	to	to	PART
fcis-29918	57	44	detect	detect	VERB
fcis-29918	57	45	and	and	CCONJ
fcis-29918	57	46	block	block	VERB
fcis-29918	57	47	phishing	phishe	VERB
fcis-29918	57	48	emails	email	NOUN
fcis-29918	57	49	.	.	PUNCT
fcis-29918	58	1	chandrasekaran	chandrasekaran	VERB
fcis-29918	58	2	,	,	PUNCT
fcis-29918	58	3	narayanan	narayanan	PROPN
fcis-29918	58	4	and	and	CCONJ
fcis-29918	58	5	upadhyaya	upadhyaya	PROPN
fcis-29918	59	1	[	[	X
fcis-29918	59	2	17	17	NUM
fcis-29918	59	3	]	]	PUNCT
fcis-29918	59	4	,	,	PUNCT
fcis-29918	59	5	developed	develop	VERB
fcis-29918	59	6	a	a	DET
fcis-29918	59	7	technique	technique	NOUN
fcis-29918	59	8	for	for	ADP
fcis-29918	59	9	detecting	detect	VERB
fcis-29918	59	10	phishing	phishe	VERB
fcis-29918	59	11	emails	email	NOUN
fcis-29918	59	12	.	.	PUNCT
fcis-29918	60	1	they	they	PRON
fcis-29918	60	2	introduced	introduce	VERB
fcis-29918	60	3	25	25	NUM
fcis-29918	60	4	phishing	phishe	VERB
fcis-29918	60	5	email	email	NOUN
fcis-29918	60	6	features	feature	NOUN
fcis-29918	60	7	,	,	PUNCT
fcis-29918	60	8	including	include	VERB
fcis-29918	60	9	23	23	NUM
fcis-29918	60	10	stylistic	stylistic	ADJ
fcis-29918	60	11	marker	marker	NOUN
fcis-29918	60	12	features	feature	NOUN
fcis-29918	60	13	and	and	CCONJ
fcis-29918	60	14	two	two	NUM
fcis-29918	60	15	structural	structural	ADJ
fcis-29918	60	16	features	feature	NOUN
fcis-29918	60	17	.	.	PUNCT
fcis-29918	61	1	these	these	DET
fcis-29918	61	2	features	feature	NOUN
fcis-29918	61	3	were	be	AUX
fcis-29918	61	4	used	use	VERB
fcis-29918	61	5	to	to	PART
fcis-29918	61	6	train	train	VERB
fcis-29918	61	7	an	an	DET
fcis-29918	61	8	svm	svm	ADJ
fcis-29918	61	9	classifier	classifier	NOUN
fcis-29918	61	10	,	,	PUNCT
fcis-29918	61	11	which	which	PRON
fcis-29918	61	12	achieved	achieve	VERB
fcis-29918	61	13	a	a	DET
fcis-29918	61	14	classification	classification	NOUN
fcis-29918	61	15	accuracy	accuracy	NOUN
fcis-29918	61	16	of	of	ADP
fcis-29918	61	17	88	88	NUM
fcis-29918	61	18	%	%	NOUN
fcis-29918	61	19	.	.	PUNCT
fcis-29918	62	1	gascon	gascon	PROPN
fcis-29918	62	2	,	,	PUNCT
fcis-29918	62	3	ullrich	ullrich	NOUN
fcis-29918	62	4	and	and	CCONJ
fcis-29918	62	5	stritter	stritter	NOUN
fcis-29918	63	1	[	[	X
fcis-29918	63	2	18	18	NUM
fcis-29918	63	3	]	]	PUNCT
fcis-29918	63	4	demonstrated	demonstrate	VERB
fcis-29918	63	5	that	that	SCONJ
fcis-29918	63	6	senders	sender	NOUN
fcis-29918	63	7	leave	leave	VERB
fcis-29918	63	8	content	content	NOUN
fcis-29918	63	9	agnostic	agnostic	ADJ
fcis-29918	63	10	features	feature	NOUN
fcis-29918	63	11	in	in	ADP
fcis-29918	63	12	the	the	DET
fcis-29918	63	13	structure	structure	NOUN
fcis-29918	63	14	of	of	ADP
fcis-29918	63	15	emails	email	NOUN
fcis-29918	63	16	.	.	PUNCT
fcis-29918	64	1	based	base	VERB
fcis-29918	64	2	on	on	ADP
fcis-29918	64	3	these	these	DET
fcis-29918	64	4	features	feature	NOUN
fcis-29918	64	5	,	,	PUNCT
fcis-29918	64	6	a	a	DET
fcis-29918	64	7	method	method	NOUN
fcis-29918	64	8	was	be	AUX
fcis-29918	64	9	developed	develop	VERB
fcis-29918	64	10	that	that	PRON
fcis-29918	64	11	can	can	AUX
fcis-29918	64	12	learn	learn	VERB
fcis-29918	64	13	the	the	DET
fcis-29918	64	14	profiles	profile	NOUN
fcis-29918	64	15	of	of	ADP
fcis-29918	64	16	a	a	DET
fcis-29918	64	17	large	large	ADJ
fcis-29918	64	18	number	number	NOUN
fcis-29918	64	19	of	of	ADP
fcis-29918	64	20	senders	sender	NOUN
fcis-29918	64	21	and	and	CCONJ
fcis-29918	64	22	identify	identify	VERB
fcis-29918	64	23	forged	forge	VERB
fcis-29918	64	24	emails	email	NOUN
fcis-29918	64	25	as	as	ADP
fcis-29918	64	26	deviations	deviation	NOUN
fcis-29918	64	27	from	from	ADP
fcis-29918	64	28	them	they	PRON
fcis-29918	64	29	.	.	PUNCT
fcis-29918	65	1	more	more	ADJ
fcis-29918	65	2	than	than	ADP
fcis-29918	65	3	700,000	700,000	NUM
fcis-29918	65	4	emails	email	NOUN
fcis-29918	65	5	from	from	ADP
fcis-29918	65	6	16,000	16,000	NUM
fcis-29918	65	7	senders	sender	NOUN
fcis-29918	65	8	were	be	AUX
fcis-29918	65	9	evaluated	evaluate	VERB
fcis-29918	65	10	,	,	PUNCT
fcis-29918	65	11	and	and	CCONJ
fcis-29918	65	12	it	it	PRON
fcis-29918	65	13	was	be	AUX
fcis-29918	65	14	proven	prove	VERB
fcis-29918	65	15	that	that	SCONJ
fcis-29918	65	16	this	this	DET
fcis-29918	65	17	method	method	NOUN
fcis-29918	65	18	can	can	AUX
fcis-29918	65	19	distinguish	distinguish	VERB
fcis-29918	65	20	among	among	ADP
fcis-29918	65	21	thousands	thousand	NOUN
fcis-29918	65	22	of	of	ADP
fcis-29918	65	23	senders	sender	NOUN
fcis-29918	65	24	,	,	PUNCT
fcis-29918	65	25	with	with	ADP
fcis-29918	65	26	a	a	DET
fcis-29918	65	27	detection	detection	NOUN
fcis-29918	65	28	rate	rate	NOUN
fcis-29918	65	29	of	of	ADP
fcis-29918	65	30	90	90	NUM
fcis-29918	65	31	%	%	NOUN
fcis-29918	65	32	and	and	CCONJ
fcis-29918	65	33	less	less	ADJ
fcis-29918	65	34	than	than	ADP
fcis-29918	65	35	1	1	NUM
fcis-29918	65	36	false	false	ADJ
fcis-29918	65	37	positive	positive	ADJ
fcis-29918	65	38	in	in	ADP
fcis-29918	65	39	10,000	10,000	NUM
fcis-29918	65	40	emails	email	NOUN
fcis-29918	65	41	for	for	ADP
fcis-29918	65	42	forged	forge	VERB
fcis-29918	65	43	emails	email	NOUN
fcis-29918	65	44	.	.	PUNCT
fcis-29918	66	1	additionally	additionally	ADV
fcis-29918	66	2	,	,	PUNCT
fcis-29918	66	3	it	it	PRON
fcis-29918	66	4	was	be	AUX
fcis-29918	66	5	also	also	ADV
fcis-29918	66	6	shown	show	VERB
fcis-29918	66	7	that	that	SCONJ
fcis-29918	66	8	individual	individual	ADJ
fcis-29918	66	9	features	feature	NOUN
fcis-29918	66	10	are	be	AUX
fcis-29918	66	11	difficult	difficult	ADJ
fcis-29918	66	12	to	to	PART
fcis-29918	66	13	guess	guess	VERB
fcis-29918	66	14	,	,	PUNCT
fcis-29918	66	15	and	and	CCONJ
fcis-29918	66	16	deception	deception	NOUN
fcis-29918	66	17	can	can	AUX
fcis-29918	66	18	only	only	ADV
fcis-29918	66	19	succeed	succeed	VERB
fcis-29918	66	20	when	when	SCONJ
fcis-29918	66	21	the	the	DET
fcis-29918	66	22	attacker	attacker	NOUN
fcis-29918	66	23	has	have	VERB
fcis-29918	66	24	access	access	NOUN
fcis-29918	66	25	to	to	ADP
fcis-29918	66	26	and	and	CCONJ
fcis-29918	66	27	can	can	AUX
fcis-29918	66	28	simulate	simulate	VERB
fcis-29918	66	29	the	the	DET
fcis-29918	66	30	entire	entire	ADJ
fcis-29918	66	31	email	email	NOUN
fcis-29918	66	32	of	of	ADP
fcis-29918	66	33	the	the	DET
fcis-29918	66	34	sender	sender	NOUN
fcis-29918	66	35	.	.	PUNCT
fcis-29918	67	1	3	3	X
fcis-29918	67	2	.	.	PUNCT
fcis-29918	68	1	the	the	DET
fcis-29918	68	2	details	detail	NOUN
fcis-29918	68	3	of	of	ADP
fcis-29918	68	4	phishing	phishe	VERB
fcis-29918	68	5	email	email	NOUN
fcis-29918	68	6	detection	detection	NOUN
fcis-29918	68	7	3.1	3.1	NUM
fcis-29918	68	8	.	.	PUNCT
fcis-29918	68	9	data	datum	NOUN
fcis-29918	68	10	collection	collection	NOUN
fcis-29918	68	11	3.2	3.2	NUM
fcis-29918	68	12	.	.	PUNCT
fcis-29918	69	1	overview	overview	NOUN
fcis-29918	69	2	of	of	ADP
fcis-29918	69	3	detection	detection	NOUN
fcis-29918	69	4	framework	framework	NOUN
fcis-29918	69	5	figure	figure	NOUN
fcis-29918	69	6	1	1	NUM
fcis-29918	69	7	.	.	PUNCT
fcis-29918	70	1	phishing	phishe	VERB
fcis-29918	70	2	email	email	NOUN
fcis-29918	70	3	detection	detection	NOUN
fcis-29918	70	4	framework	framework	NOUN
fcis-29918	70	5	in	in	ADP
fcis-29918	70	6	this	this	DET
fcis-29918	70	7	study	study	NOUN
fcis-29918	70	8	,	,	PUNCT
fcis-29918	70	9	the	the	DET
fcis-29918	70	10	data	datum	NOUN
fcis-29918	70	11	was	be	AUX
fcis-29918	70	12	collected	collect	VERB
fcis-29918	70	13	from	from	ADP
fcis-29918	70	14	publicly	publicly	ADV
fcis-29918	70	15	available	available	ADJ
fcis-29918	70	16	datasets	dataset	NOUN
fcis-29918	70	17	on	on	ADP
fcis-29918	70	18	the	the	DET
fcis-29918	70	19	internet	internet	NOUN
fcis-29918	70	20	,	,	PUNCT
fcis-29918	70	21	such	such	ADJ
fcis-29918	70	22	as	as	ADP
fcis-29918	70	23	the	the	DET
fcis-29918	70	24	publicly	publicly	ADV
fcis-29918	70	25	available	available	ADJ
fcis-29918	70	26	enron	enron	PROPN
fcis-29918	70	27	email	email	NOUN
fcis-29918	70	28	dataset	dataset	NOUN
fcis-29918	70	29	and	and	CCONJ
fcis-29918	70	30	other	other	ADJ
fcis-29918	70	31	phishing	phishe	VERB
fcis-29918	70	32	email	email	NOUN
fcis-29918	70	33	datasets	dataset	NOUN
fcis-29918	70	34	.	.	PUNCT
fcis-29918	71	1	the	the	DET
fcis-29918	71	2	total	total	ADJ
fcis-29918	71	3	number	number	NOUN
fcis-29918	71	4	of	of	ADP
fcis-29918	71	5	emails	email	NOUN
fcis-29918	71	6	is	be	AUX
fcis-29918	71	7	approximately	approximately	ADV
fcis-29918	71	8	10,000	10,000	NUM
fcis-29918	71	9	.	.	PUNCT
fcis-29918	72	1	in	in	ADP
fcis-29918	72	2	this	this	DET
fcis-29918	72	3	section	section	NOUN
fcis-29918	72	4	,	,	PUNCT
fcis-29918	72	5	we	we	PRON
fcis-29918	72	6	introduce	introduce	VERB
fcis-29918	72	7	the	the	DET
fcis-29918	72	8	main	main	ADJ
fcis-29918	72	9	research	research	NOUN
fcis-29918	72	10	ideas	idea	NOUN
fcis-29918	72	11	and	and	CCONJ
fcis-29918	72	12	methods	method	NOUN
fcis-29918	72	13	within	within	ADP
fcis-29918	72	14	the	the	DET
fcis-29918	72	15	proposed	propose	VERB
fcis-29918	72	16	phishing	phishing	NOUN
fcis-29918	72	17	email	email	NOUN
fcis-29918	72	18	detection	detection	NOUN
fcis-29918	72	19	framework	framework	NOUN
fcis-29918	72	20	.	.	PUNCT
fcis-29918	73	1	in	in	ADP
fcis-29918	73	2	existing	exist	VERB
fcis-29918	73	3	research	research	NOUN
fcis-29918	73	4	works	work	NOUN
fcis-29918	73	5	,	,	PUNCT
fcis-29918	73	6	a	a	DET
fcis-29918	73	7	large	large	ADJ
fcis-29918	73	8	number	number	NOUN
fcis-29918	73	9	of	of	ADP
fcis-29918	73	10	detection	detection	NOUN
fcis-29918	73	11	methods	method	NOUN
fcis-29918	73	12	based	base	VERB
fcis-29918	73	13	on	on	ADP
fcis-29918	73	14	phishing	phishe	VERB
fcis-29918	73	15	blacklists	blacklist	NOUN
fcis-29918	73	16	are	be	AUX
fcis-29918	73	17	too	too	ADV
fcis-29918	73	18	rigid	rigid	ADJ
fcis-29918	73	19	and	and	CCONJ
fcis-29918	73	20	can	can	AUX
fcis-29918	73	21	only	only	ADV
fcis-29918	73	22	detect	detect	VERB
fcis-29918	73	23	phishing	phishe	VERB
fcis-29918	73	24	websites	website	NOUN
fcis-29918	73	25	that	that	PRON
fcis-29918	73	26	have	have	AUX
fcis-29918	73	27	already	already	ADV
fcis-29918	73	28	been	be	AUX
fcis-29918	73	29	recorded	record	VERB
fcis-29918	73	30	.	.	PUNCT
fcis-29918	74	1	however	however	ADV
fcis-29918	74	2	,	,	PUNCT
fcis-29918	74	3	a	a	DET
fcis-29918	74	4	large	large	ADJ
fcis-29918	74	5	number	number	NOUN
fcis-29918	74	6	of	of	ADP
fcis-29918	74	7	newly	newly	ADV
fcis-29918	74	8	built	build	VERB
fcis-29918	74	9	phishing	phishe	VERB
fcis-29918	74	10	websites	website	NOUN
fcis-29918	74	11	can	can	AUX
fcis-29918	74	12	not	not	PART
fcis-29918	74	13	be	be	AUX
fcis-29918	74	14	identified	identify	VERB
fcis-29918	74	15	at	at	ADP
fcis-29918	74	16	any	any	DET
fcis-29918	74	17	given	give	VERB
fcis-29918	74	18	moment	moment	NOUN
fcis-29918	74	19	.	.	PUNCT
fcis-29918	75	1	some	some	DET
fcis-29918	75	2	other	other	ADJ
fcis-29918	75	3	studies	study	NOUN
fcis-29918	75	4	use	use	VERB
fcis-29918	75	5	conventional	conventional	ADJ
fcis-29918	75	6	machine	machine	NOUN
fcis-29918	75	7	learning	learning	NOUN
fcis-29918	75	8	methods	method	NOUN
fcis-29918	75	9	such	such	ADJ
fcis-29918	75	10	as	as	ADP
fcis-29918	75	11	support	support	NOUN
fcis-29918	75	12	vector	vector	NOUN
fcis-29918	75	13	machines	machine	NOUN
fcis-29918	75	14	and	and	CCONJ
fcis-29918	75	15	decision	decision	NOUN
fcis-29918	75	16	trees	tree	NOUN
fcis-29918	75	17	to	to	PART
fcis-29918	75	18	extract	extract	VERB
fcis-29918	75	19	features	feature	NOUN
fcis-29918	75	20	from	from	ADP
fcis-29918	75	21	the	the	DET
fcis-29918	75	22	email	email	NOUN
fcis-29918	75	23	body	body	NOUN
fcis-29918	75	24	and	and	CCONJ
fcis-29918	75	25	classify	classify	VERB
fcis-29918	75	26	emails	email	NOUN
fcis-29918	75	27	.	.	PUNCT
fcis-29918	76	1	in	in	ADP
fcis-29918	76	2	these	these	DET
fcis-29918	76	3	methods	method	NOUN
fcis-29918	76	4	,	,	PUNCT
fcis-29918	76	5	the	the	DET
fcis-29918	76	6	detection	detection	NOUN
fcis-29918	76	7	party	party	NOUN
fcis-29918	76	8	needs	need	VERB
fcis-29918	76	9	a	a	DET
fcis-29918	76	10	great	great	ADJ
fcis-29918	76	11	deal	deal	NOUN
fcis-29918	76	12	of	of	ADP
fcis-29918	76	13	relevant	relevant	ADJ
fcis-29918	76	14	professional	professional	ADJ
fcis-29918	76	15	knowledge	knowledge	NOUN
fcis-29918	76	16	to	to	PART
fcis-29918	76	17	select	select	VERB
fcis-29918	76	18	features	feature	NOUN
fcis-29918	76	19	and	and	CCONJ
fcis-29918	76	20	analyze	analyze	VERB
fcis-29918	76	21	whether	whether	SCONJ
fcis-29918	76	22	these	these	DET
fcis-29918	76	23	features	feature	NOUN
fcis-29918	76	24	are	be	AUX
fcis-29918	76	25	useful	useful	ADJ
fcis-29918	76	26	for	for	ADP
fcis-29918	76	27	the	the	DET
fcis-29918	76	28	detection	detection	NOUN
fcis-29918	76	29	work	work	NOUN
fcis-29918	76	30	,	,	PUNCT
fcis-29918	76	31	and	and	CCONJ
fcis-29918	76	32	the	the	DET
fcis-29918	76	33	corresponding	correspond	VERB
fcis-29918	76	34	detection	detection	NOUN
fcis-29918	76	35	work	work	NOUN
fcis-29918	76	36	is	be	AUX
fcis-29918	76	37	also	also	ADV
fcis-29918	76	38	relatively	relatively	ADV
fcis-29918	76	39	complex	complex	ADJ
fcis-29918	76	40	.	.	PUNCT
fcis-29918	77	1	therefore	therefore	ADV
fcis-29918	77	2	,	,	PUNCT
fcis-29918	77	3	we	we	PRON
fcis-29918	77	4	choose	choose	VERB
fcis-29918	77	5	the	the	DET
fcis-29918	77	6	deep	deep	ADJ
fcis-29918	77	7	learning	learning	NOUN
fcis-29918	77	8	method	method	NOUN
fcis-29918	77	9	to	to	PART
fcis-29918	77	10	detect	detect	VERB
fcis-29918	77	11	phishing	phishe	VERB
fcis-29918	77	12	emails	email	NOUN
fcis-29918	77	13	.	.	PUNCT
fcis-29918	78	1	compared	compare	VERB
fcis-29918	78	2	with	with	ADP
fcis-29918	78	3	the	the	DET
fcis-29918	78	4	existing	exist	VERB
fcis-29918	78	5	research	research	NOUN
fcis-29918	78	6	schemes	scheme	NOUN
fcis-29918	78	7	that	that	PRON
fcis-29918	78	8	simply	simply	ADV
fcis-29918	78	9	and	and	CCONJ
fcis-29918	78	10	directly	directly	ADV
fcis-29918	78	11	conduct	conduct	VERB
fcis-29918	78	12	deep	deep	ADJ
fcis-29918	78	13	learning	learning	NOUN
fcis-29918	78	14	training	training	NOUN
fcis-29918	78	15	on	on	ADP
fcis-29918	78	16	a	a	DET
fcis-29918	78	17	large	large	ADJ
fcis-29918	78	18	number	number	NOUN
fcis-29918	78	19	of	of	ADP
fcis-29918	78	20	emails	email	NOUN
fcis-29918	78	21	,	,	PUNCT
fcis-29918	78	22	through	through	ADP
fcis-29918	78	23	research	research	NOUN
fcis-29918	78	24	and	and	CCONJ
fcis-29918	78	25	comparison	comparison	NOUN
fcis-29918	78	26	,	,	PUNCT
fcis-29918	78	27	we	we	PRON
fcis-29918	78	28	find	find	VERB
fcis-29918	78	29	that	that	SCONJ
fcis-29918	78	30	there	there	PRON
fcis-29918	78	31	are	be	VERB
fcis-29918	78	32	significant	significant	ADJ
fcis-29918	78	33	differences	difference	NOUN
fcis-29918	78	34	in	in	ADP
fcis-29918	78	35	the	the	DET
fcis-29918	78	36	writing	writing	NOUN
fcis-29918	78	37	characteristics	characteristic	NOUN
fcis-29918	78	38	,	,	PUNCT
fcis-29918	78	39	sentence	sentence	NOUN
fcis-29918	78	40	structures	structure	NOUN
fcis-29918	78	41	,	,	PUNCT
fcis-29918	78	42	and	and	CCONJ
fcis-29918	78	43	word	word	NOUN
fcis-29918	78	44	usages	usage	NOUN
fcis-29918	78	45	of	of	ADP
fcis-29918	78	46	emails	email	NOUN
fcis-29918	78	47	in	in	ADP
fcis-29918	78	48	different	different	ADJ
fcis-29918	78	49	application	application	NOUN
fcis-29918	78	50	scenarios	scenario	NOUN
fcis-29918	78	51	.	.	PUNCT
fcis-29918	79	1	for	for	ADP
fcis-29918	79	2	example	example	NOUN
fcis-29918	79	3	,	,	PUNCT
fcis-29918	79	4	the	the	DET
fcis-29918	79	5	contents	content	NOUN
fcis-29918	79	6	discussed	discuss	VERB
fcis-29918	79	7	in	in	ADP
fcis-29918	79	8	emails	email	NOUN
fcis-29918	79	9	in	in	ADP
fcis-29918	79	10	daily	daily	ADJ
fcis-29918	79	11	life	life	NOUN
fcis-29918	79	12	scenarios	scenario	NOUN
fcis-29918	79	13	and	and	CCONJ
fcis-29918	79	14	work	work	NOUN
fcis-29918	79	15	scenarios	scenario	NOUN
fcis-29918	79	16	are	be	AUX
fcis-29918	79	17	quite	quite	ADV
fcis-29918	79	18	different	different	ADJ
fcis-29918	79	19	.	.	PUNCT
fcis-29918	80	1	accordingly	accordingly	ADV
fcis-29918	80	2	,	,	PUNCT
fcis-29918	80	3	the	the	DET
fcis-29918	80	4	deception	deception	NOUN
fcis-29918	80	5	methods	method	NOUN
fcis-29918	80	6	of	of	ADP
fcis-29918	80	7	phishing	phishe	VERB
fcis-29918	80	8	emails	email	NOUN
fcis-29918	80	9	also	also	ADV
fcis-29918	80	10	vary	vary	VERB
fcis-29918	80	11	.	.	PUNCT
fcis-29918	81	1	thus	thus	ADV
fcis-29918	81	2	,	,	PUNCT
fcis-29918	81	3	simply	simply	ADV
fcis-29918	81	4	mixing	mix	VERB
fcis-29918	81	5	emails	email	NOUN
fcis-29918	81	6	from	from	ADP
fcis-29918	81	7	these	these	DET
fcis-29918	81	8	different	different	ADJ
fcis-29918	81	9	application	application	NOUN
fcis-29918	81	10	scenarios	scenario	NOUN
fcis-29918	81	11	for	for	ADP
fcis-29918	81	12	detection	detection	NOUN
fcis-29918	81	13	may	may	AUX
fcis-29918	81	14	affect	affect	VERB
fcis-29918	81	15	the	the	DET
fcis-29918	81	16	detection	detection	NOUN
fcis-29918	81	17	results	result	NOUN
fcis-29918	81	18	.	.	PUNCT
fcis-29918	82	1	as	as	SCONJ
fcis-29918	82	2	shown	show	VERB
fcis-29918	82	3	in	in	ADP
fcis-29918	82	4	figure	figure	NOUN
fcis-29918	82	5	1	1	NUM
fcis-29918	82	6	,	,	PUNCT
fcis-29918	82	7	the	the	DET
fcis-29918	82	8	main	main	ADJ
fcis-29918	82	9	idea	idea	NOUN
fcis-29918	82	10	of	of	ADP
fcis-29918	82	11	our	our	PRON
fcis-29918	82	12	research	research	NOUN
fcis-29918	82	13	is	be	AUX
fcis-29918	82	14	to	to	PART
fcis-29918	82	15	classify	classify	VERB
fcis-29918	82	16	a	a	DET
fcis-29918	82	17	large	large	ADJ
fcis-29918	82	18	number	number	NOUN
fcis-29918	82	19	of	of	ADP
fcis-29918	82	20	emails	email	NOUN
fcis-29918	82	21	according	accord	VERB
fcis-29918	82	22	to	to	ADP
fcis-29918	82	23	different	different	ADJ
fcis-29918	82	24	application	application	NOUN
fcis-29918	82	25	scenarios	scenario	NOUN
fcis-29918	82	26	,	,	PUNCT
fcis-29918	82	27	mainly	mainly	ADV
fcis-29918	82	28	into	into	ADP
fcis-29918	82	29	daily	daily	ADJ
fcis-29918	82	30	life	life	NOUN
fcis-29918	82	31	,	,	PUNCT
fcis-29918	82	32	work	work	NOUN
fcis-29918	82	33	,	,	PUNCT
fcis-29918	82	34	advertising	advertising	NOUN
fcis-29918	82	35	,	,	PUNCT
fcis-29918	82	36	and	and	CCONJ
fcis-29918	82	37	other	other	ADJ
fcis-29918	82	38	categories	category	NOUN
fcis-29918	82	39	,	,	PUNCT
fcis-29918	82	40	and	and	CCONJ
fcis-29918	82	41	then	then	ADV
fcis-29918	82	42	perform	perform	VERB
fcis-29918	82	43	corresponding	correspond	VERB
fcis-29918	82	44	data	datum	NOUN
fcis-29918	82	45	processing	processing	NOUN
fcis-29918	82	46	and	and	CCONJ
fcis-29918	82	47	model	model	NOUN
fcis-29918	82	48	training	training	NOUN
fcis-29918	82	49	.	.	PUNCT
fcis-29918	83	1	3.3	3.3	NUM
fcis-29918	83	2	.	.	PUNCT
fcis-29918	84	1	classification	classification	NOUN
fcis-29918	84	2	of	of	ADP
fcis-29918	84	3	different	different	ADJ
fcis-29918	84	4	scenarios	scenario	NOUN
fcis-29918	84	5	for	for	ADP
fcis-29918	84	6	emails	email	NOUN
fcis-29918	84	7	in	in	ADP
fcis-29918	84	8	this	this	DET
fcis-29918	84	9	study	study	NOUN
fcis-29918	84	10	,	,	PUNCT
fcis-29918	84	11	we	we	PRON
fcis-29918	84	12	classify	classify	VERB
fcis-29918	84	13	a	a	DET
fcis-29918	84	14	large	large	ADJ
fcis-29918	84	15	number	number	NOUN
fcis-29918	84	16	of	of	ADP
fcis-29918	84	17	mixed	mixed	ADJ
fcis-29918	84	18	emails	email	NOUN
fcis-29918	84	19	into	into	ADP
fcis-29918	84	20	daily	daily	ADJ
fcis-29918	84	21	life	life	NOUN
fcis-29918	84	22	,	,	PUNCT
fcis-29918	84	23	work	work	NOUN
fcis-29918	84	24	,	,	PUNCT
fcis-29918	84	25	advertising	advertising	NOUN
fcis-29918	84	26	,	,	PUNCT
fcis-29918	84	27	and	and	CCONJ
fcis-29918	84	28	other	other	ADJ
fcis-29918	84	29	categories	category	NOUN
fcis-29918	84	30	based	base	VERB
fcis-29918	84	31	on	on	ADP
fcis-29918	84	32	different	different	ADJ
fcis-29918	84	33	email	email	NOUN
fcis-29918	84	34	subject	subject	NOUN
fcis-29918	84	35	contents	content	NOUN
fcis-29918	84	36	and	and	CCONJ
fcis-29918	84	37	writing	writing	NOUN
fcis-29918	84	38	characteristics	characteristic	NOUN
fcis-29918	84	39	.	.	PUNCT
fcis-29918	85	1	there	there	PRON
fcis-29918	85	2	are	be	VERB
fcis-29918	85	3	significant	significant	ADJ
fcis-29918	85	4	differences	difference	NOUN
fcis-29918	85	5	in	in	ADP
fcis-29918	85	6	the	the	DET
fcis-29918	85	7	characteristics	characteristic	NOUN
fcis-29918	85	8	among	among	ADP
fcis-29918	85	9	emails	email	NOUN
fcis-29918	85	10	in	in	ADP
fcis-29918	85	11	different	different	ADJ
fcis-29918	85	12	scenarios	scenario	NOUN
fcis-29918	85	13	.	.	PUNCT
fcis-29918	86	1	emails	email	NOUN
fcis-29918	86	2	in	in	ADP
fcis-29918	86	3	daily	daily	ADJ
fcis-29918	86	4	life	life	NOUN
fcis-29918	86	5	scenarios	scenario	NOUN
fcis-29918	86	6	often	often	ADV
fcis-29918	86	7	contain	contain	VERB
fcis-29918	86	8	information	information	NOUN
fcis-29918	86	9	such	such	ADJ
fcis-29918	86	10	as	as	ADP
fcis-29918	86	11	congratulating	congratulate	VERB
fcis-29918	86	12	friends	friend	NOUN
fcis-29918	86	13	on	on	ADP
fcis-29918	86	14	graduation	graduation	NOUN
fcis-29918	86	15	,	,	PUNCT
fcis-29918	86	16	marriage	marriage	NOUN
fcis-29918	86	17	,	,	PUNCT
fcis-29918	86	18	or	or	CCONJ
fcis-29918	86	19	the	the	DET
fcis-29918	86	20	birth	birth	NOUN
fcis-29918	86	21	of	of	ADP
fcis-29918	86	22	a	a	DET
fcis-29918	86	23	child	child	NOUN
fcis-29918	86	24	;	;	PUNCT
fcis-29918	86	25	expressing	express	VERB
fcis-29918	86	26	gratitude	gratitude	NOUN
fcis-29918	86	27	for	for	ADP
fcis-29918	86	28	others	other	NOUN
fcis-29918	86	29	'	'	PART
fcis-29918	86	30	help	help	NOUN
fcis-29918	86	31	,	,	PUNCT
fcis-29918	86	32	gifts	gift	NOUN
fcis-29918	86	33	,	,	PUNCT
fcis-29918	86	34	or	or	CCONJ
fcis-29918	86	35	support	support	NOUN
fcis-29918	86	36	;	;	PUNCT
fcis-29918	86	37	inviting	invite	VERB
fcis-29918	86	38	friends	friend	NOUN
fcis-29918	86	39	or	or	CCONJ
fcis-29918	86	40	family	family	NOUN
fcis-29918	86	41	to	to	ADP
fcis-29918	86	42	parties	party	NOUN
fcis-29918	86	43	and	and	CCONJ
fcis-29918	86	44	celebrations	celebration	NOUN
fcis-29918	86	45	;	;	PUNCT
fcis-29918	86	46	and	and	CCONJ
fcis-29918	86	47	sending	send	VERB
fcis-29918	86	48	condolences	condolence	NOUN
fcis-29918	86	49	and	and	CCONJ
fcis-29918	86	50	words	word	NOUN
fcis-29918	86	51	of	of	ADP
fcis-29918	86	52	encouragement	encouragement	NOUN
fcis-29918	86	53	when	when	SCONJ
fcis-29918	86	54	the	the	DET
fcis-29918	86	55	recipient	recipient	NOUN
fcis-29918	86	56	encounters	encounter	VERB
fcis-29918	86	57	difficulties	difficulty	NOUN
fcis-29918	86	58	or	or	CCONJ
fcis-29918	86	59	misfortunes	misfortune	NOUN
fcis-29918	86	60	.	.	PUNCT
fcis-29918	87	1	emails	email	NOUN
fcis-29918	87	2	in	in	ADP
fcis-29918	87	3	work	work	NOUN
fcis-29918	87	4	scenarios	scenario	NOUN
fcis-29918	87	5	often	often	ADV
fcis-29918	87	6	have	have	VERB
fcis-29918	87	7	clear	clear	ADJ
fcis-29918	87	8	subjects	subject	NOUN
fcis-29918	87	9	,	,	PUNCT
fcis-29918	87	10	such	such	ADJ
fcis-29918	87	11	as	as	ADP
fcis-29918	87	12	"	"	PUNCT
fcis-29918	87	13	project	project	NOUN
fcis-29918	87	14	progress	progress	NOUN
fcis-29918	87	15	update	update	NOUN
fcis-29918	87	16	"	"	PUNCT
fcis-29918	87	17	,	,	PUNCT
fcis-29918	87	18	"	"	PUNCT
fcis-29918	87	19	meeting	meet	VERB
fcis-29918	87	20	arrangement	arrangement	NOUN
fcis-29918	87	21	notice	notice	NOUN
fcis-29918	87	22	"	"	PUNCT
fcis-29918	87	23	,	,	PUNCT
fcis-29918	87	24	etc	etc	X
fcis-29918	87	25	.	.	X
fcis-29918	87	26	;	;	PUNCT
fcis-29918	87	27	formal	formal	ADJ
fcis-29918	87	28	salutations	salutation	NOUN
fcis-29918	87	29	,	,	PUNCT
fcis-29918	87	30	like	like	ADP
fcis-29918	87	31	"	"	PUNCT
fcis-29918	87	32	dear	dear	ADJ
fcis-29918	87	33	general	general	ADJ
fcis-29918	87	34	manager	manager	NOUN
fcis-29918	87	35	zhang	zhang	PROPN
fcis-29918	87	36	"	"	PUNCT
fcis-29918	87	37	,	,	PUNCT
fcis-29918	87	38	"	"	PUNCT
fcis-29918	87	39	dear	dear	ADJ
fcis-29918	87	40	manager	manager	NOUN
fcis-29918	87	41	li	li	PROPN
fcis-29918	87	42	"	"	PUNCT
fcis-29918	87	43	,	,	PUNCT
fcis-29918	87	44	etc	etc	X
fcis-29918	87	45	.	.	X
fcis-29918	87	46	;	;	PUNCT
fcis-29918	87	47	detailed	detailed	ADJ
fcis-29918	87	48	and	and	CCONJ
fcis-29918	87	49	specific	specific	ADJ
fcis-29918	87	50	requests	request	NOUN
fcis-29918	87	51	,	,	PUNCT
fcis-29918	87	52	information	information	NOUN
fcis-29918	87	53	,	,	PUNCT
fcis-29918	87	54	suggestions	suggestion	NOUN
fcis-29918	87	55	,	,	PUNCT
fcis-29918	87	56	or	or	CCONJ
fcis-29918	87	57	feedback	feedback	NOUN
fcis-29918	87	58	,	,	PUNCT
fcis-29918	87	59	often	often	ADV
fcis-29918	87	60	accompanied	accompany	VERB
fcis-29918	87	61	by	by	ADP
fcis-29918	87	62	documents	document	NOUN
fcis-29918	87	63	;	;	PUNCT
fcis-29918	87	64	as	as	ADV
fcis-29918	87	65	well	well	ADV
fcis-29918	87	66	as	as	ADP
fcis-29918	87	67	names	name	NOUN
fcis-29918	87	68	,	,	PUNCT
fcis-29918	87	69	positions	position	NOUN
fcis-29918	87	70	,	,	PUNCT
fcis-29918	87	71	company	company	NOUN
fcis-29918	87	72	names	name	NOUN
fcis-29918	87	73	,	,	PUNCT
fcis-29918	87	74	and	and	CCONJ
fcis-29918	87	75	contact	contact	NOUN
fcis-29918	87	76	information	information	NOUN
fcis-29918	87	77	.	.	PUNCT
fcis-29918	88	1	emails	email	NOUN
fcis-29918	88	2	in	in	ADP
fcis-29918	88	3	advertising	advertising	NOUN
fcis-29918	88	4	scenarios	scenario	NOUN
fcis-29918	88	5	often	often	ADV
fcis-29918	88	6	have	have	VERB
fcis-29918	88	7	attractive	attractive	ADJ
fcis-29918	88	8	subjects	subject	NOUN
fcis-29918	88	9	,	,	PUNCT
fcis-29918	88	10	using	use	VERB
fcis-29918	88	11	words	word	NOUN
fcis-29918	88	12	like	like	ADP
fcis-29918	88	13	"	"	PUNCT
fcis-29918	88	14	limitedtime	limitedtime	NOUN
fcis-29918	88	15	offer	offer	NOUN
fcis-29918	88	16	"	"	PUNCT
fcis-29918	88	17	,	,	PUNCT
fcis-29918	88	18	"	"	PUNCT
fcis-29918	88	19	exclusive	exclusive	ADJ
fcis-29918	88	20	discount	discount	NOUN
fcis-29918	88	21	"	"	PUNCT
fcis-29918	88	22	,	,	PUNCT
fcis-29918	88	23	and	and	CCONJ
fcis-29918	88	24	verbs	verb	NOUN
fcis-29918	88	25	such	such	ADJ
fcis-29918	88	26	as	as	ADP
fcis-29918	88	27	"	"	PUNCT
fcis-29918	88	28	get	get	VERB
fcis-29918	88	29	"	"	PUNCT
fcis-29918	88	30	,	,	PUNCT
fcis-29918	88	31	"	"	PUNCT
fcis-29918	88	32	snap	snap	VERB
fcis-29918	88	33	up	up	ADP
fcis-29918	88	34	"	"	PUNCT
fcis-29918	88	35	;	;	PUNCT
fcis-29918	88	36	personalized	personalize	VERB
fcis-29918	88	37	salutations	salutation	NOUN
fcis-29918	88	38	to	to	PART
fcis-29918	88	39	make	make	VERB
fcis-29918	88	40	the	the	DET
fcis-29918	88	41	emails	email	NOUN
fcis-29918	88	42	seem	seem	VERB
fcis-29918	88	43	closer	close	ADV
fcis-29918	88	44	to	to	ADP
fcis-29918	88	45	the	the	DET
fcis-29918	88	46	audience	audience	NOUN
fcis-29918	88	47	;	;	PUNCT
fcis-29918	88	48	clear	clear	ADJ
fcis-29918	88	49	content	content	NOUN
fcis-29918	88	50	themes	theme	NOUN
fcis-29918	88	51	,	,	PUNCT
fcis-29918	88	52	such	such	ADJ
fcis-29918	88	53	as	as	ADP
fcis-29918	88	54	exclusive	exclusive	ADJ
fcis-29918	88	55	news	news	NOUN
fcis-29918	88	56	,	,	PUNCT
fcis-29918	88	57	special	special	ADJ
fcis-29918	88	58	offers	offer	NOUN
fcis-29918	88	59	,	,	PUNCT
fcis-29918	88	60	or	or	CCONJ
fcis-29918	88	61	professional	professional	ADJ
fcis-29918	88	62	advice	advice	NOUN
fcis-29918	88	63	;	;	PUNCT
fcis-29918	88	64	and	and	CCONJ
fcis-29918	88	65	explicit	explicit	ADJ
fcis-29918	88	66	calls	call	NOUN
fcis-29918	88	67	to	to	ADP
fcis-29918	88	68	action	action	NOUN
fcis-29918	88	69	,	,	PUNCT
fcis-29918	88	70	such	such	ADJ
fcis-29918	88	71	as	as	ADP
fcis-29918	88	72	"	"	PUNCT
fcis-29918	88	73	click	click	VERB
fcis-29918	88	74	"	"	PUNCT
fcis-29918	88	75	,	,	PUNCT
fcis-29918	88	76	"	"	PUNCT
fcis-29918	88	77	buy	buy	VERB
fcis-29918	88	78	"	"	PUNCT
fcis-29918	88	79	,	,	PUNCT
fcis-29918	88	80	"	"	PUNCT
fcis-29918	88	81	register	register	VERB
fcis-29918	88	82	"	"	PUNCT
fcis-29918	88	83	,	,	PUNCT
fcis-29918	88	84	etc	etc	X
fcis-29918	88	85	.	.	X
fcis-29918	88	86	,	,	PUNCT
fcis-29918	88	87	to	to	PART
fcis-29918	88	88	guide	guide	VERB
fcis-29918	88	89	the	the	DET
fcis-29918	88	90	recipients	recipient	NOUN
fcis-29918	88	91	to	to	PART
fcis-29918	88	92	take	take	VERB
fcis-29918	88	93	the	the	DET
fcis-29918	88	94	next	next	ADJ
fcis-29918	88	95	step	step	NOUN
fcis-29918	88	96	,	,	PUNCT
fcis-29918	88	97	often	often	ADV
fcis-29918	88	98	accompanied	accompany	VERB
fcis-29918	88	99	by	by	ADP
fcis-29918	88	100	electronic	electronic	ADJ
fcis-29918	88	101	links	link	NOUN
fcis-29918	88	102	.	.	PUNCT
fcis-29918	89	1	112	112	NUM
fcis-29918	89	2	emails	email	NOUN
fcis-29918	89	3	that	that	PRON
fcis-29918	89	4	do	do	AUX
fcis-29918	89	5	not	not	PART
fcis-29918	89	6	fall	fall	VERB
fcis-29918	89	7	into	into	ADP
fcis-29918	89	8	the	the	DET
fcis-29918	89	9	daily	daily	ADJ
fcis-29918	89	10	-	-	PUNCT
fcis-29918	89	11	life	life	NOUN
fcis-29918	89	12	,	,	PUNCT
fcis-29918	89	13	work	work	NOUN
fcis-29918	89	14	,	,	PUNCT
fcis-29918	89	15	and	and	CCONJ
fcis-29918	89	16	advertising	advertising	NOUN
fcis-29918	89	17	categories	category	NOUN
fcis-29918	89	18	are	be	AUX
fcis-29918	89	19	classified	classify	VERB
fcis-29918	89	20	as	as	ADP
fcis-29918	89	21	other	other	ADJ
fcis-29918	89	22	type	type	NOUN
fcis-29918	89	23	emails	email	NOUN
fcis-29918	89	24	.	.	PUNCT
fcis-29918	90	1	3.4	3.4	NUM
fcis-29918	90	2	.	.	PUNCT
fcis-29918	90	3	model	model	NOUN
fcis-29918	90	4	training	training	NOUN
fcis-29918	90	5	recurrent	recurrent	ADJ
fcis-29918	90	6	neural	neural	ADJ
fcis-29918	90	7	networks	network	NOUN
fcis-29918	90	8	(	(	PUNCT
fcis-29918	90	9	rnns	rnns	PROPN
fcis-29918	90	10	)	)	PUNCT
fcis-29918	90	11	,	,	PUNCT
fcis-29918	90	12	due	due	ADP
fcis-29918	90	13	to	to	ADP
fcis-29918	90	14	their	their	PRON
fcis-29918	90	15	special	special	ADJ
fcis-29918	90	16	network	network	NOUN
fcis-29918	90	17	models	model	NOUN
fcis-29918	90	18	,	,	PUNCT
fcis-29918	90	19	take	take	VERB
fcis-29918	90	20	into	into	ADP
fcis-29918	90	21	account	account	NOUN
fcis-29918	90	22	the	the	DET
fcis-29918	90	23	previous	previous	ADJ
fcis-29918	90	24	time	time	NOUN
fcis-29918	90	25	series	series	PROPN
fcis-29918	90	26	information	information	NOUN
fcis-29918	90	27	when	when	SCONJ
fcis-29918	90	28	learning	learn	VERB
fcis-29918	90	29	the	the	DET
fcis-29918	90	30	current	current	ADJ
fcis-29918	90	31	time	time	NOUN
fcis-29918	90	32	series	series	PROPN
fcis-29918	90	33	information	information	PROPN
fcis-29918	90	34	.	.	PUNCT
fcis-29918	91	1	therefore	therefore	ADV
fcis-29918	91	2	,	,	PUNCT
fcis-29918	91	3	rnns	rnn	NOUN
fcis-29918	91	4	have	have	VERB
fcis-29918	91	5	unique	unique	ADJ
fcis-29918	91	6	advantages	advantage	NOUN
fcis-29918	91	7	in	in	ADP
fcis-29918	91	8	handling	handle	VERB
fcis-29918	91	9	time	time	NOUN
fcis-29918	91	10	series	series	NOUN
fcis-29918	91	11	and	and	CCONJ
fcis-29918	91	12	text	text	NOUN
fcis-29918	91	13	sequence	sequence	NOUN
fcis-29918	91	14	problems	problem	NOUN
fcis-29918	91	15	.	.	PUNCT
fcis-29918	92	1	however	however	ADV
fcis-29918	92	2	,	,	PUNCT
fcis-29918	92	3	for	for	ADP
fcis-29918	92	4	rnns	rnn	NOUN
fcis-29918	92	5	,	,	PUNCT
fcis-29918	92	6	it	it	PRON
fcis-29918	92	7	is	be	AUX
fcis-29918	92	8	difficult	difficult	ADJ
fcis-29918	92	9	to	to	PART
fcis-29918	92	10	learn	learn	VERB
fcis-29918	92	11	long	long	ADJ
fcis-29918	92	12	distance	distance	NOUN
fcis-29918	92	13	information	information	NOUN
fcis-29918	92	14	.	.	PUNCT
fcis-29918	93	1	the	the	DET
fcis-29918	93	2	long	long	ADJ
fcis-29918	93	3	short	short	ADJ
fcis-29918	93	4	term	term	NOUN
fcis-29918	93	5	memory	memory	NOUN
fcis-29918	93	6	(	(	PUNCT
fcis-29918	93	7	lstm	lstm	NOUN
fcis-29918	93	8	)	)	PUNCT
fcis-29918	93	9	model	model	NOUN
fcis-29918	93	10	,	,	PUNCT
fcis-29918	93	11	a	a	DET
fcis-29918	93	12	special	special	ADJ
fcis-29918	93	13	form	form	NOUN
fcis-29918	93	14	of	of	ADP
fcis-29918	93	15	the	the	DET
fcis-29918	93	16	rnn	rnn	NOUN
fcis-29918	93	17	model	model	NOUN
fcis-29918	93	18	,	,	PUNCT
fcis-29918	93	19	overcomes	overcome	VERB
fcis-29918	93	20	the	the	DET
fcis-29918	93	21	problem	problem	NOUN
fcis-29918	93	22	that	that	SCONJ
fcis-29918	93	23	classical	classical	ADJ
fcis-29918	93	24	rnn	rnn	NOUN
fcis-29918	93	25	models	model	NOUN
fcis-29918	93	26	have	have	AUX
fcis-29918	93	27	difficulty	difficulty	NOUN
fcis-29918	93	28	in	in	ADP
fcis-29918	93	29	learning	learn	VERB
fcis-29918	93	30	long	long	ADJ
fcis-29918	93	31	distance	distance	NOUN
fcis-29918	93	32	information	information	NOUN
fcis-29918	93	33	.	.	PUNCT
fcis-29918	94	1	figure	figure	NOUN
fcis-29918	94	2	2	2	NUM
fcis-29918	94	3	.	.	PUNCT
fcis-29918	95	1	lstm	lstm	ADJ
fcis-29918	95	2	neurons	neuron	NOUN
fcis-29918	95	3	in	in	ADP
fcis-29918	95	4	the	the	DET
fcis-29918	95	5	lstm	lstm	PROPN
fcis-29918	95	6	model	model	NOUN
fcis-29918	95	7	,	,	PUNCT
fcis-29918	95	8	the	the	DET
fcis-29918	95	9	state	state	NOUN
fcis-29918	95	10	of	of	ADP
fcis-29918	95	11	a	a	DET
fcis-29918	95	12	neuron	neuron	NOUN
fcis-29918	95	13	is	be	AUX
fcis-29918	95	14	similar	similar	ADJ
fcis-29918	95	15	to	to	ADP
fcis-29918	95	16	a	a	DET
fcis-29918	95	17	data	data	NOUN
fcis-29918	95	18	line	line	NOUN
fcis-29918	95	19	.	.	PUNCT
fcis-29918	96	1	data	datum	NOUN
fcis-29918	96	2	can	can	AUX
fcis-29918	96	3	be	be	AUX
fcis-29918	96	4	transmitted	transmit	VERB
fcis-29918	96	5	along	along	ADP
fcis-29918	96	6	the	the	DET
fcis-29918	96	7	entire	entire	ADJ
fcis-29918	96	8	line	line	NOUN
fcis-29918	96	9	with	with	ADP
fcis-29918	96	10	only	only	ADV
fcis-29918	96	11	a	a	DET
fcis-29918	96	12	small	small	ADJ
fcis-29918	96	13	number	number	NOUN
fcis-29918	96	14	of	of	ADP
fcis-29918	96	15	linear	linear	ADJ
fcis-29918	96	16	interactions	interaction	NOUN
fcis-29918	96	17	.	.	PUNCT
fcis-29918	97	1	it	it	PRON
fcis-29918	97	2	can	can	AUX
fcis-29918	97	3	easily	easily	ADV
fcis-29918	97	4	maintain	maintain	VERB
fcis-29918	97	5	the	the	DET
fcis-29918	97	6	flow	flow	NOUN
fcis-29918	97	7	of	of	ADP
fcis-29918	97	8	information	information	NOUN
fcis-29918	97	9	.	.	PUNCT
fcis-29918	98	1	an	an	DET
fcis-29918	98	2	lstm	lstm	PROPN
fcis-29918	98	3	neuron	neuron	NOUN
fcis-29918	98	4	is	be	AUX
fcis-29918	98	5	mainly	mainly	ADV
fcis-29918	98	6	composed	compose	VERB
fcis-29918	98	7	of	of	ADP
fcis-29918	98	8	three	three	NUM
fcis-29918	98	9	gate	gate	NOUN
fcis-29918	98	10	structures	structure	NOUN
fcis-29918	98	11	,	,	PUNCT
fcis-29918	98	12	which	which	PRON
fcis-29918	98	13	can	can	AUX
fcis-29918	98	14	select	select	VERB
fcis-29918	98	15	the	the	DET
fcis-29918	98	16	information	information	NOUN
fcis-29918	98	17	to	to	PART
fcis-29918	98	18	be	be	AUX
fcis-29918	98	19	transmitted	transmit	VERB
fcis-29918	98	20	.	.	PUNCT
fcis-29918	99	1	the	the	DET
fcis-29918	99	2	gate	gate	PROPN
fcis-29918	99	3	structures	structure	NOUN
fcis-29918	99	4	are	be	AUX
fcis-29918	99	5	mainly	mainly	ADV
fcis-29918	99	6	implemented	implement	VERB
fcis-29918	99	7	by	by	ADP
fcis-29918	99	8	the	the	DET
fcis-29918	99	9	sigmoid	sigmoid	NOUN
fcis-29918	99	10	neural	neural	ADJ
fcis-29918	99	11	layer	layer	NOUN
fcis-29918	99	12	and	and	CCONJ
fcis-29918	99	13	point	point	VERB
fcis-29918	99	14	wise	wise	ADJ
fcis-29918	99	15	multiplication	multiplication	NOUN
fcis-29918	99	16	operations	operation	NOUN
fcis-29918	99	17	.	.	PUNCT
fcis-29918	100	1	forget	forget	VERB
fcis-29918	100	2	gate	gate	PROPN
fcis-29918	100	3	:	:	PUNCT
fcis-29918	100	4	the	the	DET
fcis-29918	100	5	left	left	ADJ
fcis-29918	100	6	hand	hand	NOUN
fcis-29918	100	7	side	side	NOUN
fcis-29918	100	8	of	of	ADP
fcis-29918	100	9	the	the	DET
fcis-29918	100	10	figure	figure	NOUN
fcis-29918	100	11	shows	show	VERB
fcis-29918	100	12	the	the	DET
fcis-29918	100	13	forget	forget	NOUN
fcis-29918	100	14	gate	gate	NOUN
fcis-29918	100	15	of	of	ADP
fcis-29918	100	16	an	an	DET
fcis-29918	100	17	lstm	lstm	PROPN
fcis-29918	100	18	neuron	neuron	NOUN
fcis-29918	100	19	.	.	PUNCT
fcis-29918	101	1	the	the	DET
fcis-29918	101	2	inputs	input	NOUN
fcis-29918	101	3	of	of	ADP
fcis-29918	101	4	the	the	DET
fcis-29918	101	5	forget	forget	NOUN
fcis-29918	101	6	gate	gate	PROPN
fcis-29918	101	7	are	be	AUX
fcis-29918	101	8	and	and	CCONJ
fcis-29918	101	9	.	.	PUNCT
fcis-29918	102	1	by	by	ADP
fcis-29918	102	2	processing	process	VERB
fcis-29918	102	3	the	the	DET
fcis-29918	102	4	inputs	input	NOUN
fcis-29918	102	5	,	,	PUNCT
fcis-29918	102	6	the	the	DET
fcis-29918	102	7	forget	forget	NOUN
fcis-29918	102	8	gate	gate	NOUN
fcis-29918	102	9	can	can	AUX
fcis-29918	102	10	output	output	VERB
fcis-29918	102	11	a	a	DET
fcis-29918	102	12	number	number	NOUN
fcis-29918	102	13	between	between	ADP
fcis-29918	102	14	0	0	NUM
fcis-29918	102	15	and	and	CCONJ
fcis-29918	102	16	1	1	NUM
fcis-29918	102	17	,	,	PUNCT
fcis-29918	102	18	representing	represent	VERB
fcis-29918	102	19	the	the	DET
fcis-29918	102	20	degree	degree	NOUN
fcis-29918	102	21	of	of	ADP
fcis-29918	102	22	forgetting	forget	VERB
fcis-29918	102	23	.	.	PUNCT
fcis-29918	103	1	if	if	SCONJ
fcis-29918	103	2	the	the	DET
fcis-29918	103	3	output	output	NOUN
fcis-29918	103	4	is	be	AUX
fcis-29918	103	5	1	1	NUM
fcis-29918	103	6	,	,	PUNCT
fcis-29918	103	7	it	it	PRON
fcis-29918	103	8	means	mean	VERB
fcis-29918	103	9	that	that	SCONJ
fcis-29918	103	10	all	all	DET
fcis-29918	103	11	the	the	DET
fcis-29918	103	12	information	information	NOUN
fcis-29918	103	13	has	have	AUX
fcis-29918	103	14	been	be	AUX
fcis-29918	103	15	memorized	memorize	VERB
fcis-29918	103	16	;	;	PUNCT
fcis-29918	103	17	if	if	SCONJ
fcis-29918	103	18	it	it	PRON
fcis-29918	103	19	is	be	AUX
fcis-29918	103	20	0	0	NUM
fcis-29918	103	21	,	,	PUNCT
fcis-29918	103	22	it	it	PRON
fcis-29918	103	23	means	mean	VERB
fcis-29918	103	24	that	that	SCONJ
fcis-29918	103	25	all	all	DET
fcis-29918	103	26	the	the	DET
fcis-29918	103	27	information	information	NOUN
fcis-29918	103	28	has	have	AUX
fcis-29918	103	29	been	be	AUX
fcis-29918	103	30	forgotten	forget	VERB
fcis-29918	103	31	.	.	PUNCT
fcis-29918	104	1	∙	∙	NOUN
fcis-29918	104	2	,	,	PUNCT
fcis-29918	104	3	1	1	NUM
fcis-29918	104	4	in	in	ADP
fcis-29918	104	5	the	the	DET
fcis-29918	104	6	formula	formula	NOUN
fcis-29918	104	7	(	(	PUNCT
fcis-29918	104	8	1	1	NUM
fcis-29918	104	9	)	)	PUNCT
fcis-29918	104	10	,	,	PUNCT
fcis-29918	104	11	is	be	AUX
fcis-29918	104	12	the	the	DET
fcis-29918	104	13	weight	weight	NOUN
fcis-29918	104	14	of	of	ADP
fcis-29918	104	15	the	the	DET
fcis-29918	104	16	forget	forget	NOUN
fcis-29918	104	17	gate	gate	NOUN
fcis-29918	104	18	,	,	PUNCT
fcis-29918	104	19	,	,	PUNCT
fcis-29918	104	20	combines	combine	VERB
fcis-29918	104	21	the	the	DET
fcis-29918	104	22	two	two	NUM
fcis-29918	104	23	vectors	vector	NOUN
fcis-29918	104	24	together	together	ADV
fcis-29918	104	25	,	,	PUNCT
fcis-29918	104	26	is	be	AUX
fcis-29918	104	27	the	the	DET
fcis-29918	104	28	bias	bias	NOUN
fcis-29918	104	29	of	of	ADP
fcis-29918	104	30	the	the	DET
fcis-29918	104	31	forget	forget	NOUN
fcis-29918	104	32	gate	gate	NOUN
fcis-29918	104	33	,	,	PUNCT
fcis-29918	104	34	and	and	CCONJ
fcis-29918	104	35	represents	represent	VERB
fcis-29918	104	36	the	the	DET
fcis-29918	104	37	sigmoid	sigmoid	NOUN
fcis-29918	104	38	function	function	NOUN
fcis-29918	104	39	.	.	PUNCT
fcis-29918	105	1	input	input	NOUN
fcis-29918	105	2	gate	gate	NOUN
fcis-29918	105	3	:	:	PUNCT
fcis-29918	105	4	in	in	ADP
fcis-29918	105	5	the	the	DET
fcis-29918	105	6	figure	figure	NOUN
fcis-29918	105	7	,	,	PUNCT
fcis-29918	105	8	the	the	DET
fcis-29918	105	9	middle	middle	ADJ
fcis-29918	105	10	part	part	NOUN
fcis-29918	105	11	represents	represent	VERB
fcis-29918	105	12	the	the	DET
fcis-29918	105	13	input	input	NOUN
fcis-29918	105	14	gate	gate	NOUN
fcis-29918	105	15	.	.	PUNCT
fcis-29918	106	1	the	the	DET
fcis-29918	106	2	input	input	NOUN
fcis-29918	106	3	gate	gate	NOUN
fcis-29918	106	4	layer	layer	NOUN
fcis-29918	106	5	determines	determine	NOUN
fcis-29918	106	6	which	which	DET
fcis-29918	106	7	values	value	NOUN
fcis-29918	106	8	need	need	VERB
fcis-29918	106	9	to	to	PART
fcis-29918	106	10	be	be	AUX
fcis-29918	106	11	updated	update	VERB
fcis-29918	106	12	.	.	PUNCT
fcis-29918	107	1	the	the	DET
fcis-29918	107	2	tanh	tanh	PROPN
fcis-29918	107	3	layer	layer	NOUN
fcis-29918	107	4	generates	generate	VERB
fcis-29918	107	5	a	a	DET
fcis-29918	107	6	new	new	ADJ
fcis-29918	107	7	vector	vector	NOUN
fcis-29918	107	8	,	,	PUNCT
fcis-29918	107	9	and	and	CCONJ
fcis-29918	107	10	the	the	DET
fcis-29918	107	11	input	input	NOUN
fcis-29918	107	12	gate	gate	NOUN
fcis-29918	107	13	layer	layer	NOUN
fcis-29918	107	14	and	and	CCONJ
fcis-29918	107	15	the	the	DET
fcis-29918	107	16	tanh	tanh	PROPN
fcis-29918	107	17	layer	layer	NOUN
fcis-29918	107	18	work	work	VERB
fcis-29918	107	19	together	together	ADV
fcis-29918	107	20	to	to	PART
fcis-29918	107	21	update	update	VERB
fcis-29918	107	22	the	the	DET
fcis-29918	107	23	state	state	NOUN
fcis-29918	107	24	.	.	PUNCT
fcis-29918	108	1	∙	∙	NOUN
fcis-29918	108	2	,	,	PUNCT
fcis-29918	108	3	2	2	NUM
fcis-29918	108	4	in	in	ADP
fcis-29918	108	5	the	the	DET
fcis-29918	108	6	formula	formula	NOUN
fcis-29918	108	7	(	(	PUNCT
fcis-29918	108	8	2	2	NUM
fcis-29918	108	9	)	)	PUNCT
fcis-29918	108	10	,	,	PUNCT
fcis-29918	108	11	is	be	AUX
fcis-29918	108	12	the	the	DET
fcis-29918	108	13	weight	weight	NOUN
fcis-29918	108	14	of	of	ADP
fcis-29918	108	15	the	the	DET
fcis-29918	108	16	input	input	NOUN
fcis-29918	108	17	gate	gate	NOUN
fcis-29918	108	18	,	,	PUNCT
fcis-29918	108	19	and	and	CCONJ
fcis-29918	108	20	is	be	AUX
fcis-29918	108	21	the	the	DET
fcis-29918	108	22	bias	bias	NOUN
fcis-29918	108	23	of	of	ADP
fcis-29918	108	24	the	the	DET
fcis-29918	108	25	input	input	NOUN
fcis-29918	108	26	gate	gate	NOUN
fcis-29918	108	27	.	.	PUNCT
fcis-29918	109	1	output	output	NOUN
fcis-29918	109	2	gate	gate	PROPN
fcis-29918	109	3	:	:	PUNCT
fcis-29918	109	4	in	in	ADP
fcis-29918	109	5	the	the	DET
fcis-29918	109	6	figure	figure	NOUN
fcis-29918	109	7	,	,	PUNCT
fcis-29918	109	8	the	the	DET
fcis-29918	109	9	right	right	ADJ
fcis-29918	109	10	hand	hand	NOUN
fcis-29918	109	11	part	part	NOUN
fcis-29918	109	12	is	be	AUX
fcis-29918	109	13	the	the	DET
fcis-29918	109	14	output	output	NOUN
fcis-29918	109	15	gate	gate	NOUN
fcis-29918	109	16	,	,	PUNCT
fcis-29918	109	17	which	which	PRON
fcis-29918	109	18	determines	determine	VERB
fcis-29918	109	19	the	the	DET
fcis-29918	109	20	output	output	NOUN
fcis-29918	109	21	.	.	PUNCT
fcis-29918	110	1	first	first	ADV
fcis-29918	110	2	,	,	PUNCT
fcis-29918	110	3	a	a	DET
fcis-29918	110	4	sigmoid	sigmoid	NOUN
fcis-29918	110	5	layer	layer	NOUN
fcis-29918	110	6	is	be	AUX
fcis-29918	110	7	run	run	VERB
fcis-29918	110	8	to	to	PART
fcis-29918	110	9	determine	determine	VERB
fcis-29918	110	10	which	which	DET
fcis-29918	110	11	part	part	NOUN
fcis-29918	110	12	of	of	ADP
fcis-29918	110	13	the	the	DET
fcis-29918	110	14	state	state	NOUN
fcis-29918	110	15	we	we	PRON
fcis-29918	110	16	need	need	VERB
fcis-29918	110	17	to	to	PART
fcis-29918	110	18	output	output	VERB
fcis-29918	110	19	.	.	PUNCT
fcis-29918	111	1	then	then	ADV
fcis-29918	111	2	,	,	PUNCT
fcis-29918	111	3	the	the	DET
fcis-29918	111	4	state	state	NOUN
fcis-29918	111	5	is	be	AUX
fcis-29918	111	6	input	input	VERB
fcis-29918	111	7	into	into	ADP
fcis-29918	111	8	the	the	DET
fcis-29918	111	9	tanh	tanh	NOUN
fcis-29918	111	10	function	function	NOUN
fcis-29918	111	11	to	to	PART
fcis-29918	111	12	limit	limit	VERB
fcis-29918	111	13	the	the	DET
fcis-29918	111	14	value	value	NOUN
fcis-29918	111	15	of	of	ADP
fcis-29918	111	16	the	the	DET
fcis-29918	111	17	output	output	NOUN
fcis-29918	111	18	function	function	NOUN
fcis-29918	111	19	between	between	ADP
fcis-29918	111	20	1	1	NUM
fcis-29918	111	21	and	and	CCONJ
fcis-29918	111	22	1	1	NUM
fcis-29918	111	23	.	.	PUNCT
fcis-29918	112	1	finally	finally	ADV
fcis-29918	112	2	,	,	PUNCT
fcis-29918	112	3	we	we	PRON
fcis-29918	112	4	can	can	AUX
fcis-29918	112	5	obtain	obtain	VERB
fcis-29918	112	6	the	the	DET
fcis-29918	112	7	output	output	NOUN
fcis-29918	112	8	by	by	ADP
fcis-29918	112	9	multiplying	multiply	VERB
fcis-29918	112	10	the	the	DET
fcis-29918	112	11	output	output	NOUN
fcis-29918	112	12	obtained	obtain	VERB
fcis-29918	112	13	in	in	ADP
fcis-29918	112	14	the	the	DET
fcis-29918	112	15	previous	previous	ADJ
fcis-29918	112	16	step	step	NOUN
fcis-29918	112	17	by	by	ADP
fcis-29918	112	18	the	the	DET
fcis-29918	112	19	sigmoid	sigmoid	NOUN
fcis-29918	112	20	gate	gate	NOUN
fcis-29918	112	21	.	.	PUNCT
fcis-29918	113	1	∙	∙	NOUN
fcis-29918	113	2	,	,	PUNCT
fcis-29918	113	3	(	(	PUNCT
fcis-29918	113	4	3	3	X
fcis-29918	113	5	)	)	PUNCT
fcis-29918	113	6	in	in	ADP
fcis-29918	113	7	the	the	DET
fcis-29918	113	8	formula	formula	NOUN
fcis-29918	113	9	(	(	PUNCT
fcis-29918	113	10	3	3	NUM
fcis-29918	113	11	)	)	PUNCT
fcis-29918	113	12	,	,	PUNCT
fcis-29918	113	13	represents	represent	VERB
fcis-29918	113	14	the	the	DET
fcis-29918	113	15	output	output	NOUN
fcis-29918	113	16	value	value	NOUN
fcis-29918	113	17	of	of	ADP
fcis-29918	113	18	the	the	DET
fcis-29918	113	19	last	last	ADJ
fcis-29918	113	20	neuron	neuron	NOUN
fcis-29918	113	21	.	.	PUNCT
fcis-29918	114	1	the	the	DET
fcis-29918	114	2	lstm	lstm	PROPN
fcis-29918	114	3	model	model	NOUN
fcis-29918	114	4	fully	fully	ADV
fcis-29918	114	5	preserves	preserve	VERB
fcis-29918	114	6	and	and	CCONJ
fcis-29918	114	7	controls	control	VERB
fcis-29918	114	8	information	information	NOUN
fcis-29918	114	9	through	through	ADP
fcis-29918	114	10	these	these	DET
fcis-29918	114	11	three	three	NUM
fcis-29918	114	12	gate	gate	NOUN
fcis-29918	114	13	structures	structure	NOUN
fcis-29918	114	14	.	.	PUNCT
fcis-29918	115	1	in	in	ADP
fcis-29918	115	2	the	the	DET
fcis-29918	115	3	research	research	NOUN
fcis-29918	115	4	,	,	PUNCT
fcis-29918	115	5	for	for	ADP
fcis-29918	115	6	faster	fast	ADJ
fcis-29918	115	7	computational	computational	ADJ
fcis-29918	115	8	speed	speed	NOUN
fcis-29918	115	9	,	,	PUNCT
fcis-29918	115	10	the	the	DET
fcis-29918	115	11	softsign	softsign	ADJ
fcis-29918	115	12	function	function	NOUN
fcis-29918	115	13	is	be	AUX
fcis-29918	115	14	used	use	VERB
fcis-29918	115	15	as	as	ADP
fcis-29918	115	16	the	the	DET
fcis-29918	115	17	activation	activation	NOUN
fcis-29918	115	18	function	function	NOUN
fcis-29918	115	19	,	,	PUNCT
fcis-29918	115	20	and	and	CCONJ
fcis-29918	115	21	adam	adam	PROPN
fcis-29918	115	22	is	be	AUX
fcis-29918	115	23	utilized	utilize	VERB
fcis-29918	115	24	as	as	ADP
fcis-29918	115	25	the	the	DET
fcis-29918	115	26	optimizer	optimizer	NOUN
fcis-29918	115	27	to	to	PART
fcis-29918	115	28	adjust	adjust	VERB
fcis-29918	115	29	the	the	DET
fcis-29918	115	30	learning	learning	NOUN
fcis-29918	115	31	rate	rate	NOUN
fcis-29918	115	32	,	,	PUNCT
fcis-29918	115	33	enabling	enable	VERB
fcis-29918	115	34	the	the	DET
fcis-29918	115	35	model	model	NOUN
fcis-29918	115	36	to	to	PART
fcis-29918	115	37	converge	converge	VERB
fcis-29918	115	38	rapidly	rapidly	ADV
fcis-29918	115	39	.	.	PUNCT
fcis-29918	116	1	orthogonal	orthogonal	ADJ
fcis-29918	116	2	initialization	initialization	NOUN
fcis-29918	116	3	is	be	AUX
fcis-29918	116	4	also	also	ADV
fcis-29918	116	5	employed	employ	VERB
fcis-29918	116	6	to	to	PART
fcis-29918	116	7	address	address	VERB
fcis-29918	116	8	the	the	DET
fcis-29918	116	9	problems	problem	NOUN
fcis-29918	116	10	of	of	ADP
fcis-29918	116	11	gradient	gradient	ADJ
fcis-29918	116	12	vanishing	vanishing	NOUN
fcis-29918	116	13	and	and	CCONJ
fcis-29918	116	14	gradient	gradient	NOUN
fcis-29918	116	15	explosion	explosion	NOUN
fcis-29918	116	16	caused	cause	VERB
fcis-29918	116	17	by	by	ADP
fcis-29918	116	18	overly	overly	ADV
fcis-29918	116	19	long	long	ADJ
fcis-29918	116	20	message	message	NOUN
fcis-29918	116	21	bodies	body	NOUN
fcis-29918	116	22	in	in	ADP
fcis-29918	116	23	deep	deep	ADJ
fcis-29918	116	24	networks	network	NOUN
fcis-29918	116	25	.	.	PUNCT
fcis-29918	117	1	4	4	X
fcis-29918	117	2	.	.	X
fcis-29918	117	3	research	research	NOUN
fcis-29918	117	4	evaluation	evaluation	NOUN
fcis-29918	117	5	4.1	4.1	NUM
fcis-29918	117	6	.	.	PUNCT
fcis-29918	118	1	evaluation	evaluation	NOUN
fcis-29918	118	2	criteria	criterion	NOUN
fcis-29918	118	3	in	in	ADP
fcis-29918	118	4	this	this	DET
fcis-29918	118	5	study	study	NOUN
fcis-29918	118	6	,	,	PUNCT
fcis-29918	118	7	the	the	DET
fcis-29918	118	8	experimental	experimental	ADJ
fcis-29918	118	9	results	result	NOUN
fcis-29918	118	10	will	will	AUX
fcis-29918	118	11	be	be	AUX
fcis-29918	118	12	evaluated	evaluate	VERB
fcis-29918	118	13	through	through	ADP
fcis-29918	118	14	four	four	NUM
fcis-29918	118	15	different	different	ADJ
fcis-29918	118	16	parameters	parameter	NOUN
fcis-29918	118	17	:	:	PUNCT
fcis-29918	118	18	acc	acc	PROPN
fcis-29918	118	19	,	,	PUNCT
fcis-29918	118	20	p	p	X
fcis-29918	118	21	,	,	PUNCT
fcis-29918	118	22	r	r	NOUN
fcis-29918	118	23	,	,	PUNCT
fcis-29918	118	24	and	and	CCONJ
fcis-29918	118	25	f1	f1	NOUN
fcis-29918	118	26	-	-	PUNCT
fcis-29918	118	27	score	score	NOUN
fcis-29918	118	28	.	.	PUNCT
fcis-29918	119	1	the	the	DET
fcis-29918	119	2	definitions	definition	NOUN
fcis-29918	119	3	of	of	ADP
fcis-29918	119	4	the	the	DET
fcis-29918	119	5	four	four	NUM
fcis-29918	119	6	parameters	parameter	NOUN
fcis-29918	119	7	are	be	AUX
fcis-29918	119	8	as	as	SCONJ
fcis-29918	119	9	follows	follow	VERB
fcis-29918	119	10	:	:	PUNCT
fcis-29918	119	11	acc	acc	PROPN
fcis-29918	119	12	1	1	NUM
fcis-29918	119	13	100	100	NUM
fcis-29918	119	14	%	%	NOUN
fcis-29918	119	15	(	(	PUNCT
fcis-29918	119	16	4	4	NUM
fcis-29918	119	17	)	)	PUNCT
fcis-29918	119	18	p	p	NOUN
fcis-29918	119	19	100	100	NUM
fcis-29918	119	20	%	%	NOUN
fcis-29918	119	21	(	(	PUNCT
fcis-29918	119	22	5	5	NUM
fcis-29918	120	1	)	)	PUNCT
fcis-29918	120	2	r	r	NOUN
fcis-29918	120	3	100	100	NUM
fcis-29918	120	4	%	%	NOUN
fcis-29918	120	5	(	(	PUNCT
fcis-29918	120	6	6	6	NUM
fcis-29918	120	7	)	)	PUNCT
fcis-29918	120	8	f1	f1	NOUN
fcis-29918	120	9	score	score	NOUN
fcis-29918	120	10	100	100	NUM
fcis-29918	120	11	%	%	NOUN
fcis-29918	120	12	(	(	PUNCT
fcis-29918	120	13	7	7	NUM
fcis-29918	120	14	)	)	PUNCT
fcis-29918	120	15	in	in	ADP
fcis-29918	120	16	the	the	DET
fcis-29918	120	17	formula	formula	NOUN
fcis-29918	120	18	(	(	PUNCT
fcis-29918	120	19	4	4	NUM
fcis-29918	120	20	-	-	SYM
fcis-29918	120	21	7	7	NUM
fcis-29918	120	22	)	)	PUNCT
fcis-29918	120	23	,	,	PUNCT
fcis-29918	120	24	errorsumrepresents	errorsumrepresent	VERB
fcis-29918	120	25	the	the	DET
fcis-29918	120	26	number	number	NOUN
fcis-29918	120	27	of	of	ADP
fcis-29918	120	28	misclassified	misclassified	ADJ
fcis-29918	120	29	samples	sample	NOUN
fcis-29918	120	30	,	,	PUNCT
fcis-29918	120	31	and	and	CCONJ
fcis-29918	120	32	sum	sum	NOUN
fcis-29918	120	33	represents	represent	VERB
fcis-29918	120	34	the	the	DET
fcis-29918	120	35	total	total	ADJ
fcis-29918	120	36	number	number	NOUN
fcis-29918	120	37	of	of	ADP
fcis-29918	120	38	samples	sample	NOUN
fcis-29918	120	39	.	.	PUNCT
fcis-29918	121	1	tp	tp	NOUN
fcis-29918	121	2	stands	stand	VERB
fcis-29918	121	3	for	for	ADP
fcis-29918	121	4	true	true	ADJ
fcis-29918	121	5	positive	positive	ADJ
fcis-29918	121	6	,	,	PUNCT
fcis-29918	121	7	which	which	PRON
fcis-29918	121	8	represents	represent	VERB
fcis-29918	121	9	the	the	DET
fcis-29918	121	10	number	number	NOUN
fcis-29918	121	11	of	of	ADP
fcis-29918	121	12	phishing	phishe	VERB
fcis-29918	121	13	emails	email	NOUN
fcis-29918	121	14	.	.	PUNCT
fcis-29918	122	1	fn	fn	NOUN
fcis-29918	123	1	and	and	CCONJ
fcis-29918	123	2	fp	fp	AUX
fcis-29918	123	3	represent	represent	VERB
fcis-29918	123	4	the	the	DET
fcis-29918	123	5	numbers	number	NOUN
fcis-29918	123	6	of	of	ADP
fcis-29918	123	7	false	false	ADJ
fcis-29918	123	8	negative	negative	ADJ
fcis-29918	123	9	and	and	CCONJ
fcis-29918	123	10	false	false	ADJ
fcis-29918	123	11	positive	positive	ADJ
fcis-29918	123	12	respectively	respectively	ADV
fcis-29918	123	13	.	.	PUNCT
fcis-29918	124	1	r	r	NOUN
fcis-29918	124	2	represents	represent	VERB
fcis-29918	124	3	the	the	DET
fcis-29918	124	4	recall	recall	NOUN
fcis-29918	124	5	rate	rate	NOUN
fcis-29918	124	6	,	,	PUNCT
fcis-29918	124	7	indicating	indicate	VERB
fcis-29918	124	8	the	the	DET
fcis-29918	124	9	proportion	proportion	NOUN
fcis-29918	124	10	of	of	ADP
fcis-29918	124	11	phishing	phishe	VERB
fcis-29918	124	12	emails	email	NOUN
fcis-29918	124	13	correctly	correctly	ADV
fcis-29918	124	14	classified	classify	VERB
fcis-29918	124	15	by	by	ADP
fcis-29918	124	16	the	the	DET
fcis-29918	124	17	model	model	NOUN
fcis-29918	124	18	.	.	PUNCT
fcis-29918	125	1	the	the	DET
fcis-29918	125	2	f1	f1	PROPN
fcis-29918	125	3	score	score	NOUN
fcis-29918	125	4	is	be	AUX
fcis-29918	125	5	based	base	VERB
fcis-29918	125	6	on	on	ADP
fcis-29918	125	7	the	the	DET
fcis-29918	125	8	harmonic	harmonic	ADJ
fcis-29918	125	9	mean	mean	NOUN
fcis-29918	125	10	of	of	ADP
fcis-29918	125	11	the	the	DET
fcis-29918	125	12	accuracy	accuracy	NOUN
fcis-29918	125	13	rate	rate	NOUN
fcis-29918	125	14	and	and	CCONJ
fcis-29918	125	15	the	the	DET
fcis-29918	125	16	recall	recall	NOUN
fcis-29918	125	17	rate	rate	NOUN
fcis-29918	125	18	,	,	PUNCT
fcis-29918	125	19	and	and	CCONJ
fcis-29918	125	20	comprehensively	comprehensively	ADV
fcis-29918	125	21	evaluates	evaluate	VERB
fcis-29918	125	22	the	the	DET
fcis-29918	125	23	performance	performance	NOUN
fcis-29918	125	24	of	of	ADP
fcis-29918	125	25	the	the	DET
fcis-29918	125	26	model	model	NOUN
fcis-29918	125	27	.	.	PUNCT
fcis-29918	126	1	4.2	4.2	NUM
fcis-29918	126	2	.	.	PUNCT
fcis-29918	126	3	evaluation	evaluation	NOUN
fcis-29918	126	4	results	result	NOUN
fcis-29918	126	5	figure	figure	VERB
fcis-29918	126	6	3	3	NUM
fcis-29918	126	7	.	.	NOUN
fcis-29918	126	8	comparison	comparison	NOUN
fcis-29918	126	9	of	of	ADP
fcis-29918	126	10	experimental	experimental	ADJ
fcis-29918	126	11	results	result	NOUN
fcis-29918	126	12	first	first	ADV
fcis-29918	126	13	,	,	PUNCT
fcis-29918	126	14	we	we	PRON
fcis-29918	126	15	compare	compare	VERB
fcis-29918	126	16	the	the	DET
fcis-29918	126	17	results	result	NOUN
fcis-29918	126	18	of	of	ADP
fcis-29918	126	19	our	our	PRON
fcis-29918	126	20	research	research	NOUN
fcis-29918	126	21	with	with	ADP
fcis-29918	126	22	those	those	PRON
fcis-29918	126	23	of	of	ADP
fcis-29918	126	24	other	other	ADJ
fcis-29918	126	25	different	different	ADJ
fcis-29918	126	26	neural	neural	ADJ
fcis-29918	126	27	network	network	NOUN
fcis-29918	126	28	models	model	NOUN
fcis-29918	126	29	.	.	PUNCT
fcis-29918	127	1	these	these	DET
fcis-29918	127	2	selected	select	VERB
fcis-29918	127	3	neurons	neuron	NOUN
fcis-29918	127	4	are	be	AUX
fcis-29918	127	5	mainly	mainly	ADV
fcis-29918	127	6	used	use	VERB
fcis-29918	127	7	for	for	ADP
fcis-29918	127	8	processing	process	VERB
fcis-29918	127	9	sequential	sequential	ADJ
fcis-29918	127	10	data	datum	NOUN
fcis-29918	127	11	,	,	PUNCT
fcis-29918	127	12	including	include	VERB
fcis-29918	127	13	the	the	DET
fcis-29918	127	14	standard	standard	PROPN
fcis-29918	127	15	rnn	rnn	NOUN
fcis-29918	127	16	neural	neural	ADJ
fcis-29918	127	17	network	network	NOUN
fcis-29918	127	18	model	model	NOUN
fcis-29918	127	19	,	,	PUNCT
fcis-29918	127	20	the	the	DET
fcis-29918	127	21	cnn	cnn	PROPN
fcis-29918	127	22	neural	neural	PROPN
fcis-29918	127	23	network	network	NOUN
fcis-29918	127	24	model	model	NOUN
fcis-29918	127	25	,	,	PUNCT
fcis-29918	127	26	and	and	CCONJ
fcis-29918	127	27	the	the	DET
fcis-29918	127	28	conventional	conventional	ADJ
fcis-29918	127	29	lstm	lstm	ADJ
fcis-29918	127	30	neural	neural	ADJ
fcis-29918	127	31	network	network	NOUN
fcis-29918	127	32	model	model	NOUN
fcis-29918	127	33	.	.	PUNCT
fcis-29918	128	1	the	the	DET
fcis-29918	128	2	results	result	NOUN
fcis-29918	128	3	are	be	AUX
fcis-29918	128	4	shown	show	VERB
fcis-29918	128	5	in	in	ADP
fcis-29918	128	6	the	the	DET
fcis-29918	128	7	figure	figure	NOUN
fcis-29918	128	8	3	3	X
fcis-29918	128	9	.	.	PUNCT
fcis-29918	129	1	our	our	PRON
fcis-29918	129	2	research	research	NOUN
fcis-29918	129	3	has	have	AUX
fcis-29918	129	4	achieved	achieve	VERB
fcis-29918	129	5	relatively	relatively	ADV
fcis-29918	129	6	good	good	ADJ
fcis-29918	129	7	results	result	NOUN
fcis-29918	129	8	.	.	PUNCT
fcis-29918	130	1	due	due	ADP
fcis-29918	130	2	to	to	ADP
fcis-29918	130	3	its	its	PRON
fcis-29918	130	4	simple	simple	ADJ
fcis-29918	130	5	model	model	NOUN
fcis-29918	130	6	,	,	PUNCT
fcis-29918	130	7	the	the	DET
fcis-29918	130	8	rnn	rnn	PROPN
fcis-29918	130	9	neural	neural	ADJ
fcis-29918	130	10	network	network	NOUN
fcis-29918	130	11	has	have	VERB
fcis-29918	130	12	the	the	DET
fcis-29918	130	13	worst	bad	ADJ
fcis-29918	130	14	performance	performance	NOUN
fcis-29918	130	15	among	among	ADP
fcis-29918	130	16	the	the	DET
fcis-29918	130	17	four	four	NUM
fcis-29918	130	18	neural	neural	ADJ
fcis-29918	130	19	networks	network	NOUN
fcis-29918	130	20	.	.	PUNCT
fcis-29918	131	1	the	the	DET
fcis-29918	131	2	results	result	NOUN
fcis-29918	131	3	of	of	ADP
fcis-29918	131	4	the	the	DET
fcis-29918	131	5	other	other	ADJ
fcis-29918	131	6	several	several	ADJ
fcis-29918	131	7	neural	neural	ADJ
fcis-29918	131	8	networks	network	NOUN
fcis-29918	131	9	are	be	AUX
fcis-29918	131	10	superior	superior	ADJ
fcis-29918	131	11	to	to	ADP
fcis-29918	131	12	those	those	PRON
fcis-29918	131	13	of	of	ADP
fcis-29918	131	14	the	the	DET
fcis-29918	131	15	113	113	NUM
fcis-29918	131	16	rnn	rnn	NOUN
fcis-29918	131	17	neural	neural	ADJ
fcis-29918	131	18	network	network	NOUN
fcis-29918	131	19	.	.	PUNCT
fcis-29918	132	1	the	the	DET
fcis-29918	132	2	features	feature	NOUN
fcis-29918	132	3	extracted	extract	VERB
fcis-29918	132	4	by	by	ADP
fcis-29918	132	5	the	the	DET
fcis-29918	132	6	cnn	cnn	PROPN
fcis-29918	132	7	model	model	NOUN
fcis-29918	132	8	are	be	AUX
fcis-29918	132	9	similar	similar	ADJ
fcis-29918	132	10	to	to	ADP
fcis-29918	132	11	n	n	NOUN
fcis-29918	132	12	grams	gram	NOUN
fcis-29918	132	13	that	that	PRON
fcis-29918	132	14	ignore	ignore	VERB
fcis-29918	132	15	word	word	NOUN
fcis-29918	132	16	order	order	NOUN
fcis-29918	132	17	and	and	CCONJ
fcis-29918	132	18	can	can	AUX
fcis-29918	132	19	not	not	PART
fcis-29918	132	20	achieve	achieve	VERB
fcis-29918	132	21	satisfactory	satisfactory	ADJ
fcis-29918	132	22	results	result	NOUN
fcis-29918	132	23	in	in	ADP
fcis-29918	132	24	sentiment	sentiment	NOUN
fcis-29918	132	25	analysis	analysis	NOUN
fcis-29918	132	26	tasks	task	NOUN
fcis-29918	132	27	.	.	PUNCT
fcis-29918	133	1	relatively	relatively	ADV
fcis-29918	133	2	speaking	speak	VERB
fcis-29918	133	3	,	,	PUNCT
fcis-29918	133	4	lstm	lstm	PROPN
fcis-29918	133	5	can	can	AUX
fcis-29918	133	6	better	well	ADV
fcis-29918	133	7	capture	capture	VERB
fcis-29918	133	8	the	the	DET
fcis-29918	133	9	induced	induced	ADJ
fcis-29918	133	10	statements	statement	NOUN
fcis-29918	133	11	in	in	ADP
fcis-29918	133	12	the	the	DET
fcis-29918	133	13	messages	message	NOUN
fcis-29918	133	14	and	and	CCONJ
fcis-29918	133	15	thus	thus	ADV
fcis-29918	133	16	can	can	AUX
fcis-29918	133	17	be	be	AUX
fcis-29918	133	18	better	well	ADV
fcis-29918	133	19	used	use	VERB
fcis-29918	133	20	for	for	ADP
fcis-29918	133	21	phishing	phishe	VERB
fcis-29918	133	22	detection	detection	NOUN
fcis-29918	133	23	.	.	PUNCT
fcis-29918	134	1	figure	figure	NOUN
fcis-29918	134	2	4	4	NUM
fcis-29918	134	3	.	.	NOUN
fcis-29918	135	1	comparison	comparison	NOUN
fcis-29918	135	2	of	of	ADP
fcis-29918	135	3	samples	sample	NOUN
fcis-29918	135	4	with	with	ADP
fcis-29918	135	5	different	different	ADJ
fcis-29918	135	6	proportions	proportion	NOUN
fcis-29918	135	7	secondly	secondly	ADV
fcis-29918	135	8	,	,	PUNCT
fcis-29918	135	9	in	in	ADP
fcis-29918	135	10	our	our	PRON
fcis-29918	135	11	research	research	NOUN
fcis-29918	135	12	,	,	PUNCT
fcis-29918	135	13	the	the	DET
fcis-29918	135	14	model	model	NOUN
fcis-29918	135	15	is	be	AUX
fcis-29918	135	16	also	also	ADV
fcis-29918	135	17	trained	train	VERB
fcis-29918	135	18	by	by	ADP
fcis-29918	135	19	adjusting	adjust	VERB
fcis-29918	135	20	the	the	DET
fcis-29918	135	21	different	different	ADJ
fcis-29918	135	22	proportions	proportion	NOUN
fcis-29918	135	23	of	of	ADP
fcis-29918	135	24	malicious	malicious	ADJ
fcis-29918	135	25	phishing	phishing	NOUN
fcis-29918	135	26	emails	email	NOUN
fcis-29918	135	27	in	in	ADP
fcis-29918	135	28	the	the	DET
fcis-29918	135	29	dataset	dataset	NOUN
fcis-29918	135	30	.	.	PUNCT
fcis-29918	136	1	the	the	DET
fcis-29918	136	2	results	result	NOUN
fcis-29918	136	3	are	be	AUX
fcis-29918	136	4	shown	show	VERB
fcis-29918	136	5	in	in	ADP
fcis-29918	136	6	the	the	DET
fcis-29918	136	7	figure	figure	NOUN
fcis-29918	136	8	4	4	NUM
fcis-29918	136	9	.	.	PUNCT
fcis-29918	136	10	when	when	SCONJ
fcis-29918	136	11	the	the	DET
fcis-29918	136	12	proportion	proportion	NOUN
fcis-29918	136	13	of	of	ADP
fcis-29918	136	14	positive	positive	ADJ
fcis-29918	136	15	and	and	CCONJ
fcis-29918	136	16	negative	negative	ADJ
fcis-29918	136	17	samples	sample	NOUN
fcis-29918	136	18	in	in	ADP
fcis-29918	136	19	the	the	DET
fcis-29918	136	20	dataset	dataset	NOUN
fcis-29918	136	21	is	be	AUX
fcis-29918	136	22	close	close	ADJ
fcis-29918	136	23	,	,	PUNCT
fcis-29918	136	24	the	the	DET
fcis-29918	136	25	performance	performance	NOUN
fcis-29918	136	26	of	of	ADP
fcis-29918	136	27	our	our	PRON
fcis-29918	136	28	research	research	NOUN
fcis-29918	136	29	model	model	NOUN
fcis-29918	136	30	is	be	AUX
fcis-29918	136	31	more	more	ADV
fcis-29918	136	32	ideal	ideal	ADJ
fcis-29918	136	33	.	.	PUNCT
fcis-29918	137	1	during	during	ADP
fcis-29918	137	2	the	the	DET
fcis-29918	137	3	training	training	NOUN
fcis-29918	137	4	process	process	NOUN
fcis-29918	137	5	,	,	PUNCT
fcis-29918	137	6	when	when	SCONJ
fcis-29918	137	7	the	the	DET
fcis-29918	137	8	proportion	proportion	NOUN
fcis-29918	137	9	of	of	ADP
fcis-29918	137	10	a	a	DET
fcis-29918	137	11	certain	certain	ADJ
fcis-29918	137	12	part	part	NOUN
fcis-29918	137	13	of	of	ADP
fcis-29918	137	14	the	the	DET
fcis-29918	137	15	samples	sample	NOUN
fcis-29918	137	16	is	be	AUX
fcis-29918	137	17	too	too	ADV
fcis-29918	137	18	large	large	ADJ
fcis-29918	137	19	,	,	PUNCT
fcis-29918	137	20	the	the	DET
fcis-29918	137	21	results	result	NOUN
fcis-29918	137	22	will	will	AUX
fcis-29918	137	23	tend	tend	VERB
fcis-29918	137	24	towards	towards	ADP
fcis-29918	137	25	the	the	DET
fcis-29918	137	26	side	side	NOUN
fcis-29918	137	27	with	with	ADP
fcis-29918	137	28	the	the	DET
fcis-29918	137	29	excessive	excessive	ADJ
fcis-29918	137	30	proportion	proportion	NOUN
fcis-29918	137	31	,	,	PUNCT
fcis-29918	137	32	which	which	PRON
fcis-29918	137	33	may	may	AUX
fcis-29918	137	34	lead	lead	VERB
fcis-29918	137	35	to	to	ADP
fcis-29918	137	36	a	a	DET
fcis-29918	137	37	large	large	ADJ
fcis-29918	137	38	number	number	NOUN
fcis-29918	137	39	of	of	ADP
fcis-29918	137	40	false	false	ADJ
fcis-29918	137	41	positive	positive	ADJ
fcis-29918	137	42	detection	detection	NOUN
fcis-29918	137	43	results	result	NOUN
fcis-29918	137	44	.	.	PUNCT
fcis-29918	138	1	figure	figure	VERB
fcis-29918	138	2	5	5	NUM
fcis-29918	138	3	.	.	PUNCT
fcis-29918	138	4	compared	compare	VERB
fcis-29918	138	5	with	with	ADP
fcis-29918	138	6	other	other	ADJ
fcis-29918	138	7	schemes	scheme	NOUN
fcis-29918	138	8	finally	finally	ADV
fcis-29918	138	9	,	,	PUNCT
fcis-29918	138	10	since	since	SCONJ
fcis-29918	138	11	the	the	DET
fcis-29918	138	12	focus	focus	NOUN
fcis-29918	138	13	of	of	ADP
fcis-29918	138	14	a	a	DET
fcis-29918	138	15	large	large	ADJ
fcis-29918	138	16	number	number	NOUN
fcis-29918	138	17	of	of	ADP
fcis-29918	138	18	existing	exist	VERB
fcis-29918	138	19	research	research	NOUN
fcis-29918	138	20	works	work	NOUN
fcis-29918	138	21	lies	lie	VERB
fcis-29918	138	22	in	in	ADP
fcis-29918	138	23	the	the	DET
fcis-29918	138	24	support	support	NOUN
fcis-29918	138	25	vector	vector	NOUN
fcis-29918	138	26	machine	machine	NOUN
fcis-29918	138	27	(	(	PUNCT
fcis-29918	138	28	svm	svm	PROPN
fcis-29918	138	29	)	)	PUNCT
fcis-29918	138	30	and	and	CCONJ
fcis-29918	138	31	the	the	DET
fcis-29918	138	32	black	black	ADJ
fcis-29918	138	33	and	and	CCONJ
fcis-29918	138	34	white	white	ADJ
fcis-29918	138	35	malicious	malicious	ADJ
fcis-29918	138	36	list	list	NOUN
fcis-29918	138	37	mechanism	mechanism	NOUN
fcis-29918	138	38	,	,	PUNCT
fcis-29918	138	39	we	we	PRON
fcis-29918	138	40	have	have	AUX
fcis-29918	138	41	also	also	ADV
fcis-29918	138	42	made	make	VERB
fcis-29918	138	43	a	a	DET
fcis-29918	138	44	simple	simple	ADJ
fcis-29918	138	45	comparison	comparison	NOUN
fcis-29918	138	46	between	between	ADP
fcis-29918	138	47	our	our	PRON
fcis-29918	138	48	research	research	NOUN
fcis-29918	138	49	and	and	CCONJ
fcis-29918	138	50	these	these	DET
fcis-29918	138	51	works	work	NOUN
fcis-29918	138	52	.	.	PUNCT
fcis-29918	139	1	the	the	DET
fcis-29918	139	2	results	result	NOUN
fcis-29918	139	3	are	be	AUX
fcis-29918	139	4	shown	show	VERB
fcis-29918	139	5	in	in	ADP
fcis-29918	139	6	the	the	DET
fcis-29918	139	7	figure	figure	NOUN
fcis-29918	139	8	.	.	PUNCT
fcis-29918	140	1	our	our	PRON
fcis-29918	140	2	research	research	NOUN
fcis-29918	140	3	has	have	AUX
fcis-29918	140	4	achieved	achieve	VERB
fcis-29918	140	5	relatively	relatively	ADV
fcis-29918	140	6	good	good	ADJ
fcis-29918	140	7	experimental	experimental	ADJ
fcis-29918	140	8	results	result	NOUN
fcis-29918	140	9	.	.	PUNCT
fcis-29918	141	1	the	the	DET
fcis-29918	141	2	black	black	ADJ
fcis-29918	141	3	and	and	CCONJ
fcis-29918	141	4	white	white	ADJ
fcis-29918	141	5	list	list	NOUN
fcis-29918	141	6	mechanism	mechanism	NOUN
fcis-29918	141	7	has	have	VERB
fcis-29918	141	8	the	the	DET
fcis-29918	141	9	worst	bad	ADJ
fcis-29918	141	10	detection	detection	NOUN
fcis-29918	141	11	effect	effect	NOUN
fcis-29918	141	12	.	.	PUNCT
fcis-29918	142	1	it	it	PRON
fcis-29918	142	2	can	can	AUX
fcis-29918	142	3	only	only	ADV
fcis-29918	142	4	detect	detect	VERB
fcis-29918	142	5	phishing	phishe	VERB
fcis-29918	142	6	information	information	NOUN
fcis-29918	142	7	that	that	PRON
fcis-29918	142	8	has	have	AUX
fcis-29918	142	9	already	already	ADV
fcis-29918	142	10	been	be	AUX
fcis-29918	142	11	recorded	record	VERB
fcis-29918	142	12	,	,	PUNCT
fcis-29918	142	13	while	while	SCONJ
fcis-29918	142	14	a	a	DET
fcis-29918	142	15	large	large	ADJ
fcis-29918	142	16	number	number	NOUN
fcis-29918	142	17	of	of	ADP
fcis-29918	142	18	newly	newly	ADV
fcis-29918	142	19	built	build	VERB
fcis-29918	142	20	phishing	phishe	VERB
fcis-29918	142	21	websites	website	NOUN
fcis-29918	142	22	and	and	CCONJ
fcis-29918	142	23	mailboxes	mailbox	NOUN
fcis-29918	142	24	can	can	AUX
fcis-29918	142	25	not	not	PART
fcis-29918	142	26	be	be	AUX
fcis-29918	142	27	identified	identify	VERB
fcis-29918	142	28	at	at	ADP
fcis-29918	142	29	any	any	DET
fcis-29918	142	30	time	time	NOUN
fcis-29918	142	31	.	.	PUNCT
fcis-29918	143	1	some	some	DET
fcis-29918	143	2	other	other	ADJ
fcis-29918	143	3	studies	study	NOUN
fcis-29918	143	4	use	use	VERB
fcis-29918	143	5	conventional	conventional	ADJ
fcis-29918	143	6	machine	machine	NOUN
fcis-29918	143	7	learning	learning	NOUN
fcis-29918	143	8	methods	method	NOUN
fcis-29918	143	9	such	such	ADJ
fcis-29918	143	10	as	as	ADP
fcis-29918	143	11	support	support	NOUN
fcis-29918	143	12	vector	vector	NOUN
fcis-29918	143	13	machines	machine	NOUN
fcis-29918	143	14	to	to	PART
fcis-29918	143	15	extract	extract	VERB
fcis-29918	143	16	features	feature	NOUN
fcis-29918	143	17	from	from	ADP
fcis-29918	143	18	the	the	DET
fcis-29918	143	19	email	email	NOUN
fcis-29918	143	20	body	body	NOUN
fcis-29918	143	21	and	and	CCONJ
fcis-29918	143	22	classify	classify	VERB
fcis-29918	143	23	emails	email	NOUN
fcis-29918	143	24	.	.	PUNCT
fcis-29918	144	1	in	in	ADP
fcis-29918	144	2	these	these	DET
fcis-29918	144	3	methods	method	NOUN
fcis-29918	144	4	,	,	PUNCT
fcis-29918	144	5	the	the	DET
fcis-29918	144	6	detection	detection	NOUN
fcis-29918	144	7	party	party	NOUN
fcis-29918	144	8	needs	need	VERB
fcis-29918	144	9	a	a	DET
fcis-29918	144	10	great	great	ADJ
fcis-29918	144	11	deal	deal	NOUN
fcis-29918	144	12	of	of	ADP
fcis-29918	144	13	relevant	relevant	ADJ
fcis-29918	144	14	professional	professional	ADJ
fcis-29918	144	15	knowledge	knowledge	NOUN
fcis-29918	144	16	to	to	PART
fcis-29918	144	17	select	select	VERB
fcis-29918	144	18	features	feature	NOUN
fcis-29918	144	19	and	and	CCONJ
fcis-29918	144	20	analyze	analyze	VERB
fcis-29918	144	21	whether	whether	SCONJ
fcis-29918	144	22	these	these	DET
fcis-29918	144	23	features	feature	NOUN
fcis-29918	144	24	are	be	AUX
fcis-29918	144	25	useful	useful	ADJ
fcis-29918	144	26	for	for	ADP
fcis-29918	144	27	the	the	DET
fcis-29918	144	28	detection	detection	NOUN
fcis-29918	144	29	work	work	NOUN
fcis-29918	144	30	.	.	PUNCT
fcis-29918	145	1	it	it	PRON
fcis-29918	145	2	is	be	AUX
fcis-29918	145	3	also	also	ADV
fcis-29918	145	4	difficult	difficult	ADJ
fcis-29918	145	5	to	to	PART
fcis-29918	145	6	regulate	regulate	VERB
fcis-29918	145	7	the	the	DET
fcis-29918	145	8	importance	importance	NOUN
fcis-29918	145	9	of	of	ADP
fcis-29918	145	10	different	different	ADJ
fcis-29918	145	11	features	feature	NOUN
fcis-29918	145	12	in	in	ADP
fcis-29918	145	13	the	the	DET
fcis-29918	145	14	detection	detection	NOUN
fcis-29918	145	15	model	model	NOUN
fcis-29918	145	16	.	.	PUNCT
fcis-29918	146	1	5	5	X
fcis-29918	146	2	.	.	X
fcis-29918	146	3	conclusion	conclusion	NOUN
fcis-29918	146	4	in	in	ADP
fcis-29918	146	5	this	this	DET
fcis-29918	146	6	paper	paper	NOUN
fcis-29918	146	7	,	,	PUNCT
fcis-29918	146	8	we	we	PRON
fcis-29918	146	9	analyzed	analyze	VERB
fcis-29918	146	10	the	the	DET
fcis-29918	146	11	existing	exist	VERB
fcis-29918	146	12	phishing	phishe	VERB
fcis-29918	146	13	email	email	NOUN
fcis-29918	146	14	detection	detection	NOUN
fcis-29918	146	15	methods	method	NOUN
fcis-29918	146	16	and	and	CCONJ
fcis-29918	146	17	found	find	VERB
fcis-29918	146	18	that	that	SCONJ
fcis-29918	146	19	traditional	traditional	ADJ
fcis-29918	146	20	detection	detection	NOUN
fcis-29918	146	21	methods	method	NOUN
fcis-29918	146	22	,	,	PUNCT
fcis-29918	146	23	such	such	ADJ
fcis-29918	146	24	as	as	ADP
fcis-29918	146	25	the	the	DET
fcis-29918	146	26	black	black	ADJ
fcis-29918	146	27	and	and	CCONJ
fcis-29918	146	28	white	white	ADJ
fcis-29918	146	29	list	list	NOUN
fcis-29918	146	30	mechanism	mechanism	NOUN
fcis-29918	146	31	and	and	CCONJ
fcis-29918	146	32	traditional	traditional	ADJ
fcis-29918	146	33	machine	machine	NOUN
fcis-29918	146	34	-	-	PUNCT
fcis-29918	146	35	learning	learn	VERB
fcis-29918	146	36	based	base	VERB
fcis-29918	146	37	detection	detection	NOUN
fcis-29918	146	38	schemes	scheme	NOUN
fcis-29918	146	39	mainly	mainly	ADV
fcis-29918	146	40	relying	rely	VERB
fcis-29918	146	41	on	on	ADP
fcis-29918	146	42	svm	svm	ADJ
fcis-29918	146	43	,	,	PUNCT
fcis-29918	146	44	have	have	VERB
fcis-29918	146	45	difficulty	difficulty	NOUN
fcis-29918	146	46	accurately	accurately	ADV
fcis-29918	146	47	detecting	detect	VERB
fcis-29918	146	48	phishing	phishe	VERB
fcis-29918	146	49	emails	email	NOUN
fcis-29918	146	50	.	.	PUNCT
fcis-29918	147	1	therefore	therefore	ADV
fcis-29918	147	2	,	,	PUNCT
fcis-29918	147	3	we	we	PRON
fcis-29918	147	4	proposed	propose	VERB
fcis-29918	147	5	and	and	CCONJ
fcis-29918	147	6	designed	design	VERB
fcis-29918	147	7	an	an	DET
fcis-29918	147	8	email	email	NOUN
fcis-29918	147	9	security	security	NOUN
fcis-29918	147	10	detection	detection	NOUN
fcis-29918	147	11	scheme	scheme	NOUN
fcis-29918	147	12	based	base	VERB
fcis-29918	147	13	on	on	ADP
fcis-29918	147	14	multi	multi	PROPN
fcis-29918	147	15	scenario	scenario	NOUN
fcis-29918	147	16	classification	classification	NOUN
fcis-29918	147	17	.	.	PUNCT
fcis-29918	148	1	by	by	ADP
fcis-29918	148	2	analyzing	analyze	VERB
fcis-29918	148	3	the	the	DET
fcis-29918	148	4	differences	difference	NOUN
fcis-29918	148	5	in	in	ADP
fcis-29918	148	6	the	the	DET
fcis-29918	148	7	subject	subject	ADJ
fcis-29918	148	8	contents	content	NOUN
fcis-29918	148	9	and	and	CCONJ
fcis-29918	148	10	writing	write	VERB
fcis-29918	148	11	characteristics	characteristic	NOUN
fcis-29918	148	12	among	among	ADP
fcis-29918	148	13	different	different	ADJ
fcis-29918	148	14	emails	email	NOUN
fcis-29918	148	15	in	in	ADP
fcis-29918	148	16	various	various	ADJ
fcis-29918	148	17	application	application	NOUN
fcis-29918	148	18	scenarios	scenario	NOUN
fcis-29918	148	19	,	,	PUNCT
fcis-29918	148	20	we	we	PRON
fcis-29918	148	21	classified	classify	VERB
fcis-29918	148	22	the	the	DET
fcis-29918	148	23	collected	collected	ADJ
fcis-29918	148	24	large	large	ADJ
fcis-29918	148	25	volume	volume	NOUN
fcis-29918	148	26	mixed	mixed	ADJ
fcis-29918	148	27	email	email	NOUN
fcis-29918	148	28	data	datum	NOUN
fcis-29918	148	29	and	and	CCONJ
fcis-29918	148	30	then	then	ADV
fcis-29918	148	31	trained	train	VERB
fcis-29918	148	32	it	it	PRON
fcis-29918	148	33	using	use	VERB
fcis-29918	148	34	the	the	DET
fcis-29918	148	35	lstm	lstm	PROPN
fcis-29918	148	36	model	model	NOUN
fcis-29918	148	37	.	.	PUNCT
fcis-29918	149	1	finally	finally	ADV
fcis-29918	149	2	,	,	PUNCT
fcis-29918	149	3	through	through	ADP
fcis-29918	149	4	comparison	comparison	NOUN
fcis-29918	149	5	with	with	ADP
fcis-29918	149	6	other	other	ADJ
fcis-29918	149	7	detection	detection	NOUN
fcis-29918	149	8	models	model	NOUN
fcis-29918	149	9	and	and	CCONJ
fcis-29918	149	10	traditional	traditional	ADJ
fcis-29918	149	11	detection	detection	NOUN
fcis-29918	149	12	mechanisms	mechanism	NOUN
fcis-29918	149	13	,	,	PUNCT
fcis-29918	149	14	the	the	DET
fcis-29918	149	15	detection	detection	NOUN
fcis-29918	149	16	scheme	scheme	NOUN
fcis-29918	149	17	in	in	ADP
fcis-29918	149	18	this	this	DET
fcis-29918	149	19	paper	paper	NOUN
fcis-29918	149	20	has	have	VERB
fcis-29918	149	21	a	a	DET
fcis-29918	149	22	relatively	relatively	ADV
fcis-29918	149	23	high	high	ADJ
fcis-29918	149	24	accuracy	accuracy	NOUN
fcis-29918	149	25	.	.	PUNCT
fcis-29918	150	1	acknowledgments	acknowledgment	NOUN
fcis-29918	150	2	i	i	PRON
fcis-29918	150	3	am	be	AUX
fcis-29918	150	4	deeply	deeply	ADV
fcis-29918	150	5	grateful	grateful	ADJ
fcis-29918	150	6	to	to	ADP
fcis-29918	150	7	my	my	PRON
fcis-29918	150	8	supervisor	supervisor	NOUN
fcis-29918	150	9	;	;	PUNCT
fcis-29918	150	10	your	your	PRON
fcis-29918	150	11	expertise	expertise	NOUN
fcis-29918	150	12	and	and	CCONJ
fcis-29918	150	13	patience	patience	NOUN
fcis-29918	150	14	have	have	AUX
fcis-29918	150	15	been	be	AUX
fcis-29918	150	16	invaluable	invaluable	ADJ
fcis-29918	150	17	throughout	throughout	ADP
fcis-29918	150	18	my	my	PRON
fcis-29918	150	19	research	research	NOUN
fcis-29918	150	20	.	.	PUNCT
fcis-29918	151	1	your	your	PRON
fcis-29918	151	2	guidance	guidance	NOUN
fcis-29918	151	3	has	have	AUX
fcis-29918	151	4	been	be	AUX
fcis-29918	151	5	the	the	DET
fcis-29918	151	6	compass	compass	NOUN
fcis-29918	151	7	that	that	PRON
fcis-29918	151	8	steered	steer	VERB
fcis-29918	151	9	me	i	PRON
fcis-29918	151	10	through	through	ADP
fcis-29918	151	11	the	the	DET
fcis-29918	151	12	complexities	complexity	NOUN
fcis-29918	151	13	of	of	ADP
fcis-29918	151	14	this	this	DET
fcis-29918	151	15	study	study	NOUN
fcis-29918	151	16	.	.	PUNCT
fcis-29918	152	1	i	i	PRON
fcis-29918	152	2	also	also	ADV
fcis-29918	152	3	want	want	VERB
fcis-29918	152	4	to	to	PART
fcis-29918	152	5	thank	thank	VERB
fcis-29918	152	6	my	my	PRON
fcis-29918	152	7	family	family	NOUN
fcis-29918	152	8	.	.	PUNCT
fcis-29918	153	1	references	reference	NOUN
fcis-29918	153	2	[	[	X
fcis-29918	153	3	1	1	NUM
fcis-29918	153	4	]	]	PUNCT
fcis-29918	153	5	chen	chen	PROPN
fcis-29918	153	6	p	p	X
fcis-29918	153	7	,	,	PUNCT
fcis-29918	153	8	desmet	desmet	ADJ
fcis-29918	153	9	l	l	PROPN
fcis-29918	153	10	,	,	PUNCT
fcis-29918	153	11	huygens	huygens	PROPN
fcis-29918	153	12	c.	c.	PROPN
fcis-29918	153	13	a	a	DET
fcis-29918	153	14	study	study	NOUN
fcis-29918	153	15	on	on	ADP
fcis-29918	153	16	advanced	advanced	ADJ
fcis-29918	153	17	persistent	persistent	ADJ
fcis-29918	153	18	threats[a	threats[a	NOUN
fcis-29918	153	19	]	]	PUNCT
fcis-29918	153	20	.	.	PUNCT
fcis-29918	154	1	communications	communication	NOUN
fcis-29918	154	2	and	and	CCONJ
fcis-29918	154	3	multimedia	multimedia	PROPN
fcis-29918	154	4	security-15th	security-15th	PROPN
fcis-29918	154	5	international	international	PROPN
fcis-29918	154	6	conference[c	conference[c	NOUN
fcis-29918	154	7	]	]	PUNCT
fcis-29918	154	8	.	.	PUNCT
fcis-29918	154	9	2014	2014	NUM
fcis-29918	154	10	.	.	PUNCT
fcis-29918	155	1	63	63	NUM
fcis-29918	155	2	-	-	SYM
fcis-29918	155	3	72	72	NUM
fcis-29918	155	4	.	.	PUNCT
fcis-29918	156	1	[	[	X
fcis-29918	156	2	2	2	NUM
fcis-29918	156	3	]	]	X
fcis-29918	156	4	nikos	nikos	PROPN
fcis-29918	156	5	v	v	PROPN
fcis-29918	156	6	,	,	PUNCT
fcis-29918	156	7	dimitri	dimitri	PROPN
fcis-29918	156	8	g.	g.	PROPN
fcis-29918	156	9	the	the	DET
fcis-29918	156	10	big	big	ADJ
fcis-29918	156	11	four	four	NUM
fcis-29918	156	12	—	—	PUNCT
fcis-29918	156	13	what	what	PRON
fcis-29918	156	14	we	we	PRON
fcis-29918	156	15	did	do	VERB
fcis-29918	156	16	wrong	wrong	NOUN
fcis-29918	156	17	in	in	ADP
fcis-29918	156	18	advanced	advanced	ADJ
fcis-29918	156	19	persistent	persistent	ADJ
fcis-29918	156	20	threat	threat	NOUN
fcis-29918	156	21	detection[a	detection[a	NOUN
fcis-29918	156	22	]	]	PUNCT
fcis-29918	156	23	.	.	PUNCT
fcis-29918	157	1	international	international	ADJ
fcis-29918	157	2	conference	conference	NOUN
fcis-29918	157	3	on	on	ADP
fcis-29918	157	4	availability	availability	NOUN
fcis-29918	157	5	,	,	PUNCT
fcis-29918	157	6	reliability	reliability	NOUN
fcis-29918	157	7	and	and	CCONJ
fcis-29918	157	8	security[c	security[c	NOUN
fcis-29918	157	9	]	]	PUNCT
fcis-29918	157	10	.	.	PUNCT
fcis-29918	158	1	2013	2013	NUM
fcis-29918	158	2	.	.	PUNCT
fcis-29918	159	1	248	248	NUM
fcis-29918	159	2	-	-	SYM
fcis-29918	159	3	254	254	NUM
fcis-29918	159	4	.	.	PUNCT
fcis-29918	160	1	[	[	X
fcis-29918	160	2	3	3	X
fcis-29918	160	3	]	]	X
fcis-29918	160	4	yang	yang	PROPN
fcis-29918	160	5	g	g	PROPN
fcis-29918	160	6	m	m	PROPN
fcis-29918	160	7	z	z	PROPN
fcis-29918	160	8	,	,	PUNCT
fcis-29918	160	9	tian	tian	ADJ
fcis-29918	160	10	z	z	PROPN
fcis-29918	160	11	h	h	PROPN
fcis-29918	160	12	,	,	PUNCT
fcis-29918	160	13	duan	duan	PROPN
fcis-29918	160	14	w	w	PROPN
fcis-29918	160	15	l.	l.	PROPN
fcis-29918	160	16	the	the	DET
fcis-29918	160	17	prevent	prevent	NOUN
fcis-29918	160	18	of	of	ADP
fcis-29918	160	19	advanced	advanced	ADJ
fcis-29918	160	20	persistent	persistent	ADJ
fcis-29918	160	21	threat[j	threat[j	NOUN
fcis-29918	160	22	]	]	PUNCT
fcis-29918	160	23	.	.	PUNCT
fcis-29918	161	1	journal	journal	PROPN
fcis-29918	161	2	of	of	ADP
fcis-29918	161	3	chemical	chemical	PROPN
fcis-29918	161	4	and	and	CCONJ
fcis-29918	161	5	pharmaceutical	pharmaceutical	NOUN
fcis-29918	161	6	research	research	NOUN
fcis-29918	161	7	,	,	PUNCT
fcis-29918	161	8	2015	2015	NUM
fcis-29918	161	9	,	,	PUNCT
fcis-29918	161	10	6(1):572	6(1):572	NUM
fcis-29918	161	11	-	-	SYM
fcis-29918	161	12	576	576	NUM
fcis-29918	161	13	.	.	PUNCT
fcis-29918	162	1	[	[	X
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fcis-29918	162	3	]	]	X
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fcis-29918	162	6	,	,	PUNCT
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fcis-29918	162	8	f	f	PROPN
fcis-29918	162	9	,	,	PUNCT
fcis-29918	162	10	settanni	settanni	PROPN
fcis-29918	162	11	g	g	PROPN
fcis-29918	162	12	,	,	PUNCT
fcis-29918	162	13	et	et	PROPN
fcis-29918	162	14	al	al	PROPN
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fcis-29918	162	16	combating	combat	VERB
fcis-29918	162	17	advanced	advanced	ADJ
fcis-29918	162	18	persistent	persistent	ADJ
fcis-29918	162	19	threats	threat	NOUN
fcis-29918	162	20	:	:	PUNCT
fcis-29918	162	21	from	from	ADP
fcis-29918	162	22	network	network	NOUN
fcis-29918	162	23	event	event	NOUN
fcis-29918	162	24	correlation	correlation	NOUN
fcis-29918	162	25	to	to	PART
fcis-29918	162	26	incident	incident	NOUN
fcis-29918	162	27	detection[j	detection[j	PROPN
fcis-29918	162	28	]	]	PUNCT
fcis-29918	162	29	.	.	PUNCT
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fcis-29918	163	4	,	,	PUNCT
fcis-29918	163	5	2015	2015	NUM
fcis-29918	163	6	,	,	PUNCT
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fcis-29918	163	8	.	.	PUNCT
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fcis-29918	164	2	5	5	NUM
fcis-29918	164	3	]	]	X
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fcis-29918	164	7	a.	a.	NOUN
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fcis-29918	164	10	:	:	PUNCT
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fcis-29918	164	13	persistent	persistent	ADJ
fcis-29918	164	14	threat[a	threat[a	NOUN
fcis-29918	164	15	]	]	PUNCT
fcis-29918	164	16	.	.	PUNCT
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fcis-29918	165	2	proceedings	proceeding	NOUN
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fcis-29918	165	4	conference	conference	NOUN
fcis-29918	165	5	on	on	ADP
fcis-29918	165	6	information	information	NOUN
fcis-29918	165	7	assurance	assurance	NOUN
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fcis-29918	165	9	cyber	cyber	PROPN
fcis-29918	165	10	security[c	security[c	PROPN
fcis-29918	165	11	]	]	PUNCT
fcis-29918	165	12	.	.	PUNCT
fcis-29918	166	1	2014	2014	NUM
fcis-29918	166	2	.	.	PUNCT
fcis-29918	167	1	47	47	NUM
fcis-29918	167	2	-	-	SYM
fcis-29918	167	3	50	50	NUM
fcis-29918	167	4	.	.	PUNCT
fcis-29918	168	1	[	[	X
fcis-29918	168	2	6	6	NUM
fcis-29918	168	3	]	]	PUNCT
fcis-29918	168	4	christos	christos	PROPN
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fcis-29918	168	6	,	,	PUNCT
fcis-29918	168	7	christoforos	christoforos	PROPN
fcis-29918	168	8	n.	n.	PROPN
fcis-29918	168	9	advanced	advance	VERB
fcis-29918	168	10	persistent	persistent	ADJ
fcis-29918	168	11	threat	threat	NOUN
fcis-29918	168	12	in	in	ADP
fcis-29918	168	13	3	3	NUM
fcis-29918	168	14	g	g	NOUN
fcis-29918	168	15	networks	network	NOUN
fcis-29918	168	16	:	:	PUNCT
fcis-29918	168	17	attacking	attack	VERB
fcis-29918	168	18	the	the	DET
fcis-29918	168	19	home	home	NOUN
fcis-29918	168	20	network	network	NOUN
fcis-29918	168	21	from	from	ADP
fcis-29918	168	22	roaming	roam	VERB
fcis-29918	168	23	networks[j	networks[j	PROPN
fcis-29918	168	24	]	]	X
fcis-29918	168	25	.	.	PUNCT
fcis-29918	169	1	computers	computer	NOUN
fcis-29918	169	2	&	&	CCONJ
fcis-29918	169	3	security	security	NOUN
fcis-29918	169	4	,	,	PUNCT
fcis-29918	169	5	2015	2015	NUM
fcis-29918	169	6	,	,	PUNCT
fcis-29918	169	7	40(2	40(2	NUM
fcis-29918	169	8	):	):	PUNCT
fcis-29918	169	9	8494	8494	NUM
fcis-29918	169	10	.	.	PUNCT
fcis-29918	170	1	[	[	X
fcis-29918	170	2	7	7	X
fcis-29918	170	3	]	]	X
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fcis-29918	170	5	w	w	PROPN
fcis-29918	170	6	t	t	PROPN
fcis-29918	170	7	,	,	PUNCT
fcis-29918	170	8	zhang	zhang	PROPN
fcis-29918	171	1	p	p	PROPN
fcis-29918	171	2	f	f	PROPN
fcis-29918	171	3	,	,	PUNCT
fcis-29918	171	4	zhang	zhang	PROPN
fcis-29918	171	5	f.	f.	PROPN
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fcis-29918	171	7	petri	petri	ADJ
fcis-29918	171	8	netbased	netbase	VERB
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fcis-29918	171	10	persistent	persistent	ADJ
fcis-29918	171	11	threat	threat	NOUN
fcis-29918	171	12	analysis	analysis	NOUN
fcis-29918	171	13	model[j	model[j	PROPN
fcis-29918	171	14	]	]	PUNCT
fcis-29918	171	15	.	.	PUNCT
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fcis-29918	172	2	notes	note	NOUN
fcis-29918	172	3	in	in	ADP
fcis-29918	172	4	electrical	electrical	ADJ
fcis-29918	172	5	engineering	engineering	NOUN
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fcis-29918	172	7	,	,	PUNCT
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fcis-29918	172	9	,	,	PUNCT
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fcis-29918	172	11	:	:	PUNCT
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fcis-29918	172	13	-	-	SYM
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fcis-29918	172	15	.	.	PUNCT
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fcis-29918	173	2	8	8	NUM
fcis-29918	173	3	]	]	PUNCT
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fcis-29918	173	5	p	p	NOUN
fcis-29918	173	6	,	,	PUNCT
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fcis-29918	173	8	w.	w.	PROPN
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fcis-29918	173	10	large	large	ADJ
fcis-29918	173	11	scale	scale	NOUN
fcis-29918	173	12	distributed	distribute	VERB
fcis-29918	173	13	computing	computing	NOUN
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fcis-29918	173	15	unveil	unveil	VERB
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fcis-29918	173	18	threats[j	threats[j	VERB
fcis-29918	173	19	]	]	PUNCT
fcis-29918	173	20	.	.	PUNCT
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fcis-29918	174	2	,	,	PUNCT
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fcis-29918	174	4	,	,	PUNCT
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fcis-29918	174	6	):	):	PUNCT
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fcis-29918	174	8	-	-	SYM
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fcis-29918	174	10	.	.	PUNCT
fcis-29918	175	1	[	[	X
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fcis-29918	175	3	]	]	PUNCT
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fcis-29918	175	7	“	"	PUNCT
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fcis-29918	175	10	likely	likely	ADV
fcis-29918	175	11	will	will	AUX
fcis-29918	175	12	suffer	suffer	VERB
fcis-29918	175	13	identity	identity	NOUN
fcis-29918	175	14	theft	theft	NOUN
fcis-29918	175	15	fraud	fraud	NOUN
fcis-29918	175	16	,	,	PUNCT
fcis-29918	175	17	”	"	PUNCT
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fcis-29918	175	20	.	.	PROPN
fcis-29918	175	21	,	,	PUNCT
fcis-29918	175	22	i	i	PROPN
fcis-29918	175	23	d	d	NOUN
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fcis-29918	175	25	:	:	PUNCT
fcis-29918	175	26	ft-22	ft-22	NUM
fcis-29918	175	27	-	-	PUNCT
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fcis-29918	175	29	,	,	PUNCT
fcis-29918	175	30	2004	2004	NUM
fcis-29918	175	31	.	.	PUNCT
fcis-29918	176	1	[	[	X
fcis-29918	176	2	10	10	NUM
fcis-29918	176	3	]	]	PUNCT
fcis-29918	176	4	a.	a.	NOUN
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fcis-29918	176	6	,	,	PUNCT
fcis-29918	176	7	t.	t.	PROPN
fcis-29918	176	8	herath	herath	PROPN
fcis-29918	176	9	,	,	PUNCT
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fcis-29918	176	12	,	,	PUNCT
fcis-29918	176	13	j.	j.	PROPN
fcis-29918	176	14	wang	wang	PROPN
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fcis-29918	176	21	“	"	PUNCT
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fcis-29918	176	27	?	?	PUNCT
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fcis-29918	177	15	”	"	PUNCT
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fcis-29918	178	1	,	,	PUNCT
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fcis-29918	179	8	.	.	PUNCT
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fcis-29918	180	2	,	,	PUNCT
fcis-29918	180	3	jun	jun	PROPN
fcis-29918	180	4	.	.	PROPN
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fcis-29918	180	6	,	,	PUNCT
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fcis-29918	180	8	:	:	PUNCT
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fcis-29918	181	5	0.8	0.8	NUM
fcis-29918	181	6	0.85	0.85	NUM
fcis-29918	181	7	0.9	0.9	NUM
fcis-29918	181	8	0.95	0.95	NUM
fcis-29918	181	9	1	1	NUM
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fcis-29918	181	11	f1	f1	PROPN
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fcis-29918	182	2	11	11	NUM
fcis-29918	182	3	]	]	PUNCT
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fcis-29918	183	5	,	,	PUNCT
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fcis-29918	183	7	.	.	PROPN
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fcis-29918	185	2	,	,	PUNCT
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fcis-29918	185	4	.	.	PUNCT
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fcis-29918	186	3	]	]	PUNCT
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fcis-29918	186	14	,	,	PUNCT
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fcis-29918	186	16	f.	f.	PROPN
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fcis-29918	186	18	,	,	PUNCT
fcis-29918	186	19	“	"	PUNCT
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fcis-29918	186	22	,	,	PUNCT
fcis-29918	186	23	”	"	PUNCT
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fcis-29918	186	25	.	.	PUNCT
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fcis-29918	186	27	,	,	PUNCT
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fcis-29918	186	29	.	.	PROPN
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fcis-29918	187	2	,	,	PUNCT
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fcis-29918	187	4	.	.	NOUN
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fcis-29918	187	6	,	,	PUNCT
fcis-29918	187	7	pp	pp	ADJ
fcis-29918	187	8	.	.	PUNCT
fcis-29918	188	1	94–100	94–100	NUM
fcis-29918	188	2	,	,	PUNCT
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fcis-29918	188	4	.	.	PUNCT
fcis-29918	189	1	[	[	X
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fcis-29918	189	3	]	]	PUNCT
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fcis-29918	189	8	clayton	clayton	PROPN
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fcis-29918	189	10	“	"	PUNCT
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fcis-29918	190	5	.	.	PUNCT
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fcis-29918	191	11	,	,	PUNCT
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fcis-29918	196	2	,	,	PUNCT
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fcis-29918	196	4	.	.	PUNCT
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fcis-29918	197	21	,	,	PUNCT
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fcis-29918	199	2	-	-	SYM
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fcis-29918	199	4	,	,	PUNCT
fcis-29918	199	5	1	1	NUM
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fcis-29918	200	10	s.	s.	PROPN
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fcis-29918	200	12	,	,	PUNCT
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fcis-29918	200	15	detection	detection	NOUN
fcis-29918	200	16	based	base	VERB
fcis-29918	200	17	on	on	ADP
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fcis-29918	200	19	properties	property	NOUN
fcis-29918	200	20	,	,	PUNCT
fcis-29918	200	21	in	in	ADP
fcis-29918	200	22	proc	proc	NOUN
fcis-29918	200	23	.	.	PUNCT
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fcis-29918	201	2	the	the	DET
fcis-29918	201	3	nys	nys	PROPN
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fcis-29918	201	5	security	security	NOUN
fcis-29918	201	6	conference	conference	NOUN
fcis-29918	201	7	(	(	PUNCT
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fcis-29918	201	9	)	)	PUNCT
fcis-29918	201	10	,	,	PUNCT
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fcis-29918	201	12	.	.	PUNCT
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fcis-29918	202	2	.	.	PUNCT
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fcis-29918	203	3	]	]	X
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fcis-29918	203	5	h	h	NOUN
fcis-29918	203	6	,	,	PUNCT
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fcis-29918	203	8	s	s	PROPN
fcis-29918	203	9	,	,	PUNCT
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fcis-29918	203	25	-	-	PUNCT
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fcis-29918	203	27	emails	email	NOUN
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fcis-29918	203	33	-	-	PUNCT
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fcis-29918	203	35	-	-	PUNCT
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