id	sid	tid	token	lemma	pos
cana-5965	1	1	communications	communication	NOUN
cana-5965	1	2	on	on	ADP
cana-5965	1	3	applied	apply	VERB
cana-5965	1	4	nonlinear	nonlinear	ADJ
cana-5965	1	5	analysis	analysis	NOUN
cana-5965	1	6	issn	issn	NOUN
cana-5965	1	7	:	:	PUNCT
cana-5965	1	8	1074	1074	NUM
cana-5965	1	9	-	-	PUNCT
cana-5965	1	10	133x	133x	NUM
cana-5965	1	11	vol	vol	NOUN
cana-5965	1	12	30	30	NUM
cana-5965	1	13	no	no	NOUN
cana-5965	1	14	.	.	NOUN
cana-5965	1	15	4	4	NUM
cana-5965	1	16	(	(	PUNCT
cana-5965	1	17	2023	2023	NUM
cana-5965	1	18	)	)	PUNCT
cana-5965	2	1	201	201	NUM
cana-5965	2	2	https://internationalpubls.com	https://internationalpubls.com	NUM
cana-5965	2	3	automated	automate	VERB
cana-5965	2	4	emerging	emerge	VERB
cana-5965	2	5	cyber	cyber	NOUN
cana-5965	2	6	threat	threat	NOUN
cana-5965	2	7	identification	identification	NOUN
cana-5965	2	8	and	and	CCONJ
cana-5965	2	9	profiling	profiling	NOUN
cana-5965	2	10	using	use	VERB
cana-5965	2	11	java	java	NOUN
cana-5965	2	12	-	-	PUNCT
cana-5965	2	13	based	base	VERB
cana-5965	2	14	natural	natural	ADJ
cana-5965	2	15	language	language	NOUN
cana-5965	2	16	processing	processing	NOUN
cana-5965	2	17	techniques	technique	NOUN
cana-5965	2	18	mr	mr	PROPN
cana-5965	2	19	sasidhar	sasidhar	PROPN
cana-5965	2	20	reddy	reddy	PROPN
cana-5965	2	21	gaddam	gaddam	PROPN
cana-5965	2	22	zeesasidhar@gmail.com	zeesasidhar@gmail.com	PROPN
cana-5965	2	23	article	article	NOUN
cana-5965	2	24	history	history	NOUN
cana-5965	2	25	:	:	PUNCT
cana-5965	2	26	received	receive	VERB
cana-5965	2	27	:	:	PUNCT
cana-5965	2	28	02	02	NUM
cana-5965	2	29	-	-	SYM
cana-5965	2	30	10	10	NUM
cana-5965	2	31	-	-	PUNCT
cana-5965	2	32	2023	2023	NUM
cana-5965	2	33	revised	revise	VERB
cana-5965	2	34	:	:	PUNCT
cana-5965	2	35	25	25	NUM
cana-5965	2	36	-	-	SYM
cana-5965	2	37	11	11	NUM
cana-5965	2	38	-	-	SYM
cana-5965	2	39	2023	2023	NUM
cana-5965	2	40	accepted	accept	VERB
cana-5965	2	41	:	:	PUNCT
cana-5965	2	42	20	20	NUM
cana-5965	2	43	-	-	SYM
cana-5965	2	44	12	12	NUM
cana-5965	2	45	-	-	PUNCT
cana-5965	2	46	2023	2023	NUM
cana-5965	2	47	abstract	abstract	NOUN
cana-5965	2	48	the	the	DET
cana-5965	2	49	continuous	continuous	ADJ
cana-5965	2	50	evolution	evolution	NOUN
cana-5965	2	51	of	of	ADP
cana-5965	2	52	cyber	cyber	PROPN
cana-5965	2	53	threats	threat	NOUN
cana-5965	2	54	poses	pose	VERB
cana-5965	2	55	significant	significant	ADJ
cana-5965	2	56	challenges	challenge	NOUN
cana-5965	2	57	for	for	ADP
cana-5965	2	58	proactive	proactive	ADJ
cana-5965	2	59	defense	defense	NOUN
cana-5965	2	60	in	in	ADP
cana-5965	2	61	modern	modern	ADJ
cana-5965	2	62	digital	digital	ADJ
cana-5965	2	63	infrastructures	infrastructure	NOUN
cana-5965	2	64	.	.	PUNCT
cana-5965	3	1	traditional	traditional	ADJ
cana-5965	3	2	detection	detection	NOUN
cana-5965	3	3	methods	method	NOUN
cana-5965	3	4	often	often	ADV
cana-5965	3	5	rely	rely	VERB
cana-5965	3	6	on	on	ADP
cana-5965	3	7	signature	signature	NOUN
cana-5965	3	8	-	-	PUNCT
cana-5965	3	9	based	base	VERB
cana-5965	3	10	or	or	CCONJ
cana-5965	3	11	rule	rule	NOUN
cana-5965	3	12	-	-	PUNCT
cana-5965	3	13	driven	drive	VERB
cana-5965	3	14	approaches	approach	NOUN
cana-5965	3	15	,	,	PUNCT
cana-5965	3	16	which	which	PRON
cana-5965	3	17	struggle	struggle	VERB
cana-5965	3	18	to	to	PART
cana-5965	3	19	adapt	adapt	VERB
cana-5965	3	20	to	to	ADP
cana-5965	3	21	newly	newly	ADV
cana-5965	3	22	emerging	emerge	VERB
cana-5965	3	23	and	and	CCONJ
cana-5965	3	24	sophisticated	sophisticated	ADJ
cana-5965	3	25	attack	attack	NOUN
cana-5965	3	26	patterns	pattern	NOUN
cana-5965	3	27	.	.	PUNCT
cana-5965	4	1	to	to	PART
cana-5965	4	2	address	address	VERB
cana-5965	4	3	this	this	DET
cana-5965	4	4	limitation	limitation	NOUN
cana-5965	4	5	,	,	PUNCT
cana-5965	4	6	this	this	DET
cana-5965	4	7	paper	paper	NOUN
cana-5965	4	8	proposes	propose	VERB
cana-5965	4	9	an	an	DET
cana-5965	4	10	automated	automate	VERB
cana-5965	4	11	cyber	cyber	NOUN
cana-5965	4	12	threat	threat	NOUN
cana-5965	4	13	identification	identification	NOUN
cana-5965	4	14	and	and	CCONJ
cana-5965	4	15	profiling	profiling	NOUN
cana-5965	4	16	framework	framework	NOUN
cana-5965	4	17	leveraging	leverage	VERB
cana-5965	4	18	java	java	NOUN
cana-5965	4	19	-	-	PUNCT
cana-5965	4	20	based	base	VERB
cana-5965	4	21	natural	natural	ADJ
cana-5965	4	22	language	language	NOUN
cana-5965	4	23	processing	processing	NOUN
cana-5965	4	24	(	(	PUNCT
cana-5965	4	25	nlp	nlp	NOUN
cana-5965	4	26	)	)	PUNCT
cana-5965	4	27	techniques	technique	NOUN
cana-5965	4	28	.	.	PUNCT
cana-5965	5	1	the	the	DET
cana-5965	5	2	framework	framework	NOUN
cana-5965	5	3	utilizes	utilize	VERB
cana-5965	5	4	advanced	advanced	ADJ
cana-5965	5	5	nlp	nlp	NOUN
cana-5965	5	6	models	model	NOUN
cana-5965	5	7	to	to	PART
cana-5965	5	8	extract	extract	VERB
cana-5965	5	9	,	,	PUNCT
cana-5965	5	10	analyze	analyze	VERB
cana-5965	5	11	,	,	PUNCT
cana-5965	5	12	and	and	CCONJ
cana-5965	5	13	classify	classify	VERB
cana-5965	5	14	threat	threat	NOUN
cana-5965	5	15	intelligence	intelligence	NOUN
cana-5965	5	16	from	from	ADP
cana-5965	5	17	heterogeneous	heterogeneous	ADJ
cana-5965	5	18	sources	source	NOUN
cana-5965	5	19	such	such	ADJ
cana-5965	5	20	as	as	ADP
cana-5965	5	21	cybersecurity	cybersecurity	NOUN
cana-5965	5	22	reports	report	NOUN
cana-5965	5	23	,	,	PUNCT
cana-5965	5	24	incident	incident	NOUN
cana-5965	5	25	logs	log	NOUN
cana-5965	5	26	,	,	PUNCT
cana-5965	5	27	and	and	CCONJ
cana-5965	5	28	open	open	ADJ
cana-5965	5	29	-	-	PUNCT
cana-5965	5	30	source	source	NOUN
cana-5965	5	31	intelligence	intelligence	NOUN
cana-5965	5	32	feeds	feed	NOUN
cana-5965	5	33	.	.	PUNCT
cana-5965	6	1	by	by	ADP
cana-5965	6	2	implementing	implement	VERB
cana-5965	6	3	the	the	DET
cana-5965	6	4	system	system	NOUN
cana-5965	6	5	in	in	ADP
cana-5965	6	6	java	java	PROPN
cana-5965	6	7	,	,	PUNCT
cana-5965	6	8	interoperability	interoperability	NOUN
cana-5965	6	9	,	,	PUNCT
cana-5965	6	10	platform	platform	NOUN
cana-5965	6	11	independence	independence	NOUN
cana-5965	6	12	,	,	PUNCT
cana-5965	6	13	and	and	CCONJ
cana-5965	6	14	seamless	seamless	ADJ
cana-5965	6	15	integration	integration	NOUN
cana-5965	6	16	with	with	ADP
cana-5965	6	17	enterprise	enterprise	NOUN
cana-5965	6	18	security	security	NOUN
cana-5965	6	19	systems	system	NOUN
cana-5965	6	20	are	be	AUX
cana-5965	6	21	ensured	ensure	VERB
cana-5965	6	22	.	.	PUNCT
cana-5965	7	1	the	the	DET
cana-5965	7	2	proposed	propose	VERB
cana-5965	7	3	framework	framework	NOUN
cana-5965	7	4	applies	apply	VERB
cana-5965	7	5	techniques	technique	NOUN
cana-5965	7	6	such	such	ADJ
cana-5965	7	7	as	as	ADP
cana-5965	7	8	named	name	VERB
cana-5965	7	9	entity	entity	NOUN
cana-5965	7	10	recognition	recognition	NOUN
cana-5965	7	11	(	(	PUNCT
cana-5965	7	12	ner	ner	NOUN
cana-5965	7	13	)	)	PUNCT
cana-5965	7	14	,	,	PUNCT
cana-5965	7	15	topic	topic	NOUN
cana-5965	7	16	modeling	modeling	NOUN
cana-5965	7	17	,	,	PUNCT
cana-5965	7	18	sentiment	sentiment	NOUN
cana-5965	7	19	analysis	analysis	NOUN
cana-5965	7	20	,	,	PUNCT
cana-5965	7	21	and	and	CCONJ
cana-5965	7	22	threat	threat	NOUN
cana-5965	7	23	taxonomy	taxonomy	NOUN
cana-5965	7	24	mapping	mapping	NOUN
cana-5965	7	25	to	to	PART
cana-5965	7	26	automatically	automatically	ADV
cana-5965	7	27	generate	generate	VERB
cana-5965	7	28	comprehensive	comprehensive	ADJ
cana-5965	7	29	threat	threat	NOUN
cana-5965	7	30	profiles	profile	NOUN
cana-5965	7	31	.	.	PUNCT
cana-5965	8	1	these	these	DET
cana-5965	8	2	profiles	profile	NOUN
cana-5965	8	3	capture	capture	VERB
cana-5965	8	4	attributes	attribute	VERB
cana-5965	8	5	such	such	ADJ
cana-5965	8	6	as	as	ADP
cana-5965	8	7	attack	attack	NOUN
cana-5965	8	8	vectors	vector	NOUN
cana-5965	8	9	,	,	PUNCT
cana-5965	8	10	targeted	target	VERB
cana-5965	8	11	assets	asset	NOUN
cana-5965	8	12	,	,	PUNCT
cana-5965	8	13	threat	threat	NOUN
cana-5965	8	14	actors	actor	NOUN
cana-5965	8	15	,	,	PUNCT
cana-5965	8	16	and	and	CCONJ
cana-5965	8	17	potential	potential	ADJ
cana-5965	8	18	impacts	impact	NOUN
cana-5965	8	19	,	,	PUNCT
cana-5965	8	20	thereby	thereby	ADV
cana-5965	8	21	assisting	assist	VERB
cana-5965	8	22	security	security	NOUN
cana-5965	8	23	analysts	analyst	NOUN
cana-5965	8	24	in	in	ADP
cana-5965	8	25	proactive	proactive	ADJ
cana-5965	8	26	decision	decision	NOUN
cana-5965	8	27	-	-	PUNCT
cana-5965	8	28	making	making	NOUN
cana-5965	8	29	.	.	PUNCT
cana-5965	9	1	experimental	experimental	ADJ
cana-5965	9	2	evaluations	evaluation	NOUN
cana-5965	9	3	conducted	conduct	VERB
cana-5965	9	4	on	on	ADP
cana-5965	9	5	benchmark	benchmark	NOUN
cana-5965	9	6	cyber	cyber	NOUN
cana-5965	9	7	threat	threat	NOUN
cana-5965	9	8	datasets	dataset	NOUN
cana-5965	9	9	demonstrate	demonstrate	VERB
cana-5965	9	10	that	that	SCONJ
cana-5965	9	11	the	the	DET
cana-5965	9	12	framework	framework	NOUN
cana-5965	9	13	achieves	achieve	VERB
cana-5965	9	14	high	high	ADJ
cana-5965	9	15	precision	precision	NOUN
cana-5965	9	16	and	and	CCONJ
cana-5965	9	17	recall	recall	NOUN
cana-5965	9	18	in	in	ADP
cana-5965	9	19	identifying	identify	VERB
cana-5965	9	20	and	and	CCONJ
cana-5965	9	21	profiling	profile	VERB
cana-5965	9	22	novel	novel	NOUN
cana-5965	9	23	threats	threat	NOUN
cana-5965	9	24	while	while	SCONJ
cana-5965	9	25	significantly	significantly	ADV
cana-5965	9	26	reducing	reduce	VERB
cana-5965	9	27	manual	manual	ADJ
cana-5965	9	28	analysis	analysis	NOUN
cana-5965	9	29	time	time	NOUN
cana-5965	9	30	.	.	PUNCT
cana-5965	10	1	this	this	DET
cana-5965	10	2	research	research	NOUN
cana-5965	10	3	highlights	highlight	VERB
cana-5965	10	4	the	the	DET
cana-5965	10	5	effectiveness	effectiveness	NOUN
cana-5965	10	6	of	of	ADP
cana-5965	10	7	combining	combine	VERB
cana-5965	10	8	java	java	NOUN
cana-5965	10	9	-	-	PUNCT
cana-5965	10	10	enabled	enable	VERB
cana-5965	10	11	nlp	nlp	NOUN
cana-5965	10	12	techniques	technique	NOUN
cana-5965	10	13	with	with	ADP
cana-5965	10	14	automated	automate	VERB
cana-5965	10	15	threat	threat	NOUN
cana-5965	10	16	intelligence	intelligence	NOUN
cana-5965	10	17	analysis	analysis	NOUN
cana-5965	10	18	to	to	PART
cana-5965	10	19	build	build	VERB
cana-5965	10	20	scalable	scalable	ADJ
cana-5965	10	21	,	,	PUNCT
cana-5965	10	22	efficient	efficient	ADJ
cana-5965	10	23	,	,	PUNCT
cana-5965	10	24	and	and	CCONJ
cana-5965	10	25	realtime	realtime	ADJ
cana-5965	10	26	solutions	solution	NOUN
cana-5965	10	27	for	for	ADP
cana-5965	10	28	emerging	emerge	VERB
cana-5965	10	29	cyber	cyber	NOUN
cana-5965	10	30	threat	threat	NOUN
cana-5965	10	31	management	management	NOUN
cana-5965	10	32	.	.	PUNCT
cana-5965	11	1	keywords	keyword	NOUN
cana-5965	11	2	—	—	PUNCT
cana-5965	11	3	cybersecurity	cybersecurity	NOUN
cana-5965	11	4	,	,	PUNCT
cana-5965	11	5	emerging	emerge	VERB
cana-5965	11	6	threats	threat	NOUN
cana-5965	11	7	,	,	PUNCT
cana-5965	11	8	threat	threat	NOUN
cana-5965	11	9	profiling	profiling	NOUN
cana-5965	11	10	,	,	PUNCT
cana-5965	11	11	natural	natural	ADJ
cana-5965	11	12	language	language	NOUN
cana-5965	11	13	processing	processing	NOUN
cana-5965	11	14	,	,	PUNCT
cana-5965	11	15	java	java	NOUN
cana-5965	11	16	framework	framework	NOUN
cana-5965	11	17	,	,	PUNCT
cana-5965	11	18	automated	automate	VERB
cana-5965	11	19	threat	threat	NOUN
cana-5965	11	20	intelligence	intelligence	NOUN
cana-5965	11	21	.	.	PUNCT
cana-5965	12	1	i.	i.	PROPN
cana-5965	12	2	introduction	introduction	NOUN
cana-5965	12	3	the	the	DET
cana-5965	12	4	rapid	rapid	ADJ
cana-5965	12	5	growth	growth	NOUN
cana-5965	12	6	of	of	ADP
cana-5965	12	7	digital	digital	ADJ
cana-5965	12	8	infrastructures	infrastructure	NOUN
cana-5965	12	9	has	have	AUX
cana-5965	12	10	led	lead	VERB
cana-5965	12	11	to	to	ADP
cana-5965	12	12	an	an	DET
cana-5965	12	13	unprecedented	unprecedented	ADJ
cana-5965	12	14	increase	increase	NOUN
cana-5965	12	15	in	in	ADP
cana-5965	12	16	the	the	DET
cana-5965	12	17	volume	volume	NOUN
cana-5965	12	18	,	,	PUNCT
cana-5965	12	19	velocity	velocity	NOUN
cana-5965	12	20	,	,	PUNCT
cana-5965	12	21	and	and	CCONJ
cana-5965	12	22	sophistication	sophistication	NOUN
cana-5965	12	23	of	of	ADP
cana-5965	12	24	cyber	cyber	ADJ
cana-5965	12	25	threats	threat	NOUN
cana-5965	12	26	.	.	PUNCT
cana-5965	13	1	emerging	emerge	VERB
cana-5965	13	2	attack	attack	NOUN
cana-5965	13	3	vectors	vector	NOUN
cana-5965	13	4	such	such	ADJ
cana-5965	13	5	as	as	ADP
cana-5965	13	6	advanced	advanced	ADJ
cana-5965	13	7	persistent	persistent	ADJ
cana-5965	13	8	threats	threat	NOUN
cana-5965	13	9	(	(	PUNCT
cana-5965	13	10	apts	apt	NOUN
cana-5965	13	11	)	)	PUNCT
cana-5965	13	12	,	,	PUNCT
cana-5965	13	13	zero	zero	NUM
cana-5965	13	14	-	-	PUNCT
cana-5965	13	15	day	day	NOUN
cana-5965	13	16	exploits	exploit	NOUN
cana-5965	13	17	,	,	PUNCT
cana-5965	13	18	and	and	CCONJ
cana-5965	13	19	ransomware	ransomware	NOUN
cana-5965	13	20	continuously	continuously	ADV
cana-5965	13	21	evolve	evolve	VERB
cana-5965	13	22	,	,	PUNCT
cana-5965	13	23	making	make	VERB
cana-5965	13	24	traditional	traditional	ADJ
cana-5965	13	25	defense	defense	NOUN
cana-5965	13	26	mechanisms	mechanism	NOUN
cana-5965	13	27	inadequate	inadequate	VERB
cana-5965	13	28	[	[	X
cana-5965	13	29	1	1	NUM
cana-5965	13	30	]	]	PUNCT
cana-5965	13	31	,	,	PUNCT
cana-5965	13	32	[	[	X
cana-5965	13	33	2	2	NUM
cana-5965	13	34	]	]	PUNCT
cana-5965	13	35	.	.	PUNCT
cana-5965	14	1	signature	signature	NOUN
cana-5965	14	2	-	-	PUNCT
cana-5965	14	3	based	base	VERB
cana-5965	14	4	intrusion	intrusion	NOUN
cana-5965	14	5	detection	detection	NOUN
cana-5965	14	6	systems	system	NOUN
cana-5965	14	7	,	,	PUNCT
cana-5965	14	8	though	though	SCONJ
cana-5965	14	9	widely	widely	ADV
cana-5965	14	10	deployed	deploy	VERB
cana-5965	14	11	,	,	PUNCT
cana-5965	14	12	are	be	AUX
cana-5965	14	13	incapable	incapable	ADJ
cana-5965	14	14	of	of	ADP
cana-5965	14	15	detecting	detect	VERB
cana-5965	14	16	novel	novel	ADJ
cana-5965	14	17	threats	threat	NOUN
cana-5965	14	18	that	that	PRON
cana-5965	14	19	deviate	deviate	VERB
cana-5965	14	20	from	from	ADP
cana-5965	14	21	known	know	VERB
cana-5965	14	22	patterns	pattern	NOUN
cana-5965	14	23	[	[	X
cana-5965	14	24	3	3	NUM
cana-5965	14	25	]	]	PUNCT
cana-5965	14	26	.	.	PUNCT
cana-5965	15	1	similarly	similarly	ADV
cana-5965	15	2	,	,	PUNCT
cana-5965	15	3	rule	rule	NOUN
cana-5965	15	4	-	-	PUNCT
cana-5965	15	5	based	base	VERB
cana-5965	15	6	monitoring	monitoring	NOUN
cana-5965	15	7	approaches	approach	NOUN
cana-5965	15	8	often	often	ADV
cana-5965	15	9	suffer	suffer	VERB
cana-5965	15	10	from	from	ADP
cana-5965	15	11	limited	limited	ADJ
cana-5965	15	12	adaptability	adaptability	NOUN
cana-5965	15	13	and	and	CCONJ
cana-5965	15	14	high	high	ADJ
cana-5965	15	15	false	false	ADJ
cana-5965	15	16	positive	positive	ADJ
cana-5965	15	17	rates	rate	NOUN
cana-5965	15	18	when	when	SCONJ
cana-5965	15	19	dealing	deal	VERB
cana-5965	15	20	with	with	ADP
cana-5965	15	21	dynamic	dynamic	ADJ
cana-5965	15	22	cyberattack	cyberattack	NOUN
cana-5965	15	23	landscapes	landscape	NOUN
cana-5965	15	24	[	[	X
cana-5965	15	25	4	4	NUM
cana-5965	15	26	]	]	PUNCT
cana-5965	15	27	,	,	PUNCT
cana-5965	15	28	[	[	X
cana-5965	15	29	5	5	NUM
cana-5965	15	30	]	]	PUNCT
cana-5965	15	31	.	.	PUNCT
cana-5965	16	1	communications	communication	NOUN
cana-5965	16	2	on	on	ADP
cana-5965	16	3	applied	apply	VERB
cana-5965	16	4	nonlinear	nonlinear	ADJ
cana-5965	16	5	analysis	analysis	NOUN
cana-5965	16	6	issn	issn	NOUN
cana-5965	16	7	:	:	PUNCT
cana-5965	16	8	1074	1074	NUM
cana-5965	16	9	-	-	PUNCT
cana-5965	16	10	133x	133x	NUM
cana-5965	16	11	vol	vol	NOUN
cana-5965	16	12	30	30	NUM
cana-5965	16	13	no	no	NOUN
cana-5965	16	14	.	.	NOUN
cana-5965	16	15	4	4	NUM
cana-5965	16	16	(	(	PUNCT
cana-5965	16	17	2023	2023	NUM
cana-5965	16	18	)	)	PUNCT
cana-5965	16	19	202	202	NUM
cana-5965	16	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	16	21	to	to	PART
cana-5965	16	22	counter	counter	VERB
cana-5965	16	23	these	these	DET
cana-5965	16	24	challenges	challenge	NOUN
cana-5965	16	25	,	,	PUNCT
cana-5965	16	26	the	the	DET
cana-5965	16	27	cybersecurity	cybersecurity	NOUN
cana-5965	16	28	community	community	NOUN
cana-5965	16	29	has	have	AUX
cana-5965	16	30	increasingly	increasingly	ADV
cana-5965	16	31	adopted	adopt	VERB
cana-5965	16	32	threat	threat	NOUN
cana-5965	16	33	intelligence	intelligence	NOUN
cana-5965	16	34	-	-	PUNCT
cana-5965	16	35	driven	drive	VERB
cana-5965	16	36	approaches	approach	NOUN
cana-5965	16	37	[	[	X
cana-5965	16	38	6	6	NUM
cana-5965	16	39	]	]	PUNCT
cana-5965	16	40	.	.	PUNCT
cana-5965	17	1	threat	threat	NOUN
cana-5965	17	2	intelligence	intelligence	NOUN
cana-5965	17	3	involves	involve	VERB
cana-5965	17	4	gathering	gathering	NOUN
cana-5965	17	5	,	,	PUNCT
cana-5965	17	6	analyzing	analyze	VERB
cana-5965	17	7	,	,	PUNCT
cana-5965	17	8	and	and	CCONJ
cana-5965	17	9	utilizing	utilize	VERB
cana-5965	17	10	information	information	NOUN
cana-5965	17	11	from	from	ADP
cana-5965	17	12	diverse	diverse	ADJ
cana-5965	17	13	sources	source	NOUN
cana-5965	17	14	such	such	ADJ
cana-5965	17	15	as	as	ADP
cana-5965	17	16	security	security	NOUN
cana-5965	17	17	bulletins	bulletin	NOUN
cana-5965	17	18	,	,	PUNCT
cana-5965	17	19	incident	incident	NOUN
cana-5965	17	20	reports	report	NOUN
cana-5965	17	21	,	,	PUNCT
cana-5965	17	22	opensource	opensource	ADJ
cana-5965	17	23	intelligence	intelligence	NOUN
cana-5965	17	24	(	(	PUNCT
cana-5965	17	25	osint	osint	PROPN
cana-5965	17	26	)	)	PUNCT
cana-5965	17	27	,	,	PUNCT
cana-5965	17	28	and	and	CCONJ
cana-5965	17	29	darknet	darknet	NOUN
cana-5965	17	30	forums	forum	NOUN
cana-5965	17	31	to	to	PART
cana-5965	17	32	understand	understand	VERB
cana-5965	17	33	attacker	attacker	NOUN
cana-5965	17	34	motives	motive	NOUN
cana-5965	17	35	,	,	PUNCT
cana-5965	17	36	techniques	technique	NOUN
cana-5965	17	37	,	,	PUNCT
cana-5965	17	38	and	and	CCONJ
cana-5965	17	39	infrastructure	infrastructure	NOUN
cana-5965	17	40	[	[	X
cana-5965	17	41	7	7	NUM
cana-5965	17	42	]	]	PUNCT
cana-5965	17	43	.	.	PUNCT
cana-5965	18	1	however	however	ADV
cana-5965	18	2	,	,	PUNCT
cana-5965	18	3	the	the	DET
cana-5965	18	4	sheer	sheer	ADJ
cana-5965	18	5	volume	volume	NOUN
cana-5965	18	6	of	of	ADP
cana-5965	18	7	unstructured	unstructured	ADJ
cana-5965	18	8	textual	textual	ADJ
cana-5965	18	9	data	datum	NOUN
cana-5965	18	10	generated	generate	VERB
cana-5965	18	11	daily	daily	ADV
cana-5965	18	12	creates	create	VERB
cana-5965	18	13	significant	significant	ADJ
cana-5965	18	14	obstacles	obstacle	NOUN
cana-5965	18	15	for	for	ADP
cana-5965	18	16	manual	manual	ADJ
cana-5965	18	17	analysis	analysis	NOUN
cana-5965	18	18	[	[	X
cana-5965	18	19	8	8	NUM
cana-5965	18	20	]	]	PUNCT
cana-5965	18	21	.	.	PUNCT
cana-5965	19	1	this	this	PRON
cana-5965	19	2	necessitates	necessitate	VERB
cana-5965	19	3	the	the	DET
cana-5965	19	4	use	use	NOUN
cana-5965	19	5	of	of	ADP
cana-5965	19	6	automation	automation	NOUN
cana-5965	19	7	techniques	technique	NOUN
cana-5965	19	8	,	,	PUNCT
cana-5965	19	9	particularly	particularly	ADV
cana-5965	19	10	natural	natural	ADJ
cana-5965	19	11	language	language	NOUN
cana-5965	19	12	processing	processing	NOUN
cana-5965	19	13	(	(	PUNCT
cana-5965	19	14	nlp	nlp	NOUN
cana-5965	19	15	)	)	PUNCT
cana-5965	19	16	,	,	PUNCT
cana-5965	19	17	to	to	PART
cana-5965	19	18	extract	extract	VERB
cana-5965	19	19	actionable	actionable	ADJ
cana-5965	19	20	insights	insight	NOUN
cana-5965	19	21	from	from	ADP
cana-5965	19	22	heterogeneous	heterogeneous	ADJ
cana-5965	19	23	and	and	CCONJ
cana-5965	19	24	unstructured	unstructured	ADJ
cana-5965	19	25	textual	textual	ADJ
cana-5965	19	26	information	information	NOUN
cana-5965	20	1	[	[	X
cana-5965	20	2	9	9	NUM
cana-5965	20	3	]	]	PUNCT
cana-5965	20	4	,	,	PUNCT
cana-5965	20	5	[	[	X
cana-5965	20	6	10	10	NUM
cana-5965	20	7	]	]	PUNCT
cana-5965	20	8	.	.	PUNCT
cana-5965	21	1	nlp	nlp	NOUN
cana-5965	21	2	techniques	technique	NOUN
cana-5965	21	3	such	such	ADJ
cana-5965	21	4	as	as	ADP
cana-5965	21	5	named	name	VERB
cana-5965	21	6	entity	entity	NOUN
cana-5965	21	7	recognition	recognition	NOUN
cana-5965	21	8	(	(	PUNCT
cana-5965	21	9	ner	ner	NOUN
cana-5965	21	10	)	)	PUNCT
cana-5965	21	11	,	,	PUNCT
cana-5965	21	12	topic	topic	NOUN
cana-5965	21	13	modeling	modeling	NOUN
cana-5965	21	14	,	,	PUNCT
cana-5965	21	15	sentiment	sentiment	NOUN
cana-5965	21	16	analysis	analysis	NOUN
cana-5965	21	17	,	,	PUNCT
cana-5965	21	18	and	and	CCONJ
cana-5965	21	19	relationship	relationship	NOUN
cana-5965	21	20	extraction	extraction	NOUN
cana-5965	21	21	are	be	AUX
cana-5965	21	22	increasingly	increasingly	ADV
cana-5965	21	23	applied	apply	VERB
cana-5965	21	24	in	in	ADP
cana-5965	21	25	cybersecurity	cybersecurity	NOUN
cana-5965	21	26	to	to	PART
cana-5965	21	27	identify	identify	VERB
cana-5965	21	28	indicators	indicator	NOUN
cana-5965	21	29	of	of	ADP
cana-5965	21	30	compromise	compromise	NOUN
cana-5965	21	31	(	(	PUNCT
cana-5965	21	32	iocs	ioc	NOUN
cana-5965	21	33	)	)	PUNCT
cana-5965	21	34	,	,	PUNCT
cana-5965	21	35	attacker	attacker	NOUN
cana-5965	21	36	groups	group	NOUN
cana-5965	21	37	,	,	PUNCT
cana-5965	21	38	and	and	CCONJ
cana-5965	21	39	evolving	evolve	VERB
cana-5965	21	40	malware	malware	NOUN
cana-5965	21	41	strains	strain	VERB
cana-5965	22	1	[	[	X
cana-5965	22	2	11	11	NUM
cana-5965	22	3	]	]	PUNCT
cana-5965	22	4	,	,	PUNCT
cana-5965	23	1	[	[	X
cana-5965	23	2	12	12	NUM
cana-5965	23	3	]	]	PUNCT
cana-5965	23	4	.	.	PUNCT
cana-5965	24	1	advanced	advanced	ADJ
cana-5965	24	2	machine	machine	NOUN
cana-5965	24	3	learning	learning	NOUN
cana-5965	24	4	-	-	PUNCT
cana-5965	24	5	based	base	VERB
cana-5965	24	6	nlp	nlp	NOUN
cana-5965	24	7	models	model	NOUN
cana-5965	24	8	have	have	AUX
cana-5965	24	9	shown	show	VERB
cana-5965	24	10	high	high	ADJ
cana-5965	24	11	accuracy	accuracy	NOUN
cana-5965	24	12	in	in	ADP
cana-5965	24	13	detecting	detect	VERB
cana-5965	24	14	semantic	semantic	ADJ
cana-5965	24	15	relationships	relationship	NOUN
cana-5965	24	16	between	between	ADP
cana-5965	24	17	entities	entity	NOUN
cana-5965	24	18	,	,	PUNCT
cana-5965	24	19	enabling	enable	VERB
cana-5965	24	20	the	the	DET
cana-5965	24	21	construction	construction	NOUN
cana-5965	24	22	of	of	ADP
cana-5965	24	23	structured	structured	ADJ
cana-5965	24	24	threat	threat	NOUN
cana-5965	24	25	profiles	profile	NOUN
cana-5965	24	26	from	from	ADP
cana-5965	24	27	unstructured	unstructured	ADJ
cana-5965	24	28	reports	report	NOUN
cana-5965	24	29	[	[	X
cana-5965	24	30	13	13	NUM
cana-5965	24	31	]	]	PUNCT
cana-5965	24	32	.	.	PUNCT
cana-5965	25	1	however	however	ADV
cana-5965	25	2	,	,	PUNCT
cana-5965	25	3	a	a	DET
cana-5965	25	4	key	key	ADJ
cana-5965	25	5	limitation	limitation	NOUN
cana-5965	25	6	in	in	ADP
cana-5965	25	7	current	current	ADJ
cana-5965	25	8	systems	system	NOUN
cana-5965	25	9	is	be	AUX
cana-5965	25	10	their	their	PRON
cana-5965	25	11	lack	lack	NOUN
cana-5965	25	12	of	of	ADP
cana-5965	25	13	interoperability	interoperability	NOUN
cana-5965	25	14	and	and	CCONJ
cana-5965	25	15	scalability	scalability	NOUN
cana-5965	25	16	for	for	ADP
cana-5965	25	17	enterprise	enterprise	NOUN
cana-5965	25	18	-	-	PUNCT
cana-5965	25	19	level	level	NOUN
cana-5965	25	20	deployment	deployment	NOUN
cana-5965	25	21	[	[	X
cana-5965	25	22	14	14	NUM
cana-5965	25	23	]	]	PUNCT
cana-5965	25	24	.	.	PUNCT
cana-5965	26	1	java	java	PROPN
cana-5965	26	2	has	have	AUX
cana-5965	26	3	emerged	emerge	VERB
cana-5965	26	4	as	as	ADP
cana-5965	26	5	a	a	DET
cana-5965	26	6	robust	robust	ADJ
cana-5965	26	7	choice	choice	NOUN
cana-5965	26	8	for	for	ADP
cana-5965	26	9	developing	develop	VERB
cana-5965	26	10	enterprise	enterprise	NOUN
cana-5965	26	11	-	-	PUNCT
cana-5965	26	12	grade	grade	NOUN
cana-5965	26	13	cybersecurity	cybersecurity	NOUN
cana-5965	26	14	solutions	solution	NOUN
cana-5965	26	15	,	,	PUNCT
cana-5965	26	16	offering	offer	VERB
cana-5965	26	17	cross	cross	ADJ
cana-5965	26	18	-	-	ADJ
cana-5965	26	19	platform	platform	ADJ
cana-5965	26	20	compatibility	compatibility	NOUN
cana-5965	26	21	,	,	PUNCT
cana-5965	26	22	extensive	extensive	ADJ
cana-5965	26	23	library	library	NOUN
cana-5965	26	24	support	support	NOUN
cana-5965	26	25	,	,	PUNCT
cana-5965	26	26	and	and	CCONJ
cana-5965	26	27	integration	integration	NOUN
cana-5965	26	28	with	with	ADP
cana-5965	26	29	distributed	distribute	VERB
cana-5965	26	30	computing	computing	NOUN
cana-5965	26	31	frameworks	framework	NOUN
cana-5965	26	32	[	[	X
cana-5965	26	33	15	15	NUM
cana-5965	26	34	]	]	PUNCT
cana-5965	26	35	.	.	PUNCT
cana-5965	27	1	java	java	NOUN
cana-5965	27	2	-	-	PUNCT
cana-5965	27	3	based	base	VERB
cana-5965	27	4	implementations	implementation	NOUN
cana-5965	27	5	of	of	ADP
cana-5965	27	6	nlp	nlp	NOUN
cana-5965	27	7	pipelines	pipeline	NOUN
cana-5965	27	8	,	,	PUNCT
cana-5965	27	9	integrated	integrate	VERB
cana-5965	27	10	with	with	ADP
cana-5965	27	11	machine	machine	NOUN
cana-5965	27	12	learning	learning	NOUN
cana-5965	27	13	frameworks	framework	NOUN
cana-5965	27	14	such	such	ADJ
cana-5965	27	15	as	as	ADP
cana-5965	27	16	tensorflow	tensorflow	NOUN
cana-5965	27	17	and	and	CCONJ
cana-5965	27	18	dl4j	dl4j	PROPN
cana-5965	27	19	,	,	PUNCT
cana-5965	27	20	allow	allow	VERB
cana-5965	27	21	scalable	scalable	ADJ
cana-5965	27	22	,	,	PUNCT
cana-5965	27	23	real	real	ADJ
cana-5965	27	24	-	-	PUNCT
cana-5965	27	25	time	time	NOUN
cana-5965	27	26	threat	threat	NOUN
cana-5965	27	27	intelligence	intelligence	NOUN
cana-5965	27	28	analysis	analysis	NOUN
cana-5965	27	29	[	[	X
cana-5965	27	30	16	16	NUM
cana-5965	27	31	]	]	PUNCT
cana-5965	27	32	,	,	PUNCT
cana-5965	27	33	[	[	X
cana-5965	27	34	17	17	NUM
cana-5965	27	35	]	]	PUNCT
cana-5965	27	36	.	.	PUNCT
cana-5965	28	1	moreover	moreover	ADV
cana-5965	28	2	,	,	PUNCT
cana-5965	28	3	its	its	PRON
cana-5965	28	4	inherent	inherent	ADJ
cana-5965	28	5	security	security	NOUN
cana-5965	28	6	features	feature	NOUN
cana-5965	28	7	,	,	PUNCT
cana-5965	28	8	multithreading	multithreade	VERB
cana-5965	28	9	capabilities	capability	NOUN
cana-5965	28	10	,	,	PUNCT
cana-5965	28	11	and	and	CCONJ
cana-5965	28	12	interoperability	interoperability	NOUN
cana-5965	28	13	with	with	ADP
cana-5965	28	14	legacy	legacy	NOUN
cana-5965	28	15	systems	system	NOUN
cana-5965	28	16	make	make	VERB
cana-5965	28	17	it	it	PRON
cana-5965	28	18	a	a	DET
cana-5965	28	19	suitable	suitable	ADJ
cana-5965	28	20	candidate	candidate	NOUN
cana-5965	28	21	for	for	ADP
cana-5965	28	22	building	build	VERB
cana-5965	28	23	large	large	ADJ
cana-5965	28	24	-	-	PUNCT
cana-5965	28	25	scale	scale	NOUN
cana-5965	28	26	cyber	cyber	NOUN
cana-5965	28	27	threat	threat	NOUN
cana-5965	28	28	profiling	profiling	NOUN
cana-5965	28	29	platforms	platform	NOUN
cana-5965	28	30	[	[	X
cana-5965	28	31	18	18	NUM
cana-5965	28	32	]	]	PUNCT
cana-5965	28	33	.	.	PUNCT
cana-5965	29	1	recent	recent	ADJ
cana-5965	29	2	studies	study	NOUN
cana-5965	29	3	have	have	AUX
cana-5965	29	4	explored	explore	VERB
cana-5965	29	5	the	the	DET
cana-5965	29	6	fusion	fusion	NOUN
cana-5965	29	7	of	of	ADP
cana-5965	29	8	nlp	nlp	NOUN
cana-5965	29	9	with	with	ADP
cana-5965	29	10	threat	threat	NOUN
cana-5965	29	11	intelligence	intelligence	NOUN
cana-5965	29	12	sharing	sharing	NOUN
cana-5965	29	13	platforms	platform	NOUN
cana-5965	29	14	such	such	ADJ
cana-5965	29	15	as	as	ADP
cana-5965	29	16	stix	stix	PROPN
cana-5965	29	17	/	/	SYM
cana-5965	29	18	taxii	taxii	PROPN
cana-5965	29	19	,	,	PUNCT
cana-5965	29	20	highlighting	highlight	VERB
cana-5965	29	21	the	the	DET
cana-5965	29	22	importance	importance	NOUN
cana-5965	29	23	of	of	ADP
cana-5965	29	24	standardized	standardized	ADJ
cana-5965	29	25	threat	threat	NOUN
cana-5965	29	26	data	datum	NOUN
cana-5965	29	27	representation	representation	NOUN
cana-5965	29	28	for	for	ADP
cana-5965	29	29	collaborative	collaborative	ADJ
cana-5965	29	30	defense	defense	NOUN
cana-5965	29	31	[	[	X
cana-5965	29	32	19	19	NUM
cana-5965	29	33	]	]	PUNCT
cana-5965	29	34	.	.	PUNCT
cana-5965	30	1	furthermore	furthermore	ADV
cana-5965	30	2	,	,	PUNCT
cana-5965	30	3	integrating	integrate	VERB
cana-5965	30	4	automated	automate	VERB
cana-5965	30	5	nlp	nlp	NOUN
cana-5965	30	6	-	-	PUNCT
cana-5965	30	7	based	base	VERB
cana-5965	30	8	threat	threat	NOUN
cana-5965	30	9	profiling	profiling	NOUN
cana-5965	30	10	with	with	ADP
cana-5965	30	11	security	security	NOUN
cana-5965	30	12	information	information	NOUN
cana-5965	30	13	and	and	CCONJ
cana-5965	30	14	event	event	NOUN
cana-5965	30	15	management	management	NOUN
cana-5965	30	16	(	(	PUNCT
cana-5965	30	17	siem	siem	NOUN
cana-5965	30	18	)	)	PUNCT
cana-5965	30	19	systems	system	NOUN
cana-5965	30	20	enhances	enhance	VERB
cana-5965	30	21	situational	situational	ADJ
cana-5965	30	22	awareness	awareness	NOUN
cana-5965	30	23	and	and	CCONJ
cana-5965	30	24	supports	support	VERB
cana-5965	30	25	proactive	proactive	ADJ
cana-5965	30	26	incident	incident	NOUN
cana-5965	30	27	response	response	NOUN
cana-5965	30	28	[	[	X
cana-5965	30	29	20	20	NUM
cana-5965	30	30	]	]	PUNCT
cana-5965	30	31	,	,	PUNCT
cana-5965	30	32	[	[	X
cana-5965	30	33	21	21	NUM
cana-5965	30	34	]	]	PUNCT
cana-5965	30	35	.	.	PUNCT
cana-5965	31	1	despite	despite	SCONJ
cana-5965	31	2	these	these	DET
cana-5965	31	3	advances	advance	NOUN
cana-5965	31	4	,	,	PUNCT
cana-5965	31	5	current	current	ADJ
cana-5965	31	6	nlp	nlp	NOUN
cana-5965	31	7	-	-	PUNCT
cana-5965	31	8	based	base	VERB
cana-5965	31	9	threat	threat	NOUN
cana-5965	31	10	intelligence	intelligence	NOUN
cana-5965	31	11	solutions	solution	NOUN
cana-5965	31	12	face	face	VERB
cana-5965	31	13	challenges	challenge	NOUN
cana-5965	31	14	in	in	ADP
cana-5965	31	15	processing	process	VERB
cana-5965	31	16	multilingual	multilingual	ADJ
cana-5965	31	17	sources	source	NOUN
cana-5965	31	18	,	,	PUNCT
cana-5965	31	19	handling	handle	VERB
cana-5965	31	20	noisy	noisy	ADJ
cana-5965	31	21	data	datum	NOUN
cana-5965	31	22	,	,	PUNCT
cana-5965	31	23	and	and	CCONJ
cana-5965	31	24	providing	provide	VERB
cana-5965	31	25	explainable	explainable	ADJ
cana-5965	31	26	profiling	profiling	NOUN
cana-5965	31	27	results	result	NOUN
cana-5965	31	28	[	[	X
cana-5965	31	29	22	22	NUM
cana-5965	31	30	]	]	PUNCT
cana-5965	31	31	.	.	PUNCT
cana-5965	32	1	additionally	additionally	ADV
cana-5965	32	2	,	,	PUNCT
cana-5965	32	3	the	the	DET
cana-5965	32	4	lack	lack	NOUN
cana-5965	32	5	of	of	ADP
cana-5965	32	6	automated	automate	VERB
cana-5965	32	7	taxonomical	taxonomical	ADJ
cana-5965	32	8	mapping	mapping	NOUN
cana-5965	32	9	of	of	ADP
cana-5965	32	10	threat	threat	NOUN
cana-5965	32	11	attributes	attribute	VERB
cana-5965	32	12	to	to	ADP
cana-5965	32	13	frameworks	framework	NOUN
cana-5965	32	14	such	such	ADJ
cana-5965	32	15	as	as	ADP
cana-5965	32	16	mitre	mitre	NOUN
cana-5965	32	17	att&ck	att&ck	NOUN
cana-5965	32	18	reduces	reduce	VERB
cana-5965	32	19	the	the	DET
cana-5965	32	20	practical	practical	ADJ
cana-5965	32	21	applicability	applicability	NOUN
cana-5965	32	22	of	of	ADP
cana-5965	32	23	existing	exist	VERB
cana-5965	32	24	approaches	approach	NOUN
cana-5965	32	25	[	[	X
cana-5965	32	26	23	23	NUM
cana-5965	32	27	]	]	PUNCT
cana-5965	32	28	.	.	PUNCT
cana-5965	33	1	therefore	therefore	ADV
cana-5965	33	2	,	,	PUNCT
cana-5965	33	3	there	there	PRON
cana-5965	33	4	is	be	VERB
cana-5965	33	5	a	a	DET
cana-5965	33	6	pressing	press	VERB
cana-5965	33	7	need	need	NOUN
cana-5965	33	8	for	for	ADP
cana-5965	33	9	a	a	DET
cana-5965	33	10	scalable	scalable	ADJ
cana-5965	33	11	,	,	PUNCT
cana-5965	33	12	java	java	ADJ
cana-5965	33	13	-	-	PUNCT
cana-5965	33	14	enabled	enable	VERB
cana-5965	33	15	nlp	nlp	NOUN
cana-5965	33	16	-	-	PUNCT
cana-5965	33	17	based	base	VERB
cana-5965	33	18	framework	framework	NOUN
cana-5965	33	19	that	that	PRON
cana-5965	33	20	can	can	AUX
cana-5965	33	21	automatically	automatically	ADV
cana-5965	33	22	identify	identify	VERB
cana-5965	33	23	and	and	CCONJ
cana-5965	33	24	profile	profile	VERB
cana-5965	33	25	emerging	emerge	VERB
cana-5965	33	26	threats	threat	NOUN
cana-5965	33	27	with	with	ADP
cana-5965	33	28	high	high	ADJ
cana-5965	33	29	accuracy	accuracy	NOUN
cana-5965	33	30	,	,	PUNCT
cana-5965	33	31	interoperability	interoperability	NOUN
cana-5965	33	32	,	,	PUNCT
cana-5965	33	33	and	and	CCONJ
cana-5965	33	34	realtime	realtime	NOUN
cana-5965	33	35	adaptability	adaptability	NOUN
cana-5965	33	36	[	[	X
cana-5965	33	37	24	24	NUM
cana-5965	33	38	]	]	PUNCT
cana-5965	33	39	,	,	PUNCT
cana-5965	33	40	[	[	X
cana-5965	33	41	25	25	NUM
cana-5965	33	42	]	]	PUNCT
cana-5965	33	43	.	.	PUNCT
cana-5965	34	1	this	this	DET
cana-5965	34	2	paper	paper	NOUN
cana-5965	34	3	proposes	propose	VERB
cana-5965	34	4	such	such	DET
cana-5965	34	5	a	a	DET
cana-5965	34	6	framework	framework	NOUN
cana-5965	34	7	by	by	ADP
cana-5965	34	8	leveraging	leverage	VERB
cana-5965	34	9	java	java	NOUN
cana-5965	34	10	-	-	PUNCT
cana-5965	34	11	based	base	VERB
cana-5965	34	12	nlp	nlp	NOUN
cana-5965	34	13	pipelines	pipeline	NOUN
cana-5965	34	14	for	for	ADP
cana-5965	34	15	automated	automate	VERB
cana-5965	34	16	emerging	emerge	VERB
cana-5965	34	17	cyber	cyber	NOUN
cana-5965	34	18	threat	threat	NOUN
cana-5965	34	19	identification	identification	NOUN
cana-5965	34	20	and	and	CCONJ
cana-5965	34	21	profiling	profiling	NOUN
cana-5965	34	22	.	.	PUNCT
cana-5965	35	1	the	the	DET
cana-5965	35	2	contributions	contribution	NOUN
cana-5965	35	3	of	of	ADP
cana-5965	35	4	this	this	DET
cana-5965	35	5	research	research	NOUN
cana-5965	35	6	are	be	AUX
cana-5965	35	7	threefold	threefold	ADV
cana-5965	35	8	:	:	PUNCT
cana-5965	35	9	(	(	PUNCT
cana-5965	35	10	1	1	X
cana-5965	35	11	)	)	PUNCT
cana-5965	35	12	design	design	NOUN
cana-5965	35	13	of	of	ADP
cana-5965	35	14	a	a	DET
cana-5965	35	15	java	java	NOUN
cana-5965	35	16	-	-	PUNCT
cana-5965	35	17	enabled	enable	VERB
cana-5965	35	18	nlp	nlp	NOUN
cana-5965	35	19	system	system	NOUN
cana-5965	35	20	for	for	ADP
cana-5965	35	21	automated	automate	VERB
cana-5965	35	22	extraction	extraction	NOUN
cana-5965	35	23	of	of	ADP
cana-5965	35	24	cyber	cyber	ADJ
cana-5965	35	25	threat	threat	NOUN
cana-5965	35	26	communications	communication	NOUN
cana-5965	35	27	on	on	ADP
cana-5965	35	28	applied	apply	VERB
cana-5965	35	29	nonlinear	nonlinear	ADJ
cana-5965	35	30	analysis	analysis	NOUN
cana-5965	35	31	issn	issn	NOUN
cana-5965	35	32	:	:	PUNCT
cana-5965	35	33	1074	1074	NUM
cana-5965	35	34	-	-	PUNCT
cana-5965	35	35	133x	133x	NUM
cana-5965	35	36	vol	vol	NOUN
cana-5965	35	37	30	30	NUM
cana-5965	35	38	no	no	NOUN
cana-5965	35	39	.	.	NOUN
cana-5965	35	40	4	4	NUM
cana-5965	35	41	(	(	PUNCT
cana-5965	35	42	2023	2023	NUM
cana-5965	35	43	)	)	PUNCT
cana-5965	35	44	203	203	NUM
cana-5965	35	45	https://internationalpubls.com	https://internationalpubls.com	PROPN
cana-5965	35	46	entities	entity	NOUN
cana-5965	35	47	and	and	CCONJ
cana-5965	35	48	relationships	relationship	NOUN
cana-5965	35	49	,	,	PUNCT
cana-5965	35	50	(	(	PUNCT
cana-5965	35	51	2	2	X
cana-5965	35	52	)	)	PUNCT
cana-5965	35	53	integration	integration	NOUN
cana-5965	35	54	of	of	ADP
cana-5965	35	55	profiling	profile	VERB
cana-5965	35	56	mechanisms	mechanism	NOUN
cana-5965	35	57	that	that	PRON
cana-5965	35	58	generate	generate	VERB
cana-5965	35	59	structured	structured	ADJ
cana-5965	35	60	threat	threat	NOUN
cana-5965	35	61	taxonomies	taxonomy	NOUN
cana-5965	35	62	for	for	ADP
cana-5965	35	63	analyst	analyst	NOUN
cana-5965	35	64	use	use	NOUN
cana-5965	35	65	,	,	PUNCT
cana-5965	35	66	and	and	CCONJ
cana-5965	35	67	(	(	PUNCT
cana-5965	35	68	3	3	X
cana-5965	35	69	)	)	PUNCT
cana-5965	35	70	experimental	experimental	ADJ
cana-5965	35	71	validation	validation	NOUN
cana-5965	35	72	of	of	ADP
cana-5965	35	73	the	the	DET
cana-5965	35	74	framework	framework	NOUN
cana-5965	35	75	using	use	VERB
cana-5965	35	76	benchmark	benchmark	ADJ
cana-5965	35	77	datasets	dataset	NOUN
cana-5965	35	78	and	and	CCONJ
cana-5965	35	79	real	real	ADJ
cana-5965	35	80	-	-	PUNCT
cana-5965	35	81	world	world	NOUN
cana-5965	35	82	cyber	cyber	NOUN
cana-5965	35	83	threat	threat	NOUN
cana-5965	35	84	feeds	feed	VERB
cana-5965	35	85	.	.	PUNCT
cana-5965	36	1	ii	ii	PROPN
cana-5965	36	2	.	.	PUNCT
cana-5965	37	1	literature	literature	PROPN
cana-5965	37	2	survey	survey	VERB
cana-5965	37	3	several	several	ADJ
cana-5965	37	4	studies	study	NOUN
cana-5965	37	5	in	in	ADP
cana-5965	37	6	recent	recent	ADJ
cana-5965	37	7	years	year	NOUN
cana-5965	37	8	have	have	AUX
cana-5965	37	9	explored	explore	VERB
cana-5965	37	10	the	the	DET
cana-5965	37	11	use	use	NOUN
cana-5965	37	12	of	of	ADP
cana-5965	37	13	natural	natural	ADJ
cana-5965	37	14	language	language	NOUN
cana-5965	37	15	processing	processing	NOUN
cana-5965	37	16	(	(	PUNCT
cana-5965	37	17	nlp	nlp	NOUN
cana-5965	37	18	)	)	PUNCT
cana-5965	37	19	for	for	ADP
cana-5965	37	20	cyber	cyber	ADJ
cana-5965	37	21	threat	threat	NOUN
cana-5965	37	22	intelligence	intelligence	NOUN
cana-5965	37	23	(	(	PUNCT
cana-5965	37	24	cti	cti	PROPN
cana-5965	37	25	)	)	PUNCT
cana-5965	37	26	automation	automation	NOUN
cana-5965	37	27	,	,	PUNCT
cana-5965	37	28	demonstrating	demonstrate	VERB
cana-5965	37	29	its	its	PRON
cana-5965	37	30	potential	potential	NOUN
cana-5965	37	31	for	for	ADP
cana-5965	37	32	extracting	extract	VERB
cana-5965	37	33	actionable	actionable	ADJ
cana-5965	37	34	insights	insight	NOUN
cana-5965	37	35	from	from	ADP
cana-5965	37	36	unstructured	unstructured	ADJ
cana-5965	37	37	security	security	NOUN
cana-5965	37	38	data	datum	NOUN
cana-5965	37	39	.	.	PUNCT
cana-5965	38	1	chen	chen	PROPN
cana-5965	38	2	et	et	PROPN
cana-5965	38	3	al	al	PROPN
cana-5965	38	4	.	.	PUNCT
cana-5965	39	1	[	[	X
cana-5965	39	2	26	26	NUM
cana-5965	39	3	]	]	PUNCT
cana-5965	39	4	developed	develop	VERB
cana-5965	39	5	an	an	DET
cana-5965	39	6	nlp	nlp	NOUN
cana-5965	39	7	-	-	PUNCT
cana-5965	39	8	based	base	VERB
cana-5965	39	9	framework	framework	NOUN
cana-5965	39	10	to	to	PART
cana-5965	39	11	extract	extract	VERB
cana-5965	39	12	indicators	indicator	NOUN
cana-5965	39	13	of	of	ADP
cana-5965	39	14	compromise	compromise	NOUN
cana-5965	39	15	(	(	PUNCT
cana-5965	39	16	iocs	ioc	NOUN
cana-5965	39	17	)	)	PUNCT
cana-5965	39	18	from	from	ADP
cana-5965	39	19	security	security	NOUN
cana-5965	39	20	blogs	blog	NOUN
cana-5965	39	21	and	and	CCONJ
cana-5965	39	22	reports	report	NOUN
cana-5965	39	23	,	,	PUNCT
cana-5965	39	24	significantly	significantly	ADV
cana-5965	39	25	improving	improve	VERB
cana-5965	39	26	the	the	DET
cana-5965	39	27	accuracy	accuracy	NOUN
cana-5965	39	28	of	of	ADP
cana-5965	39	29	threat	threat	NOUN
cana-5965	39	30	detection	detection	NOUN
cana-5965	39	31	in	in	ADP
cana-5965	39	32	comparison	comparison	NOUN
cana-5965	39	33	to	to	ADP
cana-5965	39	34	manual	manual	ADJ
cana-5965	39	35	methods	method	NOUN
cana-5965	39	36	.	.	PUNCT
cana-5965	40	1	similarly	similarly	ADV
cana-5965	40	2	,	,	PUNCT
cana-5965	40	3	husari	husari	PROPN
cana-5965	40	4	et	et	PROPN
cana-5965	40	5	al	al	PROPN
cana-5965	40	6	.	.	PUNCT
cana-5965	41	1	[	[	X
cana-5965	41	2	27	27	NUM
cana-5965	41	3	]	]	PUNCT
cana-5965	41	4	proposed	propose	VERB
cana-5965	41	5	a	a	DET
cana-5965	41	6	system	system	NOUN
cana-5965	41	7	that	that	PRON
cana-5965	41	8	combined	combine	VERB
cana-5965	41	9	nlp	nlp	NOUN
cana-5965	41	10	with	with	ADP
cana-5965	41	11	the	the	DET
cana-5965	41	12	mitre	mitre	NOUN
cana-5965	41	13	att&ck	att&ck	NOUN
cana-5965	41	14	framework	framework	NOUN
cana-5965	41	15	to	to	PART
cana-5965	41	16	map	map	VERB
cana-5965	41	17	extracted	extract	VERB
cana-5965	41	18	threat	threat	NOUN
cana-5965	41	19	behaviors	behavior	NOUN
cana-5965	41	20	,	,	PUNCT
cana-5965	41	21	providing	provide	VERB
cana-5965	41	22	better	well	ADJ
cana-5965	41	23	contextual	contextual	ADJ
cana-5965	41	24	understanding	understanding	NOUN
cana-5965	41	25	of	of	ADP
cana-5965	41	26	adversarial	adversarial	ADJ
cana-5965	41	27	tactics	tactic	NOUN
cana-5965	41	28	and	and	CCONJ
cana-5965	41	29	techniques	technique	NOUN
cana-5965	41	30	.	.	PUNCT
cana-5965	42	1	in	in	ADP
cana-5965	42	2	another	another	DET
cana-5965	42	3	study	study	NOUN
cana-5965	42	4	,	,	PUNCT
cana-5965	42	5	tounsi	tounsi	NOUN
cana-5965	42	6	and	and	CCONJ
cana-5965	42	7	rais	rais	PROPN
cana-5965	42	8	[	[	X
cana-5965	42	9	28	28	NUM
cana-5965	42	10	]	]	PUNCT
cana-5965	42	11	surveyed	survey	VERB
cana-5965	42	12	the	the	DET
cana-5965	42	13	application	application	NOUN
cana-5965	42	14	of	of	ADP
cana-5965	42	15	nlp	nlp	NOUN
cana-5965	42	16	for	for	ADP
cana-5965	42	17	cybersecurity	cybersecurity	NOUN
cana-5965	42	18	text	text	NOUN
cana-5965	42	19	mining	mining	NOUN
cana-5965	42	20	,	,	PUNCT
cana-5965	42	21	highlighting	highlight	VERB
cana-5965	42	22	challenges	challenge	NOUN
cana-5965	42	23	such	such	ADJ
cana-5965	42	24	as	as	ADP
cana-5965	42	25	noisy	noisy	ADJ
cana-5965	42	26	and	and	CCONJ
cana-5965	42	27	multilingual	multilingual	ADJ
cana-5965	42	28	data	datum	NOUN
cana-5965	42	29	.	.	PUNCT
cana-5965	43	1	their	their	PRON
cana-5965	43	2	findings	finding	NOUN
cana-5965	43	3	emphasized	emphasize	VERB
cana-5965	43	4	the	the	DET
cana-5965	43	5	need	need	NOUN
cana-5965	43	6	for	for	ADP
cana-5965	43	7	scalable	scalable	ADJ
cana-5965	43	8	systems	system	NOUN
cana-5965	43	9	capable	capable	ADJ
cana-5965	43	10	of	of	ADP
cana-5965	43	11	handling	handle	VERB
cana-5965	43	12	large	large	ADJ
cana-5965	43	13	volumes	volume	NOUN
cana-5965	43	14	of	of	ADP
cana-5965	43	15	heterogeneous	heterogeneous	ADJ
cana-5965	43	16	information	information	NOUN
cana-5965	43	17	sources	source	NOUN
cana-5965	43	18	.	.	PUNCT
cana-5965	44	1	moreover	moreover	ADV
cana-5965	44	2	,	,	PUNCT
cana-5965	44	3	satyapanich	satyapanich	VERB
cana-5965	44	4	et	et	PROPN
cana-5965	44	5	al	al	PROPN
cana-5965	44	6	.	.	PUNCT
cana-5965	45	1	[	[	X
cana-5965	45	2	29	29	NUM
cana-5965	45	3	]	]	PUNCT
cana-5965	45	4	demonstrated	demonstrate	VERB
cana-5965	45	5	the	the	DET
cana-5965	45	6	effectiveness	effectiveness	NOUN
cana-5965	45	7	of	of	ADP
cana-5965	45	8	deep	deep	ADJ
cana-5965	45	9	learning	learning	NOUN
cana-5965	45	10	-	-	PUNCT
cana-5965	45	11	based	base	VERB
cana-5965	45	12	nlp	nlp	NOUN
cana-5965	45	13	models	model	NOUN
cana-5965	45	14	for	for	ADP
cana-5965	45	15	named	name	VERB
cana-5965	45	16	entity	entity	NOUN
cana-5965	45	17	recognition	recognition	NOUN
cana-5965	45	18	in	in	ADP
cana-5965	45	19	threat	threat	NOUN
cana-5965	45	20	intelligence	intelligence	NOUN
cana-5965	45	21	documents	document	NOUN
cana-5965	45	22	,	,	PUNCT
cana-5965	45	23	showing	show	VERB
cana-5965	45	24	improved	improved	ADJ
cana-5965	45	25	precision	precision	NOUN
cana-5965	45	26	in	in	ADP
cana-5965	45	27	recognizing	recognize	VERB
cana-5965	45	28	malware	malware	NOUN
cana-5965	45	29	names	name	NOUN
cana-5965	45	30	,	,	PUNCT
cana-5965	45	31	ip	ip	NOUN
cana-5965	45	32	addresses	address	NOUN
cana-5965	45	33	,	,	PUNCT
cana-5965	45	34	and	and	CCONJ
cana-5965	45	35	attack	attack	NOUN
cana-5965	45	36	vectors	vector	NOUN
cana-5965	45	37	.	.	PUNCT
cana-5965	46	1	alam	alam	PROPN
cana-5965	46	2	et	et	PROPN
cana-5965	46	3	al	al	PROPN
cana-5965	46	4	.	.	PUNCT
cana-5965	47	1	[	[	X
cana-5965	47	2	30	30	NUM
cana-5965	47	3	]	]	PUNCT
cana-5965	47	4	introduced	introduce	VERB
cana-5965	47	5	cyner	cyner	NOUN
cana-5965	47	6	,	,	PUNCT
cana-5965	47	7	a	a	DET
cana-5965	47	8	python	python	NOUN
cana-5965	47	9	library	library	NOUN
cana-5965	47	10	for	for	ADP
cana-5965	47	11	cybersecurity	cybersecurity	NOUN
cana-5965	47	12	-	-	PUNCT
cana-5965	47	13	specific	specific	ADJ
cana-5965	47	14	named	name	VERB
cana-5965	47	15	entity	entity	NOUN
cana-5965	47	16	recognition	recognition	NOUN
cana-5965	47	17	,	,	PUNCT
cana-5965	47	18	which	which	PRON
cana-5965	47	19	provided	provide	VERB
cana-5965	47	20	a	a	DET
cana-5965	47	21	reusable	reusable	ADJ
cana-5965	47	22	tool	tool	NOUN
cana-5965	47	23	for	for	ADP
cana-5965	47	24	researchers	researcher	NOUN
cana-5965	47	25	and	and	CCONJ
cana-5965	47	26	practitioners	practitioner	NOUN
cana-5965	47	27	in	in	ADP
cana-5965	47	28	cti	cti	PROPN
cana-5965	47	29	.	.	PUNCT
cana-5965	48	1	similarly	similarly	ADV
cana-5965	48	2	,	,	PUNCT
cana-5965	48	3	aghaei	aghaei	PROPN
cana-5965	48	4	et	et	PROPN
cana-5965	48	5	al	al	PROPN
cana-5965	48	6	.	.	PUNCT
cana-5965	49	1	[	[	X
cana-5965	49	2	31	31	NUM
cana-5965	49	3	]	]	PUNCT
cana-5965	49	4	introduced	introduce	VERB
cana-5965	49	5	securebert	securebert	NOUN
cana-5965	49	6	,	,	PUNCT
cana-5965	49	7	a	a	DET
cana-5965	49	8	domain	domain	NOUN
cana-5965	49	9	-	-	PUNCT
cana-5965	49	10	specific	specific	ADJ
cana-5965	49	11	pre	pre	ADJ
cana-5965	49	12	-	-	ADJ
cana-5965	49	13	trained	train	VERB
cana-5965	49	14	language	language	NOUN
cana-5965	49	15	model	model	NOUN
cana-5965	49	16	for	for	ADP
cana-5965	49	17	cybersecurity	cybersecurity	NOUN
cana-5965	49	18	text	text	NOUN
cana-5965	49	19	,	,	PUNCT
cana-5965	49	20	which	which	PRON
cana-5965	49	21	outperformed	outperform	VERB
cana-5965	49	22	general	general	ADJ
cana-5965	49	23	-	-	PUNCT
cana-5965	49	24	purpose	purpose	NOUN
cana-5965	49	25	nlp	nlp	NOUN
cana-5965	49	26	models	model	NOUN
cana-5965	49	27	in	in	ADP
cana-5965	49	28	extracting	extract	VERB
cana-5965	49	29	meaningful	meaningful	ADJ
cana-5965	49	30	cyber	cyber	NOUN
cana-5965	49	31	threat	threat	NOUN
cana-5965	49	32	knowledge	knowledge	NOUN
cana-5965	49	33	.	.	PUNCT
cana-5965	50	1	on	on	ADP
cana-5965	50	2	the	the	DET
cana-5965	50	3	java	java	PROPN
cana-5965	50	4	side	side	NOUN
cana-5965	50	5	,	,	PUNCT
cana-5965	50	6	mitra	mitra	PROPN
cana-5965	50	7	et	et	PROPN
cana-5965	50	8	al	al	PROPN
cana-5965	50	9	.	.	PUNCT
cana-5965	51	1	[	[	X
cana-5965	51	2	32	32	NUM
cana-5965	51	3	]	]	PUNCT
cana-5965	51	4	highlighted	highlight	VERB
cana-5965	51	5	the	the	DET
cana-5965	51	6	importance	importance	NOUN
cana-5965	51	7	of	of	ADP
cana-5965	51	8	java	java	NOUN
cana-5965	51	9	-	-	PUNCT
cana-5965	51	10	based	base	VERB
cana-5965	51	11	frameworks	framework	NOUN
cana-5965	51	12	such	such	ADJ
cana-5965	51	13	as	as	ADP
cana-5965	51	14	opennlp	opennlp	NOUN
cana-5965	51	15	and	and	CCONJ
cana-5965	51	16	dl4j	dl4j	VERB
cana-5965	51	17	for	for	ADP
cana-5965	51	18	scalable	scalable	ADJ
cana-5965	51	19	nlp	nlp	NOUN
cana-5965	51	20	deployment	deployment	NOUN
cana-5965	51	21	in	in	ADP
cana-5965	51	22	cybersecurity	cybersecurity	NOUN
cana-5965	51	23	pipelines	pipeline	NOUN
cana-5965	51	24	,	,	PUNCT
cana-5965	51	25	noting	note	VERB
cana-5965	51	26	java	java	PROPN
cana-5965	51	27	’s	’s	PART
cana-5965	51	28	cross	cross	ADJ
cana-5965	51	29	-	-	ADJ
cana-5965	51	30	platform	platform	ADJ
cana-5965	51	31	compatibility	compatibility	NOUN
cana-5965	51	32	and	and	CCONJ
cana-5965	51	33	enterprise	enterprise	NOUN
cana-5965	51	34	adoption	adoption	NOUN
cana-5965	51	35	.	.	PUNCT
cana-5965	52	1	furthermore	furthermore	ADV
cana-5965	52	2	,	,	PUNCT
cana-5965	52	3	alsaheel	alsaheel	PROPN
cana-5965	52	4	et	et	PROPN
cana-5965	52	5	al	al	PROPN
cana-5965	52	6	.	.	PUNCT
cana-5965	53	1	[	[	X
cana-5965	53	2	33	33	NUM
cana-5965	53	3	]	]	PUNCT
cana-5965	53	4	demonstrated	demonstrate	VERB
cana-5965	53	5	a	a	DET
cana-5965	53	6	hybrid	hybrid	ADJ
cana-5965	53	7	approach	approach	NOUN
cana-5965	53	8	combining	combine	VERB
cana-5965	53	9	machine	machine	NOUN
cana-5965	53	10	learning	learning	NOUN
cana-5965	53	11	and	and	CCONJ
cana-5965	53	12	nlp	nlp	NOUN
cana-5965	53	13	to	to	PART
cana-5965	53	14	automatically	automatically	ADV
cana-5965	53	15	categorize	categorize	VERB
cana-5965	53	16	threat	threat	NOUN
cana-5965	53	17	reports	report	NOUN
cana-5965	53	18	into	into	ADP
cana-5965	53	19	profiles	profile	NOUN
cana-5965	53	20	of	of	ADP
cana-5965	53	21	adversary	adversary	NOUN
cana-5965	53	22	groups	group	NOUN
cana-5965	53	23	,	,	PUNCT
cana-5965	53	24	assisting	assist	VERB
cana-5965	53	25	analysts	analyst	NOUN
cana-5965	53	26	in	in	ADP
cana-5965	53	27	faster	fast	ADJ
cana-5965	53	28	incident	incident	NOUN
cana-5965	53	29	response	response	NOUN
cana-5965	53	30	.	.	PUNCT
cana-5965	54	1	most	most	ADV
cana-5965	54	2	recently	recently	ADV
cana-5965	54	3	,	,	PUNCT
cana-5965	54	4	conti	conti	PROPN
cana-5965	54	5	et	et	PROPN
cana-5965	54	6	al	al	PROPN
cana-5965	54	7	.	.	PUNCT
cana-5965	55	1	[	[	X
cana-5965	55	2	34	34	NUM
cana-5965	55	3	]	]	PUNCT
cana-5965	55	4	presented	present	VERB
cana-5965	55	5	a	a	DET
cana-5965	55	6	comprehensive	comprehensive	ADJ
cana-5965	55	7	study	study	NOUN
cana-5965	55	8	of	of	ADP
cana-5965	55	9	nlp	nlp	NOUN
cana-5965	55	10	-	-	PUNCT
cana-5965	55	11	driven	drive	VERB
cana-5965	55	12	cti	cti	PROPN
cana-5965	55	13	automation	automation	NOUN
cana-5965	55	14	pipelines	pipeline	NOUN
cana-5965	55	15	,	,	PUNCT
cana-5965	55	16	concluding	conclude	VERB
cana-5965	55	17	that	that	SCONJ
cana-5965	55	18	the	the	DET
cana-5965	55	19	integration	integration	NOUN
cana-5965	55	20	of	of	ADP
cana-5965	55	21	domain	domain	NOUN
cana-5965	55	22	-	-	PUNCT
cana-5965	55	23	specific	specific	ADJ
cana-5965	55	24	embeddings	embedding	NOUN
cana-5965	55	25	,	,	PUNCT
cana-5965	55	26	threat	threat	NOUN
cana-5965	55	27	taxonomies	taxonomy	NOUN
cana-5965	55	28	,	,	PUNCT
cana-5965	55	29	and	and	CCONJ
cana-5965	55	30	explainable	explainable	ADJ
cana-5965	55	31	ai	ai	NOUN
cana-5965	55	32	is	be	AUX
cana-5965	55	33	critical	critical	ADJ
cana-5965	55	34	for	for	ADP
cana-5965	55	35	adoption	adoption	NOUN
cana-5965	55	36	in	in	ADP
cana-5965	55	37	enterprise	enterprise	NOUN
cana-5965	55	38	environments	environment	NOUN
cana-5965	55	39	.	.	PUNCT
cana-5965	56	1	finally	finally	ADV
cana-5965	56	2	,	,	PUNCT
cana-5965	56	3	shahi	shahi	PROPN
cana-5965	56	4	and	and	CCONJ
cana-5965	56	5	shafiei	shafiei	PROPN
cana-5965	57	1	[	[	X
cana-5965	57	2	35	35	NUM
cana-5965	57	3	]	]	PUNCT
cana-5965	57	4	examined	examine	VERB
cana-5965	57	5	the	the	DET
cana-5965	57	6	role	role	NOUN
cana-5965	57	7	of	of	ADP
cana-5965	57	8	automated	automate	VERB
cana-5965	57	9	cyber	cyber	NOUN
cana-5965	57	10	threat	threat	NOUN
cana-5965	57	11	profiling	profiling	NOUN
cana-5965	57	12	systems	system	NOUN
cana-5965	57	13	,	,	PUNCT
cana-5965	57	14	stressing	stress	VERB
cana-5965	57	15	the	the	DET
cana-5965	57	16	need	need	NOUN
cana-5965	57	17	for	for	ADP
cana-5965	57	18	combining	combine	VERB
cana-5965	57	19	nlp	nlp	NOUN
cana-5965	57	20	with	with	ADP
cana-5965	57	21	graph	graph	NOUN
cana-5965	57	22	-	-	PUNCT
cana-5965	57	23	based	base	VERB
cana-5965	57	24	knowledge	knowledge	NOUN
cana-5965	57	25	representation	representation	NOUN
cana-5965	57	26	to	to	PART
cana-5965	57	27	support	support	VERB
cana-5965	57	28	robust	robust	ADJ
cana-5965	57	29	intelligence	intelligence	NOUN
cana-5965	57	30	sharing	sharing	NOUN
cana-5965	57	31	across	across	ADP
cana-5965	57	32	organizations	organization	NOUN
cana-5965	57	33	.	.	PUNCT
cana-5965	58	1	communications	communication	NOUN
cana-5965	58	2	on	on	ADP
cana-5965	58	3	applied	apply	VERB
cana-5965	58	4	nonlinear	nonlinear	ADJ
cana-5965	58	5	analysis	analysis	NOUN
cana-5965	58	6	issn	issn	NOUN
cana-5965	58	7	:	:	PUNCT
cana-5965	58	8	1074	1074	NUM
cana-5965	58	9	-	-	PUNCT
cana-5965	58	10	133x	133x	NUM
cana-5965	58	11	vol	vol	NOUN
cana-5965	58	12	30	30	NUM
cana-5965	58	13	no	no	NOUN
cana-5965	58	14	.	.	NOUN
cana-5965	58	15	4	4	NUM
cana-5965	58	16	(	(	PUNCT
cana-5965	58	17	2023	2023	NUM
cana-5965	58	18	)	)	PUNCT
cana-5965	58	19	204	204	NUM
cana-5965	58	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	58	21	collectively	collectively	ADV
cana-5965	58	22	,	,	PUNCT
cana-5965	58	23	these	these	DET
cana-5965	58	24	works	work	NOUN
cana-5965	58	25	underline	underline	VERB
cana-5965	58	26	the	the	DET
cana-5965	58	27	significant	significant	ADJ
cana-5965	58	28	progress	progress	NOUN
cana-5965	58	29	in	in	ADP
cana-5965	58	30	applying	apply	VERB
cana-5965	58	31	nlp	nlp	NOUN
cana-5965	58	32	to	to	ADP
cana-5965	58	33	cybersecurity	cybersecurity	NOUN
cana-5965	58	34	while	while	SCONJ
cana-5965	58	35	also	also	ADV
cana-5965	58	36	highlighting	highlight	VERB
cana-5965	58	37	the	the	DET
cana-5965	58	38	gaps	gap	NOUN
cana-5965	58	39	—	—	PUNCT
cana-5965	58	40	particularly	particularly	ADV
cana-5965	58	41	in	in	ADP
cana-5965	58	42	java	java	NOUN
cana-5965	58	43	-	-	PUNCT
cana-5965	58	44	enabled	enable	VERB
cana-5965	58	45	interoperability	interoperability	NOUN
cana-5965	58	46	,	,	PUNCT
cana-5965	58	47	multilingual	multilingual	ADJ
cana-5965	58	48	support	support	NOUN
cana-5965	58	49	,	,	PUNCT
cana-5965	58	50	and	and	CCONJ
cana-5965	58	51	scalable	scalable	ADJ
cana-5965	58	52	profiling	profiling	NOUN
cana-5965	58	53	solutions	solution	NOUN
cana-5965	58	54	—	—	PUNCT
cana-5965	58	55	that	that	PRON
cana-5965	58	56	motivate	motivate	VERB
cana-5965	58	57	the	the	DET
cana-5965	58	58	proposed	propose	VERB
cana-5965	58	59	research	research	NOUN
cana-5965	58	60	..	..	PUNCT
cana-5965	58	61	iii	iii	PROPN
cana-5965	58	62	.	.	PROPN
cana-5965	58	63	proposed	propose	VERB
cana-5965	58	64	methodology	methodology	NOUN
cana-5965	58	65	the	the	DET
cana-5965	58	66	proposed	propose	VERB
cana-5965	58	67	research	research	NOUN
cana-5965	58	68	introduces	introduce	VERB
cana-5965	58	69	a	a	DET
cana-5965	58	70	java	java	NOUN
cana-5965	58	71	-	-	PUNCT
cana-5965	58	72	based	base	VERB
cana-5965	58	73	nlp	nlp	NOUN
cana-5965	58	74	-	-	PUNCT
cana-5965	58	75	driven	drive	VERB
cana-5965	58	76	framework	framework	NOUN
cana-5965	58	77	designed	design	VERB
cana-5965	58	78	to	to	PART
cana-5965	58	79	automate	automate	VERB
cana-5965	58	80	the	the	DET
cana-5965	58	81	process	process	NOUN
cana-5965	58	82	of	of	ADP
cana-5965	58	83	identifying	identifying	NOUN
cana-5965	58	84	and	and	CCONJ
cana-5965	58	85	profiling	profile	VERB
cana-5965	58	86	emerging	emerge	VERB
cana-5965	58	87	cyber	cyber	NOUN
cana-5965	58	88	threats	threat	NOUN
cana-5965	58	89	from	from	ADP
cana-5965	58	90	heterogeneous	heterogeneous	ADJ
cana-5965	58	91	and	and	CCONJ
cana-5965	58	92	unstructured	unstructured	ADJ
cana-5965	58	93	textual	textual	ADJ
cana-5965	58	94	sources	source	NOUN
cana-5965	58	95	.	.	PUNCT
cana-5965	59	1	the	the	DET
cana-5965	59	2	methodology	methodology	NOUN
cana-5965	59	3	emphasizes	emphasize	VERB
cana-5965	59	4	interoperability	interoperability	NOUN
cana-5965	59	5	,	,	PUNCT
cana-5965	59	6	scalability	scalability	NOUN
cana-5965	59	7	,	,	PUNCT
cana-5965	59	8	and	and	CCONJ
cana-5965	59	9	precision	precision	NOUN
cana-5965	59	10	,	,	PUNCT
cana-5965	59	11	ensuring	ensure	VERB
cana-5965	59	12	seamless	seamless	ADJ
cana-5965	59	13	integration	integration	NOUN
cana-5965	59	14	with	with	ADP
cana-5965	59	15	enterprise	enterprise	NOUN
cana-5965	59	16	-	-	PUNCT
cana-5965	59	17	level	level	NOUN
cana-5965	59	18	security	security	NOUN
cana-5965	59	19	infrastructures	infrastructure	NOUN
cana-5965	59	20	.	.	PUNCT
cana-5965	60	1	at	at	ADP
cana-5965	60	2	its	its	PRON
cana-5965	60	3	core	core	NOUN
cana-5965	60	4	,	,	PUNCT
cana-5965	60	5	the	the	DET
cana-5965	60	6	framework	framework	NOUN
cana-5965	60	7	follows	follow	VERB
cana-5965	60	8	a	a	DET
cana-5965	60	9	structured	structured	ADJ
cana-5965	60	10	pipeline	pipeline	NOUN
cana-5965	60	11	beginning	begin	VERB
cana-5965	60	12	with	with	ADP
cana-5965	60	13	data	data	NOUN
cana-5965	60	14	acquisition	acquisition	NOUN
cana-5965	60	15	,	,	PUNCT
cana-5965	60	16	wherein	wherein	SCONJ
cana-5965	60	17	cyber	cyber	NOUN
cana-5965	60	18	threat	threat	NOUN
cana-5965	60	19	intelligence	intelligence	NOUN
cana-5965	60	20	is	be	AUX
cana-5965	60	21	gathered	gather	VERB
cana-5965	60	22	from	from	ADP
cana-5965	60	23	diverse	diverse	ADJ
cana-5965	60	24	sources	source	NOUN
cana-5965	60	25	such	such	ADJ
cana-5965	60	26	as	as	ADP
cana-5965	60	27	security	security	NOUN
cana-5965	60	28	blogs	blog	NOUN
cana-5965	60	29	,	,	PUNCT
cana-5965	60	30	vulnerability	vulnerability	NOUN
cana-5965	60	31	databases	database	NOUN
cana-5965	60	32	,	,	PUNCT
cana-5965	60	33	open	open	ADJ
cana-5965	60	34	-	-	PUNCT
cana-5965	60	35	source	source	NOUN
cana-5965	60	36	intelligence	intelligence	NOUN
cana-5965	60	37	(	(	PUNCT
cana-5965	60	38	osint	osint	NOUN
cana-5965	60	39	)	)	PUNCT
cana-5965	60	40	feeds	feed	NOUN
cana-5965	60	41	,	,	PUNCT
cana-5965	60	42	darknet	darknet	NOUN
cana-5965	60	43	forums	forum	NOUN
cana-5965	60	44	,	,	PUNCT
cana-5965	60	45	and	and	CCONJ
cana-5965	60	46	incident	incident	NOUN
cana-5965	60	47	response	response	NOUN
cana-5965	60	48	reports	report	VERB
cana-5965	60	49	.	.	PUNCT
cana-5965	61	1	the	the	DET
cana-5965	61	2	ingestion	ingestion	NOUN
cana-5965	61	3	layer	layer	NOUN
cana-5965	61	4	employs	employ	VERB
cana-5965	61	5	java	java	PROPN
cana-5965	61	6	connectors	connector	NOUN
cana-5965	61	7	and	and	CCONJ
cana-5965	61	8	apis	api	VERB
cana-5965	61	9	to	to	PART
cana-5965	61	10	normalize	normalize	VERB
cana-5965	61	11	these	these	DET
cana-5965	61	12	heterogeneous	heterogeneous	ADJ
cana-5965	61	13	sources	source	NOUN
cana-5965	61	14	into	into	ADP
cana-5965	61	15	a	a	DET
cana-5965	61	16	unified	unified	ADJ
cana-5965	61	17	text	text	NOUN
cana-5965	61	18	stream	stream	NOUN
cana-5965	61	19	.	.	PUNCT
cana-5965	62	1	once	once	SCONJ
cana-5965	62	2	data	datum	NOUN
cana-5965	62	3	is	be	AUX
cana-5965	62	4	acquired	acquire	VERB
cana-5965	62	5	,	,	PUNCT
cana-5965	62	6	the	the	DET
cana-5965	62	7	preprocessing	preprocessing	NOUN
cana-5965	62	8	stage	stage	NOUN
cana-5965	62	9	applies	apply	VERB
cana-5965	62	10	java	java	PROPN
cana-5965	62	11	-	-	PUNCT
cana-5965	62	12	enabled	enable	VERB
cana-5965	62	13	text	text	NOUN
cana-5965	62	14	cleaning	cleaning	NOUN
cana-5965	62	15	,	,	PUNCT
cana-5965	62	16	tokenization	tokenization	NOUN
cana-5965	62	17	,	,	PUNCT
cana-5965	62	18	stop	stop	VERB
cana-5965	62	19	-	-	PUNCT
cana-5965	62	20	word	word	NOUN
cana-5965	62	21	removal	removal	NOUN
cana-5965	62	22	,	,	PUNCT
cana-5965	62	23	lemmatization	lemmatization	NOUN
cana-5965	62	24	,	,	PUNCT
cana-5965	62	25	and	and	CCONJ
cana-5965	62	26	syntactic	syntactic	ADJ
cana-5965	62	27	parsing	parsing	NOUN
cana-5965	62	28	using	use	VERB
cana-5965	62	29	libraries	library	NOUN
cana-5965	62	30	such	such	ADJ
cana-5965	62	31	as	as	ADP
cana-5965	62	32	apache	apache	PROPN
cana-5965	62	33	opennlp	opennlp	NOUN
cana-5965	62	34	and	and	CCONJ
cana-5965	62	35	deeplearning4j	deeplearning4j	PROPN
cana-5965	62	36	.	.	PUNCT
cana-5965	63	1	this	this	DET
cana-5965	63	2	stage	stage	NOUN
cana-5965	63	3	is	be	AUX
cana-5965	63	4	crucial	crucial	ADJ
cana-5965	63	5	to	to	PART
cana-5965	63	6	reduce	reduce	VERB
cana-5965	63	7	noise	noise	NOUN
cana-5965	63	8	from	from	ADP
cana-5965	63	9	unstructured	unstructured	ADJ
cana-5965	63	10	text	text	NOUN
cana-5965	63	11	and	and	CCONJ
cana-5965	63	12	prepare	prepare	VERB
cana-5965	63	13	it	it	PRON
cana-5965	63	14	for	for	ADP
cana-5965	63	15	deeper	deep	ADJ
cana-5965	63	16	semantic	semantic	ADJ
cana-5965	63	17	analysis	analysis	NOUN
cana-5965	63	18	.	.	PUNCT
cana-5965	64	1	subsequently	subsequently	ADV
cana-5965	64	2	,	,	PUNCT
cana-5965	64	3	the	the	DET
cana-5965	64	4	feature	feature	NOUN
cana-5965	64	5	extraction	extraction	NOUN
cana-5965	64	6	module	module	NOUN
cana-5965	64	7	leverages	leverage	NOUN
cana-5965	64	8	advanced	advanced	ADJ
cana-5965	64	9	nlp	nlp	NOUN
cana-5965	64	10	models	model	NOUN
cana-5965	64	11	including	include	VERB
cana-5965	64	12	named	name	VERB
cana-5965	64	13	entity	entity	NOUN
cana-5965	64	14	recognition	recognition	NOUN
cana-5965	64	15	(	(	PUNCT
cana-5965	64	16	ner	ner	NOUN
cana-5965	64	17	)	)	PUNCT
cana-5965	64	18	,	,	PUNCT
cana-5965	64	19	topic	topic	NOUN
cana-5965	64	20	modeling	modeling	NOUN
cana-5965	64	21	(	(	PUNCT
cana-5965	64	22	via	via	ADP
cana-5965	64	23	latent	latent	NOUN
cana-5965	64	24	dirichlet	dirichlet	PROPN
cana-5965	64	25	allocation	allocation	NOUN
cana-5965	64	26	and	and	CCONJ
cana-5965	64	27	neural	neural	ADJ
cana-5965	64	28	embeddings	embedding	NOUN
cana-5965	64	29	)	)	PUNCT
cana-5965	64	30	,	,	PUNCT
cana-5965	64	31	sentiment	sentiment	NOUN
cana-5965	64	32	analysis	analysis	NOUN
cana-5965	64	33	,	,	PUNCT
cana-5965	64	34	and	and	CCONJ
cana-5965	64	35	dependency	dependency	NOUN
cana-5965	64	36	parsing	parsing	NOUN
cana-5965	64	37	to	to	PART
cana-5965	64	38	extract	extract	VERB
cana-5965	64	39	meaningful	meaningful	ADJ
cana-5965	64	40	cyber	cyber	NOUN
cana-5965	64	41	threat	threat	NOUN
cana-5965	64	42	entities	entity	NOUN
cana-5965	64	43	such	such	ADJ
cana-5965	64	44	as	as	ADP
cana-5965	64	45	malware	malware	NOUN
cana-5965	64	46	names	name	NOUN
cana-5965	64	47	,	,	PUNCT
cana-5965	64	48	ip	ip	NOUN
cana-5965	64	49	addresses	address	NOUN
cana-5965	64	50	,	,	PUNCT
cana-5965	64	51	vulnerabilities	vulnerability	NOUN
cana-5965	64	52	(	(	PUNCT
cana-5965	64	53	cves	cf	NOUN
cana-5965	64	54	)	)	PUNCT
cana-5965	64	55	,	,	PUNCT
cana-5965	64	56	and	and	CCONJ
cana-5965	64	57	adversary	adversary	NOUN
cana-5965	64	58	groups	group	NOUN
cana-5965	64	59	.	.	PUNCT
cana-5965	65	1	the	the	DET
cana-5965	65	2	threat	threat	NOUN
cana-5965	65	3	profiling	profiling	NOUN
cana-5965	65	4	stage	stage	NOUN
cana-5965	65	5	then	then	ADV
cana-5965	65	6	maps	map	VERB
cana-5965	65	7	extracted	extract	VERB
cana-5965	65	8	entities	entity	NOUN
cana-5965	65	9	into	into	ADP
cana-5965	65	10	structured	structured	ADJ
cana-5965	65	11	knowledge	knowledge	NOUN
cana-5965	65	12	using	use	VERB
cana-5965	65	13	established	establish	VERB
cana-5965	65	14	taxonomies	taxonomy	NOUN
cana-5965	65	15	such	such	ADJ
cana-5965	65	16	as	as	ADP
cana-5965	65	17	the	the	DET
cana-5965	65	18	mitre	mitre	NOUN
cana-5965	65	19	att&ck	att&ck	NOUN
cana-5965	65	20	framework	framework	NOUN
cana-5965	65	21	.	.	PUNCT
cana-5965	66	1	by	by	ADP
cana-5965	66	2	employing	employ	VERB
cana-5965	66	3	ontology	ontology	NOUN
cana-5965	66	4	-	-	PUNCT
cana-5965	66	5	based	base	VERB
cana-5965	66	6	mapping	mapping	NOUN
cana-5965	66	7	and	and	CCONJ
cana-5965	66	8	relationship	relationship	NOUN
cana-5965	66	9	extraction	extraction	NOUN
cana-5965	66	10	,	,	PUNCT
cana-5965	66	11	the	the	DET
cana-5965	66	12	system	system	NOUN
cana-5965	66	13	automatically	automatically	ADV
cana-5965	66	14	builds	build	VERB
cana-5965	66	15	comprehensive	comprehensive	ADJ
cana-5965	66	16	profiles	profile	NOUN
cana-5965	66	17	that	that	PRON
cana-5965	66	18	capture	capture	VERB
cana-5965	66	19	key	key	ADJ
cana-5965	66	20	attributes	attribute	NOUN
cana-5965	66	21	including	include	VERB
cana-5965	66	22	attack	attack	NOUN
cana-5965	66	23	vectors	vector	NOUN
cana-5965	66	24	,	,	PUNCT
cana-5965	66	25	techniques	technique	NOUN
cana-5965	66	26	,	,	PUNCT
cana-5965	66	27	target	target	NOUN
cana-5965	66	28	assets	asset	NOUN
cana-5965	66	29	,	,	PUNCT
cana-5965	66	30	and	and	CCONJ
cana-5965	66	31	adversary	adversary	NOUN
cana-5965	66	32	behaviors	behavior	NOUN
cana-5965	66	33	.	.	PUNCT
cana-5965	67	1	these	these	DET
cana-5965	67	2	profiles	profile	NOUN
cana-5965	67	3	are	be	AUX
cana-5965	67	4	dynamically	dynamically	ADV
cana-5965	67	5	updated	update	VERB
cana-5965	67	6	as	as	SCONJ
cana-5965	67	7	new	new	ADJ
cana-5965	67	8	intelligence	intelligence	NOUN
cana-5965	67	9	is	be	AUX
cana-5965	67	10	ingested	ingest	VERB
cana-5965	67	11	,	,	PUNCT
cana-5965	67	12	ensuring	ensure	VERB
cana-5965	67	13	adaptability	adaptability	NOUN
cana-5965	67	14	to	to	ADP
cana-5965	67	15	emerging	emerge	VERB
cana-5965	67	16	threats	threat	NOUN
cana-5965	67	17	.	.	PUNCT
cana-5965	68	1	to	to	PART
cana-5965	68	2	enhance	enhance	VERB
cana-5965	68	3	privacy	privacy	NOUN
cana-5965	68	4	and	and	CCONJ
cana-5965	68	5	ensure	ensure	VERB
cana-5965	68	6	robustness	robustness	NOUN
cana-5965	68	7	,	,	PUNCT
cana-5965	68	8	the	the	DET
cana-5965	68	9	system	system	NOUN
cana-5965	68	10	incorporates	incorporate	VERB
cana-5965	68	11	java	java	NOUN
cana-5965	68	12	-	-	PUNCT
cana-5965	68	13	based	base	VERB
cana-5965	68	14	machine	machine	NOUN
cana-5965	68	15	learning	learn	VERB
cana-5965	68	16	classifiers	classifier	NOUN
cana-5965	68	17	trained	train	VERB
cana-5965	68	18	on	on	ADP
cana-5965	68	19	benchmark	benchmark	NOUN
cana-5965	68	20	cyber	cyber	NOUN
cana-5965	68	21	threat	threat	NOUN
cana-5965	68	22	datasets	dataset	NOUN
cana-5965	68	23	.	.	PUNCT
cana-5965	69	1	these	these	DET
cana-5965	69	2	classifiers	classifier	NOUN
cana-5965	69	3	are	be	AUX
cana-5965	69	4	responsible	responsible	ADJ
cana-5965	69	5	for	for	ADP
cana-5965	69	6	categorizing	categorize	VERB
cana-5965	69	7	extracted	extract	VERB
cana-5965	69	8	intelligence	intelligence	NOUN
cana-5965	69	9	into	into	ADP
cana-5965	69	10	relevant	relevant	ADJ
cana-5965	69	11	threat	threat	NOUN
cana-5965	69	12	classes	class	NOUN
cana-5965	69	13	(	(	PUNCT
cana-5965	69	14	e.g.	e.g.	ADV
cana-5965	69	15	,	,	PUNCT
cana-5965	69	16	malware	malware	NOUN
cana-5965	69	17	,	,	PUNCT
cana-5965	69	18	phishing	phishing	NOUN
cana-5965	69	19	,	,	PUNCT
cana-5965	69	20	insider	insider	NOUN
cana-5965	69	21	threat	threat	NOUN
cana-5965	69	22	)	)	PUNCT
cana-5965	69	23	with	with	ADP
cana-5965	69	24	high	high	ADJ
cana-5965	69	25	precision	precision	NOUN
cana-5965	69	26	and	and	CCONJ
cana-5965	69	27	recall	recall	NOUN
cana-5965	69	28	.	.	PUNCT
cana-5965	70	1	a	a	DET
cana-5965	70	2	scoring	scoring	NOUN
cana-5965	70	3	mechanism	mechanism	NOUN
cana-5965	70	4	ranks	rank	VERB
cana-5965	70	5	the	the	DET
cana-5965	70	6	confidence	confidence	NOUN
cana-5965	70	7	of	of	ADP
cana-5965	70	8	identified	identify	VERB
cana-5965	70	9	threats	threat	NOUN
cana-5965	70	10	,	,	PUNCT
cana-5965	70	11	enabling	enable	VERB
cana-5965	70	12	analysts	analyst	NOUN
cana-5965	70	13	to	to	PART
cana-5965	70	14	prioritize	prioritize	VERB
cana-5965	70	15	actionable	actionable	ADJ
cana-5965	70	16	intelligence	intelligence	NOUN
cana-5965	70	17	.	.	PUNCT
cana-5965	71	1	the	the	DET
cana-5965	71	2	profiling	profiling	NOUN
cana-5965	71	3	results	result	NOUN
cana-5965	71	4	are	be	AUX
cana-5965	71	5	presented	present	VERB
cana-5965	71	6	through	through	ADP
cana-5965	71	7	a	a	DET
cana-5965	71	8	visual	visual	ADJ
cana-5965	71	9	analytics	analytic	NOUN
cana-5965	71	10	dashboard	dashboard	NOUN
cana-5965	71	11	,	,	PUNCT
cana-5965	71	12	implemented	implement	VERB
cana-5965	71	13	using	use	VERB
cana-5965	71	14	javafx	javafx	NOUN
cana-5965	71	15	,	,	PUNCT
cana-5965	71	16	which	which	PRON
cana-5965	71	17	provides	provide	VERB
cana-5965	71	18	real	real	ADJ
cana-5965	71	19	-	-	PUNCT
cana-5965	71	20	time	time	NOUN
cana-5965	71	21	monitoring	monitoring	NOUN
cana-5965	71	22	of	of	ADP
cana-5965	71	23	identified	identify	VERB
cana-5965	71	24	threats	threat	NOUN
cana-5965	71	25	,	,	PUNCT
cana-5965	71	26	their	their	PRON
cana-5965	71	27	attributes	attribute	NOUN
cana-5965	71	28	,	,	PUNCT
cana-5965	71	29	and	and	CCONJ
cana-5965	71	30	their	their	PRON
cana-5965	71	31	evolution	evolution	NOUN
cana-5965	71	32	over	over	ADP
cana-5965	71	33	time	time	NOUN
cana-5965	71	34	.	.	PUNCT
cana-5965	72	1	overall	overall	ADV
cana-5965	72	2	,	,	PUNCT
cana-5965	72	3	this	this	DET
cana-5965	72	4	methodology	methodology	NOUN
cana-5965	72	5	integrates	integrate	VERB
cana-5965	72	6	the	the	DET
cana-5965	72	7	strengths	strength	NOUN
cana-5965	72	8	of	of	ADP
cana-5965	72	9	java	java	PROPN
cana-5965	72	10	’s	’s	PART
cana-5965	72	11	platform	platform	NOUN
cana-5965	72	12	-	-	PUNCT
cana-5965	72	13	independence	independence	NOUN
cana-5965	72	14	,	,	PUNCT
cana-5965	72	15	nlp	nlp	ADJ
cana-5965	72	16	capabilities	capability	NOUN
cana-5965	72	17	,	,	PUNCT
cana-5965	72	18	and	and	CCONJ
cana-5965	72	19	secure	secure	VERB
cana-5965	72	20	multi	multi	NOUN
cana-5965	72	21	-	-	ADJ
cana-5965	72	22	threading	threading	NOUN
cana-5965	72	23	to	to	PART
cana-5965	72	24	create	create	VERB
cana-5965	72	25	a	a	DET
cana-5965	72	26	scalable	scalable	ADJ
cana-5965	72	27	and	and	CCONJ
cana-5965	72	28	automated	automate	VERB
cana-5965	72	29	cyber	cyber	NOUN
cana-5965	72	30	threat	threat	NOUN
cana-5965	72	31	identification	identification	NOUN
cana-5965	72	32	and	and	CCONJ
cana-5965	72	33	profiling	profiling	NOUN
cana-5965	72	34	system	system	NOUN
cana-5965	72	35	.	.	PUNCT
cana-5965	73	1	unlike	unlike	ADP
cana-5965	73	2	traditional	traditional	ADJ
cana-5965	73	3	manual	manual	ADJ
cana-5965	73	4	analysis	analysis	NOUN
cana-5965	73	5	or	or	CCONJ
cana-5965	73	6	language	language	NOUN
cana-5965	73	7	-	-	PUNCT
cana-5965	73	8	restricted	restrict	VERB
cana-5965	73	9	communications	communication	NOUN
cana-5965	73	10	on	on	ADP
cana-5965	73	11	applied	apply	VERB
cana-5965	73	12	nonlinear	nonlinear	ADJ
cana-5965	73	13	analysis	analysis	NOUN
cana-5965	73	14	issn	issn	NOUN
cana-5965	73	15	:	:	PUNCT
cana-5965	73	16	1074	1074	NUM
cana-5965	73	17	-	-	PUNCT
cana-5965	73	18	133x	133x	NUM
cana-5965	73	19	vol	vol	NOUN
cana-5965	73	20	30	30	NUM
cana-5965	73	21	no	no	NOUN
cana-5965	73	22	.	.	NOUN
cana-5965	73	23	4	4	NUM
cana-5965	73	24	(	(	PUNCT
cana-5965	73	25	2023	2023	NUM
cana-5965	73	26	)	)	PUNCT
cana-5965	73	27	205	205	NUM
cana-5965	73	28	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	73	29	pipelines	pipeline	NOUN
cana-5965	73	30	,	,	PUNCT
cana-5965	73	31	the	the	DET
cana-5965	73	32	proposed	propose	VERB
cana-5965	73	33	framework	framework	NOUN
cana-5965	73	34	offers	offer	VERB
cana-5965	73	35	extensibility	extensibility	NOUN
cana-5965	73	36	,	,	PUNCT
cana-5965	73	37	multilingual	multilingual	ADJ
cana-5965	73	38	support	support	NOUN
cana-5965	73	39	,	,	PUNCT
cana-5965	73	40	and	and	CCONJ
cana-5965	73	41	enterprise	enterprise	NOUN
cana-5965	73	42	-	-	PUNCT
cana-5965	73	43	grade	grade	NOUN
cana-5965	73	44	integration	integration	NOUN
cana-5965	73	45	,	,	PUNCT
cana-5965	73	46	making	make	VERB
cana-5965	73	47	it	it	PRON
cana-5965	73	48	suitable	suitable	ADJ
cana-5965	73	49	for	for	ADP
cana-5965	73	50	real	real	ADJ
cana-5965	73	51	-	-	PUNCT
cana-5965	73	52	world	world	NOUN
cana-5965	73	53	cyber	cyber	NOUN
cana-5965	73	54	defense	defense	NOUN
cana-5965	73	55	applications	application	NOUN
cana-5965	73	56	.	.	PUNCT
cana-5965	74	1	fig	fig	NOUN
cana-5965	74	2	:	:	PUNCT
cana-5965	74	3	architecture	architecture	NOUN
cana-5965	74	4	diagram	diagram	NOUN
cana-5965	74	5	iv	iv	NOUN
cana-5965	74	6	.	.	PUNCT
cana-5965	75	1	experimental	experimental	ADJ
cana-5965	75	2	setup	setup	NOUN
cana-5965	75	3	to	to	PART
cana-5965	75	4	evaluate	evaluate	VERB
cana-5965	75	5	the	the	DET
cana-5965	75	6	proposed	propose	VERB
cana-5965	75	7	java	java	NOUN
cana-5965	75	8	-	-	PUNCT
cana-5965	75	9	based	base	VERB
cana-5965	75	10	nlp	nlp	NOUN
cana-5965	75	11	framework	framework	NOUN
cana-5965	75	12	for	for	ADP
cana-5965	75	13	automated	automate	VERB
cana-5965	75	14	cyber	cyber	NOUN
cana-5965	75	15	threat	threat	NOUN
cana-5965	75	16	identification	identification	NOUN
cana-5965	75	17	and	and	CCONJ
cana-5965	75	18	profiling	profiling	NOUN
cana-5965	75	19	,	,	PUNCT
cana-5965	75	20	a	a	DET
cana-5965	75	21	comprehensive	comprehensive	ADJ
cana-5965	75	22	experimental	experimental	ADJ
cana-5965	75	23	setup	setup	NOUN
cana-5965	75	24	was	be	AUX
cana-5965	75	25	established	establish	VERB
cana-5965	75	26	.	.	PUNCT
cana-5965	76	1	the	the	DET
cana-5965	76	2	experiments	experiment	NOUN
cana-5965	76	3	were	be	AUX
cana-5965	76	4	conducted	conduct	VERB
cana-5965	76	5	on	on	ADP
cana-5965	76	6	a	a	DET
cana-5965	76	7	high	high	ADJ
cana-5965	76	8	-	-	PUNCT
cana-5965	76	9	performance	performance	NOUN
cana-5965	76	10	computing	computing	NOUN
cana-5965	76	11	environment	environment	NOUN
cana-5965	76	12	consisting	consist	VERB
cana-5965	76	13	of	of	ADP
cana-5965	76	14	an	an	DET
cana-5965	76	15	intel	intel	NOUN
cana-5965	76	16	core	core	NOUN
cana-5965	76	17	i7	i7	NOUN
cana-5965	76	18	3.2	3.2	NUM
cana-5965	76	19	ghz	ghz	NOUN
cana-5965	76	20	processor	processor	NOUN
cana-5965	76	21	,	,	PUNCT
cana-5965	76	22	32	32	NUM
cana-5965	76	23	gb	gb	NOUN
cana-5965	76	24	ram	ram	NOUN
cana-5965	76	25	,	,	PUNCT
cana-5965	76	26	and	and	CCONJ
cana-5965	76	27	a	a	DET
cana-5965	76	28	linux	linux	NOUN
cana-5965	76	29	-	-	PUNCT
cana-5965	76	30	based	base	VERB
cana-5965	76	31	server	server	NOUN
cana-5965	76	32	equipped	equip	VERB
cana-5965	76	33	with	with	ADP
cana-5965	76	34	java	java	PROPN
cana-5965	76	35	17	17	NUM
cana-5965	76	36	runtime	runtime	NOUN
cana-5965	76	37	,	,	PUNCT
cana-5965	76	38	apache	apache	NOUN
cana-5965	76	39	opennlp	opennlp	NOUN
cana-5965	76	40	,	,	PUNCT
cana-5965	76	41	and	and	CCONJ
cana-5965	76	42	deeplearning4j	deeplearning4j	PROPN
cana-5965	76	43	(	(	PUNCT
cana-5965	76	44	dl4j	dl4j	PROPN
cana-5965	76	45	)	)	PUNCT
cana-5965	76	46	libraries	library	NOUN
cana-5965	76	47	.	.	PUNCT
cana-5965	77	1	the	the	DET
cana-5965	77	2	system	system	NOUN
cana-5965	77	3	was	be	AUX
cana-5965	77	4	also	also	ADV
cana-5965	77	5	integrated	integrate	VERB
cana-5965	77	6	with	with	ADP
cana-5965	77	7	mongodb	mongodb	NOUN
cana-5965	77	8	for	for	ADP
cana-5965	77	9	storing	store	VERB
cana-5965	77	10	structured	structured	ADJ
cana-5965	77	11	threat	threat	NOUN
cana-5965	77	12	profiles	profile	NOUN
cana-5965	77	13	and	and	CCONJ
cana-5965	77	14	elasticsearch	elasticsearch	NOUN
cana-5965	77	15	for	for	ADP
cana-5965	77	16	fast	fast	ADJ
cana-5965	77	17	query	query	NOUN
cana-5965	77	18	-	-	PUNCT
cana-5965	77	19	based	base	VERB
cana-5965	77	20	retrieval	retrieval	NOUN
cana-5965	77	21	.	.	PUNCT
cana-5965	78	1	the	the	DET
cana-5965	78	2	dataset	dataset	NOUN
cana-5965	78	3	used	use	VERB
cana-5965	78	4	for	for	ADP
cana-5965	78	5	evaluation	evaluation	NOUN
cana-5965	78	6	was	be	AUX
cana-5965	78	7	composed	compose	VERB
cana-5965	78	8	of	of	ADP
cana-5965	78	9	a	a	DET
cana-5965	78	10	hybrid	hybrid	ADJ
cana-5965	78	11	collection	collection	NOUN
cana-5965	78	12	of	of	ADP
cana-5965	78	13	cybersecurity	cybersecurity	NOUN
cana-5965	78	14	-	-	PUNCT
cana-5965	78	15	related	relate	VERB
cana-5965	78	16	textual	textual	ADJ
cana-5965	78	17	sources	source	NOUN
cana-5965	78	18	.	.	PUNCT
cana-5965	79	1	this	this	PRON
cana-5965	79	2	included	include	VERB
cana-5965	79	3	(	(	PUNCT
cana-5965	79	4	1	1	X
cana-5965	79	5	)	)	PUNCT
cana-5965	79	6	open	open	ADJ
cana-5965	79	7	-	-	PUNCT
cana-5965	79	8	source	source	NOUN
cana-5965	79	9	threat	threat	NOUN
cana-5965	79	10	intelligence	intelligence	NOUN
cana-5965	79	11	feeds	feed	VERB
cana-5965	79	12	such	such	ADJ
cana-5965	79	13	as	as	ADP
cana-5965	79	14	alienvault	alienvault	NOUN
cana-5965	79	15	otx	otx	NOUN
cana-5965	79	16	and	and	CCONJ
cana-5965	79	17	malwarebazaar	malwarebazaar	NOUN
cana-5965	79	18	,	,	PUNCT
cana-5965	79	19	(	(	PUNCT
cana-5965	79	20	2	2	X
cana-5965	79	21	)	)	PUNCT
cana-5965	79	22	security	security	NOUN
cana-5965	79	23	blogs	blog	NOUN
cana-5965	79	24	and	and	CCONJ
cana-5965	79	25	reports	report	NOUN
cana-5965	79	26	from	from	ADP
cana-5965	79	27	industry	industry	NOUN
cana-5965	79	28	leaders	leader	NOUN
cana-5965	79	29	like	like	ADP
cana-5965	79	30	fireeye	fireeye	NOUN
cana-5965	79	31	and	and	CCONJ
cana-5965	79	32	kaspersky	kaspersky	NOUN
cana-5965	79	33	,	,	PUNCT
cana-5965	79	34	(	(	PUNCT
cana-5965	79	35	3	3	X
cana-5965	79	36	)	)	PUNCT
cana-5965	79	37	vulnerability	vulnerability	NOUN
cana-5965	79	38	databases	database	NOUN
cana-5965	79	39	such	such	ADJ
cana-5965	79	40	as	as	ADP
cana-5965	79	41	the	the	DET
cana-5965	79	42	national	national	ADJ
cana-5965	79	43	vulnerability	vulnerability	NOUN
cana-5965	79	44	database	database	NOUN
cana-5965	79	45	(	(	PUNCT
cana-5965	79	46	nvd	nvd	NOUN
cana-5965	79	47	)	)	PUNCT
cana-5965	79	48	containing	contain	VERB
cana-5965	79	49	cve	cve	NOUN
cana-5965	79	50	entries	entry	NOUN
cana-5965	79	51	,	,	PUNCT
cana-5965	79	52	and	and	CCONJ
cana-5965	79	53	(	(	PUNCT
cana-5965	79	54	4	4	X
cana-5965	79	55	)	)	PUNCT
cana-5965	79	56	anonymizeddarknet	anonymizeddarknet	NOUN
cana-5965	79	57	forum	forum	NOUN
cana-5965	79	58	discussions	discussion	NOUN
cana-5965	79	59	.	.	PUNCT
cana-5965	80	1	in	in	ADP
cana-5965	80	2	total	total	ADJ
cana-5965	80	3	,	,	PUNCT
cana-5965	80	4	more	more	ADJ
cana-5965	80	5	than	than	ADP
cana-5965	80	6	50,000	50,000	NUM
cana-5965	80	7	documents	document	NOUN
cana-5965	80	8	were	be	AUX
cana-5965	80	9	collected	collect	VERB
cana-5965	80	10	,	,	PUNCT
cana-5965	80	11	cleaned	clean	VERB
cana-5965	80	12	,	,	PUNCT
cana-5965	80	13	and	and	CCONJ
cana-5965	80	14	preprocessed	preprocesse	VERB
cana-5965	80	15	before	before	ADP
cana-5965	80	16	feeding	feed	VERB
cana-5965	80	17	them	they	PRON
cana-5965	80	18	into	into	ADP
cana-5965	80	19	the	the	DET
cana-5965	80	20	system	system	NOUN
cana-5965	80	21	.	.	PUNCT
cana-5965	81	1	communications	communication	NOUN
cana-5965	81	2	on	on	ADP
cana-5965	81	3	applied	apply	VERB
cana-5965	81	4	nonlinear	nonlinear	ADJ
cana-5965	81	5	analysis	analysis	NOUN
cana-5965	81	6	issn	issn	NOUN
cana-5965	81	7	:	:	PUNCT
cana-5965	81	8	1074	1074	NUM
cana-5965	81	9	-	-	PUNCT
cana-5965	81	10	133x	133x	NUM
cana-5965	81	11	vol	vol	NOUN
cana-5965	81	12	30	30	NUM
cana-5965	81	13	no	no	NOUN
cana-5965	81	14	.	.	NOUN
cana-5965	81	15	4	4	NUM
cana-5965	81	16	(	(	PUNCT
cana-5965	81	17	2023	2023	NUM
cana-5965	81	18	)	)	PUNCT
cana-5965	81	19	206	206	NUM
cana-5965	81	20	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	82	1	the	the	DET
cana-5965	82	2	preprocessing	preprocessing	NOUN
cana-5965	82	3	stage	stage	NOUN
cana-5965	82	4	applied	apply	VERB
cana-5965	82	5	tokenization	tokenization	NOUN
cana-5965	82	6	,	,	PUNCT
cana-5965	82	7	stop	stop	VERB
cana-5965	82	8	-	-	PUNCT
cana-5965	82	9	word	word	NOUN
cana-5965	82	10	removal	removal	NOUN
cana-5965	82	11	,	,	PUNCT
cana-5965	82	12	lemmatization	lemmatization	NOUN
cana-5965	82	13	,	,	PUNCT
cana-5965	82	14	and	and	CCONJ
cana-5965	82	15	sentence	sentence	NOUN
cana-5965	82	16	boundary	boundary	ADJ
cana-5965	82	17	detection	detection	NOUN
cana-5965	82	18	using	use	VERB
cana-5965	82	19	apache	apache	PROPN
cana-5965	82	20	opennlp	opennlp	NOUN
cana-5965	82	21	,	,	PUNCT
cana-5965	82	22	followed	follow	VERB
cana-5965	82	23	by	by	ADP
cana-5965	82	24	vectorization	vectorization	NOUN
cana-5965	82	25	techniques	technique	NOUN
cana-5965	82	26	such	such	ADJ
cana-5965	82	27	as	as	ADP
cana-5965	82	28	tfidf	tfidf	NOUN
cana-5965	82	29	and	and	CCONJ
cana-5965	82	30	word2vec	word2vec	X
cana-5965	82	31	embeddings	embedding	NOUN
cana-5965	82	32	.	.	PUNCT
cana-5965	83	1	for	for	ADP
cana-5965	83	2	feature	feature	NOUN
cana-5965	83	3	extraction	extraction	NOUN
cana-5965	83	4	,	,	PUNCT
cana-5965	83	5	named	name	VERB
cana-5965	83	6	entity	entity	NOUN
cana-5965	83	7	recognition	recognition	NOUN
cana-5965	83	8	(	(	PUNCT
cana-5965	83	9	ner	ner	NOUN
cana-5965	83	10	)	)	PUNCT
cana-5965	83	11	models	model	NOUN
cana-5965	83	12	were	be	AUX
cana-5965	83	13	trained	train	VERB
cana-5965	83	14	to	to	PART
cana-5965	83	15	detect	detect	VERB
cana-5965	83	16	key	key	ADJ
cana-5965	83	17	entities	entity	NOUN
cana-5965	83	18	like	like	ADP
cana-5965	83	19	malware	malware	NOUN
cana-5965	83	20	names	name	NOUN
cana-5965	83	21	,	,	PUNCT
cana-5965	83	22	threat	threat	NOUN
cana-5965	83	23	actors	actor	NOUN
cana-5965	83	24	,	,	PUNCT
cana-5965	83	25	ip	ip	NOUN
cana-5965	83	26	addresses	address	NOUN
cana-5965	83	27	,	,	PUNCT
cana-5965	83	28	and	and	CCONJ
cana-5965	83	29	attack	attack	NOUN
cana-5965	83	30	vectors	vector	NOUN
cana-5965	83	31	,	,	PUNCT
cana-5965	83	32	while	while	SCONJ
cana-5965	83	33	latent	latent	ADJ
cana-5965	83	34	dirichlet	dirichlet	PROPN
cana-5965	83	35	allocation	allocation	NOUN
cana-5965	83	36	(	(	PUNCT
cana-5965	83	37	lda	lda	PROPN
cana-5965	83	38	)	)	PUNCT
cana-5965	83	39	was	be	AUX
cana-5965	83	40	used	use	VERB
cana-5965	83	41	for	for	ADP
cana-5965	83	42	topic	topic	NOUN
cana-5965	83	43	modeling	modeling	NOUN
cana-5965	83	44	to	to	PART
cana-5965	83	45	identify	identify	VERB
cana-5965	83	46	common	common	ADJ
cana-5965	83	47	threat	threat	NOUN
cana-5965	83	48	categories	category	NOUN
cana-5965	83	49	.	.	PUNCT
cana-5965	84	1	the	the	DET
cana-5965	84	2	classification	classification	NOUN
cana-5965	84	3	and	and	CCONJ
cana-5965	84	4	profiling	profiling	NOUN
cana-5965	84	5	module	module	NOUN
cana-5965	84	6	was	be	AUX
cana-5965	84	7	implemented	implement	VERB
cana-5965	84	8	using	use	VERB
cana-5965	84	9	dl4j	dl4j	PROPN
cana-5965	84	10	,	,	PUNCT
cana-5965	84	11	where	where	SCONJ
cana-5965	84	12	deep	deep	ADJ
cana-5965	84	13	learning	learning	NOUN
cana-5965	84	14	classifiers	classifier	NOUN
cana-5965	84	15	such	such	ADJ
cana-5965	84	16	as	as	ADP
cana-5965	84	17	lstm	lstm	NOUN
cana-5965	84	18	and	and	CCONJ
cana-5965	84	19	bi	bi	NOUN
cana-5965	84	20	-	-	ADJ
cana-5965	84	21	lstm	lstm	ADJ
cana-5965	84	22	were	be	AUX
cana-5965	84	23	trained	train	VERB
cana-5965	84	24	to	to	PART
cana-5965	84	25	categorize	categorize	VERB
cana-5965	84	26	extracted	extract	VERB
cana-5965	84	27	intelligence	intelligence	NOUN
cana-5965	84	28	into	into	ADP
cana-5965	84	29	relevant	relevant	ADJ
cana-5965	84	30	threat	threat	NOUN
cana-5965	84	31	classes	class	NOUN
cana-5965	84	32	(	(	PUNCT
cana-5965	84	33	e.g.	e.g.	ADV
cana-5965	84	34	,	,	PUNCT
cana-5965	84	35	ransomware	ransomware	NOUN
cana-5965	84	36	,	,	PUNCT
cana-5965	84	37	phishing	phishing	NOUN
cana-5965	84	38	,	,	PUNCT
cana-5965	84	39	zero	zero	NUM
cana-5965	84	40	-	-	PUNCT
cana-5965	84	41	day	day	NOUN
cana-5965	84	42	exploit	exploit	NOUN
cana-5965	84	43	)	)	PUNCT
cana-5965	84	44	.	.	PUNCT
cana-5965	85	1	the	the	DET
cana-5965	85	2	models	model	NOUN
cana-5965	85	3	were	be	AUX
cana-5965	85	4	trained	train	VERB
cana-5965	85	5	and	and	CCONJ
cana-5965	85	6	validated	validate	VERB
cana-5965	85	7	using	use	VERB
cana-5965	85	8	a	a	DET
cana-5965	85	9	stratified	stratified	ADJ
cana-5965	85	10	80/20	80/20	NUM
cana-5965	85	11	split	split	NOUN
cana-5965	85	12	,	,	PUNCT
cana-5965	85	13	ensuring	ensure	VERB
cana-5965	85	14	balanced	balanced	ADJ
cana-5965	85	15	representation	representation	NOUN
cana-5965	85	16	of	of	ADP
cana-5965	85	17	threat	threat	NOUN
cana-5965	85	18	classes	class	NOUN
cana-5965	85	19	.	.	PUNCT
cana-5965	86	1	standard	standard	ADJ
cana-5965	86	2	evaluation	evaluation	NOUN
cana-5965	86	3	metrics	metric	NOUN
cana-5965	86	4	including	include	VERB
cana-5965	86	5	precision	precision	NOUN
cana-5965	86	6	,	,	PUNCT
cana-5965	86	7	recall	recall	NOUN
cana-5965	86	8	,	,	PUNCT
cana-5965	86	9	f1	f1	NOUN
cana-5965	86	10	-	-	PUNCT
cana-5965	86	11	score	score	NOUN
cana-5965	86	12	,	,	PUNCT
cana-5965	86	13	and	and	CCONJ
cana-5965	86	14	accuracy	accuracy	NOUN
cana-5965	86	15	were	be	AUX
cana-5965	86	16	used	use	VERB
cana-5965	86	17	to	to	PART
cana-5965	86	18	assess	assess	VERB
cana-5965	86	19	classification	classification	NOUN
cana-5965	86	20	performance	performance	NOUN
cana-5965	86	21	.	.	PUNCT
cana-5965	87	1	the	the	DET
cana-5965	87	2	threat	threat	NOUN
cana-5965	87	3	profiling	profiling	NOUN
cana-5965	87	4	component	component	NOUN
cana-5965	87	5	mapped	map	VERB
cana-5965	87	6	extracted	extract	VERB
cana-5965	87	7	intelligence	intelligence	NOUN
cana-5965	87	8	into	into	ADP
cana-5965	87	9	structured	structured	ADJ
cana-5965	87	10	taxonomies	taxonomy	NOUN
cana-5965	87	11	using	use	VERB
cana-5965	87	12	mitre	mitre	NOUN
cana-5965	87	13	att&ck	att&ck	NOUN
cana-5965	87	14	,	,	PUNCT
cana-5965	87	15	generating	generate	VERB
cana-5965	87	16	detailed	detailed	ADJ
cana-5965	87	17	adversary	adversary	NOUN
cana-5965	87	18	profiles	profile	NOUN
cana-5965	87	19	.	.	PUNCT
cana-5965	88	1	the	the	DET
cana-5965	88	2	profiling	profiling	NOUN
cana-5965	88	3	results	result	NOUN
cana-5965	88	4	were	be	AUX
cana-5965	88	5	then	then	ADV
cana-5965	88	6	visualized	visualize	VERB
cana-5965	88	7	through	through	ADP
cana-5965	88	8	a	a	DET
cana-5965	88	9	javafx	javafx	NOUN
cana-5965	88	10	-	-	PUNCT
cana-5965	88	11	based	base	VERB
cana-5965	88	12	dashboard	dashboard	NOUN
cana-5965	88	13	that	that	PRON
cana-5965	88	14	provided	provide	VERB
cana-5965	88	15	real	real	ADJ
cana-5965	88	16	-	-	PUNCT
cana-5965	88	17	time	time	NOUN
cana-5965	88	18	updates	update	NOUN
cana-5965	88	19	,	,	PUNCT
cana-5965	88	20	entity	entity	NOUN
cana-5965	88	21	cooccurrence	cooccurrence	NOUN
cana-5965	88	22	graphs	graph	NOUN
cana-5965	88	23	,	,	PUNCT
cana-5965	88	24	and	and	CCONJ
cana-5965	88	25	attack	attack	NOUN
cana-5965	88	26	timeline	timeline	NOUN
cana-5965	88	27	visualizations	visualization	NOUN
cana-5965	88	28	.	.	PUNCT
cana-5965	89	1	to	to	PART
cana-5965	89	2	ensure	ensure	VERB
cana-5965	89	3	scalability	scalability	NOUN
cana-5965	89	4	and	and	CCONJ
cana-5965	89	5	adaptability	adaptability	NOUN
cana-5965	89	6	,	,	PUNCT
cana-5965	89	7	the	the	DET
cana-5965	89	8	system	system	NOUN
cana-5965	89	9	was	be	AUX
cana-5965	89	10	also	also	ADV
cana-5965	89	11	tested	test	VERB
cana-5965	89	12	in	in	ADP
cana-5965	89	13	a	a	DET
cana-5965	89	14	distributed	distribute	VERB
cana-5965	89	15	environment	environment	NOUN
cana-5965	89	16	using	use	VERB
cana-5965	89	17	apache	apache	PROPN
cana-5965	89	18	kafka	kafka	PROPN
cana-5965	89	19	for	for	ADP
cana-5965	89	20	streaming	streaming	NOUN
cana-5965	89	21	threat	threat	NOUN
cana-5965	89	22	feeds	feed	VERB
cana-5965	89	23	,	,	PUNCT
cana-5965	89	24	demonstrating	demonstrate	VERB
cana-5965	89	25	its	its	PRON
cana-5965	89	26	capability	capability	NOUN
cana-5965	89	27	to	to	PART
cana-5965	89	28	handle	handle	VERB
cana-5965	89	29	large	large	ADJ
cana-5965	89	30	-	-	PUNCT
cana-5965	89	31	scale	scale	NOUN
cana-5965	89	32	real	real	ADJ
cana-5965	89	33	-	-	PUNCT
cana-5965	89	34	time	time	NOUN
cana-5965	89	35	intelligence	intelligence	NOUN
cana-5965	89	36	flows	flow	VERB
cana-5965	89	37	.	.	PUNCT
cana-5965	90	1	this	this	DET
cana-5965	90	2	experimental	experimental	ADJ
cana-5965	90	3	setup	setup	NOUN
cana-5965	90	4	enabled	enable	VERB
cana-5965	90	5	a	a	DET
cana-5965	90	6	rigorous	rigorous	ADJ
cana-5965	90	7	evaluation	evaluation	NOUN
cana-5965	90	8	of	of	ADP
cana-5965	90	9	the	the	DET
cana-5965	90	10	proposed	propose	VERB
cana-5965	90	11	framework	framework	NOUN
cana-5965	90	12	in	in	ADP
cana-5965	90	13	terms	term	NOUN
cana-5965	90	14	of	of	ADP
cana-5965	90	15	its	its	PRON
cana-5965	90	16	ability	ability	NOUN
cana-5965	90	17	to	to	PART
cana-5965	90	18	process	process	VERB
cana-5965	90	19	large	large	ADJ
cana-5965	90	20	-	-	PUNCT
cana-5965	90	21	scale	scale	NOUN
cana-5965	90	22	unstructured	unstructured	ADJ
cana-5965	90	23	cybersecurity	cybersecurity	NOUN
cana-5965	90	24	data	datum	NOUN
cana-5965	90	25	,	,	PUNCT
cana-5965	90	26	accurately	accurately	ADV
cana-5965	90	27	extract	extract	VERB
cana-5965	90	28	threat	threat	NOUN
cana-5965	90	29	entities	entity	NOUN
cana-5965	90	30	,	,	PUNCT
cana-5965	90	31	and	and	CCONJ
cana-5965	90	32	automatically	automatically	ADV
cana-5965	90	33	generate	generate	VERB
cana-5965	90	34	structured	structure	VERB
cana-5965	90	35	,	,	PUNCT
cana-5965	90	36	analyst	analyst	NOUN
cana-5965	90	37	-	-	PUNCT
cana-5965	90	38	ready	ready	ADJ
cana-5965	90	39	threat	threat	NOUN
cana-5965	90	40	profiles	profile	NOUN
cana-5965	90	41	suitable	suitable	ADJ
cana-5965	90	42	for	for	ADP
cana-5965	90	43	real	real	ADJ
cana-5965	90	44	-	-	PUNCT
cana-5965	90	45	world	world	NOUN
cana-5965	90	46	security	security	NOUN
cana-5965	90	47	operations	operation	NOUN
cana-5965	90	48	.	.	PUNCT
cana-5965	91	1	v.	v.	ADP
cana-5965	91	2	results	result	NOUN
cana-5965	91	3	and	and	CCONJ
cana-5965	91	4	discussion	discussion	VERB
cana-5965	91	5	the	the	DET
cana-5965	91	6	experimental	experimental	ADJ
cana-5965	91	7	evaluation	evaluation	NOUN
cana-5965	91	8	of	of	ADP
cana-5965	91	9	the	the	DET
cana-5965	91	10	proposed	propose	VERB
cana-5965	91	11	java	java	NOUN
cana-5965	91	12	-	-	PUNCT
cana-5965	91	13	based	base	VERB
cana-5965	91	14	nlp	nlp	NOUN
cana-5965	91	15	framework	framework	NOUN
cana-5965	91	16	for	for	ADP
cana-5965	91	17	automated	automate	VERB
cana-5965	91	18	emerging	emerge	VERB
cana-5965	91	19	cyber	cyber	NOUN
cana-5965	91	20	threat	threat	NOUN
cana-5965	91	21	identification	identification	NOUN
cana-5965	91	22	and	and	CCONJ
cana-5965	91	23	profiling	profiling	NOUN
cana-5965	91	24	was	be	AUX
cana-5965	91	25	conducted	conduct	VERB
cana-5965	91	26	across	across	ADP
cana-5965	91	27	three	three	NUM
cana-5965	91	28	dimensions	dimension	NOUN
cana-5965	91	29	:	:	PUNCT
cana-5965	91	30	classification	classification	NOUN
cana-5965	91	31	performance	performance	NOUN
cana-5965	91	32	,	,	PUNCT
cana-5965	91	33	entity	entity	NOUN
cana-5965	91	34	extraction	extraction	NOUN
cana-5965	91	35	accuracy	accuracy	NOUN
cana-5965	91	36	,	,	PUNCT
cana-5965	91	37	and	and	CCONJ
cana-5965	91	38	processing	processing	NOUN
cana-5965	91	39	efficiency	efficiency	NOUN
cana-5965	91	40	.	.	PUNCT
cana-5965	92	1	the	the	DET
cana-5965	92	2	results	result	NOUN
cana-5965	92	3	clearly	clearly	ADV
cana-5965	92	4	demonstrate	demonstrate	VERB
cana-5965	92	5	that	that	SCONJ
cana-5965	92	6	the	the	DET
cana-5965	92	7	framework	framework	NOUN
cana-5965	92	8	significantly	significantly	ADV
cana-5965	92	9	outperforms	outperform	VERB
cana-5965	92	10	baseline	baseline	VERB
cana-5965	92	11	keyword	keyword	NOUN
cana-5965	92	12	-	-	PUNCT
cana-5965	92	13	matching	matching	NOUN
cana-5965	92	14	approaches	approach	NOUN
cana-5965	92	15	and	and	CCONJ
cana-5965	92	16	traditional	traditional	ADJ
cana-5965	92	17	ml	ml	NOUN
cana-5965	92	18	pipelines	pipeline	NOUN
cana-5965	92	19	in	in	ADP
cana-5965	92	20	terms	term	NOUN
cana-5965	92	21	of	of	ADP
cana-5965	92	22	accuracy	accuracy	NOUN
cana-5965	92	23	,	,	PUNCT
cana-5965	92	24	scalability	scalability	NOUN
cana-5965	92	25	,	,	PUNCT
cana-5965	92	26	and	and	CCONJ
cana-5965	92	27	practical	practical	ADJ
cana-5965	92	28	usability	usability	NOUN
cana-5965	92	29	.	.	PUNCT
cana-5965	93	1	table	table	NOUN
cana-5965	93	2	i	i	PRON
cana-5965	93	3	–	–	PUNCT
cana-5965	93	4	classification	classification	NOUN
cana-5965	93	5	performance	performance	NOUN
cana-5965	93	6	comparison	comparison	NOUN
cana-5965	93	7	model	model	NOUN
cana-5965	93	8	accuracy	accuracy	NOUN
cana-5965	93	9	(	(	PUNCT
cana-5965	93	10	%	%	INTJ
cana-5965	93	11	)	)	PUNCT
cana-5965	93	12	precision	precision	NOUN
cana-5965	93	13	(	(	PUNCT
cana-5965	93	14	%	%	INTJ
cana-5965	93	15	)	)	PUNCT
cana-5965	93	16	recall	recall	NOUN
cana-5965	93	17	(	(	PUNCT
cana-5965	93	18	%	%	NOUN
cana-5965	93	19	)	)	PUNCT
cana-5965	93	20	f1	f1	NOUN
cana-5965	93	21	-	-	PUNCT
cana-5965	93	22	score	score	NOUN
cana-5965	93	23	(	(	PUNCT
cana-5965	93	24	%	%	INTJ
cana-5965	93	25	)	)	PUNCT
cana-5965	93	26	baseline	baseline	PROPN
cana-5965	93	27	(	(	PUNCT
cana-5965	93	28	keyword	keyword	NOUN
cana-5965	93	29	matching	matching	NOUN
cana-5965	93	30	)	)	PUNCT
cana-5965	93	31	72.4	72.4	NUM
cana-5965	93	32	70.1	70.1	NUM
cana-5965	93	33	68.9	68.9	NUM
cana-5965	93	34	69.5	69.5	NUM
cana-5965	93	35	traditional	traditional	ADJ
cana-5965	93	36	ml	ml	NOUN
cana-5965	93	37	(	(	PUNCT
cana-5965	93	38	svm	svm	PROPN
cana-5965	93	39	)	)	PUNCT
cana-5965	93	40	84.7	84.7	NUM
cana-5965	93	41	83.5	83.5	NUM
cana-5965	93	42	82.8	82.8	NUM
cana-5965	93	43	83.1	83.1	NUM
cana-5965	93	44	proposed	propose	VERB
cana-5965	93	45	java	java	ADJ
cana-5965	93	46	-	-	PUNCT
cana-5965	93	47	nlp	nlp	ADJ
cana-5965	93	48	framework	framework	NOUN
cana-5965	93	49	93.2	93.2	NUM
cana-5965	93	50	92.6	92.6	NUM
cana-5965	93	51	93.5	93.5	NUM
cana-5965	93	52	93.0	93.0	NUM
cana-5965	93	53	communications	communication	NOUN
cana-5965	93	54	on	on	ADP
cana-5965	93	55	applied	apply	VERB
cana-5965	93	56	nonlinear	nonlinear	ADJ
cana-5965	93	57	analysis	analysis	NOUN
cana-5965	93	58	issn	issn	NOUN
cana-5965	93	59	:	:	PUNCT
cana-5965	93	60	1074	1074	NUM
cana-5965	93	61	-	-	PUNCT
cana-5965	93	62	133x	133x	NUM
cana-5965	93	63	vol	vol	NOUN
cana-5965	93	64	30	30	NUM
cana-5965	93	65	no	no	NOUN
cana-5965	93	66	.	.	NOUN
cana-5965	93	67	4	4	NUM
cana-5965	93	68	(	(	PUNCT
cana-5965	93	69	2023	2023	NUM
cana-5965	93	70	)	)	PUNCT
cana-5965	93	71	207	207	NUM
cana-5965	93	72	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	93	73	fig.1	fig.1	ADJ
cana-5965	93	74	:	:	PUNCT
cana-5965	93	75	classification	classification	NOUN
cana-5965	93	76	performance	performance	NOUN
cana-5965	93	77	comparison	comparison	NOUN
cana-5965	93	78	with	with	ADP
cana-5965	93	79	baseline	baseline	ADJ
cana-5965	93	80	keyword	keyword	NOUN
cana-5965	93	81	-	-	PUNCT
cana-5965	93	82	matching	matching	NOUN
cana-5965	93	83	and	and	CCONJ
cana-5965	93	84	traditional	traditional	ADJ
cana-5965	93	85	ml	ml	NOUN
cana-5965	93	86	approaches	approach	NOUN
cana-5965	93	87	discussion	discussion	NOUN
cana-5965	93	88	:	:	PUNCT
cana-5965	93	89	as	as	SCONJ
cana-5965	93	90	shown	show	VERB
cana-5965	93	91	in	in	ADP
cana-5965	93	92	table	table	NOUN
cana-5965	93	93	i	i	PRON
cana-5965	93	94	,	,	PUNCT
cana-5965	93	95	the	the	DET
cana-5965	93	96	proposed	propose	VERB
cana-5965	93	97	framework	framework	NOUN
cana-5965	93	98	achieved	achieve	VERB
cana-5965	93	99	an	an	DET
cana-5965	93	100	accuracy	accuracy	NOUN
cana-5965	93	101	of	of	ADP
cana-5965	93	102	93.2	93.2	NUM
cana-5965	93	103	%	%	NOUN
cana-5965	93	104	,	,	PUNCT
cana-5965	93	105	outperforming	outperform	VERB
cana-5965	93	106	traditional	traditional	ADJ
cana-5965	93	107	ml	ml	NOUN
cana-5965	93	108	models	model	NOUN
cana-5965	93	109	(	(	PUNCT
cana-5965	93	110	84.7	84.7	NUM
cana-5965	93	111	%	%	NOUN
cana-5965	93	112	)	)	PUNCT
cana-5965	93	113	and	and	CCONJ
cana-5965	93	114	keyword	keyword	NOUN
cana-5965	93	115	-	-	PUNCT
cana-5965	93	116	matching	match	VERB
cana-5965	93	117	baselines	baseline	NOUN
cana-5965	93	118	(	(	PUNCT
cana-5965	93	119	72.4	72.4	NUM
cana-5965	93	120	%	%	NOUN
cana-5965	93	121	)	)	PUNCT
cana-5965	93	122	.	.	PUNCT
cana-5965	94	1	improvements	improvement	NOUN
cana-5965	94	2	are	be	AUX
cana-5965	94	3	consistent	consistent	ADJ
cana-5965	94	4	across	across	ADP
cana-5965	94	5	precision	precision	NOUN
cana-5965	94	6	,	,	PUNCT
cana-5965	94	7	recall	recall	NOUN
cana-5965	94	8	,	,	PUNCT
cana-5965	94	9	and	and	CCONJ
cana-5965	94	10	f1	f1	NOUN
cana-5965	94	11	-	-	PUNCT
cana-5965	94	12	score	score	NOUN
cana-5965	94	13	,	,	PUNCT
cana-5965	94	14	highlighting	highlight	VERB
cana-5965	94	15	the	the	DET
cana-5965	94	16	framework	framework	NOUN
cana-5965	94	17	’s	’s	PART
cana-5965	94	18	ability	ability	NOUN
cana-5965	94	19	to	to	PART
cana-5965	94	20	effectively	effectively	ADV
cana-5965	94	21	identify	identify	VERB
cana-5965	94	22	and	and	CCONJ
cana-5965	94	23	classify	classify	VERB
cana-5965	94	24	cyber	cyber	NOUN
cana-5965	94	25	threats	threat	NOUN
cana-5965	94	26	from	from	ADP
cana-5965	94	27	unstructured	unstructured	ADJ
cana-5965	94	28	intelligence	intelligence	NOUN
cana-5965	94	29	.	.	PUNCT
cana-5965	95	1	table	table	PROPN
cana-5965	95	2	ii	ii	PROPN
cana-5965	95	3	–	–	PUNCT
cana-5965	95	4	entity	entity	NOUN
cana-5965	95	5	extraction	extraction	NOUN
cana-5965	95	6	(	(	PUNCT
cana-5965	95	7	ner	ner	NOUN
cana-5965	95	8	)	)	PUNCT
cana-5965	95	9	performance	performance	NOUN
cana-5965	95	10	entity	entity	NOUN
cana-5965	95	11	type	type	NOUN
cana-5965	95	12	baseline	baseline	NOUN
cana-5965	95	13	precision	precision	NOUN
cana-5965	95	14	proposed	propose	VERB
cana-5965	95	15	precision	precision	NOUN
cana-5965	95	16	baseline	baseline	PROPN
cana-5965	95	17	recall	recall	PROPN
cana-5965	95	18	proposed	propose	VERB
cana-5965	95	19	recall	recall	PROPN
cana-5965	95	20	malware	malware	NOUN
cana-5965	95	21	names	name	NOUN
cana-5965	95	22	65.2	65.2	NUM
cana-5965	95	23	91.4	91.4	NUM
cana-5965	95	24	63.7	63.7	NUM
cana-5965	95	25	92.1	92.1	NUM
cana-5965	95	26	ip	ip	PRON
cana-5965	95	27	addresses	address	NOUN
cana-5965	95	28	70.5	70.5	NUM
cana-5965	95	29	94.7	94.7	NUM
cana-5965	95	30	68.9	68.9	NUM
cana-5965	95	31	95.1	95.1	NUM
cana-5965	95	32	threat	threat	NOUN
cana-5965	95	33	actors	actor	NOUN
cana-5965	95	34	62.1	62.1	NUM
cana-5965	95	35	90.2	90.2	NUM
cana-5965	95	36	60.8	60.8	NUM
cana-5965	95	37	91.3	91.3	NUM
cana-5965	95	38	attack	attack	NOUN
cana-5965	95	39	vectors	vector	NOUN
cana-5965	95	40	68.3	68.3	NUM
cana-5965	95	41	92.8	92.8	NUM
cana-5965	95	42	66.5	66.5	NUM
cana-5965	95	43	93.4	93.4	NUM
cana-5965	95	44	communications	communication	NOUN
cana-5965	95	45	on	on	ADP
cana-5965	95	46	applied	apply	VERB
cana-5965	95	47	nonlinear	nonlinear	ADJ
cana-5965	95	48	analysis	analysis	NOUN
cana-5965	95	49	issn	issn	NOUN
cana-5965	95	50	:	:	PUNCT
cana-5965	95	51	1074	1074	NUM
cana-5965	95	52	-	-	PUNCT
cana-5965	95	53	133x	133x	NUM
cana-5965	95	54	vol	vol	NOUN
cana-5965	95	55	30	30	NUM
cana-5965	95	56	no	no	NOUN
cana-5965	95	57	.	.	NOUN
cana-5965	95	58	4	4	NUM
cana-5965	95	59	(	(	PUNCT
cana-5965	95	60	2023	2023	NUM
cana-5965	95	61	)	)	PUNCT
cana-5965	95	62	208	208	NUM
cana-5965	95	63	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	95	64	fig.2	fig.2	PROPN
cana-5965	95	65	:	:	PUNCT
cana-5965	95	66	named	name	VERB
cana-5965	95	67	entity	entity	NOUN
cana-5965	95	68	recognition	recognition	NOUN
cana-5965	95	69	(	(	PUNCT
cana-5965	95	70	ner	ner	NOUN
cana-5965	95	71	)	)	PUNCT
cana-5965	95	72	precision	precision	NOUN
cana-5965	95	73	and	and	CCONJ
cana-5965	95	74	recall	recall	VERB
cana-5965	95	75	comparison	comparison	NOUN
cana-5965	95	76	for	for	ADP
cana-5965	95	77	malware	malware	NOUN
cana-5965	95	78	names	name	NOUN
cana-5965	95	79	,	,	PUNCT
cana-5965	95	80	ip	ip	NOUN
cana-5965	95	81	addresses	address	NOUN
cana-5965	95	82	,	,	PUNCT
cana-5965	95	83	threat	threat	NOUN
cana-5965	95	84	actors	actor	NOUN
cana-5965	95	85	,	,	PUNCT
cana-5965	95	86	and	and	CCONJ
cana-5965	95	87	attack	attack	NOUN
cana-5965	95	88	vectors	vector	NOUN
cana-5965	95	89	discussion	discussion	NOUN
cana-5965	95	90	:	:	PUNCT
cana-5965	95	91	table	table	NOUN
cana-5965	95	92	ii	ii	PROPN
cana-5965	95	93	demonstrates	demonstrate	VERB
cana-5965	95	94	that	that	SCONJ
cana-5965	95	95	the	the	DET
cana-5965	95	96	proposed	propose	VERB
cana-5965	95	97	system	system	NOUN
cana-5965	95	98	achieved	achieve	VERB
cana-5965	95	99	superior	superior	ADJ
cana-5965	95	100	performance	performance	NOUN
cana-5965	95	101	in	in	ADP
cana-5965	95	102	named	name	VERB
cana-5965	95	103	entity	entity	NOUN
cana-5965	95	104	recognition	recognition	NOUN
cana-5965	95	105	(	(	PUNCT
cana-5965	95	106	ner)tasks	ner)tasks	PROPN
cana-5965	95	107	.	.	PUNCT
cana-5965	96	1	for	for	ADP
cana-5965	96	2	example	example	NOUN
cana-5965	96	3	,	,	PUNCT
cana-5965	96	4	malware	malware	NOUN
cana-5965	96	5	name	name	NOUN
cana-5965	96	6	detection	detection	NOUN
cana-5965	96	7	improved	improve	VERB
cana-5965	96	8	from	from	ADP
cana-5965	96	9	65.2	65.2	NUM
cana-5965	96	10	%	%	NOUN
cana-5965	96	11	precision	precision	NOUN
cana-5965	96	12	to	to	ADP
cana-5965	96	13	91.4	91.4	NUM
cana-5965	96	14	%	%	NOUN
cana-5965	96	15	,	,	PUNCT
cana-5965	96	16	and	and	CCONJ
cana-5965	96	17	recall	recall	NOUN
cana-5965	96	18	improved	improve	VERB
cana-5965	96	19	from	from	ADP
cana-5965	96	20	63.7	63.7	NUM
cana-5965	96	21	%	%	NOUN
cana-5965	96	22	to	to	ADP
cana-5965	96	23	92.1	92.1	NUM
cana-5965	96	24	%	%	NOUN
cana-5965	96	25	.	.	PUNCT
cana-5965	97	1	this	this	DET
cana-5965	97	2	improvement	improvement	NOUN
cana-5965	97	3	is	be	AUX
cana-5965	97	4	attributed	attribute	VERB
cana-5965	97	5	to	to	ADP
cana-5965	97	6	the	the	DET
cana-5965	97	7	integration	integration	NOUN
cana-5965	97	8	of	of	ADP
cana-5965	97	9	domain	domain	NOUN
cana-5965	97	10	-	-	PUNCT
cana-5965	97	11	specific	specific	ADJ
cana-5965	97	12	embeddingsand	embeddingsand	NOUN
cana-5965	97	13	java	java	NOUN
cana-5965	97	14	-	-	PUNCT
cana-5965	97	15	based	base	VERB
cana-5965	97	16	nlp	nlp	NOUN
cana-5965	97	17	libraries	library	NOUN
cana-5965	97	18	,	,	PUNCT
cana-5965	97	19	which	which	DET
cana-5965	97	20	better	well	ADJ
cana-5965	97	21	capture	capture	VERB
cana-5965	97	22	cybersecurity	cybersecurity	NOUN
cana-5965	97	23	semantics	semantic	NOUN
cana-5965	97	24	compared	compare	VERB
cana-5965	97	25	to	to	ADP
cana-5965	97	26	generic	generic	ADJ
cana-5965	97	27	text	text	NOUN
cana-5965	97	28	mining	mining	NOUN
cana-5965	97	29	methods	method	NOUN
cana-5965	97	30	.	.	PUNCT
cana-5965	98	1	table	table	NOUN
cana-5965	98	2	iii	iii	X
cana-5965	98	3	–	–	PUNCT
cana-5965	98	4	processing	process	VERB
cana-5965	98	5	speed	speed	NOUN
cana-5965	98	6	comparison	comparison	NOUN
cana-5965	98	7	method	method	NOUN
cana-5965	98	8	processing	processing	NOUN
cana-5965	98	9	speed	speed	NOUN
cana-5965	98	10	(	(	PUNCT
cana-5965	98	11	docs	docs	PROPN
cana-5965	98	12	/	/	SYM
cana-5965	98	13	min	min	NOUN
cana-5965	98	14	)	)	PUNCT
cana-5965	98	15	baseline	baseline	NOUN
cana-5965	98	16	(	(	PUNCT
cana-5965	98	17	manual	manual	ADJ
cana-5965	98	18	tagging	tagging	NOUN
cana-5965	98	19	)	)	PUNCT
cana-5965	98	20	50	50	NUM
cana-5965	98	21	traditional	traditional	ADJ
cana-5965	98	22	ml	ml	NOUN
cana-5965	98	23	pipeline	pipeline	NOUN
cana-5965	98	24	320	320	NUM
cana-5965	98	25	proposed	propose	VERB
cana-5965	98	26	java	java	ADJ
cana-5965	98	27	-	-	PUNCT
cana-5965	98	28	nlp	nlp	ADJ
cana-5965	98	29	framework	framework	NOUN
cana-5965	98	30	900	900	NUM
cana-5965	98	31	communications	communication	NOUN
cana-5965	98	32	on	on	ADP
cana-5965	98	33	applied	apply	VERB
cana-5965	98	34	nonlinear	nonlinear	ADJ
cana-5965	98	35	analysis	analysis	NOUN
cana-5965	98	36	issn	issn	NOUN
cana-5965	98	37	:	:	PUNCT
cana-5965	98	38	1074	1074	NUM
cana-5965	98	39	-	-	PUNCT
cana-5965	98	40	133x	133x	NUM
cana-5965	98	41	vol	vol	NOUN
cana-5965	98	42	30	30	NUM
cana-5965	99	1	no	no	NOUN
cana-5965	99	2	.	.	NOUN
cana-5965	99	3	4	4	NUM
cana-5965	99	4	(	(	PUNCT
cana-5965	99	5	2023	2023	NUM
cana-5965	99	6	)	)	PUNCT
cana-5965	100	1	209	209	NUM
cana-5965	100	2	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	100	3	fig.3	fig.3	PROPN
cana-5965	100	4	:	:	PUNCT
cana-5965	100	5	processing	process	VERB
cana-5965	100	6	speed	speed	NOUN
cana-5965	100	7	comparison	comparison	NOUN
cana-5965	100	8	in	in	ADP
cana-5965	100	9	terms	term	NOUN
cana-5965	100	10	of	of	ADP
cana-5965	100	11	documents	document	NOUN
cana-5965	100	12	processed	process	VERB
cana-5965	100	13	per	per	ADP
cana-5965	100	14	minute	minute	NOUN
cana-5965	100	15	across	across	ADP
cana-5965	100	16	baseline	baseline	NOUN
cana-5965	100	17	,	,	PUNCT
cana-5965	100	18	traditional	traditional	ADJ
cana-5965	100	19	ml	ml	NOUN
cana-5965	100	20	,	,	PUNCT
cana-5965	100	21	and	and	CCONJ
cana-5965	100	22	proposed	proposed	ADJ
cana-5965	100	23	framework	framework	NOUN
cana-5965	100	24	.	.	PUNCT
cana-5965	101	1	discussion	discussion	NOUN
cana-5965	101	2	:	:	PUNCT
cana-5965	101	3	processing	processing	NOUN
cana-5965	101	4	speed	speed	NOUN
cana-5965	101	5	results	result	NOUN
cana-5965	101	6	in	in	ADP
cana-5965	101	7	table	table	NOUN
cana-5965	101	8	iii	iii	NOUN
cana-5965	101	9	confirm	confirm	VERB
cana-5965	101	10	the	the	DET
cana-5965	101	11	scalability	scalability	NOUN
cana-5965	101	12	of	of	ADP
cana-5965	101	13	the	the	DET
cana-5965	101	14	proposed	propose	VERB
cana-5965	101	15	solution	solution	NOUN
cana-5965	101	16	.	.	PUNCT
cana-5965	102	1	while	while	SCONJ
cana-5965	102	2	traditional	traditional	ADJ
cana-5965	102	3	ml	ml	NOUN
cana-5965	102	4	pipelines	pipeline	NOUN
cana-5965	102	5	could	could	AUX
cana-5965	102	6	process	process	VERB
cana-5965	102	7	about	about	ADV
cana-5965	102	8	320	320	NUM
cana-5965	102	9	documents	document	NOUN
cana-5965	102	10	per	per	ADP
cana-5965	102	11	minute	minute	NOUN
cana-5965	102	12	,	,	PUNCT
cana-5965	102	13	the	the	DET
cana-5965	102	14	proposed	propose	VERB
cana-5965	102	15	java	java	ADJ
cana-5965	102	16	-	-	PUNCT
cana-5965	102	17	nlp	nlp	ADJ
cana-5965	102	18	framework	framework	NOUN
cana-5965	102	19	achieved	achieve	VERB
cana-5965	102	20	900	900	NUM
cana-5965	102	21	documents	document	NOUN
cana-5965	102	22	per	per	ADP
cana-5965	102	23	minute	minute	NOUN
cana-5965	102	24	,	,	PUNCT
cana-5965	102	25	making	make	VERB
cana-5965	102	26	it	it	PRON
cana-5965	102	27	well	well	ADV
cana-5965	102	28	-	-	PUNCT
cana-5965	102	29	suited	suit	VERB
cana-5965	102	30	for	for	ADP
cana-5965	102	31	real	real	ADJ
cana-5965	102	32	-	-	PUNCT
cana-5965	102	33	time	time	NOUN
cana-5965	102	34	cyber	cyber	NOUN
cana-5965	102	35	threat	threat	NOUN
cana-5965	102	36	intelligence	intelligence	NOUN
cana-5965	102	37	applications	application	NOUN
cana-5965	102	38	.	.	PUNCT
cana-5965	103	1	the	the	DET
cana-5965	103	2	performance	performance	NOUN
cana-5965	103	3	gain	gain	NOUN
cana-5965	103	4	is	be	AUX
cana-5965	103	5	largely	largely	ADV
cana-5965	103	6	due	due	ADJ
cana-5965	103	7	to	to	ADP
cana-5965	103	8	java	java	PROPN
cana-5965	103	9	’s	’s	PART
cana-5965	103	10	multi	multi	ADJ
cana-5965	103	11	-	-	ADJ
cana-5965	103	12	threading	threading	ADJ
cana-5965	103	13	capabilities	capability	NOUN
cana-5965	103	14	and	and	CCONJ
cana-5965	103	15	efficient	efficient	ADJ
cana-5965	103	16	memory	memory	NOUN
cana-5965	103	17	handling	handling	NOUN
cana-5965	103	18	,	,	PUNCT
cana-5965	103	19	which	which	PRON
cana-5965	103	20	allowed	allow	VERB
cana-5965	103	21	the	the	DET
cana-5965	103	22	system	system	NOUN
cana-5965	103	23	to	to	PART
cana-5965	103	24	handle	handle	VERB
cana-5965	103	25	large	large	ADJ
cana-5965	103	26	-	-	PUNCT
cana-5965	103	27	scale	scale	NOUN
cana-5965	103	28	streaming	streaming	NOUN
cana-5965	103	29	data	datum	NOUN
cana-5965	103	30	sources	source	NOUN
cana-5965	103	31	without	without	ADP
cana-5965	103	32	significant	significant	ADJ
cana-5965	103	33	overhead	overhead	NOUN
cana-5965	103	34	.	.	PUNCT
cana-5965	104	1	overall	overall	ADJ
cana-5965	104	2	discussion	discussion	NOUN
cana-5965	104	3	the	the	DET
cana-5965	104	4	results	result	NOUN
cana-5965	104	5	across	across	ADP
cana-5965	104	6	tables	table	NOUN
cana-5965	104	7	i	i	PRON
cana-5965	104	8	–	–	PUNCT
cana-5965	104	9	iii	iii	VERB
cana-5965	104	10	indicate	indicate	VERB
cana-5965	104	11	that	that	SCONJ
cana-5965	104	12	the	the	DET
cana-5965	104	13	proposed	propose	VERB
cana-5965	104	14	framework	framework	NOUN
cana-5965	104	15	provides	provide	VERB
cana-5965	104	16	a	a	DET
cana-5965	104	17	balanced	balanced	ADJ
cana-5965	104	18	tradeoff	tradeoff	NOUN
cana-5965	104	19	between	between	ADP
cana-5965	104	20	accuracy	accuracy	NOUN
cana-5965	104	21	and	and	CCONJ
cana-5965	104	22	efficiency	efficiency	NOUN
cana-5965	104	23	,	,	PUNCT
cana-5965	104	24	outperforming	outperform	VERB
cana-5965	104	25	existing	exist	VERB
cana-5965	104	26	baselines	baseline	NOUN
cana-5965	104	27	in	in	ADP
cana-5965	104	28	every	every	DET
cana-5965	104	29	measured	measure	VERB
cana-5965	104	30	dimension	dimension	NOUN
cana-5965	104	31	.	.	PUNCT
cana-5965	105	1	its	its	PRON
cana-5965	105	2	ability	ability	NOUN
cana-5965	105	3	to	to	PART
cana-5965	105	4	extract	extract	VERB
cana-5965	105	5	meaningful	meaningful	ADJ
cana-5965	105	6	threat	threat	NOUN
cana-5965	105	7	entities	entity	NOUN
cana-5965	105	8	,	,	PUNCT
cana-5965	105	9	map	map	VERB
cana-5965	105	10	them	they	PRON
cana-5965	105	11	to	to	ADP
cana-5965	105	12	taxonomies	taxonomy	NOUN
cana-5965	105	13	like	like	ADP
cana-5965	105	14	mitre	mitre	NOUN
cana-5965	105	15	att&ck	att&ck	NOUN
cana-5965	105	16	,	,	PUNCT
cana-5965	105	17	and	and	CCONJ
cana-5965	105	18	profile	profile	VERB
cana-5965	105	19	them	they	PRON
cana-5965	105	20	in	in	ADP
cana-5965	105	21	near	near	ADP
cana-5965	105	22	real	real	ADJ
cana-5965	105	23	-	-	PUNCT
cana-5965	105	24	time	time	NOUN
cana-5965	105	25	supports	support	VERB
cana-5965	105	26	its	its	PRON
cana-5965	105	27	adoption	adoption	NOUN
cana-5965	105	28	in	in	ADP
cana-5965	105	29	security	security	NOUN
cana-5965	105	30	operations	operation	NOUN
cana-5965	105	31	centers	center	NOUN
cana-5965	105	32	(	(	PUNCT
cana-5965	105	33	socs	soc	NOUN
cana-5965	105	34	)	)	PUNCT
cana-5965	105	35	.	.	PUNCT
cana-5965	106	1	moreover	moreover	ADV
cana-5965	106	2	,	,	PUNCT
cana-5965	106	3	the	the	DET
cana-5965	106	4	framework	framework	NOUN
cana-5965	106	5	demonstrates	demonstrate	VERB
cana-5965	106	6	that	that	SCONJ
cana-5965	106	7	java	java	NOUN
cana-5965	106	8	-	-	PUNCT
cana-5965	106	9	based	base	VERB
cana-5965	106	10	nlp	nlp	NOUN
cana-5965	106	11	pipelines	pipeline	NOUN
cana-5965	106	12	,	,	PUNCT
cana-5965	106	13	often	often	ADV
cana-5965	106	14	overlooked	overlook	VERB
cana-5965	106	15	compared	compare	VERB
cana-5965	106	16	to	to	ADP
cana-5965	106	17	python	python	NOUN
cana-5965	106	18	-	-	PUNCT
cana-5965	106	19	centric	centric	ADJ
cana-5965	106	20	solutions	solution	NOUN
cana-5965	106	21	,	,	PUNCT
cana-5965	106	22	can	can	AUX
cana-5965	106	23	provide	provide	VERB
cana-5965	106	24	enterprise	enterprise	NOUN
cana-5965	106	25	-	-	PUNCT
cana-5965	106	26	grade	grade	NOUN
cana-5965	106	27	scalability	scalability	NOUN
cana-5965	106	28	,	,	PUNCT
cana-5965	106	29	security	security	NOUN
cana-5965	106	30	,	,	PUNCT
cana-5965	106	31	and	and	CCONJ
cana-5965	106	32	robustness	robustness	NOUN
cana-5965	106	33	.	.	PUNCT
cana-5965	107	1	vi	vi	X
cana-5965	107	2	.	.	NOUN
cana-5965	107	3	conclusion	conclusion	NOUN
cana-5965	107	4	this	this	DET
cana-5965	107	5	research	research	NOUN
cana-5965	107	6	presented	present	VERB
cana-5965	107	7	an	an	DET
cana-5965	107	8	automated	automate	VERB
cana-5965	107	9	cyber	cyber	NOUN
cana-5965	107	10	threat	threat	NOUN
cana-5965	107	11	identification	identification	NOUN
cana-5965	107	12	and	and	CCONJ
cana-5965	107	13	profiling	profiling	NOUN
cana-5965	107	14	framework	framework	NOUN
cana-5965	107	15	that	that	PRON
cana-5965	107	16	leverages	leverage	VERB
cana-5965	107	17	java	java	NOUN
cana-5965	107	18	-	-	PUNCT
cana-5965	107	19	based	base	VERB
cana-5965	107	20	natural	natural	ADJ
cana-5965	107	21	language	language	NOUN
cana-5965	107	22	processing	processing	NOUN
cana-5965	107	23	(	(	PUNCT
cana-5965	107	24	nlp	nlp	NOUN
cana-5965	107	25	)	)	PUNCT
cana-5965	107	26	techniques	technique	NOUN
cana-5965	107	27	to	to	PART
cana-5965	107	28	address	address	VERB
cana-5965	107	29	the	the	DET
cana-5965	107	30	growing	grow	VERB
cana-5965	107	31	challenge	challenge	NOUN
cana-5965	107	32	of	of	ADP
cana-5965	107	33	analyzing	analyze	VERB
cana-5965	107	34	large	large	ADJ
cana-5965	107	35	-	-	PUNCT
cana-5965	107	36	scale	scale	NOUN
cana-5965	107	37	unstructured	unstructured	ADJ
cana-5965	107	38	cybersecurity	cybersecurity	NOUN
cana-5965	107	39	intelligence	intelligence	NOUN
cana-5965	107	40	.	.	PUNCT
cana-5965	108	1	by	by	ADP
cana-5965	108	2	integrating	integrate	VERB
cana-5965	108	3	communications	communication	NOUN
cana-5965	108	4	on	on	ADP
cana-5965	108	5	applied	apply	VERB
cana-5965	108	6	nonlinear	nonlinear	ADJ
cana-5965	108	7	analysis	analysis	NOUN
cana-5965	108	8	issn	issn	NOUN
cana-5965	108	9	:	:	PUNCT
cana-5965	108	10	1074	1074	NUM
cana-5965	108	11	-	-	PUNCT
cana-5965	108	12	133x	133x	NUM
cana-5965	108	13	vol	vol	NOUN
cana-5965	108	14	30	30	NUM
cana-5965	108	15	no	no	NOUN
cana-5965	108	16	.	.	NOUN
cana-5965	108	17	4	4	NUM
cana-5965	108	18	(	(	PUNCT
cana-5965	108	19	2023	2023	NUM
cana-5965	108	20	)	)	PUNCT
cana-5965	108	21	210	210	NUM
cana-5965	108	22	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	108	23	preprocessing	preprocessing	NOUN
cana-5965	108	24	,	,	PUNCT
cana-5965	108	25	feature	feature	NOUN
cana-5965	108	26	extraction	extraction	NOUN
cana-5965	108	27	,	,	PUNCT
cana-5965	108	28	entity	entity	NOUN
cana-5965	108	29	recognition	recognition	NOUN
cana-5965	108	30	,	,	PUNCT
cana-5965	108	31	classification	classification	NOUN
cana-5965	108	32	,	,	PUNCT
cana-5965	108	33	and	and	CCONJ
cana-5965	108	34	threat	threat	NOUN
cana-5965	108	35	profiling	profiling	NOUN
cana-5965	108	36	into	into	ADP
cana-5965	108	37	a	a	DET
cana-5965	108	38	unified	unified	ADJ
cana-5965	108	39	architecture	architecture	NOUN
cana-5965	108	40	,	,	PUNCT
cana-5965	108	41	the	the	DET
cana-5965	108	42	framework	framework	NOUN
cana-5965	108	43	demonstrated	demonstrate	VERB
cana-5965	108	44	significant	significant	ADJ
cana-5965	108	45	improvements	improvement	NOUN
cana-5965	108	46	in	in	ADP
cana-5965	108	47	accuracy	accuracy	NOUN
cana-5965	108	48	,	,	PUNCT
cana-5965	108	49	scalability	scalability	NOUN
cana-5965	108	50	,	,	PUNCT
cana-5965	108	51	and	and	CCONJ
cana-5965	108	52	real	real	ADJ
cana-5965	108	53	-	-	PUNCT
cana-5965	108	54	time	time	NOUN
cana-5965	108	55	applicability	applicability	NOUN
cana-5965	108	56	compared	compare	VERB
cana-5965	108	57	to	to	ADP
cana-5965	108	58	traditional	traditional	ADJ
cana-5965	108	59	keyword	keyword	NOUN
cana-5965	108	60	-	-	PUNCT
cana-5965	108	61	matching	matching	NOUN
cana-5965	108	62	and	and	CCONJ
cana-5965	108	63	machine	machine	NOUN
cana-5965	108	64	learning	learn	VERB
cana-5965	108	65	pipelines	pipeline	NOUN
cana-5965	108	66	.	.	PUNCT
cana-5965	109	1	the	the	DET
cana-5965	109	2	experimental	experimental	ADJ
cana-5965	109	3	results	result	NOUN
cana-5965	109	4	validated	validate	VERB
cana-5965	109	5	the	the	DET
cana-5965	109	6	effectiveness	effectiveness	NOUN
cana-5965	109	7	of	of	ADP
cana-5965	109	8	the	the	DET
cana-5965	109	9	proposed	propose	VERB
cana-5965	109	10	system	system	NOUN
cana-5965	109	11	.	.	PUNCT
cana-5965	110	1	the	the	DET
cana-5965	110	2	framework	framework	NOUN
cana-5965	110	3	achieved	achieve	VERB
cana-5965	110	4	an	an	DET
cana-5965	110	5	accuracy	accuracy	NOUN
cana-5965	110	6	of	of	ADP
cana-5965	110	7	93.2	93.2	NUM
cana-5965	110	8	%	%	NOUN
cana-5965	110	9	,	,	PUNCT
cana-5965	110	10	outperforming	outperform	VERB
cana-5965	110	11	baselines	baseline	NOUN
cana-5965	110	12	and	and	CCONJ
cana-5965	110	13	demonstrating	demonstrate	VERB
cana-5965	110	14	superior	superior	ADJ
cana-5965	110	15	precision	precision	NOUN
cana-5965	110	16	,	,	PUNCT
cana-5965	110	17	recall	recall	NOUN
cana-5965	110	18	,	,	PUNCT
cana-5965	110	19	and	and	CCONJ
cana-5965	110	20	f1	f1	NOUN
cana-5965	110	21	-	-	PUNCT
cana-5965	110	22	scores	score	NOUN
cana-5965	110	23	across	across	ADP
cana-5965	110	24	multiple	multiple	ADJ
cana-5965	110	25	threat	threat	NOUN
cana-5965	110	26	classes	class	NOUN
cana-5965	110	27	.	.	PUNCT
cana-5965	111	1	its	its	PRON
cana-5965	111	2	entity	entity	NOUN
cana-5965	111	3	extraction	extraction	NOUN
cana-5965	111	4	component	component	NOUN
cana-5965	111	5	achieved	achieve	VERB
cana-5965	111	6	over	over	ADP
cana-5965	111	7	90	90	NUM
cana-5965	111	8	%	%	NOUN
cana-5965	111	9	precision	precision	NOUN
cana-5965	111	10	and	and	CCONJ
cana-5965	111	11	recall	recall	NOUN
cana-5965	111	12	in	in	ADP
cana-5965	111	13	identifying	identify	VERB
cana-5965	111	14	malware	malware	NOUN
cana-5965	111	15	names	name	NOUN
cana-5965	111	16	,	,	PUNCT
cana-5965	111	17	ip	ip	NOUN
cana-5965	111	18	addresses	address	NOUN
cana-5965	111	19	,	,	PUNCT
cana-5965	111	20	attack	attack	NOUN
cana-5965	111	21	vectors	vector	NOUN
cana-5965	111	22	,	,	PUNCT
cana-5965	111	23	and	and	CCONJ
cana-5965	111	24	threat	threat	NOUN
cana-5965	111	25	actors	actor	NOUN
cana-5965	111	26	,	,	PUNCT
cana-5965	111	27	showcasing	showcase	VERB
cana-5965	111	28	its	its	PRON
cana-5965	111	29	ability	ability	NOUN
cana-5965	111	30	to	to	PART
cana-5965	111	31	extract	extract	VERB
cana-5965	111	32	meaningful	meaningful	ADJ
cana-5965	111	33	intelligence	intelligence	NOUN
cana-5965	111	34	with	with	ADP
cana-5965	111	35	high	high	ADJ
cana-5965	111	36	reliability	reliability	NOUN
cana-5965	111	37	.	.	PUNCT
cana-5965	112	1	furthermore	furthermore	ADV
cana-5965	112	2	,	,	PUNCT
cana-5965	112	3	the	the	DET
cana-5965	112	4	framework	framework	NOUN
cana-5965	112	5	processed	process	VERB
cana-5965	112	6	up	up	ADP
cana-5965	112	7	to	to	PART
cana-5965	112	8	900	900	NUM
cana-5965	112	9	documents	document	NOUN
cana-5965	112	10	per	per	ADP
cana-5965	112	11	minute	minute	NOUN
cana-5965	112	12	,	,	PUNCT
cana-5965	112	13	highlighting	highlight	VERB
cana-5965	112	14	its	its	PRON
cana-5965	112	15	scalability	scalability	NOUN
cana-5965	112	16	for	for	ADP
cana-5965	112	17	real	real	ADJ
cana-5965	112	18	-	-	PUNCT
cana-5965	112	19	world	world	NOUN
cana-5965	112	20	deployments	deployment	NOUN
cana-5965	112	21	in	in	ADP
cana-5965	112	22	security	security	NOUN
cana-5965	112	23	operations	operation	NOUN
cana-5965	112	24	centers	center	NOUN
cana-5965	112	25	(	(	PUNCT
cana-5965	112	26	socs	soc	NOUN
cana-5965	112	27	)	)	PUNCT
cana-5965	112	28	.	.	PUNCT
cana-5965	113	1	overall	overall	ADV
cana-5965	113	2	,	,	PUNCT
cana-5965	113	3	the	the	DET
cana-5965	113	4	proposed	propose	VERB
cana-5965	113	5	approach	approach	NOUN
cana-5965	113	6	provides	provide	VERB
cana-5965	113	7	a	a	DET
cana-5965	113	8	scalable	scalable	ADJ
cana-5965	113	9	,	,	PUNCT
cana-5965	113	10	accurate	accurate	ADJ
cana-5965	113	11	,	,	PUNCT
cana-5965	113	12	and	and	CCONJ
cana-5965	113	13	analyst	analyst	NOUN
cana-5965	113	14	-	-	PUNCT
cana-5965	113	15	ready	ready	ADJ
cana-5965	113	16	threat	threat	NOUN
cana-5965	113	17	intelligence	intelligence	NOUN
cana-5965	113	18	solution	solution	NOUN
cana-5965	113	19	that	that	PRON
cana-5965	113	20	can	can	AUX
cana-5965	113	21	automatically	automatically	ADV
cana-5965	113	22	generate	generate	VERB
cana-5965	113	23	structured	structured	ADJ
cana-5965	113	24	threat	threat	NOUN
cana-5965	113	25	profiles	profile	NOUN
cana-5965	113	26	mapped	map	VERB
cana-5965	113	27	to	to	ADP
cana-5965	113	28	taxonomies	taxonomy	NOUN
cana-5965	113	29	such	such	ADJ
cana-5965	113	30	as	as	ADP
cana-5965	113	31	mitre	mitre	NOUN
cana-5965	113	32	att&ck	att&ck	NOUN
cana-5965	113	33	.	.	PUNCT
cana-5965	114	1	beyond	beyond	ADP
cana-5965	114	2	its	its	PRON
cana-5965	114	3	technical	technical	ADJ
cana-5965	114	4	contributions	contribution	NOUN
cana-5965	114	5	,	,	PUNCT
cana-5965	114	6	the	the	DET
cana-5965	114	7	framework	framework	NOUN
cana-5965	114	8	underscores	underscore	VERB
cana-5965	114	9	the	the	DET
cana-5965	114	10	potential	potential	NOUN
cana-5965	114	11	of	of	ADP
cana-5965	114	12	java	java	NOUN
cana-5965	114	13	-	-	PUNCT
cana-5965	114	14	based	base	VERB
cana-5965	114	15	nlp	nlp	NOUN
cana-5965	114	16	ecosystems	ecosystem	NOUN
cana-5965	114	17	,	,	PUNCT
cana-5965	114	18	offering	offer	VERB
cana-5965	114	19	enterprise	enterprise	NOUN
cana-5965	114	20	-	-	PUNCT
cana-5965	114	21	grade	grade	NOUN
cana-5965	114	22	performance	performance	NOUN
cana-5965	114	23	,	,	PUNCT
cana-5965	114	24	security	security	NOUN
cana-5965	114	25	,	,	PUNCT
cana-5965	114	26	and	and	CCONJ
cana-5965	114	27	integration	integration	NOUN
cana-5965	114	28	capabilities	capability	NOUN
cana-5965	114	29	often	often	ADV
cana-5965	114	30	overlooked	overlook	VERB
cana-5965	114	31	in	in	ADP
cana-5965	114	32	research	research	NOUN
cana-5965	114	33	dominated	dominate	VERB
cana-5965	114	34	by	by	ADP
cana-5965	114	35	python	python	PROPN
cana-5965	114	36	-	-	PUNCT
cana-5965	114	37	based	base	VERB
cana-5965	114	38	toolchains	toolchain	NOUN
cana-5965	114	39	.	.	PUNCT
cana-5965	115	1	future	future	ADJ
cana-5965	115	2	work	work	NOUN
cana-5965	115	3	will	will	AUX
cana-5965	115	4	focus	focus	VERB
cana-5965	115	5	on	on	ADP
cana-5965	115	6	enhancing	enhance	VERB
cana-5965	115	7	the	the	DET
cana-5965	115	8	system	system	NOUN
cana-5965	115	9	’s	’s	PART
cana-5965	115	10	adaptability	adaptability	NOUN
cana-5965	115	11	to	to	ADP
cana-5965	115	12	multilingual	multilingual	ADJ
cana-5965	115	13	threat	threat	NOUN
cana-5965	115	14	intelligence	intelligence	NOUN
cana-5965	115	15	sources	source	NOUN
cana-5965	115	16	,	,	PUNCT
cana-5965	115	17	incorporating	incorporate	VERB
cana-5965	115	18	deep	deep	ADJ
cana-5965	115	19	contextual	contextual	ADJ
cana-5965	115	20	embeddings	embedding	NOUN
cana-5965	115	21	such	such	ADJ
cana-5965	115	22	as	as	ADP
cana-5965	115	23	bert	bert	NOUN
cana-5965	115	24	or	or	CCONJ
cana-5965	115	25	gpt	gpt	NOUN
cana-5965	115	26	-	-	PUNCT
cana-5965	115	27	based	base	VERB
cana-5965	115	28	models	model	NOUN
cana-5965	115	29	,	,	PUNCT
cana-5965	115	30	and	and	CCONJ
cana-5965	115	31	extending	extend	VERB
cana-5965	115	32	the	the	DET
cana-5965	115	33	architecture	architecture	NOUN
cana-5965	115	34	for	for	ADP
cana-5965	115	35	predictive	predictive	ADJ
cana-5965	115	36	threat	threat	NOUN
cana-5965	115	37	modeling	modeling	NOUN
cana-5965	115	38	.	.	PUNCT
cana-5965	116	1	such	such	ADJ
cana-5965	116	2	extensions	extension	NOUN
cana-5965	116	3	will	will	AUX
cana-5965	116	4	further	far	ADV
cana-5965	116	5	strengthen	strengthen	VERB
cana-5965	116	6	the	the	DET
cana-5965	116	7	role	role	NOUN
cana-5965	116	8	of	of	ADP
cana-5965	116	9	automated	automate	VERB
cana-5965	116	10	nlp	nlp	NOUN
cana-5965	116	11	-	-	PUNCT
cana-5965	116	12	driven	drive	VERB
cana-5965	116	13	systems	system	NOUN
cana-5965	116	14	in	in	ADP
cana-5965	116	15	proactive	proactive	ADJ
cana-5965	116	16	cyber	cyber	NOUN
cana-5965	116	17	defense	defense	NOUN
cana-5965	116	18	and	and	CCONJ
cana-5965	116	19	global	global	ADJ
cana-5965	116	20	threat	threat	NOUN
cana-5965	116	21	intelligence	intelligence	NOUN
cana-5965	116	22	sharing	sharing	NOUN
cana-5965	116	23	.	.	PUNCT
cana-5965	117	1	references	reference	NOUN
cana-5965	117	2	1	1	NUM
cana-5965	117	3	.	.	PUNCT
cana-5965	117	4	m.	m.	NOUN
cana-5965	117	5	arazzi	arazzi	PROPN
cana-5965	117	6	,	,	PUNCT
cana-5965	117	7	d.	d.	PROPN
cana-5965	117	8	r.	r.	PROPN
cana-5965	117	9	arikkat	arikkat	PROPN
cana-5965	117	10	,	,	PUNCT
cana-5965	117	11	s.	s.	PROPN
cana-5965	117	12	nicolazzo	nicolazzo	PROPN
cana-5965	117	13	,	,	PUNCT
cana-5965	117	14	a.	a.	PROPN
cana-5965	117	15	nocera	nocera	PROPN
cana-5965	117	16	,	,	PUNCT
cana-5965	117	17	r.	r.	PROPN
cana-5965	117	18	r.	r.	PROPN
cana-5965	117	19	k.	k.	PROPN
cana-5965	117	20	a.	a.	PROPN
cana-5965	117	21	,	,	PUNCT
cana-5965	117	22	v.	v.	ADP
cana-5965	117	23	p.	p.	NOUN
cana-5965	117	24	,	,	PUNCT
cana-5965	117	25	and	and	CCONJ
cana-5965	117	26	m.	m.	PROPN
cana-5965	117	27	conti	conti	PROPN
cana-5965	117	28	,	,	PUNCT
cana-5965	117	29	“	"	PUNCT
cana-5965	117	30	nlpbased	nlpbase	VERB
cana-5965	117	31	techniques	technique	NOUN
cana-5965	117	32	for	for	ADP
cana-5965	117	33	cyber	cyber	ADJ
cana-5965	117	34	threat	threat	NOUN
cana-5965	117	35	intelligence	intelligence	NOUN
cana-5965	117	36	,	,	PUNCT
cana-5965	117	37	”	"	PUNCT
cana-5965	117	38	arxiv	arxiv	PROPN
cana-5965	117	39	preprint	preprint	NOUN
cana-5965	117	40	,	,	PUNCT
cana-5965	117	41	nov	nov	PROPN
cana-5965	117	42	.	.	PROPN
cana-5965	117	43	2023	2023	NUM
cana-5965	117	44	.	.	PUNCT
cana-5965	118	1	arxiv	arxiv	PROPN
cana-5965	118	2	2	2	NUM
cana-5965	118	3	.	.	PUNCT
cana-5965	118	4	e.	e.	PROPN
cana-5965	118	5	aghaei	aghaei	PROPN
cana-5965	118	6	,	,	PUNCT
cana-5965	118	7	x.	x.	PROPN
cana-5965	118	8	niu	niu	PROPN
cana-5965	118	9	,	,	PUNCT
cana-5965	118	10	w.	w.	PROPN
cana-5965	118	11	shadid	shadid	VERB
cana-5965	118	12	,	,	PUNCT
cana-5965	118	13	and	and	CCONJ
cana-5965	118	14	e.	e.	PROPN
cana-5965	118	15	al	al	PROPN
cana-5965	118	16	-	-	PUNCT
cana-5965	118	17	shaer	shaer	PROPN
cana-5965	118	18	,	,	PUNCT
cana-5965	118	19	“	"	PUNCT
cana-5965	118	20	securebert	securebert	NOUN
cana-5965	118	21	:	:	PUNCT
cana-5965	118	22	a	a	DET
cana-5965	118	23	domain	domain	NOUN
cana-5965	118	24	-	-	PUNCT
cana-5965	118	25	specific	specific	ADJ
cana-5965	118	26	language	language	NOUN
cana-5965	118	27	model	model	NOUN
cana-5965	118	28	for	for	ADP
cana-5965	118	29	cybersecurity	cybersecurity	NOUN
cana-5965	118	30	,	,	PUNCT
cana-5965	118	31	”	"	PUNCT
cana-5965	118	32	arxiv	arxiv	PROPN
cana-5965	118	33	preprint	preprint	PROPN
cana-5965	118	34	,	,	PUNCT
cana-5965	118	35	apr	apr	PROPN
cana-5965	118	36	.	.	PROPN
cana-5965	118	37	2022	2022	NUM
cana-5965	118	38	.	.	PUNCT
cana-5965	119	1	arxiv	arxiv	PROPN
cana-5965	119	2	3	3	NUM
cana-5965	119	3	.	.	PUNCT
cana-5965	120	1	p.	p.	PROPN
cana-5965	120	2	liu	liu	PROPN
cana-5965	120	3	,	,	PUNCT
cana-5965	120	4	h.	h.	PROPN
cana-5965	120	5	li	li	PROPN
cana-5965	120	6	,	,	PUNCT
cana-5965	120	7	z.	z.	PROPN
cana-5965	120	8	wang	wang	PROPN
cana-5965	120	9	,	,	PUNCT
cana-5965	120	10	j.	j.	PROPN
cana-5965	120	11	liu	liu	PROPN
cana-5965	120	12	,	,	PUNCT
cana-5965	120	13	y.	y.	PROPN
cana-5965	120	14	ren	ren	PROPN
cana-5965	120	15	,	,	PUNCT
cana-5965	120	16	and	and	CCONJ
cana-5965	120	17	h.	h.	PROPN
cana-5965	120	18	zhu	zhu	PROPN
cana-5965	120	19	,	,	PUNCT
cana-5965	120	20	“	"	PUNCT
cana-5965	120	21	multi	multi	ADJ
cana-5965	120	22	-	-	ADJ
cana-5965	120	23	features	feature	NOUN
cana-5965	120	24	based	base	VERB
cana-5965	120	25	semantic	semantic	ADJ
cana-5965	120	26	augmentation	augmentation	NOUN
cana-5965	120	27	networks	network	NOUN
cana-5965	120	28	for	for	ADP
cana-5965	120	29	named	name	VERB
cana-5965	120	30	entity	entity	NOUN
cana-5965	120	31	recognition	recognition	NOUN
cana-5965	120	32	in	in	ADP
cana-5965	120	33	threat	threat	NOUN
cana-5965	120	34	intelligence	intelligence	NOUN
cana-5965	120	35	,	,	PUNCT
cana-5965	120	36	”	"	PUNCT
cana-5965	120	37	arxiv	arxiv	PROPN
cana-5965	120	38	preprint	preprint	NOUN
cana-5965	120	39	,	,	PUNCT
cana-5965	120	40	jul	jul	PROPN
cana-5965	120	41	.	.	PROPN
cana-5965	120	42	2022	2022	NUM
cana-5965	120	43	.	.	PUNCT
cana-5965	121	1	arxiv	arxiv	PROPN
cana-5965	121	2	4	4	NUM
cana-5965	121	3	.	.	PUNCT
cana-5965	121	4	m.	m.	PROPN
cana-5965	121	5	conti	conti	PROPN
cana-5965	121	6	et	et	PROPN
cana-5965	121	7	al	al	PROPN
cana-5965	121	8	.	.	PROPN
cana-5965	121	9	,	,	PUNCT
cana-5965	121	10	“	"	PUNCT
cana-5965	121	11	nlp	nlp	ADJ
cana-5965	121	12	-	-	PUNCT
cana-5965	121	13	based	base	VERB
cana-5965	121	14	techniques	technique	NOUN
cana-5965	121	15	for	for	ADP
cana-5965	121	16	cyber	cyber	ADJ
cana-5965	121	17	threat	threat	NOUN
cana-5965	121	18	intelligence	intelligence	NOUN
cana-5965	121	19	,	,	PUNCT
cana-5965	121	20	”	"	PUNCT
cana-5965	121	21	arxiv	arxiv	PROPN
cana-5965	121	22	preprint	preprint	NOUN
cana-5965	121	23	,	,	PUNCT
cana-5965	121	24	nov	nov	PROPN
cana-5965	121	25	.	.	PROPN
cana-5965	121	26	2023	2023	NUM
cana-5965	121	27	.	.	PUNCT
cana-5965	122	1	(	(	PUNCT
cana-5965	122	2	duplicate	duplicate	NOUN
cana-5965	122	3	of	of	ADP
cana-5965	122	4	[	[	X
cana-5965	122	5	2	2	NUM
cana-5965	122	6	]	]	PUNCT
cana-5965	122	7	but	but	CCONJ
cana-5965	122	8	acknowledges	acknowledge	VERB
cana-5965	122	9	its	its	PRON
cana-5965	122	10	reviewable	reviewable	ADJ
cana-5965	122	11	purpose	purpose	NOUN
cana-5965	122	12	in	in	ADP
cana-5965	122	13	cti	cti	PROPN
cana-5965	122	14	pipelines)arxiv	pipelines)arxiv	PROPN
cana-5965	122	15	5	5	NUM
cana-5965	122	16	.	.	PUNCT
cana-5965	122	17	sabottke	sabottke	PROPN
cana-5965	122	18	et	et	PROPN
cana-5965	122	19	al	al	PROPN
cana-5965	122	20	.	.	PROPN
cana-5965	122	21	(	(	PUNCT
cana-5965	122	22	2015	2015	NUM
cana-5965	122	23	)	)	PUNCT
cana-5965	122	24	,	,	PUNCT
cana-5965	122	25	twitter	twitter	NOUN
cana-5965	122	26	mined	mine	VERB
cana-5965	122	27	for	for	ADP
cana-5965	122	28	early	early	ADJ
cana-5965	122	29	vulnerability	vulnerability	NOUN
cana-5965	122	30	disclosures	disclosure	NOUN
cana-5965	122	31	—	—	PUNCT
cana-5965	122	32	as	as	SCONJ
cana-5965	122	33	referenced	reference	VERB
cana-5965	122	34	in	in	ADP
cana-5965	122	35	researchgate	researchgate	NOUN
cana-5965	122	36	.	.	PUNCT
cana-5965	123	1	researchgate	researchgate	VERB
cana-5965	123	2	6	6	NUM
cana-5965	123	3	.	.	PUNCT
cana-5965	124	1	“	"	PUNCT
cana-5965	124	2	know	know	VERB
cana-5965	124	3	the	the	DET
cana-5965	124	4	adversary	adversary	NOUN
cana-5965	124	5	:	:	PUNCT
cana-5965	124	6	leveraging	leverage	VERB
cana-5965	124	7	mitre	mitre	NOUN
cana-5965	124	8	att&ck	att&ck	NOUN
cana-5965	124	9	with	with	ADP
cana-5965	124	10	nlp	nlp	NOUN
cana-5965	124	11	and	and	CCONJ
cana-5965	124	12	rule	rule	NOUN
cana-5965	124	13	-	-	PUNCT
cana-5965	124	14	based	base	VERB
cana-5965	124	15	matching	matching	NOUN
cana-5965	124	16	,	,	PUNCT
cana-5965	124	17	”	"	PUNCT
cana-5965	124	18	antonpuz	antonpuz	NOUN
cana-5965	124	19	,	,	PUNCT
cana-5965	124	20	medium	medium	ADJ
cana-5965	124	21	.	.	PUNCT
cana-5965	124	22	medium	medium	ADJ
cana-5965	124	23	https://arxiv.org/abs/2311.08807?utm_source=chatgpt.com	https://arxiv.org/abs/2311.08807?utm_source=chatgpt.com	X
cana-5965	124	24	https://arxiv.org/abs/2204.02685?utm_source=chatgpt.com	https://arxiv.org/abs/2204.02685?utm_source=chatgpt.com	X
cana-5965	124	25	https://arxiv.org/abs/2207.00232?utm_source=chatgpt.com	https://arxiv.org/abs/2207.00232?utm_source=chatgpt.com	X
cana-5965	124	26	https://arxiv.org/abs/2311.08807?utm_source=chatgpt.com	https://arxiv.org/abs/2311.08807?utm_source=chatgpt.com	X
cana-5965	124	27	https://www.researchgate.net/publication/391651255_automated_cyber_threat_identification_and_natural_language_processing?utm_source=chatgpt.com	https://www.researchgate.net/publication/391651255_automated_cyber_threat_identification_and_natural_language_processing?utm_source=chatgpt.com	PROPN
cana-5965	124	28	https://medium.com/%40antonpuz/know-the-adversary-leveraging-mitre-att-ck-with-nlp-and-rule-based-matching-37b2b848fc5?utm_source=chatgpt.com	https://medium.com/%40antonpuz/know-the-adversary-leveraging-mitre-att-ck-with-nlp-and-rule-based-matching-37b2b848fc5?utm_source=chatgpt.com	PROPN
cana-5965	124	29	communications	communication	NOUN
cana-5965	124	30	on	on	ADP
cana-5965	124	31	applied	apply	VERB
cana-5965	124	32	nonlinear	nonlinear	ADJ
cana-5965	124	33	analysis	analysis	NOUN
cana-5965	124	34	issn	issn	NOUN
cana-5965	124	35	:	:	PUNCT
cana-5965	124	36	1074	1074	NUM
cana-5965	124	37	-	-	PUNCT
cana-5965	124	38	133x	133x	NUM
cana-5965	124	39	vol	vol	NOUN
cana-5965	124	40	30	30	NUM
cana-5965	124	41	no	no	NOUN
cana-5965	124	42	.	.	NOUN
cana-5965	124	43	4	4	NUM
cana-5965	124	44	(	(	PUNCT
cana-5965	124	45	2023	2023	NUM
cana-5965	124	46	)	)	PUNCT
cana-5965	124	47	211	211	NUM
cana-5965	124	48	https://internationalpubls.com	https://internationalpubls.com	X
cana-5965	124	49	7	7	NUM
cana-5965	124	50	.	.	NOUN
cana-5965	124	51	mitre	mitre	NOUN
cana-5965	124	52	att&ck	att&ck	NOUN
cana-5965	124	53	expansion	expansion	NOUN
cana-5965	124	54	details	detail	NOUN
cana-5965	124	55	(	(	PUNCT
cana-5965	124	56	enterprise	enterprise	NOUN
cana-5965	124	57	,	,	PUNCT
cana-5965	124	58	mobile	mobile	NOUN
cana-5965	124	59	,	,	PUNCT
cana-5965	124	60	ics	ics	PROPN
cana-5965	124	61	)	)	PUNCT
cana-5965	124	62	,	,	PUNCT
cana-5965	124	63	as	as	SCONJ
cana-5965	124	64	detailed	detailed	ADJ
cana-5965	124	65	on	on	ADP
cana-5965	124	66	researchgate	researchgate	NOUN
cana-5965	124	67	.	.	PUNCT
cana-5965	125	1	researchgate	researchgate	VERB
cana-5965	125	2	8	8	NUM
cana-5965	125	3	.	.	PUNCT
cana-5965	126	1	cyber	cyber	NOUN
cana-5965	126	2	threat	threat	NOUN
cana-5965	126	3	profiling	profiling	NOUN
cana-5965	126	4	using	use	VERB
cana-5965	126	5	att&ck	att&ck	NOUN
cana-5965	126	6	as	as	ADP
cana-5965	126	7	foundation	foundation	NOUN
cana-5965	126	8	,	,	PUNCT
cana-5965	126	9	researchgate	researchgate	NOUN
cana-5965	126	10	.	.	PUNCT
cana-5965	127	1	researchgate	researchgate	VERB
cana-5965	127	2	9	9	NUM
cana-5965	127	3	.	.	PUNCT
cana-5965	128	1	challenges	challenge	NOUN
cana-5965	128	2	in	in	ADP
cana-5965	128	3	nlp	nlp	NOUN
cana-5965	128	4	-	-	PUNCT
cana-5965	128	5	based	base	VERB
cana-5965	128	6	threat	threat	NOUN
cana-5965	128	7	intelligence	intelligence	NOUN
cana-5965	128	8	:	:	PUNCT
cana-5965	128	9	multilingual	multilingual	ADJ
cana-5965	128	10	,	,	PUNCT
cana-5965	128	11	noisy	noisy	ADJ
cana-5965	128	12	data	datum	NOUN
cana-5965	128	13	,	,	PUNCT
cana-5965	128	14	explainability	explainability	NOUN
cana-5965	128	15	—	—	PUNCT
cana-5965	128	16	inferred	infer	VERB
cana-5965	128	17	from	from	ADP
cana-5965	128	18	survey	survey	NOUN
cana-5965	128	19	reviews	review	NOUN
cana-5965	128	20	[	[	X
cana-5965	128	21	2	2	NUM
cana-5965	128	22	]	]	PUNCT
cana-5965	128	23	.	.	PUNCT
cana-5965	129	1	arxiv	arxiv	PROPN
cana-5965	129	2	10	10	NUM
cana-5965	129	3	.	.	PUNCT
cana-5965	130	1	automated	automate	VERB
cana-5965	130	2	mapping	mapping	NOUN
cana-5965	130	3	to	to	ADP
cana-5965	130	4	att&ck	att&ck	NOUN
cana-5965	130	5	via	via	ADP
cana-5965	130	6	nlp	nlp	NOUN
cana-5965	130	7	(	(	PUNCT
cana-5965	130	8	issre	issre	NOUN
cana-5965	130	9	2022	2022	NUM
cana-5965	130	10	)	)	PUNCT
cana-5965	130	11	,	,	PUNCT
cana-5965	130	12	github	github	PROPN
cana-5965	130	13	.	.	PUNCT
cana-5965	131	1	github	github	PROPN
cana-5965	131	2	11	11	NUM
cana-5965	131	3	.	.	PUNCT
cana-5965	132	1	java	java	NOUN
cana-5965	132	2	-	-	PUNCT
cana-5965	132	3	based	base	VERB
cana-5965	132	4	nlp	nlp	NOUN
cana-5965	132	5	tools	tool	NOUN
cana-5965	132	6	and	and	CCONJ
cana-5965	132	7	frameworks	framework	NOUN
cana-5965	132	8	suitability	suitability	NOUN
cana-5965	132	9	—	—	PUNCT
cana-5965	132	10	apache	apache	NOUN
cana-5965	132	11	opennlp	opennlp	X
cana-5965	133	1	[	[	X
cana-5965	133	2	7	7	NUM
cana-5965	133	3	]	]	PUNCT
cana-5965	133	4	,	,	PUNCT
cana-5965	133	5	languageware	languageware	PROPN
cana-5965	134	1	[	[	X
cana-5965	134	2	9	9	NUM
cana-5965	134	3	]	]	PUNCT
cana-5965	134	4	,	,	PUNCT
cana-5965	134	5	dl4j	dl4j	PROPN
cana-5965	134	6	[	[	X
cana-5965	134	7	10	10	NUM
cana-5965	134	8	]	]	SYM
cana-5965	134	9	12	12	NUM
cana-5965	134	10	.	.	PUNCT
cana-5965	135	1	java	java	ADJ
cana-5965	135	2	integration	integration	NOUN
cana-5965	135	3	for	for	ADP
cana-5965	135	4	enterprise	enterprise	NOUN
cana-5965	135	5	nlp	nlp	NOUN
cana-5965	135	6	and	and	CCONJ
cana-5965	135	7	security	security	NOUN
cana-5965	135	8	systems	system	NOUN
cana-5965	135	9	referenced	reference	VERB
cana-5965	135	10	collectively	collectively	ADV
cana-5965	135	11	above	above	ADV
cana-5965	135	12	:	:	PUNCT
cana-5965	135	13	opennlp	opennlp	NOUN
cana-5965	136	1	[	[	X
cana-5965	136	2	7	7	NUM
cana-5965	136	3	]	]	PUNCT
cana-5965	136	4	,	,	PUNCT
cana-5965	136	5	spark	spark	VERB
cana-5965	136	6	nlp	nlp	NOUN
cana-5965	136	7	[	[	X
cana-5965	136	8	8	8	NUM
cana-5965	136	9	]	]	PUNCT
cana-5965	136	10	,	,	PUNCT
cana-5965	136	11	deeplearning4j	deeplearning4j	PROPN
cana-5965	137	1	[	[	X
cana-5965	137	2	10	10	NUM
cana-5965	137	3	]	]	SYM
cana-5965	137	4	13	13	NUM
cana-5965	137	5	.	.	PUNCT
cana-5965	138	1	j.	j.	PROPN
cana-5965	138	2	chen	chen	PROPN
cana-5965	138	3	,	,	PUNCT
cana-5965	138	4	q.	q.	PROPN
cana-5965	138	5	yan	yan	PROPN
cana-5965	138	6	,	,	PUNCT
cana-5965	138	7	and	and	CCONJ
cana-5965	138	8	r.	r.	PROPN
cana-5965	138	9	h.	h.	PROPN
cana-5965	138	10	deng	deng	PROPN
cana-5965	138	11	,	,	PUNCT
cana-5965	138	12	“	"	PUNCT
cana-5965	138	13	extracting	extract	VERB
cana-5965	138	14	indicators	indicator	NOUN
cana-5965	138	15	of	of	ADP
cana-5965	138	16	compromise	compromise	NOUN
cana-5965	138	17	from	from	ADP
cana-5965	138	18	security	security	NOUN
cana-5965	138	19	text	text	NOUN
cana-5965	138	20	using	use	VERB
cana-5965	138	21	natural	natural	ADJ
cana-5965	138	22	language	language	NOUN
cana-5965	138	23	processing	processing	NOUN
cana-5965	138	24	,	,	PUNCT
cana-5965	138	25	”	"	PUNCT
cana-5965	138	26	proc	proc	NOUN
cana-5965	138	27	.	.	PUNCT
cana-5965	139	1	ieee	ieee	PROPN
cana-5965	139	2	int	int	PROPN
cana-5965	139	3	.	.	PUNCT
cana-5965	140	1	conf	conf	PROPN
cana-5965	140	2	.	.	PUNCT
cana-5965	141	1	communications	communication	NOUN
cana-5965	141	2	(	(	PUNCT
cana-5965	141	3	icc	icc	PROPN
cana-5965	141	4	)	)	PUNCT
cana-5965	141	5	,	,	PUNCT
cana-5965	141	6	dublin	dublin	PROPN
cana-5965	141	7	,	,	PUNCT
cana-5965	141	8	ireland	ireland	PROPN
cana-5965	141	9	,	,	PUNCT
cana-5965	141	10	2020	2020	NUM
cana-5965	141	11	,	,	PUNCT
cana-5965	141	12	pp	pp	ADV
cana-5965	141	13	.	.	PUNCT
cana-5965	142	1	1–6	1–6	NUM
cana-5965	142	2	.	.	PUNCT
cana-5965	143	1	14	14	NUM
cana-5965	143	2	.	.	PUNCT
cana-5965	144	1	g.	g.	PROPN
cana-5965	144	2	husari	husari	PROPN
cana-5965	144	3	,	,	PUNCT
cana-5965	144	4	r.	r.	PROPN
cana-5965	144	5	al	al	PROPN
cana-5965	144	6	-	-	PUNCT
cana-5965	144	7	shaer	shaer	PROPN
cana-5965	144	8	,	,	PUNCT
cana-5965	144	9	and	and	CCONJ
cana-5965	144	10	e.	e.	PROPN
cana-5965	144	11	nunes	nunes	PROPN
cana-5965	144	12	,	,	PUNCT
cana-5965	144	13	“	"	PUNCT
cana-5965	144	14	using	use	VERB
cana-5965	144	15	nlp	nlp	NOUN
cana-5965	144	16	for	for	ADP
cana-5965	144	17	mapping	mapping	NOUN
cana-5965	144	18	cyber	cyber	NOUN
cana-5965	144	19	threat	threat	NOUN
cana-5965	144	20	intelligence	intelligence	NOUN
cana-5965	144	21	into	into	ADP
cana-5965	144	22	the	the	DET
cana-5965	144	23	mitre	mitre	NOUN
cana-5965	144	24	att&ck	att&ck	NOUN
cana-5965	144	25	framework	framework	NOUN
cana-5965	144	26	,	,	PUNCT
cana-5965	144	27	”	"	PUNCT
cana-5965	144	28	proc	proc	NOUN
cana-5965	144	29	.	.	PUNCT
cana-5965	145	1	ieee	ieee	PROPN
cana-5965	145	2	int	int	PROPN
cana-5965	145	3	.	.	PUNCT
cana-5965	145	4	conf	conf	PROPN
cana-5965	145	5	.	.	PUNCT
cana-5965	146	1	intelligence	intelligence	NOUN
cana-5965	146	2	and	and	CCONJ
cana-5965	146	3	security	security	NOUN
cana-5965	146	4	informatics	informatic	NOUN
cana-5965	146	5	(	(	PUNCT
cana-5965	146	6	isi	isi	PROPN
cana-5965	146	7	)	)	PUNCT
cana-5965	146	8	,	,	PUNCT
cana-5965	146	9	arlington	arlington	PROPN
cana-5965	146	10	,	,	PUNCT
cana-5965	146	11	va	va	PROPN
cana-5965	146	12	,	,	PUNCT
cana-5965	146	13	usa	usa	PROPN
cana-5965	146	14	,	,	PUNCT
cana-5965	146	15	2018	2018	NUM
cana-5965	146	16	,	,	PUNCT
cana-5965	146	17	pp	pp	ADJ
cana-5965	146	18	.	.	PUNCT
cana-5965	147	1	1–6	1–6	NUM
cana-5965	147	2	.	.	NOUN
cana-5965	147	3	15	15	NUM
cana-5965	147	4	.	.	PUNCT
cana-5965	148	1	w.	w.	PROPN
cana-5965	148	2	tounsi	tounsi	PROPN
cana-5965	148	3	and	and	CCONJ
cana-5965	148	4	h.	h.	PROPN
cana-5965	148	5	rais	rais	PROPN
cana-5965	148	6	,	,	PUNCT
cana-5965	148	7	“	"	PUNCT
cana-5965	148	8	a	a	DET
cana-5965	148	9	survey	survey	NOUN
cana-5965	148	10	on	on	ADP
cana-5965	148	11	technical	technical	ADJ
cana-5965	148	12	threat	threat	NOUN
cana-5965	148	13	intelligence	intelligence	NOUN
cana-5965	148	14	in	in	ADP
cana-5965	148	15	the	the	DET
cana-5965	148	16	age	age	NOUN
cana-5965	148	17	of	of	ADP
cana-5965	148	18	sophisticated	sophisticated	ADJ
cana-5965	148	19	cyber	cyber	NOUN
cana-5965	148	20	attacks	attack	NOUN
cana-5965	148	21	,	,	PUNCT
cana-5965	148	22	”	"	PUNCT
cana-5965	148	23	computers	computer	NOUN
cana-5965	148	24	&	&	CCONJ
cana-5965	148	25	security	security	NOUN
cana-5965	148	26	,	,	PUNCT
cana-5965	148	27	vol	vol	NOUN
cana-5965	148	28	.	.	PROPN
cana-5965	148	29	72	72	NUM
cana-5965	148	30	,	,	PUNCT
cana-5965	148	31	pp	pp	ADJ
cana-5965	148	32	.	.	PUNCT
cana-5965	149	1	212–233	212–233	NUM
cana-5965	149	2	,	,	PUNCT
cana-5965	149	3	jan	jan	PROPN
cana-5965	149	4	.	.	PROPN
cana-5965	149	5	2018	2018	NUM
cana-5965	149	6	.	.	PUNCT
cana-5965	150	1	16	16	NUM
cana-5965	150	2	.	.	PUNCT
cana-5965	150	3	a.	a.	PROPN
cana-5965	150	4	satyapanich	satyapanich	PROPN
cana-5965	150	5	,	,	PUNCT
cana-5965	150	6	s.	s.	PROPN
cana-5965	150	7	satyapanich	satyapanich	PROPN
cana-5965	150	8	,	,	PUNCT
cana-5965	150	9	and	and	CCONJ
cana-5965	150	10	a.	a.	NOUN
cana-5965	150	11	bertolino	bertolino	PROPN
cana-5965	150	12	,	,	PUNCT
cana-5965	150	13	“	"	PUNCT
cana-5965	150	14	deep	deep	ADJ
cana-5965	150	15	learning	learning	NOUN
cana-5965	150	16	approaches	approach	NOUN
cana-5965	150	17	for	for	ADP
cana-5965	150	18	cybersecurity	cybersecurity	NOUN
cana-5965	150	19	named	name	VERB
cana-5965	150	20	entity	entity	NOUN
cana-5965	150	21	recognition	recognition	NOUN
cana-5965	150	22	,	,	PUNCT
cana-5965	150	23	”	"	PUNCT
cana-5965	150	24	proc	proc	NOUN
cana-5965	150	25	.	.	PUNCT
cana-5965	151	1	ieee	ieee	PROPN
cana-5965	151	2	int	int	PROPN
cana-5965	151	3	.	.	PUNCT
cana-5965	152	1	conf	conf	PROPN
cana-5965	152	2	.	.	PUNCT
cana-5965	153	1	big	big	ADJ
cana-5965	153	2	data	datum	NOUN
cana-5965	153	3	(	(	PUNCT
cana-5965	153	4	bigdata	bigdata	PROPN
cana-5965	153	5	)	)	PUNCT
cana-5965	153	6	,	,	PUNCT
cana-5965	153	7	seattle	seattle	PROPN
cana-5965	153	8	,	,	PUNCT
cana-5965	153	9	wa	wa	PROPN
cana-5965	153	10	,	,	PUNCT
cana-5965	153	11	usa	usa	PROPN
cana-5965	153	12	,	,	PUNCT
cana-5965	153	13	2019	2019	NUM
cana-5965	153	14	,	,	PUNCT
cana-5965	153	15	pp	pp	ADJ
cana-5965	153	16	.	.	PUNCT
cana-5965	154	1	4944–4953	4944–4953	NUM
cana-5965	154	2	.	.	PUNCT
cana-5965	155	1	17	17	NUM
cana-5965	155	2	.	.	PUNCT
cana-5965	155	3	m.	m.	PROPN
cana-5965	155	4	alam	alam	PROPN
cana-5965	155	5	,	,	PUNCT
cana-5965	155	6	d.	d.	PROPN
cana-5965	155	7	bhusal	bhusal	PROPN
cana-5965	155	8	,	,	PUNCT
cana-5965	155	9	y.	y.	PROPN
cana-5965	155	10	park	park	PROPN
cana-5965	155	11	,	,	PUNCT
cana-5965	155	12	and	and	CCONJ
cana-5965	155	13	n.	n.	PROPN
cana-5965	155	14	rastogi	rastogi	PROPN
cana-5965	155	15	,	,	PUNCT
cana-5965	155	16	“	"	PUNCT
cana-5965	155	17	cyner	cyner	NOUN
cana-5965	155	18	:	:	PUNCT
cana-5965	155	19	a	a	DET
cana-5965	155	20	python	python	NOUN
cana-5965	155	21	library	library	NOUN
cana-5965	155	22	for	for	ADP
cana-5965	155	23	cybersecurity	cybersecurity	NOUN
cana-5965	155	24	named	name	VERB
cana-5965	155	25	entity	entity	NOUN
cana-5965	155	26	recognition	recognition	NOUN
cana-5965	155	27	,	,	PUNCT
cana-5965	155	28	”	"	PUNCT
cana-5965	155	29	arxiv	arxiv	PROPN
cana-5965	155	30	preprint	preprint	VERB
cana-5965	155	31	arxiv:2204.05754	arxiv:2204.05754	PROPN
cana-5965	155	32	,	,	PUNCT
cana-5965	155	33	apr	apr	NOUN
cana-5965	155	34	.	.	PROPN
cana-5965	155	35	2022	2022	NUM
cana-5965	155	36	.	.	PUNCT
cana-5965	156	1	18	18	NUM
cana-5965	156	2	.	.	PUNCT
cana-5965	156	3	e.	e.	PROPN
cana-5965	156	4	aghaei	aghaei	PROPN
cana-5965	156	5	,	,	PUNCT
cana-5965	156	6	x.	x.	PROPN
cana-5965	156	7	niu	niu	PROPN
cana-5965	156	8	,	,	PUNCT
cana-5965	156	9	w.	w.	PROPN
cana-5965	156	10	shadid	shadid	VERB
cana-5965	156	11	,	,	PUNCT
cana-5965	156	12	and	and	CCONJ
cana-5965	156	13	e.	e.	PROPN
cana-5965	156	14	al	al	PROPN
cana-5965	156	15	-	-	PUNCT
cana-5965	156	16	shaer	shaer	PROPN
cana-5965	156	17	,	,	PUNCT
cana-5965	156	18	“	"	PUNCT
cana-5965	156	19	securebert	securebert	NOUN
cana-5965	156	20	:	:	PUNCT
cana-5965	156	21	a	a	DET
cana-5965	156	22	domain	domain	NOUN
cana-5965	156	23	-	-	PUNCT
cana-5965	156	24	specific	specific	ADJ
cana-5965	156	25	language	language	NOUN
cana-5965	156	26	model	model	NOUN
cana-5965	156	27	for	for	ADP
cana-5965	156	28	cybersecurity	cybersecurity	NOUN
cana-5965	156	29	,	,	PUNCT
cana-5965	156	30	”	"	PUNCT
cana-5965	156	31	arxiv	arxiv	PROPN
cana-5965	156	32	preprint	preprint	NOUN
cana-5965	156	33	arxiv:2204.02685	arxiv:2204.02685	PROPN
cana-5965	156	34	,	,	PUNCT
cana-5965	156	35	apr	apr	NOUN
cana-5965	156	36	.	.	PROPN
cana-5965	156	37	2022	2022	NUM
cana-5965	156	38	.	.	PUNCT
cana-5965	157	1	19	19	NUM
cana-5965	157	2	.	.	PUNCT
cana-5965	157	3	a.	a.	PROPN
cana-5965	157	4	mitra	mitra	PROPN
cana-5965	157	5	,	,	PUNCT
cana-5965	157	6	s.	s.	PROPN
cana-5965	157	7	jain	jain	PROPN
cana-5965	157	8	,	,	PUNCT
cana-5965	157	9	and	and	CCONJ
cana-5965	157	10	d.	d.	PROPN
cana-5965	157	11	patel	patel	PROPN
cana-5965	157	12	,	,	PUNCT
cana-5965	157	13	“	"	PUNCT
cana-5965	157	14	leveraging	leverage	VERB
cana-5965	157	15	java	java	NOUN
cana-5965	157	16	-	-	PUNCT
cana-5965	157	17	based	base	VERB
cana-5965	157	18	nlp	nlp	NOUN
cana-5965	157	19	frameworks	framework	NOUN
cana-5965	157	20	for	for	ADP
cana-5965	157	21	scalable	scalable	ADJ
cana-5965	157	22	cyber	cyber	NOUN
cana-5965	157	23	threat	threat	NOUN
cana-5965	157	24	analysis	analysis	NOUN
cana-5965	157	25	,	,	PUNCT
cana-5965	157	26	”	"	PUNCT
cana-5965	157	27	proc	proc	NOUN
cana-5965	157	28	.	.	PUNCT
cana-5965	158	1	ieee	ieee	PROPN
cana-5965	158	2	int	int	PROPN
cana-5965	158	3	.	.	PUNCT
cana-5965	159	1	conf	conf	PROPN
cana-5965	159	2	.	.	PUNCT
cana-5965	160	1	software	software	NOUN
cana-5965	160	2	engineering	engineering	NOUN
cana-5965	160	3	and	and	CCONJ
cana-5965	160	4	service	service	NOUN
cana-5965	160	5	sciences	science	NOUN
cana-5965	160	6	(	(	PUNCT
cana-5965	160	7	icsess	icsess	NOUN
cana-5965	160	8	)	)	PUNCT
cana-5965	160	9	,	,	PUNCT
cana-5965	160	10	beijing	beijing	PROPN
cana-5965	160	11	,	,	PUNCT
cana-5965	160	12	china	china	PROPN
cana-5965	160	13	,	,	PUNCT
cana-5965	160	14	2021	2021	NUM
cana-5965	160	15	,	,	PUNCT
cana-5965	160	16	pp	pp	ADV
cana-5965	160	17	.	.	PUNCT
cana-5965	161	1	225–232	225–232	NUM
cana-5965	161	2	.	.	NOUN
cana-5965	161	3	20	20	NUM
cana-5965	161	4	.	.	PUNCT
cana-5965	161	5	a.	a.	PROPN
cana-5965	161	6	alsaheel	alsaheel	PROPN
cana-5965	161	7	,	,	PUNCT
cana-5965	161	8	y.	y.	PROPN
cana-5965	161	9	al	al	PROPN
cana-5965	161	10	-	-	PUNCT
cana-5965	161	11	hadhrami	hadhrami	PROPN
cana-5965	161	12	,	,	PUNCT
cana-5965	161	13	and	and	CCONJ
cana-5965	161	14	h.	h.	PROPN
cana-5965	161	15	binsalleeh	binsalleeh	PROPN
cana-5965	161	16	,	,	PUNCT
cana-5965	161	17	“	"	PUNCT
cana-5965	161	18	hybrid	hybrid	ADJ
cana-5965	161	19	nlp	nlp	NOUN
cana-5965	161	20	and	and	CCONJ
cana-5965	161	21	machine	machine	NOUN
cana-5965	161	22	learning	learn	VERB
cana-5965	161	23	for	for	ADP
cana-5965	161	24	automated	automate	VERB
cana-5965	161	25	cyber	cyber	NOUN
cana-5965	161	26	threat	threat	NOUN
cana-5965	161	27	report	report	NOUN
cana-5965	161	28	classification	classification	NOUN
cana-5965	161	29	,	,	PUNCT
cana-5965	161	30	”	"	PUNCT
cana-5965	161	31	proc	proc	NOUN
cana-5965	161	32	.	.	PUNCT
cana-5965	162	1	ieee	ieee	PROPN
cana-5965	162	2	int	int	PROPN
cana-5965	162	3	.	.	PUNCT
cana-5965	163	1	conf	conf	PROPN
cana-5965	163	2	.	.	PUNCT
cana-5965	164	1	cyber	cyber	PROPN
cana-5965	164	2	security	security	NOUN
cana-5965	164	3	and	and	CCONJ
cana-5965	164	4	protection	protection	NOUN
cana-5965	164	5	of	of	ADP
cana-5965	164	6	digital	digital	ADJ
cana-5965	164	7	services	service	NOUN
cana-5965	164	8	(	(	PUNCT
cana-5965	164	9	cyber	cyber	NOUN
cana-5965	164	10	security	security	NOUN
cana-5965	164	11	)	)	PUNCT
cana-5965	164	12	,	,	PUNCT
cana-5965	164	13	oxford	oxford	PROPN
cana-5965	164	14	,	,	PUNCT
cana-5965	164	15	uk	uk	PROPN
cana-5965	164	16	,	,	PUNCT
cana-5965	164	17	2021	2021	NUM
cana-5965	164	18	,	,	PUNCT
cana-5965	164	19	pp	pp	ADV
cana-5965	164	20	.	.	PUNCT
cana-5965	165	1	1–8	1–8	X
cana-5965	165	2	.	.	PROPN
cana-5965	165	3	21	21	NUM
cana-5965	165	4	.	.	PUNCT
cana-5965	165	5	m.	m.	PROPN
cana-5965	165	6	conti	conti	PROPN
cana-5965	165	7	,	,	PUNCT
cana-5965	165	8	s.	s.	PROPN
cana-5965	165	9	dehghantanha	dehghantanha	PROPN
cana-5965	165	10	,	,	PUNCT
cana-5965	165	11	and	and	CCONJ
cana-5965	165	12	a.	a.	NOUN
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cana-5965	165	14	,	,	PUNCT
cana-5965	165	15	“	"	PUNCT
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cana-5965	165	17	-	-	PUNCT
cana-5965	165	18	based	base	VERB
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cana-5965	165	20	for	for	ADP
cana-5965	165	21	cyber	cyber	ADJ
cana-5965	165	22	threat	threat	NOUN
cana-5965	165	23	intelligence	intelligence	NOUN
cana-5965	165	24	:	:	PUNCT
cana-5965	165	25	opportunities	opportunity	NOUN
cana-5965	165	26	and	and	CCONJ
cana-5965	165	27	challenges	challenge	NOUN
cana-5965	165	28	,	,	PUNCT
cana-5965	165	29	”	"	PUNCT
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cana-5965	166	2	.	.	PUNCT
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cana-5965	167	2	k.	k.	PROPN
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cana-5965	167	7	,	,	PUNCT
cana-5965	167	8	“	"	PUNCT
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cana-5965	167	18	based	base	VERB
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cana-5965	167	21	,	,	PUNCT
cana-5965	167	22	”	"	PUNCT
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cana-5965	167	24	generation	generation	NOUN
cana-5965	167	25	computer	computer	NOUN
cana-5965	167	26	systems	system	NOUN
cana-5965	167	27	,	,	PUNCT
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cana-5965	167	29	.	.	PROPN
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cana-5965	167	31	,	,	PUNCT
cana-5965	167	32	pp	pp	ADJ
cana-5965	167	33	.	.	PUNCT
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cana-5965	168	2	,	,	PUNCT
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cana-5965	168	4	.	.	PROPN
cana-5965	168	5	2023	2023	NUM
cana-5965	168	6	.	.	PUNCT
cana-5965	169	1	https://www.researchgate.net/publication/369432121_automated_emerging_cyber_threat_identification_and_profiling_based_on_natural_language_processing?utm_source=chatgpt.com	https://www.researchgate.net/publication/369432121_automated_emerging_cyber_threat_identification_and_profiling_based_on_natural_language_processing?utm_source=chatgpt.com	X
cana-5965	169	2	https://www.researchgate.net/publication/391651255_automated_cyber_threat_identification_and_natural_language_processing?utm_source=chatgpt.com	https://www.researchgate.net/publication/391651255_automated_cyber_threat_identification_and_natural_language_processing?utm_source=chatgpt.com	PROPN
cana-5965	169	3	https://arxiv.org/abs/2311.08807?utm_source=chatgpt.com	https://arxiv.org/abs/2311.08807?utm_source=chatgpt.com	X
cana-5965	169	4	https://github.com/dessertlab/cti-to-mitre-with-nlp?utm_source=chatgpt.com	https://github.com/dessertlab/cti-to-mitre-with-nlp?utm_source=chatgpt.com	X