id	sid	tid	token	lemma	pos
gs-3894	1	1	microsoft	microsoft	PROPN
gs-3894	1	2	word	word	NOUN
gs-3894	1	3	fullpdf07032025	fullpdf07032025	PROPN
gs-3894	1	4	georgian	georgian	ADJ
gs-3894	1	5	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3894	1	6	მეცნიერები	მეცნიერები	NOUN
gs-3894	1	7	ტ.	ტ.	VERB
gs-3894	1	8	7	7	NUM
gs-3894	1	9	n	n	PRON
gs-3894	1	10	3	3	NUM
gs-3894	1	11	,	,	PUNCT
gs-3894	1	12	2025	2025	NUM
gs-3894	1	13	1	1	NUM
gs-3894	1	14	georgian	georgian	PROPN
gs-3894	1	15	scientists	scientist	NOUN
gs-3894	1	16	ქართველი	ქართველი	ADJ
gs-3894	1	17	მეცნიერები	მეცნიერები	PROPN
gs-3894	1	18	vol	vol	NOUN
gs-3894	1	19	.	.	PUNCT
gs-3894	1	20	7	7	NUM
gs-3894	1	21	issue	issue	NOUN
gs-3894	1	22	3	3	NUM
gs-3894	1	23	,	,	PUNCT
gs-3894	1	24	2025	2025	NUM
gs-3894	1	25	https://doi.org/10.52340/gs.2025.07.03.01	https://doi.org/10.52340/gs.2025.07.03.01	ADP
gs-3894	1	26	the	the	DET
gs-3894	1	27	use	use	NOUN
gs-3894	1	28	of	of	ADP
gs-3894	1	29	artificial	artificial	ADJ
gs-3894	1	30	intelligence	intelligence	NOUN
gs-3894	1	31	in	in	ADP
gs-3894	1	32	ci	ci	PROPN
gs-3894	1	33	/	/	SYM
gs-3894	1	34	cd	cd	NOUN
gs-3894	1	35	systems	system	NOUN
gs-3894	1	36	:	:	PUNCT
gs-3894	1	37	enhancing	enhance	VERB
gs-3894	1	38	security	security	NOUN
gs-3894	1	39	and	and	CCONJ
gs-3894	1	40	managing	manage	VERB
gs-3894	1	41	risks	risk	NOUN
gs-3894	1	42	iveri	iveri	PROPN
gs-3894	1	43	jajanidze1	jajanidze1	PROPN
gs-3894	1	44	,	,	PUNCT
gs-3894	1	45	ioseb	ioseb	PROPN
gs-3894	1	46	kartvelishvili2	kartvelishvili2	PROPN
gs-3894	2	1	1phd	1phd	NUM
gs-3894	2	2	student	student	NOUN
gs-3894	2	3	,	,	PUNCT
gs-3894	2	4	georgian	georgian	PROPN
gs-3894	2	5	technical	technical	PROPN
gs-3894	2	6	university	university	PROPN
gs-3894	2	7	,	,	PUNCT
gs-3894	2	8	jajanidze.iveri24@gtu.ge	jajanidze.iveri24@gtu.ge	PROPN
gs-3894	2	9	,	,	PUNCT
gs-3894	2	10	phone	phone	NOUN
gs-3894	2	11	:	:	PUNCT
gs-3894	2	12	599072599	599072599	NUM
gs-3894	2	13	;	;	PUNCT
gs-3894	2	14	2professor	2professor	NUM
gs-3894	2	15	,	,	PUNCT
gs-3894	2	16	georgian	georgian	PROPN
gs-3894	2	17	technical	technical	PROPN
gs-3894	2	18	university	university	PROPN
gs-3894	2	19	,	,	PUNCT
gs-3894	2	20	s.kartvelishvili@gtu.ge	s.kartvelishvili@gtu.ge	PROPN
gs-3894	2	21	,	,	PUNCT
gs-3894	2	22	phone	phone	NOUN
gs-3894	2	23	:	:	PUNCT
gs-3894	2	24	595220922	595220922	NUM
gs-3894	2	25	.	.	PUNCT
gs-3894	3	1	orcid	orcid	NOUN
gs-3894	3	2	:	:	PUNCT
gs-3894	3	3	0000	0000	NUM
gs-3894	3	4	-	-	PUNCT
gs-3894	3	5	0001	0001	NUM
gs-3894	3	6	-	-	PUNCT
gs-3894	3	7	9890	9890	NUM
gs-3894	3	8	-	-	PUNCT
gs-3894	3	9	4099	4099	NUM
gs-3894	3	10	abstract	abstract	ADJ
gs-3894	3	11	organizations	organization	NOUN
gs-3894	3	12	in	in	ADP
gs-3894	3	13	the	the	DET
gs-3894	3	14	public	public	ADJ
gs-3894	3	15	and	and	CCONJ
gs-3894	3	16	private	private	ADJ
gs-3894	3	17	sectors	sector	NOUN
gs-3894	3	18	increasingly	increasingly	ADV
gs-3894	3	19	implement	implement	VERB
gs-3894	3	20	continuous	continuous	ADJ
gs-3894	3	21	integration	integration	NOUN
gs-3894	3	22	(	(	PUNCT
gs-3894	3	23	ci	ci	NOUN
gs-3894	3	24	)	)	PUNCT
gs-3894	3	25	and	and	CCONJ
gs-3894	3	26	continuous	continuous	ADJ
gs-3894	3	27	deployment	deployment	NOUN
gs-3894	3	28	(	(	PUNCT
gs-3894	3	29	cd	cd	PROPN
gs-3894	3	30	)	)	PUNCT
gs-3894	3	31	processes	process	NOUN
gs-3894	3	32	to	to	PART
gs-3894	3	33	streamline	streamline	VERB
gs-3894	3	34	software	software	NOUN
gs-3894	3	35	delivery	delivery	NOUN
gs-3894	3	36	.	.	PUNCT
gs-3894	4	1	these	these	DET
gs-3894	4	2	processes	process	NOUN
gs-3894	4	3	,	,	PUNCT
gs-3894	4	4	supported	support	VERB
gs-3894	4	5	by	by	ADP
gs-3894	4	6	automation	automation	NOUN
gs-3894	4	7	and	and	CCONJ
gs-3894	4	8	devops	devop	NOUN
gs-3894	4	9	practices	practice	NOUN
gs-3894	4	10	,	,	PUNCT
gs-3894	4	11	enable	enable	VERB
gs-3894	4	12	frequent	frequent	ADJ
gs-3894	4	13	code	code	NOUN
gs-3894	4	14	releases	release	NOUN
gs-3894	4	15	.	.	PUNCT
gs-3894	5	1	however	however	ADV
gs-3894	5	2	,	,	PUNCT
gs-3894	5	3	the	the	DET
gs-3894	5	4	rise	rise	NOUN
gs-3894	5	5	of	of	ADP
gs-3894	5	6	adversarial	adversarial	ADJ
gs-3894	5	7	threats	threat	NOUN
gs-3894	5	8	—	—	PUNCT
gs-3894	5	9	such	such	ADJ
gs-3894	5	10	as	as	ADP
gs-3894	5	11	ai	ai	ADV
gs-3894	5	12	-	-	PUNCT
gs-3894	5	13	enhanced	enhance	VERB
gs-3894	5	14	social	social	ADJ
gs-3894	5	15	engineering	engineering	NOUN
gs-3894	5	16	,	,	PUNCT
gs-3894	5	17	adversarial	adversarial	ADJ
gs-3894	5	18	machine	machine	NOUN
gs-3894	5	19	learning	learning	NOUN
gs-3894	5	20	,	,	PUNCT
gs-3894	5	21	and	and	CCONJ
gs-3894	5	22	large	large	ADJ
gs-3894	5	23	-	-	PUNCT
gs-3894	5	24	scale	scale	NOUN
gs-3894	5	25	data	data	NOUN
gs-3894	5	26	leaks	leak	NOUN
gs-3894	5	27	—	—	PUNCT
gs-3894	5	28	introduces	introduce	VERB
gs-3894	5	29	complex	complex	ADJ
gs-3894	5	30	security	security	NOUN
gs-3894	5	31	challenges	challenge	NOUN
gs-3894	5	32	.	.	PUNCT
gs-3894	6	1	this	this	DET
gs-3894	6	2	article	article	NOUN
gs-3894	6	3	explores	explore	VERB
gs-3894	6	4	the	the	DET
gs-3894	6	5	integration	integration	NOUN
gs-3894	6	6	of	of	ADP
gs-3894	6	7	artificial	artificial	ADJ
gs-3894	6	8	intelligence	intelligence	NOUN
gs-3894	6	9	(	(	PUNCT
gs-3894	6	10	ai	ai	NOUN
gs-3894	6	11	)	)	PUNCT
gs-3894	6	12	and	and	CCONJ
gs-3894	6	13	machine	machine	NOUN
gs-3894	6	14	learning	learning	NOUN
gs-3894	6	15	(	(	PUNCT
gs-3894	6	16	ml	ml	NOUN
gs-3894	6	17	)	)	PUNCT
gs-3894	6	18	into	into	ADP
gs-3894	6	19	ci	ci	NOUN
gs-3894	6	20	/	/	SYM
gs-3894	6	21	cd	cd	NOUN
gs-3894	6	22	pipelines	pipeline	NOUN
gs-3894	6	23	,	,	PUNCT
gs-3894	6	24	highlighting	highlight	VERB
gs-3894	6	25	how	how	SCONJ
gs-3894	6	26	these	these	DET
gs-3894	6	27	technologies	technology	NOUN
gs-3894	6	28	enhance	enhance	VERB
gs-3894	6	29	security	security	NOUN
gs-3894	6	30	posture	posture	NOUN
gs-3894	6	31	through	through	ADP
gs-3894	6	32	real	real	ADJ
gs-3894	6	33	-	-	PUNCT
gs-3894	6	34	time	time	NOUN
gs-3894	6	35	threat	threat	NOUN
gs-3894	6	36	detection	detection	NOUN
gs-3894	6	37	,	,	PUNCT
gs-3894	6	38	automated	automate	VERB
gs-3894	6	39	incident	incident	NOUN
gs-3894	6	40	response	response	NOUN
gs-3894	6	41	,	,	PUNCT
gs-3894	6	42	and	and	CCONJ
gs-3894	6	43	predictive	predictive	ADJ
gs-3894	6	44	analytics	analytic	NOUN
gs-3894	6	45	.	.	PUNCT
gs-3894	7	1	key	key	ADJ
gs-3894	7	2	areas	area	NOUN
gs-3894	7	3	include	include	VERB
gs-3894	7	4	explainable	explainable	ADJ
gs-3894	7	5	ai	ai	NOUN
gs-3894	7	6	(	(	PUNCT
gs-3894	7	7	xai	xai	PROPN
gs-3894	7	8	)	)	PUNCT
gs-3894	7	9	,	,	PUNCT
gs-3894	7	10	federated	federate	VERB
gs-3894	7	11	learning	learning	NOUN
gs-3894	7	12	(	(	PUNCT
gs-3894	7	13	fl	fl	NOUN
gs-3894	7	14	)	)	PUNCT
gs-3894	7	15	,	,	PUNCT
gs-3894	7	16	adversarial	adversarial	ADJ
gs-3894	7	17	attack	attack	NOUN
gs-3894	7	18	prevention	prevention	NOUN
gs-3894	7	19	,	,	PUNCT
gs-3894	7	20	and	and	CCONJ
gs-3894	7	21	ai	ai	ADJ
gs-3894	7	22	-	-	PUNCT
gs-3894	7	23	powered	power	VERB
gs-3894	7	24	malware	malware	NOUN
gs-3894	7	25	detection	detection	NOUN
gs-3894	7	26	.	.	PUNCT
gs-3894	8	1	the	the	DET
gs-3894	8	2	study	study	NOUN
gs-3894	8	3	further	far	ADV
gs-3894	8	4	discusses	discuss	VERB
gs-3894	8	5	visualization	visualization	NOUN
gs-3894	8	6	techniques	technique	NOUN
gs-3894	8	7	for	for	ADP
gs-3894	8	8	security	security	NOUN
gs-3894	8	9	monitoring	monitoring	NOUN
gs-3894	8	10	(	(	PUNCT
gs-3894	8	11	roc	roc	PROPN
gs-3894	8	12	curves	curve	NOUN
gs-3894	8	13	,	,	PUNCT
gs-3894	8	14	histograms	histogram	NOUN
gs-3894	8	15	,	,	PUNCT
gs-3894	8	16	pie	pie	NOUN
gs-3894	8	17	charts	chart	NOUN
gs-3894	8	18	)	)	PUNCT
gs-3894	8	19	,	,	PUNCT
gs-3894	8	20	supported	support	VERB
gs-3894	8	21	by	by	ADP
gs-3894	8	22	2024	2024	NUM
gs-3894	8	23	statistical	statistical	ADJ
gs-3894	8	24	insights	insight	NOUN
gs-3894	8	25	into	into	ADP
gs-3894	8	26	ai	ai	PRON
gs-3894	8	27	adoption	adoption	NOUN
gs-3894	8	28	in	in	ADP
gs-3894	8	29	ci	ci	NOUN
gs-3894	8	30	/	/	SYM
gs-3894	8	31	cd	cd	NOUN
gs-3894	8	32	environments	environment	NOUN
gs-3894	8	33	.	.	PUNCT
gs-3894	9	1	keywords	keyword	NOUN
gs-3894	9	2	:	:	PUNCT
gs-3894	9	3	ai	ai	VERB
gs-3894	9	4	in	in	ADP
gs-3894	9	5	devsecops	devsecop	NOUN
gs-3894	9	6	pipelines	pipeline	NOUN
gs-3894	9	7	,	,	PUNCT
gs-3894	9	8	explainable	explainable	ADJ
gs-3894	9	9	ai	ai	NOUN
gs-3894	9	10	(	(	PUNCT
gs-3894	9	11	xai	xai	PROPN
gs-3894	9	12	)	)	PUNCT
gs-3894	9	13	in	in	ADP
gs-3894	9	14	cybersecurity	cybersecurity	NOUN
gs-3894	9	15	,	,	PUNCT
gs-3894	9	16	federated	federate	VERB
gs-3894	9	17	learning	learning	NOUN
gs-3894	9	18	for	for	ADP
gs-3894	9	19	secure	secure	ADJ
gs-3894	9	20	model	model	NOUN
gs-3894	9	21	training	training	NOUN
gs-3894	9	22	,	,	PUNCT
gs-3894	9	23	adversarial	adversarial	ADJ
gs-3894	9	24	attacks	attack	NOUN
gs-3894	9	25	on	on	ADP
gs-3894	9	26	machine	machine	NOUN
gs-3894	9	27	learning	learning	NOUN
gs-3894	9	28	models	model	NOUN
gs-3894	9	29	,	,	PUNCT
gs-3894	9	30	aidriven	aidriven	ADJ
gs-3894	9	31	social	social	ADJ
gs-3894	9	32	engineering	engineering	NOUN
gs-3894	9	33	threats	threat	NOUN
gs-3894	9	34	,	,	PUNCT
gs-3894	9	35	security	security	NOUN
gs-3894	9	36	visualization	visualization	NOUN
gs-3894	9	37	in	in	ADP
gs-3894	9	38	ci	ci	NOUN
gs-3894	9	39	/	/	SYM
gs-3894	9	40	cd	cd	NOUN
gs-3894	9	41	systems	system	NOUN
gs-3894	9	42			NOUN
gs-3894	9	43	ci	ci	PROPN
gs-3894	9	44	/	/	SYM
gs-3894	9	45	cd	cd	PROPN
gs-3894	9	46	(	(	PUNCT
gs-3894	9	47	continuous	continuous	ADJ
gs-3894	9	48	integration	integration	NOUN
gs-3894	9	49	/	/	SYM
gs-3894	9	50	continuous	continuous	ADJ
gs-3894	9	51	deployment	deployment	NOUN
gs-3894	9	52	):	):	PUNCT
gs-3894	9	53	software	software	NOUN
gs-3894	9	54	engineering	engineering	NOUN
gs-3894	9	55	practices	practice	NOUN
gs-3894	9	56	enabling	enable	VERB
gs-3894	9	57	regular	regular	ADJ
gs-3894	9	58	and	and	CCONJ
gs-3894	9	59	reliable	reliable	ADJ
gs-3894	9	60	delivery	delivery	NOUN
gs-3894	9	61	of	of	ADP
gs-3894	9	62	code	code	NOUN
gs-3894	9	63	changes	change	NOUN
gs-3894	9	64	into	into	ADP
gs-3894	9	65	production	production	NOUN
gs-3894	9	66	.	.	PUNCT
gs-3894	10	1			X
gs-3894	10	2	artificial	artificial	ADJ
gs-3894	10	3	intelligence	intelligence	NOUN
gs-3894	10	4	(	(	PUNCT
gs-3894	10	5	ai	ai	NOUN
gs-3894	10	6	):	):	PUNCT
gs-3894	10	7	computer	computer	NOUN
gs-3894	10	8	systems	system	NOUN
gs-3894	10	9	simulating	simulate	VERB
gs-3894	10	10	human	human	ADJ
gs-3894	10	11	intelligence	intelligence	NOUN
gs-3894	10	12	to	to	PART
gs-3894	10	13	perform	perform	VERB
gs-3894	10	14	tasks	task	NOUN
gs-3894	10	15	like	like	ADP
gs-3894	10	16	reasoning	reasoning	NOUN
gs-3894	10	17	,	,	PUNCT
gs-3894	10	18	learning	learning	NOUN
gs-3894	10	19	,	,	PUNCT
gs-3894	10	20	and	and	CCONJ
gs-3894	10	21	problem	problem	NOUN
gs-3894	10	22	-	-	PUNCT
gs-3894	10	23	solving	solving	NOUN
gs-3894	10	24	.	.	PUNCT
gs-3894	11	1	georgian	georgian	ADJ
gs-3894	11	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-3894	11	3	მეცნიერები	მეცნიერები	NOUN
gs-3894	11	4	ტ.	ტ.	VERB
gs-3894	11	5	7	7	NUM
gs-3894	11	6	n	n	PRON
gs-3894	11	7	3	3	NUM
gs-3894	11	8	,	,	PUNCT
gs-3894	11	9	2025	2025	NUM
gs-3894	11	10	2	2	NUM
gs-3894	11	11			NOUN
gs-3894	11	12	machine	machine	NOUN
gs-3894	11	13	learning	learning	NOUN
gs-3894	11	14	(	(	PUNCT
gs-3894	11	15	ml	ml	ADP
gs-3894	11	16	):	):	PUNCT
gs-3894	11	17	a	a	DET
gs-3894	11	18	subset	subset	NOUN
gs-3894	11	19	of	of	ADP
gs-3894	11	20	ai	ai	NOUN
gs-3894	11	21	where	where	SCONJ
gs-3894	11	22	systems	system	NOUN
gs-3894	11	23	learn	learn	VERB
gs-3894	11	24	patterns	pattern	NOUN
gs-3894	11	25	from	from	ADP
gs-3894	11	26	data	datum	NOUN
gs-3894	11	27	and	and	CCONJ
gs-3894	11	28	improve	improve	VERB
gs-3894	11	29	over	over	ADP
gs-3894	11	30	time	time	NOUN
gs-3894	11	31	without	without	ADP
gs-3894	11	32	being	be	AUX
gs-3894	11	33	explicitly	explicitly	ADV
gs-3894	11	34	programmed	program	VERB
gs-3894	11	35	.	.	PUNCT
gs-3894	12	1			PROPN
gs-3894	12	2	explainable	explainable	ADJ
gs-3894	12	3	ai	ai	NOUN
gs-3894	12	4	(	(	PUNCT
gs-3894	12	5	xai	xai	PROPN
gs-3894	12	6	):	):	PUNCT
gs-3894	12	7	a	a	DET
gs-3894	12	8	branch	branch	NOUN
gs-3894	12	9	of	of	ADP
gs-3894	12	10	ai	ai	VERB
gs-3894	12	11	focused	focus	VERB
gs-3894	12	12	on	on	ADP
gs-3894	12	13	making	make	VERB
gs-3894	12	14	model	model	NOUN
gs-3894	12	15	decisions	decision	NOUN
gs-3894	12	16	interpretable	interpretable	ADJ
gs-3894	12	17	and	and	CCONJ
gs-3894	12	18	transparent	transparent	ADJ
gs-3894	12	19	to	to	ADP
gs-3894	12	20	humans	human	NOUN
gs-3894	12	21	.	.	PUNCT
gs-3894	13	1			X
gs-3894	13	2	federated	federated	ADJ
gs-3894	13	3	learning	learning	NOUN
gs-3894	13	4	:	:	PUNCT
gs-3894	13	5	a	a	DET
gs-3894	13	6	decentralized	decentralize	VERB
gs-3894	13	7	ml	ml	AUX
gs-3894	13	8	approach	approach	VERB
gs-3894	13	9	where	where	SCONJ
gs-3894	13	10	training	training	NOUN
gs-3894	13	11	data	datum	NOUN
gs-3894	13	12	remains	remain	VERB
gs-3894	13	13	on	on	ADP
gs-3894	13	14	local	local	ADJ
gs-3894	13	15	devices	device	NOUN
gs-3894	13	16	while	while	SCONJ
gs-3894	13	17	only	only	ADV
gs-3894	13	18	model	model	NOUN
gs-3894	13	19	updates	update	NOUN
gs-3894	13	20	are	be	AUX
gs-3894	13	21	shared	share	VERB
gs-3894	13	22	centrally	centrally	ADV
gs-3894	13	23	.	.	PUNCT
gs-3894	14	1			X
gs-3894	14	2	adversarial	adversarial	ADJ
gs-3894	14	3	attacks	attack	NOUN
gs-3894	14	4	:	:	PUNCT
gs-3894	14	5	malicious	malicious	ADJ
gs-3894	14	6	techniques	technique	NOUN
gs-3894	14	7	targeting	target	VERB
gs-3894	14	8	ai	ai	NOUN
gs-3894	14	9	/	/	SYM
gs-3894	14	10	ml	ml	NOUN
gs-3894	14	11	models	model	NOUN
gs-3894	14	12	to	to	PART
gs-3894	14	13	produce	produce	VERB
gs-3894	14	14	incorrect	incorrect	ADJ
gs-3894	14	15	outputs	output	NOUN
gs-3894	14	16	or	or	CCONJ
gs-3894	14	17	degrade	degrade	VERB
gs-3894	14	18	performance	performance	NOUN
gs-3894	14	19	.	.	PUNCT
gs-3894	15	1			X
gs-3894	15	2	social	social	ADJ
gs-3894	15	3	engineering	engineering	NOUN
gs-3894	15	4	attacks	attack	NOUN
gs-3894	15	5	:	:	PUNCT
gs-3894	15	6	psychological	psychological	ADJ
gs-3894	15	7	manipulation	manipulation	NOUN
gs-3894	15	8	techniques	technique	NOUN
gs-3894	15	9	used	use	VERB
gs-3894	15	10	by	by	ADP
gs-3894	15	11	attackers	attacker	NOUN
gs-3894	15	12	to	to	PART
gs-3894	15	13	trick	trick	VERB
gs-3894	15	14	individuals	individual	NOUN
gs-3894	15	15	into	into	ADP
gs-3894	15	16	revealing	reveal	VERB
gs-3894	15	17	confidential	confidential	ADJ
gs-3894	15	18	information	information	NOUN
gs-3894	15	19	,	,	PUNCT
gs-3894	15	20	granting	grant	VERB
gs-3894	15	21	system	system	NOUN
gs-3894	15	22	access	access	NOUN
gs-3894	15	23	,	,	PUNCT
gs-3894	15	24	or	or	CCONJ
gs-3894	15	25	performing	perform	VERB
gs-3894	15	26	unsafe	unsafe	ADJ
gs-3894	15	27	actions	action	NOUN
gs-3894	15	28	—	—	PUNCT
gs-3894	15	29	often	often	ADV
gs-3894	15	30	through	through	ADP
gs-3894	15	31	phishing	phishe	VERB
gs-3894	15	32	,	,	PUNCT
gs-3894	15	33	pretexting	pretexte	VERB
gs-3894	15	34	,	,	PUNCT
gs-3894	15	35	baiting	baiting	NOUN
gs-3894	15	36	,	,	PUNCT
gs-3894	15	37	or	or	CCONJ
gs-3894	15	38	impersonation	impersonation	NOUN
gs-3894	15	39	.	.	PUNCT
gs-3894	16	1	these	these	DET
gs-3894	16	2	attacks	attack	NOUN
gs-3894	16	3	exploit	exploit	VERB
gs-3894	16	4	human	human	ADJ
gs-3894	16	5	trust	trust	NOUN
gs-3894	16	6	rather	rather	ADV
gs-3894	16	7	than	than	ADP
gs-3894	16	8	technical	technical	ADJ
gs-3894	16	9	flaws	flaw	NOUN
gs-3894	16	10	.	.	PUNCT
gs-3894	17	1	introduction	introduction	NOUN
gs-3894	17	2	ci	ci	PROPN
gs-3894	17	3	/	/	SYM
gs-3894	17	4	cd	cd	NOUN
gs-3894	17	5	methodologies	methodology	NOUN
gs-3894	17	6	have	have	AUX
gs-3894	17	7	become	become	VERB
gs-3894	17	8	foundational	foundational	ADJ
gs-3894	17	9	pillars	pillar	NOUN
gs-3894	17	10	in	in	ADP
gs-3894	17	11	modern	modern	ADJ
gs-3894	17	12	software	software	NOUN
gs-3894	17	13	development	development	NOUN
gs-3894	17	14	.	.	PUNCT
gs-3894	18	1	ci	ci	PROPN
gs-3894	18	2	refers	refer	VERB
gs-3894	18	3	to	to	ADP
gs-3894	18	4	the	the	DET
gs-3894	18	5	continuous	continuous	ADJ
gs-3894	18	6	merging	merging	NOUN
gs-3894	18	7	of	of	ADP
gs-3894	18	8	code	code	NOUN
gs-3894	18	9	changes	change	NOUN
gs-3894	18	10	into	into	ADP
gs-3894	18	11	a	a	DET
gs-3894	18	12	central	central	ADJ
gs-3894	18	13	repository	repository	NOUN
gs-3894	18	14	,	,	PUNCT
gs-3894	18	15	followed	follow	VERB
gs-3894	18	16	by	by	ADP
gs-3894	18	17	automated	automate	VERB
gs-3894	18	18	builds	build	NOUN
gs-3894	18	19	and	and	CCONJ
gs-3894	18	20	tests	test	NOUN
gs-3894	18	21	.	.	PUNCT
gs-3894	19	1	cd	cd	PROPN
gs-3894	19	2	ensures	ensure	VERB
gs-3894	19	3	that	that	SCONJ
gs-3894	19	4	these	these	DET
gs-3894	19	5	changes	change	NOUN
gs-3894	19	6	are	be	AUX
gs-3894	19	7	automatically	automatically	ADV
gs-3894	19	8	deployed	deploy	VERB
gs-3894	19	9	to	to	ADP
gs-3894	19	10	production	production	NOUN
gs-3894	19	11	.	.	PUNCT
gs-3894	20	1	this	this	DET
gs-3894	20	2	paradigm	paradigm	NOUN
gs-3894	20	3	,	,	PUNCT
gs-3894	20	4	driven	drive	VERB
gs-3894	20	5	by	by	ADP
gs-3894	20	6	devops	devop	NOUN
gs-3894	20	7	(	(	PUNCT
gs-3894	20	8	development	development	NOUN
gs-3894	20	9	and	and	CCONJ
gs-3894	20	10	operations	operation	NOUN
gs-3894	20	11	)	)	PUNCT
gs-3894	20	12	culture	culture	NOUN
gs-3894	20	13	,	,	PUNCT
gs-3894	20	14	drastically	drastically	ADV
gs-3894	20	15	reduces	reduce	VERB
gs-3894	20	16	the	the	DET
gs-3894	20	17	time	time	NOUN
gs-3894	20	18	between	between	ADP
gs-3894	20	19	development	development	NOUN
gs-3894	20	20	and	and	CCONJ
gs-3894	20	21	delivery	delivery	NOUN
gs-3894	20	22	.	.	PUNCT
gs-3894	21	1	however	however	ADV
gs-3894	21	2	,	,	PUNCT
gs-3894	21	3	the	the	DET
gs-3894	21	4	speed	speed	NOUN
gs-3894	21	5	and	and	CCONJ
gs-3894	21	6	automation	automation	NOUN
gs-3894	21	7	associated	associate	VERB
gs-3894	21	8	with	with	ADP
gs-3894	21	9	ci	ci	PROPN
gs-3894	21	10	/	/	SYM
gs-3894	21	11	cd	cd	NOUN
gs-3894	21	12	pipelines	pipeline	NOUN
gs-3894	21	13	reduce	reduce	VERB
gs-3894	21	14	the	the	DET
gs-3894	21	15	effectiveness	effectiveness	NOUN
gs-3894	21	16	of	of	ADP
gs-3894	21	17	traditional	traditional	ADJ
gs-3894	21	18	security	security	NOUN
gs-3894	21	19	controls	control	NOUN
gs-3894	21	20	,	,	PUNCT
gs-3894	21	21	which	which	PRON
gs-3894	21	22	were	be	AUX
gs-3894	21	23	designed	design	VERB
gs-3894	21	24	for	for	ADP
gs-3894	21	25	slower	slow	ADJ
gs-3894	21	26	,	,	PUNCT
gs-3894	21	27	manual	manual	ADJ
gs-3894	21	28	release	release	NOUN
gs-3894	21	29	cycles	cycle	NOUN
gs-3894	21	30	.	.	PUNCT
gs-3894	22	1	this	this	PRON
gs-3894	22	2	creates	create	VERB
gs-3894	22	3	a	a	DET
gs-3894	22	4	need	need	NOUN
gs-3894	22	5	for	for	ADP
gs-3894	22	6	security	security	NOUN
gs-3894	22	7	mechanisms	mechanism	NOUN
gs-3894	22	8	that	that	PRON
gs-3894	22	9	are	be	AUX
gs-3894	22	10	equally	equally	ADV
gs-3894	22	11	fast	fast	ADJ
gs-3894	22	12	and	and	CCONJ
gs-3894	22	13	adaptive	adaptive	ADJ
gs-3894	22	14	.	.	PUNCT
gs-3894	23	1	integrating	integrate	VERB
gs-3894	23	2	ai	ai	VERB
gs-3894	23	3	and	and	CCONJ
gs-3894	23	4	ml	ml	NOUN
gs-3894	23	5	into	into	ADP
gs-3894	23	6	ci	ci	NOUN
gs-3894	23	7	/	/	SYM
gs-3894	23	8	cd	cd	NOUN
gs-3894	23	9	security	security	NOUN
gs-3894	23	10	enables	enable	VERB
gs-3894	23	11	:	:	PUNCT
gs-3894	23	12			PRON
gs-3894	23	13	real	real	ADJ
gs-3894	23	14	-	-	PUNCT
gs-3894	23	15	time	time	NOUN
gs-3894	23	16	threat	threat	NOUN
gs-3894	23	17	detection	detection	NOUN
gs-3894	23	18	through	through	ADP
gs-3894	23	19	anomaly	anomaly	NOUN
gs-3894	23	20	detection	detection	NOUN
gs-3894	23	21	in	in	ADP
gs-3894	23	22	logs	log	NOUN
gs-3894	23	23	,	,	PUNCT
gs-3894	23	24	metrics	metric	NOUN
gs-3894	23	25	,	,	PUNCT
gs-3894	23	26	and	and	CCONJ
gs-3894	23	27	apis	apis	PROPN
gs-3894	23	28	;	;	PUNCT
gs-3894	23	29			NOUN
gs-3894	23	30	automated	automate	VERB
gs-3894	23	31	incident	incident	NOUN
gs-3894	23	32	response	response	NOUN
gs-3894	23	33	,	,	PUNCT
gs-3894	23	34	such	such	ADJ
gs-3894	23	35	as	as	ADP
gs-3894	23	36	triggering	trigger	VERB
gs-3894	23	37	alerts	alert	NOUN
gs-3894	23	38	,	,	PUNCT
gs-3894	23	39	opening	open	VERB
gs-3894	23	40	siem	siem	NOUN
gs-3894	23	41	tickets	ticket	NOUN
gs-3894	23	42	,	,	PUNCT
gs-3894	23	43	or	or	CCONJ
gs-3894	23	44	applying	apply	VERB
gs-3894	23	45	patches	patch	NOUN
gs-3894	23	46	;	;	PUNCT
gs-3894	23	47			NOUN
gs-3894	23	48	risk	risk	NOUN
gs-3894	23	49	prediction	prediction	NOUN
gs-3894	23	50	via	via	ADP
gs-3894	23	51	behavioral	behavioral	ADJ
gs-3894	23	52	analysis	analysis	NOUN
gs-3894	23	53	of	of	ADP
gs-3894	23	54	source	source	NOUN
gs-3894	23	55	code	code	NOUN
gs-3894	23	56	metadata	metadata	NOUN
gs-3894	23	57	and	and	CCONJ
gs-3894	23	58	developer	developer	NOUN
gs-3894	23	59	interactions	interaction	NOUN
gs-3894	23	60	.	.	PUNCT
gs-3894	24	1	ci	ci	NOUN
gs-3894	24	2	/	/	SYM
gs-3894	24	3	cd	cd	NOUN
gs-3894	24	4	tools	tool	NOUN
gs-3894	24	5	like	like	ADP
gs-3894	24	6	jenkins	jenkin	NOUN
gs-3894	24	7	,	,	PUNCT
gs-3894	24	8	gitlab	gitlab	PROPN
gs-3894	24	9	ci	ci	PROPN
gs-3894	24	10	,	,	PUNCT
gs-3894	24	11	and	and	CCONJ
gs-3894	24	12	azure	azure	ADJ
gs-3894	24	13	devops	devop	NOUN
gs-3894	24	14	increasingly	increasingly	ADV
gs-3894	24	15	integrate	integrate	VERB
gs-3894	24	16	with	with	ADP
gs-3894	24	17	ai	ai	ADJ
gs-3894	24	18	frameworks	framework	NOUN
gs-3894	24	19	such	such	ADJ
gs-3894	24	20	as	as	ADP
gs-3894	24	21	tensorflow	tensorflow	NOUN
gs-3894	24	22	extended	extended	ADJ
gs-3894	24	23	and	and	CCONJ
gs-3894	24	24	kubeflow	kubeflow	NOUN
gs-3894	24	25	,	,	PUNCT
gs-3894	24	26	forming	form	VERB
gs-3894	24	27	the	the	DET
gs-3894	24	28	foundation	foundation	NOUN
gs-3894	24	29	of	of	ADP
gs-3894	24	30	intelligent	intelligent	ADJ
gs-3894	24	31	devsecops	devsecop	NOUN
gs-3894	24	32	pipelines	pipeline	NOUN
gs-3894	24	33	.	.	PUNCT
gs-3894	25	1	georgian	georgian	ADJ
gs-3894	25	2	scientists/ქართველი	scientists/ქართველი	PROPN
gs-3894	25	3	მეცნიერები	მეცნიერები	NOUN
gs-3894	25	4	ტ.	ტ.	VERB
gs-3894	25	5	7	7	NUM
gs-3894	25	6	n	n	PRON
gs-3894	25	7	3	3	NUM
gs-3894	25	8	,	,	PUNCT
gs-3894	25	9	2025	2025	NUM
gs-3894	25	10	3	3	NUM
gs-3894	25	11	explainable	explainable	ADJ
gs-3894	25	12	ai	ai	NOUN
gs-3894	25	13	(	(	PUNCT
gs-3894	25	14	xai	xai	PROPN
gs-3894	25	15	)	)	PUNCT
gs-3894	25	16	and	and	CCONJ
gs-3894	25	17	regulatory	regulatory	ADJ
gs-3894	25	18	compliance	compliance	NOUN
gs-3894	25	19	in	in	ADP
gs-3894	25	20	highly	highly	ADV
gs-3894	25	21	regulated	regulated	ADJ
gs-3894	25	22	sectors	sector	NOUN
gs-3894	25	23	,	,	PUNCT
gs-3894	25	24	such	such	ADJ
gs-3894	25	25	as	as	ADP
gs-3894	25	26	finance	finance	NOUN
gs-3894	25	27	and	and	CCONJ
gs-3894	25	28	healthcare	healthcare	PROPN
gs-3894	25	29	,	,	PUNCT
gs-3894	25	30	ai	ai	NOUN
gs-3894	25	31	-	-	PUNCT
gs-3894	25	32	based	base	VERB
gs-3894	25	33	decisions	decision	NOUN
gs-3894	25	34	must	must	AUX
gs-3894	25	35	be	be	AUX
gs-3894	25	36	auditable	auditable	ADJ
gs-3894	25	37	and	and	CCONJ
gs-3894	25	38	justifiable	justifiable	ADJ
gs-3894	25	39	.	.	PUNCT
gs-3894	26	1	this	this	PRON
gs-3894	26	2	is	be	AUX
gs-3894	26	3	where	where	SCONJ
gs-3894	26	4	explainable	explainable	ADJ
gs-3894	26	5	ai	ai	NOUN
gs-3894	26	6	(	(	PUNCT
gs-3894	26	7	xai	xai	PROPN
gs-3894	26	8	)	)	PUNCT
gs-3894	26	9	comes	come	VERB
gs-3894	26	10	into	into	ADP
gs-3894	26	11	play	play	NOUN
gs-3894	26	12	—	—	PUNCT
gs-3894	26	13	offering	offer	VERB
gs-3894	26	14	insight	insight	NOUN
gs-3894	26	15	into	into	ADP
gs-3894	26	16	the	the	DET
gs-3894	26	17	logic	logic	NOUN
gs-3894	26	18	and	and	CCONJ
gs-3894	26	19	feature	feature	NOUN
gs-3894	26	20	contributions	contribution	NOUN
gs-3894	26	21	behind	behind	ADP
gs-3894	26	22	model	model	NOUN
gs-3894	26	23	predictions	prediction	NOUN
gs-3894	26	24	.	.	PUNCT
gs-3894	27	1			NOUN
gs-3894	27	2	lime	lime	NOUN
gs-3894	27	3	(	(	PUNCT
gs-3894	27	4	local	local	ADJ
gs-3894	27	5	interpretable	interpretable	ADJ
gs-3894	27	6	model	model	ADJ
gs-3894	27	7	-	-	ADJ
gs-3894	27	8	agnostic	agnostic	ADJ
gs-3894	27	9	explanations	explanation	NOUN
gs-3894	27	10	)	)	PUNCT
gs-3894	27	11	explains	explain	VERB
gs-3894	27	12	individual	individual	ADJ
gs-3894	27	13	predictions	prediction	NOUN
gs-3894	27	14	by	by	ADP
gs-3894	27	15	training	train	VERB
gs-3894	27	16	a	a	DET
gs-3894	27	17	surrogate	surrogate	ADJ
gs-3894	27	18	model	model	NOUN
gs-3894	27	19	locally	locally	ADV
gs-3894	27	20	around	around	ADP
gs-3894	27	21	the	the	DET
gs-3894	27	22	instance	instance	NOUN
gs-3894	27	23	being	be	AUX
gs-3894	27	24	evaluated	evaluate	VERB
gs-3894	27	25	,	,	PUNCT
gs-3894	27	26	highlighting	highlight	VERB
gs-3894	27	27	which	which	PRON
gs-3894	27	28	features	feature	NOUN
gs-3894	27	29	were	be	AUX
gs-3894	27	30	most	most	ADV
gs-3894	27	31	influential	influential	ADJ
gs-3894	27	32	.	.	PUNCT
gs-3894	28	1			PROPN
gs-3894	28	2	shap	shap	PROPN
gs-3894	28	3	(	(	PUNCT
gs-3894	28	4	shapley	shapley	ADJ
gs-3894	28	5	additive	additive	ADJ
gs-3894	28	6	explanations	explanation	NOUN
gs-3894	28	7	)	)	PUNCT
gs-3894	28	8	uses	use	VERB
gs-3894	28	9	concepts	concept	NOUN
gs-3894	28	10	from	from	ADP
gs-3894	28	11	cooperative	cooperative	ADJ
gs-3894	28	12	game	game	NOUN
gs-3894	28	13	theory	theory	NOUN
gs-3894	28	14	to	to	PART
gs-3894	28	15	assign	assign	VERB
gs-3894	28	16	importance	importance	NOUN
gs-3894	28	17	scores	score	NOUN
gs-3894	28	18	to	to	ADP
gs-3894	28	19	each	each	DET
gs-3894	28	20	input	input	NOUN
gs-3894	28	21	feature	feature	NOUN
gs-3894	28	22	,	,	PUNCT
gs-3894	28	23	ensuring	ensure	VERB
gs-3894	28	24	consistency	consistency	NOUN
gs-3894	28	25	and	and	CCONJ
gs-3894	28	26	fairness	fairness	NOUN
gs-3894	28	27	in	in	ADP
gs-3894	28	28	explanations	explanation	NOUN
gs-3894	28	29	.	.	PUNCT
gs-3894	29	1	these	these	DET
gs-3894	29	2	tools	tool	NOUN
gs-3894	29	3	facilitate	facilitate	VERB
gs-3894	29	4	:	:	PUNCT
gs-3894	29	5			PRON
gs-3894	29	6	compliance	compliance	NOUN
gs-3894	29	7	with	with	ADP
gs-3894	29	8	regulations	regulation	NOUN
gs-3894	29	9	like	like	ADP
gs-3894	29	10	gdpr	gdpr	PROPN
gs-3894	29	11	,	,	PUNCT
gs-3894	29	12	dora	dora	PROPN
gs-3894	29	13	,	,	PUNCT
gs-3894	29	14	and	and	CCONJ
gs-3894	29	15	nist	nist	NOUN
gs-3894	29	16	sp	sp	ADP
gs-3894	29	17	800	800	NUM
gs-3894	29	18	-	-	SYM
gs-3894	29	19	53	53	NUM
gs-3894	29	20	,	,	PUNCT
gs-3894	29	21	which	which	PRON
gs-3894	29	22	demand	demand	VERB
gs-3894	29	23	accountability	accountability	NOUN
gs-3894	29	24	in	in	ADP
gs-3894	29	25	automated	automate	VERB
gs-3894	29	26	decision	decision	NOUN
gs-3894	29	27	-	-	PUNCT
gs-3894	29	28	making	making	NOUN
gs-3894	29	29	;	;	PUNCT
gs-3894	29	30			PRON
gs-3894	29	31	improved	improved	ADJ
gs-3894	29	32	communication	communication	NOUN
gs-3894	29	33	between	between	ADP
gs-3894	29	34	developers	developer	NOUN
gs-3894	29	35	,	,	PUNCT
gs-3894	29	36	auditors	auditor	NOUN
gs-3894	29	37	,	,	PUNCT
gs-3894	29	38	and	and	CCONJ
gs-3894	29	39	security	security	NOUN
gs-3894	29	40	teams	team	NOUN
gs-3894	29	41	;	;	PUNCT
gs-3894	29	42			X
gs-3894	29	43	greater	great	ADJ
gs-3894	29	44	trust	trust	NOUN
gs-3894	29	45	in	in	ADP
gs-3894	29	46	ai	ai	ADJ
gs-3894	29	47	-	-	PUNCT
gs-3894	29	48	powered	power	VERB
gs-3894	29	49	ci	ci	NOUN
gs-3894	29	50	/	/	SYM
gs-3894	29	51	cd	cd	PROPN
gs-3894	29	52	workflows	workflow	NOUN
gs-3894	29	53	.	.	PUNCT
gs-3894	30	1	federated	federated	ADJ
gs-3894	30	2	learning	learning	NOUN
gs-3894	30	3	and	and	CCONJ
gs-3894	30	4	data	datum	NOUN
gs-3894	30	5	confidentiality	confidentiality	NOUN
gs-3894	30	6	federated	federated	ADJ
gs-3894	30	7	learning	learning	NOUN
gs-3894	30	8	(	(	PUNCT
gs-3894	30	9	fl	fl	NOUN
gs-3894	30	10	)	)	PUNCT
gs-3894	30	11	allows	allow	VERB
gs-3894	30	12	ai	ai	VERB
gs-3894	30	13	models	model	NOUN
gs-3894	30	14	to	to	PART
gs-3894	30	15	be	be	AUX
gs-3894	30	16	trained	train	VERB
gs-3894	30	17	across	across	ADP
gs-3894	30	18	multiple	multiple	ADJ
gs-3894	30	19	decentralized	decentralize	VERB
gs-3894	30	20	devices	device	NOUN
gs-3894	30	21	or	or	CCONJ
gs-3894	30	22	servers	server	NOUN
gs-3894	30	23	without	without	ADP
gs-3894	30	24	transferring	transfer	VERB
gs-3894	30	25	raw	raw	ADJ
gs-3894	30	26	data	datum	NOUN
gs-3894	30	27	.	.	PUNCT
gs-3894	31	1	this	this	DET
gs-3894	31	2	privacy	privacy	NOUN
gs-3894	31	3	-	-	PUNCT
gs-3894	31	4	preserving	preserve	VERB
gs-3894	31	5	technique	technique	NOUN
gs-3894	31	6	is	be	AUX
gs-3894	31	7	particularly	particularly	ADV
gs-3894	31	8	important	important	ADJ
gs-3894	31	9	in	in	ADP
gs-3894	31	10	sensitive	sensitive	ADJ
gs-3894	31	11	environments	environment	NOUN
gs-3894	31	12	such	such	ADJ
gs-3894	31	13	as	as	ADP
gs-3894	31	14	banking	banking	NOUN
gs-3894	31	15	or	or	CCONJ
gs-3894	31	16	healthcare	healthcare	NOUN
gs-3894	31	17	.	.	PUNCT
gs-3894	32	1	fig	fig	NOUN
gs-3894	32	2	.	.	PUNCT
gs-3894	33	1	1	1	NUM
gs-3894	33	2	:	:	PUNCT
gs-3894	33	3	federated	federated	ADJ
gs-3894	33	4	learning	learning	NOUN
gs-3894	33	5	in	in	ADP
gs-3894	33	6	ci	ci	NOUN
gs-3894	33	7	/	/	SYM
gs-3894	33	8	cd	cd	NOUN
gs-3894	33	9	architecture	architecture	NOUN
gs-3894	33	10	georgian	georgian	PROPN
gs-3894	33	11	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3894	33	12	მეცნიერები	მეცნიერები	NOUN
gs-3894	33	13	ტ.	ტ.	VERB
gs-3894	33	14	7	7	NUM
gs-3894	33	15	n	n	PRON
gs-3894	33	16	3	3	NUM
gs-3894	33	17	,	,	PUNCT
gs-3894	33	18	2025	2025	NUM
gs-3894	33	19	4	4	NUM
gs-3894	33	20	key	key	ADJ
gs-3894	33	21	benefits	benefit	NOUN
gs-3894	33	22	:	:	PUNCT
gs-3894	33	23			NOUN
gs-3894	33	24	data	datum	NOUN
gs-3894	33	25	locality	locality	NOUN
gs-3894	33	26	:	:	PUNCT
gs-3894	33	27	private	private	ADJ
gs-3894	33	28	data	datum	NOUN
gs-3894	33	29	never	never	ADV
gs-3894	33	30	leaves	leave	VERB
gs-3894	33	31	the	the	DET
gs-3894	33	32	host	host	NOUN
gs-3894	33	33	environment	environment	NOUN
gs-3894	33	34	(	(	PUNCT
gs-3894	33	35	e.g.	e.g.	ADV
gs-3894	33	36	,	,	PUNCT
gs-3894	33	37	endpoints	endpoint	NOUN
gs-3894	33	38	or	or	CCONJ
gs-3894	33	39	internal	internal	ADJ
gs-3894	33	40	infrastructure	infrastructure	NOUN
gs-3894	33	41	)	)	PUNCT
gs-3894	33	42	.	.	PUNCT
gs-3894	34	1			PROPN
gs-3894	34	2	collaborative	collaborative	ADJ
gs-3894	34	3	learning	learning	PROPN
gs-3894	34	4	:	:	PUNCT
gs-3894	34	5	different	different	ADJ
gs-3894	34	6	organizations	organization	NOUN
gs-3894	34	7	or	or	CCONJ
gs-3894	34	8	departments	department	NOUN
gs-3894	34	9	contribute	contribute	VERB
gs-3894	34	10	to	to	ADP
gs-3894	34	11	a	a	DET
gs-3894	34	12	shared	share	VERB
gs-3894	34	13	model	model	NOUN
gs-3894	34	14	,	,	PUNCT
gs-3894	34	15	enhancing	enhance	VERB
gs-3894	34	16	its	its	PRON
gs-3894	34	17	generalization	generalization	NOUN
gs-3894	34	18	capabilities	capability	NOUN
gs-3894	34	19	.	.	PUNCT
gs-3894	35	1			PRON
gs-3894	35	2	secure	secure	ADJ
gs-3894	35	3	aggregation	aggregation	NOUN
gs-3894	35	4	:	:	PUNCT
gs-3894	35	5	only	only	ADJ
gs-3894	35	6	model	model	NOUN
gs-3894	35	7	updates	update	NOUN
gs-3894	35	8	—	—	PUNCT
gs-3894	35	9	such	such	ADJ
gs-3894	35	10	as	as	ADP
gs-3894	35	11	gradients	gradient	NOUN
gs-3894	35	12	or	or	CCONJ
gs-3894	35	13	parameters	parameter	NOUN
gs-3894	35	14	—	—	PUNCT
gs-3894	35	15	are	be	AUX
gs-3894	35	16	shared	share	VERB
gs-3894	35	17	,	,	PUNCT
gs-3894	35	18	not	not	PART
gs-3894	35	19	the	the	DET
gs-3894	35	20	data	datum	NOUN
gs-3894	35	21	itself	itself	PRON
gs-3894	35	22	.	.	PUNCT
gs-3894	36	1	fl	fl	PROPN
gs-3894	36	2	reduces	reduce	VERB
gs-3894	36	3	the	the	DET
gs-3894	36	4	risk	risk	NOUN
gs-3894	36	5	of	of	ADP
gs-3894	36	6	data	datum	NOUN
gs-3894	36	7	leakage	leakage	NOUN
gs-3894	36	8	while	while	SCONJ
gs-3894	36	9	preserving	preserve	VERB
gs-3894	36	10	model	model	NOUN
gs-3894	36	11	performance	performance	NOUN
gs-3894	36	12	and	and	CCONJ
gs-3894	36	13	learning	learn	VERB
gs-3894	36	14	efficiency	efficiency	NOUN
gs-3894	36	15	.	.	PUNCT
gs-3894	37	1	adversarial	adversarial	ADJ
gs-3894	37	2	attacks	attack	NOUN
gs-3894	37	3	and	and	CCONJ
gs-3894	37	4	ai	ai	AUX
gs-3894	37	5	-	-	PUNCT
gs-3894	37	6	driven	drive	VERB
gs-3894	37	7	malware	malware	NOUN
gs-3894	37	8	as	as	SCONJ
gs-3894	37	9	ai	ai	VERB
gs-3894	37	10	becomes	become	VERB
gs-3894	37	11	more	more	ADV
gs-3894	37	12	embedded	embed	VERB
gs-3894	37	13	in	in	ADP
gs-3894	37	14	ci	ci	PROPN
gs-3894	37	15	/	/	SYM
gs-3894	37	16	cd	cd	PROPN
gs-3894	37	17	,	,	PUNCT
gs-3894	37	18	so	so	ADV
gs-3894	37	19	too	too	ADV
gs-3894	37	20	do	do	VERB
gs-3894	37	21	the	the	DET
gs-3894	37	22	threats	threat	NOUN
gs-3894	37	23	targeting	target	VERB
gs-3894	37	24	it	it	PRON
gs-3894	37	25	.	.	PUNCT
gs-3894	38	1	adversarial	adversarial	ADJ
gs-3894	38	2	attacks	attack	NOUN
gs-3894	38	3	seek	seek	VERB
gs-3894	38	4	to	to	PART
gs-3894	38	5	exploit	exploit	VERB
gs-3894	38	6	ml	ml	NOUN
gs-3894	38	7	models	model	NOUN
gs-3894	38	8	by	by	ADP
gs-3894	38	9	manipulating	manipulate	VERB
gs-3894	38	10	their	their	PRON
gs-3894	38	11	inputs	input	NOUN
gs-3894	38	12	to	to	PART
gs-3894	38	13	cause	cause	VERB
gs-3894	38	14	incorrect	incorrect	ADJ
gs-3894	38	15	predictions	prediction	NOUN
gs-3894	38	16	.	.	PUNCT
gs-3894	39	1	common	common	ADJ
gs-3894	39	2	techniques	technique	NOUN
gs-3894	39	3	include	include	VERB
gs-3894	39	4	:	:	PUNCT
gs-3894	39	5			X
gs-3894	39	6	adversarial	adversarial	ADJ
gs-3894	39	7	examples	example	NOUN
gs-3894	39	8	:	:	PUNCT
gs-3894	39	9	slight	slight	ADJ
gs-3894	39	10	perturbations	perturbation	NOUN
gs-3894	39	11	imperceptible	imperceptible	ADJ
gs-3894	39	12	to	to	ADP
gs-3894	39	13	humans	human	NOUN
gs-3894	39	14	are	be	AUX
gs-3894	39	15	introduced	introduce	VERB
gs-3894	39	16	to	to	ADP
gs-3894	39	17	input	input	NOUN
gs-3894	39	18	data	datum	NOUN
gs-3894	39	19	,	,	PUNCT
gs-3894	39	20	fooling	fool	VERB
gs-3894	39	21	the	the	DET
gs-3894	39	22	ai	ai	NOUN
gs-3894	39	23	into	into	ADP
gs-3894	39	24	making	make	VERB
gs-3894	39	25	wrong	wrong	ADJ
gs-3894	39	26	predictions	prediction	NOUN
gs-3894	39	27	.	.	PUNCT
gs-3894	40	1			NOUN
gs-3894	40	2	poisoning	poisoning	NOUN
gs-3894	40	3	attacks	attack	NOUN
gs-3894	40	4	:	:	PUNCT
gs-3894	40	5	malicious	malicious	ADJ
gs-3894	40	6	actors	actor	NOUN
gs-3894	40	7	insert	insert	VERB
gs-3894	40	8	corrupted	corrupted	ADJ
gs-3894	40	9	samples	sample	NOUN
gs-3894	40	10	into	into	ADP
gs-3894	40	11	training	training	NOUN
gs-3894	40	12	datasets	dataset	NOUN
gs-3894	40	13	to	to	PART
gs-3894	40	14	bias	bias	VERB
gs-3894	40	15	model	model	NOUN
gs-3894	40	16	learning	learning	PROPN
gs-3894	40	17	.	.	PUNCT
gs-3894	41	1			NOUN
gs-3894	41	2	evasion	evasion	NOUN
gs-3894	41	3	attacks	attack	NOUN
gs-3894	41	4	:	:	PUNCT
gs-3894	41	5	attackers	attacker	NOUN
gs-3894	41	6	craft	craft	VERB
gs-3894	41	7	inputs	input	NOUN
gs-3894	41	8	that	that	PRON
gs-3894	41	9	evade	evade	VERB
gs-3894	41	10	detection	detection	NOUN
gs-3894	41	11	at	at	ADP
gs-3894	41	12	runtime	runtime	NOUN
gs-3894	41	13	,	,	PUNCT
gs-3894	41	14	particularly	particularly	ADV
gs-3894	41	15	during	during	ADP
gs-3894	41	16	the	the	DET
gs-3894	41	17	inference	inference	NOUN
gs-3894	41	18	phase	phase	NOUN
gs-3894	41	19	.	.	PUNCT
gs-3894	42	1	ai	ai	VERB
gs-3894	42	2	-	-	PUNCT
gs-3894	42	3	powered	power	VERB
gs-3894	42	4	malware	malware	NOUN
gs-3894	42	5	now	now	ADV
gs-3894	42	6	employs	employ	VERB
gs-3894	42	7	reinforcement	reinforcement	NOUN
gs-3894	42	8	learning	learning	NOUN
gs-3894	42	9	(	(	PUNCT
gs-3894	42	10	rl	rl	NOUN
gs-3894	42	11	)	)	PUNCT
gs-3894	42	12	to	to	PART
gs-3894	42	13	dynamically	dynamically	ADV
gs-3894	42	14	adapt	adapt	VERB
gs-3894	42	15	and	and	CCONJ
gs-3894	42	16	optimize	optimize	VERB
gs-3894	42	17	attack	attack	NOUN
gs-3894	42	18	paths	path	NOUN
gs-3894	42	19	.	.	PUNCT
gs-3894	43	1	these	these	DET
gs-3894	43	2	threats	threat	NOUN
gs-3894	43	3	can	can	AUX
gs-3894	43	4	:	:	PUNCT
gs-3894	43	5			PRON
gs-3894	43	6	automatically	automatically	ADV
gs-3894	43	7	craft	craft	VERB
gs-3894	43	8	payloads	payload	NOUN
gs-3894	43	9	using	use	VERB
gs-3894	43	10	deep	deep	ADJ
gs-3894	43	11	learning	learning	NOUN
gs-3894	43	12	;	;	PUNCT
gs-3894	43	13			NOUN
gs-3894	43	14	adjust	adjust	VERB
gs-3894	43	15	behavior	behavior	NOUN
gs-3894	43	16	to	to	PART
gs-3894	43	17	avoid	avoid	VERB
gs-3894	43	18	detection	detection	NOUN
gs-3894	43	19	by	by	ADP
gs-3894	43	20	ids	id	NOUN
gs-3894	43	21	/	/	SYM
gs-3894	43	22	ips	ip	NOUN
gs-3894	43	23	systems	system	NOUN
gs-3894	43	24	;	;	PUNCT
gs-3894	43	25			NOUN
gs-3894	43	26	obfuscate	obfuscate	VERB
gs-3894	43	27	code	code	PROPN
gs-3894	43	28	using	use	VERB
gs-3894	43	29	ai	ai	NOUN
gs-3894	43	30	-	-	PUNCT
gs-3894	43	31	guided	guide	VERB
gs-3894	43	32	encryption	encryption	NOUN
gs-3894	43	33	techniques	technique	NOUN
gs-3894	43	34	.	.	PUNCT
gs-3894	44	1	ai	ai	VERB
gs-3894	44	2	-	-	PUNCT
gs-3894	44	3	augmented	augment	VERB
gs-3894	44	4	social	social	ADJ
gs-3894	44	5	engineering	engineering	NOUN
gs-3894	44	6	social	social	ADJ
gs-3894	44	7	engineering	engineering	NOUN
gs-3894	44	8	attacks	attack	NOUN
gs-3894	44	9	,	,	PUNCT
gs-3894	44	10	such	such	ADJ
gs-3894	44	11	as	as	ADP
gs-3894	44	12	phishing	phishe	VERB
gs-3894	44	13	and	and	CCONJ
gs-3894	44	14	pretexting	pretexte	VERB
gs-3894	44	15	,	,	PUNCT
gs-3894	44	16	become	become	VERB
gs-3894	44	17	more	more	ADV
gs-3894	44	18	convincing	convincing	ADJ
gs-3894	44	19	and	and	CCONJ
gs-3894	44	20	scalable	scalable	ADJ
gs-3894	44	21	with	with	ADP
gs-3894	44	22	ai	ai	NOUN
gs-3894	44	23	.	.	PUNCT
gs-3894	44	24	by	by	ADP
gs-3894	44	25	analyzing	analyze	VERB
gs-3894	44	26	linguistic	linguistic	ADJ
gs-3894	44	27	and	and	CCONJ
gs-3894	44	28	behavioral	behavioral	ADJ
gs-3894	44	29	cues	cue	NOUN
gs-3894	44	30	,	,	PUNCT
gs-3894	44	31	ai	ai	VERB
gs-3894	44	32	can	can	AUX
gs-3894	44	33	automate	automate	VERB
gs-3894	44	34	and	and	CCONJ
gs-3894	44	35	personalize	personalize	VERB
gs-3894	44	36	malicious	malicious	ADJ
gs-3894	44	37	messages	message	NOUN
gs-3894	44	38	.	.	PUNCT
gs-3894	45	1	key	key	ADJ
gs-3894	45	2	features	feature	NOUN
gs-3894	45	3	include	include	VERB
gs-3894	45	4	:	:	PUNCT
gs-3894	45	5			PRON
gs-3894	45	6	sentiment	sentiment	NOUN
gs-3894	45	7	analysis	analysis	NOUN
gs-3894	45	8	:	:	PUNCT
gs-3894	45	9	models	model	NOUN
gs-3894	45	10	detect	detect	VERB
gs-3894	45	11	user	user	NOUN
gs-3894	45	12	tone	tone	NOUN
gs-3894	45	13	and	and	CCONJ
gs-3894	45	14	generate	generate	VERB
gs-3894	45	15	targeted	target	VERB
gs-3894	45	16	phishing	phishe	VERB
gs-3894	45	17	content	content	NOUN
gs-3894	45	18	;	;	PUNCT
gs-3894	45	19	georgian	georgian	ADJ
gs-3894	45	20	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3894	45	21	მეცნიერები	მეცნიერები	NOUN
gs-3894	45	22	ტ.	ტ.	VERB
gs-3894	45	23	7	7	NUM
gs-3894	45	24	n	n	PRON
gs-3894	45	25	3	3	NUM
gs-3894	45	26	,	,	PUNCT
gs-3894	45	27	2025	2025	NUM
gs-3894	45	28	5	5	NUM
gs-3894	45	29			PRON
gs-3894	45	30	contextual	contextual	ADJ
gs-3894	45	31	adaptation	adaptation	NOUN
gs-3894	45	32	:	:	PUNCT
gs-3894	45	33	messages	message	NOUN
gs-3894	45	34	are	be	AUX
gs-3894	45	35	translated	translate	VERB
gs-3894	45	36	and	and	CCONJ
gs-3894	45	37	localized	localize	VERB
gs-3894	45	38	for	for	ADP
gs-3894	45	39	industry	industry	NOUN
gs-3894	45	40	,	,	PUNCT
gs-3894	45	41	language	language	NOUN
gs-3894	45	42	,	,	PUNCT
gs-3894	45	43	and	and	CCONJ
gs-3894	45	44	demographic	demographic	ADJ
gs-3894	45	45	;	;	PUNCT
gs-3894	45	46			NOUN
gs-3894	45	47	automated	automate	VERB
gs-3894	45	48	persona	persona	NOUN
gs-3894	45	49	creation	creation	NOUN
gs-3894	45	50	:	:	PUNCT
gs-3894	45	51	bot	bot	PROPN
gs-3894	45	52	networks	network	NOUN
gs-3894	45	53	create	create	VERB
gs-3894	45	54	fake	fake	ADJ
gs-3894	45	55	social	social	ADJ
gs-3894	45	56	media	medium	NOUN
gs-3894	45	57	profiles	profile	NOUN
gs-3894	45	58	to	to	PART
gs-3894	45	59	spread	spread	VERB
gs-3894	45	60	misinformation	misinformation	NOUN
gs-3894	45	61	or	or	CCONJ
gs-3894	45	62	engage	engage	VERB
gs-3894	45	63	victims	victim	NOUN
gs-3894	45	64	.	.	PUNCT
gs-3894	46	1	such	such	ADJ
gs-3894	46	2	capabilities	capability	NOUN
gs-3894	46	3	make	make	VERB
gs-3894	46	4	detection	detection	NOUN
gs-3894	46	5	more	more	ADV
gs-3894	46	6	difficult	difficult	ADJ
gs-3894	46	7	,	,	PUNCT
gs-3894	46	8	necessitating	necessitate	VERB
gs-3894	46	9	dynamic	dynamic	ADJ
gs-3894	46	10	security	security	NOUN
gs-3894	46	11	controls	control	NOUN
gs-3894	46	12	,	,	PUNCT
gs-3894	46	13	such	such	ADJ
gs-3894	46	14	as	as	ADP
gs-3894	46	15	ai	ai	NOUN
gs-3894	46	16	-	-	PUNCT
gs-3894	46	17	driven	drive	VERB
gs-3894	46	18	behavioral	behavioral	ADJ
gs-3894	46	19	baselining	baselining	NOUN
gs-3894	46	20	and	and	CCONJ
gs-3894	46	21	mfa	mfa	PROPN
gs-3894	46	22	enforcement	enforcement	PROPN
gs-3894	46	23	.	.	PUNCT
gs-3894	47	1	fig	fig	NOUN
gs-3894	47	2	.	.	PUNCT
gs-3894	48	1	2	2	NUM
gs-3894	48	2	:	:	PUNCT
gs-3894	48	3	ai	ai	AUX
gs-3894	48	4	-	-	PUNCT
gs-3894	48	5	driven	drive	VERB
gs-3894	48	6	attacks	attack	NOUN
gs-3894	48	7	security	security	NOUN
gs-3894	48	8	monitoring	monitoring	NOUN
gs-3894	48	9	and	and	CCONJ
gs-3894	48	10	visualization	visualization	NOUN
gs-3894	48	11	security	security	NOUN
gs-3894	48	12	visualization	visualization	NOUN
gs-3894	48	13	tools	tool	NOUN
gs-3894	48	14	transform	transform	VERB
gs-3894	48	15	complex	complex	ADJ
gs-3894	48	16	datasets	dataset	NOUN
gs-3894	48	17	into	into	ADP
gs-3894	48	18	intuitive	intuitive	ADJ
gs-3894	48	19	graphics	graphic	NOUN
gs-3894	48	20	that	that	PRON
gs-3894	48	21	facilitate	facilitate	VERB
gs-3894	48	22	quicker	quick	ADJ
gs-3894	48	23	response	response	NOUN
gs-3894	48	24	and	and	CCONJ
gs-3894	48	25	insight	insight	NOUN
gs-3894	48	26	.	.	PUNCT
gs-3894	49	1			PROPN
gs-3894	49	2	roc	roc	PROPN
gs-3894	49	3	curves	curve	NOUN
gs-3894	49	4	(	(	PUNCT
gs-3894	49	5	receiver	receiver	ADV
gs-3894	49	6	operating	operate	VERB
gs-3894	49	7	characteristic	characteristic	NOUN
gs-3894	49	8	):	):	PUNCT
gs-3894	49	9	plot	plot	NOUN
gs-3894	49	10	the	the	DET
gs-3894	49	11	trade	trade	NOUN
gs-3894	49	12	-	-	PUNCT
gs-3894	49	13	off	off	NOUN
gs-3894	49	14	between	between	ADP
gs-3894	49	15	true	true	ADJ
gs-3894	49	16	positive	positive	ADJ
gs-3894	49	17	and	and	CCONJ
gs-3894	49	18	false	false	ADJ
gs-3894	49	19	positive	positive	ADJ
gs-3894	49	20	rates	rate	NOUN
gs-3894	49	21	,	,	PUNCT
gs-3894	49	22	with	with	ADP
gs-3894	49	23	auc	auc	NOUN
gs-3894	49	24	(	(	PUNCT
gs-3894	49	25	area	area	NOUN
gs-3894	49	26	under	under	ADP
gs-3894	49	27	the	the	DET
gs-3894	49	28	curve	curve	NOUN
gs-3894	49	29	)	)	PUNCT
gs-3894	49	30	as	as	ADP
gs-3894	49	31	a	a	DET
gs-3894	49	32	metric	metric	NOUN
gs-3894	49	33	of	of	ADP
gs-3894	49	34	detection	detection	NOUN
gs-3894	49	35	quality	quality	NOUN
gs-3894	49	36	.	.	PUNCT
gs-3894	50	1			PROPN
gs-3894	50	2	histograms	histogram	NOUN
gs-3894	50	3	&	&	CCONJ
gs-3894	50	4	density	density	NOUN
gs-3894	50	5	plots	plot	NOUN
gs-3894	50	6	:	:	PUNCT
gs-3894	50	7	highlight	highlight	VERB
gs-3894	50	8	deviations	deviation	NOUN
gs-3894	50	9	and	and	CCONJ
gs-3894	50	10	anomalies	anomaly	NOUN
gs-3894	50	11	in	in	ADP
gs-3894	50	12	system	system	NOUN
gs-3894	50	13	behavior	behavior	NOUN
gs-3894	50	14	.	.	PUNCT
gs-3894	51	1			NOUN
gs-3894	51	2	pie	pie	NOUN
gs-3894	51	3	charts	chart	NOUN
gs-3894	51	4	&	&	CCONJ
gs-3894	51	5	category	category	NOUN
gs-3894	51	6	summaries	summary	NOUN
gs-3894	51	7	:	:	PUNCT
gs-3894	51	8	visualize	visualize	VERB
gs-3894	51	9	proportions	proportion	NOUN
gs-3894	51	10	of	of	ADP
gs-3894	51	11	threat	threat	NOUN
gs-3894	51	12	types	type	NOUN
gs-3894	51	13	or	or	CCONJ
gs-3894	51	14	affected	affect	VERB
gs-3894	51	15	assets	asset	NOUN
gs-3894	51	16	.	.	PUNCT
gs-3894	52	1	such	such	ADJ
gs-3894	52	2	dashboards	dashboard	NOUN
gs-3894	52	3	empower	empower	NOUN
gs-3894	52	4	devsecops	devsecop	VERB
gs-3894	52	5	teams	team	NOUN
gs-3894	52	6	to	to	ADP
gs-3894	52	7	:	:	PUNCT
gs-3894	52	8			NOUN
gs-3894	53	1	prioritize	prioritize	NOUN
gs-3894	53	2	alerts	alert	NOUN
gs-3894	53	3	based	base	VERB
gs-3894	53	4	on	on	ADP
gs-3894	53	5	severity	severity	NOUN
gs-3894	53	6	;	;	PUNCT
gs-3894	53	7			NOUN
gs-3894	53	8	track	track	NOUN
gs-3894	53	9	security	security	NOUN
gs-3894	53	10	metrics	metric	NOUN
gs-3894	53	11	over	over	ADP
gs-3894	53	12	time	time	NOUN
gs-3894	53	13	;	;	PUNCT
gs-3894	53	14	georgian	georgian	ADJ
gs-3894	53	15	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3894	53	16	მეცნიერები	მეცნიერები	NOUN
gs-3894	53	17	ტ.	ტ.	VERB
gs-3894	53	18	7	7	NUM
gs-3894	53	19	n	n	PRON
gs-3894	53	20	3	3	NUM
gs-3894	53	21	,	,	PUNCT
gs-3894	53	22	2025	2025	NUM
gs-3894	53	23	6	6	NUM
gs-3894	53	24			NOUN
gs-3894	53	25	justify	justify	VERB
gs-3894	53	26	decisions	decision	NOUN
gs-3894	53	27	to	to	ADP
gs-3894	53	28	stakeholders	stakeholder	NOUN
gs-3894	53	29	or	or	CCONJ
gs-3894	53	30	compliance	compliance	NOUN
gs-3894	53	31	officers	officer	NOUN
gs-3894	53	32	.	.	PUNCT
gs-3894	54	1	fig	fig	NOUN
gs-3894	54	2	.	.	PUNCT
gs-3894	55	1	3	3	NUM
gs-3894	55	2	:	:	PUNCT
gs-3894	55	3	roc	roc	PROPN
gs-3894	55	4	curve	curve	NOUN
gs-3894	55	5	for	for	ADP
gs-3894	55	6	security	security	NOUN
gs-3894	55	7	monitoring	monitoring	NOUN
gs-3894	55	8	in	in	ADP
gs-3894	55	9	ci	ci	PROPN
gs-3894	55	10	/	/	SYM
gs-3894	55	11	cd	cd	PROPN
gs-3894	55	12	pipelines	pipelines	PROPN
gs-3894	55	13	ci	ci	PROPN
gs-3894	55	14	/	/	SYM
gs-3894	55	15	cd	cd	PROPN
gs-3894	55	16	ai	ai	VERB
gs-3894	55	17	security	security	NOUN
gs-3894	55	18	adoption	adoption	NOUN
gs-3894	55	19	statistics	statistic	VERB
gs-3894	55	20	a	a	DET
gs-3894	55	21	2024	2024	NUM
gs-3894	55	22	industry	industry	NOUN
gs-3894	55	23	study	study	NOUN
gs-3894	55	24	surveying	survey	VERB
gs-3894	55	25	over	over	ADP
gs-3894	55	26	200	200	NUM
gs-3894	55	27	organizations	organization	NOUN
gs-3894	55	28	revealed	reveal	VERB
gs-3894	55	29	:	:	PUNCT
gs-3894	55	30			NOUN
gs-3894	55	31	50	50	NUM
gs-3894	55	32	%	%	NOUN
gs-3894	55	33	actively	actively	ADV
gs-3894	55	34	use	use	VERB
gs-3894	55	35	ai	ai	VERB
gs-3894	55	36	in	in	ADP
gs-3894	55	37	their	their	PRON
gs-3894	55	38	ci	ci	NOUN
gs-3894	55	39	/	/	SYM
gs-3894	55	40	cd	cd	NOUN
gs-3894	55	41	security	security	NOUN
gs-3894	55	42	processes	process	NOUN
gs-3894	55	43	;	;	PUNCT
gs-3894	55	44			PRON
gs-3894	55	45	30	30	NUM
gs-3894	55	46	%	%	NOUN
gs-3894	55	47	are	be	AUX
gs-3894	55	48	in	in	ADP
gs-3894	55	49	the	the	DET
gs-3894	55	50	testing	testing	NOUN
gs-3894	55	51	and	and	CCONJ
gs-3894	55	52	pilot	pilot	NOUN
gs-3894	55	53	stages	stage	NOUN
gs-3894	55	54	;	;	PUNCT
gs-3894	55	55			DET
gs-3894	55	56	20	20	NUM
gs-3894	55	57	%	%	NOUN
gs-3894	55	58	plan	plan	NOUN
gs-3894	55	59	to	to	PART
gs-3894	55	60	adopt	adopt	VERB
gs-3894	55	61	ai	ai	VERB
gs-3894	55	62	solutions	solution	NOUN
gs-3894	55	63	within	within	ADP
gs-3894	55	64	the	the	DET
gs-3894	55	65	next	next	ADJ
gs-3894	55	66	12	12	NUM
gs-3894	55	67	months	month	NOUN
gs-3894	55	68	.	.	PUNCT
gs-3894	56	1	these	these	DET
gs-3894	56	2	figures	figure	NOUN
gs-3894	56	3	reflect	reflect	VERB
gs-3894	56	4	a	a	DET
gs-3894	56	5	growing	grow	VERB
gs-3894	56	6	recognition	recognition	NOUN
gs-3894	56	7	of	of	ADP
gs-3894	56	8	ai	ai	PROPN
gs-3894	56	9	’s	’s	PART
gs-3894	56	10	role	role	NOUN
gs-3894	56	11	in	in	ADP
gs-3894	56	12	ensuring	ensure	VERB
gs-3894	56	13	agile	agile	ADJ
gs-3894	56	14	yet	yet	CCONJ
gs-3894	56	15	secure	secure	ADJ
gs-3894	56	16	software	software	NOUN
gs-3894	56	17	delivery	delivery	NOUN
gs-3894	56	18	.	.	PUNCT
gs-3894	57	1	fig	fig	NOUN
gs-3894	57	2	.	.	PUNCT
gs-3894	58	1	4	4	NUM
gs-3894	58	2	:	:	PUNCT
gs-3894	58	3	ai	ai	AUX
gs-3894	58	4	adoption	adoption	NOUN
gs-3894	58	5	rates	rate	NOUN
gs-3894	58	6	in	in	ADP
gs-3894	58	7	ci	ci	PROPN
gs-3894	58	8	/	/	SYM
gs-3894	58	9	cd	cd	NOUN
gs-3894	58	10	security	security	NOUN
gs-3894	58	11	(	(	PUNCT
gs-3894	58	12	2024	2024	NUM
gs-3894	58	13	)	)	PUNCT
gs-3894	58	14	georgian	georgian	ADJ
gs-3894	58	15	scientists/ქართველი	scientists/ქართველი	NOUN
gs-3894	58	16	მეცნიერები	მეცნიერები	NOUN
gs-3894	58	17	ტ.	ტ.	VERB
gs-3894	58	18	7	7	NUM
gs-3894	58	19	n	n	PRON
gs-3894	58	20	3	3	NUM
gs-3894	58	21	,	,	PUNCT
gs-3894	58	22	2025	2025	NUM
gs-3894	58	23	7	7	NUM
gs-3894	58	24	conclusion	conclusion	NOUN
gs-3894	58	25	integrating	integrate	VERB
gs-3894	58	26	ai	ai	VERB
gs-3894	58	27	and	and	CCONJ
gs-3894	58	28	ml	ml	NOUN
gs-3894	58	29	into	into	ADP
gs-3894	58	30	ci	ci	NOUN
gs-3894	58	31	/	/	SYM
gs-3894	58	32	cd	cd	NOUN
gs-3894	58	33	pipelines	pipeline	NOUN
gs-3894	58	34	represents	represent	VERB
gs-3894	58	35	a	a	DET
gs-3894	58	36	paradigm	paradigm	NOUN
gs-3894	58	37	shift	shift	NOUN
gs-3894	58	38	in	in	ADP
gs-3894	58	39	software	software	NOUN
gs-3894	58	40	delivery	delivery	NOUN
gs-3894	58	41	security	security	NOUN
gs-3894	58	42	.	.	PUNCT
gs-3894	59	1	techniques	technique	NOUN
gs-3894	59	2	such	such	ADJ
gs-3894	59	3	as	as	ADP
gs-3894	59	4	xai	xai	PROPN
gs-3894	59	5	,	,	PUNCT
gs-3894	59	6	federated	federated	ADJ
gs-3894	59	7	learning	learning	NOUN
gs-3894	59	8	,	,	PUNCT
gs-3894	59	9	and	and	CCONJ
gs-3894	59	10	adversarial	adversarial	ADJ
gs-3894	59	11	defense	defense	NOUN
gs-3894	59	12	mechanisms	mechanism	NOUN
gs-3894	59	13	enhance	enhance	VERB
gs-3894	59	14	visibility	visibility	NOUN
gs-3894	59	15	,	,	PUNCT
gs-3894	59	16	trust	trust	NOUN
gs-3894	59	17	,	,	PUNCT
gs-3894	59	18	and	and	CCONJ
gs-3894	59	19	resilience	resilience	NOUN
gs-3894	59	20	.	.	PUNCT
gs-3894	60	1	moreover	moreover	ADV
gs-3894	60	2	,	,	PUNCT
gs-3894	60	3	the	the	DET
gs-3894	60	4	ability	ability	NOUN
gs-3894	60	5	to	to	PART
gs-3894	60	6	detect	detect	VERB
gs-3894	60	7	,	,	PUNCT
gs-3894	60	8	visualize	visualize	VERB
gs-3894	60	9	,	,	PUNCT
gs-3894	60	10	and	and	CCONJ
gs-3894	60	11	respond	respond	VERB
gs-3894	60	12	to	to	ADP
gs-3894	60	13	threats	threat	NOUN
gs-3894	60	14	in	in	ADP
gs-3894	60	15	real	real	ADJ
gs-3894	60	16	-	-	PUNCT
gs-3894	60	17	time	time	NOUN
gs-3894	60	18	enables	enable	VERB
gs-3894	60	19	devsecops	devsecop	VERB
gs-3894	60	20	teams	team	NOUN
gs-3894	60	21	to	to	PART
gs-3894	60	22	meet	meet	VERB
gs-3894	60	23	modern	modern	ADJ
gs-3894	60	24	demands	demand	NOUN
gs-3894	60	25	without	without	ADP
gs-3894	60	26	sacrificing	sacrifice	VERB
gs-3894	60	27	velocity	velocity	NOUN
gs-3894	60	28	or	or	CCONJ
gs-3894	60	29	compliance	compliance	NOUN
gs-3894	60	30	.	.	PUNCT
gs-3894	61	1	by	by	ADP
gs-3894	61	2	embracing	embrace	VERB
gs-3894	61	3	these	these	DET
gs-3894	61	4	technologies	technology	NOUN
gs-3894	61	5	holistically	holistically	ADV
gs-3894	61	6	,	,	PUNCT
gs-3894	61	7	organizations	organization	NOUN
gs-3894	61	8	position	position	VERB
gs-3894	61	9	themselves	themselves	PRON
gs-3894	61	10	to	to	PART
gs-3894	61	11	address	address	VERB
gs-3894	61	12	both	both	CCONJ
gs-3894	61	13	current	current	ADJ
gs-3894	61	14	and	and	CCONJ
gs-3894	61	15	emerging	emerge	VERB
gs-3894	61	16	cybersecurity	cybersecurity	NOUN
gs-3894	61	17	challenges	challenge	NOUN
gs-3894	61	18	.	.	PUNCT
gs-3894	62	1	references	reference	NOUN
gs-3894	62	2	cath	cath	NOUN
gs-3894	62	3	,	,	PUNCT
gs-3894	62	4	c.	c.	PROPN
gs-3894	62	5	და	და	PROPN
gs-3894	62	6	სხვ.	სხვ.	X
gs-3894	62	7	(	(	PUNCT
gs-3894	62	8	2018	2018	NUM
gs-3894	62	9	)	)	PUNCT
gs-3894	62	10	.	.	PUNCT
gs-3894	63	1	artificial	artificial	ADJ
gs-3894	63	2	intelligence	intelligence	NOUN
gs-3894	63	3	and	and	CCONJ
gs-3894	63	4	the	the	DET
gs-3894	63	5	‘	'	PUNCT
gs-3894	63	6	good	good	ADJ
gs-3894	63	7	society	society	NOUN
gs-3894	63	8	’	'	PUNCT
gs-3894	63	9	:	:	PUNCT
gs-3894	63	10	the	the	DET
gs-3894	63	11	us	us	PROPN
gs-3894	63	12	,	,	PUNCT
gs-3894	63	13	eu	eu	PROPN
gs-3894	63	14	,	,	PUNCT
gs-3894	63	15	and	and	CCONJ
gs-3894	63	16	uk	uk	PROPN
gs-3894	63	17	approach	approach	NOUN
gs-3894	63	18	.	.	PUNCT
gs-3894	64	1	science	science	NOUN
gs-3894	64	2	and	and	CCONJ
gs-3894	64	3	engineering	engineering	NOUN
gs-3894	64	4	ethics	ethic	NOUN
gs-3894	64	5	,	,	PUNCT
gs-3894	64	6	24(2	24(2	NUM
gs-3894	64	7	)	)	PUNCT
gs-3894	64	8	,	,	PUNCT
gs-3894	64	9	505–528	505–528	NUM
gs-3894	64	10	.	.	PUNCT
gs-3894	65	1	gunning	gunning	NOUN
gs-3894	65	2	,	,	PUNCT
gs-3894	65	3	d.	d.	PROPN
gs-3894	65	4	და	და	PROPN
gs-3894	65	5	სხვ.	სხვ.	X
gs-3894	65	6	(	(	PUNCT
gs-3894	65	7	2019	2019	NUM
gs-3894	65	8	)	)	PUNCT
gs-3894	65	9	.	.	PUNCT
gs-3894	66	1	xai	xai	PROPN
gs-3894	66	2	—	—	PUNCT
gs-3894	66	3	explainable	explainable	ADJ
gs-3894	66	4	artificial	artificial	ADJ
gs-3894	66	5	intelligence	intelligence	NOUN
gs-3894	66	6	.	.	PUNCT
gs-3894	67	1	science	science	NOUN
gs-3894	67	2	robotics	robotic	NOUN
gs-3894	67	3	,	,	PUNCT
gs-3894	67	4	4(37	4(37	NUM
gs-3894	67	5	)	)	PUNCT
gs-3894	67	6	.	.	PUNCT
gs-3894	68	1	ucci	ucci	PROPN
gs-3894	68	2	,	,	PUNCT
gs-3894	68	3	d.	d.	PROPN
gs-3894	68	4	და	და	PROPN
gs-3894	68	5	სხვ.	სხვ.	X
gs-3894	68	6	(	(	PUNCT
gs-3894	68	7	2019	2019	NUM
gs-3894	68	8	)	)	PUNCT
gs-3894	68	9	.	.	PUNCT
gs-3894	69	1	survey	survey	NOUN
gs-3894	69	2	of	of	ADP
gs-3894	69	3	machine	machine	NOUN
gs-3894	69	4	learning	learn	VERB
gs-3894	69	5	techniques	technique	NOUN
gs-3894	69	6	for	for	ADP
gs-3894	69	7	malware	malware	NOUN
gs-3894	69	8	analysis	analysis	NOUN
gs-3894	69	9	.	.	PUNCT
gs-3894	70	1	computers	computer	NOUN
gs-3894	70	2	&	&	CCONJ
gs-3894	70	3	security	security	NOUN
gs-3894	70	4	,	,	PUNCT
gs-3894	70	5	81	81	NUM
gs-3894	70	6	,	,	PUNCT
gs-3894	70	7	123–147	123–147	NUM
gs-3894	70	8	.	.	PUNCT
gs-3894	70	9	yang	yang	PROPN
gs-3894	70	10	,	,	PUNCT
gs-3894	70	11	h.	h.	PROPN
gs-3894	70	12	და	და	PROPN
gs-3894	70	13	სხვ.	სხვ.	X
gs-3894	70	14	(	(	PUNCT
gs-3894	70	15	2019	2019	NUM
gs-3894	70	16	)	)	PUNCT
gs-3894	70	17	.	.	PUNCT
gs-3894	71	1	federated	federate	VERB
gs-3894	71	2	machine	machine	NOUN
gs-3894	71	3	learning	learning	NOUN
gs-3894	71	4	:	:	PUNCT
gs-3894	71	5	concept	concept	NOUN
gs-3894	71	6	and	and	CCONJ
gs-3894	71	7	applications	application	NOUN
gs-3894	71	8	.	.	PUNCT
gs-3894	72	1	acm	acm	PROPN
gs-3894	72	2	transactions	transaction	NOUN
gs-3894	72	3	on	on	ADP
gs-3894	72	4	intelligent	intelligent	ADJ
gs-3894	72	5	systems	system	NOUN
gs-3894	72	6	and	and	CCONJ
gs-3894	72	7	technology	technology	NOUN
gs-3894	72	8	,	,	PUNCT
gs-3894	72	9	10(2	10(2	NUM
gs-3894	72	10	)	)	PUNCT
gs-3894	72	11	,	,	PUNCT
gs-3894	72	12	1–19	1–19	PROPN
gs-3894	72	13	.	.	PUNCT
gs-3894	73	1	ქართველიშვილი	ქართველიშვილი	PROPN
gs-3894	73	2	ი.	ი.	PROPN
gs-3894	73	3	,	,	PUNCT
gs-3894	73	4	კუჭავა	კუჭავა	PROPN
gs-3894	73	5	გ.	გ.	PROPN
gs-3894	73	6	ci	ci	PROPN
gs-3894	73	7	/	/	SYM
gs-3894	73	8	cd-ის	cd-ის	PROPN
gs-3894	73	9	დახმარებით	დახმარებით	ADJ
gs-3894	73	10	devops-ში	devops-ში	NOUN
gs-3894	73	11	პროგრამული	პროგრამული	PROPN
gs-3894	73	12	უზურნველყოფის	უზურნველყოფის	PROPN
gs-3894	73	13	მიწოდების	მიწოდების	ADJ
gs-3894	73	14	ხარისხისა	ხარისხისა	NOUN
gs-3894	73	15	და	და	NOUN
gs-3894	73	16	სიჩქარის	სიჩქარის	NOUN
gs-3894	73	17	ოპტიმიზაცია.	ოპტიმიზაცია.	PROPN
gs-3894	73	18	საქართველოს	საქართველოს	NOUN
gs-3894	73	19	ტექნიკური	ტექნიკური	PROPN
gs-3894	73	20	უნივერსიტეტის	უნივერსიტეტის	NOUN
gs-3894	73	21	საერთაშორისო	საერთაშორისო	PROPN
gs-3894	73	22	სამეცნიერო-პრაქტიკული	სამეცნიერო-პრაქტიკული	PROPN
gs-3894	73	23	კონფერენცია	კონფერენცია	VERB
gs-3894	73	24	"	"	PUNCT
gs-3894	73	25	თანამედროვე	თანამედროვე	PROPN
gs-3894	73	26	გამოწვევები	გამოწვევები	VERB
gs-3894	73	27	და	და	NOUN
gs-3894	73	28	მიღწევები	მიღწევები	NOUN
gs-3894	73	29	ინფორმაციულ	ინფორმაციულ	NOUN
gs-3894	73	30	და	და	VERB
gs-3894	73	31	საკომუნიკაციო	საკომუნიკაციო	ADP
gs-3894	73	32	ტექნოლოგიებში	ტექნოლოგიებში	NOUN
gs-3894	73	33	2024	2024	NUM
gs-3894	73	34	“	"	PUNCT
gs-3894	73	35	,	,	PUNCT
gs-3894	73	36	საქართველო	საქართველო	PROPN
gs-3894	73	37	,	,	PUNCT
gs-3894	73	38	თბილისი	თბილისი	PROPN
gs-3894	73	39	,	,	PUNCT
gs-3894	73	40	1	1	NUM
gs-3894	73	41	-	-	SYM
gs-3894	73	42	2	2	NUM
gs-3894	73	43	ნოემბერი	ნოემბერი	NOUN
gs-3894	73	44	,	,	PUNCT
gs-3894	73	45	2024	2024	NUM
gs-3894	73	46	წელი.	წელი.	ADJ
gs-3894	73	47	avtandil	avtandil	PROPN
gs-3894	73	48	bichnigauri	bichnigauri	PROPN
gs-3894	73	49	,	,	PUNCT
gs-3894	73	50	ioseb	ioseb	PROPN
gs-3894	73	51	kartvelishvili	kartvelishvili	PROPN
gs-3894	73	52	,	,	PUNCT
gs-3894	73	53	otar	otar	PROPN
gs-3894	73	54	shonia	shonia	PROPN
gs-3894	73	55	,	,	PUNCT
gs-3894	73	56	daviti	daviti	PROPN
gs-3894	73	57	bichnigauri	bichnigauri	PROPN
gs-3894	73	58	,	,	PUNCT
gs-3894	73	59	otar	otar	PROPN
gs-3894	73	60	gudadze	gudadze	PROPN
gs-3894	73	61	.	.	PUNCT
gs-3894	74	1	strengthening	strengthen	VERB
gs-3894	74	2	cyber	cyber	NOUN
gs-3894	74	3	defenses	defense	VERB
gs-3894	74	4	the	the	DET
gs-3894	74	5	crucial	crucial	ADJ
gs-3894	74	6	role	role	NOUN
gs-3894	74	7	of	of	ADP
gs-3894	74	8	phishing	phishe	VERB
gs-3894	74	9	simulation	simulation	NOUN
gs-3894	74	10	in	in	ADP
gs-3894	74	11	modern	modern	ADJ
gs-3894	74	12	security	security	NOUN
gs-3894	74	13	strategies	strategy	NOUN
gs-3894	74	14	.	.	PUNCT
gs-3894	75	1	international	international	ADJ
gs-3894	75	2	scientific	scientific	ADJ
gs-3894	75	3	journal	journal	NOUN
gs-3894	75	4	"	"	PUNCT
gs-3894	75	5	defence	defence	NOUN
gs-3894	75	6	and	and	CCONJ
gs-3894	75	7	science	science	NOUN
gs-3894	75	8	"	"	PUNCT
gs-3894	75	9	.	.	PUNCT
gs-3894	76	1	no	no	INTJ
gs-3894	76	2	.	.	NOUN
gs-3894	76	3	3	3	NUM
gs-3894	76	4	(	(	PUNCT
gs-3894	76	5	2024	2024	NUM
gs-3894	76	6	)	)	PUNCT
gs-3894	76	7	.	.	PUNCT
gs-3894	77	1	https://doi.org/10.61446/ds.3.2024.8467	https://doi.org/10.61446/ds.3.2024.8467	NOUN
gs-3894	77	2	ქართველიშვილი	ქართველიშვილი	PROPN
gs-3894	77	3	ი.	ი.	PROPN
gs-3894	77	4	,	,	PUNCT
gs-3894	77	5	ოხანაშვილი	ოხანაშვილი	PROPN
gs-3894	77	6	მ.	მ.	PROPN
gs-3894	77	7	,	,	PUNCT
gs-3894	77	8	ჩორხაული	ჩორხაული	VERB
gs-3894	77	9	ნ.	ნ.	PROPN
gs-3894	77	10	ქსელური	ქსელური	PROPN
gs-3894	77	11	შეტევების	შეტევების	PROPN
gs-3894	77	12	აღმოჩენის	აღმოჩენის	PROPN
gs-3894	77	13	არსებული	არსებული	PROPN
gs-3894	77	14	მეთოდების	მეთოდების	PROPN
gs-3894	77	15	მიმოხილვა	მიმოხილვა	NOUN
gs-3894	77	16	და	და	NOUN
gs-3894	77	17	ანალიზი.	ანალიზი.	NOUN
gs-3894	77	18	საქართველოს	საქართველოს	NOUN
gs-3894	77	19	ტექნიკური	ტექნიკური	NOUN
gs-3894	77	20	უნივერსიტეტის	უნივერსიტეტის	NOUN
gs-3894	77	21	საერთაშორისო	საერთაშორისო	PROPN
gs-3894	77	22	სამეცნიერო-პრაქტიკული	სამეცნიერო-პრაქტიკული	PROPN
gs-3894	77	23	კონფერენცია	კონფერენცია	VERB
gs-3894	77	24	"	"	PUNCT
gs-3894	77	25	თანამედროვე	თანამედროვე	PROPN
gs-3894	77	26	გამოწვევები	გამოწვევები	VERB
gs-3894	77	27	და	და	NOUN
gs-3894	77	28	მიღწევები	მიღწევები	NOUN
gs-3894	77	29	ინფორმაციულ	ინფორმაციულ	NOUN
gs-3894	77	30	ტექნოლოგიებში	ტექნოლოგიებში	NOUN
gs-3894	77	31	2023	2023	NUM
gs-3894	77	32	“	"	PUNCT
gs-3894	77	33	,	,	PUNCT
gs-3894	77	34	საქართველო	საქართველო	PROPN
gs-3894	77	35	,	,	PUNCT
gs-3894	77	36	თბილისი	თბილისი	PROPN
gs-3894	77	37	,	,	PUNCT
gs-3894	77	38	12	12	NUM
gs-3894	77	39	-	-	SYM
gs-3894	77	40	13	13	NUM
gs-3894	77	41	ოქტომბერი	ოქტომბერი	NOUN
gs-3894	77	42	,	,	PUNCT
gs-3894	77	43	2023	2023	NUM
gs-3894	77	44	წელი.	წელი.	ADJ