id	sid	tid	token	lemma	pos
american_scientific_journal-11400	1	1	american	american	PROPN
american_scientific_journal-11400	1	2	academic	academic	ADJ
american_scientific_journal-11400	1	3	scientific	scientific	ADJ
american_scientific_journal-11400	1	4	research	research	NOUN
american_scientific_journal-11400	1	5	journal	journal	NOUN
american_scientific_journal-11400	1	6	for	for	ADP
american_scientific_journal-11400	1	7	engineering	engineering	NOUN
american_scientific_journal-11400	1	8	,	,	PUNCT
american_scientific_journal-11400	1	9	technology	technology	NOUN
american_scientific_journal-11400	1	10	,	,	PUNCT
american_scientific_journal-11400	1	11	and	and	CCONJ
american_scientific_journal-11400	1	12	sciences	sciences	PROPN
american_scientific_journal-11400	1	13	issn	issn	PROPN
american_scientific_journal-11400	1	14	(	(	PUNCT
american_scientific_journal-11400	1	15	print	print	NOUN
american_scientific_journal-11400	1	16	)	)	PUNCT
american_scientific_journal-11400	1	17	2313	2313	NUM
american_scientific_journal-11400	1	18	-	-	SYM
american_scientific_journal-11400	1	19	4410	4410	NUM
american_scientific_journal-11400	1	20	,	,	PUNCT
american_scientific_journal-11400	1	21	issn	issn	PROPN
american_scientific_journal-11400	1	22	(	(	PUNCT
american_scientific_journal-11400	1	23	online	online	ADJ
american_scientific_journal-11400	1	24	)	)	PUNCT
american_scientific_journal-11400	1	25	2313	2313	NUM
american_scientific_journal-11400	1	26	-	-	SYM
american_scientific_journal-11400	1	27	4402	4402	NUM
american_scientific_journal-11400	1	28	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11400	1	29	using	use	VERB
american_scientific_journal-11400	1	30	ai	ai	NOUN
american_scientific_journal-11400	1	31	and	and	CCONJ
american_scientific_journal-11400	1	32	machine	machine	NOUN
american_scientific_journal-11400	1	33	learning	learn	VERB
american_scientific_journal-11400	1	34	in	in	ADP
american_scientific_journal-11400	1	35	qa	qa	PROPN
american_scientific_journal-11400	1	36	testing	testing	NOUN
american_scientific_journal-11400	1	37	nikita	nikita	PROPN
american_scientific_journal-11400	1	38	klimov	klimov	PROPN
american_scientific_journal-11400	2	1	a	a	PROPN
american_scientific_journal-11400	2	2	*	*	PUNCT
american_scientific_journal-11400	2	3	a	a	DET
american_scientific_journal-11400	2	4	senior	senior	ADJ
american_scientific_journal-11400	2	5	qa	qa	PROPN
american_scientific_journal-11400	2	6	/	/	SYM
american_scientific_journal-11400	2	7	qc	qc	PROPN
american_scientific_journal-11400	2	8	engineer	engineer	NOUN
american_scientific_journal-11400	2	9	in	in	ADP
american_scientific_journal-11400	2	10	adp	adp	PROPN
american_scientific_journal-11400	2	11	inc.miami	inc.miami	PROPN
american_scientific_journal-11400	2	12	,	,	PUNCT
american_scientific_journal-11400	2	13	united	united	PROPN
american_scientific_journal-11400	2	14	states	states	PROPN
american_scientific_journal-11400	2	15	abstract	abstract	VERB
american_scientific_journal-11400	2	16	the	the	DET
american_scientific_journal-11400	2	17	article	article	NOUN
american_scientific_journal-11400	2	18	will	will	AUX
american_scientific_journal-11400	2	19	consider	consider	VERB
american_scientific_journal-11400	2	20	the	the	DET
american_scientific_journal-11400	2	21	possibilities	possibility	NOUN
american_scientific_journal-11400	2	22	of	of	ADP
american_scientific_journal-11400	2	23	using	use	VERB
american_scientific_journal-11400	2	24	artificial	artificial	ADJ
american_scientific_journal-11400	2	25	intelligence	intelligence	NOUN
american_scientific_journal-11400	2	26	(	(	PUNCT
american_scientific_journal-11400	2	27	ai	ai	NOUN
american_scientific_journal-11400	2	28	)	)	PUNCT
american_scientific_journal-11400	2	29	and	and	CCONJ
american_scientific_journal-11400	2	30	machine	machine	NOUN
american_scientific_journal-11400	2	31	learning	learning	NOUN
american_scientific_journal-11400	2	32	(	(	PUNCT
american_scientific_journal-11400	2	33	ml	ml	NOUN
american_scientific_journal-11400	2	34	)	)	PUNCT
american_scientific_journal-11400	2	35	technologies	technology	NOUN
american_scientific_journal-11400	2	36	in	in	ADP
american_scientific_journal-11400	2	37	the	the	DET
american_scientific_journal-11400	2	38	field	field	NOUN
american_scientific_journal-11400	2	39	of	of	ADP
american_scientific_journal-11400	2	40	software	software	NOUN
american_scientific_journal-11400	2	41	quality	quality	NOUN
american_scientific_journal-11400	2	42	control	control	NOUN
american_scientific_journal-11400	2	43	due	due	ADP
american_scientific_journal-11400	2	44	to	to	ADP
american_scientific_journal-11400	2	45	the	the	DET
american_scientific_journal-11400	2	46	fact	fact	NOUN
american_scientific_journal-11400	2	47	that	that	SCONJ
american_scientific_journal-11400	2	48	they	they	PRON
american_scientific_journal-11400	2	49	are	be	AUX
american_scientific_journal-11400	2	50	able	able	ADJ
american_scientific_journal-11400	2	51	to	to	PART
american_scientific_journal-11400	2	52	change	change	VERB
american_scientific_journal-11400	2	53	the	the	DET
american_scientific_journal-11400	2	54	usual	usual	ADJ
american_scientific_journal-11400	2	55	approaches	approach	NOUN
american_scientific_journal-11400	2	56	to	to	ADP
american_scientific_journal-11400	2	57	testing	testing	NOUN
american_scientific_journal-11400	2	58	due	due	ADP
american_scientific_journal-11400	2	59	to	to	ADP
american_scientific_journal-11400	2	60	their	their	PRON
american_scientific_journal-11400	2	61	abilities	ability	NOUN
american_scientific_journal-11400	2	62	.	.	PUNCT
american_scientific_journal-11400	3	1	methods	method	NOUN
american_scientific_journal-11400	3	2	of	of	ADP
american_scientific_journal-11400	3	3	using	use	VERB
american_scientific_journal-11400	3	4	ai	ai	NOUN
american_scientific_journal-11400	3	5	and	and	CCONJ
american_scientific_journal-11400	3	6	ml	ml	NOUN
american_scientific_journal-11400	3	7	to	to	PART
american_scientific_journal-11400	3	8	increase	increase	VERB
american_scientific_journal-11400	3	9	the	the	DET
american_scientific_journal-11400	3	10	effectiveness	effectiveness	NOUN
american_scientific_journal-11400	3	11	of	of	ADP
american_scientific_journal-11400	3	12	quality	quality	NOUN
american_scientific_journal-11400	3	13	assurance	assurance	NOUN
american_scientific_journal-11400	3	14	(	(	PUNCT
american_scientific_journal-11400	3	15	qa	qa	NOUN
american_scientific_journal-11400	3	16	)	)	PUNCT
american_scientific_journal-11400	3	17	will	will	AUX
american_scientific_journal-11400	3	18	be	be	AUX
american_scientific_journal-11400	3	19	considered	consider	VERB
american_scientific_journal-11400	3	20	:	:	PUNCT
american_scientific_journal-11400	3	21	automation	automation	NOUN
american_scientific_journal-11400	3	22	of	of	ADP
american_scientific_journal-11400	3	23	tests	test	NOUN
american_scientific_journal-11400	3	24	,	,	PUNCT
american_scientific_journal-11400	3	25	detection	detection	NOUN
american_scientific_journal-11400	3	26	of	of	ADP
american_scientific_journal-11400	3	27	defects	defect	NOUN
american_scientific_journal-11400	3	28	,	,	PUNCT
american_scientific_journal-11400	3	29	prediction	prediction	NOUN
american_scientific_journal-11400	3	30	of	of	ADP
american_scientific_journal-11400	3	31	anomalies	anomaly	NOUN
american_scientific_journal-11400	3	32	.	.	PUNCT
american_scientific_journal-11400	4	1	the	the	DET
american_scientific_journal-11400	4	2	methodology	methodology	NOUN
american_scientific_journal-11400	4	3	is	be	AUX
american_scientific_journal-11400	4	4	based	base	VERB
american_scientific_journal-11400	4	5	on	on	ADP
american_scientific_journal-11400	4	6	the	the	DET
american_scientific_journal-11400	4	7	analysis	analysis	NOUN
american_scientific_journal-11400	4	8	of	of	ADP
american_scientific_journal-11400	4	9	scientific	scientific	ADJ
american_scientific_journal-11400	4	10	papers	paper	NOUN
american_scientific_journal-11400	4	11	,	,	PUNCT
american_scientific_journal-11400	4	12	which	which	PRON
american_scientific_journal-11400	4	13	will	will	AUX
american_scientific_journal-11400	4	14	describe	describe	VERB
american_scientific_journal-11400	4	15	achievements	achievement	NOUN
american_scientific_journal-11400	4	16	in	in	ADP
american_scientific_journal-11400	4	17	the	the	DET
american_scientific_journal-11400	4	18	application	application	NOUN
american_scientific_journal-11400	4	19	of	of	ADP
american_scientific_journal-11400	4	20	these	these	DET
american_scientific_journal-11400	4	21	technologies	technology	NOUN
american_scientific_journal-11400	4	22	during	during	ADP
american_scientific_journal-11400	4	23	qa	qa	PROPN
american_scientific_journal-11400	4	24	,	,	PUNCT
american_scientific_journal-11400	4	25	including	include	VERB
american_scientific_journal-11400	4	26	adaptive	adaptive	ADJ
american_scientific_journal-11400	4	27	algorithms	algorithm	NOUN
american_scientific_journal-11400	4	28	that	that	PRON
american_scientific_journal-11400	4	29	automatically	automatically	ADV
american_scientific_journal-11400	4	30	generate	generate	VERB
american_scientific_journal-11400	4	31	tests	test	NOUN
american_scientific_journal-11400	4	32	,	,	PUNCT
american_scientific_journal-11400	4	33	clustering	cluster	VERB
american_scientific_journal-11400	4	34	methods	method	NOUN
american_scientific_journal-11400	4	35	that	that	PRON
american_scientific_journal-11400	4	36	systematize	systematize	VERB
american_scientific_journal-11400	4	37	errors	error	NOUN
american_scientific_journal-11400	4	38	,	,	PUNCT
american_scientific_journal-11400	4	39	and	and	CCONJ
american_scientific_journal-11400	4	40	big	big	ADJ
american_scientific_journal-11400	4	41	data	datum	NOUN
american_scientific_journal-11400	4	42	analysis	analysis	NOUN
american_scientific_journal-11400	4	43	that	that	PRON
american_scientific_journal-11400	4	44	allows	allow	VERB
american_scientific_journal-11400	4	45	predicting	predict	VERB
american_scientific_journal-11400	4	46	defects	defect	NOUN
american_scientific_journal-11400	4	47	.	.	PUNCT
american_scientific_journal-11400	5	1	as	as	ADP
american_scientific_journal-11400	5	2	part	part	NOUN
american_scientific_journal-11400	5	3	of	of	ADP
american_scientific_journal-11400	5	4	the	the	DET
american_scientific_journal-11400	5	5	work	work	NOUN
american_scientific_journal-11400	5	6	,	,	PUNCT
american_scientific_journal-11400	5	7	examples	example	NOUN
american_scientific_journal-11400	5	8	of	of	ADP
american_scientific_journal-11400	5	9	organizations	organization	NOUN
american_scientific_journal-11400	5	10	that	that	PRON
american_scientific_journal-11400	5	11	demonstrate	demonstrate	VERB
american_scientific_journal-11400	5	12	comparing	compare	VERB
american_scientific_journal-11400	5	13	user	user	NOUN
american_scientific_journal-11400	5	14	interface	interface	NOUN
american_scientific_journal-11400	5	15	testing	testing	NOUN
american_scientific_journal-11400	5	16	using	use	VERB
american_scientific_journal-11400	5	17	a	a	DET
american_scientific_journal-11400	5	18	manual	manual	ADJ
american_scientific_journal-11400	5	19	method	method	NOUN
american_scientific_journal-11400	5	20	and	and	CCONJ
american_scientific_journal-11400	5	21	automated	automate	VERB
american_scientific_journal-11400	5	22	regression	regression	NOUN
american_scientific_journal-11400	5	23	tests	test	NOUN
american_scientific_journal-11400	5	24	will	will	AUX
american_scientific_journal-11400	5	25	also	also	ADV
american_scientific_journal-11400	5	26	be	be	AUX
american_scientific_journal-11400	5	27	considered	consider	VERB
american_scientific_journal-11400	5	28	.	.	PUNCT
american_scientific_journal-11400	6	1	the	the	DET
american_scientific_journal-11400	6	2	data	datum	NOUN
american_scientific_journal-11400	6	3	obtained	obtain	VERB
american_scientific_journal-11400	6	4	show	show	VERB
american_scientific_journal-11400	6	5	a	a	DET
american_scientific_journal-11400	6	6	decrease	decrease	NOUN
american_scientific_journal-11400	6	7	in	in	ADP
american_scientific_journal-11400	6	8	the	the	DET
american_scientific_journal-11400	6	9	time	time	NOUN
american_scientific_journal-11400	6	10	spent	spend	VERB
american_scientific_journal-11400	6	11	on	on	ADP
american_scientific_journal-11400	6	12	testing	testing	NOUN
american_scientific_journal-11400	6	13	,	,	PUNCT
american_scientific_journal-11400	6	14	a	a	DET
american_scientific_journal-11400	6	15	decrease	decrease	NOUN
american_scientific_journal-11400	6	16	in	in	ADP
american_scientific_journal-11400	6	17	the	the	DET
american_scientific_journal-11400	6	18	probability	probability	NOUN
american_scientific_journal-11400	6	19	of	of	ADP
american_scientific_journal-11400	6	20	missing	miss	VERB
american_scientific_journal-11400	6	21	errors	error	NOUN
american_scientific_journal-11400	6	22	,	,	PUNCT
american_scientific_journal-11400	6	23	and	and	CCONJ
american_scientific_journal-11400	6	24	an	an	DET
american_scientific_journal-11400	6	25	improvement	improvement	NOUN
american_scientific_journal-11400	6	26	in	in	ADP
american_scientific_journal-11400	6	27	the	the	DET
american_scientific_journal-11400	6	28	quality	quality	NOUN
american_scientific_journal-11400	6	29	of	of	ADP
american_scientific_journal-11400	6	30	processes	process	NOUN
american_scientific_journal-11400	6	31	.	.	PUNCT
american_scientific_journal-11400	7	1	the	the	DET
american_scientific_journal-11400	7	2	information	information	NOUN
american_scientific_journal-11400	7	3	in	in	ADP
american_scientific_journal-11400	7	4	the	the	DET
american_scientific_journal-11400	7	5	work	work	NOUN
american_scientific_journal-11400	7	6	will	will	AUX
american_scientific_journal-11400	7	7	be	be	AUX
american_scientific_journal-11400	7	8	useful	useful	ADJ
american_scientific_journal-11400	7	9	to	to	ADP
american_scientific_journal-11400	7	10	quality	quality	NOUN
american_scientific_journal-11400	7	11	specialists	specialist	NOUN
american_scientific_journal-11400	7	12	,	,	PUNCT
american_scientific_journal-11400	7	13	developers	developer	NOUN
american_scientific_journal-11400	7	14	,	,	PUNCT
american_scientific_journal-11400	7	15	and	and	CCONJ
american_scientific_journal-11400	7	16	ai	ai	AUX
american_scientific_journal-11400	7	17	researchers	researcher	NOUN
american_scientific_journal-11400	7	18	working	work	VERB
american_scientific_journal-11400	7	19	on	on	ADP
american_scientific_journal-11400	7	20	optimizing	optimize	VERB
american_scientific_journal-11400	7	21	testing	testing	NOUN
american_scientific_journal-11400	7	22	.	.	PUNCT
american_scientific_journal-11400	8	1	in	in	ADP
american_scientific_journal-11400	8	2	conclusion	conclusion	NOUN
american_scientific_journal-11400	8	3	,	,	PUNCT
american_scientific_journal-11400	8	4	the	the	DET
american_scientific_journal-11400	8	5	article	article	NOUN
american_scientific_journal-11400	8	6	notes	note	VERB
american_scientific_journal-11400	8	7	the	the	DET
american_scientific_journal-11400	8	8	success	success	NOUN
american_scientific_journal-11400	8	9	of	of	ADP
american_scientific_journal-11400	8	10	applying	apply	VERB
american_scientific_journal-11400	8	11	such	such	ADJ
american_scientific_journal-11400	8	12	technological	technological	ADJ
american_scientific_journal-11400	8	13	solutions	solution	NOUN
american_scientific_journal-11400	8	14	in	in	ADP
american_scientific_journal-11400	8	15	achieving	achieve	VERB
american_scientific_journal-11400	8	16	qa	qa	PROPN
american_scientific_journal-11400	8	17	goals	goal	NOUN
american_scientific_journal-11400	8	18	.	.	PUNCT
american_scientific_journal-11400	9	1	keywords	keyword	NOUN
american_scientific_journal-11400	9	2	:	:	PUNCT
american_scientific_journal-11400	9	3	artificial	artificial	ADJ
american_scientific_journal-11400	9	4	intelligence	intelligence	NOUN
american_scientific_journal-11400	9	5	,	,	PUNCT
american_scientific_journal-11400	9	6	machine	machine	NOUN
american_scientific_journal-11400	9	7	learning	learning	NOUN
american_scientific_journal-11400	9	8	,	,	PUNCT
american_scientific_journal-11400	9	9	qa	qa	PROPN
american_scientific_journal-11400	9	10	testing	testing	NOUN
american_scientific_journal-11400	9	11	,	,	PUNCT
american_scientific_journal-11400	9	12	automation	automation	NOUN
american_scientific_journal-11400	9	13	,	,	PUNCT
american_scientific_journal-11400	9	14	defect	defect	ADJ
american_scientific_journal-11400	9	15	prediction	prediction	NOUN
american_scientific_journal-11400	9	16	,	,	PUNCT
american_scientific_journal-11400	9	17	anomaly	anomaly	NOUN
american_scientific_journal-11400	9	18	analysis	analysis	NOUN
american_scientific_journal-11400	9	19	.	.	PUNCT
american_scientific_journal-11400	10	1	1	1	X
american_scientific_journal-11400	10	2	.	.	X
american_scientific_journal-11400	10	3	introduction	introduction	NOUN
american_scientific_journal-11400	10	4	in	in	ADP
american_scientific_journal-11400	10	5	the	the	DET
american_scientific_journal-11400	10	6	context	context	NOUN
american_scientific_journal-11400	10	7	of	of	ADP
american_scientific_journal-11400	10	8	evolving	evolve	VERB
american_scientific_journal-11400	10	9	realities	reality	NOUN
american_scientific_journal-11400	10	10	,	,	PUNCT
american_scientific_journal-11400	10	11	the	the	DET
american_scientific_journal-11400	10	12	process	process	NOUN
american_scientific_journal-11400	10	13	of	of	ADP
american_scientific_journal-11400	10	14	software	software	NOUN
american_scientific_journal-11400	10	15	development	development	NOUN
american_scientific_journal-11400	10	16	is	be	AUX
american_scientific_journal-11400	10	17	being	be	AUX
american_scientific_journal-11400	10	18	reshaped	reshape	VERB
american_scientific_journal-11400	10	19	by	by	ADP
american_scientific_journal-11400	10	20	the	the	DET
american_scientific_journal-11400	10	21	capabilities	capability	NOUN
american_scientific_journal-11400	10	22	provided	provide	VERB
american_scientific_journal-11400	10	23	by	by	ADP
american_scientific_journal-11400	10	24	ai	ai	PROPN
american_scientific_journal-11400	10	25	and	and	CCONJ
american_scientific_journal-11400	10	26	ml	ml	NOUN
american_scientific_journal-11400	10	27	.	.	PUNCT
american_scientific_journal-11400	11	1	the	the	DET
american_scientific_journal-11400	11	2	task	task	NOUN
american_scientific_journal-11400	11	3	is	be	AUX
american_scientific_journal-11400	11	4	not	not	PART
american_scientific_journal-11400	11	5	merely	merely	ADV
american_scientific_journal-11400	11	6	to	to	PART
american_scientific_journal-11400	11	7	accelerate	accelerate	VERB
american_scientific_journal-11400	11	8	or	or	CCONJ
american_scientific_journal-11400	11	9	automate	automate	NOUN
american_scientific_journal-11400	11	10	testing	testing	NOUN
american_scientific_journal-11400	11	11	but	but	CCONJ
american_scientific_journal-11400	11	12	to	to	PART
american_scientific_journal-11400	11	13	provide	provide	VERB
american_scientific_journal-11400	11	14	adaptive	adaptive	ADJ
american_scientific_journal-11400	11	15	mechanisms	mechanism	NOUN
american_scientific_journal-11400	11	16	for	for	ADP
american_scientific_journal-11400	11	17	comprehensive	comprehensive	ADJ
american_scientific_journal-11400	11	18	analysis	analysis	NOUN
american_scientific_journal-11400	11	19	and	and	CCONJ
american_scientific_journal-11400	11	20	defect	defect	NOUN
american_scientific_journal-11400	11	21	prediction	prediction	NOUN
american_scientific_journal-11400	11	22	.	.	PUNCT
american_scientific_journal-11400	12	1	traditional	traditional	ADJ
american_scientific_journal-11400	12	2	testing	testing	NOUN
american_scientific_journal-11400	12	3	approaches	approach	NOUN
american_scientific_journal-11400	12	4	currently	currently	ADV
american_scientific_journal-11400	12	5	reveal	reveal	VERB
american_scientific_journal-11400	12	6	several	several	ADJ
american_scientific_journal-11400	12	7	vulnerabilities	vulnerability	NOUN
american_scientific_journal-11400	12	8	,	,	PUNCT
american_scientific_journal-11400	12	9	especially	especially	ADV
american_scientific_journal-11400	12	10	as	as	SCONJ
american_scientific_journal-11400	12	11	software	software	NOUN
american_scientific_journal-11400	12	12	architectures	architecture	NOUN
american_scientific_journal-11400	12	13	scale	scale	NOUN
american_scientific_journal-11400	12	14	and	and	CCONJ
american_scientific_journal-11400	12	15	become	become	VERB
american_scientific_journal-11400	12	16	more	more	ADV
american_scientific_journal-11400	12	17	complex	complex	ADJ
american_scientific_journal-11400	12	18	.	.	PUNCT
american_scientific_journal-11400	13	1	firstly	firstly	ADV
american_scientific_journal-11400	13	2	,	,	PUNCT
american_scientific_journal-11400	13	3	they	they	PRON
american_scientific_journal-11400	13	4	exhibit	exhibit	VERB
american_scientific_journal-11400	13	5	limited	limited	ADJ
american_scientific_journal-11400	13	6	flexibility	flexibility	NOUN
american_scientific_journal-11400	13	7	in	in	ADP
american_scientific_journal-11400	13	8	adapting	adapt	VERB
american_scientific_journal-11400	13	9	to	to	PART
american_scientific_journal-11400	13	10	dynamically	dynamically	ADV
american_scientific_journal-11400	13	11	changing	change	VERB
american_scientific_journal-11400	13	12	parameters	parameter	NOUN
american_scientific_journal-11400	13	13	and	and	CCONJ
american_scientific_journal-11400	13	14	interactions	interaction	NOUN
american_scientific_journal-11400	13	15	within	within	ADP
american_scientific_journal-11400	13	16	complex	complex	ADJ
american_scientific_journal-11400	13	17	systems	system	NOUN
american_scientific_journal-11400	13	18	.	.	PUNCT
american_scientific_journal-11400	14	1	secondly	secondly	ADV
american_scientific_journal-11400	14	2	,	,	PUNCT
american_scientific_journal-11400	14	3	the	the	DET
american_scientific_journal-11400	14	4	human	human	ADJ
american_scientific_journal-11400	14	5	factor	factor	NOUN
american_scientific_journal-11400	14	6	introduces	introduce	VERB
american_scientific_journal-11400	14	7	a	a	DET
american_scientific_journal-11400	14	8	risk	risk	NOUN
american_scientific_journal-11400	14	9	of	of	ADP
american_scientific_journal-11400	14	10	oversights	oversight	NOUN
american_scientific_journal-11400	14	11	and	and	CCONJ
american_scientific_journal-11400	14	12	leads	lead	VERB
american_scientific_journal-11400	14	13	to	to	ADP
american_scientific_journal-11400	14	14	excessive	excessive	ADJ
american_scientific_journal-11400	14	15	costs	cost	NOUN
american_scientific_journal-11400	14	16	associated	associate	VERB
american_scientific_journal-11400	14	17	with	with	ADP
american_scientific_journal-11400	14	18	routine	routine	ADJ
american_scientific_journal-11400	14	19	processes	process	NOUN
american_scientific_journal-11400	14	20	.	.	PUNCT
american_scientific_journal-11400	15	1	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11400	15	2	received	receive	VERB
american_scientific_journal-11400	15	3	:	:	PUNCT
american_scientific_journal-11400	15	4	4/18/2023	4/18/2023	NUM
american_scientific_journal-11400	15	5	published	publish	VERB
american_scientific_journal-11400	15	6	:	:	PUNCT
american_scientific_journal-11400	15	7	4/18/2023	4/18/2023	NUM
american_scientific_journal-11400	15	8	-----------------------------------------------------------------------	-----------------------------------------------------------------------	PUNCT
american_scientific_journal-11400	15	9	*	*	PUNCT
american_scientific_journal-11400	15	10	corresponding	correspond	VERB
american_scientific_journal-11400	15	11	author	author	NOUN
american_scientific_journal-11400	15	12	.	.	PUNCT
american_scientific_journal-11400	16	1	https://asrjetsjournal.org/index.php/american_scientific_journal/index	https://asrjetsjournal.org/index.php/american_scientific_journal/index	NOUN
american_scientific_journal-11400	16	2	american	american	PROPN
american_scientific_journal-11400	16	3	academic	academic	PROPN
american_scientific_journal-11400	16	4	scientific	scientific	ADJ
american_scientific_journal-11400	16	5	research	research	NOUN
american_scientific_journal-11400	16	6	journal	journal	NOUN
american_scientific_journal-11400	16	7	for	for	ADP
american_scientific_journal-11400	16	8	engineering	engineering	NOUN
american_scientific_journal-11400	16	9	,	,	PUNCT
american_scientific_journal-11400	16	10	technology	technology	NOUN
american_scientific_journal-11400	16	11	,	,	PUNCT
american_scientific_journal-11400	16	12	and	and	CCONJ
american_scientific_journal-11400	16	13	sciences	science	NOUN
american_scientific_journal-11400	16	14	(	(	PUNCT
american_scientific_journal-11400	16	15	asrjets	asrjet	NOUN
american_scientific_journal-11400	16	16	)	)	PUNCT
american_scientific_journal-11400	16	17	volume	volume	NOUN
american_scientific_journal-11400	16	18	101	101	NUM
american_scientific_journal-11400	16	19	,	,	PUNCT
american_scientific_journal-11400	16	20	no	no	DET
american_scientific_journal-11400	16	21	1	1	NUM
american_scientific_journal-11400	16	22	,	,	PUNCT
american_scientific_journal-11400	16	23	pp	pp	ADV
american_scientific_journal-11400	16	24	109	109	NUM
american_scientific_journal-11400	16	25	-	-	SYM
american_scientific_journal-11400	16	26	115	115	NUM
american_scientific_journal-11400	16	27	110	110	NUM
american_scientific_journal-11400	16	28	a	a	DET
american_scientific_journal-11400	16	29	significant	significant	ADJ
american_scientific_journal-11400	16	30	portion	portion	NOUN
american_scientific_journal-11400	16	31	of	of	ADP
american_scientific_journal-11400	16	32	repetitive	repetitive	ADJ
american_scientific_journal-11400	16	33	tasks	task	NOUN
american_scientific_journal-11400	16	34	,	,	PUNCT
american_scientific_journal-11400	16	35	such	such	ADJ
american_scientific_journal-11400	16	36	as	as	ADP
american_scientific_journal-11400	16	37	regression	regression	NOUN
american_scientific_journal-11400	16	38	testing	testing	NOUN
american_scientific_journal-11400	16	39	,	,	PUNCT
american_scientific_journal-11400	16	40	consumes	consume	VERB
american_scientific_journal-11400	16	41	the	the	DET
american_scientific_journal-11400	16	42	time	time	NOUN
american_scientific_journal-11400	16	43	of	of	ADP
american_scientific_journal-11400	16	44	specialists	specialist	NOUN
american_scientific_journal-11400	16	45	,	,	PUNCT
american_scientific_journal-11400	16	46	making	make	VERB
american_scientific_journal-11400	16	47	them	they	PRON
american_scientific_journal-11400	16	48	susceptible	susceptible	ADJ
american_scientific_journal-11400	16	49	to	to	ADP
american_scientific_journal-11400	16	50	errors	error	NOUN
american_scientific_journal-11400	16	51	.	.	PUNCT
american_scientific_journal-11400	17	1	thus	thus	ADV
american_scientific_journal-11400	17	2	,	,	PUNCT
american_scientific_journal-11400	17	3	the	the	DET
american_scientific_journal-11400	17	4	application	application	NOUN
american_scientific_journal-11400	17	5	of	of	ADP
american_scientific_journal-11400	17	6	ai	ai	NOUN
american_scientific_journal-11400	17	7	and	and	CCONJ
american_scientific_journal-11400	17	8	ml	ml	NOUN
american_scientific_journal-11400	17	9	in	in	ADP
american_scientific_journal-11400	17	10	qa	qa	PROPN
american_scientific_journal-11400	17	11	enhances	enhance	VERB
american_scientific_journal-11400	17	12	the	the	DET
american_scientific_journal-11400	17	13	accuracy	accuracy	NOUN
american_scientific_journal-11400	17	14	of	of	ADP
american_scientific_journal-11400	17	15	testing	testing	NOUN
american_scientific_journal-11400	17	16	.	.	PUNCT
american_scientific_journal-11400	18	1	these	these	DET
american_scientific_journal-11400	18	2	algorithms	algorithm	NOUN
american_scientific_journal-11400	18	3	are	be	AUX
american_scientific_journal-11400	18	4	capable	capable	ADJ
american_scientific_journal-11400	18	5	of	of	ADP
american_scientific_journal-11400	18	6	analyzing	analyze	VERB
american_scientific_journal-11400	18	7	large	large	ADJ
american_scientific_journal-11400	18	8	datasets	dataset	NOUN
american_scientific_journal-11400	18	9	,	,	PUNCT
american_scientific_journal-11400	18	10	recognizing	recognize	VERB
american_scientific_journal-11400	18	11	patterns	pattern	NOUN
american_scientific_journal-11400	18	12	,	,	PUNCT
american_scientific_journal-11400	18	13	and	and	CCONJ
american_scientific_journal-11400	18	14	predicting	predict	VERB
american_scientific_journal-11400	18	15	defects	defect	NOUN
american_scientific_journal-11400	18	16	,	,	PUNCT
american_scientific_journal-11400	18	17	thereby	thereby	ADV
american_scientific_journal-11400	18	18	minimizing	minimize	VERB
american_scientific_journal-11400	18	19	the	the	DET
american_scientific_journal-11400	18	20	likelihood	likelihood	NOUN
american_scientific_journal-11400	18	21	of	of	ADP
american_scientific_journal-11400	18	22	oversights	oversight	NOUN
american_scientific_journal-11400	18	23	.	.	PUNCT
american_scientific_journal-11400	19	1	such	such	ADJ
american_scientific_journal-11400	19	2	methods	method	NOUN
american_scientific_journal-11400	19	3	accelerate	accelerate	VERB
american_scientific_journal-11400	19	4	the	the	DET
american_scientific_journal-11400	19	5	testing	testing	NOUN
american_scientific_journal-11400	19	6	process	process	NOUN
american_scientific_journal-11400	19	7	and	and	CCONJ
american_scientific_journal-11400	19	8	make	make	VERB
american_scientific_journal-11400	19	9	it	it	PRON
american_scientific_journal-11400	19	10	more	more	ADV
american_scientific_journal-11400	19	11	cost	cost	NOUN
american_scientific_journal-11400	19	12	-	-	PUNCT
american_scientific_journal-11400	19	13	effective	effective	ADJ
american_scientific_journal-11400	19	14	.	.	PUNCT
american_scientific_journal-11400	20	1	conversely	conversely	ADV
american_scientific_journal-11400	20	2	,	,	PUNCT
american_scientific_journal-11400	20	3	approaches	approach	NOUN
american_scientific_journal-11400	20	4	based	base	VERB
american_scientific_journal-11400	20	5	on	on	ADP
american_scientific_journal-11400	20	6	rigidly	rigidly	ADV
american_scientific_journal-11400	20	7	fixed	fix	VERB
american_scientific_journal-11400	20	8	test	test	NOUN
american_scientific_journal-11400	20	9	scenarios	scenario	NOUN
american_scientific_journal-11400	20	10	do	do	AUX
american_scientific_journal-11400	20	11	not	not	PART
american_scientific_journal-11400	20	12	account	account	VERB
american_scientific_journal-11400	20	13	for	for	ADP
american_scientific_journal-11400	20	14	stochastic	stochastic	ADJ
american_scientific_journal-11400	20	15	changes	change	NOUN
american_scientific_journal-11400	20	16	,	,	PUNCT
american_scientific_journal-11400	20	17	such	such	ADJ
american_scientific_journal-11400	20	18	as	as	ADP
american_scientific_journal-11400	20	19	variability	variability	NOUN
american_scientific_journal-11400	20	20	or	or	CCONJ
american_scientific_journal-11400	20	21	dependencies	dependency	NOUN
american_scientific_journal-11400	20	22	between	between	ADP
american_scientific_journal-11400	20	23	systems	system	NOUN
american_scientific_journal-11400	20	24	,	,	PUNCT
american_scientific_journal-11400	20	25	thereby	thereby	ADV
american_scientific_journal-11400	20	26	limiting	limit	VERB
american_scientific_journal-11400	20	27	the	the	DET
american_scientific_journal-11400	20	28	ability	ability	NOUN
american_scientific_journal-11400	20	29	to	to	PART
american_scientific_journal-11400	20	30	timely	timely	ADV
american_scientific_journal-11400	20	31	detect	detect	VERB
american_scientific_journal-11400	20	32	hidden	hide	VERB
american_scientific_journal-11400	20	33	defects	defect	NOUN
american_scientific_journal-11400	20	34	and	and	CCONJ
american_scientific_journal-11400	20	35	deviations	deviation	NOUN
american_scientific_journal-11400	20	36	[	[	X
american_scientific_journal-11400	20	37	2	2	NUM
american_scientific_journal-11400	20	38	]	]	PUNCT
american_scientific_journal-11400	20	39	.	.	PUNCT
american_scientific_journal-11400	21	1	the	the	DET
american_scientific_journal-11400	21	2	relevance	relevance	NOUN
american_scientific_journal-11400	21	3	of	of	ADP
american_scientific_journal-11400	21	4	this	this	DET
american_scientific_journal-11400	21	5	topic	topic	NOUN
american_scientific_journal-11400	21	6	has	have	AUX
american_scientific_journal-11400	21	7	grown	grow	VERB
american_scientific_journal-11400	21	8	alongside	alongside	ADP
american_scientific_journal-11400	21	9	the	the	DET
american_scientific_journal-11400	21	10	increasing	increase	VERB
american_scientific_journal-11400	21	11	number	number	NOUN
american_scientific_journal-11400	21	12	of	of	ADP
american_scientific_journal-11400	21	13	products	product	NOUN
american_scientific_journal-11400	21	14	incorporating	incorporate	VERB
american_scientific_journal-11400	21	15	ai	ai	INTJ
american_scientific_journal-11400	21	16	and	and	CCONJ
american_scientific_journal-11400	21	17	ml	ml	NOUN
american_scientific_journal-11400	21	18	components	component	NOUN
american_scientific_journal-11400	21	19	,	,	PUNCT
american_scientific_journal-11400	21	20	which	which	PRON
american_scientific_journal-11400	21	21	require	require	VERB
american_scientific_journal-11400	21	22	particularly	particularly	ADV
american_scientific_journal-11400	21	23	thorough	thorough	ADJ
american_scientific_journal-11400	21	24	testing	testing	NOUN
american_scientific_journal-11400	21	25	to	to	PART
american_scientific_journal-11400	21	26	ensure	ensure	VERB
american_scientific_journal-11400	21	27	reliability	reliability	NOUN
american_scientific_journal-11400	21	28	,	,	PUNCT
american_scientific_journal-11400	21	29	safety	safety	NOUN
american_scientific_journal-11400	21	30	,	,	PUNCT
american_scientific_journal-11400	21	31	and	and	CCONJ
american_scientific_journal-11400	21	32	compliance	compliance	NOUN
american_scientific_journal-11400	21	33	with	with	ADP
american_scientific_journal-11400	21	34	stated	state	VERB
american_scientific_journal-11400	21	35	requirements	requirement	NOUN
american_scientific_journal-11400	21	36	.	.	PUNCT
american_scientific_journal-11400	22	1	their	their	PRON
american_scientific_journal-11400	22	2	integration	integration	NOUN
american_scientific_journal-11400	22	3	into	into	ADP
american_scientific_journal-11400	22	4	qa	qa	PROPN
american_scientific_journal-11400	22	5	optimizes	optimize	VERB
american_scientific_journal-11400	22	6	testing	testing	NOUN
american_scientific_journal-11400	22	7	processes	process	NOUN
american_scientific_journal-11400	22	8	and	and	CCONJ
american_scientific_journal-11400	22	9	expands	expand	VERB
american_scientific_journal-11400	22	10	functional	functional	ADJ
american_scientific_journal-11400	22	11	capabilities	capability	NOUN
american_scientific_journal-11400	22	12	,	,	PUNCT
american_scientific_journal-11400	22	13	including	include	VERB
american_scientific_journal-11400	22	14	prediction	prediction	NOUN
american_scientific_journal-11400	22	15	and	and	CCONJ
american_scientific_journal-11400	22	16	diagnostics	diagnostic	NOUN
american_scientific_journal-11400	22	17	,	,	PUNCT
american_scientific_journal-11400	22	18	ultimately	ultimately	ADV
american_scientific_journal-11400	22	19	improving	improve	VERB
american_scientific_journal-11400	22	20	the	the	DET
american_scientific_journal-11400	22	21	overall	overall	ADJ
american_scientific_journal-11400	22	22	quality	quality	NOUN
american_scientific_journal-11400	22	23	of	of	ADP
american_scientific_journal-11400	22	24	software	software	NOUN
american_scientific_journal-11400	22	25	.	.	PUNCT
american_scientific_journal-11400	23	1	the	the	DET
american_scientific_journal-11400	23	2	aim	aim	NOUN
american_scientific_journal-11400	23	3	of	of	ADP
american_scientific_journal-11400	23	4	this	this	DET
american_scientific_journal-11400	23	5	study	study	NOUN
american_scientific_journal-11400	23	6	is	be	AUX
american_scientific_journal-11400	23	7	to	to	PART
american_scientific_journal-11400	23	8	examine	examine	VERB
american_scientific_journal-11400	23	9	the	the	DET
american_scientific_journal-11400	23	10	current	current	ADJ
american_scientific_journal-11400	23	11	ai	ai	NOUN
american_scientific_journal-11400	23	12	and	and	CCONJ
american_scientific_journal-11400	23	13	ml	ml	ADP
american_scientific_journal-11400	23	14	methods	method	NOUN
american_scientific_journal-11400	23	15	and	and	CCONJ
american_scientific_journal-11400	23	16	algorithms	algorithm	NOUN
american_scientific_journal-11400	23	17	used	use	VERB
american_scientific_journal-11400	23	18	in	in	ADP
american_scientific_journal-11400	23	19	qa	qa	PROPN
american_scientific_journal-11400	23	20	and	and	CCONJ
american_scientific_journal-11400	23	21	to	to	PART
american_scientific_journal-11400	23	22	analyze	analyze	VERB
american_scientific_journal-11400	23	23	their	their	PRON
american_scientific_journal-11400	23	24	effectiveness	effectiveness	NOUN
american_scientific_journal-11400	23	25	in	in	ADP
american_scientific_journal-11400	23	26	enhancing	enhance	VERB
american_scientific_journal-11400	23	27	software	software	NOUN
american_scientific_journal-11400	23	28	quality	quality	NOUN
american_scientific_journal-11400	23	29	.	.	PUNCT
american_scientific_journal-11400	24	1	2	2	X
american_scientific_journal-11400	24	2	.	.	X
american_scientific_journal-11400	24	3	materials	material	NOUN
american_scientific_journal-11400	24	4	and	and	CCONJ
american_scientific_journal-11400	24	5	methods	method	NOUN
american_scientific_journal-11400	24	6	several	several	ADJ
american_scientific_journal-11400	24	7	scientific	scientific	ADJ
american_scientific_journal-11400	24	8	methods	method	NOUN
american_scientific_journal-11400	24	9	were	be	AUX
american_scientific_journal-11400	24	10	employed	employ	VERB
american_scientific_journal-11400	24	11	in	in	ADP
american_scientific_journal-11400	24	12	this	this	DET
american_scientific_journal-11400	24	13	study	study	NOUN
american_scientific_journal-11400	24	14	.	.	PUNCT
american_scientific_journal-11400	25	1	the	the	DET
american_scientific_journal-11400	25	2	analytical	analytical	ADJ
american_scientific_journal-11400	25	3	method	method	NOUN
american_scientific_journal-11400	25	4	enabled	enable	VERB
american_scientific_journal-11400	25	5	a	a	DET
american_scientific_journal-11400	25	6	comprehensive	comprehensive	ADJ
american_scientific_journal-11400	25	7	review	review	NOUN
american_scientific_journal-11400	25	8	of	of	ADP
american_scientific_journal-11400	25	9	current	current	ADJ
american_scientific_journal-11400	25	10	approaches	approach	NOUN
american_scientific_journal-11400	25	11	to	to	ADP
american_scientific_journal-11400	25	12	applying	apply	VERB
american_scientific_journal-11400	25	13	ai	ai	NOUN
american_scientific_journal-11400	25	14	and	and	CCONJ
american_scientific_journal-11400	25	15	ml	ml	NOUN
american_scientific_journal-11400	25	16	in	in	ADP
american_scientific_journal-11400	25	17	qa	qa	PROPN
american_scientific_journal-11400	25	18	.	.	PUNCT
american_scientific_journal-11400	26	1	the	the	DET
american_scientific_journal-11400	26	2	comparative	comparative	ADJ
american_scientific_journal-11400	26	3	analysis	analysis	NOUN
american_scientific_journal-11400	26	4	method	method	NOUN
american_scientific_journal-11400	26	5	was	be	AUX
american_scientific_journal-11400	26	6	used	use	VERB
american_scientific_journal-11400	26	7	to	to	PART
american_scientific_journal-11400	26	8	evaluate	evaluate	VERB
american_scientific_journal-11400	26	9	the	the	DET
american_scientific_journal-11400	26	10	effectiveness	effectiveness	NOUN
american_scientific_journal-11400	26	11	of	of	ADP
american_scientific_journal-11400	26	12	various	various	ADJ
american_scientific_journal-11400	26	13	algorithms	algorithm	NOUN
american_scientific_journal-11400	26	14	and	and	CCONJ
american_scientific_journal-11400	26	15	tools	tool	NOUN
american_scientific_journal-11400	26	16	utilized	utilize	VERB
american_scientific_journal-11400	26	17	in	in	ADP
american_scientific_journal-11400	26	18	automated	automate	VERB
american_scientific_journal-11400	26	19	testing	testing	NOUN
american_scientific_journal-11400	26	20	,	,	PUNCT
american_scientific_journal-11400	26	21	including	include	VERB
american_scientific_journal-11400	26	22	classification	classification	NOUN
american_scientific_journal-11400	26	23	methods	method	NOUN
american_scientific_journal-11400	26	24	,	,	PUNCT
american_scientific_journal-11400	26	25	anomaly	anomaly	NOUN
american_scientific_journal-11400	26	26	detection	detection	NOUN
american_scientific_journal-11400	26	27	,	,	PUNCT
american_scientific_journal-11400	26	28	and	and	CCONJ
american_scientific_journal-11400	26	29	test	test	NOUN
american_scientific_journal-11400	26	30	data	datum	NOUN
american_scientific_journal-11400	26	31	generation	generation	NOUN
american_scientific_journal-11400	26	32	.	.	PUNCT
american_scientific_journal-11400	27	1	the	the	DET
american_scientific_journal-11400	27	2	study	study	NOUN
american_scientific_journal-11400	27	3	by	by	ADP
american_scientific_journal-11400	27	4	santhanam	santhanam	PROPN
american_scientific_journal-11400	27	5	p.	p.	PROPN
american_scientific_journal-11400	28	1	[	[	X
american_scientific_journal-11400	28	2	1	1	X
american_scientific_journal-11400	28	3	]	]	PUNCT
american_scientific_journal-11400	28	4	focuses	focus	VERB
american_scientific_journal-11400	28	5	on	on	ADP
american_scientific_journal-11400	28	6	methods	method	NOUN
american_scientific_journal-11400	28	7	for	for	ADP
american_scientific_journal-11400	28	8	enhancing	enhance	VERB
american_scientific_journal-11400	28	9	the	the	DET
american_scientific_journal-11400	28	10	quality	quality	NOUN
american_scientific_journal-11400	28	11	of	of	ADP
american_scientific_journal-11400	28	12	ai	ai	PROPN
american_scientific_journal-11400	28	13	systems	system	NOUN
american_scientific_journal-11400	28	14	,	,	PUNCT
american_scientific_journal-11400	28	15	emphasizing	emphasize	VERB
american_scientific_journal-11400	28	16	fairness	fairness	NOUN
american_scientific_journal-11400	28	17	and	and	CCONJ
american_scientific_journal-11400	28	18	robustness	robustness	NOUN
american_scientific_journal-11400	28	19	.	.	PUNCT
american_scientific_journal-11400	29	1	the	the	DET
american_scientific_journal-11400	29	2	work	work	NOUN
american_scientific_journal-11400	29	3	examines	examine	VERB
american_scientific_journal-11400	29	4	approaches	approach	NOUN
american_scientific_journal-11400	29	5	to	to	ADP
american_scientific_journal-11400	29	6	reducing	reduce	VERB
american_scientific_journal-11400	29	7	data	data	NOUN
american_scientific_journal-11400	29	8	bias	bias	NOUN
american_scientific_journal-11400	29	9	and	and	CCONJ
american_scientific_journal-11400	29	10	mitigating	mitigate	VERB
american_scientific_journal-11400	29	11	error	error	NOUN
american_scientific_journal-11400	29	12	probability	probability	NOUN
american_scientific_journal-11400	29	13	,	,	PUNCT
american_scientific_journal-11400	29	14	which	which	PRON
american_scientific_journal-11400	29	15	are	be	AUX
american_scientific_journal-11400	29	16	critical	critical	ADJ
american_scientific_journal-11400	29	17	for	for	ADP
american_scientific_journal-11400	29	18	developing	develop	VERB
american_scientific_journal-11400	29	19	socially	socially	ADV
american_scientific_journal-11400	29	20	safe	safe	ADJ
american_scientific_journal-11400	29	21	ai	ai	NOUN
american_scientific_journal-11400	29	22	-	-	PUNCT
american_scientific_journal-11400	29	23	based	base	VERB
american_scientific_journal-11400	29	24	technologies	technology	NOUN
american_scientific_journal-11400	29	25	.	.	PUNCT
american_scientific_journal-11400	30	1	the	the	DET
american_scientific_journal-11400	30	2	work	work	NOUN
american_scientific_journal-11400	30	3	by	by	ADP
american_scientific_journal-11400	30	4	fujii	fujii	PROPN
american_scientific_journal-11400	30	5	g.	g.	PROPN
american_scientific_journal-11400	30	6	et	et	PROPN
american_scientific_journal-11400	30	7	al	al	PROPN
american_scientific_journal-11400	30	8	.	.	PUNCT
american_scientific_journal-11400	31	1	[	[	X
american_scientific_journal-11400	31	2	2	2	X
american_scientific_journal-11400	31	3	]	]	PUNCT
american_scientific_journal-11400	31	4	analyzes	analyze	VERB
american_scientific_journal-11400	31	5	the	the	DET
american_scientific_journal-11400	31	6	application	application	NOUN
american_scientific_journal-11400	31	7	of	of	ADP
american_scientific_journal-11400	31	8	ai	ai	NOUN
american_scientific_journal-11400	31	9	in	in	ADP
american_scientific_journal-11400	31	10	industrial	industrial	ADJ
american_scientific_journal-11400	31	11	environments	environment	NOUN
american_scientific_journal-11400	31	12	,	,	PUNCT
american_scientific_journal-11400	31	13	where	where	SCONJ
american_scientific_journal-11400	31	14	the	the	DET
american_scientific_journal-11400	31	15	deployment	deployment	NOUN
american_scientific_journal-11400	31	16	of	of	ADP
american_scientific_journal-11400	31	17	ml	ml	NOUN
american_scientific_journal-11400	31	18	models	model	NOUN
american_scientific_journal-11400	31	19	presents	present	VERB
american_scientific_journal-11400	31	20	certain	certain	ADJ
american_scientific_journal-11400	31	21	challenges	challenge	NOUN
american_scientific_journal-11400	31	22	.	.	PUNCT
american_scientific_journal-11400	32	1	the	the	DET
american_scientific_journal-11400	32	2	recommendations	recommendation	NOUN
american_scientific_journal-11400	32	3	proposed	propose	VERB
american_scientific_journal-11400	32	4	in	in	ADP
american_scientific_journal-11400	32	5	the	the	DET
american_scientific_journal-11400	32	6	paper	paper	NOUN
american_scientific_journal-11400	32	7	emphasize	emphasize	VERB
american_scientific_journal-11400	32	8	maintaining	maintain	VERB
american_scientific_journal-11400	32	9	the	the	DET
american_scientific_journal-11400	32	10	quality	quality	NOUN
american_scientific_journal-11400	32	11	of	of	ADP
american_scientific_journal-11400	32	12	ai	ai	ADJ
american_scientific_journal-11400	32	13	solutions	solution	NOUN
american_scientific_journal-11400	32	14	in	in	ADP
american_scientific_journal-11400	32	15	industrial	industrial	ADJ
american_scientific_journal-11400	32	16	settings	setting	NOUN
american_scientific_journal-11400	32	17	,	,	PUNCT
american_scientific_journal-11400	32	18	where	where	SCONJ
american_scientific_journal-11400	32	19	technology	technology	NOUN
american_scientific_journal-11400	32	20	integration	integration	NOUN
american_scientific_journal-11400	32	21	requires	require	VERB
american_scientific_journal-11400	32	22	reliable	reliable	ADJ
american_scientific_journal-11400	32	23	optimization	optimization	NOUN
american_scientific_journal-11400	32	24	approaches	approach	NOUN
american_scientific_journal-11400	32	25	to	to	PART
american_scientific_journal-11400	32	26	ensure	ensure	VERB
american_scientific_journal-11400	32	27	product	product	NOUN
american_scientific_journal-11400	32	28	stability	stability	NOUN
american_scientific_journal-11400	32	29	.	.	PUNCT
american_scientific_journal-11400	33	1	narita	narita	PROPN
american_scientific_journal-11400	33	2	k.	k.	PROPN
american_scientific_journal-11400	33	3	et	et	PROPN
american_scientific_journal-11400	34	1	al	al	PROPN
american_scientific_journal-11400	34	2	.	.	PUNCT
american_scientific_journal-11400	35	1	[	[	X
american_scientific_journal-11400	35	2	3	3	X
american_scientific_journal-11400	35	3	]	]	PUNCT
american_scientific_journal-11400	35	4	describes	describe	VERB
american_scientific_journal-11400	35	5	the	the	DET
american_scientific_journal-11400	35	6	qunomon	qunomon	ADJ
american_scientific_journal-11400	35	7	platform	platform	NOUN
american_scientific_journal-11400	35	8	,	,	PUNCT
american_scientific_journal-11400	35	9	designed	design	VERB
american_scientific_journal-11400	35	10	to	to	PART
american_scientific_journal-11400	35	11	assess	assess	VERB
american_scientific_journal-11400	35	12	the	the	DET
american_scientific_journal-11400	35	13	quality	quality	NOUN
american_scientific_journal-11400	35	14	of	of	ADP
american_scientific_journal-11400	35	15	ai	ai	PROPN
american_scientific_journal-11400	35	16	models	model	NOUN
american_scientific_journal-11400	35	17	.	.	PUNCT
american_scientific_journal-11400	36	1	this	this	DET
american_scientific_journal-11400	36	2	tool	tool	NOUN
american_scientific_journal-11400	36	3	integrates	integrate	VERB
american_scientific_journal-11400	36	4	various	various	ADJ
american_scientific_journal-11400	36	5	testing	testing	NOUN
american_scientific_journal-11400	36	6	methods	method	NOUN
american_scientific_journal-11400	36	7	,	,	PUNCT
american_scientific_journal-11400	36	8	forming	form	VERB
american_scientific_journal-11400	36	9	a	a	DET
american_scientific_journal-11400	36	10	comprehensive	comprehensive	ADJ
american_scientific_journal-11400	36	11	approach	approach	NOUN
american_scientific_journal-11400	36	12	to	to	ADP
american_scientific_journal-11400	36	13	evaluating	evaluate	VERB
american_scientific_journal-11400	36	14	model	model	NOUN
american_scientific_journal-11400	36	15	reliability	reliability	NOUN
american_scientific_journal-11400	36	16	and	and	CCONJ
american_scientific_journal-11400	36	17	accessibility	accessibility	NOUN
american_scientific_journal-11400	36	18	,	,	PUNCT
american_scientific_journal-11400	36	19	which	which	PRON
american_scientific_journal-11400	36	20	is	be	AUX
american_scientific_journal-11400	36	21	in	in	ADP
american_scientific_journal-11400	36	22	demand	demand	NOUN
american_scientific_journal-11400	36	23	for	for	ADP
american_scientific_journal-11400	36	24	universal	universal	ADJ
american_scientific_journal-11400	36	25	assessment	assessment	NOUN
american_scientific_journal-11400	36	26	solutions	solution	NOUN
american_scientific_journal-11400	36	27	.	.	PUNCT
american_scientific_journal-11400	37	1	in	in	ADP
american_scientific_journal-11400	37	2	the	the	DET
american_scientific_journal-11400	37	3	article	article	NOUN
american_scientific_journal-11400	37	4	“	"	PUNCT
american_scientific_journal-11400	37	5	adaptive	adaptive	ADJ
american_scientific_journal-11400	37	6	methods	method	NOUN
american_scientific_journal-11400	37	7	for	for	ADP
american_scientific_journal-11400	37	8	machine	machine	NOUN
american_scientific_journal-11400	37	9	learning	learning	NOUN
american_scientific_journal-11400	37	10	-	-	PUNCT
american_scientific_journal-11400	37	11	based	base	VERB
american_scientific_journal-11400	37	12	testing	testing	NOUN
american_scientific_journal-11400	37	13	of	of	ADP
american_scientific_journal-11400	37	14	integrated	integrated	ADJ
american_scientific_journal-11400	37	15	circuits	circuit	NOUN
american_scientific_journal-11400	37	16	and	and	CCONJ
american_scientific_journal-11400	37	17	boards	board	NOUN
american_scientific_journal-11400	37	18	,	,	PUNCT
american_scientific_journal-11400	37	19	”	"	PUNCT
american_scientific_journal-11400	37	20	liu	liu	PROPN
american_scientific_journal-11400	37	21	m.	m.	PROPN
american_scientific_journal-11400	37	22	,	,	PUNCT
american_scientific_journal-11400	37	23	chakrabarty	chakrabarty	PROPN
american_scientific_journal-11400	37	24	k.	k.	PROPN
american_scientific_journal-11400	38	1	[	[	X
american_scientific_journal-11400	38	2	4	4	X
american_scientific_journal-11400	38	3	]	]	X
american_scientific_journal-11400	38	4	highlight	highlight	VERB
american_scientific_journal-11400	38	5	adaptive	adaptive	ADJ
american_scientific_journal-11400	38	6	ml	ml	NOUN
american_scientific_journal-11400	38	7	methods	method	NOUN
american_scientific_journal-11400	38	8	in	in	ADP
american_scientific_journal-11400	38	9	component	component	NOUN
american_scientific_journal-11400	38	10	testing	testing	NOUN
american_scientific_journal-11400	38	11	.	.	PUNCT
american_scientific_journal-11400	39	1	the	the	DET
american_scientific_journal-11400	39	2	authors	author	NOUN
american_scientific_journal-11400	39	3	demonstrate	demonstrate	VERB
american_scientific_journal-11400	39	4	how	how	SCONJ
american_scientific_journal-11400	39	5	algorithms	algorithm	NOUN
american_scientific_journal-11400	39	6	adapt	adapt	VERB
american_scientific_journal-11400	39	7	to	to	PART
american_scientific_journal-11400	39	8	object	object	VERB
american_scientific_journal-11400	39	9	changes	change	NOUN
american_scientific_journal-11400	39	10	,	,	PUNCT
american_scientific_journal-11400	39	11	facilitating	facilitate	VERB
american_scientific_journal-11400	39	12	defect	defect	NOUN
american_scientific_journal-11400	39	13	detection	detection	NOUN
american_scientific_journal-11400	39	14	and	and	CCONJ
american_scientific_journal-11400	39	15	enhancing	enhance	VERB
american_scientific_journal-11400	39	16	testing	testing	NOUN
american_scientific_journal-11400	39	17	reliability	reliability	NOUN
american_scientific_journal-11400	39	18	.	.	PUNCT
american_scientific_journal-11400	40	1	mulla	mulla	PROPN
american_scientific_journal-11400	40	2	n.	n.	PROPN
american_scientific_journal-11400	40	3	,	,	PUNCT
american_scientific_journal-11400	40	4	jayakumar	jayakumar	PROPN
american_scientific_journal-11400	40	5	n.	n.	NOUN
american_scientific_journal-11400	41	1	[	[	X
american_scientific_journal-11400	41	2	5	5	NUM
american_scientific_journal-11400	41	3	]	]	PUNCT
american_scientific_journal-11400	41	4	explores	explore	VERB
american_scientific_journal-11400	41	5	the	the	DET
american_scientific_journal-11400	41	6	use	use	NOUN
american_scientific_journal-11400	41	7	of	of	ADP
american_scientific_journal-11400	41	8	ai	ai	VERB
american_scientific_journal-11400	41	9	for	for	ADP
american_scientific_journal-11400	41	10	automating	automate	VERB
american_scientific_journal-11400	41	11	the	the	DET
american_scientific_journal-11400	41	12	software	software	NOUN
american_scientific_journal-11400	41	13	testing	testing	NOUN
american_scientific_journal-11400	41	14	process	process	NOUN
american_scientific_journal-11400	41	15	,	,	PUNCT
american_scientific_journal-11400	41	16	emphasizing	emphasize	VERB
american_scientific_journal-11400	41	17	how	how	SCONJ
american_scientific_journal-11400	41	18	american	american	ADJ
american_scientific_journal-11400	41	19	academic	academic	ADJ
american_scientific_journal-11400	41	20	scientific	scientific	ADJ
american_scientific_journal-11400	41	21	research	research	NOUN
american_scientific_journal-11400	41	22	journal	journal	NOUN
american_scientific_journal-11400	41	23	for	for	ADP
american_scientific_journal-11400	41	24	engineering	engineering	NOUN
american_scientific_journal-11400	41	25	,	,	PUNCT
american_scientific_journal-11400	41	26	technology	technology	NOUN
american_scientific_journal-11400	41	27	,	,	PUNCT
american_scientific_journal-11400	41	28	and	and	CCONJ
american_scientific_journal-11400	41	29	sciences	science	NOUN
american_scientific_journal-11400	41	30	(	(	PUNCT
american_scientific_journal-11400	41	31	asrjets	asrjet	NOUN
american_scientific_journal-11400	41	32	)	)	PUNCT
american_scientific_journal-11400	41	33	volume	volume	NOUN
american_scientific_journal-11400	41	34	101	101	NUM
american_scientific_journal-11400	41	35	,	,	PUNCT
american_scientific_journal-11400	41	36	no	no	DET
american_scientific_journal-11400	41	37	1	1	NUM
american_scientific_journal-11400	41	38	,	,	PUNCT
american_scientific_journal-11400	41	39	pp	pp	ADV
american_scientific_journal-11400	41	40	109	109	NUM
american_scientific_journal-11400	41	41	-	-	SYM
american_scientific_journal-11400	41	42	115	115	NUM
american_scientific_journal-11400	41	43	111	111	NUM
american_scientific_journal-11400	41	44	algorithms	algorithm	NOUN
american_scientific_journal-11400	41	45	optimize	optimize	VERB
american_scientific_journal-11400	41	46	tasks	task	NOUN
american_scientific_journal-11400	41	47	and	and	CCONJ
american_scientific_journal-11400	41	48	reduce	reduce	VERB
american_scientific_journal-11400	41	49	the	the	DET
american_scientific_journal-11400	41	50	workload	workload	NOUN
american_scientific_journal-11400	41	51	on	on	ADP
american_scientific_journal-11400	41	52	specialists	specialist	NOUN
american_scientific_journal-11400	41	53	.	.	PUNCT
american_scientific_journal-11400	42	1	the	the	DET
american_scientific_journal-11400	42	2	study	study	NOUN
american_scientific_journal-11400	42	3	by	by	ADP
american_scientific_journal-11400	42	4	bajaj	bajaj	PROPN
american_scientific_journal-11400	42	5	y.	y.	PROPN
american_scientific_journal-11400	42	6	and	and	CCONJ
american_scientific_journal-11400	42	7	samal	samal	PROPN
american_scientific_journal-11400	42	8	m.	m.	PROPN
american_scientific_journal-11400	42	9	k.	k.	PROPN
american_scientific_journal-11400	43	1	[	[	X
american_scientific_journal-11400	43	2	6	6	X
american_scientific_journal-11400	43	3	]	]	PUNCT
american_scientific_journal-11400	43	4	examines	examine	VERB
american_scientific_journal-11400	43	5	the	the	DET
american_scientific_journal-11400	43	6	potential	potential	NOUN
american_scientific_journal-11400	43	7	of	of	ADP
american_scientific_journal-11400	43	8	these	these	DET
american_scientific_journal-11400	43	9	algorithms	algorithm	NOUN
american_scientific_journal-11400	43	10	in	in	ADP
american_scientific_journal-11400	43	11	generating	generate	VERB
american_scientific_journal-11400	43	12	test	test	NOUN
american_scientific_journal-11400	43	13	data	datum	NOUN
american_scientific_journal-11400	43	14	and	and	CCONJ
american_scientific_journal-11400	43	15	detecting	detect	VERB
american_scientific_journal-11400	43	16	defects	defect	NOUN
american_scientific_journal-11400	43	17	,	,	PUNCT
american_scientific_journal-11400	43	18	highlighting	highlight	VERB
american_scientific_journal-11400	43	19	that	that	SCONJ
american_scientific_journal-11400	43	20	such	such	ADJ
american_scientific_journal-11400	43	21	models	model	NOUN
american_scientific_journal-11400	43	22	enable	enable	VERB
american_scientific_journal-11400	43	23	the	the	DET
american_scientific_journal-11400	43	24	creation	creation	NOUN
american_scientific_journal-11400	43	25	of	of	ADP
american_scientific_journal-11400	43	26	diverse	diverse	ADJ
american_scientific_journal-11400	43	27	test	test	NOUN
american_scientific_journal-11400	43	28	scenarios	scenario	NOUN
american_scientific_journal-11400	43	29	.	.	PUNCT
american_scientific_journal-11400	44	1	as	as	SCONJ
american_scientific_journal-11400	44	2	overclockers	overclocker	NOUN
american_scientific_journal-11400	44	3	[	[	X
american_scientific_journal-11400	44	4	7	7	X
american_scientific_journal-11400	44	5	]	]	PUNCT
american_scientific_journal-11400	44	6	reported	report	VERB
american_scientific_journal-11400	44	7	,	,	PUNCT
american_scientific_journal-11400	44	8	google	google	PROPN
american_scientific_journal-11400	44	9	plans	plan	NOUN
american_scientific_journal-11400	44	10	to	to	PART
american_scientific_journal-11400	44	11	develop	develop	VERB
american_scientific_journal-11400	44	12	an	an	DET
american_scientific_journal-11400	44	13	ai	ai	NOUN
american_scientific_journal-11400	44	14	-	-	PUNCT
american_scientific_journal-11400	44	15	based	base	VERB
american_scientific_journal-11400	44	16	system	system	NOUN
american_scientific_journal-11400	44	17	to	to	PART
american_scientific_journal-11400	44	18	assist	assist	VERB
american_scientific_journal-11400	44	19	qa	qa	PROPN
american_scientific_journal-11400	44	20	specialists	specialist	NOUN
american_scientific_journal-11400	44	21	in	in	ADP
american_scientific_journal-11400	44	22	software	software	NOUN
american_scientific_journal-11400	44	23	testing	testing	NOUN
american_scientific_journal-11400	44	24	processes	process	NOUN
american_scientific_journal-11400	44	25	.	.	PUNCT
american_scientific_journal-11400	45	1	this	this	DET
american_scientific_journal-11400	45	2	technology	technology	NOUN
american_scientific_journal-11400	45	3	aims	aim	VERB
american_scientific_journal-11400	45	4	to	to	PART
american_scientific_journal-11400	45	5	automate	automate	VERB
american_scientific_journal-11400	45	6	the	the	DET
american_scientific_journal-11400	45	7	detection	detection	NOUN
american_scientific_journal-11400	45	8	of	of	ADP
american_scientific_journal-11400	45	9	errors	error	NOUN
american_scientific_journal-11400	45	10	and	and	CCONJ
american_scientific_journal-11400	45	11	defects	defect	NOUN
american_scientific_journal-11400	45	12	,	,	PUNCT
american_scientific_journal-11400	45	13	potentially	potentially	ADV
american_scientific_journal-11400	45	14	accelerating	accelerate	VERB
american_scientific_journal-11400	45	15	the	the	DET
american_scientific_journal-11400	45	16	development	development	NOUN
american_scientific_journal-11400	45	17	process	process	NOUN
american_scientific_journal-11400	45	18	and	and	CCONJ
american_scientific_journal-11400	45	19	reducing	reduce	VERB
american_scientific_journal-11400	45	20	the	the	DET
american_scientific_journal-11400	45	21	workload	workload	NOUN
american_scientific_journal-11400	45	22	on	on	ADP
american_scientific_journal-11400	45	23	qa	qa	PROPN
american_scientific_journal-11400	45	24	teams	team	NOUN
american_scientific_journal-11400	45	25	.	.	PUNCT
american_scientific_journal-11400	46	1	another	another	DET
american_scientific_journal-11400	46	2	critical	critical	ADJ
american_scientific_journal-11400	46	3	aspect	aspect	NOUN
american_scientific_journal-11400	46	4	of	of	ADP
american_scientific_journal-11400	46	5	testing	testing	NOUN
american_scientific_journal-11400	46	6	is	be	AUX
american_scientific_journal-11400	46	7	regression	regression	NOUN
american_scientific_journal-11400	46	8	health	health	NOUN
american_scientific_journal-11400	46	9	analysis	analysis	NOUN
american_scientific_journal-11400	46	10	,	,	PUNCT
american_scientific_journal-11400	46	11	which	which	PRON
american_scientific_journal-11400	46	12	focuses	focus	VERB
american_scientific_journal-11400	46	13	on	on	ADP
american_scientific_journal-11400	46	14	ensuring	ensure	VERB
american_scientific_journal-11400	46	15	that	that	SCONJ
american_scientific_journal-11400	46	16	changes	change	NOUN
american_scientific_journal-11400	46	17	made	make	VERB
american_scientific_journal-11400	46	18	to	to	ADP
american_scientific_journal-11400	46	19	the	the	DET
american_scientific_journal-11400	46	20	software	software	NOUN
american_scientific_journal-11400	46	21	do	do	AUX
american_scientific_journal-11400	46	22	not	not	PART
american_scientific_journal-11400	46	23	disrupt	disrupt	VERB
american_scientific_journal-11400	46	24	the	the	DET
american_scientific_journal-11400	46	25	functionality	functionality	NOUN
american_scientific_journal-11400	46	26	of	of	ADP
american_scientific_journal-11400	46	27	other	other	ADJ
american_scientific_journal-11400	46	28	components	component	NOUN
american_scientific_journal-11400	46	29	.	.	PUNCT
american_scientific_journal-11400	47	1	ibm	ibm	PROPN
american_scientific_journal-11400	47	2	's	's	PART
american_scientific_journal-11400	47	3	experience	experience	NOUN
american_scientific_journal-11400	47	4	is	be	AUX
american_scientific_journal-11400	47	5	an	an	DET
american_scientific_journal-11400	47	6	example	example	NOUN
american_scientific_journal-11400	47	7	of	of	ADP
american_scientific_journal-11400	47	8	this	this	PRON
american_scientific_journal-11400	47	9	,	,	PUNCT
american_scientific_journal-11400	47	10	as	as	SCONJ
american_scientific_journal-11400	47	11	described	describe	VERB
american_scientific_journal-11400	47	12	in	in	ADP
american_scientific_journal-11400	47	13	their	their	PRON
american_scientific_journal-11400	47	14	official	official	ADJ
american_scientific_journal-11400	47	15	source	source	NOUN
american_scientific_journal-11400	47	16	[	[	X
american_scientific_journal-11400	47	17	8	8	NUM
american_scientific_journal-11400	47	18	]	]	PUNCT
american_scientific_journal-11400	47	19	.	.	PUNCT
american_scientific_journal-11400	48	1	the	the	DET
american_scientific_journal-11400	48	2	source	source	NOUN
american_scientific_journal-11400	48	3	discusses	discuss	VERB
american_scientific_journal-11400	48	4	the	the	DET
american_scientific_journal-11400	48	5	use	use	NOUN
american_scientific_journal-11400	48	6	of	of	ADP
american_scientific_journal-11400	48	7	ai	ai	VERB
american_scientific_journal-11400	48	8	for	for	ADP
american_scientific_journal-11400	48	9	automating	automate	VERB
american_scientific_journal-11400	48	10	regression	regression	NOUN
american_scientific_journal-11400	48	11	testing	testing	NOUN
american_scientific_journal-11400	48	12	,	,	PUNCT
american_scientific_journal-11400	48	13	enhancing	enhance	VERB
american_scientific_journal-11400	48	14	analysis	analysis	NOUN
american_scientific_journal-11400	48	15	accuracy	accuracy	NOUN
american_scientific_journal-11400	48	16	,	,	PUNCT
american_scientific_journal-11400	48	17	speeding	speed	VERB
american_scientific_journal-11400	48	18	up	up	ADP
american_scientific_journal-11400	48	19	execution	execution	NOUN
american_scientific_journal-11400	48	20	,	,	PUNCT
american_scientific_journal-11400	48	21	minimizing	minimize	VERB
american_scientific_journal-11400	48	22	regression	regression	NOUN
american_scientific_journal-11400	48	23	risks	risk	NOUN
american_scientific_journal-11400	48	24	,	,	PUNCT
american_scientific_journal-11400	48	25	and	and	CCONJ
american_scientific_journal-11400	48	26	reducing	reduce	VERB
american_scientific_journal-11400	48	27	routine	routine	ADJ
american_scientific_journal-11400	48	28	tasks	task	NOUN
american_scientific_journal-11400	48	29	for	for	ADP
american_scientific_journal-11400	48	30	engineers	engineer	NOUN
american_scientific_journal-11400	48	31	.	.	PUNCT
american_scientific_journal-11400	49	1	the	the	DET
american_scientific_journal-11400	49	2	reviewed	review	VERB
american_scientific_journal-11400	49	3	studies	study	NOUN
american_scientific_journal-11400	49	4	present	present	VERB
american_scientific_journal-11400	49	5	new	new	ADJ
american_scientific_journal-11400	49	6	approaches	approach	NOUN
american_scientific_journal-11400	49	7	for	for	ADP
american_scientific_journal-11400	49	8	quality	quality	NOUN
american_scientific_journal-11400	49	9	assessment	assessment	NOUN
american_scientific_journal-11400	49	10	,	,	PUNCT
american_scientific_journal-11400	49	11	centered	center	VERB
american_scientific_journal-11400	49	12	on	on	ADP
american_scientific_journal-11400	49	13	applying	apply	VERB
american_scientific_journal-11400	49	14	machine	machine	NOUN
american_scientific_journal-11400	49	15	learning	learning	NOUN
american_scientific_journal-11400	49	16	techniques	technique	NOUN
american_scientific_journal-11400	49	17	.	.	PUNCT
american_scientific_journal-11400	50	1	3	3	X
american_scientific_journal-11400	50	2	.	.	NOUN
american_scientific_journal-11400	50	3	results	result	NOUN
american_scientific_journal-11400	50	4	and	and	CCONJ
american_scientific_journal-11400	50	5	discussion	discussion	VERB
american_scientific_journal-11400	50	6	the	the	DET
american_scientific_journal-11400	50	7	application	application	NOUN
american_scientific_journal-11400	50	8	of	of	ADP
american_scientific_journal-11400	50	9	artificial	artificial	ADJ
american_scientific_journal-11400	50	10	intelligence	intelligence	NOUN
american_scientific_journal-11400	50	11	and	and	CCONJ
american_scientific_journal-11400	50	12	machine	machine	NOUN
american_scientific_journal-11400	50	13	learning	learning	NOUN
american_scientific_journal-11400	50	14	methods	method	NOUN
american_scientific_journal-11400	50	15	in	in	ADP
american_scientific_journal-11400	50	16	qa	qa	PROPN
american_scientific_journal-11400	50	17	involves	involve	VERB
american_scientific_journal-11400	50	18	not	not	PART
american_scientific_journal-11400	50	19	only	only	ADV
american_scientific_journal-11400	50	20	classification	classification	NOUN
american_scientific_journal-11400	50	21	and	and	CCONJ
american_scientific_journal-11400	50	22	regression	regression	NOUN
american_scientific_journal-11400	50	23	algorithms	algorithm	NOUN
american_scientific_journal-11400	50	24	but	but	CCONJ
american_scientific_journal-11400	50	25	also	also	ADV
american_scientific_journal-11400	50	26	advanced	advanced	ADJ
american_scientific_journal-11400	50	27	data	datum	NOUN
american_scientific_journal-11400	50	28	analysis	analysis	NOUN
american_scientific_journal-11400	50	29	techniques	technique	NOUN
american_scientific_journal-11400	50	30	,	,	PUNCT
american_scientific_journal-11400	50	31	such	such	ADJ
american_scientific_journal-11400	50	32	as	as	ADP
american_scientific_journal-11400	50	33	anomaly	anomaly	NOUN
american_scientific_journal-11400	50	34	detection	detection	NOUN
american_scientific_journal-11400	50	35	,	,	PUNCT
american_scientific_journal-11400	50	36	defect	defect	ADJ
american_scientific_journal-11400	50	37	prediction	prediction	NOUN
american_scientific_journal-11400	50	38	,	,	PUNCT
american_scientific_journal-11400	50	39	automatic	automatic	ADJ
american_scientific_journal-11400	50	40	test	test	NOUN
american_scientific_journal-11400	50	41	data	data	NOUN
american_scientific_journal-11400	50	42	generation	generation	NOUN
american_scientific_journal-11400	50	43	,	,	PUNCT
american_scientific_journal-11400	50	44	and	and	CCONJ
american_scientific_journal-11400	50	45	adaptive	adaptive	ADJ
american_scientific_journal-11400	50	46	testing	testing	NOUN
american_scientific_journal-11400	50	47	methods	method	NOUN
american_scientific_journal-11400	50	48	.	.	PUNCT
american_scientific_journal-11400	51	1	below	below	ADV
american_scientific_journal-11400	51	2	are	be	AUX
american_scientific_journal-11400	51	3	the	the	DET
american_scientific_journal-11400	51	4	main	main	ADJ
american_scientific_journal-11400	51	5	areas	area	NOUN
american_scientific_journal-11400	51	6	where	where	SCONJ
american_scientific_journal-11400	51	7	ai	ai	VERB
american_scientific_journal-11400	51	8	and	and	CCONJ
american_scientific_journal-11400	51	9	ml	ml	NOUN
american_scientific_journal-11400	51	10	are	be	AUX
american_scientific_journal-11400	51	11	actively	actively	ADV
american_scientific_journal-11400	51	12	integrated	integrate	VERB
american_scientific_journal-11400	51	13	into	into	ADP
american_scientific_journal-11400	51	14	software	software	NOUN
american_scientific_journal-11400	51	15	quality	quality	NOUN
american_scientific_journal-11400	51	16	assurance	assurance	NOUN
american_scientific_journal-11400	51	17	processes	process	NOUN
american_scientific_journal-11400	51	18	.	.	PUNCT
american_scientific_journal-11400	52	1	anomaly	anomaly	PROPN
american_scientific_journal-11400	52	2	detection	detection	NOUN
american_scientific_journal-11400	52	3	algorithms	algorithm	NOUN
american_scientific_journal-11400	52	4	help	help	AUX
american_scientific_journal-11400	52	5	identify	identify	VERB
american_scientific_journal-11400	52	6	deviations	deviation	NOUN
american_scientific_journal-11400	52	7	from	from	ADP
american_scientific_journal-11400	52	8	normal	normal	ADJ
american_scientific_journal-11400	52	9	system	system	NOUN
american_scientific_journal-11400	52	10	behavior	behavior	NOUN
american_scientific_journal-11400	52	11	,	,	PUNCT
american_scientific_journal-11400	52	12	allowing	allow	VERB
american_scientific_journal-11400	52	13	potential	potential	ADJ
american_scientific_journal-11400	52	14	defects	defect	NOUN
american_scientific_journal-11400	52	15	to	to	PART
american_scientific_journal-11400	52	16	be	be	AUX
american_scientific_journal-11400	52	17	predicted	predict	VERB
american_scientific_journal-11400	52	18	before	before	SCONJ
american_scientific_journal-11400	52	19	they	they	PRON
american_scientific_journal-11400	52	20	manifest	manifest	VERB
american_scientific_journal-11400	52	21	.	.	PUNCT
american_scientific_journal-11400	53	1	deep	deep	ADJ
american_scientific_journal-11400	53	2	learning	learning	NOUN
american_scientific_journal-11400	53	3	-	-	PUNCT
american_scientific_journal-11400	53	4	based	base	VERB
american_scientific_journal-11400	53	5	algorithms	algorithm	NOUN
american_scientific_journal-11400	53	6	,	,	PUNCT
american_scientific_journal-11400	53	7	such	such	ADJ
american_scientific_journal-11400	53	8	as	as	ADP
american_scientific_journal-11400	53	9	autoencoders	autoencoder	NOUN
american_scientific_journal-11400	53	10	,	,	PUNCT
american_scientific_journal-11400	53	11	classify	classify	VERB
american_scientific_journal-11400	53	12	behavioral	behavioral	ADJ
american_scientific_journal-11400	53	13	patterns	pattern	NOUN
american_scientific_journal-11400	53	14	and	and	CCONJ
american_scientific_journal-11400	53	15	detect	detect	VERB
american_scientific_journal-11400	53	16	data	data	NOUN
american_scientific_journal-11400	53	17	anomalies	anomaly	NOUN
american_scientific_journal-11400	53	18	in	in	ADP
american_scientific_journal-11400	53	19	a	a	DET
american_scientific_journal-11400	53	20	timely	timely	ADJ
american_scientific_journal-11400	53	21	manner	manner	NOUN
american_scientific_journal-11400	53	22	.	.	PUNCT
american_scientific_journal-11400	54	1	the	the	DET
american_scientific_journal-11400	54	2	main	main	ADJ
american_scientific_journal-11400	54	3	challenge	challenge	NOUN
american_scientific_journal-11400	54	4	lies	lie	VERB
american_scientific_journal-11400	54	5	in	in	ADP
american_scientific_journal-11400	54	6	model	model	NOUN
american_scientific_journal-11400	54	7	configuration	configuration	NOUN
american_scientific_journal-11400	54	8	,	,	PUNCT
american_scientific_journal-11400	54	9	as	as	SCONJ
american_scientific_journal-11400	54	10	errors	error	NOUN
american_scientific_journal-11400	54	11	can	can	AUX
american_scientific_journal-11400	54	12	arise	arise	VERB
american_scientific_journal-11400	54	13	from	from	ADP
american_scientific_journal-11400	54	14	both	both	DET
american_scientific_journal-11400	54	15	overfitting	overfitte	VERB
american_scientific_journal-11400	54	16	and	and	CCONJ
american_scientific_journal-11400	54	17	insufficient	insufficient	ADJ
american_scientific_journal-11400	54	18	sampling	sampling	NOUN
american_scientific_journal-11400	54	19	coverage	coverage	NOUN
american_scientific_journal-11400	54	20	.	.	PUNCT
american_scientific_journal-11400	55	1	in	in	ADP
american_scientific_journal-11400	55	2	such	such	ADJ
american_scientific_journal-11400	55	3	tasks	task	NOUN
american_scientific_journal-11400	55	4	,	,	PUNCT
american_scientific_journal-11400	55	5	selecting	select	VERB
american_scientific_journal-11400	55	6	the	the	DET
american_scientific_journal-11400	55	7	appropriate	appropriate	ADJ
american_scientific_journal-11400	55	8	algorithm	algorithm	NOUN
american_scientific_journal-11400	55	9	and	and	CCONJ
american_scientific_journal-11400	55	10	effectively	effectively	ADV
american_scientific_journal-11400	55	11	utilizing	utilize	VERB
american_scientific_journal-11400	55	12	accuracy	accuracy	NOUN
american_scientific_journal-11400	55	13	metrics	metric	NOUN
american_scientific_journal-11400	55	14	are	be	AUX
american_scientific_journal-11400	55	15	crucial	crucial	ADJ
american_scientific_journal-11400	55	16	for	for	ADP
american_scientific_journal-11400	55	17	balancing	balance	VERB
american_scientific_journal-11400	55	18	sensitivity	sensitivity	NOUN
american_scientific_journal-11400	55	19	and	and	CCONJ
american_scientific_journal-11400	55	20	specificity	specificity	NOUN
american_scientific_journal-11400	55	21	.	.	PUNCT
american_scientific_journal-11400	56	1	synthetic	synthetic	ADJ
american_scientific_journal-11400	56	2	test	test	NOUN
american_scientific_journal-11400	56	3	data	data	NOUN
american_scientific_journal-11400	56	4	generation	generation	NOUN
american_scientific_journal-11400	56	5	using	use	VERB
american_scientific_journal-11400	56	6	generative	generative	ADJ
american_scientific_journal-11400	56	7	adversarial	adversarial	ADJ
american_scientific_journal-11400	56	8	networks	network	NOUN
american_scientific_journal-11400	56	9	(	(	PUNCT
american_scientific_journal-11400	56	10	gans	gan	NOUN
american_scientific_journal-11400	56	11	)	)	PUNCT
american_scientific_journal-11400	56	12	and	and	CCONJ
american_scientific_journal-11400	56	13	other	other	ADJ
american_scientific_journal-11400	56	14	modeling	modeling	NOUN
american_scientific_journal-11400	56	15	techniques	technique	NOUN
american_scientific_journal-11400	56	16	not	not	PART
american_scientific_journal-11400	56	17	only	only	ADV
american_scientific_journal-11400	56	18	enhances	enhance	VERB
american_scientific_journal-11400	56	19	the	the	DET
american_scientific_journal-11400	56	20	test	test	NOUN
american_scientific_journal-11400	56	21	suite	suite	NOUN
american_scientific_journal-11400	56	22	but	but	CCONJ
american_scientific_journal-11400	56	23	also	also	ADV
american_scientific_journal-11400	56	24	considers	consider	VERB
american_scientific_journal-11400	56	25	rare	rare	ADJ
american_scientific_journal-11400	56	26	edge	edge	NOUN
american_scientific_journal-11400	56	27	cases	case	NOUN
american_scientific_journal-11400	56	28	.	.	PUNCT
american_scientific_journal-11400	57	1	this	this	DET
american_scientific_journal-11400	57	2	approach	approach	NOUN
american_scientific_journal-11400	57	3	produces	produce	VERB
american_scientific_journal-11400	57	4	a	a	DET
american_scientific_journal-11400	57	5	synthesis	synthesis	NOUN
american_scientific_journal-11400	57	6	of	of	ADP
american_scientific_journal-11400	57	7	data	datum	NOUN
american_scientific_journal-11400	57	8	that	that	PRON
american_scientific_journal-11400	57	9	closely	closely	ADV
american_scientific_journal-11400	57	10	resembles	resemble	VERB
american_scientific_journal-11400	57	11	real	real	ADJ
american_scientific_journal-11400	57	12	-	-	PUNCT
american_scientific_journal-11400	57	13	world	world	NOUN
american_scientific_journal-11400	57	14	scenarios	scenario	NOUN
american_scientific_journal-11400	57	15	,	,	PUNCT
american_scientific_journal-11400	57	16	which	which	PRON
american_scientific_journal-11400	57	17	is	be	AUX
american_scientific_journal-11400	57	18	particularly	particularly	ADV
american_scientific_journal-11400	57	19	valuable	valuable	ADJ
american_scientific_journal-11400	57	20	when	when	SCONJ
american_scientific_journal-11400	57	21	access	access	NOUN
american_scientific_journal-11400	57	22	to	to	ADP
american_scientific_journal-11400	57	23	actual	actual	ADJ
american_scientific_journal-11400	57	24	data	datum	NOUN
american_scientific_journal-11400	57	25	is	be	AUX
american_scientific_journal-11400	57	26	limited	limited	ADJ
american_scientific_journal-11400	57	27	or	or	CCONJ
american_scientific_journal-11400	57	28	confidential	confidential	ADJ
american_scientific_journal-11400	57	29	.	.	PUNCT
american_scientific_journal-11400	58	1	however	however	ADV
american_scientific_journal-11400	58	2	,	,	PUNCT
american_scientific_journal-11400	58	3	these	these	DET
american_scientific_journal-11400	58	4	methods	method	NOUN
american_scientific_journal-11400	58	5	necessitate	necessitate	ADJ
american_scientific_journal-11400	58	6	rigorous	rigorous	ADJ
american_scientific_journal-11400	58	7	quality	quality	NOUN
american_scientific_journal-11400	58	8	control	control	NOUN
american_scientific_journal-11400	58	9	of	of	ADP
american_scientific_journal-11400	58	10	the	the	DET
american_scientific_journal-11400	58	11	generated	generate	VERB
american_scientific_journal-11400	58	12	data	datum	NOUN
american_scientific_journal-11400	58	13	,	,	PUNCT
american_scientific_journal-11400	58	14	as	as	SCONJ
american_scientific_journal-11400	58	15	modeling	model	VERB
american_scientific_journal-11400	58	16	issues	issue	NOUN
american_scientific_journal-11400	58	17	can	can	AUX
american_scientific_journal-11400	58	18	lead	lead	VERB
american_scientific_journal-11400	58	19	to	to	ADP
american_scientific_journal-11400	58	20	unrealistic	unrealistic	ADJ
american_scientific_journal-11400	58	21	scenarios	scenario	NOUN
american_scientific_journal-11400	58	22	that	that	PRON
american_scientific_journal-11400	58	23	may	may	AUX
american_scientific_journal-11400	58	24	fail	fail	VERB
american_scientific_journal-11400	58	25	to	to	PART
american_scientific_journal-11400	58	26	identify	identify	VERB
american_scientific_journal-11400	58	27	actual	actual	ADJ
american_scientific_journal-11400	58	28	defects	defect	NOUN
american_scientific_journal-11400	58	29	[	[	X
american_scientific_journal-11400	58	30	1	1	NUM
american_scientific_journal-11400	58	31	]	]	PUNCT
american_scientific_journal-11400	58	32	.	.	PUNCT
american_scientific_journal-11400	59	1	ai	ai	AUX
american_scientific_journal-11400	59	2	and	and	CCONJ
american_scientific_journal-11400	59	3	ml	ml	AUX
american_scientific_journal-11400	59	4	also	also	ADV
american_scientific_journal-11400	59	5	enable	enable	VERB
american_scientific_journal-11400	59	6	the	the	DET
american_scientific_journal-11400	59	7	automation	automation	NOUN
american_scientific_journal-11400	59	8	of	of	ADP
american_scientific_journal-11400	59	9	error	error	NOUN
american_scientific_journal-11400	59	10	classification	classification	NOUN
american_scientific_journal-11400	59	11	,	,	PUNCT
american_scientific_journal-11400	59	12	streamlining	streamline	VERB
american_scientific_journal-11400	59	13	defect	defect	NOUN
american_scientific_journal-11400	59	14	management	management	NOUN
american_scientific_journal-11400	59	15	.	.	PUNCT
american_scientific_journal-11400	60	1	using	use	VERB
american_scientific_journal-11400	60	2	natural	natural	ADJ
american_scientific_journal-11400	60	3	language	language	NOUN
american_scientific_journal-11400	60	4	processing	processing	NOUN
american_scientific_journal-11400	60	5	(	(	PUNCT
american_scientific_journal-11400	60	6	nlp	nlp	NOUN
american_scientific_journal-11400	60	7	)	)	PUNCT
american_scientific_journal-11400	60	8	algorithms	algorithm	NOUN
american_scientific_journal-11400	60	9	for	for	ADP
american_scientific_journal-11400	60	10	error	error	NOUN
american_scientific_journal-11400	60	11	log	log	NOUN
american_scientific_journal-11400	60	12	analysis	analysis	NOUN
american_scientific_journal-11400	60	13	and	and	CCONJ
american_scientific_journal-11400	60	14	classification	classification	NOUN
american_scientific_journal-11400	60	15	allows	allow	VERB
american_scientific_journal-11400	60	16	errors	error	NOUN
american_scientific_journal-11400	60	17	to	to	PART
american_scientific_journal-11400	60	18	be	be	AUX
american_scientific_journal-11400	60	19	categorized	categorize	VERB
american_scientific_journal-11400	60	20	and	and	CCONJ
american_scientific_journal-11400	60	21	linked	link	VERB
american_scientific_journal-11400	60	22	to	to	ADP
american_scientific_journal-11400	60	23	specific	specific	ADJ
american_scientific_journal-11400	60	24	root	root	NOUN
american_scientific_journal-11400	60	25	causes	cause	NOUN
american_scientific_journal-11400	60	26	,	,	PUNCT
american_scientific_journal-11400	60	27	accelerating	accelerate	VERB
american_scientific_journal-11400	60	28	the	the	DET
american_scientific_journal-11400	60	29	analysis	analysis	NOUN
american_scientific_journal-11400	60	30	process	process	NOUN
american_scientific_journal-11400	60	31	.	.	PUNCT
american_scientific_journal-11400	61	1	this	this	DET
american_scientific_journal-11400	61	2	approach	approach	NOUN
american_scientific_journal-11400	61	3	is	be	AUX
american_scientific_journal-11400	61	4	particularly	particularly	ADV
american_scientific_journal-11400	61	5	beneficial	beneficial	ADJ
american_scientific_journal-11400	61	6	in	in	ADP
american_scientific_journal-11400	61	7	programming	programming	NOUN
american_scientific_journal-11400	61	8	contexts	context	NOUN
american_scientific_journal-11400	61	9	where	where	SCONJ
american_scientific_journal-11400	61	10	the	the	DET
american_scientific_journal-11400	61	11	number	number	NOUN
american_scientific_journal-11400	61	12	of	of	ADP
american_scientific_journal-11400	61	13	errors	error	NOUN
american_scientific_journal-11400	61	14	can	can	AUX
american_scientific_journal-11400	61	15	accumulate	accumulate	VERB
american_scientific_journal-11400	61	16	to	to	ADP
american_scientific_journal-11400	61	17	thousands	thousand	NOUN
american_scientific_journal-11400	61	18	in	in	ADP
american_scientific_journal-11400	61	19	a	a	DET
american_scientific_journal-11400	61	20	short	short	ADJ
american_scientific_journal-11400	61	21	period	period	NOUN
american_scientific_journal-11400	61	22	.	.	PUNCT
american_scientific_journal-11400	62	1	additionally	additionally	ADV
american_scientific_journal-11400	62	2	,	,	PUNCT
american_scientific_journal-11400	62	3	clustering	clustering	ADJ
american_scientific_journal-11400	62	4	algorithms	algorithm	NOUN
american_scientific_journal-11400	62	5	,	,	PUNCT
american_scientific_journal-11400	62	6	such	such	ADJ
american_scientific_journal-11400	62	7	as	as	ADP
american_scientific_journal-11400	62	8	k	k	NOUN
american_scientific_journal-11400	62	9	-	-	PUNCT
american_scientific_journal-11400	62	10	means	mean	NOUN
american_scientific_journal-11400	62	11	,	,	PUNCT
american_scientific_journal-11400	62	12	along	along	ADP
american_scientific_journal-11400	62	13	with	with	ADP
american_scientific_journal-11400	62	14	graph	graph	NOUN
american_scientific_journal-11400	62	15	theory	theory	NOUN
american_scientific_journal-11400	62	16	techniques	technique	NOUN
american_scientific_journal-11400	62	17	,	,	PUNCT
american_scientific_journal-11400	62	18	assist	assist	VERB
american_scientific_journal-11400	62	19	in	in	ADP
american_scientific_journal-11400	62	20	grouping	group	VERB
american_scientific_journal-11400	62	21	similar	similar	ADJ
american_scientific_journal-11400	62	22	issues	issue	NOUN
american_scientific_journal-11400	62	23	,	,	PUNCT
american_scientific_journal-11400	62	24	american	american	ADJ
american_scientific_journal-11400	62	25	academic	academic	ADJ
american_scientific_journal-11400	62	26	scientific	scientific	ADJ
american_scientific_journal-11400	62	27	research	research	NOUN
american_scientific_journal-11400	62	28	journal	journal	NOUN
american_scientific_journal-11400	62	29	for	for	ADP
american_scientific_journal-11400	62	30	engineering	engineering	NOUN
american_scientific_journal-11400	62	31	,	,	PUNCT
american_scientific_journal-11400	62	32	technology	technology	NOUN
american_scientific_journal-11400	62	33	,	,	PUNCT
american_scientific_journal-11400	62	34	and	and	CCONJ
american_scientific_journal-11400	62	35	sciences	science	NOUN
american_scientific_journal-11400	62	36	(	(	PUNCT
american_scientific_journal-11400	62	37	asrjets	asrjet	NOUN
american_scientific_journal-11400	62	38	)	)	PUNCT
american_scientific_journal-11400	62	39	volume	volume	NOUN
american_scientific_journal-11400	62	40	101	101	NUM
american_scientific_journal-11400	62	41	,	,	PUNCT
american_scientific_journal-11400	62	42	no	no	DET
american_scientific_journal-11400	62	43	1	1	NUM
american_scientific_journal-11400	62	44	,	,	PUNCT
american_scientific_journal-11400	62	45	pp	pp	ADV
american_scientific_journal-11400	62	46	109	109	NUM
american_scientific_journal-11400	62	47	-	-	SYM
american_scientific_journal-11400	62	48	115	115	NUM
american_scientific_journal-11400	62	49	112	112	NUM
american_scientific_journal-11400	62	50	thereby	thereby	ADV
american_scientific_journal-11400	62	51	reducing	reduce	VERB
american_scientific_journal-11400	62	52	the	the	DET
american_scientific_journal-11400	62	53	workload	workload	NOUN
american_scientific_journal-11400	62	54	for	for	ADP
american_scientific_journal-11400	62	55	analysts	analyst	NOUN
american_scientific_journal-11400	62	56	.	.	PUNCT
american_scientific_journal-11400	63	1	model	model	NOUN
american_scientific_journal-11400	63	2	-	-	PUNCT
american_scientific_journal-11400	63	3	based	base	VERB
american_scientific_journal-11400	63	4	testing	testing	NOUN
american_scientific_journal-11400	63	5	(	(	PUNCT
american_scientific_journal-11400	63	6	mbt	mbt	PROPN
american_scientific_journal-11400	63	7	)	)	PUNCT
american_scientific_journal-11400	63	8	,	,	PUNCT
american_scientific_journal-11400	63	9	when	when	SCONJ
american_scientific_journal-11400	63	10	combined	combine	VERB
american_scientific_journal-11400	63	11	with	with	ADP
american_scientific_journal-11400	63	12	ml	ml	NOUN
american_scientific_journal-11400	63	13	,	,	PUNCT
american_scientific_journal-11400	63	14	facilitates	facilitate	VERB
american_scientific_journal-11400	63	15	not	not	PART
american_scientific_journal-11400	63	16	only	only	ADV
american_scientific_journal-11400	63	17	test	test	NOUN
american_scientific_journal-11400	63	18	execution	execution	NOUN
american_scientific_journal-11400	63	19	automation	automation	NOUN
american_scientific_journal-11400	63	20	but	but	CCONJ
american_scientific_journal-11400	63	21	also	also	ADV
american_scientific_journal-11400	63	22	test	test	NOUN
american_scientific_journal-11400	63	23	generation	generation	NOUN
american_scientific_journal-11400	63	24	.	.	PUNCT
american_scientific_journal-11400	64	1	the	the	DET
american_scientific_journal-11400	64	2	system	system	NOUN
american_scientific_journal-11400	64	3	is	be	AUX
american_scientific_journal-11400	64	4	represented	represent	VERB
american_scientific_journal-11400	64	5	as	as	ADP
american_scientific_journal-11400	64	6	a	a	DET
american_scientific_journal-11400	64	7	model	model	NOUN
american_scientific_journal-11400	64	8	,	,	PUNCT
american_scientific_journal-11400	64	9	which	which	PRON
american_scientific_journal-11400	64	10	serves	serve	VERB
american_scientific_journal-11400	64	11	as	as	ADP
american_scientific_journal-11400	64	12	the	the	DET
american_scientific_journal-11400	64	13	basis	basis	NOUN
american_scientific_journal-11400	64	14	for	for	ADP
american_scientific_journal-11400	64	15	creating	create	VERB
american_scientific_journal-11400	64	16	scenarios	scenario	NOUN
american_scientific_journal-11400	64	17	.	.	PUNCT
american_scientific_journal-11400	65	1	this	this	DET
american_scientific_journal-11400	65	2	approach	approach	NOUN
american_scientific_journal-11400	65	3	is	be	AUX
american_scientific_journal-11400	65	4	particularly	particularly	ADV
american_scientific_journal-11400	65	5	effective	effective	ADJ
american_scientific_journal-11400	65	6	when	when	SCONJ
american_scientific_journal-11400	65	7	dealing	deal	VERB
american_scientific_journal-11400	65	8	with	with	ADP
american_scientific_journal-11400	65	9	a	a	DET
american_scientific_journal-11400	65	10	large	large	ADJ
american_scientific_journal-11400	65	11	number	number	NOUN
american_scientific_journal-11400	65	12	of	of	ADP
american_scientific_journal-11400	65	13	states	state	NOUN
american_scientific_journal-11400	65	14	or	or	CCONJ
american_scientific_journal-11400	65	15	complex	complex	ADJ
american_scientific_journal-11400	65	16	dependencies	dependency	NOUN
american_scientific_journal-11400	65	17	between	between	ADP
american_scientific_journal-11400	65	18	components	component	NOUN
american_scientific_journal-11400	65	19	,	,	PUNCT
american_scientific_journal-11400	65	20	as	as	SCONJ
american_scientific_journal-11400	65	21	such	such	ADJ
american_scientific_journal-11400	65	22	algorithms	algorithm	NOUN
american_scientific_journal-11400	65	23	aid	aid	NOUN
american_scientific_journal-11400	65	24	in	in	ADP
american_scientific_journal-11400	65	25	automating	automate	VERB
american_scientific_journal-11400	65	26	the	the	DET
american_scientific_journal-11400	65	27	model	model	NOUN
american_scientific_journal-11400	65	28	update	update	NOUN
american_scientific_journal-11400	65	29	processes	process	NOUN
american_scientific_journal-11400	65	30	.	.	PUNCT
american_scientific_journal-11400	66	1	despite	despite	SCONJ
american_scientific_journal-11400	66	2	their	their	PRON
american_scientific_journal-11400	66	3	clear	clear	ADJ
american_scientific_journal-11400	66	4	advantages	advantage	NOUN
american_scientific_journal-11400	66	5	,	,	PUNCT
american_scientific_journal-11400	66	6	the	the	DET
american_scientific_journal-11400	66	7	integration	integration	NOUN
american_scientific_journal-11400	66	8	of	of	ADP
american_scientific_journal-11400	66	9	ai	ai	PROPN
american_scientific_journal-11400	66	10	and	and	CCONJ
american_scientific_journal-11400	66	11	ml	ml	X
american_scientific_journal-11400	66	12	into	into	ADP
american_scientific_journal-11400	66	13	qa	qa	PROPN
american_scientific_journal-11400	66	14	presents	present	VERB
american_scientific_journal-11400	66	15	several	several	ADJ
american_scientific_journal-11400	66	16	limitations	limitation	NOUN
american_scientific_journal-11400	66	17	that	that	PRON
american_scientific_journal-11400	66	18	require	require	VERB
american_scientific_journal-11400	66	19	a	a	DET
american_scientific_journal-11400	66	20	precise	precise	ADJ
american_scientific_journal-11400	66	21	and	and	CCONJ
american_scientific_journal-11400	66	22	tailored	tailor	VERB
american_scientific_journal-11400	66	23	approach	approach	NOUN
american_scientific_journal-11400	66	24	.	.	PUNCT
american_scientific_journal-11400	67	1	one	one	NUM
american_scientific_journal-11400	67	2	of	of	ADP
american_scientific_journal-11400	67	3	the	the	DET
american_scientific_journal-11400	67	4	primary	primary	ADJ
american_scientific_journal-11400	67	5	challenges	challenge	NOUN
american_scientific_journal-11400	67	6	is	be	AUX
american_scientific_journal-11400	67	7	the	the	DET
american_scientific_journal-11400	67	8	sensitivity	sensitivity	NOUN
american_scientific_journal-11400	67	9	of	of	ADP
american_scientific_journal-11400	67	10	ml	ml	NOUN
american_scientific_journal-11400	67	11	models	model	NOUN
american_scientific_journal-11400	67	12	to	to	ADP
american_scientific_journal-11400	67	13	data	datum	NOUN
american_scientific_journal-11400	67	14	quality	quality	NOUN
american_scientific_journal-11400	67	15	;	;	PUNCT
american_scientific_journal-11400	67	16	lowquality	lowquality	NOUN
american_scientific_journal-11400	67	17	,	,	PUNCT
american_scientific_journal-11400	67	18	incomplete	incomplete	ADJ
american_scientific_journal-11400	67	19	,	,	PUNCT
american_scientific_journal-11400	67	20	or	or	CCONJ
american_scientific_journal-11400	67	21	imbalanced	imbalanced	ADJ
american_scientific_journal-11400	67	22	data	datum	NOUN
american_scientific_journal-11400	67	23	can	can	AUX
american_scientific_journal-11400	67	24	lead	lead	VERB
american_scientific_journal-11400	67	25	to	to	ADP
american_scientific_journal-11400	67	26	inaccurate	inaccurate	ADJ
american_scientific_journal-11400	67	27	outcomes	outcome	NOUN
american_scientific_journal-11400	67	28	and	and	CCONJ
american_scientific_journal-11400	67	29	create	create	VERB
american_scientific_journal-11400	67	30	a	a	DET
american_scientific_journal-11400	67	31	misleading	misleading	ADJ
american_scientific_journal-11400	67	32	impression	impression	NOUN
american_scientific_journal-11400	67	33	of	of	ADP
american_scientific_journal-11400	67	34	system	system	NOUN
american_scientific_journal-11400	67	35	stability	stability	NOUN
american_scientific_journal-11400	67	36	.	.	PUNCT
american_scientific_journal-11400	68	1	furthermore	furthermore	ADV
american_scientific_journal-11400	68	2	,	,	PUNCT
american_scientific_journal-11400	68	3	ai	ai	VERB
american_scientific_journal-11400	68	4	and	and	CCONJ
american_scientific_journal-11400	68	5	ml	ml	ADP
american_scientific_journal-11400	68	6	models	model	NOUN
american_scientific_journal-11400	68	7	often	often	ADV
american_scientific_journal-11400	68	8	exhibit	exhibit	VERB
american_scientific_journal-11400	68	9	a	a	DET
american_scientific_journal-11400	68	10	"	"	PUNCT
american_scientific_journal-11400	68	11	black	black	ADJ
american_scientific_journal-11400	68	12	box	box	NOUN
american_scientific_journal-11400	68	13	"	"	PUNCT
american_scientific_journal-11400	68	14	effect	effect	NOUN
american_scientific_journal-11400	68	15	,	,	PUNCT
american_scientific_journal-11400	68	16	rendering	render	VERB
american_scientific_journal-11400	68	17	the	the	DET
american_scientific_journal-11400	68	18	decisionmaking	decisionmake	VERB
american_scientific_journal-11400	68	19	processes	process	NOUN
american_scientific_journal-11400	68	20	opaque	opaque	ADJ
american_scientific_journal-11400	68	21	.	.	PUNCT
american_scientific_journal-11400	69	1	this	this	DET
american_scientific_journal-11400	69	2	opacity	opacity	NOUN
american_scientific_journal-11400	69	3	increases	increase	VERB
american_scientific_journal-11400	69	4	the	the	DET
american_scientific_journal-11400	69	5	workload	workload	NOUN
american_scientific_journal-11400	69	6	for	for	ADP
american_scientific_journal-11400	69	7	analysts	analyst	NOUN
american_scientific_journal-11400	69	8	,	,	PUNCT
american_scientific_journal-11400	69	9	as	as	ADP
american_scientific_journal-11400	69	10	explaining	explain	VERB
american_scientific_journal-11400	69	11	specific	specific	ADJ
american_scientific_journal-11400	69	12	system	system	NOUN
american_scientific_journal-11400	69	13	conclusions	conclusion	NOUN
american_scientific_journal-11400	69	14	requires	require	VERB
american_scientific_journal-11400	69	15	a	a	DET
american_scientific_journal-11400	69	16	thorough	thorough	ADJ
american_scientific_journal-11400	69	17	analysis	analysis	NOUN
american_scientific_journal-11400	69	18	of	of	ADP
american_scientific_journal-11400	69	19	the	the	DET
american_scientific_journal-11400	69	20	model	model	NOUN
american_scientific_journal-11400	69	21	's	's	PART
american_scientific_journal-11400	69	22	logic	logic	NOUN
american_scientific_journal-11400	69	23	,	,	PUNCT
american_scientific_journal-11400	69	24	which	which	PRON
american_scientific_journal-11400	69	25	is	be	AUX
american_scientific_journal-11400	69	26	not	not	PART
american_scientific_journal-11400	69	27	always	always	ADV
american_scientific_journal-11400	69	28	a	a	DET
american_scientific_journal-11400	69	29	straightforward	straightforward	ADJ
american_scientific_journal-11400	69	30	task	task	NOUN
american_scientific_journal-11400	69	31	[	[	X
american_scientific_journal-11400	69	32	3	3	NUM
american_scientific_journal-11400	69	33	]	]	PUNCT
american_scientific_journal-11400	69	34	.	.	PUNCT
american_scientific_journal-11400	70	1	another	another	DET
american_scientific_journal-11400	70	2	issue	issue	NOUN
american_scientific_journal-11400	70	3	is	be	AUX
american_scientific_journal-11400	70	4	the	the	DET
american_scientific_journal-11400	70	5	complexity	complexity	NOUN
american_scientific_journal-11400	70	6	of	of	ADP
american_scientific_journal-11400	70	7	integration	integration	NOUN
american_scientific_journal-11400	70	8	.	.	PUNCT
american_scientific_journal-11400	71	1	testing	testing	NOUN
american_scientific_journal-11400	71	2	environments	environment	NOUN
american_scientific_journal-11400	71	3	are	be	AUX
american_scientific_journal-11400	71	4	often	often	ADV
american_scientific_journal-11400	71	5	characterized	characterize	VERB
american_scientific_journal-11400	71	6	by	by	ADP
american_scientific_journal-11400	71	7	highly	highly	ADV
american_scientific_journal-11400	71	8	isolated	isolate	VERB
american_scientific_journal-11400	71	9	processes	process	NOUN
american_scientific_journal-11400	71	10	and	and	CCONJ
american_scientific_journal-11400	71	11	legacy	legacy	NOUN
american_scientific_journal-11400	71	12	tools	tool	NOUN
american_scientific_journal-11400	71	13	,	,	PUNCT
american_scientific_journal-11400	71	14	complicating	complicate	VERB
american_scientific_journal-11400	71	15	the	the	DET
american_scientific_journal-11400	71	16	adoption	adoption	NOUN
american_scientific_journal-11400	71	17	of	of	ADP
american_scientific_journal-11400	71	18	advanced	advanced	ADJ
american_scientific_journal-11400	71	19	ml	ml	NOUN
american_scientific_journal-11400	71	20	models	model	NOUN
american_scientific_journal-11400	71	21	.	.	PUNCT
american_scientific_journal-11400	72	1	compatibility	compatibility	NOUN
american_scientific_journal-11400	72	2	,	,	PUNCT
american_scientific_journal-11400	72	3	architectural	architectural	ADJ
american_scientific_journal-11400	72	4	adaptation	adaptation	NOUN
american_scientific_journal-11400	72	5	,	,	PUNCT
american_scientific_journal-11400	72	6	and	and	CCONJ
american_scientific_journal-11400	72	7	potential	potential	ADJ
american_scientific_journal-11400	72	8	conflicts	conflict	NOUN
american_scientific_journal-11400	72	9	between	between	ADP
american_scientific_journal-11400	72	10	existing	exist	VERB
american_scientific_journal-11400	72	11	tools	tool	NOUN
american_scientific_journal-11400	72	12	and	and	CCONJ
american_scientific_journal-11400	72	13	new	new	ADJ
american_scientific_journal-11400	72	14	algorithms	algorithm	NOUN
american_scientific_journal-11400	72	15	must	must	AUX
american_scientific_journal-11400	72	16	be	be	AUX
american_scientific_journal-11400	72	17	considered	consider	VERB
american_scientific_journal-11400	72	18	.	.	PUNCT
american_scientific_journal-11400	73	1	figure	figure	VERB
american_scientific_journal-11400	73	2	1	1	NUM
american_scientific_journal-11400	73	3	below	below	ADV
american_scientific_journal-11400	73	4	illustrates	illustrate	VERB
american_scientific_journal-11400	73	5	the	the	DET
american_scientific_journal-11400	73	6	main	main	ADJ
american_scientific_journal-11400	73	7	directions	direction	NOUN
american_scientific_journal-11400	73	8	of	of	ADP
american_scientific_journal-11400	73	9	ai	ai	NOUN
american_scientific_journal-11400	73	10	and	and	CCONJ
american_scientific_journal-11400	73	11	ml	ml	ADP
american_scientific_journal-11400	73	12	applications	application	NOUN
american_scientific_journal-11400	73	13	in	in	ADP
american_scientific_journal-11400	73	14	qa	qa	PROPN
american_scientific_journal-11400	73	15	.	.	PUNCT
american_scientific_journal-11400	74	1	figure	figure	NOUN
american_scientific_journal-11400	74	2	1	1	NUM
american_scientific_journal-11400	74	3	:	:	PUNCT
american_scientific_journal-11400	74	4	the	the	DET
american_scientific_journal-11400	74	5	main	main	ADJ
american_scientific_journal-11400	74	6	directions	direction	NOUN
american_scientific_journal-11400	74	7	of	of	ADP
american_scientific_journal-11400	74	8	application	application	NOUN
american_scientific_journal-11400	74	9	of	of	ADP
american_scientific_journal-11400	74	10	ai	ai	NOUN
american_scientific_journal-11400	74	11	and	and	CCONJ
american_scientific_journal-11400	74	12	ml	ml	X
american_scientific_journal-11400	74	13	in	in	ADP
american_scientific_journal-11400	74	14	qa	qa	PROPN
american_scientific_journal-11400	74	15	[	[	X
american_scientific_journal-11400	74	16	5	5	NUM
american_scientific_journal-11400	74	17	]	]	PUNCT
american_scientific_journal-11400	74	18	automated	automated	ADJ
american_scientific_journal-11400	74	19	testing	testing	NOUN
american_scientific_journal-11400	74	20	,	,	PUNCT
american_scientific_journal-11400	74	21	in	in	ADP
american_scientific_journal-11400	74	22	turn	turn	NOUN
american_scientific_journal-11400	74	23	,	,	PUNCT
american_scientific_journal-11400	74	24	enables	enable	VERB
american_scientific_journal-11400	74	25	the	the	DET
american_scientific_journal-11400	74	26	automation	automation	NOUN
american_scientific_journal-11400	74	27	of	of	ADP
american_scientific_journal-11400	74	28	tasks	task	NOUN
american_scientific_journal-11400	74	29	previously	previously	ADV
american_scientific_journal-11400	74	30	performed	perform	VERB
american_scientific_journal-11400	74	31	manually	manually	ADV
american_scientific_journal-11400	74	32	,	,	PUNCT
american_scientific_journal-11400	74	33	such	such	ADJ
american_scientific_journal-11400	74	34	as	as	ADP
american_scientific_journal-11400	74	35	test	test	NOUN
american_scientific_journal-11400	74	36	case	case	NOUN
american_scientific_journal-11400	74	37	generation	generation	NOUN
american_scientific_journal-11400	74	38	,	,	PUNCT
american_scientific_journal-11400	74	39	result	result	VERB
american_scientific_journal-11400	74	40	analysis	analysis	NOUN
american_scientific_journal-11400	74	41	,	,	PUNCT
american_scientific_journal-11400	74	42	and	and	CCONJ
american_scientific_journal-11400	74	43	defect	defect	VERB
american_scientific_journal-11400	74	44	detection	detection	NOUN
american_scientific_journal-11400	74	45	.	.	PUNCT
american_scientific_journal-11400	75	1	this	this	PRON
american_scientific_journal-11400	75	2	reduces	reduce	VERB
american_scientific_journal-11400	75	3	testing	testing	NOUN
american_scientific_journal-11400	75	4	time	time	NOUN
american_scientific_journal-11400	75	5	and	and	CCONJ
american_scientific_journal-11400	75	6	lowers	lower	VERB
american_scientific_journal-11400	75	7	the	the	DET
american_scientific_journal-11400	75	8	risk	risk	NOUN
american_scientific_journal-11400	75	9	of	of	ADP
american_scientific_journal-11400	75	10	human	human	ADJ
american_scientific_journal-11400	75	11	error	error	NOUN
american_scientific_journal-11400	75	12	.	.	PUNCT
american_scientific_journal-11400	76	1	m	m	PROPN
american_scientific_journal-11400	76	2	ai	ai	VERB
american_scientific_journal-11400	76	3	n	n	ADV
american_scientific_journal-11400	76	4	a	a	DET
american_scientific_journal-11400	76	5	re	re	NOUN
american_scientific_journal-11400	76	6	as	as	ADP
american_scientific_journal-11400	76	7	o	o	PROPN
american_scientific_journal-11400	76	8	f	f	PROPN
american_scientific_journal-11400	76	9	ap	ap	PROPN
american_scientific_journal-11400	77	1	p	p	PROPN
american_scientific_journal-11400	77	2	li	li	PROPN
american_scientific_journal-11400	77	3	ca	can	AUX
american_scientific_journal-11400	77	4	ti	ti	NOUN
american_scientific_journal-11400	77	5	o	o	NOUN
american_scientific_journal-11400	77	6	n	n	ADP
american_scientific_journal-11400	77	7	o	o	NOUN
american_scientific_journal-11400	77	8	f	f	NOUN
american_scientific_journal-11400	78	1	a	a	PRON
american_scientific_journal-11400	78	2	i	i	PRON
american_scientific_journal-11400	78	3	an	an	PRON
american_scientific_journal-11400	78	4	d	d	NOUN
american_scientific_journal-11400	78	5	m	m	VERB
american_scientific_journal-11400	78	6	l	l	NOUN
american_scientific_journal-11400	79	1	i	i	PRON
american_scientific_journal-11400	79	2	n	n	CCONJ
american_scientific_journal-11400	79	3	q	q	PROPN
american_scientific_journal-11400	79	4	a	a	DET
american_scientific_journal-11400	79	5	test	test	NOUN
american_scientific_journal-11400	79	6	automation	automation	NOUN
american_scientific_journal-11400	79	7	big	big	ADJ
american_scientific_journal-11400	79	8	data	datum	NOUN
american_scientific_journal-11400	79	9	analysis	analysis	NOUN
american_scientific_journal-11400	79	10	american	american	ADJ
american_scientific_journal-11400	79	11	academic	academic	ADJ
american_scientific_journal-11400	79	12	scientific	scientific	ADJ
american_scientific_journal-11400	79	13	research	research	NOUN
american_scientific_journal-11400	79	14	journal	journal	NOUN
american_scientific_journal-11400	79	15	for	for	ADP
american_scientific_journal-11400	79	16	engineering	engineering	NOUN
american_scientific_journal-11400	79	17	,	,	PUNCT
american_scientific_journal-11400	79	18	technology	technology	NOUN
american_scientific_journal-11400	79	19	,	,	PUNCT
american_scientific_journal-11400	79	20	and	and	CCONJ
american_scientific_journal-11400	79	21	sciences	science	NOUN
american_scientific_journal-11400	79	22	(	(	PUNCT
american_scientific_journal-11400	79	23	asrjets	asrjet	NOUN
american_scientific_journal-11400	79	24	)	)	PUNCT
american_scientific_journal-11400	79	25	volume	volume	NOUN
american_scientific_journal-11400	79	26	101	101	NUM
american_scientific_journal-11400	79	27	,	,	PUNCT
american_scientific_journal-11400	79	28	no	no	DET
american_scientific_journal-11400	79	29	1	1	NUM
american_scientific_journal-11400	79	30	,	,	PUNCT
american_scientific_journal-11400	79	31	pp	pp	ADV
american_scientific_journal-11400	79	32	109	109	NUM
american_scientific_journal-11400	79	33	-	-	SYM
american_scientific_journal-11400	79	34	115	115	NUM
american_scientific_journal-11400	79	35	113	113	NUM
american_scientific_journal-11400	79	36	in	in	ADP
american_scientific_journal-11400	79	37	the	the	DET
american_scientific_journal-11400	79	38	field	field	NOUN
american_scientific_journal-11400	79	39	of	of	ADP
american_scientific_journal-11400	79	40	big	big	ADJ
american_scientific_journal-11400	79	41	data	datum	NOUN
american_scientific_journal-11400	79	42	analysis	analysis	NOUN
american_scientific_journal-11400	79	43	,	,	PUNCT
american_scientific_journal-11400	79	44	machine	machine	NOUN
american_scientific_journal-11400	79	45	learning	learning	NOUN
american_scientific_journal-11400	79	46	processes	process	VERB
american_scientific_journal-11400	79	47	large	large	ADJ
american_scientific_journal-11400	79	48	data	datum	NOUN
american_scientific_journal-11400	79	49	volumes	volume	NOUN
american_scientific_journal-11400	79	50	,	,	PUNCT
american_scientific_journal-11400	79	51	identifying	identify	VERB
american_scientific_journal-11400	79	52	hidden	hidden	ADJ
american_scientific_journal-11400	79	53	patterns	pattern	NOUN
american_scientific_journal-11400	79	54	and	and	CCONJ
american_scientific_journal-11400	79	55	potential	potential	ADJ
american_scientific_journal-11400	79	56	problem	problem	NOUN
american_scientific_journal-11400	79	57	areas	area	NOUN
american_scientific_journal-11400	79	58	in	in	ADP
american_scientific_journal-11400	79	59	software	software	NOUN
american_scientific_journal-11400	79	60	.	.	PUNCT
american_scientific_journal-11400	80	1	this	this	PRON
american_scientific_journal-11400	80	2	allows	allow	VERB
american_scientific_journal-11400	80	3	for	for	ADP
american_scientific_journal-11400	80	4	the	the	DET
american_scientific_journal-11400	80	5	prediction	prediction	NOUN
american_scientific_journal-11400	80	6	of	of	ADP
american_scientific_journal-11400	80	7	possible	possible	ADJ
american_scientific_journal-11400	80	8	defects	defect	NOUN
american_scientific_journal-11400	80	9	,	,	PUNCT
american_scientific_journal-11400	80	10	thereby	thereby	ADV
american_scientific_journal-11400	80	11	preventing	prevent	VERB
american_scientific_journal-11400	80	12	them	they	PRON
american_scientific_journal-11400	80	13	at	at	ADP
american_scientific_journal-11400	80	14	early	early	ADJ
american_scientific_journal-11400	80	15	stages	stage	NOUN
american_scientific_journal-11400	80	16	of	of	ADP
american_scientific_journal-11400	80	17	development	development	NOUN
american_scientific_journal-11400	80	18	[	[	X
american_scientific_journal-11400	80	19	6	6	NUM
american_scientific_journal-11400	80	20	]	]	PUNCT
american_scientific_journal-11400	80	21	.	.	PUNCT
american_scientific_journal-11400	81	1	table	table	NOUN
american_scientific_journal-11400	81	2	1	1	NUM
american_scientific_journal-11400	81	3	below	below	ADP
american_scientific_journal-11400	81	4	outlines	outline	VERB
american_scientific_journal-11400	81	5	the	the	DET
american_scientific_journal-11400	81	6	advantages	advantage	NOUN
american_scientific_journal-11400	81	7	of	of	ADP
american_scientific_journal-11400	81	8	integrating	integrate	VERB
american_scientific_journal-11400	81	9	ai	ai	VERB
american_scientific_journal-11400	81	10	into	into	ADP
american_scientific_journal-11400	81	11	qa	qa	PROPN
american_scientific_journal-11400	81	12	.	.	PUNCT
american_scientific_journal-11400	81	13	table	table	NOUN
american_scientific_journal-11400	81	14	1	1	NUM
american_scientific_journal-11400	81	15	:	:	PUNCT
american_scientific_journal-11400	81	16	advantages	advantage	NOUN
american_scientific_journal-11400	81	17	of	of	ADP
american_scientific_journal-11400	81	18	integrating	integrate	VERB
american_scientific_journal-11400	81	19	ai	ai	VERB
american_scientific_journal-11400	81	20	into	into	ADP
american_scientific_journal-11400	81	21	qa	qa	PROPN
american_scientific_journal-11400	82	1	[	[	X
american_scientific_journal-11400	82	2	5	5	NUM
american_scientific_journal-11400	82	3	-	-	SYM
american_scientific_journal-11400	82	4	6	6	NUM
american_scientific_journal-11400	82	5	]	]	PUNCT
american_scientific_journal-11400	82	6	.	.	PUNCT
american_scientific_journal-11400	83	1	advantage	advantage	NOUN
american_scientific_journal-11400	83	2	description	description	NOUN
american_scientific_journal-11400	83	3	increased	increase	VERB
american_scientific_journal-11400	83	4	efficiency	efficiency	NOUN
american_scientific_journal-11400	83	5	automating	automate	VERB
american_scientific_journal-11400	83	6	routine	routine	ADJ
american_scientific_journal-11400	83	7	tasks	task	NOUN
american_scientific_journal-11400	83	8	allows	allow	VERB
american_scientific_journal-11400	83	9	testers	tester	NOUN
american_scientific_journal-11400	83	10	to	to	PART
american_scientific_journal-11400	83	11	focus	focus	VERB
american_scientific_journal-11400	83	12	on	on	ADP
american_scientific_journal-11400	83	13	complex	complex	ADJ
american_scientific_journal-11400	83	14	aspects	aspect	NOUN
american_scientific_journal-11400	83	15	of	of	ADP
american_scientific_journal-11400	83	16	testing	testing	NOUN
american_scientific_journal-11400	83	17	,	,	PUNCT
american_scientific_journal-11400	83	18	improving	improve	VERB
american_scientific_journal-11400	83	19	overall	overall	ADJ
american_scientific_journal-11400	83	20	product	product	NOUN
american_scientific_journal-11400	83	21	quality	quality	NOUN
american_scientific_journal-11400	83	22	.	.	PUNCT
american_scientific_journal-11400	84	1	reduced	reduce	VERB
american_scientific_journal-11400	84	2	testing	testing	NOUN
american_scientific_journal-11400	84	3	time	time	NOUN
american_scientific_journal-11400	84	4	ai	ai	VERB
american_scientific_journal-11400	84	5	can	can	AUX
american_scientific_journal-11400	84	6	execute	execute	VERB
american_scientific_journal-11400	84	7	tests	test	NOUN
american_scientific_journal-11400	84	8	faster	fast	ADV
american_scientific_journal-11400	84	9	and	and	CCONJ
american_scientific_journal-11400	84	10	with	with	ADP
american_scientific_journal-11400	84	11	fewer	few	ADJ
american_scientific_journal-11400	84	12	resource	resource	NOUN
american_scientific_journal-11400	84	13	expenditures	expenditure	NOUN
american_scientific_journal-11400	84	14	,	,	PUNCT
american_scientific_journal-11400	84	15	accelerating	accelerate	VERB
american_scientific_journal-11400	84	16	software	software	NOUN
american_scientific_journal-11400	84	17	release	release	NOUN
american_scientific_journal-11400	84	18	.	.	PUNCT
american_scientific_journal-11400	85	1	improved	improved	ADJ
american_scientific_journal-11400	85	2	accuracy	accuracy	NOUN
american_scientific_journal-11400	85	3	machine	machine	NOUN
american_scientific_journal-11400	85	4	learning	learning	NOUN
american_scientific_journal-11400	85	5	reduces	reduce	VERB
american_scientific_journal-11400	85	6	the	the	DET
american_scientific_journal-11400	85	7	likelihood	likelihood	NOUN
american_scientific_journal-11400	85	8	of	of	ADP
american_scientific_journal-11400	85	9	missed	miss	VERB
american_scientific_journal-11400	85	10	defects	defect	NOUN
american_scientific_journal-11400	85	11	,	,	PUNCT
american_scientific_journal-11400	85	12	ensuring	ensure	VERB
american_scientific_journal-11400	85	13	reliable	reliable	ADJ
american_scientific_journal-11400	85	14	testing	testing	NOUN
american_scientific_journal-11400	85	15	.	.	PUNCT
american_scientific_journal-11400	86	1	despite	despite	SCONJ
american_scientific_journal-11400	86	2	the	the	DET
american_scientific_journal-11400	86	3	clear	clear	ADJ
american_scientific_journal-11400	86	4	advantages	advantage	NOUN
american_scientific_journal-11400	86	5	listed	list	VERB
american_scientific_journal-11400	86	6	in	in	ADP
american_scientific_journal-11400	86	7	table	table	NOUN
american_scientific_journal-11400	86	8	1	1	NUM
american_scientific_journal-11400	86	9	,	,	PUNCT
american_scientific_journal-11400	86	10	the	the	DET
american_scientific_journal-11400	86	11	implementation	implementation	NOUN
american_scientific_journal-11400	86	12	of	of	ADP
american_scientific_journal-11400	86	13	ai	ai	VERB
american_scientific_journal-11400	86	14	in	in	ADP
american_scientific_journal-11400	86	15	qa	qa	PROPN
american_scientific_journal-11400	86	16	faces	face	VERB
american_scientific_journal-11400	86	17	certain	certain	ADJ
american_scientific_journal-11400	86	18	challenges	challenge	NOUN
american_scientific_journal-11400	86	19	,	,	PUNCT
american_scientific_journal-11400	86	20	such	such	ADJ
american_scientific_journal-11400	86	21	as	as	ADP
american_scientific_journal-11400	86	22	the	the	DET
american_scientific_journal-11400	86	23	need	need	NOUN
american_scientific_journal-11400	86	24	to	to	PART
american_scientific_journal-11400	86	25	train	train	VERB
american_scientific_journal-11400	86	26	personnel	personnel	NOUN
american_scientific_journal-11400	86	27	in	in	ADP
american_scientific_journal-11400	86	28	new	new	ADJ
american_scientific_journal-11400	86	29	skills	skill	NOUN
american_scientific_journal-11400	86	30	and	and	CCONJ
american_scientific_journal-11400	86	31	adapt	adapt	VERB
american_scientific_journal-11400	86	32	existing	exist	VERB
american_scientific_journal-11400	86	33	processes	process	NOUN
american_scientific_journal-11400	86	34	to	to	ADP
american_scientific_journal-11400	86	35	new	new	ADJ
american_scientific_journal-11400	86	36	technologies	technology	NOUN
american_scientific_journal-11400	86	37	.	.	PUNCT
american_scientific_journal-11400	87	1	however	however	ADV
american_scientific_journal-11400	87	2	,	,	PUNCT
american_scientific_journal-11400	87	3	given	give	VERB
american_scientific_journal-11400	87	4	the	the	DET
american_scientific_journal-11400	87	5	rapid	rapid	ADJ
american_scientific_journal-11400	87	6	development	development	NOUN
american_scientific_journal-11400	87	7	of	of	ADP
american_scientific_journal-11400	87	8	the	the	DET
american_scientific_journal-11400	87	9	field	field	NOUN
american_scientific_journal-11400	87	10	,	,	PUNCT
american_scientific_journal-11400	87	11	it	it	PRON
american_scientific_journal-11400	87	12	is	be	AUX
american_scientific_journal-11400	87	13	expected	expect	VERB
american_scientific_journal-11400	87	14	that	that	SCONJ
american_scientific_journal-11400	87	15	the	the	DET
american_scientific_journal-11400	87	16	role	role	NOUN
american_scientific_journal-11400	87	17	of	of	ADP
american_scientific_journal-11400	87	18	ai	ai	VERB
american_scientific_journal-11400	87	19	in	in	ADP
american_scientific_journal-11400	87	20	software	software	NOUN
american_scientific_journal-11400	87	21	testing	testing	NOUN
american_scientific_journal-11400	87	22	will	will	AUX
american_scientific_journal-11400	87	23	continue	continue	VERB
american_scientific_journal-11400	87	24	to	to	PART
american_scientific_journal-11400	87	25	grow	grow	VERB
american_scientific_journal-11400	87	26	,	,	PUNCT
american_scientific_journal-11400	87	27	unlocking	unlock	VERB
american_scientific_journal-11400	87	28	new	new	ADJ
american_scientific_journal-11400	87	29	opportunities	opportunity	NOUN
american_scientific_journal-11400	87	30	to	to	PART
american_scientific_journal-11400	87	31	enhance	enhance	VERB
american_scientific_journal-11400	87	32	the	the	DET
american_scientific_journal-11400	87	33	quality	quality	NOUN
american_scientific_journal-11400	87	34	and	and	CCONJ
american_scientific_journal-11400	87	35	efficiency	efficiency	NOUN
american_scientific_journal-11400	87	36	of	of	ADP
american_scientific_journal-11400	87	37	development	development	NOUN
american_scientific_journal-11400	87	38	.	.	PUNCT
american_scientific_journal-11400	88	1	below	below	ADV
american_scientific_journal-11400	88	2	is	be	AUX
american_scientific_journal-11400	88	3	an	an	DET
american_scientific_journal-11400	88	4	example	example	NOUN
american_scientific_journal-11400	88	5	demonstrating	demonstrate	VERB
american_scientific_journal-11400	88	6	the	the	DET
american_scientific_journal-11400	88	7	use	use	NOUN
american_scientific_journal-11400	88	8	of	of	ADP
american_scientific_journal-11400	88	9	these	these	DET
american_scientific_journal-11400	88	10	algorithms	algorithm	NOUN
american_scientific_journal-11400	88	11	with	with	ADP
american_scientific_journal-11400	88	12	the	the	DET
american_scientific_journal-11400	88	13	scikit	scikit	NOUN
american_scientific_journal-11400	88	14	-	-	PUNCT
american_scientific_journal-11400	88	15	learn	learn	VERB
american_scientific_journal-11400	88	16	machine	machine	NOUN
american_scientific_journal-11400	88	17	learning	learn	VERB
american_scientific_journal-11400	88	18	library	library	NOUN
american_scientific_journal-11400	88	19	.	.	PUNCT
american_scientific_journal-11400	89	1	import	import	NOUN
american_scientific_journal-11400	89	2	numpy	numpy	NOUN
american_scientific_journal-11400	89	3	as	as	ADP
american_scientific_journal-11400	89	4	np	np	NOUN
american_scientific_journal-11400	89	5	from	from	ADP
american_scientific_journal-11400	89	6	sklearn.ensemble	sklearn.ensemble	ADJ
american_scientific_journal-11400	89	7	import	import	NOUN
american_scientific_journal-11400	89	8	isolationforest	isolationforest	NOUN
american_scientific_journal-11400	89	9	from	from	ADP
american_scientific_journal-11400	89	10	sklearn.metrics	sklearn.metric	NOUN
american_scientific_journal-11400	89	11	import	import	NOUN
american_scientific_journal-11400	89	12	classification_report	classification_report	NOUN
american_scientific_journal-11400	89	13	import	import	NOUN
american_scientific_journal-11400	89	14	pandas	panda	NOUN
american_scientific_journal-11400	89	15	as	as	ADP
american_scientific_journal-11400	89	16	pd	pd	PROPN
american_scientific_journal-11400	89	17	#	#	PROPN
american_scientific_journal-11400	89	18	example	example	NOUN
american_scientific_journal-11400	89	19	data	datum	NOUN
american_scientific_journal-11400	89	20	for	for	ADP
american_scientific_journal-11400	89	21	log	log	NOUN
american_scientific_journal-11400	89	22	analysis	analysis	NOUN
american_scientific_journal-11400	89	23	and	and	CCONJ
american_scientific_journal-11400	89	24	anomaly	anomaly	NOUN
american_scientific_journal-11400	89	25	detection	detection	NOUN
american_scientific_journal-11400	89	26	#	#	NOUN
american_scientific_journal-11400	89	27	assume	assume	VERB
american_scientific_journal-11400	89	28	we	we	PRON
american_scientific_journal-11400	89	29	have	have	VERB
american_scientific_journal-11400	89	30	metrics	metric	NOUN
american_scientific_journal-11400	89	31	:	:	PUNCT
american_scientific_journal-11400	89	32	execution	execution	NOUN
american_scientific_journal-11400	89	33	time	time	NOUN
american_scientific_journal-11400	89	34	,	,	PUNCT
american_scientific_journal-11400	89	35	memory	memory	NOUN
american_scientific_journal-11400	89	36	usage	usage	NOUN
american_scientific_journal-11400	89	37	,	,	PUNCT
american_scientific_journal-11400	89	38	error	error	NOUN
american_scientific_journal-11400	89	39	count-=	count-=	NOUN
american_scientific_journal-11400	89	40	data	datum	NOUN
american_scientific_journal-11400	89	41	=	=	SYM
american_scientific_journal-11400	90	1	pd.dataframe	pd.dataframe	NOUN
american_scientific_journal-11400	90	2	(	(	PUNCT
american_scientific_journal-11400	90	3	{	{	PUNCT
american_scientific_journal-11400	90	4	'	'	PUNCT
american_scientific_journal-11400	90	5	executiontime	executiontime	ADJ
american_scientific_journal-11400	90	6	'	'	PUNCT
american_scientific_journal-11400	90	7	:	:	PUNCT
american_scientific_journal-11400	90	8	np.random.normal(loc=50	np.random.normal(loc=50	PROPN
american_scientific_journal-11400	90	9	,	,	PUNCT
american_scientific_journal-11400	90	10	scale=5	scale=5	PROPN
american_scientific_journal-11400	90	11	,	,	PUNCT
american_scientific_journal-11400	90	12	size=100	size=100	PROPN
american_scientific_journal-11400	90	13	)	)	PUNCT
american_scientific_journal-11400	90	14	,	,	PUNCT
american_scientific_journal-11400	90	15	#	#	NOUN
american_scientific_journal-11400	90	16	execution	execution	NOUN
american_scientific_journal-11400	90	17	time	time	NOUN
american_scientific_journal-11400	90	18	'	'	PUNCT
american_scientific_journal-11400	90	19	memoryusage	memoryusage	NOUN
american_scientific_journal-11400	90	20	'	'	PUNCT
american_scientific_journal-11400	90	21	:	:	PUNCT
american_scientific_journal-11400	90	22	np.random.normal(loc=200	np.random.normal(loc=200	PROPN
american_scientific_journal-11400	90	23	,	,	PUNCT
american_scientific_journal-11400	90	24	scale=10	scale=10	NOUN
american_scientific_journal-11400	90	25	,	,	PUNCT
american_scientific_journal-11400	90	26	size=100	size=100	PROPN
american_scientific_journal-11400	90	27	)	)	PUNCT
american_scientific_journal-11400	90	28	,	,	PUNCT
american_scientific_journal-11400	90	29	#	#	NOUN
american_scientific_journal-11400	90	30	memory	memory	NOUN
american_scientific_journal-11400	90	31	usage	usage	NOUN
american_scientific_journal-11400	90	32	'	'	PUNCT
american_scientific_journal-11400	90	33	errorcount	errorcount	NOUN
american_scientific_journal-11400	90	34	'	'	PUNCT
american_scientific_journal-11400	90	35	:	:	PUNCT
american_scientific_journal-11400	90	36	np.concatenate([np.random.poisson(1	np.concatenate([np.random.poisson(1	NOUN
american_scientific_journal-11400	90	37	,	,	PUNCT
american_scientific_journal-11400	90	38	95	95	NUM
american_scientific_journal-11400	90	39	)	)	PUNCT
american_scientific_journal-11400	90	40	,	,	PUNCT
american_scientific_journal-11400	90	41	np.random.poisson(5	np.random.poisson(5	NOUN
american_scientific_journal-11400	90	42	,	,	PUNCT
american_scientific_journal-11400	90	43	5	5	NUM
american_scientific_journal-11400	90	44	)	)	PUNCT
american_scientific_journal-11400	90	45	]	]	PUNCT
american_scientific_journal-11400	90	46	)	)	PUNCT
american_scientific_journal-11400	90	47	#	#	NOUN
american_scientific_journal-11400	90	48	anomalous	anomalous	ADJ
american_scientific_journal-11400	90	49	error	error	NOUN
american_scientific_journal-11400	90	50	counts	count	NOUN
american_scientific_journal-11400	90	51	}	}	PUNCT
american_scientific_journal-11400	90	52	)	)	PUNCT
american_scientific_journal-11400	90	53	#	#	NOUN
american_scientific_journal-11400	90	54	initialize	initialize	VERB
american_scientific_journal-11400	90	55	the	the	DET
american_scientific_journal-11400	90	56	isolation	isolation	NOUN
american_scientific_journal-11400	90	57	forest	forest	NOUN
american_scientific_journal-11400	90	58	model	model	NOUN
american_scientific_journal-11400	90	59	for	for	ADP
american_scientific_journal-11400	90	60	anomaly	anomaly	NOUN
american_scientific_journal-11400	90	61	detection	detection	NOUN
american_scientific_journal-11400	90	62	model	model	NOUN
american_scientific_journal-11400	90	63	=	=	SYM
american_scientific_journal-11400	90	64	isolationforest(contamination=0.05	isolationforest(contamination=0.05	NOUN
american_scientific_journal-11400	90	65	,	,	PUNCT
american_scientific_journal-11400	90	66	random_state=42	random_state=42	NOUN
american_scientific_journal-11400	90	67	)	)	PUNCT
american_scientific_journal-11400	90	68	#	#	NOUN
american_scientific_journal-11400	90	69	contamination=0.05	contamination=0.05	NOUN
american_scientific_journal-11400	90	70	assumes	assume	VERB
american_scientific_journal-11400	90	71	5	5	NUM
american_scientific_journal-11400	90	72	%	%	NOUN
american_scientific_journal-11400	90	73	of	of	ADP
american_scientific_journal-11400	90	74	data	datum	NOUN
american_scientific_journal-11400	90	75	as	as	ADP
american_scientific_journal-11400	90	76	anomalies	anomaly	NOUN
american_scientific_journal-11400	90	77	model.fit(data	model.fit(data	ADJ
american_scientific_journal-11400	90	78	)	)	PUNCT
american_scientific_journal-11400	90	79	#	#	NOUN
american_scientific_journal-11400	90	80	anomaly	anomaly	NOUN
american_scientific_journal-11400	90	81	prediction	prediction	NOUN
american_scientific_journal-11400	90	82	american	american	ADJ
american_scientific_journal-11400	90	83	academic	academic	ADJ
american_scientific_journal-11400	90	84	scientific	scientific	ADJ
american_scientific_journal-11400	90	85	research	research	NOUN
american_scientific_journal-11400	90	86	journal	journal	NOUN
american_scientific_journal-11400	90	87	for	for	ADP
american_scientific_journal-11400	90	88	engineering	engineering	NOUN
american_scientific_journal-11400	90	89	,	,	PUNCT
american_scientific_journal-11400	90	90	technology	technology	NOUN
american_scientific_journal-11400	90	91	,	,	PUNCT
american_scientific_journal-11400	90	92	and	and	CCONJ
american_scientific_journal-11400	90	93	sciences	science	NOUN
american_scientific_journal-11400	90	94	(	(	PUNCT
american_scientific_journal-11400	90	95	asrjets	asrjet	NOUN
american_scientific_journal-11400	90	96	)	)	PUNCT
american_scientific_journal-11400	90	97	volume	volume	NOUN
american_scientific_journal-11400	90	98	101	101	NUM
american_scientific_journal-11400	90	99	,	,	PUNCT
american_scientific_journal-11400	90	100	no	no	DET
american_scientific_journal-11400	90	101	1	1	NUM
american_scientific_journal-11400	90	102	,	,	PUNCT
american_scientific_journal-11400	90	103	pp	pp	ADV
american_scientific_journal-11400	90	104	109	109	NUM
american_scientific_journal-11400	90	105	-	-	SYM
american_scientific_journal-11400	90	106	115	115	NUM
american_scientific_journal-11400	90	107	114	114	NUM
american_scientific_journal-11400	90	108	data['anomaly	data['anomaly	PROPN
american_scientific_journal-11400	90	109	'	'	PUNCT
american_scientific_journal-11400	90	110	]	]	X
american_scientific_journal-11400	91	1	=	=	SYM
american_scientific_journal-11400	91	2	model.predict(data	model.predict(data	PROPN
american_scientific_journal-11400	91	3	)	)	PUNCT
american_scientific_journal-11400	91	4	#	#	NOUN
american_scientific_journal-11400	91	5	display	display	NOUN
american_scientific_journal-11400	91	6	results	result	NOUN
american_scientific_journal-11400	91	7	:	:	PUNCT
american_scientific_journal-11400	91	8	1	1	NUM
american_scientific_journal-11400	91	9	indicates	indicate	VERB
american_scientific_journal-11400	91	10	normal	normal	ADJ
american_scientific_journal-11400	91	11	data	datum	NOUN
american_scientific_journal-11400	91	12	,	,	PUNCT
american_scientific_journal-11400	91	13	-1	-1	PUNCT
american_scientific_journal-11400	91	14	indicates	indicate	VERB
american_scientific_journal-11400	91	15	anomalies	anomaly	NOUN
american_scientific_journal-11400	91	16	print(data[['executiontime	print(data[['executiontime	PROPN
american_scientific_journal-11400	91	17	'	'	PUNCT
american_scientific_journal-11400	91	18	,	,	PUNCT
american_scientific_journal-11400	91	19	'	'	PUNCT
american_scientific_journal-11400	91	20	memoryusage	memoryusage	NOUN
american_scientific_journal-11400	91	21	'	'	PUNCT
american_scientific_journal-11400	91	22	,	,	PUNCT
american_scientific_journal-11400	91	23	'	'	PUNCT
american_scientific_journal-11400	91	24	errorcount	errorcount	ADJ
american_scientific_journal-11400	91	25	'	'	PUNCT
american_scientific_journal-11400	91	26	,	,	PUNCT
american_scientific_journal-11400	91	27	'	'	PUNCT
american_scientific_journal-11400	91	28	anomaly	anomaly	VERB
american_scientific_journal-11400	91	29	'	'	PUNCT
american_scientific_journal-11400	91	30	]	]	X
american_scientific_journal-11400	91	31	]	]	X
american_scientific_journal-11400	91	32	)	)	PUNCT
american_scientific_journal-11400	91	33	#	#	NOUN
american_scientific_journal-11400	91	34	generate	generate	VERB
american_scientific_journal-11400	91	35	a	a	DET
american_scientific_journal-11400	91	36	classification	classification	NOUN
american_scientific_journal-11400	91	37	report	report	NOUN
american_scientific_journal-11400	91	38	print(classification_report(data['anomaly	print(classification_report(data['anomaly	VERB
american_scientific_journal-11400	91	39	'	'	PUNCT
american_scientific_journal-11400	91	40	]	]	X
american_scientific_journal-11400	91	41	,	,	PUNCT
american_scientific_journal-11400	91	42	model.predict(data	model.predict(data	PROPN
american_scientific_journal-11400	91	43	)	)	PUNCT
american_scientific_journal-11400	91	44	)	)	PUNCT
american_scientific_journal-11400	91	45	)	)	PUNCT
american_scientific_journal-11400	92	1	#	#	NOUN
american_scientific_journal-11400	92	2	handling	handling	NOUN
american_scientific_journal-11400	92	3	detected	detect	VERB
american_scientific_journal-11400	92	4	anomalies	anomaly	NOUN
american_scientific_journal-11400	92	5	anomalies	anomaly	NOUN
american_scientific_journal-11400	92	6	=	=	SYM
american_scientific_journal-11400	92	7	data[data['anomaly	data[data['anomaly	PROPN
american_scientific_journal-11400	92	8	'	'	PART
american_scientific_journal-11400	92	9	]	]	PUNCT
american_scientific_journal-11400	93	1	=	=	X
american_scientific_journal-11400	93	2	=	=	SYM
american_scientific_journal-11400	93	3	-1	-1	NOUN
american_scientific_journal-11400	93	4	]	]	X
american_scientific_journal-11400	93	5	print("detected	print("detected	ADJ
american_scientific_journal-11400	93	6	anomalies	anomaly	NOUN
american_scientific_journal-11400	93	7	:	:	PUNCT
american_scientific_journal-11400	93	8	"	"	PUNCT
american_scientific_journal-11400	93	9	)	)	PUNCT
american_scientific_journal-11400	93	10	print(anomalies	print(anomalie	NOUN
american_scientific_journal-11400	93	11	)	)	PUNCT
american_scientific_journal-11400	93	12	in	in	ADP
american_scientific_journal-11400	93	13	this	this	DET
american_scientific_journal-11400	93	14	example	example	NOUN
american_scientific_journal-11400	93	15	,	,	PUNCT
american_scientific_journal-11400	93	16	random	random	ADJ
american_scientific_journal-11400	93	17	data	datum	NOUN
american_scientific_journal-11400	93	18	is	be	AUX
american_scientific_journal-11400	93	19	generated	generate	VERB
american_scientific_journal-11400	93	20	to	to	PART
american_scientific_journal-11400	93	21	represent	represent	VERB
american_scientific_journal-11400	93	22	system	system	NOUN
american_scientific_journal-11400	93	23	performance	performance	NOUN
american_scientific_journal-11400	93	24	metrics	metric	NOUN
american_scientific_journal-11400	93	25	.	.	PUNCT
american_scientific_journal-11400	94	1	the	the	DET
american_scientific_journal-11400	94	2	model	model	NOUN
american_scientific_journal-11400	94	3	is	be	AUX
american_scientific_journal-11400	94	4	trained	train	VERB
american_scientific_journal-11400	94	5	using	use	VERB
american_scientific_journal-11400	94	6	the	the	DET
american_scientific_journal-11400	94	7	isolation	isolation	NOUN
american_scientific_journal-11400	94	8	forest	forest	NOUN
american_scientific_journal-11400	94	9	algorithm	algorithm	NOUN
american_scientific_journal-11400	94	10	,	,	PUNCT
american_scientific_journal-11400	94	11	which	which	PRON
american_scientific_journal-11400	94	12	is	be	AUX
american_scientific_journal-11400	94	13	commonly	commonly	ADV
american_scientific_journal-11400	94	14	used	use	VERB
american_scientific_journal-11400	94	15	for	for	ADP
american_scientific_journal-11400	94	16	anomaly	anomaly	NOUN
american_scientific_journal-11400	94	17	detection	detection	NOUN
american_scientific_journal-11400	94	18	.	.	PUNCT
american_scientific_journal-11400	95	1	after	after	ADP
american_scientific_journal-11400	95	2	training	training	NOUN
american_scientific_journal-11400	95	3	,	,	PUNCT
american_scientific_journal-11400	95	4	the	the	DET
american_scientific_journal-11400	95	5	model	model	NOUN
american_scientific_journal-11400	95	6	predicts	predict	NOUN
american_scientific_journal-11400	95	7	which	which	DET
american_scientific_journal-11400	95	8	records	record	NOUN
american_scientific_journal-11400	95	9	are	be	AUX
american_scientific_journal-11400	95	10	anomalous	anomalous	ADJ
american_scientific_journal-11400	95	11	.	.	PUNCT
american_scientific_journal-11400	96	1	the	the	DET
american_scientific_journal-11400	96	2	code	code	NOUN
american_scientific_journal-11400	96	3	identifies	identify	VERB
american_scientific_journal-11400	96	4	logs	log	NOUN
american_scientific_journal-11400	96	5	that	that	PRON
american_scientific_journal-11400	96	6	deviate	deviate	VERB
american_scientific_journal-11400	96	7	from	from	ADP
american_scientific_journal-11400	96	8	the	the	DET
american_scientific_journal-11400	96	9	norm	norm	NOUN
american_scientific_journal-11400	96	10	,	,	PUNCT
american_scientific_journal-11400	96	11	allowing	allow	VERB
american_scientific_journal-11400	96	12	qa	qa	PROPN
american_scientific_journal-11400	96	13	engineers	engineer	NOUN
american_scientific_journal-11400	96	14	to	to	PART
american_scientific_journal-11400	96	15	focus	focus	VERB
american_scientific_journal-11400	96	16	on	on	ADP
american_scientific_journal-11400	96	17	testing	testing	NOUN
american_scientific_journal-11400	96	18	and	and	CCONJ
american_scientific_journal-11400	96	19	resolving	resolve	VERB
american_scientific_journal-11400	96	20	potential	potential	ADJ
american_scientific_journal-11400	96	21	issues	issue	NOUN
american_scientific_journal-11400	96	22	.	.	PUNCT
american_scientific_journal-11400	97	1	this	this	PRON
american_scientific_journal-11400	97	2	,	,	PUNCT
american_scientific_journal-11400	97	3	in	in	ADP
american_scientific_journal-11400	97	4	turn	turn	NOUN
american_scientific_journal-11400	97	5	,	,	PUNCT
american_scientific_journal-11400	97	6	reduces	reduce	VERB
american_scientific_journal-11400	97	7	the	the	DET
american_scientific_journal-11400	97	8	time	time	NOUN
american_scientific_journal-11400	97	9	needed	need	VERB
american_scientific_journal-11400	97	10	for	for	ADP
american_scientific_journal-11400	97	11	product	product	NOUN
american_scientific_journal-11400	97	12	releases	release	NOUN
american_scientific_journal-11400	97	13	[	[	X
american_scientific_journal-11400	97	14	4	4	NUM
american_scientific_journal-11400	97	15	]	]	PUNCT
american_scientific_journal-11400	97	16	.	.	PUNCT
american_scientific_journal-11400	98	1	examples	example	NOUN
american_scientific_journal-11400	98	2	of	of	ADP
american_scientific_journal-11400	98	3	companies	company	NOUN
american_scientific_journal-11400	98	4	utilizing	utilize	VERB
american_scientific_journal-11400	98	5	such	such	ADJ
american_scientific_journal-11400	98	6	technologies	technology	NOUN
american_scientific_journal-11400	98	7	are	be	AUX
american_scientific_journal-11400	98	8	provided	provide	VERB
american_scientific_journal-11400	98	9	below	below	ADP
american_scientific_journal-11400	98	10	.	.	PUNCT
american_scientific_journal-11400	99	1	in	in	ADP
american_scientific_journal-11400	99	2	2023	2023	NUM
american_scientific_journal-11400	99	3	,	,	PUNCT
american_scientific_journal-11400	99	4	google	google	PROPN
american_scientific_journal-11400	99	5	filed	file	VERB
american_scientific_journal-11400	99	6	a	a	DET
american_scientific_journal-11400	99	7	patent	patent	NOUN
american_scientific_journal-11400	99	8	application	application	NOUN
american_scientific_journal-11400	99	9	for	for	ADP
american_scientific_journal-11400	99	10	a	a	DET
american_scientific_journal-11400	99	11	technology	technology	NOUN
american_scientific_journal-11400	99	12	aimed	aim	VERB
american_scientific_journal-11400	99	13	at	at	ADP
american_scientific_journal-11400	99	14	conducting	conduct	VERB
american_scientific_journal-11400	99	15	software	software	NOUN
american_scientific_journal-11400	99	16	testing	testing	NOUN
american_scientific_journal-11400	99	17	using	use	VERB
american_scientific_journal-11400	99	18	ai	ai	NOUN
american_scientific_journal-11400	99	19	.	.	PUNCT
american_scientific_journal-11400	100	1	it	it	PRON
american_scientific_journal-11400	100	2	is	be	AUX
american_scientific_journal-11400	100	3	expected	expect	VERB
american_scientific_journal-11400	100	4	that	that	SCONJ
american_scientific_journal-11400	100	5	this	this	DET
american_scientific_journal-11400	100	6	technology	technology	NOUN
american_scientific_journal-11400	100	7	could	could	AUX
american_scientific_journal-11400	100	8	entirely	entirely	ADV
american_scientific_journal-11400	100	9	replace	replace	VERB
american_scientific_journal-11400	100	10	qa	qa	NOUN
american_scientific_journal-11400	100	11	specialists	specialist	NOUN
american_scientific_journal-11400	100	12	and	and	CCONJ
american_scientific_journal-11400	100	13	function	function	VERB
american_scientific_journal-11400	100	14	independently	independently	ADV
american_scientific_journal-11400	100	15	.	.	PUNCT
american_scientific_journal-11400	101	1	along	along	ADP
american_scientific_journal-11400	101	2	with	with	ADP
american_scientific_journal-11400	101	3	the	the	DET
american_scientific_journal-11400	101	4	patent	patent	NOUN
american_scientific_journal-11400	101	5	,	,	PUNCT
american_scientific_journal-11400	101	6	an	an	DET
american_scientific_journal-11400	101	7	accompanying	accompanying	ADJ
american_scientific_journal-11400	101	8	report	report	NOUN
american_scientific_journal-11400	101	9	indicated	indicate	VERB
american_scientific_journal-11400	101	10	that	that	SCONJ
american_scientific_journal-11400	101	11	qa	qa	PROPN
american_scientific_journal-11400	101	12	specialists	specialist	NOUN
american_scientific_journal-11400	101	13	do	do	AUX
american_scientific_journal-11400	101	14	not	not	PART
american_scientific_journal-11400	101	15	always	always	ADV
american_scientific_journal-11400	101	16	fulfill	fulfill	VERB
american_scientific_journal-11400	101	17	their	their	PRON
american_scientific_journal-11400	101	18	duties	duty	NOUN
american_scientific_journal-11400	101	19	completely	completely	ADV
american_scientific_journal-11400	101	20	,	,	PUNCT
american_scientific_journal-11400	101	21	leading	lead	VERB
american_scientific_journal-11400	101	22	to	to	ADP
american_scientific_journal-11400	101	23	project	project	NOUN
american_scientific_journal-11400	101	24	delays	delay	NOUN
american_scientific_journal-11400	101	25	or	or	CCONJ
american_scientific_journal-11400	101	26	releases	release	NOUN
american_scientific_journal-11400	101	27	containing	contain	VERB
american_scientific_journal-11400	101	28	code	code	NOUN
american_scientific_journal-11400	101	29	errors	error	NOUN
american_scientific_journal-11400	101	30	.	.	PUNCT
american_scientific_journal-11400	102	1	the	the	DET
american_scientific_journal-11400	102	2	report	report	NOUN
american_scientific_journal-11400	102	3	also	also	ADV
american_scientific_journal-11400	102	4	mentioned	mention	VERB
american_scientific_journal-11400	102	5	that	that	SCONJ
american_scientific_journal-11400	102	6	as	as	SCONJ
american_scientific_journal-11400	102	7	new	new	ADJ
american_scientific_journal-11400	102	8	projects	project	NOUN
american_scientific_journal-11400	102	9	become	become	VERB
american_scientific_journal-11400	102	10	larger	large	ADJ
american_scientific_journal-11400	102	11	in	in	ADP
american_scientific_journal-11400	102	12	scale	scale	NOUN
american_scientific_journal-11400	102	13	,	,	PUNCT
american_scientific_journal-11400	102	14	the	the	DET
american_scientific_journal-11400	102	15	complexity	complexity	NOUN
american_scientific_journal-11400	102	16	of	of	ADP
american_scientific_journal-11400	102	17	testing	testing	NOUN
american_scientific_journal-11400	102	18	increases	increase	NOUN
american_scientific_journal-11400	102	19	.	.	PUNCT
american_scientific_journal-11400	103	1	the	the	DET
american_scientific_journal-11400	103	2	proposed	propose	VERB
american_scientific_journal-11400	103	3	solution	solution	NOUN
american_scientific_journal-11400	103	4	is	be	AUX
american_scientific_journal-11400	103	5	a	a	DET
american_scientific_journal-11400	103	6	new	new	ADJ
american_scientific_journal-11400	103	7	ai	ai	NOUN
american_scientific_journal-11400	103	8	system	system	NOUN
american_scientific_journal-11400	103	9	from	from	ADP
american_scientific_journal-11400	103	10	google	google	PROPN
american_scientific_journal-11400	103	11	.	.	PUNCT
american_scientific_journal-11400	104	1	however	however	ADV
american_scientific_journal-11400	104	2	,	,	PUNCT
american_scientific_journal-11400	104	3	even	even	ADV
american_scientific_journal-11400	104	4	if	if	SCONJ
american_scientific_journal-11400	104	5	this	this	DET
american_scientific_journal-11400	104	6	technology	technology	NOUN
american_scientific_journal-11400	104	7	could	could	AUX
american_scientific_journal-11400	104	8	operate	operate	VERB
american_scientific_journal-11400	104	9	without	without	ADP
american_scientific_journal-11400	104	10	qa	qa	PROPN
american_scientific_journal-11400	104	11	specialists	specialist	NOUN
american_scientific_journal-11400	104	12	,	,	PUNCT
american_scientific_journal-11400	104	13	its	its	PRON
american_scientific_journal-11400	104	14	capabilities	capability	NOUN
american_scientific_journal-11400	104	15	would	would	AUX
american_scientific_journal-11400	104	16	likely	likely	ADV
american_scientific_journal-11400	104	17	be	be	AUX
american_scientific_journal-11400	104	18	limited	limit	VERB
american_scientific_journal-11400	104	19	to	to	ADP
american_scientific_journal-11400	104	20	detecting	detect	VERB
american_scientific_journal-11400	104	21	only	only	ADV
american_scientific_journal-11400	104	22	factual	factual	ADJ
american_scientific_journal-11400	104	23	errors	error	NOUN
american_scientific_journal-11400	104	24	,	,	PUNCT
american_scientific_journal-11400	104	25	not	not	PART
american_scientific_journal-11400	104	26	logical	logical	ADJ
american_scientific_journal-11400	104	27	ones	one	NOUN
american_scientific_journal-11400	104	28	.	.	PUNCT
american_scientific_journal-11400	105	1	for	for	ADP
american_scientific_journal-11400	105	2	instance	instance	NOUN
american_scientific_journal-11400	105	3	,	,	PUNCT
american_scientific_journal-11400	105	4	the	the	DET
american_scientific_journal-11400	105	5	animation	animation	NOUN
american_scientific_journal-11400	105	6	code	code	NOUN
american_scientific_journal-11400	105	7	for	for	ADP
american_scientific_journal-11400	105	8	a	a	DET
american_scientific_journal-11400	105	9	character	character	NOUN
american_scientific_journal-11400	105	10	might	might	AUX
american_scientific_journal-11400	105	11	be	be	AUX
american_scientific_journal-11400	105	12	correctly	correctly	ADV
american_scientific_journal-11400	105	13	written	write	VERB
american_scientific_journal-11400	105	14	and	and	CCONJ
american_scientific_journal-11400	105	15	functional	functional	ADJ
american_scientific_journal-11400	105	16	,	,	PUNCT
american_scientific_journal-11400	105	17	but	but	CCONJ
american_scientific_journal-11400	105	18	incorrect	incorrect	ADJ
american_scientific_journal-11400	105	19	parameter	parameter	NOUN
american_scientific_journal-11400	105	20	values	value	NOUN
american_scientific_journal-11400	105	21	could	could	AUX
american_scientific_journal-11400	105	22	result	result	VERB
american_scientific_journal-11400	105	23	in	in	ADP
american_scientific_journal-11400	105	24	"	"	PUNCT
american_scientific_journal-11400	105	25	awkward	awkward	ADJ
american_scientific_journal-11400	105	26	movements	movement	NOUN
american_scientific_journal-11400	105	27	"	"	PUNCT
american_scientific_journal-11400	105	28	of	of	ADP
american_scientific_journal-11400	105	29	the	the	DET
american_scientific_journal-11400	105	30	character	character	NOUN
american_scientific_journal-11400	105	31	.	.	PUNCT
american_scientific_journal-11400	106	1	therefore	therefore	ADV
american_scientific_journal-11400	106	2	,	,	PUNCT
american_scientific_journal-11400	106	3	the	the	DET
american_scientific_journal-11400	106	4	future	future	NOUN
american_scientific_journal-11400	106	5	of	of	ADP
american_scientific_journal-11400	106	6	this	this	DET
american_scientific_journal-11400	106	7	solution	solution	NOUN
american_scientific_journal-11400	106	8	remains	remain	VERB
american_scientific_journal-11400	106	9	uncertain	uncertain	ADJ
american_scientific_journal-11400	106	10	[	[	X
american_scientific_journal-11400	106	11	7	7	NUM
american_scientific_journal-11400	106	12	]	]	PUNCT
american_scientific_journal-11400	106	13	.	.	PUNCT
american_scientific_journal-11400	107	1	ibm	ibm	PROPN
american_scientific_journal-11400	107	2	leverages	leverage	NOUN
american_scientific_journal-11400	107	3	ai	ai	VERB
american_scientific_journal-11400	107	4	to	to	PART
american_scientific_journal-11400	107	5	automate	automate	VERB
american_scientific_journal-11400	107	6	the	the	DET
american_scientific_journal-11400	107	7	regression	regression	NOUN
american_scientific_journal-11400	107	8	testing	testing	NOUN
american_scientific_journal-11400	107	9	of	of	ADP
american_scientific_journal-11400	107	10	software	software	NOUN
american_scientific_journal-11400	107	11	products	product	NOUN
american_scientific_journal-11400	107	12	.	.	PUNCT
american_scientific_journal-11400	108	1	by	by	ADP
american_scientific_journal-11400	108	2	using	use	VERB
american_scientific_journal-11400	108	3	ml	ml	NOUN
american_scientific_journal-11400	108	4	algorithms	algorithm	NOUN
american_scientific_journal-11400	108	5	,	,	PUNCT
american_scientific_journal-11400	108	6	the	the	DET
american_scientific_journal-11400	108	7	company	company	NOUN
american_scientific_journal-11400	108	8	analyzes	analyze	VERB
american_scientific_journal-11400	108	9	code	code	NOUN
american_scientific_journal-11400	108	10	changes	change	NOUN
american_scientific_journal-11400	108	11	and	and	CCONJ
american_scientific_journal-11400	108	12	automatically	automatically	ADV
american_scientific_journal-11400	108	13	determines	determine	VERB
american_scientific_journal-11400	108	14	which	which	PRON
american_scientific_journal-11400	108	15	tests	test	VERB
american_scientific_journal-11400	108	16	need	need	VERB
american_scientific_journal-11400	108	17	to	to	PART
american_scientific_journal-11400	108	18	be	be	AUX
american_scientific_journal-11400	108	19	executed	execute	VERB
american_scientific_journal-11400	108	20	,	,	PUNCT
american_scientific_journal-11400	108	21	significantly	significantly	ADV
american_scientific_journal-11400	108	22	reducing	reduce	VERB
american_scientific_journal-11400	108	23	testing	testing	NOUN
american_scientific_journal-11400	108	24	time	time	NOUN
american_scientific_journal-11400	108	25	[	[	X
american_scientific_journal-11400	108	26	8	8	NUM
american_scientific_journal-11400	108	27	]	]	PUNCT
american_scientific_journal-11400	108	28	.	.	PUNCT
american_scientific_journal-11400	109	1	thus	thus	ADV
american_scientific_journal-11400	109	2	,	,	PUNCT
american_scientific_journal-11400	109	3	the	the	DET
american_scientific_journal-11400	109	4	application	application	NOUN
american_scientific_journal-11400	109	5	of	of	ADP
american_scientific_journal-11400	109	6	aie	aie	PROPN
american_scientific_journal-11400	109	7	and	and	CCONJ
american_scientific_journal-11400	109	8	ml	ml	X
american_scientific_journal-11400	109	9	in	in	ADP
american_scientific_journal-11400	109	10	software	software	NOUN
american_scientific_journal-11400	109	11	qa	qa	PROPN
american_scientific_journal-11400	109	12	enables	enable	VERB
american_scientific_journal-11400	109	13	a	a	DET
american_scientific_journal-11400	109	14	new	new	ADJ
american_scientific_journal-11400	109	15	level	level	NOUN
american_scientific_journal-11400	109	16	of	of	ADP
american_scientific_journal-11400	109	17	automation	automation	NOUN
american_scientific_journal-11400	109	18	,	,	PUNCT
american_scientific_journal-11400	109	19	accuracy	accuracy	NOUN
american_scientific_journal-11400	109	20	,	,	PUNCT
american_scientific_journal-11400	109	21	american	american	ADJ
american_scientific_journal-11400	109	22	academic	academic	ADJ
american_scientific_journal-11400	109	23	scientific	scientific	ADJ
american_scientific_journal-11400	109	24	research	research	NOUN
american_scientific_journal-11400	109	25	journal	journal	NOUN
american_scientific_journal-11400	109	26	for	for	ADP
american_scientific_journal-11400	109	27	engineering	engineering	NOUN
american_scientific_journal-11400	109	28	,	,	PUNCT
american_scientific_journal-11400	109	29	technology	technology	NOUN
american_scientific_journal-11400	109	30	,	,	PUNCT
american_scientific_journal-11400	109	31	and	and	CCONJ
american_scientific_journal-11400	109	32	sciences	science	NOUN
american_scientific_journal-11400	109	33	(	(	PUNCT
american_scientific_journal-11400	109	34	asrjets	asrjet	NOUN
american_scientific_journal-11400	109	35	)	)	PUNCT
american_scientific_journal-11400	109	36	volume	volume	NOUN
american_scientific_journal-11400	109	37	101	101	NUM
american_scientific_journal-11400	109	38	,	,	PUNCT
american_scientific_journal-11400	109	39	no	no	DET
american_scientific_journal-11400	109	40	1	1	NUM
american_scientific_journal-11400	109	41	,	,	PUNCT
american_scientific_journal-11400	109	42	pp	pp	ADV
american_scientific_journal-11400	109	43	109	109	NUM
american_scientific_journal-11400	109	44	-	-	SYM
american_scientific_journal-11400	109	45	115	115	NUM
american_scientific_journal-11400	109	46	115	115	NUM
american_scientific_journal-11400	109	47	and	and	CCONJ
american_scientific_journal-11400	109	48	flexibility	flexibility	NOUN
american_scientific_journal-11400	109	49	in	in	ADP
american_scientific_journal-11400	109	50	testing	testing	NOUN
american_scientific_journal-11400	109	51	,	,	PUNCT
american_scientific_journal-11400	109	52	which	which	PRON
american_scientific_journal-11400	109	53	is	be	AUX
american_scientific_journal-11400	109	54	crucial	crucial	ADJ
american_scientific_journal-11400	109	55	given	give	VERB
american_scientific_journal-11400	109	56	modern	modern	ADJ
american_scientific_journal-11400	109	57	requirements	requirement	NOUN
american_scientific_journal-11400	109	58	for	for	ADP
american_scientific_journal-11400	109	59	security	security	NOUN
american_scientific_journal-11400	109	60	and	and	CCONJ
american_scientific_journal-11400	109	61	stability	stability	NOUN
american_scientific_journal-11400	109	62	.	.	PUNCT
american_scientific_journal-11400	110	1	their	their	PRON
american_scientific_journal-11400	110	2	integration	integration	NOUN
american_scientific_journal-11400	110	3	into	into	ADP
american_scientific_journal-11400	110	4	qa	qa	PROPN
american_scientific_journal-11400	110	5	processes	process	NOUN
american_scientific_journal-11400	110	6	is	be	AUX
american_scientific_journal-11400	110	7	becoming	become	VERB
american_scientific_journal-11400	110	8	the	the	DET
american_scientific_journal-11400	110	9	standard	standard	NOUN
american_scientific_journal-11400	110	10	for	for	ADP
american_scientific_journal-11400	110	11	leading	lead	VERB
american_scientific_journal-11400	110	12	companies	company	NOUN
american_scientific_journal-11400	110	13	,	,	PUNCT
american_scientific_journal-11400	110	14	helping	help	VERB
american_scientific_journal-11400	110	15	to	to	PART
american_scientific_journal-11400	110	16	maintain	maintain	VERB
american_scientific_journal-11400	110	17	product	product	NOUN
american_scientific_journal-11400	110	18	quality	quality	NOUN
american_scientific_journal-11400	110	19	and	and	CCONJ
american_scientific_journal-11400	110	20	meet	meet	VERB
american_scientific_journal-11400	110	21	increasing	increase	VERB
american_scientific_journal-11400	110	22	user	user	NOUN
american_scientific_journal-11400	110	23	expectations	expectation	NOUN
american_scientific_journal-11400	110	24	.	.	PUNCT
american_scientific_journal-11400	111	1	4	4	X
american_scientific_journal-11400	111	2	.	.	X
american_scientific_journal-11400	111	3	conclusion	conclusion	VERB
american_scientific_journal-11400	111	4	the	the	DET
american_scientific_journal-11400	111	5	use	use	NOUN
american_scientific_journal-11400	111	6	of	of	ADP
american_scientific_journal-11400	111	7	artificial	artificial	ADJ
american_scientific_journal-11400	111	8	intelligence	intelligence	NOUN
american_scientific_journal-11400	111	9	(	(	PUNCT
american_scientific_journal-11400	111	10	ai	ai	NOUN
american_scientific_journal-11400	111	11	)	)	PUNCT
american_scientific_journal-11400	111	12	combined	combine	VERB
american_scientific_journal-11400	111	13	with	with	ADP
american_scientific_journal-11400	111	14	machine	machine	NOUN
american_scientific_journal-11400	111	15	learning	learning	NOUN
american_scientific_journal-11400	111	16	(	(	PUNCT
american_scientific_journal-11400	111	17	ml	ml	NOUN
american_scientific_journal-11400	111	18	)	)	PUNCT
american_scientific_journal-11400	111	19	methods	method	NOUN
american_scientific_journal-11400	111	20	in	in	ADP
american_scientific_journal-11400	111	21	software	software	NOUN
american_scientific_journal-11400	111	22	quality	quality	NOUN
american_scientific_journal-11400	111	23	assurance	assurance	NOUN
american_scientific_journal-11400	111	24	(	(	PUNCT
american_scientific_journal-11400	111	25	qa	qa	NOUN
american_scientific_journal-11400	111	26	)	)	PUNCT
american_scientific_journal-11400	111	27	presents	present	VERB
american_scientific_journal-11400	111	28	extensive	extensive	ADJ
american_scientific_journal-11400	111	29	opportunities	opportunity	NOUN
american_scientific_journal-11400	111	30	for	for	ADP
american_scientific_journal-11400	111	31	automating	automate	VERB
american_scientific_journal-11400	111	32	testing	testing	NOUN
american_scientific_journal-11400	111	33	processes	process	NOUN
american_scientific_journal-11400	111	34	and	and	CCONJ
american_scientific_journal-11400	111	35	enhancing	enhance	VERB
american_scientific_journal-11400	111	36	their	their	PRON
american_scientific_journal-11400	111	37	accuracy	accuracy	NOUN
american_scientific_journal-11400	111	38	.	.	PUNCT
american_scientific_journal-11400	112	1	the	the	DET
american_scientific_journal-11400	112	2	application	application	NOUN
american_scientific_journal-11400	112	3	of	of	ADP
american_scientific_journal-11400	112	4	advanced	advanced	ADJ
american_scientific_journal-11400	112	5	ml	ml	NOUN
american_scientific_journal-11400	112	6	algorithms	algorithm	NOUN
american_scientific_journal-11400	112	7	,	,	PUNCT
american_scientific_journal-11400	112	8	such	such	ADJ
american_scientific_journal-11400	112	9	as	as	ADP
american_scientific_journal-11400	112	10	classification	classification	NOUN
american_scientific_journal-11400	112	11	methods	method	NOUN
american_scientific_journal-11400	112	12	,	,	PUNCT
american_scientific_journal-11400	112	13	anomaly	anomaly	NOUN
american_scientific_journal-11400	112	14	detection	detection	NOUN
american_scientific_journal-11400	112	15	,	,	PUNCT
american_scientific_journal-11400	112	16	and	and	CCONJ
american_scientific_journal-11400	112	17	test	test	NOUN
american_scientific_journal-11400	112	18	data	datum	NOUN
american_scientific_journal-11400	112	19	generation	generation	NOUN
american_scientific_journal-11400	112	20	,	,	PUNCT
american_scientific_journal-11400	112	21	demonstrates	demonstrate	VERB
american_scientific_journal-11400	112	22	the	the	DET
american_scientific_journal-11400	112	23	capability	capability	NOUN
american_scientific_journal-11400	112	24	to	to	PART
american_scientific_journal-11400	112	25	identify	identify	VERB
american_scientific_journal-11400	112	26	defects	defect	NOUN
american_scientific_journal-11400	112	27	at	at	ADP
american_scientific_journal-11400	112	28	early	early	ADJ
american_scientific_journal-11400	112	29	stages	stage	NOUN
american_scientific_journal-11400	112	30	of	of	ADP
american_scientific_journal-11400	112	31	development	development	NOUN
american_scientific_journal-11400	112	32	.	.	PUNCT
american_scientific_journal-11400	113	1	the	the	DET
american_scientific_journal-11400	113	2	analysis	analysis	NOUN
american_scientific_journal-11400	113	3	results	result	NOUN
american_scientific_journal-11400	113	4	confirm	confirm	VERB
american_scientific_journal-11400	113	5	that	that	SCONJ
american_scientific_journal-11400	113	6	integrating	integrating	NOUN
american_scientific_journal-11400	113	7	ai	ai	VERB
american_scientific_journal-11400	113	8	and	and	CCONJ
american_scientific_journal-11400	113	9	ml	ml	ADV
american_scientific_journal-11400	113	10	reduces	reduce	VERB
american_scientific_journal-11400	113	11	time	time	NOUN
american_scientific_journal-11400	113	12	costs	cost	NOUN
american_scientific_journal-11400	113	13	while	while	SCONJ
american_scientific_journal-11400	113	14	simultaneously	simultaneously	ADV
american_scientific_journal-11400	113	15	minimizing	minimize	VERB
american_scientific_journal-11400	113	16	the	the	DET
american_scientific_journal-11400	113	17	impact	impact	NOUN
american_scientific_journal-11400	113	18	of	of	ADP
american_scientific_journal-11400	113	19	the	the	DET
american_scientific_journal-11400	113	20	human	human	ADJ
american_scientific_journal-11400	113	21	factor	factor	NOUN
american_scientific_journal-11400	113	22	—	—	PUNCT
american_scientific_journal-11400	113	23	an	an	DET
american_scientific_journal-11400	113	24	essential	essential	ADJ
american_scientific_journal-11400	113	25	requirement	requirement	NOUN
american_scientific_journal-11400	113	26	for	for	ADP
american_scientific_journal-11400	113	27	dynamic	dynamic	ADJ
american_scientific_journal-11400	113	28	systems	system	NOUN
american_scientific_journal-11400	113	29	needing	need	VERB
american_scientific_journal-11400	113	30	constant	constant	ADJ
american_scientific_journal-11400	113	31	monitoring	monitoring	NOUN
american_scientific_journal-11400	113	32	.	.	PUNCT
american_scientific_journal-11400	114	1	it	it	PRON
american_scientific_journal-11400	114	2	is	be	AUX
american_scientific_journal-11400	114	3	necessary	necessary	ADJ
american_scientific_journal-11400	114	4	to	to	PART
american_scientific_journal-11400	114	5	consider	consider	VERB
american_scientific_journal-11400	114	6	the	the	DET
american_scientific_journal-11400	114	7	specific	specific	ADJ
american_scientific_journal-11400	114	8	features	feature	NOUN
american_scientific_journal-11400	114	9	of	of	ADP
american_scientific_journal-11400	114	10	the	the	DET
american_scientific_journal-11400	114	11	tested	test	VERB
american_scientific_journal-11400	114	12	products	product	NOUN
american_scientific_journal-11400	114	13	and	and	CCONJ
american_scientific_journal-11400	114	14	conduct	conduct	VERB
american_scientific_journal-11400	114	15	a	a	DET
american_scientific_journal-11400	114	16	detailed	detailed	ADJ
american_scientific_journal-11400	114	17	data	datum	NOUN
american_scientific_journal-11400	114	18	analysis	analysis	NOUN
american_scientific_journal-11400	114	19	,	,	PUNCT
american_scientific_journal-11400	114	20	which	which	PRON
american_scientific_journal-11400	114	21	helps	help	VERB
american_scientific_journal-11400	114	22	prevent	prevent	VERB
american_scientific_journal-11400	114	23	false	false	ADJ
american_scientific_journal-11400	114	24	positives	positive	NOUN
american_scientific_journal-11400	114	25	and	and	CCONJ
american_scientific_journal-11400	114	26	improves	improve	VERB
american_scientific_journal-11400	114	27	testing	testing	NOUN
american_scientific_journal-11400	114	28	accuracy	accuracy	NOUN
american_scientific_journal-11400	114	29	.	.	PUNCT
american_scientific_journal-11400	115	1	references	reference	NOUN
american_scientific_journal-11400	115	2	[	[	X
american_scientific_journal-11400	115	3	1	1	NUM
american_scientific_journal-11400	115	4	]	]	PUNCT
american_scientific_journal-11400	115	5	santhanam	santhanam	PROPN
american_scientific_journal-11400	115	6	p.	p.	PROPN
american_scientific_journal-11400	115	7	quality	quality	PROPN
american_scientific_journal-11400	115	8	management	management	NOUN
american_scientific_journal-11400	115	9	of	of	ADP
american_scientific_journal-11400	115	10	machine	machine	NOUN
american_scientific_journal-11400	115	11	learning	learning	NOUN
american_scientific_journal-11400	115	12	systems	system	NOUN
american_scientific_journal-11400	115	13	//engineering	//engineering	PUNCT
american_scientific_journal-11400	115	14	dependable	dependable	ADJ
american_scientific_journal-11400	115	15	and	and	CCONJ
american_scientific_journal-11400	115	16	secure	secure	ADJ
american_scientific_journal-11400	115	17	machine	machine	NOUN
american_scientific_journal-11400	115	18	learning	learning	NOUN
american_scientific_journal-11400	115	19	systems	system	NOUN
american_scientific_journal-11400	115	20	:	:	PUNCT
american_scientific_journal-11400	115	21	third	third	ADJ
american_scientific_journal-11400	115	22	international	international	ADJ
american_scientific_journal-11400	115	23	workshop	workshop	NOUN
american_scientific_journal-11400	115	24	,	,	PUNCT
american_scientific_journal-11400	115	25	edsmls	edsmls	NOUN
american_scientific_journal-11400	115	26	2020	2020	NUM
american_scientific_journal-11400	115	27	,	,	PUNCT
american_scientific_journal-11400	115	28	new	new	PROPN
american_scientific_journal-11400	115	29	york	york	PROPN
american_scientific_journal-11400	115	30	city	city	PROPN
american_scientific_journal-11400	115	31	,	,	PUNCT
american_scientific_journal-11400	115	32	ny	ny	PROPN
american_scientific_journal-11400	115	33	,	,	PUNCT
american_scientific_journal-11400	115	34	usa	usa	PROPN
american_scientific_journal-11400	115	35	,	,	PUNCT
american_scientific_journal-11400	115	36	february	february	PROPN
american_scientific_journal-11400	115	37	7	7	NUM
american_scientific_journal-11400	115	38	,	,	PUNCT
american_scientific_journal-11400	115	39	2020	2020	NUM
american_scientific_journal-11400	115	40	,	,	PUNCT
american_scientific_journal-11400	115	41	revised	revise	VERB
american_scientific_journal-11400	115	42	selected	select	VERB
american_scientific_journal-11400	115	43	papers	paper	NOUN
american_scientific_journal-11400	115	44	3	3	X
american_scientific_journal-11400	115	45	.	.	X
american_scientific_journal-11400	115	46	–	–	PUNCT
american_scientific_journal-11400	115	47	springer	springer	NOUN
american_scientific_journal-11400	115	48	international	international	ADJ
american_scientific_journal-11400	115	49	publishing	publishing	NOUN
american_scientific_journal-11400	115	50	,	,	PUNCT
american_scientific_journal-11400	115	51	2020	2020	NUM
american_scientific_journal-11400	115	52	.	.	PUNCT
american_scientific_journal-11400	116	1	–	–	PUNCT
american_scientific_journal-11400	116	2	pp	pp	ADJ
american_scientific_journal-11400	116	3	.	.	PUNCT
american_scientific_journal-11400	117	1	1	1	NUM
american_scientific_journal-11400	117	2	-	-	SYM
american_scientific_journal-11400	117	3	13	13	NUM
american_scientific_journal-11400	117	4	.	.	PUNCT
american_scientific_journal-11400	118	1	[	[	X
american_scientific_journal-11400	118	2	2	2	NUM
american_scientific_journal-11400	118	3	]	]	PUNCT
american_scientific_journal-11400	118	4	fujii	fujii	PROPN
american_scientific_journal-11400	118	5	g.	g.	PROPN
american_scientific_journal-11400	118	6	et	et	PROPN
american_scientific_journal-11400	118	7	al	al	PROPN
american_scientific_journal-11400	118	8	.	.	PROPN
american_scientific_journal-11400	118	9	guidelines	guideline	NOUN
american_scientific_journal-11400	118	10	for	for	ADP
american_scientific_journal-11400	118	11	quality	quality	NOUN
american_scientific_journal-11400	118	12	assurance	assurance	NOUN
american_scientific_journal-11400	118	13	of	of	ADP
american_scientific_journal-11400	118	14	machine	machine	NOUN
american_scientific_journal-11400	118	15	learning	learning	NOUN
american_scientific_journal-11400	118	16	-	-	PUNCT
american_scientific_journal-11400	118	17	based	base	VERB
american_scientific_journal-11400	118	18	artificial	artificial	ADJ
american_scientific_journal-11400	118	19	intelligence	intelligence	NOUN
american_scientific_journal-11400	118	20	//international	//international	SYM
american_scientific_journal-11400	118	21	journal	journal	PROPN
american_scientific_journal-11400	118	22	of	of	ADP
american_scientific_journal-11400	118	23	software	software	NOUN
american_scientific_journal-11400	118	24	engineering	engineering	NOUN
american_scientific_journal-11400	118	25	and	and	CCONJ
american_scientific_journal-11400	118	26	knowledge	knowledge	NOUN
american_scientific_journal-11400	118	27	engineering	engineering	NOUN
american_scientific_journal-11400	118	28	.	.	PUNCT
american_scientific_journal-11400	118	29	–	–	PUNCT
american_scientific_journal-11400	118	30	2020	2020	NUM
american_scientific_journal-11400	118	31	.	.	PUNCT
american_scientific_journal-11400	119	1	–	–	PUNCT
american_scientific_journal-11400	119	2	vol	vol	NOUN
american_scientific_journal-11400	119	3	.	.	PUNCT
american_scientific_journal-11400	119	4	30	30	NUM
american_scientific_journal-11400	119	5	.	.	PUNCT
american_scientific_journal-11400	120	1	–	–	PUNCT
american_scientific_journal-11400	120	2	no	no	NOUN
american_scientific_journal-11400	120	3	.	.	NOUN
american_scientific_journal-11400	120	4	11n12	11n12	NUM
american_scientific_journal-11400	120	5	.	.	PUNCT
american_scientific_journal-11400	121	1	–	–	PUNCT
american_scientific_journal-11400	121	2	pp	pp	ADJ
american_scientific_journal-11400	121	3	.	.	PUNCT
american_scientific_journal-11400	121	4	1589	1589	NUM
american_scientific_journal-11400	121	5	-	-	SYM
american_scientific_journal-11400	121	6	1606	1606	NUM
american_scientific_journal-11400	121	7	.	.	PUNCT
american_scientific_journal-11400	122	1	[	[	X
american_scientific_journal-11400	122	2	3	3	NUM
american_scientific_journal-11400	122	3	]	]	X
american_scientific_journal-11400	122	4	narita	narita	PROPN
american_scientific_journal-11400	122	5	k.	k.	PROPN
american_scientific_journal-11400	122	6	et	et	PROPN
american_scientific_journal-11400	122	7	al	al	PROPN
american_scientific_journal-11400	122	8	.	.	PROPN
american_scientific_journal-11400	122	9	qunomon	qunomon	PROPN
american_scientific_journal-11400	122	10	:	:	PUNCT
american_scientific_journal-11400	122	11	a	a	DET
american_scientific_journal-11400	122	12	fair	fair	ADJ
american_scientific_journal-11400	122	13	testbed	testbe	VERB
american_scientific_journal-11400	122	14	of	of	ADP
american_scientific_journal-11400	122	15	quality	quality	NOUN
american_scientific_journal-11400	122	16	evaluation	evaluation	NOUN
american_scientific_journal-11400	122	17	for	for	ADP
american_scientific_journal-11400	122	18	machine	machine	NOUN
american_scientific_journal-11400	122	19	learning	learning	NOUN
american_scientific_journal-11400	122	20	models	model	NOUN
american_scientific_journal-11400	122	21	//2021	//2021	PUNCT
american_scientific_journal-11400	122	22	28th	28th	ADJ
american_scientific_journal-11400	122	23	asia	asia	ADJ
american_scientific_journal-11400	122	24	-	-	PUNCT
american_scientific_journal-11400	122	25	pacific	pacific	PROPN
american_scientific_journal-11400	122	26	software	software	NOUN
american_scientific_journal-11400	122	27	engineering	engineering	NOUN
american_scientific_journal-11400	122	28	conference	conference	NOUN
american_scientific_journal-11400	122	29	workshops	workshop	NOUN
american_scientific_journal-11400	122	30	(	(	PUNCT
american_scientific_journal-11400	122	31	apsec	apsec	PROPN
american_scientific_journal-11400	122	32	workshops	workshop	NOUN
american_scientific_journal-11400	122	33	)	)	PUNCT
american_scientific_journal-11400	122	34	.	.	PUNCT
american_scientific_journal-11400	123	1	–	–	PUNCT
american_scientific_journal-11400	123	2	ieee	ieee	NOUN
american_scientific_journal-11400	123	3	,	,	PUNCT
american_scientific_journal-11400	123	4	2021	2021	NUM
american_scientific_journal-11400	123	5	.	.	PUNCT
american_scientific_journal-11400	124	1	–	–	PUNCT
american_scientific_journal-11400	124	2	pp	pp	ADJ
american_scientific_journal-11400	124	3	.	.	PUNCT
american_scientific_journal-11400	125	1	21	21	NUM
american_scientific_journal-11400	125	2	-	-	SYM
american_scientific_journal-11400	125	3	24	24	NUM
american_scientific_journal-11400	125	4	.	.	PUNCT
american_scientific_journal-11400	126	1	[	[	X
american_scientific_journal-11400	126	2	4	4	X
american_scientific_journal-11400	126	3	]	]	X
american_scientific_journal-11400	126	4	liu	liu	PROPN
american_scientific_journal-11400	126	5	m.	m.	PROPN
american_scientific_journal-11400	126	6	,	,	PUNCT
american_scientific_journal-11400	126	7	chakrabarty	chakrabarty	PROPN
american_scientific_journal-11400	126	8	k.	k.	PROPN
american_scientific_journal-11400	126	9	adaptive	adaptive	PROPN
american_scientific_journal-11400	126	10	methods	method	NOUN
american_scientific_journal-11400	126	11	for	for	ADP
american_scientific_journal-11400	126	12	machine	machine	NOUN
american_scientific_journal-11400	126	13	learning	learning	NOUN
american_scientific_journal-11400	126	14	-	-	PUNCT
american_scientific_journal-11400	126	15	based	base	VERB
american_scientific_journal-11400	126	16	testing	testing	NOUN
american_scientific_journal-11400	126	17	of	of	ADP
american_scientific_journal-11400	126	18	integrated	integrated	ADJ
american_scientific_journal-11400	126	19	circuits	circuit	NOUN
american_scientific_journal-11400	126	20	and	and	CCONJ
american_scientific_journal-11400	126	21	boards	board	NOUN
american_scientific_journal-11400	126	22	//2021	//2021	PUNCT
american_scientific_journal-11400	126	23	ieee	ieee	PROPN
american_scientific_journal-11400	126	24	international	international	ADJ
american_scientific_journal-11400	126	25	test	test	NOUN
american_scientific_journal-11400	126	26	conference	conference	NOUN
american_scientific_journal-11400	126	27	(	(	PUNCT
american_scientific_journal-11400	126	28	itc	itc	PROPN
american_scientific_journal-11400	126	29	)	)	PUNCT
american_scientific_journal-11400	126	30	.	.	PUNCT
american_scientific_journal-11400	126	31	–	–	PUNCT
american_scientific_journal-11400	126	32	ieee	ieee	NOUN
american_scientific_journal-11400	126	33	,	,	PUNCT
american_scientific_journal-11400	126	34	2021	2021	NUM
american_scientific_journal-11400	126	35	.	.	PUNCT
american_scientific_journal-11400	127	1	–	–	PUNCT
american_scientific_journal-11400	127	2	pp	pp	ADJ
american_scientific_journal-11400	127	3	.	.	PUNCT
american_scientific_journal-11400	128	1	153	153	NUM
american_scientific_journal-11400	128	2	-	-	SYM
american_scientific_journal-11400	128	3	162	162	NUM
american_scientific_journal-11400	128	4	.	.	PUNCT
american_scientific_journal-11400	129	1	[	[	X
american_scientific_journal-11400	129	2	5	5	X
american_scientific_journal-11400	129	3	]	]	X
american_scientific_journal-11400	129	4	mulla	mulla	X
american_scientific_journal-11400	129	5	n.	n.	NOUN
american_scientific_journal-11400	129	6	,	,	PUNCT
american_scientific_journal-11400	129	7	jayakumar	jayakumar	NOUN
american_scientific_journal-11400	129	8	n.	n.	NOUN
american_scientific_journal-11400	129	9	role	role	NOUN
american_scientific_journal-11400	129	10	of	of	ADP
american_scientific_journal-11400	129	11	machine	machine	NOUN
american_scientific_journal-11400	129	12	learning	learning	NOUN
american_scientific_journal-11400	129	13	&	&	CCONJ
american_scientific_journal-11400	129	14	artificial	artificial	ADJ
american_scientific_journal-11400	129	15	intelligence	intelligence	NOUN
american_scientific_journal-11400	129	16	techniques	technique	NOUN
american_scientific_journal-11400	129	17	in	in	ADP
american_scientific_journal-11400	129	18	software	software	NOUN
american_scientific_journal-11400	129	19	testing	testing	NOUN
american_scientific_journal-11400	129	20	//turkish	//turkish	PUNCT
american_scientific_journal-11400	129	21	journal	journal	NOUN
american_scientific_journal-11400	129	22	of	of	ADP
american_scientific_journal-11400	129	23	computer	computer	NOUN
american_scientific_journal-11400	129	24	and	and	CCONJ
american_scientific_journal-11400	129	25	mathematics	mathematics	PROPN
american_scientific_journal-11400	129	26	education	education	NOUN
american_scientific_journal-11400	129	27	(	(	PUNCT
american_scientific_journal-11400	129	28	turcomat	turcomat	NOUN
american_scientific_journal-11400	129	29	)	)	PUNCT
american_scientific_journal-11400	129	30	.	.	PUNCT
american_scientific_journal-11400	130	1	–	–	PUNCT
american_scientific_journal-11400	130	2	2021	2021	NUM
american_scientific_journal-11400	130	3	.	.	PUNCT
american_scientific_journal-11400	131	1	–	–	PUNCT
american_scientific_journal-11400	131	2	vol	vol	NOUN
american_scientific_journal-11400	131	3	.	.	PUNCT
american_scientific_journal-11400	132	1	12	12	NUM
american_scientific_journal-11400	132	2	.	.	PUNCT
american_scientific_journal-11400	133	1	–	–	PUNCT
american_scientific_journal-11400	133	2	no	no	NOUN
american_scientific_journal-11400	133	3	.	.	NOUN
american_scientific_journal-11400	134	1	6	6	NUM
american_scientific_journal-11400	134	2	.	.	X
american_scientific_journal-11400	134	3	–	–	PUNCT
american_scientific_journal-11400	135	1	pp	pp	ADJ
american_scientific_journal-11400	135	2	.	.	PUNCT
american_scientific_journal-11400	136	1	2913	2913	NUM
american_scientific_journal-11400	136	2	-	-	SYM
american_scientific_journal-11400	136	3	2921	2921	NUM
american_scientific_journal-11400	136	4	.	.	PUNCT
american_scientific_journal-11400	137	1	[	[	X
american_scientific_journal-11400	137	2	6	6	NUM
american_scientific_journal-11400	137	3	]	]	X
american_scientific_journal-11400	137	4	bajaj	bajaj	PROPN
american_scientific_journal-11400	137	5	y.	y.	PROPN
american_scientific_journal-11400	137	6	,	,	PUNCT
american_scientific_journal-11400	137	7	samal	samal	PROPN
american_scientific_journal-11400	137	8	m.	m.	PROPN
american_scientific_journal-11400	137	9	k.	k.	PROPN
american_scientific_journal-11400	137	10	accelerating	accelerate	VERB
american_scientific_journal-11400	137	11	software	software	NOUN
american_scientific_journal-11400	137	12	quality	quality	NOUN
american_scientific_journal-11400	137	13	:	:	PUNCT
american_scientific_journal-11400	137	14	unleashing	unleash	VERB
american_scientific_journal-11400	137	15	the	the	DET
american_scientific_journal-11400	137	16	power	power	NOUN
american_scientific_journal-11400	137	17	of	of	ADP
american_scientific_journal-11400	137	18	generative	generative	NOUN
american_scientific_journal-11400	137	19	ai	ai	VERB
american_scientific_journal-11400	137	20	for	for	ADP
american_scientific_journal-11400	137	21	automated	automate	VERB
american_scientific_journal-11400	137	22	test	test	NOUN
american_scientific_journal-11400	137	23	-	-	PUNCT
american_scientific_journal-11400	137	24	case	case	NOUN
american_scientific_journal-11400	137	25	generation	generation	NOUN
american_scientific_journal-11400	137	26	and	and	CCONJ
american_scientific_journal-11400	137	27	bug	bug	NOUN
american_scientific_journal-11400	137	28	identification	identification	NOUN
american_scientific_journal-11400	137	29	//international	//international	SYM
american_scientific_journal-11400	137	30	journal	journal	NOUN
american_scientific_journal-11400	137	31	for	for	ADP
american_scientific_journal-11400	137	32	research	research	NOUN
american_scientific_journal-11400	137	33	in	in	ADP
american_scientific_journal-11400	137	34	applied	apply	VERB
american_scientific_journal-11400	137	35	science	science	NOUN
american_scientific_journal-11400	137	36	and	and	CCONJ
american_scientific_journal-11400	137	37	engineering	engineering	NOUN
american_scientific_journal-11400	137	38	technology	technology	NOUN
american_scientific_journal-11400	137	39	.	.	PUNCT
american_scientific_journal-11400	138	1	–	–	PUNCT
american_scientific_journal-11400	138	2	2023	2023	NUM
american_scientific_journal-11400	138	3	.	.	PUNCT
american_scientific_journal-11400	139	1	–	–	PUNCT
american_scientific_journal-11400	139	2	vol	vol	NOUN
american_scientific_journal-11400	139	3	.	.	PUNCT
american_scientific_journal-11400	140	1	11	11	NUM
american_scientific_journal-11400	140	2	.	.	X
american_scientific_journal-11400	141	1	–	–	PUNCT
american_scientific_journal-11400	141	2	no	no	NOUN
american_scientific_journal-11400	141	3	.	.	NOUN
american_scientific_journal-11400	142	1	7	7	X
american_scientific_journal-11400	142	2	.	.	PUNCT
american_scientific_journal-11400	143	1	[	[	X
american_scientific_journal-11400	143	2	7	7	NUM
american_scientific_journal-11400	143	3	]	]	X
american_scientific_journal-11400	143	4	artificial	artificial	ADJ
american_scientific_journal-11400	143	5	intelligence	intelligence	NOUN
american_scientific_journal-11400	143	6	-	-	PUNCT
american_scientific_journal-11400	143	7	based	base	VERB
american_scientific_journal-11400	143	8	analysis	analysis	NOUN
american_scientific_journal-11400	143	9	of	of	ADP
american_scientific_journal-11400	143	10	eye	eye	NOUN
american_scientific_journal-11400	143	11	movement	movement	NOUN
american_scientific_journal-11400	143	12	for	for	ADP
american_scientific_journal-11400	143	13	detecting	detect	VERB
american_scientific_journal-11400	143	14	abnormal	abnormal	ADJ
american_scientific_journal-11400	143	15	human	human	ADJ
american_scientific_journal-11400	143	16	behavior	behavior	NOUN
american_scientific_journal-11400	143	17	:	:	PUNCT
american_scientific_journal-11400	143	18	international	international	ADJ
american_scientific_journal-11400	143	19	patent	patent	NOUN
american_scientific_journal-11400	143	20	application	application	NOUN
american_scientific_journal-11400	143	21	wo	will	AUX
american_scientific_journal-11400	143	22	2023/043493	2023/043493	NUM
american_scientific_journal-11400	143	23	.	.	PUNCT
american_scientific_journal-11400	144	1	applicant	applicant	NOUN
american_scientific_journal-11400	144	2	:	:	PUNCT
american_scientific_journal-11400	144	3	one	one	NUM
american_scientific_journal-11400	144	4	trust	trust	PROPN
american_scientific_journal-11400	144	5	ai	ai	PROPN
american_scientific_journal-11400	144	6	inc	inc	PROPN
american_scientific_journal-11400	144	7	.	.	PROPN
american_scientific_journal-11400	144	8	published	publish	VERB
american_scientific_journal-11400	144	9	:	:	PUNCT
american_scientific_journal-11400	144	10	30	30	NUM
american_scientific_journal-11400	144	11	march	march	NOUN
american_scientific_journal-11400	144	12	2023	2023	NUM
american_scientific_journal-11400	144	13	.	.	PUNCT
american_scientific_journal-11400	145	1	available	available	ADJ
american_scientific_journal-11400	145	2	at	at	ADP
american_scientific_journal-11400	145	3	:	:	PUNCT
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american_scientific_journal-11400	145	5	.	.	PUNCT
american_scientific_journal-11400	146	1	(	(	PUNCT
american_scientific_journal-11400	146	2	accessed	access	VERB
american_scientific_journal-11400	146	3	07.11.2024	07.11.2024	NOUN
american_scientific_journal-11400	146	4	)	)	PUNCT
american_scientific_journal-11400	146	5	.	.	PUNCT
american_scientific_journal-11400	147	1	[	[	X
american_scientific_journal-11400	147	2	8	8	NUM
american_scientific_journal-11400	147	3	]	]	PUNCT
american_scientific_journal-11400	147	4	regression	regression	NOUN
american_scientific_journal-11400	147	5	testing	testing	NOUN
american_scientific_journal-11400	147	6	phase	phase	NOUN
american_scientific_journal-11400	147	7	[	[	X
american_scientific_journal-11400	147	8	electronic	electronic	ADJ
american_scientific_journal-11400	147	9	resource	resource	NOUN
american_scientific_journal-11400	147	10	]	]	PUNCT
american_scientific_journal-11400	147	11	.	.	PUNCT
american_scientific_journal-11400	148	1	access	access	NOUN
american_scientific_journal-11400	148	2	mode	mode	NOUN
american_scientific_journal-11400	148	3	:	:	PUNCT
american_scientific_journal-11400	148	4	https://www.ibm.com/docs/en/devopstest-workbench/11.0.0?topic=playback-regression-testing-phase	https://www.ibm.com/docs/en/devopstest-workbench/11.0.0?topic=playback-regression-testing-phase	NOUN
american_scientific_journal-11400	148	5	(	(	PUNCT
american_scientific_journal-11400	148	6	accessed	access	VERB
american_scientific_journal-11400	148	7	07.11.2024	07.11.2024	NOUN
american_scientific_journal-11400	148	8	)	)	PUNCT
american_scientific_journal-11400	148	9	.	.	PUNCT