id	sid	tid	token	lemma	pos
fbem-29710	1	1	frontiers	frontier	NOUN
fbem-29710	1	2	in	in	ADP
fbem-29710	1	3	business	business	NOUN
fbem-29710	1	4	,	,	PUNCT
fbem-29710	1	5	economics	economic	NOUN
fbem-29710	1	6	and	and	CCONJ
fbem-29710	1	7	management	management	NOUN
fbem-29710	1	8	issn	issn	PROPN
fbem-29710	1	9	:	:	PUNCT
fbem-29710	1	10	2766	2766	NUM
fbem-29710	1	11	-	-	PUNCT
fbem-29710	1	12	824x	824x	NUM
fbem-29710	1	13	|	|	ADJ
fbem-29710	1	14	vol	vol	NOUN
fbem-29710	1	15	.	.	PROPN
fbem-29710	1	16	18	18	NUM
fbem-29710	1	17	,	,	PUNCT
fbem-29710	1	18	no	no	INTJ
fbem-29710	1	19	.	.	NOUN
fbem-29710	1	20	2	2	NUM
fbem-29710	1	21	,	,	PUNCT
fbem-29710	1	22	2025	2025	NUM
fbem-29710	1	23	219	219	NUM
fbem-29710	1	24	analysis	analysis	NOUN
fbem-29710	1	25	of	of	ADP
fbem-29710	1	26	enterprise	enterprise	NOUN
fbem-29710	1	27	management	management	NOUN
fbem-29710	1	28	software	software	NOUN
fbem-29710	1	29	development	development	NOUN
fbem-29710	1	30	and	and	CCONJ
fbem-29710	1	31	project	project	NOUN
fbem-29710	1	32	management	management	NOUN
fbem-29710	1	33	based	base	VERB
fbem-29710	1	34	on	on	ADP
fbem-29710	1	35	devops	devop	NOUN
fbem-29710	1	36	qinhong	qinhong	PROPN
fbem-29710	1	37	zhang1	zhang1	PROPN
fbem-29710	1	38	,	,	PUNCT
fbem-29710	1	39	a	a	DET
fbem-29710	1	40	1sap	1sap	PROPN
fbem-29710	1	41	(	(	PUNCT
fbem-29710	1	42	china	china	PROPN
fbem-29710	1	43	)	)	PUNCT
fbem-29710	1	44	co.	co.	PROPN
fbem-29710	1	45	,	,	PUNCT
fbem-29710	1	46	ltd	ltd	PROPN
fbem-29710	1	47	.	.	PROPN
fbem-29710	1	48	,	,	PUNCT
fbem-29710	1	49	beijing	beijing	PROPN
fbem-29710	1	50	,	,	PUNCT
fbem-29710	1	51	china	china	PROPN
fbem-29710	1	52	agongzuo1232024@126.com	agongzuo1232024@126.com	X
fbem-29710	1	53	abstract	abstract	PROPN
fbem-29710	1	54	:	:	PUNCT
fbem-29710	1	55	in	in	ADP
fbem-29710	1	56	the	the	DET
fbem-29710	1	57	process	process	NOUN
fbem-29710	1	58	of	of	ADP
fbem-29710	1	59	enterprise	enterprise	NOUN
fbem-29710	1	60	software	software	NOUN
fbem-29710	1	61	development	development	NOUN
fbem-29710	1	62	,	,	PUNCT
fbem-29710	1	63	traditional	traditional	ADJ
fbem-29710	1	64	development	development	NOUN
fbem-29710	1	65	and	and	CCONJ
fbem-29710	1	66	operations	operation	NOUN
fbem-29710	1	67	models	model	NOUN
fbem-29710	1	68	face	face	VERB
fbem-29710	1	69	challenges	challenge	NOUN
fbem-29710	1	70	such	such	ADJ
fbem-29710	1	71	as	as	ADP
fbem-29710	1	72	low	low	ADJ
fbem-29710	1	73	release	release	NOUN
fbem-29710	1	74	efficiency	efficiency	NOUN
fbem-29710	1	75	and	and	CCONJ
fbem-29710	1	76	poor	poor	ADJ
fbem-29710	1	77	stability	stability	NOUN
fbem-29710	1	78	.	.	PUNCT
fbem-29710	2	1	this	this	DET
fbem-29710	2	2	research	research	NOUN
fbem-29710	2	3	explores	explore	VERB
fbem-29710	2	4	the	the	DET
fbem-29710	2	5	application	application	NOUN
fbem-29710	2	6	of	of	ADP
fbem-29710	2	7	devops	devop	NOUN
fbem-29710	2	8	theory	theory	NOUN
fbem-29710	2	9	in	in	ADP
fbem-29710	2	10	enterprise	enterprise	NOUN
fbem-29710	2	11	management	management	NOUN
fbem-29710	2	12	software	software	NOUN
fbem-29710	2	13	development	development	NOUN
fbem-29710	2	14	and	and	CCONJ
fbem-29710	2	15	project	project	NOUN
fbem-29710	2	16	management	management	NOUN
fbem-29710	2	17	.	.	PUNCT
fbem-29710	3	1	through	through	ADP
fbem-29710	3	2	literature	literature	NOUN
fbem-29710	3	3	review	review	NOUN
fbem-29710	3	4	and	and	CCONJ
fbem-29710	3	5	case	case	NOUN
fbem-29710	3	6	analysis	analysis	NOUN
fbem-29710	3	7	,	,	PUNCT
fbem-29710	3	8	the	the	DET
fbem-29710	3	9	core	core	ADJ
fbem-29710	3	10	principles	principle	NOUN
fbem-29710	3	11	and	and	CCONJ
fbem-29710	3	12	practices	practice	NOUN
fbem-29710	3	13	of	of	ADP
fbem-29710	3	14	devops	devop	NOUN
fbem-29710	3	15	are	be	AUX
fbem-29710	3	16	systematically	systematically	ADV
fbem-29710	3	17	explained	explain	VERB
fbem-29710	3	18	,	,	PUNCT
fbem-29710	3	19	with	with	ADP
fbem-29710	3	20	a	a	DET
fbem-29710	3	21	focus	focus	NOUN
fbem-29710	3	22	on	on	ADP
fbem-29710	3	23	the	the	DET
fbem-29710	3	24	implementation	implementation	NOUN
fbem-29710	3	25	strategies	strategy	NOUN
fbem-29710	3	26	of	of	ADP
fbem-29710	3	27	key	key	ADJ
fbem-29710	3	28	components	component	NOUN
fbem-29710	3	29	such	such	ADJ
fbem-29710	3	30	as	as	ADP
fbem-29710	3	31	continuous	continuous	ADJ
fbem-29710	3	32	integration	integration	NOUN
fbem-29710	3	33	,	,	PUNCT
fbem-29710	3	34	automated	automate	VERB
fbem-29710	3	35	testing	testing	NOUN
fbem-29710	3	36	,	,	PUNCT
fbem-29710	3	37	and	and	CCONJ
fbem-29710	3	38	monitoring	monitor	VERB
fbem-29710	3	39	feedback	feedback	NOUN
fbem-29710	3	40	.	.	PUNCT
fbem-29710	4	1	the	the	DET
fbem-29710	4	2	study	study	NOUN
fbem-29710	4	3	finds	find	VERB
fbem-29710	4	4	that	that	SCONJ
fbem-29710	4	5	devops	devop	NOUN
fbem-29710	4	6	can	can	AUX
fbem-29710	4	7	effectively	effectively	ADV
fbem-29710	4	8	improve	improve	VERB
fbem-29710	4	9	software	software	NOUN
fbem-29710	4	10	delivery	delivery	NOUN
fbem-29710	4	11	efficiency	efficiency	NOUN
fbem-29710	4	12	and	and	CCONJ
fbem-29710	4	13	enhance	enhance	VERB
fbem-29710	4	14	system	system	NOUN
fbem-29710	4	15	stability	stability	NOUN
fbem-29710	4	16	.	.	PUNCT
fbem-29710	5	1	using	use	VERB
fbem-29710	5	2	an	an	DET
fbem-29710	5	3	e	e	NOUN
fbem-29710	5	4	-	-	NOUN
fbem-29710	5	5	commerce	commerce	NOUN
fbem-29710	5	6	platform	platform	NOUN
fbem-29710	5	7	as	as	ADP
fbem-29710	5	8	a	a	DET
fbem-29710	5	9	case	case	NOUN
fbem-29710	5	10	study	study	NOUN
fbem-29710	5	11	,	,	PUNCT
fbem-29710	5	12	the	the	DET
fbem-29710	5	13	implementation	implementation	NOUN
fbem-29710	5	14	of	of	ADP
fbem-29710	5	15	devops	devop	NOUN
fbem-29710	5	16	significantly	significantly	ADV
fbem-29710	5	17	improved	improve	VERB
fbem-29710	5	18	release	release	NOUN
fbem-29710	5	19	efficiency	efficiency	NOUN
fbem-29710	5	20	and	and	CCONJ
fbem-29710	5	21	system	system	NOUN
fbem-29710	5	22	availability	availability	NOUN
fbem-29710	5	23	.	.	PUNCT
fbem-29710	6	1	the	the	DET
fbem-29710	6	2	results	result	NOUN
fbem-29710	6	3	provide	provide	VERB
fbem-29710	6	4	a	a	DET
fbem-29710	6	5	theoretical	theoretical	ADJ
fbem-29710	6	6	basis	basis	NOUN
fbem-29710	6	7	and	and	CCONJ
fbem-29710	6	8	practical	practical	ADJ
fbem-29710	6	9	reference	reference	NOUN
fbem-29710	6	10	for	for	ADP
fbem-29710	6	11	enterprises	enterprise	NOUN
fbem-29710	6	12	to	to	PART
fbem-29710	6	13	implement	implement	VERB
fbem-29710	6	14	devops	devop	NOUN
fbem-29710	6	15	transformation	transformation	NOUN
fbem-29710	6	16	.	.	PUNCT
fbem-29710	7	1	keywords	keyword	NOUN
fbem-29710	7	2	:	:	PUNCT
fbem-29710	7	3	devops	devop	NOUN
fbem-29710	7	4	;	;	PUNCT
fbem-29710	7	5	software	software	NOUN
fbem-29710	7	6	development	development	NOUN
fbem-29710	7	7	;	;	PUNCT
fbem-29710	7	8	project	project	NOUN
fbem-29710	7	9	management	management	NOUN
fbem-29710	7	10	;	;	PUNCT
fbem-29710	7	11	continuous	continuous	ADJ
fbem-29710	7	12	integration	integration	NOUN
fbem-29710	7	13	;	;	PUNCT
fbem-29710	7	14	automated	automate	VERB
fbem-29710	7	15	testing	testing	NOUN
fbem-29710	7	16	.	.	PUNCT
fbem-29710	8	1	1	1	X
fbem-29710	8	2	.	.	X
fbem-29710	8	3	introduction	introduction	NOUN
fbem-29710	8	4	in	in	ADP
fbem-29710	8	5	today	today	NOUN
fbem-29710	8	6	's	's	PART
fbem-29710	8	7	wave	wave	NOUN
fbem-29710	8	8	of	of	ADP
fbem-29710	8	9	digital	digital	ADJ
fbem-29710	8	10	transformation	transformation	NOUN
fbem-29710	8	11	,	,	PUNCT
fbem-29710	8	12	enterprises	enterprise	NOUN
fbem-29710	8	13	face	face	VERB
fbem-29710	8	14	increasing	increase	VERB
fbem-29710	8	15	competitive	competitive	ADJ
fbem-29710	8	16	pressure	pressure	NOUN
fbem-29710	8	17	,	,	PUNCT
fbem-29710	8	18	especially	especially	ADV
fbem-29710	8	19	in	in	ADP
fbem-29710	8	20	software	software	NOUN
fbem-29710	8	21	development	development	NOUN
fbem-29710	8	22	and	and	CCONJ
fbem-29710	8	23	delivery	delivery	NOUN
fbem-29710	8	24	.	.	PUNCT
fbem-29710	9	1	traditional	traditional	ADJ
fbem-29710	9	2	software	software	NOUN
fbem-29710	9	3	development	development	NOUN
fbem-29710	9	4	models	model	NOUN
fbem-29710	9	5	,	,	PUNCT
fbem-29710	9	6	which	which	PRON
fbem-29710	9	7	typically	typically	ADV
fbem-29710	9	8	separate	separate	VERB
fbem-29710	9	9	development	development	NOUN
fbem-29710	9	10	and	and	CCONJ
fbem-29710	9	11	operations	operation	NOUN
fbem-29710	9	12	,	,	PUNCT
fbem-29710	9	13	can	can	AUX
fbem-29710	9	14	no	no	ADV
fbem-29710	9	15	longer	long	ADV
fbem-29710	9	16	meet	meet	VERB
fbem-29710	9	17	the	the	DET
fbem-29710	9	18	demands	demand	NOUN
fbem-29710	9	19	for	for	ADP
fbem-29710	9	20	fast	fast	ADJ
fbem-29710	9	21	iteration	iteration	NOUN
fbem-29710	9	22	and	and	CCONJ
fbem-29710	9	23	highquality	highquality	NOUN
fbem-29710	9	24	delivery[1	delivery[1	PROPN
fbem-29710	9	25	]	]	PUNCT
fbem-29710	9	26	.	.	PUNCT
fbem-29710	10	1	enterprises	enterprise	NOUN
fbem-29710	10	2	have	have	VERB
fbem-29710	10	3	higher	high	ADJ
fbem-29710	10	4	expectations	expectation	NOUN
fbem-29710	10	5	for	for	ADP
fbem-29710	10	6	the	the	DET
fbem-29710	10	7	speed	speed	NOUN
fbem-29710	10	8	and	and	CCONJ
fbem-29710	10	9	quality	quality	NOUN
fbem-29710	10	10	of	of	ADP
fbem-29710	10	11	software	software	NOUN
fbem-29710	10	12	delivery	delivery	NOUN
fbem-29710	10	13	,	,	PUNCT
fbem-29710	10	14	and	and	CCONJ
fbem-29710	10	15	relying	rely	VERB
fbem-29710	10	16	solely	solely	ADV
fbem-29710	10	17	on	on	ADP
fbem-29710	10	18	the	the	DET
fbem-29710	10	19	division	division	NOUN
fbem-29710	10	20	of	of	ADP
fbem-29710	10	21	labor	labor	NOUN
fbem-29710	10	22	between	between	ADP
fbem-29710	10	23	development	development	NOUN
fbem-29710	10	24	and	and	CCONJ
fbem-29710	10	25	operations	operation	NOUN
fbem-29710	10	26	is	be	AUX
fbem-29710	10	27	no	no	ADV
fbem-29710	10	28	longer	long	ADV
fbem-29710	10	29	sufficient	sufficient	ADJ
fbem-29710	10	30	to	to	PART
fbem-29710	10	31	cope	cope	VERB
fbem-29710	10	32	with	with	ADP
fbem-29710	10	33	the	the	DET
fbem-29710	10	34	growing	grow	VERB
fbem-29710	10	35	complexities	complexity	NOUN
fbem-29710	10	36	.	.	PUNCT
fbem-29710	11	1	in	in	ADP
fbem-29710	11	2	this	this	DET
fbem-29710	11	3	context	context	NOUN
fbem-29710	11	4	,	,	PUNCT
fbem-29710	11	5	devops	devop	NOUN
fbem-29710	11	6	has	have	AUX
fbem-29710	11	7	gradually	gradually	ADV
fbem-29710	11	8	become	become	VERB
fbem-29710	11	9	an	an	DET
fbem-29710	11	10	important	important	ADJ
fbem-29710	11	11	driver	driver	NOUN
fbem-29710	11	12	for	for	ADP
fbem-29710	11	13	digital	digital	ADJ
fbem-29710	11	14	transformation	transformation	NOUN
fbem-29710	11	15	in	in	ADP
fbem-29710	11	16	enterprises[2	enterprises[2	ADP
fbem-29710	11	17	]	]	PUNCT
fbem-29710	11	18	.	.	PUNCT
fbem-29710	12	1	devops	devop	NOUN
fbem-29710	12	2	breaks	break	VERB
fbem-29710	12	3	down	down	ADP
fbem-29710	12	4	the	the	DET
fbem-29710	12	5	barriers	barrier	NOUN
fbem-29710	12	6	between	between	ADP
fbem-29710	12	7	development	development	NOUN
fbem-29710	12	8	and	and	CCONJ
fbem-29710	12	9	operations	operation	NOUN
fbem-29710	12	10	,	,	PUNCT
fbem-29710	12	11	promoting	promote	VERB
fbem-29710	12	12	the	the	DET
fbem-29710	12	13	construction	construction	NOUN
fbem-29710	12	14	of	of	ADP
fbem-29710	12	15	automated	automate	VERB
fbem-29710	12	16	processes	process	NOUN
fbem-29710	12	17	and	and	CCONJ
fbem-29710	12	18	achieving	achieve	VERB
fbem-29710	12	19	close	close	ADJ
fbem-29710	12	20	collaboration	collaboration	NOUN
fbem-29710	12	21	between	between	ADP
fbem-29710	12	22	development	development	NOUN
fbem-29710	12	23	,	,	PUNCT
fbem-29710	12	24	testing	testing	NOUN
fbem-29710	12	25	,	,	PUNCT
fbem-29710	12	26	and	and	CCONJ
fbem-29710	12	27	operations[3	operations[3	NUM
fbem-29710	12	28	]	]	X
fbem-29710	12	29	.	.	PUNCT
fbem-29710	13	1	this	this	DET
fbem-29710	13	2	model	model	NOUN
fbem-29710	13	3	improves	improve	VERB
fbem-29710	13	4	software	software	NOUN
fbem-29710	13	5	delivery	delivery	NOUN
fbem-29710	13	6	efficiency	efficiency	NOUN
fbem-29710	13	7	,	,	PUNCT
fbem-29710	13	8	reduces	reduce	VERB
fbem-29710	13	9	error	error	NOUN
fbem-29710	13	10	rates	rate	NOUN
fbem-29710	13	11	,	,	PUNCT
fbem-29710	13	12	and	and	CCONJ
fbem-29710	13	13	ensures	ensure	VERB
fbem-29710	13	14	system	system	NOUN
fbem-29710	13	15	stability	stability	NOUN
fbem-29710	13	16	and	and	CCONJ
fbem-29710	13	17	quality	quality	NOUN
fbem-29710	13	18	during	during	ADP
fbem-29710	13	19	fast	fast	ADJ
fbem-29710	13	20	iterations	iteration	NOUN
fbem-29710	13	21	.	.	PUNCT
fbem-29710	14	1	this	this	DET
fbem-29710	14	2	paper	paper	NOUN
fbem-29710	14	3	will	will	AUX
fbem-29710	14	4	explore	explore	VERB
fbem-29710	14	5	the	the	DET
fbem-29710	14	6	application	application	NOUN
fbem-29710	14	7	of	of	ADP
fbem-29710	14	8	devops	devop	NOUN
fbem-29710	14	9	in	in	ADP
fbem-29710	14	10	enterprise	enterprise	NOUN
fbem-29710	14	11	management	management	NOUN
fbem-29710	14	12	software	software	NOUN
fbem-29710	14	13	development	development	NOUN
fbem-29710	14	14	,	,	PUNCT
fbem-29710	14	15	analyze	analyze	VERB
fbem-29710	14	16	its	its	PRON
fbem-29710	14	17	practical	practical	ADJ
fbem-29710	14	18	strategies	strategy	NOUN
fbem-29710	14	19	for	for	ADP
fbem-29710	14	20	improving	improve	VERB
fbem-29710	14	21	delivery	delivery	NOUN
fbem-29710	14	22	efficiency	efficiency	NOUN
fbem-29710	14	23	and	and	CCONJ
fbem-29710	14	24	ensuring	ensure	VERB
fbem-29710	14	25	system	system	NOUN
fbem-29710	14	26	quality	quality	NOUN
fbem-29710	14	27	,	,	PUNCT
fbem-29710	14	28	and	and	CCONJ
fbem-29710	14	29	discuss	discuss	VERB
fbem-29710	14	30	the	the	DET
fbem-29710	14	31	challenges	challenge	NOUN
fbem-29710	14	32	and	and	CCONJ
fbem-29710	14	33	solutions	solution	NOUN
fbem-29710	14	34	for	for	ADP
fbem-29710	14	35	implementing	implement	VERB
fbem-29710	14	36	devops	devop	NOUN
fbem-29710	14	37	,	,	PUNCT
fbem-29710	14	38	with	with	ADP
fbem-29710	14	39	the	the	DET
fbem-29710	14	40	aim	aim	NOUN
fbem-29710	14	41	of	of	ADP
fbem-29710	14	42	providing	provide	VERB
fbem-29710	14	43	theoretical	theoretical	ADJ
fbem-29710	14	44	guidance	guidance	NOUN
fbem-29710	14	45	and	and	CCONJ
fbem-29710	14	46	practical	practical	ADJ
fbem-29710	14	47	experience	experience	NOUN
fbem-29710	14	48	for	for	ADP
fbem-29710	14	49	enterprises	enterprise	NOUN
fbem-29710	14	50	during	during	ADP
fbem-29710	14	51	their	their	PRON
fbem-29710	14	52	transformation	transformation	NOUN
fbem-29710	14	53	,	,	PUNCT
fbem-29710	14	54	helping	help	VERB
fbem-29710	14	55	them	they	PRON
fbem-29710	14	56	enhance	enhance	VERB
fbem-29710	14	57	their	their	PRON
fbem-29710	14	58	software	software	NOUN
fbem-29710	14	59	development	development	NOUN
fbem-29710	14	60	and	and	CCONJ
fbem-29710	14	61	operations	operation	NOUN
fbem-29710	14	62	capabilities	capability	NOUN
fbem-29710	14	63	,	,	PUNCT
fbem-29710	14	64	and	and	CCONJ
fbem-29710	14	65	promoting	promote	VERB
fbem-29710	14	66	faster	fast	ADJ
fbem-29710	14	67	and	and	CCONJ
fbem-29710	14	68	more	more	ADV
fbem-29710	14	69	stable	stable	ADJ
fbem-29710	14	70	development	development	NOUN
fbem-29710	14	71	in	in	ADP
fbem-29710	14	72	the	the	DET
fbem-29710	14	73	digital	digital	ADJ
fbem-29710	14	74	transformation	transformation	NOUN
fbem-29710	14	75	era	era	NOUN
fbem-29710	14	76	.	.	PUNCT
fbem-29710	15	1	2	2	X
fbem-29710	15	2	.	.	X
fbem-29710	15	3	theoretical	theoretical	ADJ
fbem-29710	15	4	basis	basis	NOUN
fbem-29710	15	5	of	of	ADP
fbem-29710	15	6	devops	devop	NOUN
fbem-29710	15	7	and	and	CCONJ
fbem-29710	15	8	literature	literature	PROPN
fbem-29710	15	9	review	review	NOUN
fbem-29710	15	10	devops	devop	NOUN
fbem-29710	15	11	is	be	AUX
fbem-29710	15	12	a	a	DET
fbem-29710	15	13	new	new	ADJ
fbem-29710	15	14	software	software	NOUN
fbem-29710	15	15	development	development	NOUN
fbem-29710	15	16	methodology	methodology	NOUN
fbem-29710	15	17	centered	center	VERB
fbem-29710	15	18	around	around	ADP
fbem-29710	15	19	cultural	cultural	ADJ
fbem-29710	15	20	transformation	transformation	NOUN
fbem-29710	15	21	and	and	CCONJ
fbem-29710	15	22	tool	tool	NOUN
fbem-29710	15	23	support	support	NOUN
fbem-29710	15	24	,	,	PUNCT
fbem-29710	15	25	bridging	bridge	VERB
fbem-29710	15	26	the	the	DET
fbem-29710	15	27	gap	gap	NOUN
fbem-29710	15	28	between	between	ADP
fbem-29710	15	29	development	development	NOUN
fbem-29710	15	30	and	and	CCONJ
fbem-29710	15	31	operations	operation	NOUN
fbem-29710	15	32	.	.	PUNCT
fbem-29710	16	1	it	it	PRON
fbem-29710	16	2	emphasizes	emphasize	VERB
fbem-29710	16	3	continuous	continuous	ADJ
fbem-29710	16	4	integration	integration	NOUN
fbem-29710	16	5	and	and	CCONJ
fbem-29710	16	6	continuous	continuous	ADJ
fbem-29710	16	7	delivery	delivery	NOUN
fbem-29710	16	8	through	through	ADP
fbem-29710	16	9	end	end	NOUN
fbem-29710	16	10	-	-	PUNCT
fbem-29710	16	11	to	to	ADP
fbem-29710	16	12	-	-	PUNCT
fbem-29710	16	13	end	end	NOUN
fbem-29710	16	14	automated	automate	VERB
fbem-29710	16	15	processes	process	NOUN
fbem-29710	16	16	throughout	throughout	ADP
fbem-29710	16	17	the	the	DET
fbem-29710	16	18	software	software	NOUN
fbem-29710	16	19	lifecycle	lifecycle	NOUN
fbem-29710	16	20	,	,	PUNCT
fbem-29710	16	21	aiming	aim	VERB
fbem-29710	16	22	to	to	PART
fbem-29710	16	23	significantly	significantly	ADV
fbem-29710	16	24	shorten	shorten	VERB
fbem-29710	16	25	the	the	DET
fbem-29710	16	26	development	development	NOUN
fbem-29710	16	27	-	-	PUNCT
fbem-29710	16	28	to	to	ADP
fbem-29710	16	29	-	-	PUNCT
fbem-29710	16	30	deployment	deployment	NOUN
fbem-29710	16	31	cycle	cycle	NOUN
fbem-29710	16	32	and	and	CCONJ
fbem-29710	16	33	improve	improve	VERB
fbem-29710	16	34	release	release	NOUN
fbem-29710	16	35	frequency	frequency	NOUN
fbem-29710	16	36	and	and	CCONJ
fbem-29710	16	37	quality[4	quality[4	NOUN
fbem-29710	16	38	]	]	PUNCT
fbem-29710	16	39	.	.	PUNCT
fbem-29710	17	1	in	in	ADP
fbem-29710	17	2	recent	recent	ADJ
fbem-29710	17	3	years	year	NOUN
fbem-29710	17	4	,	,	PUNCT
fbem-29710	17	5	research	research	NOUN
fbem-29710	17	6	on	on	ADP
fbem-29710	17	7	devops	devop	NOUN
fbem-29710	17	8	has	have	AUX
fbem-29710	17	9	deepened	deepen	VERB
fbem-29710	17	10	in	in	ADP
fbem-29710	17	11	both	both	CCONJ
fbem-29710	17	12	academia	academia	NOUN
fbem-29710	17	13	and	and	CCONJ
fbem-29710	17	14	industry	industry	NOUN
fbem-29710	17	15	,	,	PUNCT
fbem-29710	17	16	covering	cover	VERB
fbem-29710	17	17	various	various	ADJ
fbem-29710	17	18	areas	area	NOUN
fbem-29710	17	19	such	such	ADJ
fbem-29710	17	20	as	as	ADP
fbem-29710	17	21	technical	technical	ADJ
fbem-29710	17	22	practices	practice	NOUN
fbem-29710	17	23	,	,	PUNCT
fbem-29710	17	24	organizational	organizational	ADJ
fbem-29710	17	25	change	change	NOUN
fbem-29710	17	26	,	,	PUNCT
fbem-29710	17	27	and	and	CCONJ
fbem-29710	17	28	performance	performance	NOUN
fbem-29710	17	29	measurement	measurement	NOUN
fbem-29710	17	30	.	.	PUNCT
fbem-29710	18	1	on	on	ADP
fbem-29710	18	2	the	the	DET
fbem-29710	18	3	technical	technical	ADJ
fbem-29710	18	4	side	side	NOUN
fbem-29710	18	5	,	,	PUNCT
fbem-29710	18	6	research	research	NOUN
fbem-29710	18	7	focuses	focus	VERB
fbem-29710	18	8	on	on	ADP
fbem-29710	18	9	building	build	VERB
fbem-29710	18	10	automation	automation	NOUN
fbem-29710	18	11	toolchains	toolchain	NOUN
fbem-29710	18	12	,	,	PUNCT
fbem-29710	18	13	applying	apply	VERB
fbem-29710	18	14	microservices	microservice	NOUN
fbem-29710	18	15	architecture	architecture	NOUN
fbem-29710	18	16	,	,	PUNCT
fbem-29710	18	17	and	and	CCONJ
fbem-29710	18	18	implementing	implement	VERB
fbem-29710	18	19	cloud	cloud	ADJ
fbem-29710	18	20	-	-	PUNCT
fbem-29710	18	21	native	native	ADJ
fbem-29710	18	22	technologies	technology	NOUN
fbem-29710	18	23	.	.	PUNCT
fbem-29710	19	1	on	on	ADP
fbem-29710	19	2	the	the	DET
fbem-29710	19	3	management	management	NOUN
fbem-29710	19	4	side	side	NOUN
fbem-29710	19	5	,	,	PUNCT
fbem-29710	19	6	the	the	DET
fbem-29710	19	7	emphasis	emphasis	NOUN
fbem-29710	19	8	is	be	AUX
fbem-29710	19	9	on	on	ADP
fbem-29710	19	10	team	team	NOUN
fbem-29710	19	11	collaboration	collaboration	NOUN
fbem-29710	19	12	models	model	NOUN
fbem-29710	19	13	,	,	PUNCT
fbem-29710	19	14	devops	devop	NOUN
fbem-29710	19	15	transformation	transformation	NOUN
fbem-29710	19	16	strategies	strategy	NOUN
fbem-29710	19	17	,	,	PUNCT
fbem-29710	19	18	and	and	CCONJ
fbem-29710	19	19	the	the	DET
fbem-29710	19	20	establishment	establishment	NOUN
fbem-29710	19	21	of	of	ADP
fbem-29710	19	22	performance	performance	NOUN
fbem-29710	19	23	evaluation	evaluation	NOUN
fbem-29710	19	24	systems	system	NOUN
fbem-29710	19	25	.	.	PUNCT
fbem-29710	20	1	numerous	numerous	ADJ
fbem-29710	20	2	empirical	empirical	ADJ
fbem-29710	20	3	studies	study	NOUN
fbem-29710	20	4	have	have	AUX
fbem-29710	20	5	shown	show	VERB
fbem-29710	20	6	that	that	SCONJ
fbem-29710	20	7	organizations	organization	NOUN
fbem-29710	20	8	adopting	adopt	VERB
fbem-29710	20	9	devops	devop	NOUN
fbem-29710	20	10	have	have	AUX
fbem-29710	20	11	made	make	VERB
fbem-29710	20	12	significant	significant	ADJ
fbem-29710	20	13	improvements	improvement	NOUN
fbem-29710	20	14	in	in	ADP
fbem-29710	20	15	software	software	NOUN
fbem-29710	20	16	delivery	delivery	NOUN
fbem-29710	20	17	speed	speed	NOUN
fbem-29710	20	18	,	,	PUNCT
fbem-29710	20	19	system	system	NOUN
fbem-29710	20	20	reliability	reliability	NOUN
fbem-29710	20	21	,	,	PUNCT
fbem-29710	20	22	and	and	CCONJ
fbem-29710	20	23	team	team	NOUN
fbem-29710	20	24	collaboration	collaboration	NOUN
fbem-29710	20	25	efficiency[5	efficiency[5	PROPN
fbem-29710	20	26	]	]	PUNCT
fbem-29710	20	27	.	.	PUNCT
fbem-29710	21	1	these	these	DET
fbem-29710	21	2	research	research	NOUN
fbem-29710	21	3	findings	finding	NOUN
fbem-29710	21	4	have	have	VERB
fbem-29710	21	5	not	not	PART
fbem-29710	21	6	only	only	ADV
fbem-29710	21	7	advanced	advanced	ADJ
fbem-29710	21	8	devops	devop	NOUN
fbem-29710	21	9	theory	theory	NOUN
fbem-29710	21	10	but	but	CCONJ
fbem-29710	21	11	also	also	ADV
fbem-29710	21	12	provided	provide	VERB
fbem-29710	21	13	valuable	valuable	ADJ
fbem-29710	21	14	references	reference	NOUN
fbem-29710	21	15	and	and	CCONJ
fbem-29710	21	16	guidance	guidance	NOUN
fbem-29710	21	17	for	for	ADP
fbem-29710	21	18	the	the	DET
fbem-29710	21	19	implementation	implementation	NOUN
fbem-29710	21	20	of	of	ADP
fbem-29710	21	21	devops	devop	NOUN
fbem-29710	21	22	in	in	ADP
fbem-29710	21	23	enterprises	enterprise	NOUN
fbem-29710	21	24	and	and	CCONJ
fbem-29710	21	25	projects	project	NOUN
fbem-29710	21	26	of	of	ADP
fbem-29710	21	27	various	various	ADJ
fbem-29710	21	28	scales	scale	NOUN
fbem-29710	21	29	.	.	PUNCT
fbem-29710	22	1	as	as	ADP
fbem-29710	22	2	a	a	DET
fbem-29710	22	3	methodology	methodology	NOUN
fbem-29710	22	4	that	that	PRON
fbem-29710	22	5	integrates	integrate	VERB
fbem-29710	22	6	culture	culture	NOUN
fbem-29710	22	7	and	and	CCONJ
fbem-29710	22	8	technology	technology	NOUN
fbem-29710	22	9	,	,	PUNCT
fbem-29710	22	10	devops	devop	NOUN
fbem-29710	22	11	is	be	AUX
fbem-29710	22	12	increasingly	increasingly	ADV
fbem-29710	22	13	seen	see	VERB
fbem-29710	22	14	by	by	ADP
fbem-29710	22	15	enterprises	enterprise	NOUN
fbem-29710	22	16	as	as	ADP
fbem-29710	22	17	an	an	DET
fbem-29710	22	18	important	important	ADJ
fbem-29710	22	19	approach	approach	NOUN
fbem-29710	22	20	to	to	ADP
fbem-29710	22	21	enhancing	enhance	VERB
fbem-29710	22	22	software	software	NOUN
fbem-29710	22	23	development	development	NOUN
fbem-29710	22	24	efficiency	efficiency	NOUN
fbem-29710	22	25	and	and	CCONJ
fbem-29710	22	26	quality	quality	NOUN
fbem-29710	22	27	.	.	PUNCT
fbem-29710	23	1	with	with	ADP
fbem-29710	23	2	the	the	DET
fbem-29710	23	3	continuous	continuous	ADJ
fbem-29710	23	4	development	development	NOUN
fbem-29710	23	5	of	of	ADP
fbem-29710	23	6	devops	devop	NOUN
fbem-29710	23	7	,	,	PUNCT
fbem-29710	23	8	more	more	ADJ
fbem-29710	23	9	and	and	CCONJ
fbem-29710	23	10	more	more	ADJ
fbem-29710	23	11	companies	company	NOUN
fbem-29710	23	12	are	be	AUX
fbem-29710	23	13	applying	apply	VERB
fbem-29710	23	14	it	it	PRON
fbem-29710	23	15	in	in	ADP
fbem-29710	23	16	complex	complex	ADJ
fbem-29710	23	17	software	software	NOUN
fbem-29710	23	18	development	development	NOUN
fbem-29710	23	19	and	and	CCONJ
fbem-29710	23	20	operations	operation	NOUN
fbem-29710	23	21	processes	process	NOUN
fbem-29710	23	22	to	to	PART
fbem-29710	23	23	achieve	achieve	VERB
fbem-29710	23	24	more	more	ADV
fbem-29710	23	25	efficient	efficient	ADJ
fbem-29710	23	26	development	development	NOUN
fbem-29710	23	27	and	and	CCONJ
fbem-29710	23	28	more	more	ADV
fbem-29710	23	29	stable	stable	ADJ
fbem-29710	23	30	operations	operation	NOUN
fbem-29710	23	31	.	.	PUNCT
fbem-29710	24	1	3	3	X
fbem-29710	24	2	.	.	X
fbem-29710	24	3	core	core	NOUN
fbem-29710	24	4	principles	principle	NOUN
fbem-29710	24	5	and	and	CCONJ
fbem-29710	24	6	practices	practice	NOUN
fbem-29710	24	7	of	of	ADP
fbem-29710	24	8	devops	devop	NOUN
fbem-29710	24	9	3.1	3.1	NUM
fbem-29710	24	10	.	.	PUNCT
fbem-29710	24	11	continuous	continuous	ADJ
fbem-29710	24	12	integration	integration	NOUN
fbem-29710	24	13	and	and	CCONJ
fbem-29710	24	14	continuous	continuous	ADJ
fbem-29710	24	15	delivery	delivery	NOUN
fbem-29710	24	16	continuous	continuous	ADJ
fbem-29710	24	17	integration	integration	NOUN
fbem-29710	24	18	and	and	CCONJ
fbem-29710	24	19	continuous	continuous	ADJ
fbem-29710	24	20	delivery	delivery	NOUN
fbem-29710	24	21	are	be	AUX
fbem-29710	24	22	the	the	DET
fbem-29710	24	23	core	core	ADJ
fbem-29710	24	24	components	component	NOUN
fbem-29710	24	25	of	of	ADP
fbem-29710	24	26	devops	devop	NOUN
fbem-29710	24	27	practice	practice	NOUN
fbem-29710	24	28	.	.	PUNCT
fbem-29710	25	1	through	through	ADP
fbem-29710	25	2	automated	automate	VERB
fbem-29710	25	3	tools	tool	NOUN
fbem-29710	25	4	and	and	CCONJ
fbem-29710	25	5	standardized	standardized	ADJ
fbem-29710	25	6	processes	process	NOUN
fbem-29710	25	7	,	,	PUNCT
fbem-29710	25	8	code	code	NOUN
fbem-29710	25	9	integration	integration	NOUN
fbem-29710	25	10	,	,	PUNCT
fbem-29710	25	11	testing	testing	NOUN
fbem-29710	25	12	,	,	PUNCT
fbem-29710	25	13	and	and	CCONJ
fbem-29710	25	14	deployment	deployment	NOUN
fbem-29710	25	15	are	be	AUX
fbem-29710	25	16	automated	automate	VERB
fbem-29710	25	17	.	.	PUNCT
fbem-29710	26	1	studies	study	NOUN
fbem-29710	26	2	show	show	VERB
fbem-29710	26	3	that	that	SCONJ
fbem-29710	26	4	teams	team	NOUN
fbem-29710	26	5	implementing	implement	VERB
fbem-29710	26	6	ci	ci	NOUN
fbem-29710	26	7	/	/	SYM
fbem-29710	26	8	cd	cd	PROPN
fbem-29710	26	9	can	can	AUX
fbem-29710	26	10	increase	increase	VERB
fbem-29710	26	11	deployment	deployment	ADJ
fbem-29710	26	12	frequency	frequency	NOUN
fbem-29710	26	13	by	by	ADP
fbem-29710	26	14	30	30	NUM
fbem-29710	26	15	times	time	NOUN
fbem-29710	26	16	and	and	CCONJ
fbem-29710	26	17	reduce	reduce	VERB
fbem-29710	26	18	recovery	recovery	NOUN
fbem-29710	26	19	time	time	NOUN
fbem-29710	26	20	from	from	ADP
fbem-29710	26	21	failures	failure	NOUN
fbem-29710	26	22	by	by	ADP
fbem-29710	26	23	96	96	NUM
fbem-29710	26	24	%	%	NOUN
fbem-29710	26	25	,	,	PUNCT
fbem-29710	26	26	as	as	SCONJ
fbem-29710	26	27	shown	show	VERB
fbem-29710	26	28	in	in	ADP
fbem-29710	26	29	figure	figure	NOUN
fbem-29710	26	30	1	1	NUM
fbem-29710	26	31	.	.	PUNCT
fbem-29710	27	1	during	during	ADP
fbem-29710	27	2	implementation	implementation	NOUN
fbem-29710	27	3	,	,	PUNCT
fbem-29710	27	4	developers	developer	NOUN
fbem-29710	27	5	are	be	AUX
fbem-29710	27	6	220	220	NUM
fbem-29710	27	7	required	require	VERB
fbem-29710	27	8	to	to	PART
fbem-29710	27	9	frequently	frequently	ADV
fbem-29710	27	10	commit	commit	VERB
fbem-29710	27	11	code	code	NOUN
fbem-29710	27	12	to	to	ADP
fbem-29710	27	13	a	a	DET
fbem-29710	27	14	shared	share	VERB
fbem-29710	27	15	repository	repository	NOUN
fbem-29710	27	16	,	,	PUNCT
fbem-29710	27	17	triggering	trigger	VERB
fbem-29710	27	18	automated	automate	VERB
fbem-29710	27	19	build	build	NOUN
fbem-29710	27	20	and	and	CCONJ
fbem-29710	27	21	test	test	NOUN
fbem-29710	27	22	processes	process	NOUN
fbem-29710	27	23	to	to	PART
fbem-29710	27	24	ensure	ensure	VERB
fbem-29710	27	25	that	that	SCONJ
fbem-29710	27	26	newly	newly	ADV
fbem-29710	27	27	committed	commit	VERB
fbem-29710	27	28	code	code	NOUN
fbem-29710	27	29	does	do	AUX
fbem-29710	27	30	not	not	PART
fbem-29710	27	31	break	break	VERB
fbem-29710	27	32	existing	exist	VERB
fbem-29710	27	33	functionality	functionality	NOUN
fbem-29710	27	34	.	.	PUNCT
fbem-29710	28	1	continuous	continuous	ADJ
fbem-29710	28	2	delivery	delivery	NOUN
fbem-29710	28	3	builds	build	VERB
fbem-29710	28	4	on	on	ADP
fbem-29710	28	5	continuous	continuous	ADJ
fbem-29710	28	6	integration	integration	NOUN
fbem-29710	28	7	by	by	ADP
fbem-29710	28	8	automatically	automatically	ADV
fbem-29710	28	9	deploying	deploy	VERB
fbem-29710	28	10	validated	validated	ADJ
fbem-29710	28	11	code	code	NOUN
fbem-29710	28	12	artifacts	artifact	NOUN
fbem-29710	28	13	to	to	ADP
fbem-29710	28	14	testing	testing	NOUN
fbem-29710	28	15	or	or	CCONJ
fbem-29710	28	16	production	production	NOUN
fbem-29710	28	17	environments	environment	NOUN
fbem-29710	28	18	.	.	PUNCT
fbem-29710	29	1	by	by	ADP
fbem-29710	29	2	building	build	VERB
fbem-29710	29	3	a	a	DET
fbem-29710	29	4	complete	complete	ADJ
fbem-29710	29	5	release	release	NOUN
fbem-29710	29	6	pipeline	pipeline	NOUN
fbem-29710	29	7	,	,	PUNCT
fbem-29710	29	8	the	the	DET
fbem-29710	29	9	stages	stage	NOUN
fbem-29710	29	10	of	of	ADP
fbem-29710	29	11	code	code	NOUN
fbem-29710	29	12	submission	submission	NOUN
fbem-29710	29	13	,	,	PUNCT
fbem-29710	29	14	compilation	compilation	NOUN
fbem-29710	29	15	,	,	PUNCT
fbem-29710	29	16	building	building	NOUN
fbem-29710	29	17	,	,	PUNCT
fbem-29710	29	18	automated	automate	VERB
fbem-29710	29	19	testing	testing	NOUN
fbem-29710	29	20	,	,	PUNCT
fbem-29710	29	21	artifact	artifact	ADJ
fbem-29710	29	22	management	management	NOUN
fbem-29710	29	23	,	,	PUNCT
fbem-29710	29	24	and	and	CCONJ
fbem-29710	29	25	environment	environment	NOUN
fbem-29710	29	26	deployment	deployment	NOUN
fbem-29710	29	27	are	be	AUX
fbem-29710	29	28	linked	link	VERB
fbem-29710	29	29	together	together	ADV
fbem-29710	29	30	,	,	PUNCT
fbem-29710	29	31	increasing	increase	VERB
fbem-29710	29	32	release	release	NOUN
fbem-29710	29	33	efficiency	efficiency	NOUN
fbem-29710	29	34	by	by	ADP
fbem-29710	29	35	65%[6	65%[6	NOUN
fbem-29710	29	36	]	]	PUNCT
fbem-29710	29	37	.	.	PUNCT
fbem-29710	30	1	practices	practice	NOUN
fbem-29710	30	2	have	have	AUX
fbem-29710	30	3	shown	show	VERB
fbem-29710	30	4	that	that	SCONJ
fbem-29710	30	5	a	a	DET
fbem-29710	30	6	standardized	standardized	ADJ
fbem-29710	30	7	and	and	CCONJ
fbem-29710	30	8	traceable	traceable	ADJ
fbem-29710	30	9	release	release	NOUN
fbem-29710	30	10	process	process	NOUN
fbem-29710	30	11	can	can	AUX
fbem-29710	30	12	effectively	effectively	ADV
fbem-29710	30	13	reduce	reduce	VERB
fbem-29710	30	14	manual	manual	ADJ
fbem-29710	30	15	operation	operation	NOUN
fbem-29710	30	16	risks	risk	NOUN
fbem-29710	30	17	and	and	CCONJ
fbem-29710	30	18	significantly	significantly	ADV
fbem-29710	30	19	improve	improve	VERB
fbem-29710	30	20	software	software	NOUN
fbem-29710	30	21	delivery	delivery	NOUN
fbem-29710	30	22	efficiency	efficiency	NOUN
fbem-29710	30	23	and	and	CCONJ
fbem-29710	30	24	quality	quality	NOUN
fbem-29710	30	25	.	.	PUNCT
fbem-29710	31	1	figure	figure	NOUN
fbem-29710	31	2	1	1	NUM
fbem-29710	31	3	.	.	PUNCT
fbem-29710	31	4	comparison	comparison	NOUN
fbem-29710	31	5	of	of	ADP
fbem-29710	31	6	deployment	deployment	NOUN
fbem-29710	31	7	frequency	frequency	NOUN
fbem-29710	31	8	and	and	CCONJ
fbem-29710	31	9	failure	failure	NOUN
fbem-29710	31	10	recovery	recovery	NOUN
fbem-29710	31	11	time	time	NOUN
fbem-29710	31	12	3.2	3.2	NUM
fbem-29710	31	13	.	.	PUNCT
fbem-29710	32	1	automated	automate	VERB
fbem-29710	32	2	testing	testing	NOUN
fbem-29710	32	3	system	system	NOUN
fbem-29710	32	4	the	the	DET
fbem-29710	32	5	automated	automate	VERB
fbem-29710	32	6	testing	testing	NOUN
fbem-29710	32	7	system	system	NOUN
fbem-29710	32	8	is	be	AUX
fbem-29710	32	9	a	a	DET
fbem-29710	32	10	crucial	crucial	ADJ
fbem-29710	32	11	support	support	NOUN
fbem-29710	32	12	for	for	ADP
fbem-29710	32	13	ensuring	ensure	VERB
fbem-29710	32	14	software	software	NOUN
fbem-29710	32	15	quality	quality	NOUN
fbem-29710	32	16	throughout	throughout	ADP
fbem-29710	32	17	the	the	DET
fbem-29710	32	18	entire	entire	ADJ
fbem-29710	32	19	development	development	NOUN
fbem-29710	32	20	lifecycle	lifecycle	NOUN
fbem-29710	32	21	.	.	PUNCT
fbem-29710	33	1	a	a	DET
fbem-29710	33	2	comprehensive	comprehensive	ADJ
fbem-29710	33	3	automated	automate	VERB
fbem-29710	33	4	testing	testing	NOUN
fbem-29710	33	5	system	system	NOUN
fbem-29710	33	6	includes	include	VERB
fbem-29710	33	7	multiple	multiple	ADJ
fbem-29710	33	8	levels	level	NOUN
fbem-29710	33	9	such	such	ADJ
fbem-29710	33	10	as	as	ADP
fbem-29710	33	11	unit	unit	NOUN
fbem-29710	33	12	testing	testing	NOUN
fbem-29710	33	13	,	,	PUNCT
fbem-29710	33	14	integration	integration	NOUN
fbem-29710	33	15	testing	testing	NOUN
fbem-29710	33	16	,	,	PUNCT
fbem-29710	33	17	system	system	NOUN
fbem-29710	33	18	testing	testing	NOUN
fbem-29710	33	19	,	,	PUNCT
fbem-29710	33	20	and	and	CCONJ
fbem-29710	33	21	acceptance	acceptance	NOUN
fbem-29710	33	22	testing	testing	NOUN
fbem-29710	33	23	,	,	PUNCT
fbem-29710	33	24	with	with	ADP
fbem-29710	33	25	each	each	DET
fbem-29710	33	26	level	level	NOUN
fbem-29710	33	27	having	have	VERB
fbem-29710	33	28	specific	specific	ADJ
fbem-29710	33	29	testing	testing	NOUN
fbem-29710	33	30	objectives	objective	NOUN
fbem-29710	33	31	and	and	CCONJ
fbem-29710	33	32	execution	execution	NOUN
fbem-29710	33	33	strategies	strategy	NOUN
fbem-29710	33	34	.	.	PUNCT
fbem-29710	34	1	data	datum	NOUN
fbem-29710	34	2	shows	show	VERB
fbem-29710	34	3	that	that	SCONJ
fbem-29710	34	4	projects	project	NOUN
fbem-29710	34	5	adopting	adopt	VERB
fbem-29710	34	6	automated	automate	VERB
fbem-29710	34	7	testing	testing	NOUN
fbem-29710	34	8	have	have	VERB
fbem-29710	34	9	an	an	DET
fbem-29710	34	10	average	average	ADJ
fbem-29710	34	11	increase	increase	NOUN
fbem-29710	34	12	of	of	ADP
fbem-29710	34	13	40	40	NUM
fbem-29710	34	14	%	%	NOUN
fbem-29710	34	15	in	in	ADP
fbem-29710	34	16	test	test	NOUN
fbem-29710	34	17	coverage	coverage	NOUN
fbem-29710	34	18	,	,	PUNCT
fbem-29710	34	19	a	a	DET
fbem-29710	34	20	defect	defect	NOUN
fbem-29710	34	21	discovery	discovery	NOUN
fbem-29710	34	22	rate	rate	NOUN
fbem-29710	34	23	exceeding	exceed	VERB
fbem-29710	34	24	85	85	NUM
fbem-29710	34	25	%	%	NOUN
fbem-29710	34	26	,	,	PUNCT
fbem-29710	34	27	and	and	CCONJ
fbem-29710	34	28	a	a	DET
fbem-29710	34	29	60	60	NUM
fbem-29710	34	30	%	%	NOUN
fbem-29710	34	31	reduction	reduction	NOUN
fbem-29710	34	32	in	in	ADP
fbem-29710	34	33	issue	issue	NOUN
fbem-29710	34	34	resolution	resolution	NOUN
fbem-29710	34	35	time[7	time[7	PROPN
fbem-29710	34	36	]	]	PUNCT
fbem-29710	34	37	.	.	PUNCT
fbem-29710	35	1	in	in	ADP
fbem-29710	35	2	practical	practical	ADJ
fbem-29710	35	3	application	application	NOUN
fbem-29710	35	4	,	,	PUNCT
fbem-29710	35	5	test	test	NOUN
fbem-29710	35	6	case	case	NOUN
fbem-29710	35	7	design	design	NOUN
fbem-29710	35	8	must	must	AUX
fbem-29710	35	9	consider	consider	VERB
fbem-29710	35	10	both	both	CCONJ
fbem-29710	35	11	functional	functional	ADJ
fbem-29710	35	12	and	and	CCONJ
fbem-29710	35	13	non	non	ADJ
fbem-29710	35	14	-	-	ADJ
fbem-29710	35	15	functional	functional	ADJ
fbem-29710	35	16	testing	testing	NOUN
fbem-29710	35	17	coverage	coverage	NOUN
fbem-29710	35	18	,	,	PUNCT
fbem-29710	35	19	including	include	VERB
fbem-29710	35	20	performance	performance	NOUN
fbem-29710	35	21	testing	testing	NOUN
fbem-29710	35	22	,	,	PUNCT
fbem-29710	35	23	security	security	NOUN
fbem-29710	35	24	testing	testing	NOUN
fbem-29710	35	25	,	,	PUNCT
fbem-29710	35	26	and	and	CCONJ
fbem-29710	35	27	compatibility	compatibility	NOUN
fbem-29710	35	28	testing	testing	NOUN
fbem-29710	35	29	.	.	PUNCT
fbem-29710	36	1	by	by	ADP
fbem-29710	36	2	integrating	integrate	VERB
fbem-29710	36	3	test	test	NOUN
fbem-29710	36	4	scripts	script	NOUN
fbem-29710	36	5	into	into	ADP
fbem-29710	36	6	the	the	DET
fbem-29710	36	7	continuous	continuous	ADJ
fbem-29710	36	8	integration	integration	NOUN
fbem-29710	36	9	pipeline	pipeline	NOUN
fbem-29710	36	10	,	,	PUNCT
fbem-29710	36	11	daily	daily	ADJ
fbem-29710	36	12	testing	testing	NOUN
fbem-29710	36	13	time	time	NOUN
fbem-29710	36	14	can	can	AUX
fbem-29710	36	15	be	be	AUX
fbem-29710	36	16	reduced	reduce	VERB
fbem-29710	36	17	from	from	ADP
fbem-29710	36	18	an	an	DET
fbem-29710	36	19	average	average	NOUN
fbem-29710	36	20	of	of	ADP
fbem-29710	36	21	4	4	NUM
fbem-29710	36	22	hours	hour	NOUN
fbem-29710	36	23	to	to	ADP
fbem-29710	36	24	less	less	ADJ
fbem-29710	36	25	than	than	ADP
fbem-29710	36	26	1	1	NUM
fbem-29710	36	27	hour	hour	NOUN
fbem-29710	36	28	.	.	PUNCT
fbem-29710	37	1	establishing	establish	VERB
fbem-29710	37	2	test	test	NOUN
fbem-29710	37	3	reports	report	NOUN
fbem-29710	37	4	and	and	CCONJ
fbem-29710	37	5	defect	defect	VERB
fbem-29710	37	6	tracking	tracking	NOUN
fbem-29710	37	7	mechanisms	mechanism	NOUN
fbem-29710	37	8	can	can	AUX
fbem-29710	37	9	reduce	reduce	VERB
fbem-29710	37	10	code	code	NOUN
fbem-29710	37	11	defect	defect	NOUN
fbem-29710	37	12	rates	rate	NOUN
fbem-29710	37	13	by	by	ADP
fbem-29710	37	14	75	75	NUM
fbem-29710	37	15	%	%	NOUN
fbem-29710	37	16	,	,	PUNCT
fbem-29710	37	17	providing	provide	VERB
fbem-29710	37	18	reliable	reliable	ADJ
fbem-29710	37	19	assurance	assurance	NOUN
fbem-29710	37	20	for	for	ADP
fbem-29710	37	21	software	software	NOUN
fbem-29710	37	22	quality	quality	NOUN
fbem-29710	37	23	.	.	PUNCT
fbem-29710	38	1	3.3	3.3	NUM
fbem-29710	38	2	.	.	PUNCT
fbem-29710	39	1	monitoring	monitoring	NOUN
fbem-29710	39	2	and	and	CCONJ
fbem-29710	39	3	feedback	feedback	VERB
fbem-29710	39	4	the	the	DET
fbem-29710	39	5	monitoring	monitoring	NOUN
fbem-29710	39	6	and	and	CCONJ
fbem-29710	39	7	feedback	feedback	NOUN
fbem-29710	39	8	mechanism	mechanism	NOUN
fbem-29710	39	9	provides	provide	VERB
fbem-29710	39	10	realtime	realtime	ADJ
fbem-29710	39	11	visibility	visibility	NOUN
fbem-29710	39	12	into	into	ADP
fbem-29710	39	13	system	system	NOUN
fbem-29710	39	14	operation	operation	NOUN
fbem-29710	39	15	,	,	PUNCT
fbem-29710	39	16	helping	help	VERB
fbem-29710	39	17	to	to	PART
fbem-29710	39	18	identify	identify	VERB
fbem-29710	39	19	and	and	CCONJ
fbem-29710	39	20	resolve	resolve	VERB
fbem-29710	39	21	potential	potential	ADJ
fbem-29710	39	22	issues	issue	NOUN
fbem-29710	39	23	through	through	ADP
fbem-29710	39	24	comprehensive	comprehensive	ADJ
fbem-29710	39	25	collection	collection	NOUN
fbem-29710	39	26	and	and	CCONJ
fbem-29710	39	27	analysis	analysis	NOUN
fbem-29710	39	28	of	of	ADP
fbem-29710	39	29	monitoring	monitor	VERB
fbem-29710	39	30	metrics	metric	NOUN
fbem-29710	39	31	.	.	PUNCT
fbem-29710	40	1	as	as	SCONJ
fbem-29710	40	2	shown	show	VERB
fbem-29710	40	3	in	in	ADP
fbem-29710	40	4	table	table	NOUN
fbem-29710	40	5	1	1	NUM
fbem-29710	40	6	,	,	PUNCT
fbem-29710	40	7	teams	team	NOUN
fbem-29710	40	8	implementing	implement	VERB
fbem-29710	40	9	comprehensive	comprehensive	ADJ
fbem-29710	40	10	monitoring	monitoring	NOUN
fbem-29710	40	11	reduce	reduce	VERB
fbem-29710	40	12	average	average	ADJ
fbem-29710	40	13	fault	fault	NOUN
fbem-29710	40	14	response	response	NOUN
fbem-29710	40	15	time	time	NOUN
fbem-29710	40	16	by	by	ADP
fbem-29710	40	17	50	50	NUM
fbem-29710	40	18	%	%	NOUN
fbem-29710	40	19	and	and	CCONJ
fbem-29710	40	20	improve	improve	VERB
fbem-29710	40	21	system	system	NOUN
fbem-29710	40	22	availability	availability	NOUN
fbem-29710	40	23	to	to	ADP
fbem-29710	40	24	99.9	99.9	NUM
fbem-29710	40	25	%	%	NOUN
fbem-29710	40	26	.	.	PUNCT
fbem-29710	41	1	at	at	ADP
fbem-29710	41	2	the	the	DET
fbem-29710	41	3	system	system	NOUN
fbem-29710	41	4	level	level	NOUN
fbem-29710	41	5	,	,	PUNCT
fbem-29710	41	6	monitoring	monitoring	NOUN
fbem-29710	41	7	is	be	AUX
fbem-29710	41	8	needed	need	VERB
fbem-29710	41	9	for	for	ADP
fbem-29710	41	10	server	server	NOUN
fbem-29710	41	11	resource	resource	NOUN
fbem-29710	41	12	usage	usage	NOUN
fbem-29710	41	13	,	,	PUNCT
fbem-29710	41	14	network	network	NOUN
fbem-29710	41	15	conditions	condition	NOUN
fbem-29710	41	16	,	,	PUNCT
fbem-29710	41	17	and	and	CCONJ
fbem-29710	41	18	middleware	middleware	NOUN
fbem-29710	41	19	performance	performance	NOUN
fbem-29710	41	20	;	;	PUNCT
fbem-29710	41	21	at	at	ADP
fbem-29710	41	22	the	the	DET
fbem-29710	41	23	application	application	NOUN
fbem-29710	41	24	level	level	NOUN
fbem-29710	41	25	,	,	PUNCT
fbem-29710	41	26	key	key	ADJ
fbem-29710	41	27	metrics	metric	NOUN
fbem-29710	41	28	such	such	ADJ
fbem-29710	41	29	as	as	ADP
fbem-29710	41	30	business	business	NOUN
fbem-29710	41	31	interface	interface	NOUN
fbem-29710	41	32	response	response	NOUN
fbem-29710	41	33	time	time	NOUN
fbem-29710	41	34	,	,	PUNCT
fbem-29710	41	35	error	error	NOUN
fbem-29710	41	36	rate	rate	NOUN
fbem-29710	41	37	,	,	PUNCT
fbem-29710	41	38	and	and	CCONJ
fbem-29710	41	39	call	call	VERB
fbem-29710	41	40	volume	volume	NOUN
fbem-29710	41	41	must	must	AUX
fbem-29710	41	42	be	be	AUX
fbem-29710	41	43	tracked	track	VERB
fbem-29710	41	44	;	;	PUNCT
fbem-29710	41	45	and	and	CCONJ
fbem-29710	41	46	at	at	ADP
fbem-29710	41	47	the	the	DET
fbem-29710	41	48	user	user	NOUN
fbem-29710	41	49	level	level	NOUN
fbem-29710	41	50	,	,	PUNCT
fbem-29710	41	51	user	user	NOUN
fbem-29710	41	52	experience	experience	NOUN
fbem-29710	41	53	data	datum	NOUN
fbem-29710	41	54	and	and	CCONJ
fbem-29710	41	55	business	business	NOUN
fbem-29710	41	56	metrics	metric	NOUN
fbem-29710	41	57	need	need	VERB
fbem-29710	41	58	to	to	PART
fbem-29710	41	59	be	be	AUX
fbem-29710	41	60	collected	collect	VERB
fbem-29710	41	61	.	.	PUNCT
fbem-29710	42	1	a	a	DET
fbem-29710	42	2	welldeveloped	welldevelope	VERB
fbem-29710	42	3	monitoring	monitoring	NOUN
fbem-29710	42	4	system	system	NOUN
fbem-29710	42	5	can	can	AUX
fbem-29710	42	6	visually	visually	ADV
fbem-29710	42	7	display	display	VERB
fbem-29710	42	8	the	the	DET
fbem-29710	42	9	trends	trend	NOUN
fbem-29710	42	10	of	of	ADP
fbem-29710	42	11	various	various	ADJ
fbem-29710	42	12	metrics	metric	NOUN
fbem-29710	42	13	through	through	ADP
fbem-29710	42	14	a	a	DET
fbem-29710	42	15	dashboard	dashboard	NOUN
fbem-29710	42	16	and	and	CCONJ
fbem-29710	42	17	quickly	quickly	ADV
fbem-29710	42	18	notify	notify	VERB
fbem-29710	42	19	relevant	relevant	ADJ
fbem-29710	42	20	personnel	personnel	NOUN
fbem-29710	42	21	of	of	ADP
fbem-29710	42	22	faults	fault	NOUN
fbem-29710	42	23	using	use	VERB
fbem-29710	42	24	an	an	DET
fbem-29710	42	25	intelligent	intelligent	ADJ
fbem-29710	42	26	alert	alert	NOUN
fbem-29710	42	27	mechanism	mechanism	NOUN
fbem-29710	42	28	.	.	PUNCT
fbem-29710	43	1	continuous	continuous	ADJ
fbem-29710	43	2	feedback	feedback	NOUN
fbem-29710	43	3	loops	loop	NOUN
fbem-29710	43	4	can	can	AUX
fbem-29710	43	5	improve	improve	VERB
fbem-29710	43	6	system	system	NOUN
fbem-29710	43	7	performance	performance	NOUN
fbem-29710	43	8	by	by	ADP
fbem-29710	43	9	35	35	NUM
fbem-29710	43	10	%	%	NOUN
fbem-29710	43	11	,	,	PUNCT
fbem-29710	43	12	providing	provide	VERB
fbem-29710	43	13	important	important	ADJ
fbem-29710	43	14	data	datum	NOUN
fbem-29710	43	15	for	for	ADP
fbem-29710	43	16	system	system	NOUN
fbem-29710	43	17	optimization	optimization	NOUN
fbem-29710	43	18	and	and	CCONJ
fbem-29710	43	19	architecture	architecture	NOUN
fbem-29710	43	20	evolution	evolution	NOUN
fbem-29710	43	21	,	,	PUNCT
fbem-29710	43	22	and	and	CCONJ
fbem-29710	43	23	continually	continually	ADV
fbem-29710	43	24	enhancing	enhance	VERB
fbem-29710	43	25	system	system	NOUN
fbem-29710	43	26	availability	availability	NOUN
fbem-29710	43	27	and	and	CCONJ
fbem-29710	43	28	performance[8	performance[8	NOUN
fbem-29710	43	29	]	]	PUNCT
fbem-29710	43	30	.	.	PUNCT
fbem-29710	44	1	table	table	NOUN
fbem-29710	44	2	1	1	NUM
fbem-29710	44	3	.	.	PUNCT
fbem-29710	44	4	comparison	comparison	NOUN
fbem-29710	44	5	of	of	ADP
fbem-29710	44	6	system	system	NOUN
fbem-29710	44	7	performance	performance	NOUN
fbem-29710	44	8	optimization	optimization	NOUN
fbem-29710	44	9	data	datum	NOUN
fbem-29710	44	10	metric	metric	ADJ
fbem-29710	44	11	before	before	ADP
fbem-29710	44	12	implementation	implementation	NOUN
fbem-29710	44	13	after	after	ADP
fbem-29710	44	14	implementation	implementation	NOUN
fbem-29710	44	15	improvement	improvement	NOUN
fbem-29710	44	16	rate	rate	NOUN
fbem-29710	44	17	average	average	ADJ
fbem-29710	44	18	fault	fault	NOUN
fbem-29710	44	19	response	response	NOUN
fbem-29710	44	20	time	time	NOUN
fbem-29710	44	21	4	4	NUM
fbem-29710	44	22	hours	hour	NOUN
fbem-29710	44	23	2	2	NUM
fbem-29710	44	24	hours	hour	NOUN
fbem-29710	44	25	50	50	NUM
fbem-29710	44	26	%	%	NOUN
fbem-29710	44	27	reduction	reduction	NOUN
fbem-29710	44	28	system	system	NOUN
fbem-29710	44	29	availability	availability	NOUN
fbem-29710	44	30	98.00	98.00	NUM
fbem-29710	44	31	%	%	NOUN
fbem-29710	44	32	99.90	99.90	NUM
fbem-29710	44	33	%	%	NOUN
fbem-29710	44	34	1.9	1.9	NUM
fbem-29710	44	35	%	%	NOUN
fbem-29710	44	36	increase	increase	NOUN
fbem-29710	44	37	performance	performance	NOUN
fbem-29710	44	38	improvement	improvement	NOUN
fbem-29710	44	39	(	(	PUNCT
fbem-29710	44	40	throughput	throughput	NOUN
fbem-29710	44	41	)	)	PUNCT
fbem-29710	44	42	500	500	NUM
fbem-29710	44	43	requests	request	NOUN
fbem-29710	44	44	/	/	SYM
fbem-29710	44	45	sec	sec	PROPN
fbem-29710	44	46	675	675	NUM
fbem-29710	44	47	requests	request	NOUN
fbem-29710	44	48	/	/	SYM
fbem-29710	44	49	sec	sec	PROPN
fbem-29710	44	50	35	35	NUM
fbem-29710	44	51	%	%	NOUN
fbem-29710	44	52	increase	increase	NOUN
fbem-29710	44	53	4	4	NUM
fbem-29710	44	54	.	.	PUNCT
fbem-29710	45	1	devops	devop	NOUN
fbem-29710	45	2	implementation	implementation	NOUN
fbem-29710	45	3	challenges	challenge	NOUN
fbem-29710	45	4	and	and	CCONJ
fbem-29710	45	5	countermeasures	countermeasure	NOUN
fbem-29710	45	6	4.1	4.1	NUM
fbem-29710	45	7	.	.	PUNCT
fbem-29710	46	1	devops	devop	NOUN
fbem-29710	46	2	implementation	implementation	NOUN
fbem-29710	46	3	challenges	challenge	VERB
fbem-29710	46	4	4.1.1	4.1.1	NUM
fbem-29710	46	5	.	.	PUNCT
fbem-29710	47	1	interdepartmental	interdepartmental	ADJ
fbem-29710	47	2	collaboration	collaboration	NOUN
fbem-29710	47	3	barriers	barrier	NOUN
fbem-29710	47	4	according	accord	VERB
fbem-29710	47	5	to	to	ADP
fbem-29710	47	6	the	the	DET
fbem-29710	47	7	2023	2023	NUM
fbem-29710	47	8	global	global	ADJ
fbem-29710	47	9	devops	devop	NOUN
fbem-29710	47	10	status	status	NOUN
fbem-29710	47	11	survey	survey	NOUN
fbem-29710	47	12	,	,	PUNCT
fbem-29710	47	13	over	over	ADP
fbem-29710	47	14	65	65	NUM
fbem-29710	47	15	%	%	NOUN
fbem-29710	47	16	of	of	ADP
fbem-29710	47	17	enterprises	enterprise	NOUN
fbem-29710	47	18	face	face	VERB
fbem-29710	47	19	significant	significant	ADJ
fbem-29710	47	20	interdepartmental	interdepartmental	ADJ
fbem-29710	47	21	collaboration	collaboration	NOUN
fbem-29710	47	22	issues	issue	NOUN
fbem-29710	47	23	during	during	ADP
fbem-29710	47	24	the	the	DET
fbem-29710	47	25	implementation	implementation	NOUN
fbem-29710	47	26	of	of	ADP
fbem-29710	47	27	devops	devop	NOUN
fbem-29710	47	28	.	.	PUNCT
fbem-29710	48	1	development	development	NOUN
fbem-29710	48	2	teams	team	NOUN
fbem-29710	48	3	pursue	pursue	VERB
fbem-29710	48	4	rapid	rapid	ADJ
fbem-29710	48	5	iteration	iteration	NOUN
fbem-29710	48	6	and	and	CCONJ
fbem-29710	48	7	feature	feature	NOUN
fbem-29710	48	8	innovation	innovation	NOUN
fbem-29710	48	9	,	,	PUNCT
fbem-29710	48	10	while	while	SCONJ
fbem-29710	48	11	operations	operation	NOUN
fbem-29710	48	12	teams	team	NOUN
fbem-29710	48	13	prioritize	prioritize	VERB
fbem-29710	48	14	system	system	NOUN
fbem-29710	48	15	stability	stability	NOUN
fbem-29710	48	16	and	and	CCONJ
fbem-29710	48	17	security	security	NOUN
fbem-29710	48	18	.	.	PUNCT
fbem-29710	49	1	this	this	DET
fbem-29710	49	2	goal	goal	NOUN
fbem-29710	49	3	-	-	PUNCT
fbem-29710	49	4	oriented	orient	VERB
fbem-29710	49	5	difference	difference	NOUN
fbem-29710	49	6	directly	directly	ADV
fbem-29710	49	7	impacts	impact	VERB
fbem-29710	49	8	project	project	NOUN
fbem-29710	49	9	progress	progress	NOUN
fbem-29710	49	10	and	and	CCONJ
fbem-29710	49	11	quality	quality	NOUN
fbem-29710	49	12	.	.	PUNCT
fbem-29710	50	1	data	datum	NOUN
fbem-29710	50	2	from	from	ADP
fbem-29710	50	3	a	a	DET
fbem-29710	50	4	survey	survey	NOUN
fbem-29710	50	5	of	of	ADP
fbem-29710	50	6	50	50	NUM
fbem-29710	50	7	enterprises	enterprise	NOUN
fbem-29710	50	8	implementing	implement	VERB
fbem-29710	50	9	devops	devop	NOUN
fbem-29710	50	10	shows	show	VERB
fbem-29710	50	11	that	that	SCONJ
fbem-29710	50	12	under	under	ADP
fbem-29710	50	13	221	221	NUM
fbem-29710	50	14	traditional	traditional	ADJ
fbem-29710	50	15	organizational	organizational	ADJ
fbem-29710	50	16	structures	structure	NOUN
fbem-29710	50	17	,	,	PUNCT
fbem-29710	50	18	the	the	DET
fbem-29710	50	19	average	average	ADJ
fbem-29710	50	20	communication	communication	NOUN
fbem-29710	50	21	response	response	NOUN
fbem-29710	50	22	time	time	NOUN
fbem-29710	50	23	between	between	ADP
fbem-29710	50	24	development	development	NOUN
fbem-29710	50	25	and	and	CCONJ
fbem-29710	50	26	operations	operation	NOUN
fbem-29710	50	27	teams	team	NOUN
fbem-29710	50	28	exceeds	exceed	VERB
fbem-29710	50	29	4	4	NUM
fbem-29710	50	30	hours	hour	NOUN
fbem-29710	50	31	,	,	PUNCT
fbem-29710	50	32	and	and	CCONJ
fbem-29710	50	33	the	the	DET
fbem-29710	50	34	problem	problem	NOUN
fbem-29710	50	35	resolution	resolution	NOUN
fbem-29710	50	36	cycle	cycle	NOUN
fbem-29710	50	37	is	be	AUX
fbem-29710	50	38	extended	extend	VERB
fbem-29710	50	39	to	to	ADP
fbem-29710	50	40	72	72	NUM
fbem-29710	50	41	hours	hour	NOUN
fbem-29710	50	42	,	,	PUNCT
fbem-29710	50	43	leading	lead	VERB
fbem-29710	50	44	to	to	ADP
fbem-29710	50	45	a	a	DET
fbem-29710	50	46	project	project	NOUN
fbem-29710	50	47	delay	delay	NOUN
fbem-29710	50	48	rate	rate	NOUN
fbem-29710	50	49	of	of	ADP
fbem-29710	50	50	up	up	ADP
fbem-29710	50	51	to	to	ADP
fbem-29710	50	52	40%[9	40%[9	NUM
fbem-29710	50	53	]	]	PUNCT
fbem-29710	50	54	.	.	PUNCT
fbem-29710	51	1	in	in	ADP
fbem-29710	51	2	terms	term	NOUN
fbem-29710	51	3	of	of	ADP
fbem-29710	51	4	role	role	NOUN
fbem-29710	51	5	division	division	NOUN
fbem-29710	51	6	,	,	PUNCT
fbem-29710	51	7	approximately	approximately	ADV
fbem-29710	51	8	55	55	NUM
fbem-29710	51	9	%	%	NOUN
fbem-29710	51	10	of	of	ADP
fbem-29710	51	11	enterprises	enterprise	NOUN
fbem-29710	51	12	have	have	VERB
fbem-29710	51	13	overlapping	overlap	VERB
fbem-29710	51	14	or	or	CCONJ
fbem-29710	51	15	ambiguous	ambiguous	ADJ
fbem-29710	51	16	responsibilities	responsibility	NOUN
fbem-29710	51	17	,	,	PUNCT
fbem-29710	51	18	resulting	result	VERB
fbem-29710	51	19	in	in	ADP
fbem-29710	51	20	finger	finger	NOUN
fbem-29710	51	21	-	-	PUNCT
fbem-29710	51	22	pointing	pointing	NOUN
fbem-29710	51	23	and	and	CCONJ
fbem-29710	51	24	inefficiency	inefficiency	NOUN
fbem-29710	51	25	in	in	ADP
fbem-29710	51	26	problem	problem	NOUN
fbem-29710	51	27	resolution	resolution	NOUN
fbem-29710	51	28	,	,	PUNCT
fbem-29710	51	29	as	as	SCONJ
fbem-29710	51	30	shown	show	VERB
fbem-29710	51	31	in	in	ADP
fbem-29710	51	32	figure	figure	NOUN
fbem-29710	51	33	2	2	NUM
fbem-29710	51	34	.	.	PUNCT
fbem-29710	51	35	figure	figure	NOUN
fbem-29710	51	36	2	2	NUM
fbem-29710	51	37	.	.	NOUN
fbem-29710	51	38	proportion	proportion	NOUN
fbem-29710	51	39	of	of	ADP
fbem-29710	51	40	collaboration	collaboration	NOUN
fbem-29710	51	41	challenges	challenge	NOUN
fbem-29710	51	42	between	between	ADP
fbem-29710	51	43	departments	departments	PROPN
fbem-29710	51	44	4.1.2	4.1.2	NUM
fbem-29710	51	45	.	.	PUNCT
fbem-29710	51	46	toolchain	toolchain	NOUN
fbem-29710	51	47	integration	integration	NOUN
fbem-29710	51	48	complexity	complexity	NOUN
fbem-29710	51	49	the	the	DET
fbem-29710	51	50	complexity	complexity	NOUN
fbem-29710	51	51	of	of	ADP
fbem-29710	51	52	toolchain	toolchain	NOUN
fbem-29710	51	53	integration	integration	NOUN
fbem-29710	51	54	manifests	manifest	NOUN
fbem-29710	51	55	in	in	ADP
fbem-29710	51	56	multiple	multiple	ADJ
fbem-29710	51	57	dimensions	dimension	NOUN
fbem-29710	51	58	.	.	PUNCT
fbem-29710	52	1	based	base	VERB
fbem-29710	52	2	on	on	ADP
fbem-29710	52	3	survey	survey	NOUN
fbem-29710	52	4	data	datum	NOUN
fbem-29710	52	5	from	from	ADP
fbem-29710	52	6	200	200	NUM
fbem-29710	52	7	enterprises	enterprise	NOUN
fbem-29710	52	8	,	,	PUNCT
fbem-29710	52	9	the	the	DET
fbem-29710	52	10	average	average	ADJ
fbem-29710	52	11	enterprise	enterprise	NOUN
fbem-29710	52	12	uses	use	VERB
fbem-29710	52	13	over	over	ADP
fbem-29710	52	14	12	12	NUM
fbem-29710	52	15	different	different	ADJ
fbem-29710	52	16	tools	tool	NOUN
fbem-29710	52	17	in	in	ADP
fbem-29710	52	18	their	their	PRON
fbem-29710	52	19	devops	devop	NOUN
fbem-29710	52	20	practices	practice	NOUN
fbem-29710	52	21	,	,	PUNCT
fbem-29710	52	22	increasing	increase	VERB
fbem-29710	52	23	tool	tool	NOUN
fbem-29710	52	24	management	management	NOUN
fbem-29710	52	25	complexity	complexity	NOUN
fbem-29710	52	26	,	,	PUNCT
fbem-29710	52	27	as	as	SCONJ
fbem-29710	52	28	shown	show	VERB
fbem-29710	52	29	in	in	ADP
fbem-29710	52	30	table	table	NOUN
fbem-29710	52	31	2	2	NUM
fbem-29710	52	32	.	.	PUNCT
fbem-29710	53	1	in	in	ADP
fbem-29710	53	2	the	the	DET
fbem-29710	53	3	tool	tool	NOUN
fbem-29710	53	4	selection	selection	NOUN
fbem-29710	53	5	phase	phase	NOUN
fbem-29710	53	6	,	,	PUNCT
fbem-29710	53	7	the	the	DET
fbem-29710	53	8	average	average	ADJ
fbem-29710	53	9	technical	technical	ADJ
fbem-29710	53	10	evaluation	evaluation	NOUN
fbem-29710	53	11	period	period	NOUN
fbem-29710	53	12	takes	take	VERB
fbem-29710	53	13	3	3	NUM
fbem-29710	53	14	months	month	NOUN
fbem-29710	53	15	,	,	PUNCT
fbem-29710	53	16	and	and	CCONJ
fbem-29710	53	17	the	the	DET
fbem-29710	53	18	selection	selection	NOUN
fbem-29710	53	19	cost	cost	NOUN
fbem-29710	53	20	accounts	account	NOUN
fbem-29710	53	21	for	for	ADP
fbem-29710	53	22	about	about	ADV
fbem-29710	53	23	15	15	NUM
fbem-29710	53	24	%	%	NOUN
fbem-29710	53	25	of	of	ADP
fbem-29710	53	26	the	the	DET
fbem-29710	53	27	project	project	NOUN
fbem-29710	53	28	budget	budget	NOUN
fbem-29710	53	29	.	.	PUNCT
fbem-29710	54	1	during	during	ADP
fbem-29710	54	2	the	the	DET
fbem-29710	54	3	tool	tool	NOUN
fbem-29710	54	4	integration	integration	NOUN
fbem-29710	54	5	process	process	NOUN
fbem-29710	54	6	,	,	PUNCT
fbem-29710	54	7	43	43	NUM
fbem-29710	54	8	%	%	NOUN
fbem-29710	54	9	of	of	ADP
fbem-29710	54	10	enterprises	enterprise	NOUN
fbem-29710	54	11	experience	experience	VERB
fbem-29710	54	12	data	datum	NOUN
fbem-29710	54	13	flow	flow	NOUN
fbem-29710	54	14	breakpoints	breakpoint	NOUN
fbem-29710	54	15	,	,	PUNCT
fbem-29710	54	16	and	and	CCONJ
fbem-29710	54	17	38	38	NUM
fbem-29710	54	18	%	%	NOUN
fbem-29710	54	19	face	face	NOUN
fbem-29710	54	20	issues	issue	NOUN
fbem-29710	54	21	with	with	ADP
fbem-29710	54	22	inconsistent	inconsistent	ADJ
fbem-29710	54	23	data	datum	NOUN
fbem-29710	54	24	formats	format	NOUN
fbem-29710	54	25	,	,	PUNCT
fbem-29710	54	26	leading	lead	VERB
fbem-29710	54	27	to	to	ADP
fbem-29710	54	28	disruptions	disruption	NOUN
fbem-29710	54	29	in	in	ADP
fbem-29710	54	30	automated	automate	VERB
fbem-29710	54	31	processes[10	processes[10	NOUN
fbem-29710	54	32	]	]	PUNCT
fbem-29710	54	33	.	.	PUNCT
fbem-29710	55	1	in	in	ADP
fbem-29710	55	2	terms	term	NOUN
fbem-29710	55	3	of	of	ADP
fbem-29710	55	4	maintenance	maintenance	NOUN
fbem-29710	55	5	costs	cost	NOUN
fbem-29710	55	6	,	,	PUNCT
fbem-29710	55	7	annual	annual	ADJ
fbem-29710	55	8	toolchain	toolchain	NOUN
fbem-29710	55	9	maintenance	maintenance	NOUN
fbem-29710	55	10	accounts	account	NOUN
fbem-29710	55	11	for	for	ADP
fbem-29710	55	12	25	25	NUM
fbem-29710	55	13	%	%	NOUN
fbem-29710	55	14	of	of	ADP
fbem-29710	55	15	overall	overall	ADJ
fbem-29710	55	16	operations	operation	NOUN
fbem-29710	55	17	costs	cost	NOUN
fbem-29710	55	18	,	,	PUNCT
fbem-29710	55	19	with	with	ADP
fbem-29710	55	20	labor	labor	NOUN
fbem-29710	55	21	costs	cost	NOUN
fbem-29710	55	22	comprising	comprise	VERB
fbem-29710	55	23	60	60	NUM
fbem-29710	55	24	%	%	NOUN
fbem-29710	55	25	.	.	PUNCT
fbem-29710	56	1	during	during	ADP
fbem-29710	56	2	the	the	DET
fbem-29710	56	3	scaling	scaling	ADJ
fbem-29710	56	4	phase	phase	NOUN
fbem-29710	56	5	,	,	PUNCT
fbem-29710	56	6	version	version	NOUN
fbem-29710	56	7	compatibility	compatibility	NOUN
fbem-29710	56	8	issues	issue	NOUN
fbem-29710	56	9	between	between	ADP
fbem-29710	56	10	multiple	multiple	ADJ
fbem-29710	56	11	tools	tool	NOUN
fbem-29710	56	12	cause	cause	VERB
fbem-29710	56	13	system	system	NOUN
fbem-29710	56	14	outages	outage	VERB
fbem-29710	56	15	more	more	ADJ
fbem-29710	56	16	than	than	ADP
fbem-29710	56	17	three	three	NUM
fbem-29710	56	18	times	time	NOUN
fbem-29710	56	19	a	a	DET
fbem-29710	56	20	month	month	NOUN
fbem-29710	56	21	on	on	ADP
fbem-29710	56	22	average	average	ADJ
fbem-29710	56	23	.	.	PUNCT
fbem-29710	56	24	table	table	NOUN
fbem-29710	57	1	2	2	NUM
fbem-29710	57	2	.	.	PUNCT
fbem-29710	57	3	comparison	comparison	NOUN
fbem-29710	57	4	of	of	ADP
fbem-29710	57	5	tool	tool	NOUN
fbem-29710	57	6	usage	usage	NOUN
fbem-29710	57	7	and	and	CCONJ
fbem-29710	57	8	management	management	NOUN
fbem-29710	57	9	complexity	complexity	NOUN
fbem-29710	57	10	number	number	NOUN
fbem-29710	57	11	of	of	ADP
fbem-29710	57	12	tools	tool	NOUN
fbem-29710	57	13	used	use	VERB
fbem-29710	57	14	management	management	NOUN
fbem-29710	57	15	complexity	complexity	NOUN
fbem-29710	57	16	/	/	SYM
fbem-29710	57	17	issue	issue	NOUN
fbem-29710	57	18	frequency	frequency	NOUN
fbem-29710	57	19	0	0	NUM
fbem-29710	57	20	-	-	SYM
fbem-29710	57	21	5	5	NUM
fbem-29710	57	22	low	low	ADJ
fbem-29710	57	23	6	6	NUM
fbem-29710	57	24	-	-	SYM
fbem-29710	57	25	10	10	NUM
fbem-29710	57	26	medium	medium	ADJ
fbem-29710	57	27	11	11	NUM
fbem-29710	57	28	-	-	SYM
fbem-29710	57	29	15	15	NUM
fbem-29710	57	30	high	high	ADJ
fbem-29710	57	31	16	16	NUM
fbem-29710	57	32	and	and	CCONJ
fbem-29710	57	33	above	above	ADP
fbem-29710	57	34	very	very	ADV
fbem-29710	57	35	high	high	ADJ
fbem-29710	57	36	4.1.3	4.1.3	NUM
fbem-29710	57	37	.	.	PUNCT
fbem-29710	58	1	difficulty	difficulty	NOUN
fbem-29710	58	2	in	in	ADP
fbem-29710	58	3	process	process	NOUN
fbem-29710	58	4	standardization	standardization	NOUN
fbem-29710	58	5	the	the	DET
fbem-29710	58	6	challenges	challenge	NOUN
fbem-29710	58	7	of	of	ADP
fbem-29710	58	8	process	process	NOUN
fbem-29710	58	9	standardization	standardization	NOUN
fbem-29710	58	10	are	be	AUX
fbem-29710	58	11	clearly	clearly	ADV
fbem-29710	58	12	demonstrated	demonstrate	VERB
fbem-29710	58	13	by	by	ADP
fbem-29710	58	14	data	datum	NOUN
fbem-29710	58	15	.	.	PUNCT
fbem-29710	59	1	survey	survey	NOUN
fbem-29710	59	2	data	datum	NOUN
fbem-29710	59	3	shows	show	VERB
fbem-29710	59	4	that	that	SCONJ
fbem-29710	59	5	82	82	NUM
fbem-29710	59	6	%	%	NOUN
fbem-29710	59	7	of	of	ADP
fbem-29710	59	8	enterprises	enterprise	NOUN
fbem-29710	59	9	implementing	implement	VERB
fbem-29710	59	10	devops	devop	NOUN
fbem-29710	59	11	face	face	VERB
fbem-29710	59	12	inconsistent	inconsistent	ADJ
fbem-29710	59	13	processes	process	NOUN
fbem-29710	59	14	,	,	PUNCT
fbem-29710	59	15	with	with	ADP
fbem-29710	59	16	different	different	ADJ
fbem-29710	59	17	teams	team	NOUN
fbem-29710	59	18	adopting	adopt	VERB
fbem-29710	59	19	different	different	ADJ
fbem-29710	59	20	development	development	NOUN
fbem-29710	59	21	methodologies	methodology	NOUN
fbem-29710	59	22	and	and	CCONJ
fbem-29710	59	23	release	release	NOUN
fbem-29710	59	24	processes	process	NOUN
fbem-29710	59	25	.	.	PUNCT
fbem-29710	60	1	during	during	ADP
fbem-29710	60	2	the	the	DET
fbem-29710	60	3	implementation	implementation	NOUN
fbem-29710	60	4	of	of	ADP
fbem-29710	60	5	standardization	standardization	NOUN
fbem-29710	60	6	,	,	PUNCT
fbem-29710	60	7	the	the	DET
fbem-29710	60	8	frequency	frequency	NOUN
fbem-29710	60	9	of	of	ADP
fbem-29710	60	10	requirement	requirement	NOUN
fbem-29710	60	11	changes	change	NOUN
fbem-29710	60	12	averages	average	NOUN
fbem-29710	60	13	8	8	NUM
fbem-29710	60	14	times	time	NOUN
fbem-29710	60	15	per	per	ADP
fbem-29710	60	16	week	week	NOUN
fbem-29710	60	17	,	,	PUNCT
fbem-29710	60	18	leading	lead	VERB
fbem-29710	60	19	to	to	ADP
fbem-29710	60	20	a	a	DET
fbem-29710	60	21	process	process	NOUN
fbem-29710	60	22	deviation	deviation	NOUN
fbem-29710	60	23	rate	rate	NOUN
fbem-29710	60	24	of	of	ADP
fbem-29710	60	25	35	35	NUM
fbem-29710	60	26	%	%	NOUN
fbem-29710	60	27	.	.	PUNCT
fbem-29710	61	1	in	in	ADP
fbem-29710	61	2	the	the	DET
fbem-29710	61	3	quality	quality	NOUN
fbem-29710	61	4	control	control	NOUN
fbem-29710	61	5	phase	phase	NOUN
fbem-29710	61	6	,	,	PUNCT
fbem-29710	61	7	due	due	ADP
fbem-29710	61	8	to	to	ADP
fbem-29710	61	9	the	the	DET
fbem-29710	61	10	lack	lack	NOUN
fbem-29710	61	11	of	of	ADP
fbem-29710	61	12	unified	unified	ADJ
fbem-29710	61	13	quality	quality	NOUN
fbem-29710	61	14	measurement	measurement	NOUN
fbem-29710	61	15	standards	standard	NOUN
fbem-29710	61	16	,	,	PUNCT
fbem-29710	61	17	the	the	DET
fbem-29710	61	18	defect	defect	NOUN
fbem-29710	61	19	discovery	discovery	NOUN
fbem-29710	61	20	rate	rate	NOUN
fbem-29710	61	21	in	in	ADP
fbem-29710	61	22	the	the	DET
fbem-29710	61	23	testing	testing	NOUN
fbem-29710	61	24	phase	phase	NOUN
fbem-29710	61	25	is	be	AUX
fbem-29710	61	26	only	only	ADV
fbem-29710	61	27	65	65	NUM
fbem-29710	61	28	%	%	NOUN
fbem-29710	61	29	,	,	PUNCT
fbem-29710	61	30	and	and	CCONJ
fbem-29710	61	31	about	about	ADV
fbem-29710	61	32	30	30	NUM
fbem-29710	61	33	%	%	NOUN
fbem-29710	61	34	of	of	ADP
fbem-29710	61	35	issues	issue	NOUN
fbem-29710	61	36	extend	extend	VERB
fbem-29710	61	37	to	to	ADP
fbem-29710	61	38	the	the	DET
fbem-29710	61	39	production	production	NOUN
fbem-29710	61	40	environment[11	environment[11	NOUN
fbem-29710	61	41	]	]	PUNCT
fbem-29710	61	42	.	.	PUNCT
fbem-29710	62	1	regarding	regard	VERB
fbem-29710	62	2	process	process	NOUN
fbem-29710	62	3	execution	execution	NOUN
fbem-29710	62	4	efficiency	efficiency	NOUN
fbem-29710	62	5	,	,	PUNCT
fbem-29710	62	6	repetitive	repetitive	ADJ
fbem-29710	62	7	tasks	task	NOUN
fbem-29710	62	8	occupy	occupy	VERB
fbem-29710	62	9	40	40	NUM
fbem-29710	62	10	%	%	NOUN
fbem-29710	62	11	of	of	ADP
fbem-29710	62	12	the	the	DET
fbem-29710	62	13	team	team	NOUN
fbem-29710	62	14	's	's	PART
fbem-29710	62	15	working	working	NOUN
fbem-29710	62	16	time	time	NOUN
fbem-29710	62	17	,	,	PUNCT
fbem-29710	62	18	and	and	CCONJ
fbem-29710	62	19	the	the	DET
fbem-29710	62	20	process	process	NOUN
fbem-29710	62	21	compliance	compliance	NOUN
fbem-29710	62	22	rate	rate	NOUN
fbem-29710	62	23	is	be	AUX
fbem-29710	62	24	only	only	ADV
fbem-29710	62	25	58	58	NUM
fbem-29710	62	26	%	%	NOUN
fbem-29710	62	27	,	,	PUNCT
fbem-29710	62	28	which	which	PRON
fbem-29710	62	29	directly	directly	ADV
fbem-29710	62	30	affects	affect	VERB
fbem-29710	62	31	the	the	DET
fbem-29710	62	32	overall	overall	ADJ
fbem-29710	62	33	effectiveness	effectiveness	NOUN
fbem-29710	62	34	of	of	ADP
fbem-29710	62	35	devops	devop	NOUN
fbem-29710	62	36	implementation	implementation	NOUN
fbem-29710	62	37	,	,	PUNCT
fbem-29710	62	38	as	as	SCONJ
fbem-29710	62	39	shown	show	VERB
fbem-29710	62	40	in	in	ADP
fbem-29710	62	41	figure	figure	NOUN
fbem-29710	62	42	3	3	NUM
fbem-29710	62	43	.	.	PUNCT
fbem-29710	62	44	figure	figure	NOUN
fbem-29710	62	45	3	3	NUM
fbem-29710	62	46	.	.	PUNCT
fbem-29710	62	47	challenges	challenge	NOUN
fbem-29710	62	48	in	in	ADP
fbem-29710	62	49	process	process	NOUN
fbem-29710	62	50	standardization	standardization	NOUN
fbem-29710	62	51	222	222	NUM
fbem-29710	62	52	4.2	4.2	NUM
fbem-29710	62	53	.	.	PUNCT
fbem-29710	63	1	solutions	solution	NOUN
fbem-29710	63	2	4.2.1	4.2.1	NOUN
fbem-29710	63	3	.	.	PUNCT
fbem-29710	64	1	collaboration	collaboration	NOUN
fbem-29710	64	2	to	to	PART
fbem-29710	64	3	break	break	VERB
fbem-29710	64	4	down	down	ADP
fbem-29710	64	5	departmental	departmental	ADJ
fbem-29710	64	6	barriers	barrier	NOUN
fbem-29710	64	7	to	to	PART
fbem-29710	64	8	address	address	VERB
fbem-29710	64	9	interdepartmental	interdepartmental	ADJ
fbem-29710	64	10	collaboration	collaboration	NOUN
fbem-29710	64	11	obstacles	obstacle	NOUN
fbem-29710	64	12	,	,	PUNCT
fbem-29710	64	13	establishing	establish	VERB
fbem-29710	64	14	cross	cross	ADJ
fbem-29710	64	15	-	-	ADJ
fbem-29710	64	16	functional	functional	ADJ
fbem-29710	64	17	teams	team	NOUN
fbem-29710	64	18	is	be	AUX
fbem-29710	64	19	the	the	DET
fbem-29710	64	20	most	most	ADV
fbem-29710	64	21	effective	effective	ADJ
fbem-29710	64	22	solution	solution	NOUN
fbem-29710	64	23	.	.	PUNCT
fbem-29710	65	1	by	by	ADP
fbem-29710	65	2	reorganizing	reorganize	VERB
fbem-29710	65	3	team	team	NOUN
fbem-29710	65	4	structures	structure	NOUN
fbem-29710	65	5	,	,	PUNCT
fbem-29710	65	6	developers	developer	NOUN
fbem-29710	65	7	,	,	PUNCT
fbem-29710	65	8	testers	tester	NOUN
fbem-29710	65	9	,	,	PUNCT
fbem-29710	65	10	and	and	CCONJ
fbem-29710	65	11	operations	operation	NOUN
fbem-29710	65	12	personnel	personnel	NOUN
fbem-29710	65	13	are	be	AUX
fbem-29710	65	14	grouped	group	VERB
fbem-29710	65	15	into	into	ADP
fbem-29710	65	16	product	product	NOUN
fbem-29710	65	17	-	-	PUNCT
fbem-29710	65	18	oriented	orient	VERB
fbem-29710	65	19	,	,	PUNCT
fbem-29710	65	20	fully	fully	ADV
fbem-29710	65	21	functional	functional	ADJ
fbem-29710	65	22	teams	team	NOUN
fbem-29710	65	23	.	.	PUNCT
fbem-29710	66	1	these	these	DET
fbem-29710	66	2	teams	team	NOUN
fbem-29710	66	3	work	work	VERB
fbem-29710	66	4	in	in	ADP
fbem-29710	66	5	close	close	ADJ
fbem-29710	66	6	physical	physical	ADJ
fbem-29710	66	7	proximity	proximity	NOUN
fbem-29710	66	8	and	and	CCONJ
fbem-29710	66	9	share	share	NOUN
fbem-29710	66	10	responsibility	responsibility	NOUN
fbem-29710	66	11	for	for	ADP
fbem-29710	66	12	product	product	NOUN
fbem-29710	66	13	delivery	delivery	NOUN
fbem-29710	66	14	.	.	PUNCT
fbem-29710	67	1	in	in	ADP
fbem-29710	67	2	practice	practice	NOUN
fbem-29710	67	3	,	,	PUNCT
fbem-29710	67	4	a	a	DET
fbem-29710	67	5	unified	unified	ADJ
fbem-29710	67	6	performance	performance	NOUN
fbem-29710	67	7	evaluation	evaluation	NOUN
fbem-29710	67	8	mechanism	mechanism	NOUN
fbem-29710	67	9	is	be	AUX
fbem-29710	67	10	adopted	adopt	VERB
fbem-29710	67	11	,	,	PUNCT
fbem-29710	67	12	incorporating	incorporate	VERB
fbem-29710	67	13	indicators	indicator	NOUN
fbem-29710	67	14	such	such	ADJ
fbem-29710	67	15	as	as	ADP
fbem-29710	67	16	product	product	NOUN
fbem-29710	67	17	delivery	delivery	NOUN
fbem-29710	67	18	quality	quality	NOUN
fbem-29710	67	19	and	and	CCONJ
fbem-29710	67	20	operational	operational	ADJ
fbem-29710	67	21	efficiency	efficiency	NOUN
fbem-29710	67	22	into	into	ADP
fbem-29710	67	23	the	the	DET
fbem-29710	67	24	overall	overall	ADJ
fbem-29710	67	25	team	team	NOUN
fbem-29710	67	26	assessment	assessment	NOUN
fbem-29710	67	27	.	.	PUNCT
fbem-29710	68	1	specific	specific	ADJ
fbem-29710	68	2	measures	measure	NOUN
fbem-29710	68	3	include	include	VERB
fbem-29710	68	4	establishing	establish	VERB
fbem-29710	68	5	a	a	DET
fbem-29710	68	6	unified	unified	ADJ
fbem-29710	68	7	incident	incident	NOUN
fbem-29710	68	8	response	response	NOUN
fbem-29710	68	9	mechanism	mechanism	NOUN
fbem-29710	68	10	,	,	PUNCT
fbem-29710	68	11	ensuring	ensure	VERB
fbem-29710	68	12	problem	problem	NOUN
fbem-29710	68	13	response	response	NOUN
fbem-29710	68	14	time	time	NOUN
fbem-29710	68	15	is	be	AUX
fbem-29710	68	16	controlled	control	VERB
fbem-29710	68	17	within	within	ADP
fbem-29710	68	18	30	30	NUM
fbem-29710	68	19	minutes	minute	NOUN
fbem-29710	68	20	,	,	PUNCT
fbem-29710	68	21	and	and	CCONJ
fbem-29710	68	22	compressing	compress	VERB
fbem-29710	68	23	the	the	DET
fbem-29710	68	24	resolution	resolution	NOUN
fbem-29710	68	25	cycle	cycle	NOUN
fbem-29710	68	26	to	to	ADP
fbem-29710	68	27	within	within	ADP
fbem-29710	68	28	24	24	NUM
fbem-29710	68	29	hours[12	hours[12	NOUN
fbem-29710	68	30	]	]	PUNCT
fbem-29710	68	31	.	.	PUNCT
fbem-29710	69	1	fixed	fix	VERB
fbem-29710	69	2	communication	communication	NOUN
fbem-29710	69	3	mechanisms	mechanism	NOUN
fbem-29710	69	4	such	such	ADJ
fbem-29710	69	5	as	as	ADP
fbem-29710	69	6	daily	daily	ADJ
fbem-29710	69	7	stand	stand	VERB
fbem-29710	69	8	-	-	PUNCT
fbem-29710	69	9	up	up	ADP
fbem-29710	69	10	meetings	meeting	NOUN
fbem-29710	69	11	and	and	CCONJ
fbem-29710	69	12	weekly	weekly	ADJ
fbem-29710	69	13	sync	sync	NOUN
fbem-29710	69	14	meetings	meeting	NOUN
fbem-29710	69	15	ensure	ensure	VERB
fbem-29710	69	16	timely	timely	ADJ
fbem-29710	69	17	information	information	NOUN
fbem-29710	69	18	transfer	transfer	NOUN
fbem-29710	69	19	,	,	PUNCT
fbem-29710	69	20	achieving	achieve	VERB
fbem-29710	69	21	synchronized	synchronize	VERB
fbem-29710	69	22	team	team	NOUN
fbem-29710	69	23	goals	goal	NOUN
fbem-29710	69	24	and	and	CCONJ
fbem-29710	69	25	significantly	significantly	ADV
fbem-29710	69	26	improving	improve	VERB
fbem-29710	69	27	collaboration	collaboration	NOUN
fbem-29710	69	28	efficiency	efficiency	NOUN
fbem-29710	69	29	.	.	PUNCT
fbem-29710	70	1	4.2.2	4.2.2	X
fbem-29710	70	2	.	.	PUNCT
fbem-29710	70	3	toolchain	toolchain	NOUN
fbem-29710	70	4	integration	integration	NOUN
fbem-29710	70	5	to	to	PART
fbem-29710	70	6	address	address	VERB
fbem-29710	70	7	the	the	DET
fbem-29710	70	8	complexity	complexity	NOUN
fbem-29710	70	9	of	of	ADP
fbem-29710	70	10	toolchain	toolchain	NOUN
fbem-29710	70	11	integration	integration	NOUN
fbem-29710	70	12	,	,	PUNCT
fbem-29710	70	13	a	a	DET
fbem-29710	70	14	unified	unified	ADJ
fbem-29710	70	15	devops	devop	NOUN
fbem-29710	70	16	platform	platform	NOUN
fbem-29710	70	17	needs	need	VERB
fbem-29710	70	18	to	to	PART
fbem-29710	70	19	be	be	AUX
fbem-29710	70	20	constructed	construct	VERB
fbem-29710	70	21	.	.	PUNCT
fbem-29710	71	1	by	by	ADP
fbem-29710	71	2	establishing	establish	VERB
fbem-29710	71	3	unified	unified	ADJ
fbem-29710	71	4	tool	tool	NOUN
fbem-29710	71	5	selection	selection	NOUN
fbem-29710	71	6	standards	standard	NOUN
fbem-29710	71	7	,	,	PUNCT
fbem-29710	71	8	the	the	DET
fbem-29710	71	9	focus	focus	NOUN
fbem-29710	71	10	should	should	AUX
fbem-29710	71	11	be	be	AUX
fbem-29710	71	12	on	on	ADP
fbem-29710	71	13	selecting	select	VERB
fbem-29710	71	14	mainstream	mainstream	NOUN
fbem-29710	71	15	tools	tool	NOUN
fbem-29710	71	16	with	with	ADP
fbem-29710	71	17	good	good	ADJ
fbem-29710	71	18	openness	openness	NOUN
fbem-29710	71	19	and	and	CCONJ
fbem-29710	71	20	rich	rich	ADJ
fbem-29710	71	21	interfaces	interface	NOUN
fbem-29710	71	22	,	,	PUNCT
fbem-29710	71	23	and	and	CCONJ
fbem-29710	71	24	establishing	establish	VERB
fbem-29710	71	25	data	datum	NOUN
fbem-29710	71	26	flow	flow	NOUN
fbem-29710	71	27	standards	standard	NOUN
fbem-29710	71	28	between	between	ADP
fbem-29710	71	29	tools	tool	NOUN
fbem-29710	71	30	.	.	PUNCT
fbem-29710	72	1	in	in	ADP
fbem-29710	72	2	practice	practice	NOUN
fbem-29710	72	3	,	,	PUNCT
fbem-29710	72	4	a	a	DET
fbem-29710	72	5	unified	unified	ADJ
fbem-29710	72	6	continuous	continuous	ADJ
fbem-29710	72	7	integration	integration	NOUN
fbem-29710	72	8	platform	platform	NOUN
fbem-29710	72	9	should	should	AUX
fbem-29710	72	10	be	be	AUX
fbem-29710	72	11	built	build	VERB
fbem-29710	72	12	,	,	PUNCT
fbem-29710	72	13	bringing	bring	VERB
fbem-29710	72	14	together	together	ADV
fbem-29710	72	15	code	code	NOUN
fbem-29710	72	16	management	management	NOUN
fbem-29710	72	17	,	,	PUNCT
fbem-29710	72	18	build	build	VERB
fbem-29710	72	19	deployment	deployment	NOUN
fbem-29710	72	20	,	,	PUNCT
fbem-29710	72	21	testing	testing	NOUN
fbem-29710	72	22	,	,	PUNCT
fbem-29710	72	23	and	and	CCONJ
fbem-29710	72	24	verification	verification	NOUN
fbem-29710	72	25	into	into	ADP
fbem-29710	72	26	a	a	DET
fbem-29710	72	27	single	single	ADJ
fbem-29710	72	28	portal	portal	NOUN
fbem-29710	72	29	for	for	ADP
fbem-29710	72	30	one	one	NUM
fbem-29710	72	31	-	-	PUNCT
fbem-29710	72	32	stop	stop	NOUN
fbem-29710	72	33	operation	operation	NOUN
fbem-29710	72	34	.	.	PUNCT
fbem-29710	73	1	standardized	standardize	VERB
fbem-29710	73	2	data	data	NOUN
fbem-29710	73	3	models	model	NOUN
fbem-29710	73	4	and	and	CCONJ
fbem-29710	73	5	interface	interface	NOUN
fbem-29710	73	6	specifications	specification	NOUN
fbem-29710	73	7	should	should	AUX
fbem-29710	73	8	be	be	AUX
fbem-29710	73	9	implemented	implement	VERB
fbem-29710	73	10	to	to	PART
fbem-29710	73	11	ensure	ensure	VERB
fbem-29710	73	12	seamless	seamless	ADJ
fbem-29710	73	13	integration	integration	NOUN
fbem-29710	73	14	between	between	ADP
fbem-29710	73	15	tools	tool	NOUN
fbem-29710	73	16	,	,	PUNCT
fbem-29710	73	17	and	and	CCONJ
fbem-29710	73	18	a	a	DET
fbem-29710	73	19	tool	tool	NOUN
fbem-29710	73	20	usage	usage	NOUN
fbem-29710	73	21	standard	standard	NOUN
fbem-29710	73	22	and	and	CCONJ
fbem-29710	73	23	training	training	NOUN
fbem-29710	73	24	system	system	NOUN
fbem-29710	73	25	should	should	AUX
fbem-29710	73	26	be	be	AUX
fbem-29710	73	27	established	establish	VERB
fbem-29710	73	28	to	to	PART
fbem-29710	73	29	provide	provide	VERB
fbem-29710	73	30	unified	unified	ADJ
fbem-29710	73	31	operational	operational	ADJ
fbem-29710	73	32	support	support	NOUN
fbem-29710	73	33	and	and	CCONJ
fbem-29710	73	34	reduce	reduce	VERB
fbem-29710	73	35	maintenance	maintenance	NOUN
fbem-29710	73	36	costs	cost	NOUN
fbem-29710	73	37	.	.	PUNCT
fbem-29710	74	1	4.2.3	4.2.3	X
fbem-29710	74	2	.	.	PUNCT
fbem-29710	75	1	designing	design	VERB
fbem-29710	75	2	standardized	standardized	ADJ
fbem-29710	75	3	process	process	NOUN
fbem-29710	75	4	templates	template	VERB
fbem-29710	75	5	the	the	DET
fbem-29710	75	6	design	design	NOUN
fbem-29710	75	7	of	of	ADP
fbem-29710	75	8	standardized	standardized	ADJ
fbem-29710	75	9	process	process	NOUN
fbem-29710	75	10	templates	template	NOUN
fbem-29710	75	11	must	must	AUX
fbem-29710	75	12	be	be	AUX
fbem-29710	75	13	based	base	VERB
fbem-29710	75	14	on	on	ADP
fbem-29710	75	15	business	business	NOUN
fbem-29710	75	16	scenarios	scenario	NOUN
fbem-29710	75	17	and	and	CCONJ
fbem-29710	75	18	technical	technical	ADJ
fbem-29710	75	19	architecture	architecture	NOUN
fbem-29710	75	20	characteristics	characteristic	NOUN
fbem-29710	75	21	.	.	PUNCT
fbem-29710	76	1	by	by	ADP
fbem-29710	76	2	analyzing	analyze	VERB
fbem-29710	76	3	typical	typical	ADJ
fbem-29710	76	4	business	business	NOUN
fbem-29710	76	5	scenarios	scenario	NOUN
fbem-29710	76	6	,	,	PUNCT
fbem-29710	76	7	common	common	ADJ
fbem-29710	76	8	process	process	NOUN
fbem-29710	76	9	elements	element	NOUN
fbem-29710	76	10	should	should	AUX
fbem-29710	76	11	be	be	AUX
fbem-29710	76	12	extracted	extract	VERB
fbem-29710	76	13	to	to	PART
fbem-29710	76	14	establish	establish	VERB
fbem-29710	76	15	a	a	DET
fbem-29710	76	16	standardized	standardized	ADJ
fbem-29710	76	17	template	template	NOUN
fbem-29710	76	18	library	library	NOUN
fbem-29710	76	19	that	that	PRON
fbem-29710	76	20	covers	cover	VERB
fbem-29710	76	21	requirement	requirement	NOUN
fbem-29710	76	22	management	management	NOUN
fbem-29710	76	23	,	,	PUNCT
fbem-29710	76	24	development	development	NOUN
fbem-29710	76	25	specifications	specification	NOUN
fbem-29710	76	26	,	,	PUNCT
fbem-29710	76	27	testing	testing	NOUN
fbem-29710	76	28	strategies	strategy	NOUN
fbem-29710	76	29	,	,	PUNCT
fbem-29710	76	30	and	and	CCONJ
fbem-29710	76	31	release	release	NOUN
fbem-29710	76	32	processes	process	NOUN
fbem-29710	76	33	.	.	PUNCT
fbem-29710	77	1	at	at	ADP
fbem-29710	77	2	the	the	DET
fbem-29710	77	3	execution	execution	NOUN
fbem-29710	77	4	level	level	NOUN
fbem-29710	77	5	,	,	PUNCT
fbem-29710	77	6	clear	clear	ADJ
fbem-29710	77	7	quality	quality	NOUN
fbem-29710	77	8	gate	gate	NOUN
fbem-29710	77	9	requirements	requirement	NOUN
fbem-29710	77	10	should	should	AUX
fbem-29710	77	11	be	be	AUX
fbem-29710	77	12	set	set	VERB
fbem-29710	77	13	,	,	PUNCT
fbem-29710	77	14	with	with	ADP
fbem-29710	77	15	mandatory	mandatory	ADJ
fbem-29710	77	16	metrics	metric	NOUN
fbem-29710	77	17	for	for	ADP
fbem-29710	77	18	code	code	NOUN
fbem-29710	77	19	quality	quality	NOUN
fbem-29710	77	20	,	,	PUNCT
fbem-29710	77	21	test	test	NOUN
fbem-29710	77	22	coverage	coverage	NOUN
fbem-29710	77	23	,	,	PUNCT
fbem-29710	77	24	security	security	NOUN
fbem-29710	77	25	vulnerabilities	vulnerability	NOUN
fbem-29710	77	26	,	,	PUNCT
fbem-29710	77	27	etc	etc	X
fbem-29710	77	28	.	.	X
fbem-29710	77	29	through	through	ADP
fbem-29710	77	30	the	the	DET
fbem-29710	77	31	digitization	digitization	NOUN
fbem-29710	77	32	and	and	CCONJ
fbem-29710	77	33	visualization	visualization	NOUN
fbem-29710	77	34	of	of	ADP
fbem-29710	77	35	processes	process	NOUN
fbem-29710	77	36	,	,	PUNCT
fbem-29710	77	37	full	full	ADJ
fbem-29710	77	38	process	process	NOUN
fbem-29710	77	39	automation	automation	NOUN
fbem-29710	77	40	and	and	CCONJ
fbem-29710	77	41	monitoring	monitoring	NOUN
fbem-29710	77	42	should	should	AUX
fbem-29710	77	43	be	be	AUX
fbem-29710	77	44	achieved	achieve	VERB
fbem-29710	77	45	.	.	PUNCT
fbem-29710	78	1	a	a	DET
fbem-29710	78	2	continuous	continuous	ADJ
fbem-29710	78	3	optimization	optimization	NOUN
fbem-29710	78	4	mechanism	mechanism	NOUN
fbem-29710	78	5	should	should	AUX
fbem-29710	78	6	be	be	AUX
fbem-29710	78	7	established	establish	VERB
fbem-29710	78	8	,	,	PUNCT
fbem-29710	78	9	regularly	regularly	ADV
fbem-29710	78	10	collecting	collect	VERB
fbem-29710	78	11	execution	execution	NOUN
fbem-29710	78	12	data	datum	NOUN
fbem-29710	78	13	and	and	CCONJ
fbem-29710	78	14	feedback	feedback	NOUN
fbem-29710	78	15	to	to	PART
fbem-29710	78	16	continuously	continuously	ADV
fbem-29710	78	17	improve	improve	VERB
fbem-29710	78	18	process	process	NOUN
fbem-29710	78	19	templates	template	NOUN
fbem-29710	78	20	,	,	PUNCT
fbem-29710	78	21	ensuring	ensure	VERB
fbem-29710	78	22	their	their	PRON
fbem-29710	78	23	practicality	practicality	NOUN
fbem-29710	78	24	and	and	CCONJ
fbem-29710	78	25	adaptability	adaptability	NOUN
fbem-29710	78	26	.	.	PUNCT
fbem-29710	79	1	ultimately	ultimately	ADV
fbem-29710	79	2	,	,	PUNCT
fbem-29710	79	3	this	this	PRON
fbem-29710	79	4	will	will	AUX
fbem-29710	79	5	result	result	VERB
fbem-29710	79	6	in	in	ADP
fbem-29710	79	7	an	an	DET
fbem-29710	79	8	80	80	NUM
fbem-29710	79	9	%	%	NOUN
fbem-29710	79	10	improvement	improvement	NOUN
fbem-29710	79	11	in	in	ADP
fbem-29710	79	12	process	process	NOUN
fbem-29710	79	13	execution	execution	NOUN
fbem-29710	79	14	efficiency	efficiency	NOUN
fbem-29710	79	15	and	and	CCONJ
fbem-29710	79	16	a	a	DET
fbem-29710	79	17	50	50	NUM
fbem-29710	79	18	%	%	NOUN
fbem-29710	79	19	increase	increase	NOUN
fbem-29710	79	20	in	in	ADP
fbem-29710	79	21	quality	quality	NOUN
fbem-29710	79	22	compliance	compliance	NOUN
fbem-29710	79	23	rates	rate	NOUN
fbem-29710	79	24	.	.	PUNCT
fbem-29710	80	1	5	5	X
fbem-29710	80	2	.	.	X
fbem-29710	80	3	case	case	NOUN
fbem-29710	80	4	study	study	NOUN
fbem-29710	80	5	and	and	CCONJ
fbem-29710	80	6	analysis	analysis	NOUN
fbem-29710	80	7	5.1	5.1	NUM
fbem-29710	80	8	.	.	PUNCT
fbem-29710	81	1	case	case	NOUN
fbem-29710	81	2	selection	selection	NOUN
fbem-29710	81	3	and	and	CCONJ
fbem-29710	81	4	background	background	NOUN
fbem-29710	81	5	a	a	DET
fbem-29710	81	6	large	large	ADJ
fbem-29710	81	7	e	e	ADJ
fbem-29710	81	8	-	-	ADJ
fbem-29710	81	9	commerce	commerce	NOUN
fbem-29710	81	10	platform	platform	NOUN
fbem-29710	81	11	faced	face	VERB
fbem-29710	81	12	challenges	challenge	NOUN
fbem-29710	81	13	such	such	ADJ
fbem-29710	81	14	as	as	ADP
fbem-29710	81	15	frequent	frequent	ADJ
fbem-29710	81	16	system	system	NOUN
fbem-29710	81	17	updates	update	NOUN
fbem-29710	81	18	,	,	PUNCT
fbem-29710	81	19	low	low	ADJ
fbem-29710	81	20	release	release	NOUN
fbem-29710	81	21	efficiency	efficiency	NOUN
fbem-29710	81	22	,	,	PUNCT
fbem-29710	81	23	and	and	CCONJ
fbem-29710	81	24	high	high	ADJ
fbem-29710	81	25	failure	failure	NOUN
fbem-29710	81	26	rates	rate	NOUN
fbem-29710	81	27	during	during	ADP
fbem-29710	81	28	its	its	PRON
fbem-29710	81	29	rapid	rapid	ADJ
fbem-29710	81	30	business	business	NOUN
fbem-29710	81	31	growth	growth	NOUN
fbem-29710	81	32	.	.	PUNCT
fbem-29710	82	1	the	the	DET
fbem-29710	82	2	platform	platform	NOUN
fbem-29710	82	3	processes	process	VERB
fbem-29710	82	4	over	over	ADP
fbem-29710	82	5	5	5	NUM
fbem-29710	82	6	million	million	NUM
fbem-29710	82	7	orders	order	NOUN
fbem-29710	82	8	per	per	ADP
fbem-29710	82	9	day	day	NOUN
fbem-29710	82	10	and	and	CCONJ
fbem-29710	82	11	has	have	VERB
fbem-29710	82	12	a	a	DET
fbem-29710	82	13	technical	technical	ADJ
fbem-29710	82	14	team	team	NOUN
fbem-29710	82	15	of	of	ADP
fbem-29710	82	16	800	800	NUM
fbem-29710	82	17	people	people	NOUN
fbem-29710	82	18	,	,	PUNCT
fbem-29710	82	19	including	include	VERB
fbem-29710	82	20	500	500	NUM
fbem-29710	82	21	developers	developer	NOUN
fbem-29710	82	22	,	,	PUNCT
fbem-29710	82	23	200	200	NUM
fbem-29710	82	24	testers	tester	NOUN
fbem-29710	82	25	,	,	PUNCT
fbem-29710	82	26	and	and	CCONJ
fbem-29710	82	27	100	100	NUM
fbem-29710	82	28	operations	operation	NOUN
fbem-29710	82	29	staff	staff	NOUN
fbem-29710	82	30	.	.	PUNCT
fbem-29710	83	1	under	under	ADP
fbem-29710	83	2	the	the	DET
fbem-29710	83	3	traditional	traditional	ADJ
fbem-29710	83	4	development	development	NOUN
fbem-29710	83	5	model	model	NOUN
fbem-29710	83	6	,	,	PUNCT
fbem-29710	83	7	the	the	DET
fbem-29710	83	8	average	average	ADJ
fbem-29710	83	9	system	system	NOUN
fbem-29710	83	10	release	release	NOUN
fbem-29710	83	11	cycle	cycle	NOUN
fbem-29710	83	12	took	take	VERB
fbem-29710	83	13	2	2	NUM
fbem-29710	83	14	weeks	week	NOUN
fbem-29710	83	15	,	,	PUNCT
fbem-29710	83	16	with	with	ADP
fbem-29710	83	17	over	over	ADP
fbem-29710	83	18	50	50	NUM
fbem-29710	83	19	failures	failure	NOUN
fbem-29710	83	20	per	per	ADP
fbem-29710	83	21	month	month	NOUN
fbem-29710	83	22	,	,	PUNCT
fbem-29710	83	23	and	and	CCONJ
fbem-29710	83	24	system	system	NOUN
fbem-29710	83	25	availability	availability	NOUN
fbem-29710	83	26	was	be	AUX
fbem-29710	83	27	below	below	ADP
fbem-29710	83	28	99.5	99.5	NUM
fbem-29710	83	29	%	%	NOUN
fbem-29710	83	30	.	.	PUNCT
fbem-29710	84	1	during	during	ADP
fbem-29710	84	2	high	high	ADJ
fbem-29710	84	3	-	-	PUNCT
fbem-29710	84	4	traffic	traffic	NOUN
fbem-29710	84	5	events	event	NOUN
fbem-29710	84	6	like	like	ADP
fbem-29710	84	7	"	"	PUNCT
fbem-29710	84	8	double	double	ADJ
fbem-29710	84	9	11	11	NUM
fbem-29710	84	10	,	,	PUNCT
fbem-29710	84	11	"	"	PUNCT
fbem-29710	84	12	the	the	DET
fbem-29710	84	13	traditional	traditional	ADJ
fbem-29710	84	14	development	development	NOUN
fbem-29710	84	15	and	and	CCONJ
fbem-29710	84	16	operations	operation	NOUN
fbem-29710	84	17	model	model	NOUN
fbem-29710	84	18	could	could	AUX
fbem-29710	84	19	not	not	PART
fbem-29710	84	20	meet	meet	VERB
fbem-29710	84	21	the	the	DET
fbem-29710	84	22	demands	demand	NOUN
fbem-29710	84	23	for	for	ADP
fbem-29710	84	24	rapid	rapid	ADJ
fbem-29710	84	25	iteration	iteration	NOUN
fbem-29710	84	26	and	and	CCONJ
fbem-29710	84	27	stability	stability	NOUN
fbem-29710	84	28	.	.	PUNCT
fbem-29710	85	1	against	against	ADP
fbem-29710	85	2	this	this	DET
fbem-29710	85	3	backdrop	backdrop	NOUN
fbem-29710	85	4	,	,	PUNCT
fbem-29710	85	5	the	the	DET
fbem-29710	85	6	company	company	NOUN
fbem-29710	85	7	launched	launch	VERB
fbem-29710	85	8	a	a	DET
fbem-29710	85	9	comprehensive	comprehensive	ADJ
fbem-29710	85	10	devops	devop	NOUN
fbem-29710	85	11	transformation	transformation	NOUN
fbem-29710	85	12	plan	plan	NOUN
fbem-29710	85	13	in	in	ADP
fbem-29710	85	14	early	early	ADJ
fbem-29710	85	15	2023	2023	NUM
fbem-29710	85	16	,	,	PUNCT
fbem-29710	85	17	aiming	aim	VERB
fbem-29710	85	18	to	to	PART
fbem-29710	85	19	complete	complete	VERB
fbem-29710	85	20	the	the	DET
fbem-29710	85	21	transformation	transformation	NOUN
fbem-29710	85	22	within	within	ADP
fbem-29710	85	23	a	a	DET
fbem-29710	85	24	year	year	NOUN
fbem-29710	85	25	and	and	CCONJ
fbem-29710	85	26	achieve	achieve	VERB
fbem-29710	85	27	significant	significant	ADJ
fbem-29710	85	28	results	result	NOUN
fbem-29710	85	29	.	.	PUNCT
fbem-29710	86	1	5.2	5.2	NUM
fbem-29710	86	2	.	.	PUNCT
fbem-29710	86	3	implementation	implementation	NOUN
fbem-29710	86	4	process	process	NOUN
fbem-29710	86	5	analysis	analysis	NOUN
fbem-29710	86	6	the	the	DET
fbem-29710	86	7	devops	devop	NOUN
fbem-29710	86	8	transformation	transformation	NOUN
fbem-29710	86	9	of	of	ADP
fbem-29710	86	10	the	the	DET
fbem-29710	86	11	e	e	PROPN
fbem-29710	86	12	-	-	NOUN
fbem-29710	86	13	commerce	commerce	NOUN
fbem-29710	86	14	platform	platform	NOUN
fbem-29710	86	15	was	be	AUX
fbem-29710	86	16	carried	carry	VERB
fbem-29710	86	17	out	out	ADP
fbem-29710	86	18	in	in	ADP
fbem-29710	86	19	four	four	NUM
fbem-29710	86	20	phases	phase	NOUN
fbem-29710	86	21	,	,	PUNCT
fbem-29710	86	22	covering	cover	VERB
fbem-29710	86	23	the	the	DET
fbem-29710	86	24	full	full	ADJ
fbem-29710	86	25	process	process	NOUN
fbem-29710	86	26	of	of	ADP
fbem-29710	86	27	development	development	NOUN
fbem-29710	86	28	and	and	CCONJ
fbem-29710	86	29	operations	operation	NOUN
fbem-29710	86	30	for	for	ADP
fbem-29710	86	31	core	core	NOUN
fbem-29710	86	32	business	business	NOUN
fbem-29710	86	33	systems	system	NOUN
fbem-29710	86	34	.	.	PUNCT
fbem-29710	87	1	in	in	ADP
fbem-29710	87	2	the	the	DET
fbem-29710	87	3	first	first	ADJ
fbem-29710	87	4	phase	phase	NOUN
fbem-29710	87	5	(	(	PUNCT
fbem-29710	87	6	january	january	NOUN
fbem-29710	87	7	to	to	ADP
fbem-29710	87	8	march	march	PROPN
fbem-29710	87	9	)	)	PUNCT
fbem-29710	87	10	,	,	PUNCT
fbem-29710	87	11	the	the	DET
fbem-29710	87	12	continuous	continuous	ADJ
fbem-29710	87	13	integration	integration	NOUN
fbem-29710	87	14	environment	environment	NOUN
fbem-29710	87	15	was	be	AUX
fbem-29710	87	16	set	set	VERB
fbem-29710	87	17	up	up	ADP
fbem-29710	87	18	,	,	PUNCT
fbem-29710	87	19	reducing	reduce	VERB
fbem-29710	87	20	the	the	DET
fbem-29710	87	21	time	time	NOUN
fbem-29710	87	22	to	to	PART
fbem-29710	87	23	deploy	deploy	VERB
fbem-29710	87	24	code	code	NOUN
fbem-29710	87	25	from	from	ADP
fbem-29710	87	26	8	8	NUM
fbem-29710	87	27	hours	hour	NOUN
fbem-29710	87	28	to	to	ADP
fbem-29710	87	29	2	2	NUM
fbem-29710	87	30	hours	hour	NOUN
fbem-29710	87	31	.	.	PUNCT
fbem-29710	88	1	in	in	ADP
fbem-29710	88	2	the	the	DET
fbem-29710	88	3	second	second	ADJ
fbem-29710	88	4	phase	phase	NOUN
fbem-29710	88	5	(	(	PUNCT
fbem-29710	88	6	april	april	PROPN
fbem-29710	88	7	to	to	ADP
fbem-29710	88	8	june	june	PROPN
fbem-29710	88	9	)	)	PUNCT
fbem-29710	88	10	,	,	PUNCT
fbem-29710	88	11	an	an	DET
fbem-29710	88	12	automated	automate	VERB
fbem-29710	88	13	testing	testing	NOUN
fbem-29710	88	14	system	system	NOUN
fbem-29710	88	15	was	be	AUX
fbem-29710	88	16	established	establish	VERB
fbem-29710	88	17	,	,	PUNCT
fbem-29710	88	18	increasing	increase	VERB
fbem-29710	88	19	test	test	NOUN
fbem-29710	88	20	coverage	coverage	NOUN
fbem-29710	88	21	from	from	ADP
fbem-29710	88	22	60	60	NUM
fbem-29710	88	23	%	%	NOUN
fbem-29710	88	24	to	to	PART
fbem-29710	88	25	85	85	NUM
fbem-29710	88	26	%	%	NOUN
fbem-29710	88	27	and	and	CCONJ
fbem-29710	88	28	improving	improve	VERB
fbem-29710	88	29	defect	defect	ADJ
fbem-29710	88	30	detection	detection	NOUN
fbem-29710	88	31	rate	rate	NOUN
fbem-29710	88	32	to	to	ADP
fbem-29710	88	33	90	90	NUM
fbem-29710	88	34	%	%	NOUN
fbem-29710	88	35	.	.	PUNCT
fbem-29710	89	1	in	in	ADP
fbem-29710	89	2	the	the	DET
fbem-29710	89	3	third	third	ADJ
fbem-29710	89	4	phase	phase	NOUN
fbem-29710	89	5	(	(	PUNCT
fbem-29710	89	6	july	july	PROPN
fbem-29710	89	7	to	to	ADP
fbem-29710	89	8	september	september	PROPN
fbem-29710	89	9	)	)	PUNCT
fbem-29710	89	10	,	,	PUNCT
fbem-29710	89	11	the	the	DET
fbem-29710	89	12	automated	automate	VERB
fbem-29710	89	13	release	release	NOUN
fbem-29710	89	14	process	process	NOUN
fbem-29710	89	15	for	for	ADP
fbem-29710	89	16	the	the	DET
fbem-29710	89	17	production	production	NOUN
fbem-29710	89	18	environment	environment	NOUN
fbem-29710	89	19	was	be	AUX
fbem-29710	89	20	completed	complete	VERB
fbem-29710	89	21	,	,	PUNCT
fbem-29710	89	22	shortening	shorten	VERB
fbem-29710	89	23	the	the	DET
fbem-29710	89	24	release	release	NOUN
fbem-29710	89	25	time	time	NOUN
fbem-29710	89	26	from	from	ADP
fbem-29710	89	27	an	an	DET
fbem-29710	89	28	average	average	NOUN
fbem-29710	89	29	of	of	ADP
fbem-29710	89	30	4	4	NUM
fbem-29710	89	31	hours	hour	NOUN
fbem-29710	89	32	to	to	ADP
fbem-29710	89	33	1	1	NUM
fbem-29710	89	34	hour	hour	NOUN
fbem-29710	89	35	,	,	PUNCT
fbem-29710	89	36	with	with	ADP
fbem-29710	89	37	the	the	DET
fbem-29710	89	38	release	release	NOUN
fbem-29710	89	39	success	success	NOUN
fbem-29710	89	40	rate	rate	NOUN
fbem-29710	89	41	increasing	increase	VERB
fbem-29710	89	42	to	to	ADP
fbem-29710	89	43	98%[13	98%[13	NUM
fbem-29710	89	44	]	]	PUNCT
fbem-29710	89	45	.	.	PUNCT
fbem-29710	90	1	in	in	ADP
fbem-29710	90	2	the	the	DET
fbem-29710	90	3	fourth	fourth	ADJ
fbem-29710	90	4	phase	phase	NOUN
fbem-29710	90	5	(	(	PUNCT
fbem-29710	90	6	october	october	NOUN
fbem-29710	90	7	to	to	ADP
fbem-29710	90	8	december	december	PROPN
fbem-29710	90	9	)	)	PUNCT
fbem-29710	90	10	,	,	PUNCT
fbem-29710	90	11	a	a	DET
fbem-29710	90	12	comprehensive	comprehensive	ADJ
fbem-29710	90	13	monitoring	monitoring	NOUN
fbem-29710	90	14	system	system	NOUN
fbem-29710	90	15	was	be	AUX
fbem-29710	90	16	established	establish	VERB
fbem-29710	90	17	,	,	PUNCT
fbem-29710	90	18	enabling	enable	VERB
fbem-29710	90	19	automatic	automatic	ADJ
fbem-29710	90	20	problem	problem	NOUN
fbem-29710	90	21	detection	detection	NOUN
fbem-29710	90	22	and	and	CCONJ
fbem-29710	90	23	rapid	rapid	ADJ
fbem-29710	90	24	localization	localization	NOUN
fbem-29710	90	25	,	,	PUNCT
fbem-29710	90	26	improving	improve	VERB
fbem-29710	90	27	system	system	NOUN
fbem-29710	90	28	availability	availability	NOUN
fbem-29710	90	29	to	to	ADP
fbem-29710	90	30	99.9	99.9	NUM
fbem-29710	90	31	%	%	NOUN
fbem-29710	90	32	,	,	PUNCT
fbem-29710	90	33	and	and	CCONJ
fbem-29710	90	34	reducing	reduce	VERB
fbem-29710	90	35	average	average	ADJ
fbem-29710	90	36	fault	fault	NOUN
fbem-29710	90	37	recovery	recovery	NOUN
fbem-29710	90	38	time	time	NOUN
fbem-29710	90	39	to	to	ADP
fbem-29710	90	40	under	under	ADP
fbem-29710	90	41	30	30	NUM
fbem-29710	90	42	minutes	minute	NOUN
fbem-29710	90	43	,	,	PUNCT
fbem-29710	90	44	with	with	ADP
fbem-29710	90	45	overall	overall	ADJ
fbem-29710	90	46	operational	operational	ADJ
fbem-29710	90	47	efficiency	efficiency	NOUN
fbem-29710	90	48	increasing	increase	VERB
fbem-29710	90	49	by	by	ADP
fbem-29710	90	50	200	200	NUM
fbem-29710	90	51	%	%	NOUN
fbem-29710	90	52	.	.	PUNCT
fbem-29710	91	1	5.3	5.3	NUM
fbem-29710	91	2	.	.	PUNCT
fbem-29710	91	3	effectiveness	effectiveness	NOUN
fbem-29710	91	4	evaluation	evaluation	NOUN
fbem-29710	91	5	5.3.1	5.3.1	PROPN
fbem-29710	91	6	.	.	PUNCT
fbem-29710	91	7	quantitative	quantitative	ADJ
fbem-29710	91	8	analysis	analysis	NOUN
fbem-29710	91	9	as	as	SCONJ
fbem-29710	91	10	shown	show	VERB
fbem-29710	91	11	in	in	ADP
fbem-29710	91	12	figure	figure	NOUN
fbem-29710	91	13	4	4	NUM
fbem-29710	91	14	,	,	PUNCT
fbem-29710	91	15	a	a	DET
fbem-29710	91	16	comparative	comparative	ADJ
fbem-29710	91	17	analysis	analysis	NOUN
fbem-29710	91	18	of	of	ADP
fbem-29710	91	19	key	key	ADJ
fbem-29710	91	20	metrics	metric	NOUN
fbem-29710	91	21	before	before	ADP
fbem-29710	91	22	and	and	CCONJ
fbem-29710	91	23	after	after	ADP
fbem-29710	91	24	the	the	DET
fbem-29710	91	25	devops	devop	NOUN
fbem-29710	91	26	transformation	transformation	NOUN
fbem-29710	91	27	for	for	ADP
fbem-29710	91	28	the	the	DET
fbem-29710	91	29	ecommerce	ecommerce	NOUN
fbem-29710	91	30	platform	platform	NOUN
fbem-29710	91	31	over	over	ADP
fbem-29710	91	32	the	the	DET
fbem-29710	91	33	course	course	NOUN
fbem-29710	91	34	of	of	ADP
fbem-29710	91	35	one	one	NUM
fbem-29710	91	36	year	year	NOUN
fbem-29710	91	37	reveals	reveal	VERB
fbem-29710	91	38	significant	significant	ADJ
fbem-29710	91	39	improvements	improvement	NOUN
fbem-29710	91	40	in	in	ADP
fbem-29710	91	41	system	system	NOUN
fbem-29710	91	42	performance	performance	NOUN
fbem-29710	91	43	and	and	CCONJ
fbem-29710	91	44	efficiency	efficiency	NOUN
fbem-29710	91	45	.	.	PUNCT
fbem-29710	92	1	in	in	ADP
fbem-29710	92	2	terms	term	NOUN
fbem-29710	92	3	of	of	ADP
fbem-29710	92	4	release	release	NOUN
fbem-29710	92	5	efficiency	efficiency	NOUN
fbem-29710	92	6	,	,	PUNCT
fbem-29710	92	7	system	system	NOUN
fbem-29710	92	8	deployment	deployment	NOUN
fbem-29710	92	9	time	time	NOUN
fbem-29710	92	10	was	be	AUX
fbem-29710	92	11	reduced	reduce	VERB
fbem-29710	92	12	from	from	ADP
fbem-29710	92	13	8	8	NUM
fbem-29710	92	14	hours	hour	NOUN
fbem-29710	92	15	to	to	ADP
fbem-29710	92	16	under	under	ADP
fbem-29710	92	17	2	2	NUM
fbem-29710	92	18	hours	hour	NOUN
fbem-29710	92	19	,	,	PUNCT
fbem-29710	92	20	and	and	CCONJ
fbem-29710	92	21	release	release	NOUN
fbem-29710	92	22	frequency	frequency	NOUN
fbem-29710	92	23	increased	increase	VERB
fbem-29710	92	24	from	from	ADP
fbem-29710	92	25	2	2	NUM
fbem-29710	92	26	times	time	NOUN
fbem-29710	92	27	per	per	ADP
fbem-29710	92	28	month	month	NOUN
fbem-29710	92	29	to	to	ADP
fbem-29710	92	30	3	3	NUM
fbem-29710	92	31	times	time	NOUN
fbem-29710	92	32	per	per	ADP
fbem-29710	92	33	week[14	week[14	PROPN
fbem-29710	92	34	]	]	PUNCT
fbem-29710	92	35	.	.	PUNCT
fbem-29710	93	1	the	the	DET
fbem-29710	93	2	cycle	cycle	NOUN
fbem-29710	93	3	time	time	NOUN
fbem-29710	93	4	from	from	ADP
fbem-29710	93	5	code	code	NOUN
fbem-29710	93	6	submission	submission	NOUN
fbem-29710	93	7	to	to	ADP
fbem-29710	93	8	deployment	deployment	NOUN
fbem-29710	93	9	was	be	AUX
fbem-29710	93	10	shortened	shorten	VERB
fbem-29710	93	11	by	by	ADP
fbem-29710	93	12	75	75	NUM
fbem-29710	93	13	%	%	NOUN
fbem-29710	93	14	.	.	PUNCT
fbem-29710	94	1	in	in	ADP
fbem-29710	94	2	terms	term	NOUN
fbem-29710	94	3	of	of	ADP
fbem-29710	94	4	quality	quality	NOUN
fbem-29710	94	5	metrics	metric	NOUN
fbem-29710	94	6	,	,	PUNCT
fbem-29710	94	7	test	test	NOUN
fbem-29710	94	8	coverage	coverage	NOUN
fbem-29710	94	9	increased	increase	VERB
fbem-29710	94	10	from	from	ADP
fbem-29710	94	11	60	60	NUM
fbem-29710	94	12	%	%	NOUN
fbem-29710	94	13	to	to	PART
fbem-29710	94	14	85	85	NUM
fbem-29710	94	15	%	%	NOUN
fbem-29710	94	16	,	,	PUNCT
fbem-29710	94	17	the	the	DET
fbem-29710	94	18	proportion	proportion	NOUN
fbem-29710	94	19	of	of	ADP
fbem-29710	94	20	automated	automate	VERB
fbem-29710	94	21	tests	test	NOUN
fbem-29710	94	22	rose	rise	VERB
fbem-29710	94	23	from	from	ADP
fbem-29710	94	24	35	35	NUM
fbem-29710	94	25	%	%	NOUN
fbem-29710	94	26	to	to	PART
fbem-29710	94	27	80	80	NUM
fbem-29710	94	28	%	%	NOUN
fbem-29710	94	29	,	,	PUNCT
fbem-29710	94	30	and	and	CCONJ
fbem-29710	94	31	online	online	ADJ
fbem-29710	94	32	failure	failure	NOUN
fbem-29710	94	33	rates	rate	NOUN
fbem-29710	94	34	decreased	decrease	VERB
fbem-29710	94	35	by	by	ADP
fbem-29710	94	36	85	85	NUM
fbem-29710	94	37	%	%	NOUN
fbem-29710	94	38	.	.	PUNCT
fbem-29710	95	1	regarding	regard	VERB
fbem-29710	95	2	system	system	NOUN
fbem-29710	95	3	performance	performance	NOUN
fbem-29710	95	4	,	,	PUNCT
fbem-29710	95	5	service	service	NOUN
fbem-29710	95	6	response	response	NOUN
fbem-29710	95	7	time	time	NOUN
fbem-29710	95	8	was	be	AUX
fbem-29710	95	9	optimized	optimize	VERB
fbem-29710	95	10	from	from	ADP
fbem-29710	95	11	an	an	DET
fbem-29710	95	12	average	average	NOUN
fbem-29710	95	13	of	of	ADP
fbem-29710	95	14	350ms	350ms	NOUN
fbem-29710	95	15	to	to	ADP
fbem-29710	95	16	150ms	150ms	PROPN
fbem-29710	95	17	,	,	PUNCT
fbem-29710	95	18	system	system	NOUN
fbem-29710	95	19	availability	availability	NOUN
fbem-29710	95	20	improved	improve	VERB
fbem-29710	95	21	from	from	ADP
fbem-29710	95	22	99.5	99.5	NUM
fbem-29710	95	23	%	%	NOUN
fbem-29710	95	24	to	to	ADP
fbem-29710	95	25	99.9	99.9	NUM
fbem-29710	95	26	%	%	NOUN
fbem-29710	95	27	,	,	PUNCT
fbem-29710	95	28	and	and	CCONJ
fbem-29710	95	29	the	the	DET
fbem-29710	95	30	number	number	NOUN
fbem-29710	95	31	of	of	ADP
fbem-29710	95	32	monthly	monthly	ADJ
fbem-29710	95	33	failures	failure	NOUN
fbem-29710	95	34	dropped	drop	VERB
fbem-29710	95	35	from	from	ADP
fbem-29710	95	36	50	50	NUM
fbem-29710	95	37	to	to	PART
fbem-29710	95	38	7	7	NUM
fbem-29710	95	39	.	.	NOUN
fbem-29710	95	40	223	223	NUM
fbem-29710	95	41	figure	figure	NOUN
fbem-29710	95	42	4	4	NUM
fbem-29710	95	43	.	.	PUNCT
fbem-29710	96	1	quantitative	quantitative	ADJ
fbem-29710	96	2	analysis	analysis	NOUN
fbem-29710	96	3	of	of	ADP
fbem-29710	96	4	devops	devop	NOUN
fbem-29710	96	5	transformation	transformation	NOUN
fbem-29710	96	6	5.3.2	5.3.2	NUM
fbem-29710	96	7	.	.	PUNCT
fbem-29710	97	1	qualitative	qualitative	ADJ
fbem-29710	97	2	evaluation	evaluation	NOUN
fbem-29710	97	3	from	from	ADP
fbem-29710	97	4	the	the	DET
fbem-29710	97	5	quality	quality	NOUN
fbem-29710	97	6	dimension	dimension	NOUN
fbem-29710	97	7	,	,	PUNCT
fbem-29710	97	8	the	the	DET
fbem-29710	97	9	devops	devop	NOUN
fbem-29710	97	10	transformation	transformation	NOUN
fbem-29710	97	11	has	have	AUX
fbem-29710	97	12	made	make	VERB
fbem-29710	97	13	significant	significant	ADJ
fbem-29710	97	14	progress	progress	NOUN
fbem-29710	97	15	in	in	ADP
fbem-29710	97	16	multiple	multiple	ADJ
fbem-29710	97	17	key	key	ADJ
fbem-29710	97	18	areas	area	NOUN
fbem-29710	97	19	.	.	PUNCT
fbem-29710	98	1	by	by	ADP
fbem-29710	98	2	establishing	establish	VERB
fbem-29710	98	3	a	a	DET
fbem-29710	98	4	complete	complete	ADJ
fbem-29710	98	5	quality	quality	NOUN
fbem-29710	98	6	management	management	NOUN
fbem-29710	98	7	system	system	NOUN
fbem-29710	98	8	,	,	PUNCT
fbem-29710	98	9	the	the	DET
fbem-29710	98	10	code	code	NOUN
fbem-29710	98	11	quality	quality	NOUN
fbem-29710	98	12	score	score	NOUN
fbem-29710	98	13	improved	improve	VERB
fbem-29710	98	14	from	from	ADP
fbem-29710	98	15	72	72	NUM
fbem-29710	98	16	to	to	ADP
fbem-29710	98	17	88	88	NUM
fbem-29710	98	18	,	,	PUNCT
fbem-29710	98	19	and	and	CCONJ
fbem-29710	98	20	architectural	architectural	ADJ
fbem-29710	98	21	complexity	complexity	NOUN
fbem-29710	98	22	decreased	decrease	VERB
fbem-29710	98	23	by	by	ADP
fbem-29710	98	24	30%[15	30%[15	PROPN
fbem-29710	98	25	]	]	PUNCT
fbem-29710	98	26	.	.	PUNCT
fbem-29710	99	1	in	in	ADP
fbem-29710	99	2	terms	term	NOUN
fbem-29710	99	3	of	of	ADP
fbem-29710	99	4	user	user	NOUN
fbem-29710	99	5	experience	experience	NOUN
fbem-29710	99	6	,	,	PUNCT
fbem-29710	99	7	the	the	DET
fbem-29710	99	8	application	application	NOUN
fbem-29710	99	9	crash	crash	NOUN
fbem-29710	99	10	rate	rate	NOUN
fbem-29710	99	11	decreased	decrease	VERB
fbem-29710	99	12	from	from	ADP
fbem-29710	99	13	2	2	NUM
fbem-29710	99	14	%	%	NOUN
fbem-29710	99	15	to	to	PART
fbem-29710	99	16	0.3	0.3	NUM
fbem-29710	99	17	%	%	NOUN
fbem-29710	99	18	,	,	PUNCT
fbem-29710	99	19	and	and	CCONJ
fbem-29710	99	20	user	user	NOUN
fbem-29710	99	21	satisfaction	satisfaction	NOUN
fbem-29710	99	22	increased	increase	VERB
fbem-29710	99	23	by	by	ADP
fbem-29710	99	24	35	35	NUM
fbem-29710	99	25	%	%	NOUN
fbem-29710	99	26	.	.	PUNCT
fbem-29710	100	1	in	in	ADP
fbem-29710	100	2	terms	term	NOUN
fbem-29710	100	3	of	of	ADP
fbem-29710	100	4	operational	operational	ADJ
fbem-29710	100	5	efficiency	efficiency	NOUN
fbem-29710	100	6	,	,	PUNCT
fbem-29710	100	7	the	the	DET
fbem-29710	100	8	average	average	ADJ
fbem-29710	100	9	problem	problem	NOUN
fbem-29710	100	10	resolution	resolution	NOUN
fbem-29710	100	11	time	time	NOUN
fbem-29710	100	12	was	be	AUX
fbem-29710	100	13	reduced	reduce	VERB
fbem-29710	100	14	from	from	ADP
fbem-29710	100	15	4	4	NUM
fbem-29710	100	16	hours	hour	NOUN
fbem-29710	100	17	to	to	ADP
fbem-29710	100	18	1	1	NUM
fbem-29710	100	19	hour	hour	NOUN
fbem-29710	100	20	,	,	PUNCT
fbem-29710	100	21	and	and	CCONJ
fbem-29710	100	22	team	team	NOUN
fbem-29710	100	23	response	response	NOUN
fbem-29710	100	24	speed	speed	NOUN
fbem-29710	100	25	improved	improve	VERB
fbem-29710	100	26	by	by	ADP
fbem-29710	100	27	75	75	NUM
fbem-29710	100	28	%	%	NOUN
fbem-29710	100	29	,	,	PUNCT
fbem-29710	100	30	as	as	SCONJ
fbem-29710	100	31	shown	show	VERB
fbem-29710	100	32	in	in	ADP
fbem-29710	100	33	figure	figure	NOUN
fbem-29710	100	34	5	5	NUM
fbem-29710	100	35	.	.	PUNCT
fbem-29710	100	36	continuous	continuous	ADJ
fbem-29710	100	37	delivery	delivery	NOUN
fbem-29710	100	38	capabilities	capability	NOUN
fbem-29710	100	39	were	be	AUX
fbem-29710	100	40	significantly	significantly	ADV
fbem-29710	100	41	enhanced	enhance	VERB
fbem-29710	100	42	,	,	PUNCT
fbem-29710	100	43	with	with	ADP
fbem-29710	100	44	the	the	DET
fbem-29710	100	45	automation	automation	NOUN
fbem-29710	100	46	ratio	ratio	NOUN
fbem-29710	100	47	of	of	ADP
fbem-29710	100	48	the	the	DET
fbem-29710	100	49	entire	entire	ADJ
fbem-29710	100	50	development	development	NOUN
fbem-29710	100	51	-	-	PUNCT
fbem-29710	100	52	to	to	ADP
fbem-29710	100	53	-	-	PUNCT
fbem-29710	100	54	deployment	deployment	NOUN
fbem-29710	100	55	process	process	NOUN
fbem-29710	100	56	reaching	reach	VERB
fbem-29710	100	57	85	85	NUM
fbem-29710	100	58	%	%	NOUN
fbem-29710	100	59	,	,	PUNCT
fbem-29710	100	60	a	a	DET
fbem-29710	100	61	200	200	NUM
fbem-29710	100	62	%	%	NOUN
fbem-29710	100	63	improvement	improvement	NOUN
fbem-29710	100	64	over	over	ADP
fbem-29710	100	65	the	the	DET
fbem-29710	100	66	pretransformation	pretransformation	NOUN
fbem-29710	100	67	phase	phase	NOUN
fbem-29710	100	68	.	.	PUNCT
fbem-29710	101	1	figure	figure	NOUN
fbem-29710	101	2	5	5	NUM
fbem-29710	101	3	.	.	PUNCT
fbem-29710	101	4	improved	improve	VERB
fbem-29710	101	5	devops	devop	NOUN
fbem-29710	101	6	operational	operational	ADJ
fbem-29710	101	7	efficiency	efficiency	NOUN
fbem-29710	101	8	5.3.3	5.3.3	NUM
fbem-29710	101	9	.	.	PUNCT
fbem-29710	102	1	lessons	lesson	NOUN
fbem-29710	102	2	learned	learn	VERB
fbem-29710	102	3	based	base	VERB
fbem-29710	102	4	on	on	ADP
fbem-29710	102	5	the	the	DET
fbem-29710	102	6	devops	devop	NOUN
fbem-29710	102	7	transformation	transformation	NOUN
fbem-29710	102	8	practice	practice	NOUN
fbem-29710	102	9	of	of	ADP
fbem-29710	102	10	the	the	DET
fbem-29710	102	11	ecommerce	ecommerce	NOUN
fbem-29710	102	12	platform	platform	NOUN
fbem-29710	102	13	,	,	PUNCT
fbem-29710	102	14	the	the	DET
fbem-29710	102	15	key	key	NOUN
fbem-29710	102	16	to	to	ADP
fbem-29710	102	17	successful	successful	ADJ
fbem-29710	102	18	transformation	transformation	NOUN
fbem-29710	102	19	lies	lie	VERB
fbem-29710	102	20	in	in	ADP
fbem-29710	102	21	effectively	effectively	ADV
fbem-29710	102	22	balancing	balance	VERB
fbem-29710	102	23	the	the	DET
fbem-29710	102	24	collaborative	collaborative	ADJ
fbem-29710	102	25	development	development	NOUN
fbem-29710	102	26	of	of	ADP
fbem-29710	102	27	technology	technology	NOUN
fbem-29710	102	28	,	,	PUNCT
fbem-29710	102	29	processes	process	NOUN
fbem-29710	102	30	,	,	PUNCT
fbem-29710	102	31	and	and	CCONJ
fbem-29710	102	32	organizational	organizational	ADJ
fbem-29710	102	33	culture	culture	NOUN
fbem-29710	102	34	.	.	PUNCT
fbem-29710	103	1	in	in	ADP
fbem-29710	103	2	terms	term	NOUN
fbem-29710	103	3	of	of	ADP
fbem-29710	103	4	technology	technology	NOUN
fbem-29710	103	5	,	,	PUNCT
fbem-29710	103	6	a	a	DET
fbem-29710	103	7	standardized	standardized	ADJ
fbem-29710	103	8	technology	technology	NOUN
fbem-29710	103	9	platform	platform	NOUN
fbem-29710	103	10	and	and	CCONJ
fbem-29710	103	11	toolchain	toolchain	NOUN
fbem-29710	103	12	were	be	AUX
fbem-29710	103	13	built	build	VERB
fbem-29710	103	14	to	to	PART
fbem-29710	103	15	provide	provide	VERB
fbem-29710	103	16	reliable	reliable	ADJ
fbem-29710	103	17	infrastructure	infrastructure	NOUN
fbem-29710	103	18	support	support	NOUN
fbem-29710	103	19	for	for	ADP
fbem-29710	103	20	continuous	continuous	ADJ
fbem-29710	103	21	delivery	delivery	NOUN
fbem-29710	103	22	,	,	PUNCT
fbem-29710	103	23	improving	improve	VERB
fbem-29710	103	24	the	the	DET
fbem-29710	103	25	platform	platform	NOUN
fbem-29710	103	26	's	's	PART
fbem-29710	103	27	automation	automation	NOUN
fbem-29710	103	28	and	and	CCONJ
fbem-29710	103	29	intelligence	intelligence	NOUN
fbem-29710	103	30	levels	level	NOUN
fbem-29710	103	31	while	while	SCONJ
fbem-29710	103	32	reducing	reduce	VERB
fbem-29710	103	33	the	the	DET
fbem-29710	103	34	repetitive	repetitive	ADJ
fbem-29710	103	35	workload	workload	NOUN
fbem-29710	103	36	for	for	ADP
fbem-29710	103	37	the	the	DET
fbem-29710	103	38	r&d	r&d	NOUN
fbem-29710	103	39	team[16	team[16	PROPN
fbem-29710	103	40	-	-	PUNCT
fbem-29710	103	41	17	17	NUM
fbem-29710	103	42	]	]	PUNCT
fbem-29710	103	43	.	.	PUNCT
fbem-29710	104	1	in	in	ADP
fbem-29710	104	2	terms	term	NOUN
fbem-29710	104	3	of	of	ADP
fbem-29710	104	4	processes	process	NOUN
fbem-29710	104	5	,	,	PUNCT
fbem-29710	104	6	a	a	DET
fbem-29710	104	7	standardized	standardized	ADJ
fbem-29710	104	8	process	process	NOUN
fbem-29710	104	9	system	system	NOUN
fbem-29710	104	10	covering	cover	VERB
fbem-29710	104	11	the	the	DET
fbem-29710	104	12	full	full	ADJ
fbem-29710	104	13	lifecycle	lifecycle	NOUN
fbem-29710	104	14	of	of	ADP
fbem-29710	104	15	development	development	NOUN
fbem-29710	104	16	,	,	PUNCT
fbem-29710	104	17	testing	testing	NOUN
fbem-29710	104	18	,	,	PUNCT
fbem-29710	104	19	deployment	deployment	NOUN
fbem-29710	104	20	,	,	PUNCT
fbem-29710	104	21	and	and	CCONJ
fbem-29710	104	22	operations	operation	NOUN
fbem-29710	104	23	was	be	AUX
fbem-29710	104	24	established	establish	VERB
fbem-29710	104	25	,	,	PUNCT
fbem-29710	104	26	ensuring	ensure	VERB
fbem-29710	104	27	process	process	NOUN
fbem-29710	104	28	standardization	standardization	NOUN
fbem-29710	104	29	and	and	CCONJ
fbem-29710	104	30	measurability	measurability	NOUN
fbem-29710	104	31	.	.	PUNCT
fbem-29710	105	1	in	in	ADP
fbem-29710	105	2	terms	term	NOUN
fbem-29710	105	3	of	of	ADP
fbem-29710	105	4	organizational	organizational	ADJ
fbem-29710	105	5	culture	culture	NOUN
fbem-29710	105	6	,	,	PUNCT
fbem-29710	105	7	the	the	DET
fbem-29710	105	8	traditional	traditional	ADJ
fbem-29710	105	9	barriers	barrier	NOUN
fbem-29710	105	10	between	between	ADP
fbem-29710	105	11	development	development	NOUN
fbem-29710	105	12	and	and	CCONJ
fbem-29710	105	13	operations	operation	NOUN
fbem-29710	105	14	were	be	AUX
fbem-29710	105	15	broken	break	VERB
fbem-29710	105	16	down	down	ADP
fbem-29710	105	17	,	,	PUNCT
fbem-29710	105	18	fostering	foster	VERB
fbem-29710	105	19	a	a	DET
fbem-29710	105	20	sense	sense	NOUN
fbem-29710	105	21	of	of	ADP
fbem-29710	105	22	ownership	ownership	NOUN
fbem-29710	105	23	and	and	CCONJ
fbem-29710	105	24	shared	share	VERB
fbem-29710	105	25	responsibility	responsibility	NOUN
fbem-29710	105	26	among	among	ADP
fbem-29710	105	27	the	the	DET
fbem-29710	105	28	team	team	NOUN
fbem-29710	105	29	,	,	PUNCT
fbem-29710	105	30	and	and	CCONJ
fbem-29710	105	31	creating	create	VERB
fbem-29710	105	32	an	an	DET
fbem-29710	105	33	organizational	organizational	ADJ
fbem-29710	105	34	atmosphere	atmosphere	NOUN
fbem-29710	105	35	of	of	ADP
fbem-29710	105	36	continuous	continuous	ADJ
fbem-29710	105	37	learning	learning	NOUN
fbem-29710	105	38	and	and	CCONJ
fbem-29710	105	39	innovation	innovation	NOUN
fbem-29710	105	40	.	.	PUNCT
fbem-29710	106	1	these	these	DET
fbem-29710	106	2	practical	practical	ADJ
fbem-29710	106	3	experiences	experience	NOUN
fbem-29710	106	4	show	show	VERB
fbem-29710	106	5	that	that	SCONJ
fbem-29710	106	6	the	the	DET
fbem-29710	106	7	devops	devop	NOUN
fbem-29710	106	8	transformation	transformation	NOUN
fbem-29710	106	9	is	be	AUX
fbem-29710	106	10	a	a	DET
fbem-29710	106	11	gradual	gradual	ADJ
fbem-29710	106	12	and	and	CCONJ
fbem-29710	106	13	continuous	continuous	ADJ
fbem-29710	106	14	improvement	improvement	NOUN
fbem-29710	106	15	process	process	NOUN
fbem-29710	106	16	,	,	PUNCT
fbem-29710	106	17	requiring	require	VERB
fbem-29710	106	18	constant	constant	ADJ
fbem-29710	106	19	adjustments	adjustment	NOUN
fbem-29710	106	20	and	and	CCONJ
fbem-29710	106	21	optimizations	optimization	NOUN
fbem-29710	106	22	in	in	ADP
fbem-29710	106	23	practice	practice	NOUN
fbem-29710	106	24	.	.	PUNCT
fbem-29710	107	1	224	224	NUM
fbem-29710	107	2	6	6	NUM
fbem-29710	107	3	.	.	PUNCT
fbem-29710	107	4	conclusion	conclusion	NOUN
fbem-29710	107	5	this	this	DET
fbem-29710	107	6	study	study	NOUN
fbem-29710	107	7	,	,	PUNCT
fbem-29710	107	8	through	through	ADP
fbem-29710	107	9	theoretical	theoretical	ADJ
fbem-29710	107	10	analysis	analysis	NOUN
fbem-29710	107	11	and	and	CCONJ
fbem-29710	107	12	case	case	NOUN
fbem-29710	107	13	validation	validation	NOUN
fbem-29710	107	14	,	,	PUNCT
fbem-29710	107	15	confirms	confirm	VERB
fbem-29710	107	16	the	the	DET
fbem-29710	107	17	significant	significant	ADJ
fbem-29710	107	18	value	value	NOUN
fbem-29710	107	19	of	of	ADP
fbem-29710	107	20	devops	devop	NOUN
fbem-29710	107	21	in	in	ADP
fbem-29710	107	22	enterprise	enterprise	NOUN
fbem-29710	107	23	management	management	NOUN
fbem-29710	107	24	software	software	NOUN
fbem-29710	107	25	development	development	NOUN
fbem-29710	107	26	.	.	PUNCT
fbem-29710	108	1	the	the	DET
fbem-29710	108	2	results	result	NOUN
fbem-29710	108	3	indicate	indicate	VERB
fbem-29710	108	4	that	that	SCONJ
fbem-29710	108	5	core	core	NOUN
fbem-29710	108	6	practices	practice	NOUN
fbem-29710	108	7	such	such	ADJ
fbem-29710	108	8	as	as	ADP
fbem-29710	108	9	continuous	continuous	ADJ
fbem-29710	108	10	integration	integration	NOUN
fbem-29710	108	11	,	,	PUNCT
fbem-29710	108	12	automated	automate	VERB
fbem-29710	108	13	testing	testing	NOUN
fbem-29710	108	14	,	,	PUNCT
fbem-29710	108	15	and	and	CCONJ
fbem-29710	108	16	monitoring	monitor	VERB
fbem-29710	108	17	feedback	feedback	NOUN
fbem-29710	108	18	can	can	AUX
fbem-29710	108	19	effectively	effectively	ADV
fbem-29710	108	20	enhance	enhance	VERB
fbem-29710	108	21	software	software	NOUN
fbem-29710	108	22	delivery	delivery	NOUN
fbem-29710	108	23	efficiency	efficiency	NOUN
fbem-29710	108	24	and	and	CCONJ
fbem-29710	108	25	quality	quality	NOUN
fbem-29710	108	26	.	.	PUNCT
fbem-29710	109	1	the	the	DET
fbem-29710	109	2	e	e	PROPN
fbem-29710	109	3	-	-	PROPN
fbem-29710	109	4	commerce	commerce	NOUN
fbem-29710	109	5	platform	platform	NOUN
fbem-29710	109	6	case	case	NOUN
fbem-29710	109	7	demonstrated	demonstrate	VERB
fbem-29710	109	8	that	that	SCONJ
fbem-29710	109	9	devops	devop	NOUN
fbem-29710	109	10	transformation	transformation	NOUN
fbem-29710	109	11	can	can	AUX
fbem-29710	109	12	achieve	achieve	VERB
fbem-29710	109	13	remarkable	remarkable	ADJ
fbem-29710	109	14	results	result	NOUN
fbem-29710	109	15	,	,	PUNCT
fbem-29710	109	16	such	such	ADJ
fbem-29710	109	17	as	as	ADP
fbem-29710	109	18	a	a	DET
fbem-29710	109	19	75	75	NUM
fbem-29710	109	20	%	%	NOUN
fbem-29710	109	21	reduction	reduction	NOUN
fbem-29710	109	22	in	in	ADP
fbem-29710	109	23	release	release	NOUN
fbem-29710	109	24	cycle	cycle	NOUN
fbem-29710	109	25	time	time	NOUN
fbem-29710	109	26	and	and	CCONJ
fbem-29710	109	27	an	an	DET
fbem-29710	109	28	improvement	improvement	NOUN
fbem-29710	109	29	in	in	ADP
fbem-29710	109	30	system	system	NOUN
fbem-29710	109	31	availability	availability	NOUN
fbem-29710	109	32	to	to	ADP
fbem-29710	109	33	99.9	99.9	NUM
fbem-29710	109	34	%	%	NOUN
fbem-29710	109	35	.	.	PUNCT
fbem-29710	110	1	however	however	ADV
fbem-29710	110	2	,	,	PUNCT
fbem-29710	110	3	the	the	DET
fbem-29710	110	4	study	study	NOUN
fbem-29710	110	5	has	have	VERB
fbem-29710	110	6	certain	certain	ADJ
fbem-29710	110	7	limitations	limitation	NOUN
fbem-29710	110	8	,	,	PUNCT
fbem-29710	110	9	primarily	primarily	ADV
fbem-29710	110	10	in	in	ADP
fbem-29710	110	11	the	the	DET
fbem-29710	110	12	small	small	ADJ
fbem-29710	110	13	sample	sample	NOUN
fbem-29710	110	14	size	size	NOUN
fbem-29710	110	15	of	of	ADP
fbem-29710	110	16	the	the	DET
fbem-29710	110	17	case	case	NOUN
fbem-29710	110	18	,	,	PUNCT
fbem-29710	110	19	which	which	PRON
fbem-29710	110	20	may	may	AUX
fbem-29710	110	21	affect	affect	VERB
fbem-29710	110	22	the	the	DET
fbem-29710	110	23	generalizability	generalizability	NOUN
fbem-29710	110	24	of	of	ADP
fbem-29710	110	25	the	the	DET
fbem-29710	110	26	conclusions	conclusion	NOUN
fbem-29710	110	27	,	,	PUNCT
fbem-29710	110	28	and	and	CCONJ
fbem-29710	110	29	the	the	DET
fbem-29710	110	30	insufficient	insufficient	ADJ
fbem-29710	110	31	depth	depth	NOUN
fbem-29710	110	32	of	of	ADP
fbem-29710	110	33	research	research	NOUN
fbem-29710	110	34	on	on	ADP
fbem-29710	110	35	its	its	PRON
fbem-29710	110	36	applicability	applicability	NOUN
fbem-29710	110	37	to	to	ADP
fbem-29710	110	38	enterprises	enterprise	NOUN
fbem-29710	110	39	of	of	ADP
fbem-29710	110	40	different	different	ADJ
fbem-29710	110	41	sizes	size	NOUN
fbem-29710	110	42	.	.	PUNCT
fbem-29710	111	1	future	future	ADJ
fbem-29710	111	2	research	research	NOUN
fbem-29710	111	3	could	could	AUX
fbem-29710	111	4	further	far	ADV
fbem-29710	111	5	explore	explore	VERB
fbem-29710	111	6	devops	devop	NOUN
fbem-29710	111	7	application	application	NOUN
fbem-29710	111	8	models	model	NOUN
fbem-29710	111	9	in	in	ADP
fbem-29710	111	10	various	various	ADJ
fbem-29710	111	11	industry	industry	NOUN
fbem-29710	111	12	scenarios	scenario	NOUN
fbem-29710	111	13	,	,	PUNCT
fbem-29710	111	14	deepen	deepen	VERB
fbem-29710	111	15	the	the	DET
fbem-29710	111	16	study	study	NOUN
fbem-29710	111	17	of	of	ADP
fbem-29710	111	18	organizational	organizational	ADJ
fbem-29710	111	19	change	change	NOUN
fbem-29710	111	20	mechanisms	mechanism	NOUN
fbem-29710	111	21	during	during	ADP
fbem-29710	111	22	the	the	DET
fbem-29710	111	23	transformation	transformation	NOUN
fbem-29710	111	24	process	process	NOUN
fbem-29710	111	25	,	,	PUNCT
fbem-29710	111	26	and	and	CCONJ
fbem-29710	111	27	integrate	integrate	VERB
fbem-29710	111	28	artificial	artificial	ADJ
fbem-29710	111	29	intelligence	intelligence	NOUN
fbem-29710	111	30	technologies	technology	NOUN
fbem-29710	111	31	to	to	PART
fbem-29710	111	32	enhance	enhance	VERB
fbem-29710	111	33	the	the	DET
fbem-29710	111	34	automation	automation	NOUN
fbem-29710	111	35	level	level	NOUN
fbem-29710	111	36	of	of	ADP
fbem-29710	111	37	devops	devop	NOUN
fbem-29710	111	38	.	.	PUNCT
fbem-29710	112	1	references	reference	NOUN
fbem-29710	112	2	[	[	X
fbem-29710	112	3	1	1	X
fbem-29710	112	4	]	]	X
fbem-29710	112	5	akbar	akbar	NOUN
fbem-29710	112	6	m	m	NOUN
fbem-29710	112	7	a	a	NOUN
fbem-29710	112	8	,	,	PUNCT
fbem-29710	112	9	khan	khan	PROPN
fbem-29710	112	10	a	a	DET
fbem-29710	112	11	a	a	PROPN
fbem-29710	112	12	,	,	PUNCT
fbem-29710	112	13	islam	islam	PROPN
fbem-29710	112	14	n	n	CCONJ
fbem-29710	112	15	,	,	PUNCT
fbem-29710	112	16	et	et	PROPN
fbem-29710	112	17	al	al	PROPN
fbem-29710	112	18	.	.	PROPN
fbem-29710	112	19	devops	devop	NOUN
fbem-29710	112	20	project	project	NOUN
fbem-29710	112	21	management	management	NOUN
fbem-29710	112	22	success	success	NOUN
fbem-29710	112	23	factors	factor	NOUN
fbem-29710	112	24	:	:	PUNCT
fbem-29710	112	25	a	a	DET
fbem-29710	112	26	decision‐making	decision‐making	ADJ
fbem-29710	112	27	framework[j	framework[j	NOUN
fbem-29710	112	28	]	]	PUNCT
fbem-29710	112	29	.	.	PUNCT
fbem-29710	113	1	software	software	NOUN
fbem-29710	113	2	:	:	PUNCT
fbem-29710	113	3	practice	practice	NOUN
fbem-29710	113	4	and	and	CCONJ
fbem-29710	113	5	experience	experience	NOUN
fbem-29710	113	6	,	,	PUNCT
fbem-29710	113	7	2024	2024	NUM
fbem-29710	113	8	,	,	PUNCT
fbem-29710	113	9	54(2	54(2	NUM
fbem-29710	113	10	):	):	PUNCT
fbem-29710	113	11	257	257	NUM
fbem-29710	113	12	-	-	SYM
fbem-29710	113	13	280	280	NUM
fbem-29710	113	14	.	.	PUNCT
fbem-29710	114	1	[	[	X
fbem-29710	114	2	2	2	X
fbem-29710	114	3	]	]	X
fbem-29710	114	4	gunawan	gunawan	PROPN
fbem-29710	114	5	f	f	PROPN
fbem-29710	114	6	,	,	PUNCT
fbem-29710	114	7	k.	k.	PROPN
fbem-29710	114	8	budiardjo	budiardjo	PROPN
fbem-29710	114	9	e.	e.	PROPN
fbem-29710	115	1	a	a	DET
fbem-29710	115	2	quest	quest	NOUN
fbem-29710	115	3	of	of	ADP
fbem-29710	115	4	software	software	NOUN
fbem-29710	115	5	process	process	NOUN
fbem-29710	115	6	improvements	improvement	NOUN
fbem-29710	115	7	in	in	ADP
fbem-29710	115	8	devops	devop	NOUN
fbem-29710	115	9	and	and	CCONJ
fbem-29710	115	10	kanban	kanban	PROPN
fbem-29710	115	11	:	:	PUNCT
fbem-29710	115	12	a	a	DET
fbem-29710	115	13	case	case	NOUN
fbem-29710	115	14	study	study	NOUN
fbem-29710	115	15	in	in	ADP
fbem-29710	115	16	small	small	ADJ
fbem-29710	115	17	software	software	NOUN
fbem-29710	115	18	company[c]//proceedings	company[c]//proceeding	NOUN
fbem-29710	115	19	of	of	ADP
fbem-29710	115	20	the	the	DET
fbem-29710	115	21	2021	2021	NUM
fbem-29710	115	22	4th	4th	ADJ
fbem-29710	115	23	international	international	ADJ
fbem-29710	115	24	conference	conference	NOUN
fbem-29710	115	25	on	on	ADP
fbem-29710	115	26	software	software	NOUN
fbem-29710	115	27	engineering	engineering	NOUN
fbem-29710	115	28	and	and	CCONJ
fbem-29710	115	29	information	information	NOUN
fbem-29710	115	30	management	management	NOUN
fbem-29710	115	31	.	.	PUNCT
fbem-29710	116	1	2021	2021	NUM
fbem-29710	116	2	:	:	PUNCT
fbem-29710	116	3	39	39	NUM
fbem-29710	116	4	-	-	SYM
fbem-29710	116	5	45	45	NUM
fbem-29710	116	6	.	.	PUNCT
fbem-29710	117	1	[	[	X
fbem-29710	117	2	3	3	NUM
fbem-29710	117	3	]	]	X
fbem-29710	117	4	sihombing	sihombe	VERB
fbem-29710	117	5	d	d	PROPN
fbem-29710	117	6	j	j	PROPN
fbem-29710	117	7	c.	c.	PROPN
fbem-29710	117	8	quality	quality	NOUN
fbem-29710	117	9	and	and	CCONJ
fbem-29710	117	10	efficiency	efficiency	NOUN
fbem-29710	117	11	improvement	improvement	NOUN
fbem-29710	117	12	in	in	ADP
fbem-29710	117	13	construction	construction	NOUN
fbem-29710	117	14	project	project	NOUN
fbem-29710	117	15	management	management	NOUN
fbem-29710	117	16	through	through	ADP
fbem-29710	117	17	devops	devop	NOUN
fbem-29710	117	18	-	-	PUNCT
fbem-29710	117	19	based	base	VERB
fbem-29710	117	20	team	team	NOUN
fbem-29710	117	21	performance	performance	NOUN
fbem-29710	117	22	evaluation	evaluation	NOUN
fbem-29710	117	23	application[j	application[j	PROPN
fbem-29710	117	24	]	]	PUNCT
fbem-29710	117	25	.	.	PUNCT
fbem-29710	118	1	kesatria	kesatria	PROPN
fbem-29710	118	2	:	:	PUNCT
fbem-29710	118	3	jurnal	jurnal	PROPN
fbem-29710	118	4	penerapan	penerapan	PROPN
fbem-29710	118	5	sistem	sistem	PROPN
fbem-29710	118	6	informasi	informasi	PROPN
fbem-29710	118	7	(	(	PUNCT
fbem-29710	118	8	komputer	komputer	PROPN
fbem-29710	118	9	dan	dan	PROPN
fbem-29710	118	10	manajemen	manajemen	PROPN
fbem-29710	118	11	)	)	PUNCT
fbem-29710	118	12	,	,	PUNCT
fbem-29710	118	13	2023	2023	NUM
fbem-29710	118	14	,	,	PUNCT
fbem-29710	118	15	4(4	4(4	NUM
fbem-29710	118	16	):	):	PUNCT
fbem-29710	118	17	1114	1114	NUM
fbem-29710	118	18	-	-	SYM
fbem-29710	118	19	1123	1123	NUM
fbem-29710	118	20	.	.	PUNCT
fbem-29710	119	1	[	[	X
fbem-29710	119	2	4	4	X
fbem-29710	119	3	]	]	X
fbem-29710	119	4	narang	narang	PROPN
fbem-29710	119	5	p	p	PROPN
fbem-29710	119	6	,	,	PUNCT
fbem-29710	119	7	mittal	mittal	PROPN
fbem-29710	119	8	p.	p.	NOUN
fbem-29710	119	9	implementation	implementation	NOUN
fbem-29710	119	10	of	of	ADP
fbem-29710	119	11	devops	devop	NOUN
fbem-29710	119	12	based	base	VERB
fbem-29710	119	13	hybrid	hybrid	NOUN
fbem-29710	119	14	model	model	NOUN
fbem-29710	119	15	for	for	ADP
fbem-29710	119	16	project	project	NOUN
fbem-29710	119	17	management	management	NOUN
fbem-29710	119	18	and	and	CCONJ
fbem-29710	119	19	deployment	deployment	NOUN
fbem-29710	119	20	using	use	VERB
fbem-29710	119	21	jenkins	jenkins	PROPN
fbem-29710	119	22	automation	automation	NOUN
fbem-29710	119	23	tool	tool	NOUN
fbem-29710	119	24	with	with	ADP
fbem-29710	119	25	plugins[j	plugins[j	PROPN
fbem-29710	119	26	]	]	PUNCT
fbem-29710	119	27	.	.	PUNCT
fbem-29710	120	1	international	international	ADJ
fbem-29710	120	2	journal	journal	PROPN
fbem-29710	120	3	of	of	ADP
fbem-29710	120	4	computer	computer	NOUN
fbem-29710	120	5	science	science	PROPN
fbem-29710	120	6	&	&	CCONJ
fbem-29710	120	7	network	network	PROPN
fbem-29710	120	8	security	security	NOUN
fbem-29710	120	9	,	,	PUNCT
fbem-29710	120	10	2022	2022	NUM
fbem-29710	120	11	,	,	PUNCT
fbem-29710	120	12	22(8	22(8	NUM
fbem-29710	120	13	):	):	PUNCT
fbem-29710	120	14	249	249	NUM
fbem-29710	120	15	-	-	SYM
fbem-29710	120	16	259	259	NUM
fbem-29710	120	17	.	.	PUNCT
fbem-29710	121	1	[	[	X
fbem-29710	121	2	5	5	NUM
fbem-29710	121	3	]	]	PUNCT
fbem-29710	121	4	gong	gong	NOUN
fbem-29710	121	5	l	l	PROPN
fbem-29710	121	6	,	,	PUNCT
fbem-29710	121	7	gong	gong	NOUN
fbem-29710	121	8	g	g	PROPN
fbem-29710	121	9	,	,	PUNCT
fbem-29710	121	10	ling	ling	NOUN
fbem-29710	121	11	x.	x.	NOUN
fbem-29710	121	12	practice	practice	NOUN
fbem-29710	121	13	of	of	ADP
fbem-29710	121	14	software	software	NOUN
fbem-29710	121	15	development	development	NOUN
fbem-29710	121	16	based	base	VERB
fbem-29710	121	17	on	on	ADP
fbem-29710	121	18	devops[j	devops[j	NUM
fbem-29710	121	19	]	]	PUNCT
fbem-29710	121	20	.	.	PUNCT
fbem-29710	122	1	forest	forest	NOUN
fbem-29710	122	2	chemicals	chemical	NOUN
fbem-29710	122	3	review	review	NOUN
fbem-29710	122	4	,	,	PUNCT
fbem-29710	122	5	2021	2021	NUM
fbem-29710	122	6	:	:	PUNCT
fbem-29710	122	7	12871302	12871302	NUM
fbem-29710	122	8	.	.	PUNCT
fbem-29710	123	1	[	[	X
fbem-29710	123	2	6	6	NUM
fbem-29710	123	3	]	]	X
fbem-29710	123	4	akbar	akbar	NOUN
fbem-29710	123	5	m	m	NOUN
fbem-29710	123	6	a	a	NOUN
fbem-29710	123	7	,	,	PUNCT
fbem-29710	123	8	khan	khan	PROPN
fbem-29710	123	9	a	a	DET
fbem-29710	123	10	a	a	PROPN
fbem-29710	123	11	,	,	PUNCT
fbem-29710	123	12	mahmood	mahmood	PROPN
fbem-29710	123	13	s	s	PROPN
fbem-29710	123	14	,	,	PUNCT
fbem-29710	123	15	et	et	PROPN
fbem-29710	123	16	al	al	PROPN
fbem-29710	123	17	.	.	PUNCT
fbem-29710	124	1	a	a	DET
fbem-29710	124	2	vision	vision	NOUN
fbem-29710	124	3	of	of	ADP
fbem-29710	124	4	devops	devop	NOUN
fbem-29710	124	5	requirements	requirement	NOUN
fbem-29710	124	6	change	change	VERB
fbem-29710	124	7	management	management	NOUN
fbem-29710	124	8	standardization[c]//2022	standardization[c]//2022	PART
fbem-29710	124	9	ieee	ieee	PROPN
fbem-29710	124	10	22nd	22nd	PROPN
fbem-29710	124	11	international	international	ADJ
fbem-29710	124	12	conference	conference	NOUN
fbem-29710	124	13	on	on	ADP
fbem-29710	124	14	software	software	NOUN
fbem-29710	124	15	quality	quality	NOUN
fbem-29710	124	16	,	,	PUNCT
fbem-29710	124	17	reliability	reliability	NOUN
fbem-29710	124	18	,	,	PUNCT
fbem-29710	124	19	and	and	CCONJ
fbem-29710	124	20	security	security	NOUN
fbem-29710	124	21	companion	companion	NOUN
fbem-29710	124	22	(	(	PUNCT
fbem-29710	124	23	qrs	qrs	PROPN
fbem-29710	124	24	-	-	PUNCT
fbem-29710	124	25	c	c	NOUN
fbem-29710	124	26	)	)	PUNCT
fbem-29710	124	27	.	.	PUNCT
fbem-29710	125	1	ieee	ieee	NOUN
fbem-29710	125	2	,	,	PUNCT
fbem-29710	125	3	2022	2022	NUM
fbem-29710	125	4	:	:	PUNCT
fbem-29710	125	5	587	587	NUM
fbem-29710	125	6	-	-	SYM
fbem-29710	125	7	592	592	NUM
fbem-29710	125	8	.	.	PUNCT
fbem-29710	126	1	[	[	X
fbem-29710	126	2	7	7	NUM
fbem-29710	126	3	]	]	X
fbem-29710	126	4	faaiz	faaiz	PROPN
fbem-29710	126	5	s	s	PROPN
fbem-29710	126	6	m	m	PROPN
fbem-29710	126	7	,	,	PUNCT
fbem-29710	126	8	khan	khan	PROPN
fbem-29710	126	9	s	s	PART
fbem-29710	126	10	u	u	PROPN
fbem-29710	126	11	r	r	PROPN
fbem-29710	126	12	,	,	PUNCT
fbem-29710	126	13	hussain	hussain	PROPN
fbem-29710	126	14	s	s	PROPN
fbem-29710	126	15	,	,	PUNCT
fbem-29710	126	16	et	et	PROPN
fbem-29710	126	17	al	al	PROPN
fbem-29710	126	18	.	.	PUNCT
fbem-29710	127	1	a	a	DET
fbem-29710	127	2	study	study	NOUN
fbem-29710	127	3	on	on	ADP
fbem-29710	127	4	management	management	NOUN
fbem-29710	127	5	challenges	challenge	NOUN
fbem-29710	127	6	and	and	CCONJ
fbem-29710	127	7	practices	practice	NOUN
fbem-29710	127	8	in	in	ADP
fbem-29710	127	9	devops	devop	NOUN
fbem-29710	127	10	[	[	X
fbem-29710	127	11	c	c	X
fbem-29710	127	12	]	]	X
fbem-29710	127	13	//proceedings	//proceeding	NOUN
fbem-29710	127	14	of	of	ADP
fbem-29710	127	15	the	the	DET
fbem-29710	127	16	27th	27th	ADJ
fbem-29710	127	17	international	international	ADJ
fbem-29710	127	18	conference	conference	NOUN
fbem-29710	127	19	on	on	ADP
fbem-29710	127	20	evaluation	evaluation	NOUN
fbem-29710	127	21	and	and	CCONJ
fbem-29710	127	22	assessment	assessment	NOUN
fbem-29710	127	23	in	in	ADP
fbem-29710	127	24	software	software	NOUN
fbem-29710	127	25	engineering	engineering	NOUN
fbem-29710	127	26	.	.	PUNCT
fbem-29710	128	1	2023	2023	NUM
fbem-29710	128	2	:	:	PUNCT
fbem-29710	128	3	430	430	NUM
fbem-29710	128	4	-	-	SYM
fbem-29710	128	5	437	437	NUM
fbem-29710	128	6	.	.	PUNCT
fbem-29710	129	1	[	[	X
fbem-29710	129	2	8	8	NUM
fbem-29710	129	3	]	]	X
fbem-29710	129	4	ma	ma	PROPN
fbem-29710	129	5	,	,	PUNCT
fbem-29710	129	6	k.	k.	PROPN
fbem-29710	129	7	(	(	PUNCT
fbem-29710	129	8	2024	2024	NUM
fbem-29710	129	9	)	)	PUNCT
fbem-29710	129	10	.	.	PUNCT
fbem-29710	130	1	employee	employee	NOUN
fbem-29710	130	2	satisfaction	satisfaction	NOUN
fbem-29710	130	3	and	and	CCONJ
fbem-29710	130	4	firm	firm	ADJ
fbem-29710	130	5	performance	performance	NOUN
fbem-29710	130	6	:	:	PUNCT
fbem-29710	130	7	evidence	evidence	NOUN
fbem-29710	130	8	from	from	ADP
fbem-29710	130	9	a	a	DET
fbem-29710	130	10	company	company	NOUN
fbem-29710	130	11	review	review	NOUN
fbem-29710	130	12	website	website	NOUN
fbem-29710	130	13	.	.	PUNCT
fbem-29710	131	1	international	international	ADJ
fbem-29710	131	2	journal	journal	PROPN
fbem-29710	131	3	of	of	ADP
fbem-29710	131	4	global	global	ADJ
fbem-29710	131	5	economics	economic	NOUN
fbem-29710	131	6	and	and	CCONJ
fbem-29710	131	7	management	management	NOUN
fbem-29710	131	8	,	,	PUNCT
fbem-29710	131	9	4(2	4(2	NUM
fbem-29710	131	10	)	)	PUNCT
fbem-29710	131	11	,	,	PUNCT
fbem-29710	131	12	407	407	NUM
fbem-29710	131	13	-	-	SYM
fbem-29710	131	14	416	416	NUM
fbem-29710	131	15	.	.	PUNCT
fbem-29710	132	1	[	[	X
fbem-29710	132	2	9	9	NUM
fbem-29710	132	3	]	]	SYM
fbem-29710	132	4	li	li	PROPN
fbem-29710	132	5	k	k	PROPN
fbem-29710	132	6	,	,	PUNCT
fbem-29710	132	7	wang	wang	PROPN
fbem-29710	132	8	j	j	PROPN
fbem-29710	132	9	,	,	PUNCT
fbem-29710	132	10	wu	wu	PROPN
fbem-29710	132	11	x	x	AUX
fbem-29710	132	12	,	,	PUNCT
fbem-29710	132	13	et	et	PROPN
fbem-29710	132	14	al	al	PROPN
fbem-29710	132	15	.	.	PUNCT
fbem-29710	132	16	optimizing	optimize	VERB
fbem-29710	132	17	automated	automate	VERB
fbem-29710	132	18	picking	picking	NOUN
fbem-29710	132	19	systems	system	NOUN
fbem-29710	132	20	in	in	ADP
fbem-29710	132	21	warehouse	warehouse	NOUN
fbem-29710	132	22	robots	robot	NOUN
fbem-29710	132	23	using	use	VERB
fbem-29710	132	24	machine	machine	NOUN
fbem-29710	132	25	learning[j	learning[j	NOUN
fbem-29710	132	26	]	]	PUNCT
fbem-29710	132	27	.	.	PUNCT
fbem-29710	133	1	arxiv	arxiv	PROPN
fbem-29710	133	2	preprint	preprint	PROPN
fbem-29710	133	3	arxiv:2408.16633	arxiv:2408.16633	PROPN
fbem-29710	133	4	,	,	PUNCT
fbem-29710	133	5	2024	2024	NUM
fbem-29710	133	6	.	.	PUNCT
fbem-29710	134	1	[	[	X
fbem-29710	134	2	10	10	NUM
fbem-29710	134	3	]	]	X
fbem-29710	134	4	cheng	cheng	PROPN
fbem-29710	134	5	y	y	PROPN
fbem-29710	134	6	,	,	PUNCT
fbem-29710	134	7	yang	yang	PROPN
fbem-29710	134	8	q	q	PROPN
fbem-29710	134	9	,	,	PUNCT
fbem-29710	134	10	wang	wang	PROPN
fbem-29710	134	11	l	l	PROPN
fbem-29710	134	12	,	,	PUNCT
fbem-29710	134	13	xiang	xiang	PROPN
fbem-29710	134	14	a	a	PROPN
fbem-29710	134	15	,	,	PUNCT
fbem-29710	134	16	zhang	zhang	PROPN
fbem-29710	134	17	j.	j.	PROPN
fbem-29710	134	18	research	research	PROPN
fbem-29710	134	19	on	on	ADP
fbem-29710	134	20	credit	credit	NOUN
fbem-29710	134	21	risk	risk	NOUN
fbem-29710	134	22	early	early	ADJ
fbem-29710	134	23	warning	warning	NOUN
fbem-29710	134	24	model	model	NOUN
fbem-29710	134	25	of	of	ADP
fbem-29710	134	26	commercial	commercial	ADJ
fbem-29710	134	27	banks	bank	NOUN
fbem-29710	134	28	based	base	VERB
fbem-29710	134	29	on	on	ADP
fbem-29710	134	30	neural	neural	ADJ
fbem-29710	134	31	network	network	NOUN
fbem-29710	134	32	algorithm[j	algorithm[j	PROPN
fbem-29710	134	33	]	]	PUNCT
fbem-29710	134	34	.	.	PUNCT
fbem-29710	135	1	financial	financial	ADJ
fbem-29710	135	2	engineering	engineering	NOUN
fbem-29710	135	3	and	and	CCONJ
fbem-29710	135	4	risk	risk	NOUN
fbem-29710	135	5	management	management	NOUN
fbem-29710	135	6	,	,	PUNCT
fbem-29710	135	7	2024	2024	NUM
fbem-29710	135	8	,	,	PUNCT
fbem-29710	135	9	7(4	7(4	NUM
fbem-29710	135	10	):	):	PUNCT
fbem-29710	135	11	20	20	NUM
fbem-29710	135	12	-	-	SYM
fbem-29710	135	13	395	395	NUM
fbem-29710	135	14	.	.	PUNCT
fbem-29710	136	1	[	[	X
fbem-29710	136	2	11	11	NUM
fbem-29710	136	3	]	]	X
fbem-29710	136	4	ma	ma	PROPN
fbem-29710	136	5	k.	k.	PROPN
fbem-29710	136	6	employee	employee	PROPN
fbem-29710	136	7	satisfaction	satisfaction	NOUN
fbem-29710	136	8	and	and	CCONJ
fbem-29710	136	9	firm	firm	ADJ
fbem-29710	136	10	performance	performance	NOUN
fbem-29710	136	11	:	:	PUNCT
fbem-29710	136	12	evidence	evidence	NOUN
fbem-29710	136	13	from	from	ADP
fbem-29710	136	14	a	a	DET
fbem-29710	136	15	company	company	NOUN
fbem-29710	136	16	review	review	NOUN
fbem-29710	136	17	website	website	NOUN
fbem-29710	136	18	[	[	X
fbem-29710	136	19	j	j	X
fbem-29710	136	20	]	]	X
fbem-29710	136	21	.	.	PUNCT
fbem-29710	137	1	international	international	ADJ
fbem-29710	137	2	journal	journal	PROPN
fbem-29710	137	3	of	of	ADP
fbem-29710	137	4	global	global	ADJ
fbem-29710	137	5	economics	economic	NOUN
fbem-29710	137	6	and	and	CCONJ
fbem-29710	137	7	management	management	NOUN
fbem-29710	137	8	,	,	PUNCT
fbem-29710	137	9	2024	2024	NUM
fbem-29710	137	10	,	,	PUNCT
fbem-29710	137	11	4(2	4(2	NUM
fbem-29710	137	12	):	):	PUNCT
fbem-29710	137	13	407	407	NUM
fbem-29710	137	14	-	-	SYM
fbem-29710	137	15	416	416	NUM
fbem-29710	137	16	.	.	PUNCT
fbem-29710	138	1	[	[	X
fbem-29710	138	2	12	12	NUM
fbem-29710	138	3	]	]	PUNCT
fbem-29710	138	4	qiao	qiao	PROPN
fbem-29710	138	5	y	y	PROPN
fbem-29710	138	6	,	,	PUNCT
fbem-29710	138	7	et	et	PROPN
fbem-29710	138	8	al	al	PROPN
fbem-29710	138	9	.	.	PUNCT
fbem-29710	138	10	robust	robust	ADJ
fbem-29710	138	11	domain	domain	NOUN
fbem-29710	138	12	generalization	generalization	NOUN
fbem-29710	138	13	for	for	ADP
fbem-29710	138	14	multi	multi	ADJ
fbem-29710	138	15	-	-	ADJ
fbem-29710	138	16	modal	modal	ADJ
fbem-29710	138	17	object	object	NOUN
fbem-29710	138	18	recognition[c]//2024	recognition[c]//2024	PROPN
fbem-29710	138	19	5th	5th	ADJ
fbem-29710	138	20	international	international	ADJ
fbem-29710	138	21	conference	conference	NOUN
fbem-29710	138	22	on	on	ADP
fbem-29710	138	23	artificial	artificial	ADJ
fbem-29710	138	24	intelligence	intelligence	NOUN
fbem-29710	138	25	and	and	CCONJ
fbem-29710	138	26	electromechanical	electromechanical	ADJ
fbem-29710	138	27	automation	automation	NOUN
fbem-29710	138	28	(	(	PUNCT
fbem-29710	138	29	aiea	aiea	NOUN
fbem-29710	138	30	)	)	PUNCT
fbem-29710	138	31	.	.	PUNCT
fbem-29710	139	1	shenzhen	shenzhen	PROPN
fbem-29710	139	2	,	,	PUNCT
fbem-29710	139	3	china	china	PROPN
fbem-29710	139	4	:	:	PUNCT
fbem-29710	139	5	ieee	ieee	NOUN
fbem-29710	139	6	,	,	PUNCT
fbem-29710	139	7	2024	2024	NUM
fbem-29710	139	8	:	:	PUNCT
fbem-29710	139	9	392	392	NUM
fbem-29710	139	10	-	-	SYM
fbem-29710	139	11	397	397	NUM
fbem-29710	139	12	.	.	PUNCT
fbem-29710	140	1	[	[	X
fbem-29710	140	2	13	13	NUM
fbem-29710	140	3	]	]	X
fbem-29710	140	4	fu	fu	NOUN
fbem-29710	140	5	s	s	NOUN
fbem-29710	140	6	,	,	PUNCT
fbem-29710	140	7	wymore	wymore	ADV
fbem-29710	140	8	m	m	VERB
fbem-29710	140	9	l	l	NOUN
fbem-29710	140	10	,	,	PUNCT
fbem-29710	140	11	chang	chang	PROPN
fbem-29710	140	12	t	t	PROPN
fbem-29710	140	13	,	,	PUNCT
fbem-29710	140	14	qiao	qiao	PROPN
fbem-29710	140	15	d.	d.	PROPN
fbem-29710	140	16	continuous	continuous	PROPN
fbem-29710	140	17	user	user	NOUN
fbem-29710	140	18	authentication	authentication	NOUN
fbem-29710	140	19	based	base	VERB
fbem-29710	140	20	on	on	ADP
fbem-29710	140	21	context	context	NOUN
fbem-29710	140	22	-	-	PUNCT
fbem-29710	140	23	emphasized	emphasize	VERB
fbem-29710	140	24	behavior	behavior	NOUN
fbem-29710	140	25	profiling[c]//2019	profiling[c]//2019	PRON
fbem-29710	140	26	ieee	ieee	VERB
fbem-29710	140	27	43rd	43rd	ADJ
fbem-29710	140	28	annual	annual	ADJ
fbem-29710	140	29	computer	computer	NOUN
fbem-29710	140	30	software	software	NOUN
fbem-29710	140	31	and	and	CCONJ
fbem-29710	140	32	applications	application	NOUN
fbem-29710	140	33	conference	conference	NOUN
fbem-29710	140	34	(	(	PUNCT
fbem-29710	140	35	compsac	compsac	NOUN
fbem-29710	140	36	)	)	PUNCT
fbem-29710	140	37	.	.	PUNCT
fbem-29710	141	1	vol	vol	NOUN
fbem-29710	141	2	.	.	PROPN
fbem-29710	142	1	2	2	NUM
fbem-29710	142	2	,	,	PUNCT
fbem-29710	142	3	ieee	ieee	NOUN
fbem-29710	142	4	,	,	PUNCT
fbem-29710	142	5	2019	2019	NUM
fbem-29710	142	6	:	:	PUNCT
fbem-29710	142	7	598	598	NUM
fbem-29710	142	8	-	-	SYM
fbem-29710	142	9	603	603	NUM
fbem-29710	142	10	.	.	PUNCT
fbem-29710	143	1	[	[	X
fbem-29710	143	2	14	14	NUM
fbem-29710	143	3	]	]	X
fbem-29710	143	4	zhan	zhan	PROPN
fbem-29710	143	5	w	w	PROPN
fbem-29710	143	6	,	,	PUNCT
fbem-29710	143	7	chen	chen	PROPN
fbem-29710	143	8	y	y	PROPN
fbem-29710	143	9	,	,	PUNCT
fbem-29710	143	10	liu	liu	PROPN
fbem-29710	143	11	q	q	PROPN
fbem-29710	143	12	,	,	PUNCT
fbem-29710	143	13	et	et	PROPN
fbem-29710	143	14	al	al	PROPN
fbem-29710	143	15	.	.	PUNCT
fbem-29710	143	16	simultaneous	simultaneous	ADJ
fbem-29710	143	17	prediction	prediction	NOUN
fbem-29710	143	18	of	of	ADP
fbem-29710	143	19	petrophysical	petrophysical	ADJ
fbem-29710	143	20	properties	property	NOUN
fbem-29710	143	21	and	and	CCONJ
fbem-29710	143	22	formation	formation	NOUN
fbem-29710	143	23	layered	layer	VERB
fbem-29710	143	24	thickness	thickness	NOUN
fbem-29710	143	25	from	from	ADP
fbem-29710	143	26	acoustic	acoustic	ADJ
fbem-29710	143	27	logging	log	VERB
fbem-29710	143	28	data	datum	NOUN
fbem-29710	143	29	using	use	VERB
fbem-29710	143	30	a	a	DET
fbem-29710	143	31	modular	modular	ADJ
fbem-29710	143	32	cascading	cascade	VERB
fbem-29710	143	33	residual	residual	ADJ
fbem-29710	143	34	neural	neural	ADJ
fbem-29710	143	35	network	network	NOUN
fbem-29710	143	36	(	(	PUNCT
fbem-29710	143	37	mcarnn	mcarnn	PROPN
fbem-29710	143	38	)	)	PUNCT
fbem-29710	143	39	with	with	ADP
fbem-29710	143	40	physical	physical	PROPN
fbem-29710	143	41	constraints[j	constraints[j	PROPN
fbem-29710	143	42	]	]	PUNCT
fbem-29710	143	43	.	.	PUNCT
fbem-29710	144	1	journal	journal	PROPN
fbem-29710	144	2	of	of	ADP
fbem-29710	144	3	applied	apply	VERB
fbem-29710	144	4	geophysics	geophysic	NOUN
fbem-29710	144	5	,	,	PUNCT
fbem-29710	144	6	2024	2024	NUM
fbem-29710	144	7	,	,	PUNCT
fbem-29710	144	8	224	224	NUM
fbem-29710	144	9	:	:	SYM
fbem-29710	144	10	105362	105362	NUM
fbem-29710	144	11	.	.	PUNCT
fbem-29710	145	1	[	[	X
fbem-29710	145	2	15	15	NUM
fbem-29710	145	3	]	]	X
fbem-29710	145	4	cheng	cheng	PROPN
fbem-29710	145	5	y	y	PROPN
fbem-29710	145	6	,	,	PUNCT
fbem-29710	145	7	guo	guo	PROPN
fbem-29710	145	8	j	j	PROPN
fbem-29710	145	9	,	,	PUNCT
fbem-29710	145	10	long	long	PROPN
fbem-29710	145	11	s	s	PROPN
fbem-29710	145	12	,	,	PUNCT
fbem-29710	145	13	et	et	PROPN
fbem-29710	145	14	al	al	PROPN
fbem-29710	145	15	.	.	PROPN
fbem-29710	145	16	advanced	advanced	ADJ
fbem-29710	145	17	financial	financial	ADJ
fbem-29710	145	18	fraud	fraud	NOUN
fbem-29710	145	19	detection	detection	NOUN
fbem-29710	145	20	using	use	VERB
fbem-29710	145	21	gnn	gnn	NOUN
fbem-29710	145	22	-	-	PUNCT
fbem-29710	145	23	cl	cl	NOUN
fbem-29710	145	24	model[c]//2024	model[c]//2024	NUM
fbem-29710	145	25	international	international	ADJ
fbem-29710	145	26	conference	conference	NOUN
fbem-29710	145	27	on	on	ADP
fbem-29710	145	28	computers	computer	NOUN
fbem-29710	145	29	,	,	PUNCT
fbem-29710	145	30	information	information	NOUN
fbem-29710	145	31	processing	processing	NOUN
fbem-29710	145	32	and	and	CCONJ
fbem-29710	145	33	advanced	advanced	ADJ
fbem-29710	145	34	education	education	NOUN
fbem-29710	145	35	(	(	PUNCT
fbem-29710	145	36	cipae	cipae	NOUN
fbem-29710	145	37	)	)	PUNCT
fbem-29710	145	38	.	.	PUNCT
fbem-29710	146	1	ieee	ieee	NOUN
fbem-29710	146	2	,	,	PUNCT
fbem-29710	146	3	2024	2024	NUM
fbem-29710	146	4	:	:	PUNCT
fbem-29710	146	5	453	453	NUM
fbem-29710	146	6	-	-	SYM
fbem-29710	146	7	460	460	NUM
fbem-29710	146	8	.	.	PUNCT
fbem-29710	147	1	[	[	X
fbem-29710	147	2	16	16	NUM
fbem-29710	147	3	]	]	X
fbem-29710	147	4	wang	wang	PROPN
fbem-29710	147	5	l	l	PROPN
fbem-29710	147	6	,	,	PUNCT
fbem-29710	147	7	cheng	cheng	PROPN
fbem-29710	147	8	y	y	PROPN
fbem-29710	147	9	,	,	PUNCT
fbem-29710	147	10	xiang	xiang	PROPN
fbem-29710	147	11	a	a	PROPN
fbem-29710	147	12	,	,	PUNCT
fbem-29710	147	13	zhang	zhang	PROPN
fbem-29710	147	14	j	j	PROPN
fbem-29710	147	15	,	,	PUNCT
fbem-29710	147	16	yang	yang	PROPN
fbem-29710	147	17	h.	h.	PROPN
fbem-29710	147	18	application	application	NOUN
fbem-29710	147	19	of	of	ADP
fbem-29710	147	20	natural	natural	ADJ
fbem-29710	147	21	language	language	NOUN
fbem-29710	147	22	processing	processing	NOUN
fbem-29710	147	23	in	in	ADP
fbem-29710	147	24	financial	financial	ADJ
fbem-29710	147	25	risk	risk	NOUN
fbem-29710	147	26	detection[j	detection[j	PROPN
fbem-29710	147	27	]	]	PUNCT
fbem-29710	147	28	.	.	PUNCT
fbem-29710	148	1	financial	financial	ADJ
fbem-29710	148	2	engineering	engineering	NOUN
fbem-29710	148	3	and	and	CCONJ
fbem-29710	148	4	risk	risk	NOUN
fbem-29710	148	5	management	management	NOUN
fbem-29710	148	6	,	,	PUNCT
fbem-29710	148	7	2024	2024	NUM
fbem-29710	148	8	,	,	PUNCT
fbem-29710	148	9	7(4	7(4	NUM
fbem-29710	148	10	):	):	PUNCT
fbem-29710	148	11	1577	1577	NUM
fbem-29710	148	12	.	.	PUNCT
fbem-29710	149	1	[	[	X
fbem-29710	149	2	17	17	NUM
fbem-29710	149	3	]	]	X
fbem-29710	149	4	wang	wang	PROPN
fbem-29710	149	5	l	l	PROPN
fbem-29710	149	6	,	,	PUNCT
fbem-29710	149	7	cheng	cheng	PROPN
fbem-29710	149	8	y	y	PROPN
fbem-29710	149	9	,	,	PUNCT
fbem-29710	149	10	gong	gong	PROPN
fbem-29710	149	11	h	h	PROPN
fbem-29710	149	12	,	,	PUNCT
fbem-29710	149	13	et	et	PROPN
fbem-29710	149	14	al	al	PROPN
fbem-29710	149	15	.	.	PROPN
fbem-29710	149	16	research	research	NOUN
fbem-29710	149	17	on	on	ADP
fbem-29710	149	18	dynamic	dynamic	ADJ
fbem-29710	149	19	data	datum	NOUN
fbem-29710	149	20	flow	flow	NOUN
fbem-29710	149	21	anomaly	anomaly	NOUN
fbem-29710	149	22	detection	detection	NOUN
fbem-29710	149	23	based	base	VERB
fbem-29710	149	24	on	on	ADP
fbem-29710	149	25	machine	machine	NOUN
fbem-29710	149	26	learning[c]//2024	learning[c]//2024	DET
fbem-29710	149	27	3rd	3rd	ADJ
fbem-29710	149	28	international	international	ADJ
fbem-29710	149	29	conference	conference	NOUN
fbem-29710	149	30	on	on	ADP
fbem-29710	149	31	electronics	electronic	NOUN
fbem-29710	149	32	and	and	CCONJ
fbem-29710	149	33	information	information	NOUN
fbem-29710	149	34	technology	technology	NOUN
fbem-29710	149	35	(	(	PUNCT
fbem-29710	149	36	eit	eit	NOUN
fbem-29710	149	37	)	)	PUNCT
fbem-29710	149	38	.	.	PUNCT
fbem-29710	150	1	ieee	ieee	NOUN
fbem-29710	150	2	,	,	PUNCT
fbem-29710	150	3	2024	2024	NUM
fbem-29710	150	4	:	:	PUNCT
fbem-29710	150	5	953	953	NUM
fbem-29710	150	6	-	-	SYM
fbem-29710	150	7	956	956	NUM
fbem-29710	150	8	.	.	PUNCT