id	sid	tid	token	lemma	pos
ajema-1553	1	1	129	129	NUM
ajema-1553	1	2	a	a	DET
ajema-1553	1	3	journal	journal	NOUN
ajema-1553	1	4	of	of	ADP
ajema-1553	1	5	the	the	DET
ajema-1553	1	6	american	american	PROPN
ajema-1553	1	7	journal	journal	PROPN
ajema-1553	1	8	of	of	ADP
ajema-1553	1	9	engineering	engineering	NOUN
ajema-1553	1	10	,	,	PUNCT
ajema-1553	1	11	mechanics	mechanic	NOUN
ajema-1553	1	12	and	and	CCONJ
ajema-1553	1	13	architecture	architecture	NOUN
ajema-1553	1	14	www	www	NOUN
ajema-1553	1	15	.	.	PUNCT
ajema-1553	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-1553	2	2	american	american	PROPN
ajema-1553	2	3	journal	journal	PROPN
ajema-1553	2	4	of	of	ADP
ajema-1553	2	5	engineering	engineering	NOUN
ajema-1553	2	6	,	,	PUNCT
ajema-1553	2	7	mechanics	mechanic	NOUN
ajema-1553	2	8	and	and	CCONJ
ajema-1553	2	9	architecture	architecture	NOUN
ajema-1553	2	10	volume	volume	NOUN
ajema-1553	2	11	01	01	NUM
ajema-1553	2	12	,	,	PUNCT
ajema-1553	2	13	issue	issue	NOUN
ajema-1553	2	14	09	09	NUM
ajema-1553	2	15	,	,	PUNCT
ajema-1553	2	16	2023	2023	NUM
ajema-1553	2	17	issn	issn	X
ajema-1553	2	18	(	(	PUNCT
ajema-1553	2	19	e	e	NOUN
ajema-1553	2	20	):	):	PUNCT
ajema-1553	2	21	2993	2993	NUM
ajema-1553	2	22	-	-	SYM
ajema-1553	2	23	2637	2637	NUM
ajema-1553	2	24	automated	automate	VERB
ajema-1553	2	25	workflow	workflow	NOUN
ajema-1553	2	26	optimization	optimization	NOUN
ajema-1553	2	27	system	system	NOUN
ajema-1553	2	28	for	for	ADP
ajema-1553	2	29	enterprise	enterprise	NOUN
ajema-1553	2	30	resource	resource	NOUN
ajema-1553	2	31	planning	planning	NOUN
ajema-1553	2	32	andrew	andrew	PROPN
ajema-1553	2	33	lee	lee	PROPN
ajema-1553	2	34	school	school	PROPN
ajema-1553	2	35	of	of	ADP
ajema-1553	2	36	engineering	engineering	NOUN
ajema-1553	2	37	,	,	PUNCT
ajema-1553	2	38	university	university	PROPN
ajema-1553	2	39	of	of	ADP
ajema-1553	2	40	southern	southern	PROPN
ajema-1553	2	41	california	california	PROPN
ajema-1553	2	42	,	,	PUNCT
ajema-1553	2	43	usa	usa	PROPN
ajema-1553	2	44	fransisco	fransisco	PROPN
ajema-1553	2	45	a	a	PROPN
ajema-1553	2	46	diaz	diaz	PROPN
ajema-1553	2	47	researcher	researcher	NOUN
ajema-1553	2	48	,	,	PUNCT
ajema-1553	2	49	federal	federal	ADJ
ajema-1553	2	50	university	university	PROPN
ajema-1553	2	51	of	of	ADP
ajema-1553	2	52	minas	minas	PROPN
ajema-1553	2	53	gerais	gerais	PROPN
ajema-1553	2	54	,	,	PUNCT
ajema-1553	2	55	brazil	brazil	PROPN
ajema-1553	2	56	zaira	zaira	PROPN
ajema-1553	2	57	khan	khan	PROPN
ajema-1553	2	58	department	department	PROPN
ajema-1553	2	59	of	of	ADP
ajema-1553	2	60	computer	computer	NOUN
ajema-1553	2	61	science	science	NOUN
ajema-1553	2	62	,	,	PUNCT
ajema-1553	2	63	university	university	NOUN
ajema-1553	2	64	of	of	ADP
ajema-1553	2	65	bonn	bonn	PROPN
ajema-1553	2	66	,	,	PUNCT
ajema-1553	2	67	germany	germany	PROPN
ajema-1553	2	68	abstract	abstract	ADJ
ajema-1553	2	69	enterprise	enterprise	NOUN
ajema-1553	2	70	resource	resource	NOUN
ajema-1553	2	71	planning	planning	NOUN
ajema-1553	2	72	(	(	PUNCT
ajema-1553	2	73	erp	erp	NOUN
ajema-1553	2	74	)	)	PUNCT
ajema-1553	2	75	systems	system	NOUN
ajema-1553	2	76	generate	generate	VERB
ajema-1553	2	77	large	large	ADJ
ajema-1553	2	78	amounts	amount	NOUN
ajema-1553	2	79	of	of	ADP
ajema-1553	2	80	invoice	invoice	NOUN
ajema-1553	2	81	processing	processing	NOUN
ajema-1553	2	82	data	datum	NOUN
ajema-1553	2	83	that	that	PRON
ajema-1553	2	84	can	can	AUX
ajema-1553	2	85	be	be	AUX
ajema-1553	2	86	leveraged	leverage	VERB
ajema-1553	2	87	to	to	PART
ajema-1553	2	88	optimize	optimize	VERB
ajema-1553	2	89	related	related	ADJ
ajema-1553	2	90	workflows	workflow	NOUN
ajema-1553	2	91	and	and	CCONJ
ajema-1553	2	92	reduce	reduce	VERB
ajema-1553	2	93	costs	cost	NOUN
ajema-1553	2	94	.	.	PUNCT
ajema-1553	3	1	however	however	ADV
ajema-1553	3	2	,	,	PUNCT
ajema-1553	3	3	current	current	ADJ
ajema-1553	3	4	manual	manual	NOUN
ajema-1553	3	5	and	and	CCONJ
ajema-1553	3	6	template	template	NOUN
ajema-1553	3	7	-	-	PUNCT
ajema-1553	3	8	based	base	VERB
ajema-1553	3	9	methods	method	NOUN
ajema-1553	3	10	for	for	ADP
ajema-1553	3	11	erp	erp	NOUN
ajema-1553	3	12	workflow	workflow	NOUN
ajema-1553	3	13	optimization	optimization	NOUN
ajema-1553	3	14	are	be	AUX
ajema-1553	3	15	inefficient	inefficient	ADJ
ajema-1553	3	16	and	and	CCONJ
ajema-1553	3	17	limited	limited	ADJ
ajema-1553	3	18	.	.	PUNCT
ajema-1553	4	1	this	this	DET
ajema-1553	4	2	paper	paper	NOUN
ajema-1553	4	3	proposes	propose	VERB
ajema-1553	4	4	an	an	DET
ajema-1553	4	5	automated	automate	VERB
ajema-1553	4	6	invoice	invoice	NOUN
ajema-1553	4	7	workflow	workflow	NOUN
ajema-1553	4	8	optimization	optimization	NOUN
ajema-1553	4	9	system	system	NOUN
ajema-1553	4	10	that	that	PRON
ajema-1553	4	11	utilizes	utilize	VERB
ajema-1553	4	12	artificial	artificial	ADJ
ajema-1553	4	13	intelligence	intelligence	NOUN
ajema-1553	4	14	to	to	PART
ajema-1553	4	15	analyze	analyze	VERB
ajema-1553	4	16	erp	erp	PROPN
ajema-1553	4	17	invoice	invoice	PROPN
ajema-1553	4	18	data	datum	NOUN
ajema-1553	4	19	and	and	CCONJ
ajema-1553	4	20	dynamically	dynamically	ADV
ajema-1553	4	21	optimize	optimize	VERB
ajema-1553	4	22	workflows	workflow	NOUN
ajema-1553	4	23	.	.	PUNCT
ajema-1553	5	1	the	the	DET
ajema-1553	5	2	system	system	NOUN
ajema-1553	5	3	collects	collect	VERB
ajema-1553	5	4	comprehensive	comprehensive	ADJ
ajema-1553	5	5	invoice	invoice	NOUN
ajema-1553	5	6	process	process	NOUN
ajema-1553	5	7	data	datum	NOUN
ajema-1553	5	8	and	and	CCONJ
ajema-1553	5	9	applies	apply	VERB
ajema-1553	5	10	techniques	technique	NOUN
ajema-1553	5	11	like	like	ADP
ajema-1553	5	12	machine	machine	NOUN
ajema-1553	5	13	learning	learning	NOUN
ajema-1553	5	14	,	,	PUNCT
ajema-1553	5	15	process	process	NOUN
ajema-1553	5	16	mining	mining	NOUN
ajema-1553	5	17	,	,	PUNCT
ajema-1553	5	18	and	and	CCONJ
ajema-1553	5	19	statistical	statistical	ADJ
ajema-1553	5	20	analysis	analysis	NOUN
ajema-1553	5	21	to	to	PART
ajema-1553	5	22	identify	identify	VERB
ajema-1553	5	23	workflow	workflow	NOUN
ajema-1553	5	24	optimization	optimization	NOUN
ajema-1553	5	25	opportunities	opportunity	NOUN
ajema-1553	5	26	.	.	PUNCT
ajema-1553	6	1	it	it	PRON
ajema-1553	6	2	then	then	ADV
ajema-1553	6	3	generates	generate	VERB
ajema-1553	6	4	an	an	DET
ajema-1553	6	5	improved	improved	ADJ
ajema-1553	6	6	target	target	NOUN
ajema-1553	6	7	workflow	workflow	NOUN
ajema-1553	6	8	by	by	ADP
ajema-1553	6	9	removing	remove	VERB
ajema-1553	6	10	redundant	redundant	ADJ
ajema-1553	6	11	steps	step	NOUN
ajema-1553	6	12	,	,	PUNCT
ajema-1553	6	13	automating	automate	VERB
ajema-1553	6	14	tasks	task	NOUN
ajema-1553	6	15	,	,	PUNCT
ajema-1553	6	16	adjusting	adjust	VERB
ajema-1553	6	17	risk	risk	NOUN
ajema-1553	6	18	-	-	PUNCT
ajema-1553	6	19	based	base	VERB
ajema-1553	6	20	approval	approval	NOUN
ajema-1553	6	21	orders	order	NOUN
ajema-1553	6	22	,	,	PUNCT
ajema-1553	6	23	and	and	CCONJ
ajema-1553	6	24	implementing	implement	VERB
ajema-1553	6	25	other	other	ADJ
ajema-1553	6	26	enhancements	enhancement	NOUN
ajema-1553	6	27	.	.	PUNCT
ajema-1553	7	1	a	a	DET
ajema-1553	7	2	continuous	continuous	ADJ
ajema-1553	7	3	feedback	feedback	NOUN
ajema-1553	7	4	loop	loop	NOUN
ajema-1553	7	5	enables	enable	VERB
ajema-1553	7	6	the	the	DET
ajema-1553	7	7	system	system	NOUN
ajema-1553	7	8	to	to	PART
ajema-1553	7	9	learn	learn	VERB
ajema-1553	7	10	from	from	ADP
ajema-1553	7	11	results	result	NOUN
ajema-1553	7	12	and	and	CCONJ
ajema-1553	7	13	progressively	progressively	ADV
ajema-1553	7	14	improve	improve	VERB
ajema-1553	7	15	over	over	ADP
ajema-1553	7	16	time	time	NOUN
ajema-1553	7	17	.	.	PUNCT
ajema-1553	8	1	by	by	ADP
ajema-1553	8	2	combining	combine	VERB
ajema-1553	8	3	data	data	NOUN
ajema-1553	8	4	-	-	PUNCT
ajema-1553	8	5	driven	drive	VERB
ajema-1553	8	6	analytics	analytic	NOUN
ajema-1553	8	7	with	with	ADP
ajema-1553	8	8	ai	ai	ADJ
ajema-1553	8	9	-	-	PUNCT
ajema-1553	8	10	powered	power	VERB
ajema-1553	8	11	optimization	optimization	NOUN
ajema-1553	8	12	algorithms	algorithm	NOUN
ajema-1553	8	13	,	,	PUNCT
ajema-1553	8	14	this	this	DET
ajema-1553	8	15	intelligent	intelligent	ADJ
ajema-1553	8	16	system	system	NOUN
ajema-1553	8	17	delivers	deliver	VERB
ajema-1553	8	18	superior	superior	ADJ
ajema-1553	8	19	,	,	PUNCT
ajema-1553	8	20	adaptive	adaptive	ADJ
ajema-1553	8	21	business	business	NOUN
ajema-1553	8	22	process	process	NOUN
ajema-1553	8	23	enhancements	enhancement	NOUN
ajema-1553	8	24	.	.	PUNCT
ajema-1553	9	1	this	this	DET
ajema-1553	9	2	approach	approach	NOUN
ajema-1553	9	3	represents	represent	VERB
ajema-1553	9	4	a	a	DET
ajema-1553	9	5	major	major	ADJ
ajema-1553	9	6	advancement	advancement	NOUN
ajema-1553	9	7	over	over	ADP
ajema-1553	9	8	manual	manual	ADJ
ajema-1553	9	9	analysis	analysis	NOUN
ajema-1553	9	10	and	and	CCONJ
ajema-1553	9	11	static	static	ADJ
ajema-1553	9	12	best	good	ADJ
ajema-1553	9	13	practice	practice	NOUN
ajema-1553	9	14	workflows	workflow	NOUN
ajema-1553	9	15	for	for	ADP
ajema-1553	9	16	erp	erp	NOUN
ajema-1553	9	17	optimization	optimization	NOUN
ajema-1553	9	18	.	.	PUNCT
ajema-1553	10	1	keywords	keyword	NOUN
ajema-1553	10	2	:	:	PUNCT
ajema-1553	10	3	erp	erp	ADJ
ajema-1553	10	4	,	,	PUNCT
ajema-1553	10	5	workflow	workflow	NOUN
ajema-1553	10	6	system	system	NOUN
ajema-1553	10	7	,	,	PUNCT
ajema-1553	10	8	invoice	invoice	NOUN
ajema-1553	10	9	process	process	NOUN
ajema-1553	10	10	,	,	PUNCT
ajema-1553	10	11	risk	risk	NOUN
ajema-1553	10	12	management	management	NOUN
ajema-1553	10	13	.	.	PUNCT
ajema-1553	11	1	introduction	introduction	NOUN
ajema-1553	11	2	companies	company	NOUN
ajema-1553	11	3	frequently	frequently	ADV
ajema-1553	11	4	use	use	VERB
ajema-1553	11	5	enterprise	enterprise	NOUN
ajema-1553	11	6	resource	resource	NOUN
ajema-1553	11	7	planning	planning	NOUN
ajema-1553	11	8	(	(	PUNCT
ajema-1553	11	9	erp	erp	NOUN
ajema-1553	11	10	)	)	PUNCT
ajema-1553	11	11	systems	system	NOUN
ajema-1553	11	12	to	to	PART
ajema-1553	11	13	manage	manage	VERB
ajema-1553	11	14	various	various	ADJ
ajema-1553	11	15	business	business	NOUN
ajema-1553	11	16	processes	process	NOUN
ajema-1553	11	17	like	like	ADP
ajema-1553	11	18	accounting	accounting	NOUN
ajema-1553	11	19	,	,	PUNCT
ajema-1553	11	20	procurement	procurement	NOUN
ajema-1553	11	21	,	,	PUNCT
ajema-1553	11	22	project	project	NOUN
ajema-1553	11	23	management	management	NOUN
ajema-1553	11	24	,	,	PUNCT
ajema-1553	11	25	risk	risk	NOUN
ajema-1553	11	26	management	management	NOUN
ajema-1553	11	27	,	,	PUNCT
ajema-1553	11	28	and	and	CCONJ
ajema-1553	11	29	supply	supply	NOUN
ajema-1553	11	30	chain	chain	NOUN
ajema-1553	11	31	operations	operation	NOUN
ajema-1553	11	32	.	.	PUNCT
ajema-1553	12	1	the	the	DET
ajema-1553	12	2	invoice	invoice	NOUN
ajema-1553	12	3	process	process	NOUN
ajema-1553	12	4	,	,	PUNCT
ajema-1553	12	5	which	which	PRON
ajema-1553	12	6	involves	involve	VERB
ajema-1553	12	7	receiving	receive	VERB
ajema-1553	12	8	invoices	invoice	NOUN
ajema-1553	12	9	from	from	ADP
ajema-1553	12	10	suppliers	supplier	NOUN
ajema-1553	12	11	,	,	PUNCT
ajema-1553	12	12	approving	approve	VERB
ajema-1553	12	13	invoices	invoice	NOUN
ajema-1553	12	14	,	,	PUNCT
ajema-1553	12	15	matching	match	VERB
ajema-1553	12	16	invoices	invoice	NOUN
ajema-1553	12	17	to	to	PART
ajema-1553	12	18	purchase	purchase	VERB
ajema-1553	12	19	orders	order	NOUN
ajema-1553	12	20	,	,	PUNCT
ajema-1553	12	21	applying	apply	VERB
ajema-1553	12	22	discounts	discount	NOUN
ajema-1553	12	23	or	or	CCONJ
ajema-1553	12	24	charges	charge	NOUN
ajema-1553	12	25	,	,	PUNCT
ajema-1553	12	26	scheduling	scheduling	NOUN
ajema-1553	12	27	payments	payment	NOUN
ajema-1553	12	28	,	,	PUNCT
ajema-1553	12	29	and	and	CCONJ
ajema-1553	12	30	reconciling	reconciling	NOUN
ajema-1553	12	31	accounts	account	NOUN
ajema-1553	12	32	,	,	PUNCT
ajema-1553	12	33	is	be	AUX
ajema-1553	12	34	a	a	DET
ajema-1553	12	35	key	key	ADJ
ajema-1553	12	36	process	process	NOUN
ajema-1553	12	37	that	that	PRON
ajema-1553	12	38	erp	erp	PROPN
ajema-1553	12	39	systems	system	NOUN
ajema-1553	12	40	manage	manage	VERB
ajema-1553	12	41	.	.	PUNCT
ajema-1553	13	1	manually	manually	ADV
ajema-1553	13	2	managing	manage	VERB
ajema-1553	13	3	erp	erp	PROPN
ajema-1553	13	4	invoice	invoice	NOUN
ajema-1553	13	5	workflows	workflow	NOUN
ajema-1553	13	6	can	can	AUX
ajema-1553	13	7	be	be	AUX
ajema-1553	13	8	time	time	NOUN
ajema-1553	13	9	-	-	PUNCT
ajema-1553	13	10	consuming	consume	VERB
ajema-1553	13	11	,	,	PUNCT
ajema-1553	13	12	labor	labor	NOUN
ajema-1553	13	13	-	-	PUNCT
ajema-1553	13	14	intensive	intensive	ADJ
ajema-1553	13	15	,	,	PUNCT
ajema-1553	13	16	and	and	CCONJ
ajema-1553	13	17	prone	prone	ADJ
ajema-1553	13	18	to	to	ADP
ajema-1553	13	19	errors	error	NOUN
ajema-1553	13	20	.	.	PUNCT
ajema-1553	14	1	companies	company	NOUN
ajema-1553	14	2	using	use	VERB
ajema-1553	14	3	erp	erp	PROPN
ajema-1553	14	4	systems	system	NOUN
ajema-1553	14	5	often	often	ADV
ajema-1553	14	6	have	have	VERB
ajema-1553	14	7	a	a	DET
ajema-1553	14	8	need	need	NOUN
ajema-1553	14	9	to	to	PART
ajema-1553	14	10	optimize	optimize	VERB
ajema-1553	14	11	their	their	PRON
ajema-1553	14	12	invoice	invoice	NOUN
ajema-1553	14	13	workflows	workflow	NOUN
ajema-1553	14	14	to	to	PART
ajema-1553	14	15	reduce	reduce	VERB
ajema-1553	14	16	costs	cost	NOUN
ajema-1553	14	17	and	and	CCONJ
ajema-1553	14	18	improve	improve	VERB
ajema-1553	14	19	efficiency	efficiency	NOUN
ajema-1553	14	20	.	.	PUNCT
ajema-1553	15	1	however	however	ADV
ajema-1553	15	2	,	,	PUNCT
ajema-1553	15	3	optimizing	optimize	VERB
ajema-1553	15	4	workflows	workflow	NOUN
ajema-1553	15	5	typically	typically	ADV
ajema-1553	15	6	requires	require	VERB
ajema-1553	15	7	extensive	extensive	ADJ
ajema-1553	15	8	analysis	analysis	NOUN
ajema-1553	15	9	of	of	ADP
ajema-1553	15	10	process	process	NOUN
ajema-1553	15	11	data	datum	NOUN
ajema-1553	15	12	by	by	ADP
ajema-1553	15	13	skilled	skilled	ADJ
ajema-1553	15	14	personnel	personnel	NOUN
ajema-1553	15	15	.	.	PUNCT
ajema-1553	16	1	there	there	PRON
ajema-1553	16	2	is	be	VERB
ajema-1553	16	3	a	a	DET
ajema-1553	16	4	need	need	NOUN
ajema-1553	16	5	for	for	ADP
ajema-1553	16	6	an	an	DET
ajema-1553	16	7	automated	automate	VERB
ajema-1553	16	8	system	system	NOUN
ajema-1553	16	9	that	that	PRON
ajema-1553	16	10	can	can	AUX
ajema-1553	16	11	analyze	analyze	VERB
ajema-1553	16	12	erp	erp	NOUN
ajema-1553	16	13	invoice	invoice	NOUN
ajema-1553	16	14	processing	processing	NOUN
ajema-1553	16	15	data	datum	NOUN
ajema-1553	16	16	and	and	CCONJ
ajema-1553	16	17	optimize	optimize	VERB
ajema-1553	16	18	workflows	workflow	NOUN
ajema-1553	16	19	.	.	PUNCT
ajema-1553	17	1	current	current	ADJ
ajema-1553	17	2	workflow	workflow	NOUN
ajema-1553	17	3	optimization	optimization	NOUN
ajema-1553	17	4	methods	method	NOUN
ajema-1553	17	5	rely	rely	VERB
ajema-1553	17	6	heavily	heavily	ADV
ajema-1553	17	7	on	on	ADP
ajema-1553	17	8	manual	manual	ADJ
ajema-1553	17	9	analysis	analysis	NOUN
ajema-1553	17	10	by	by	ADP
ajema-1553	17	11	business	business	NOUN
ajema-1553	17	12	process	process	NOUN
ajema-1553	17	13	experts	expert	NOUN
ajema-1553	17	14	.	.	PUNCT
ajema-1553	18	1	this	this	DET
ajema-1553	18	2	analysis	analysis	NOUN
ajema-1553	18	3	is	be	AUX
ajema-1553	18	4	based	base	VERB
ajema-1553	18	5	on	on	ADP
ajema-1553	18	6	examining	examine	VERB
ajema-1553	18	7	workflow	workflow	NOUN
ajema-1553	18	8	documentation	documentation	NOUN
ajema-1553	18	9	and	and	CCONJ
ajema-1553	18	10	manually	manually	ADV
ajema-1553	18	11	observing	observe	VERB
ajema-1553	18	12	a	a	DET
ajema-1553	18	13	small	small	ADJ
ajema-1553	18	14	number	number	NOUN
ajema-1553	18	15	of	of	ADP
ajema-1553	18	16	workflow	workflow	NOUN
ajema-1553	18	17	instances	instance	NOUN
ajema-1553	18	18	.	.	PUNCT
ajema-1553	19	1	the	the	DET
ajema-1553	19	2	expert	expert	NOUN
ajema-1553	19	3	will	will	AUX
ajema-1553	19	4	then	then	ADV
ajema-1553	19	5	try	try	VERB
ajema-1553	19	6	to	to	PART
ajema-1553	19	7	identify	identify	VERB
ajema-1553	19	8	130	130	NUM
ajema-1553	19	9	a	a	DET
ajema-1553	19	10	journal	journal	NOUN
ajema-1553	19	11	of	of	ADP
ajema-1553	19	12	the	the	DET
ajema-1553	19	13	american	american	PROPN
ajema-1553	19	14	journal	journal	PROPN
ajema-1553	19	15	of	of	ADP
ajema-1553	19	16	engineering	engineering	NOUN
ajema-1553	19	17	,	,	PUNCT
ajema-1553	19	18	mechanics	mechanic	NOUN
ajema-1553	19	19	and	and	CCONJ
ajema-1553	19	20	architecture	architecture	NOUN
ajema-1553	19	21	www	www	NOUN
ajema-1553	19	22	.	.	PUNCT
ajema-1553	20	1	grnjournal.us	grnjournal.us	X
ajema-1553	20	2	optimization	optimization	NOUN
ajema-1553	20	3	opportunities	opportunity	NOUN
ajema-1553	20	4	based	base	VERB
ajema-1553	20	5	on	on	ADP
ajema-1553	20	6	limited	limited	ADJ
ajema-1553	20	7	data	datum	NOUN
ajema-1553	20	8	and	and	CCONJ
ajema-1553	20	9	human	human	ADJ
ajema-1553	20	10	judgment	judgment	NOUN
ajema-1553	20	11	.	.	PUNCT
ajema-1553	21	1	this	this	DET
ajema-1553	21	2	approach	approach	NOUN
ajema-1553	21	3	is	be	AUX
ajema-1553	21	4	timeconsuming	timeconsuming	ADJ
ajema-1553	21	5	,	,	PUNCT
ajema-1553	21	6	subjective	subjective	ADJ
ajema-1553	21	7	,	,	PUNCT
ajema-1553	21	8	and	and	CCONJ
ajema-1553	21	9	results	result	NOUN
ajema-1553	21	10	in	in	ADP
ajema-1553	21	11	suboptimal	suboptimal	ADJ
ajema-1553	21	12	workflows	workflow	NOUN
ajema-1553	21	13	due	due	ADP
ajema-1553	21	14	to	to	ADP
ajema-1553	21	15	a	a	DET
ajema-1553	21	16	lack	lack	NOUN
ajema-1553	21	17	of	of	ADP
ajema-1553	21	18	comprehensive	comprehensive	ADJ
ajema-1553	21	19	data	datum	NOUN
ajema-1553	21	20	.	.	PUNCT
ajema-1553	22	1	another	another	DET
ajema-1553	22	2	approach	approach	NOUN
ajema-1553	22	3	commonly	commonly	ADV
ajema-1553	22	4	used	use	VERB
ajema-1553	22	5	is	be	AUX
ajema-1553	22	6	applying	apply	VERB
ajema-1553	22	7	general	general	ADJ
ajema-1553	22	8	best	good	ADJ
ajema-1553	22	9	practice	practice	NOUN
ajema-1553	22	10	templates	template	NOUN
ajema-1553	22	11	to	to	PART
ajema-1553	22	12	improve	improve	VERB
ajema-1553	22	13	workflow	workflow	NOUN
ajema-1553	22	14	.	.	PUNCT
ajema-1553	23	1	however	however	ADV
ajema-1553	23	2	,	,	PUNCT
ajema-1553	23	3	these	these	DET
ajema-1553	23	4	templates	template	NOUN
ajema-1553	23	5	incorporate	incorporate	VERB
ajema-1553	23	6	generic	generic	ADJ
ajema-1553	23	7	assumptions	assumption	NOUN
ajema-1553	23	8	that	that	PRON
ajema-1553	23	9	may	may	AUX
ajema-1553	23	10	not	not	PART
ajema-1553	23	11	apply	apply	VERB
ajema-1553	23	12	to	to	ADP
ajema-1553	23	13	the	the	DET
ajema-1553	23	14	specific	specific	ADJ
ajema-1553	23	15	process	process	NOUN
ajema-1553	23	16	being	be	AUX
ajema-1553	23	17	optimized	optimize	VERB
ajema-1553	23	18	.	.	PUNCT
ajema-1553	24	1	additionally	additionally	ADV
ajema-1553	24	2	,	,	PUNCT
ajema-1553	24	3	best	good	ADJ
ajema-1553	24	4	practice	practice	NOUN
ajema-1553	24	5	templates	template	NOUN
ajema-1553	24	6	remain	remain	VERB
ajema-1553	24	7	static	static	ADJ
ajema-1553	24	8	and	and	CCONJ
ajema-1553	24	9	do	do	AUX
ajema-1553	24	10	not	not	PART
ajema-1553	24	11	continue	continue	VERB
ajema-1553	24	12	to	to	PART
ajema-1553	24	13	improve	improve	VERB
ajema-1553	24	14	over	over	ADP
ajema-1553	24	15	time	time	NOUN
ajema-1553	24	16	.	.	PUNCT
ajema-1553	25	1	automated	automate	VERB
ajema-1553	25	2	business	business	NOUN
ajema-1553	25	3	process	process	NOUN
ajema-1553	25	4	optimization	optimization	NOUN
ajema-1553	25	5	tools	tool	NOUN
ajema-1553	25	6	exist	exist	VERB
ajema-1553	25	7	on	on	ADP
ajema-1553	25	8	the	the	DET
ajema-1553	25	9	market	market	NOUN
ajema-1553	25	10	,	,	PUNCT
ajema-1553	25	11	but	but	CCONJ
ajema-1553	25	12	they	they	PRON
ajema-1553	25	13	focus	focus	VERB
ajema-1553	25	14	mainly	mainly	ADV
ajema-1553	25	15	on	on	ADP
ajema-1553	25	16	modeling	modeling	NOUN
ajema-1553	25	17	,	,	PUNCT
ajema-1553	25	18	simulation	simulation	NOUN
ajema-1553	25	19	,	,	PUNCT
ajema-1553	25	20	and	and	CCONJ
ajema-1553	25	21	monitoring	monitor	VERB
ajema-1553	25	22	capabilities	capability	NOUN
ajema-1553	25	23	.	.	PUNCT
ajema-1553	26	1	these	these	DET
ajema-1553	26	2	tools	tool	NOUN
ajema-1553	26	3	allow	allow	VERB
ajema-1553	26	4	businesses	business	NOUN
ajema-1553	26	5	to	to	PART
ajema-1553	26	6	model	model	VERB
ajema-1553	26	7	their	their	PRON
ajema-1553	26	8	workflows	workflow	NOUN
ajema-1553	26	9	for	for	ADP
ajema-1553	26	10	analysis	analysis	NOUN
ajema-1553	26	11	purposes	purpose	NOUN
ajema-1553	26	12	and	and	CCONJ
ajema-1553	26	13	simulate	simulate	VERB
ajema-1553	26	14	the	the	DET
ajema-1553	26	15	effects	effect	NOUN
ajema-1553	26	16	of	of	ADP
ajema-1553	26	17	changes	change	NOUN
ajema-1553	26	18	,	,	PUNCT
ajema-1553	26	19	but	but	CCONJ
ajema-1553	26	20	they	they	PRON
ajema-1553	26	21	fall	fall	VERB
ajema-1553	26	22	short	short	ADV
ajema-1553	26	23	of	of	ADP
ajema-1553	26	24	dynamically	dynamically	ADV
ajema-1553	26	25	optimizing	optimize	VERB
ajema-1553	26	26	workflows	workflow	NOUN
ajema-1553	26	27	.	.	PUNCT
ajema-1553	27	1	there	there	PRON
ajema-1553	27	2	is	be	VERB
ajema-1553	27	3	a	a	DET
ajema-1553	27	4	need	need	NOUN
ajema-1553	27	5	for	for	ADP
ajema-1553	27	6	a	a	DET
ajema-1553	27	7	system	system	NOUN
ajema-1553	27	8	that	that	PRON
ajema-1553	27	9	can	can	AUX
ajema-1553	27	10	combine	combine	VERB
ajema-1553	27	11	intelligent	intelligent	ADJ
ajema-1553	27	12	analytics	analytic	NOUN
ajema-1553	27	13	with	with	ADP
ajema-1553	27	14	automated	automate	VERB
ajema-1553	27	15	optimization	optimization	NOUN
ajema-1553	27	16	of	of	ADP
ajema-1553	27	17	real	real	ADJ
ajema-1553	27	18	workflows	workflow	NOUN
ajema-1553	27	19	.	.	PUNCT
ajema-1553	28	1	an	an	DET
ajema-1553	28	2	intelligent	intelligent	ADJ
ajema-1553	28	3	automated	automate	VERB
ajema-1553	28	4	system	system	NOUN
ajema-1553	28	5	that	that	PRON
ajema-1553	28	6	leverages	leverage	VERB
ajema-1553	28	7	artificial	artificial	ADJ
ajema-1553	28	8	intelligence	intelligence	NOUN
ajema-1553	28	9	on	on	ADP
ajema-1553	28	10	workflow	workflow	NOUN
ajema-1553	28	11	process	process	NOUN
ajema-1553	28	12	data	datum	NOUN
ajema-1553	28	13	can	can	AUX
ajema-1553	28	14	overcome	overcome	VERB
ajema-1553	28	15	the	the	DET
ajema-1553	28	16	limitations	limitation	NOUN
ajema-1553	28	17	of	of	ADP
ajema-1553	28	18	current	current	ADJ
ajema-1553	28	19	optimization	optimization	NOUN
ajema-1553	28	20	methods	method	NOUN
ajema-1553	28	21	.	.	PUNCT
ajema-1553	29	1	by	by	ADP
ajema-1553	29	2	automatically	automatically	ADV
ajema-1553	29	3	gathering	gather	VERB
ajema-1553	29	4	comprehensive	comprehensive	ADJ
ajema-1553	29	5	process	process	NOUN
ajema-1553	29	6	data	datum	NOUN
ajema-1553	29	7	,	,	PUNCT
ajema-1553	29	8	applying	apply	VERB
ajema-1553	29	9	data	datum	NOUN
ajema-1553	29	10	science	science	NOUN
ajema-1553	29	11	techniques	technique	NOUN
ajema-1553	29	12	to	to	PART
ajema-1553	29	13	identify	identify	VERB
ajema-1553	29	14	optimization	optimization	NOUN
ajema-1553	29	15	opportunities	opportunity	NOUN
ajema-1553	29	16	,	,	PUNCT
ajema-1553	29	17	generating	generate	VERB
ajema-1553	29	18	improved	improved	ADJ
ajema-1553	29	19	workflow	workflow	NOUN
ajema-1553	29	20	designs	design	NOUN
ajema-1553	29	21	,	,	PUNCT
ajema-1553	29	22	and	and	CCONJ
ajema-1553	29	23	continuously	continuously	ADV
ajema-1553	29	24	learning	learn	VERB
ajema-1553	29	25	from	from	ADP
ajema-1553	29	26	the	the	DET
ajema-1553	29	27	results	result	NOUN
ajema-1553	29	28	,	,	PUNCT
ajema-1553	29	29	such	such	DET
ajema-1553	29	30	a	a	DET
ajema-1553	29	31	system	system	NOUN
ajema-1553	29	32	can	can	AUX
ajema-1553	29	33	provide	provide	VERB
ajema-1553	29	34	superior	superior	ADJ
ajema-1553	29	35	business	business	NOUN
ajema-1553	29	36	workflow	workflow	NOUN
ajema-1553	29	37	improvements	improvement	NOUN
ajema-1553	29	38	over	over	ADP
ajema-1553	29	39	time	time	NOUN
ajema-1553	29	40	.	.	PUNCT
ajema-1553	30	1	summary	summary	NOUN
ajema-1553	30	2	:	:	PUNCT
ajema-1553	30	3	this	this	DET
ajema-1553	30	4	invention	invention	NOUN
ajema-1553	30	5	is	be	AUX
ajema-1553	30	6	an	an	DET
ajema-1553	30	7	automated	automate	VERB
ajema-1553	30	8	workflow	workflow	NOUN
ajema-1553	30	9	optimization	optimization	NOUN
ajema-1553	30	10	system	system	NOUN
ajema-1553	30	11	that	that	PRON
ajema-1553	30	12	uses	use	VERB
ajema-1553	30	13	artificial	artificial	ADJ
ajema-1553	30	14	intelligence	intelligence	NOUN
ajema-1553	30	15	(	(	PUNCT
ajema-1553	30	16	ai	ai	NOUN
ajema-1553	30	17	)	)	PUNCT
ajema-1553	30	18	to	to	PART
ajema-1553	30	19	analyze	analyze	VERB
ajema-1553	30	20	erp	erp	NOUN
ajema-1553	30	21	invoice	invoice	NOUN
ajema-1553	30	22	processing	processing	NOUN
ajema-1553	30	23	data	datum	NOUN
ajema-1553	30	24	and	and	CCONJ
ajema-1553	30	25	optimize	optimize	VERB
ajema-1553	30	26	related	relate	VERB
ajema-1553	30	27	workflows	workflow	NOUN
ajema-1553	30	28	.	.	PUNCT
ajema-1553	31	1	the	the	DET
ajema-1553	31	2	system	system	NOUN
ajema-1553	31	3	includes	include	VERB
ajema-1553	31	4	a	a	DET
ajema-1553	31	5	data	data	NOUN
ajema-1553	31	6	collection	collection	NOUN
ajema-1553	31	7	module	module	NOUN
ajema-1553	31	8	,	,	PUNCT
ajema-1553	31	9	a	a	DET
ajema-1553	31	10	workflow	workflow	NOUN
ajema-1553	31	11	analysis	analysis	NOUN
ajema-1553	31	12	module	module	NOUN
ajema-1553	31	13	,	,	PUNCT
ajema-1553	31	14	a	a	DET
ajema-1553	31	15	workflow	workflow	NOUN
ajema-1553	31	16	optimization	optimization	NOUN
ajema-1553	31	17	module	module	NOUN
ajema-1553	31	18	,	,	PUNCT
ajema-1553	31	19	and	and	CCONJ
ajema-1553	31	20	a	a	DET
ajema-1553	31	21	learning	learning	NOUN
ajema-1553	31	22	module	module	NOUN
ajema-1553	31	23	.	.	PUNCT
ajema-1553	32	1	the	the	DET
ajema-1553	32	2	data	data	NOUN
ajema-1553	32	3	collection	collection	NOUN
ajema-1553	32	4	module	module	NOUN
ajema-1553	32	5	gathers	gather	VERB
ajema-1553	32	6	detailed	detailed	ADJ
ajema-1553	32	7	data	datum	NOUN
ajema-1553	32	8	on	on	ADP
ajema-1553	32	9	erp	erp	PROPN
ajema-1553	32	10	invoice	invoice	NOUN
ajema-1553	32	11	processes	process	NOUN
ajema-1553	32	12	,	,	PUNCT
ajema-1553	32	13	including	include	VERB
ajema-1553	32	14	steps	step	NOUN
ajema-1553	32	15	,	,	PUNCT
ajema-1553	32	16	timing	timing	NOUN
ajema-1553	32	17	,	,	PUNCT
ajema-1553	32	18	personnel	personnel	NOUN
ajema-1553	32	19	,	,	PUNCT
ajema-1553	32	20	approvals	approval	NOUN
ajema-1553	32	21	,	,	PUNCT
ajema-1553	32	22	exceptions	exception	NOUN
ajema-1553	32	23	,	,	PUNCT
ajema-1553	32	24	and	and	CCONJ
ajema-1553	32	25	bottlenecks	bottleneck	NOUN
ajema-1553	32	26	.	.	PUNCT
ajema-1553	33	1	this	this	DET
ajema-1553	33	2	data	data	NOUN
ajema-1553	33	3	is	be	AUX
ajema-1553	33	4	aggregated	aggregate	VERB
ajema-1553	33	5	into	into	ADP
ajema-1553	33	6	an	an	DET
ajema-1553	33	7	analysis	analysis	NOUN
ajema-1553	33	8	dataset	dataset	VERB
ajema-1553	33	9	.	.	PUNCT
ajema-1553	34	1	sources	source	NOUN
ajema-1553	34	2	of	of	ADP
ajema-1553	34	3	data	datum	NOUN
ajema-1553	34	4	include	include	VERB
ajema-1553	34	5	:	:	PUNCT
ajema-1553	34	6			NOUN
ajema-1553	34	7	workflow	workflow	NOUN
ajema-1553	34	8	logs	log	NOUN
ajema-1553	34	9	that	that	PRON
ajema-1553	34	10	record	record	VERB
ajema-1553	34	11	the	the	DET
ajema-1553	34	12	process	process	NOUN
ajema-1553	34	13	instance	instance	NOUN
ajema-1553	34	14	steps	step	NOUN
ajema-1553	34	15	,	,	PUNCT
ajema-1553	34	16	timing	timing	NOUN
ajema-1553	34	17	,	,	PUNCT
ajema-1553	34	18	and	and	CCONJ
ajema-1553	34	19	personnel	personnel	NOUN
ajema-1553	34	20	as	as	SCONJ
ajema-1553	34	21	invoices	invoice	NOUN
ajema-1553	34	22	are	be	AUX
ajema-1553	34	23	processed	process	VERB
ajema-1553	34	24	.	.	PUNCT
ajema-1553	35	1			PRON
ajema-1553	35	2	invoice	invoice	PROPN
ajema-1553	35	3	data	datum	NOUN
ajema-1553	35	4	includes	include	VERB
ajema-1553	35	5	details	detail	NOUN
ajema-1553	35	6	of	of	ADP
ajema-1553	35	7	purchases	purchase	NOUN
ajema-1553	35	8	,	,	PUNCT
ajema-1553	35	9	discounts	discount	NOUN
ajema-1553	35	10	,	,	PUNCT
ajema-1553	35	11	charges	charge	NOUN
ajema-1553	35	12	,	,	PUNCT
ajema-1553	35	13	reconciliation	reconciliation	NOUN
ajema-1553	35	14	,	,	PUNCT
ajema-1553	35	15	etc	etc	X
ajema-1553	35	16	.	.	X
ajema-1553	35	17			NOUN
ajema-1553	35	18	personnel	personnel	NOUN
ajema-1553	35	19	data	datum	NOUN
ajema-1553	35	20	such	such	ADJ
ajema-1553	35	21	as	as	ADP
ajema-1553	35	22	roles	role	NOUN
ajema-1553	35	23	,	,	PUNCT
ajema-1553	35	24	departments	department	NOUN
ajema-1553	35	25	,	,	PUNCT
ajema-1553	35	26	and	and	CCONJ
ajema-1553	35	27	approval	approval	NOUN
ajema-1553	35	28	limits	limit	NOUN
ajema-1553	35	29			NOUN
ajema-1553	35	30	exception	exception	NOUN
ajema-1553	35	31	logs	log	VERB
ajema-1553	35	32	that	that	DET
ajema-1553	35	33	document	document	NOUN
ajema-1553	35	34	errors	error	NOUN
ajema-1553	35	35	or	or	CCONJ
ajema-1553	35	36	delays	delay	NOUN
ajema-1553	35	37	.	.	PUNCT
ajema-1553	36	1			PRON
ajema-1553	36	2	planning	plan	VERB
ajema-1553	36	3	data	datum	NOUN
ajema-1553	36	4	such	such	ADJ
ajema-1553	36	5	as	as	ADP
ajema-1553	36	6	process	process	NOUN
ajema-1553	36	7	targets	target	NOUN
ajema-1553	36	8	or	or	CCONJ
ajema-1553	36	9	schedules	schedule	VERB
ajema-1553	36	10	the	the	DET
ajema-1553	36	11	workflow	workflow	NOUN
ajema-1553	36	12	analysis	analysis	NOUN
ajema-1553	36	13	module	module	NOUN
ajema-1553	36	14	uses	use	VERB
ajema-1553	36	15	ai	ai	VERB
ajema-1553	36	16	algorithms	algorithm	NOUN
ajema-1553	36	17	to	to	PART
ajema-1553	36	18	analyze	analyze	VERB
ajema-1553	36	19	the	the	DET
ajema-1553	36	20	dataset	dataset	NOUN
ajema-1553	36	21	and	and	CCONJ
ajema-1553	36	22	identify	identify	VERB
ajema-1553	36	23	opportunities	opportunity	NOUN
ajema-1553	36	24	to	to	PART
ajema-1553	36	25	streamline	streamline	VERB
ajema-1553	36	26	the	the	DET
ajema-1553	36	27	invoice	invoice	NOUN
ajema-1553	36	28	process	process	NOUN
ajema-1553	36	29	.	.	PUNCT
ajema-1553	37	1	the	the	DET
ajema-1553	37	2	analysis	analysis	NOUN
ajema-1553	37	3	determines	determine	VERB
ajema-1553	37	4	redundant	redundant	ADJ
ajema-1553	37	5	or	or	CCONJ
ajema-1553	37	6	low	low	ADJ
ajema-1553	37	7	-	-	PUNCT
ajema-1553	37	8	value	value	NOUN
ajema-1553	37	9	steps	step	NOUN
ajema-1553	37	10	,	,	PUNCT
ajema-1553	37	11	sources	source	NOUN
ajema-1553	37	12	of	of	ADP
ajema-1553	37	13	delays	delay	NOUN
ajema-1553	37	14	,	,	PUNCT
ajema-1553	37	15	inefficient	inefficient	ADJ
ajema-1553	37	16	routing	routing	NOUN
ajema-1553	37	17	of	of	ADP
ajema-1553	37	18	work	work	NOUN
ajema-1553	37	19	,	,	PUNCT
ajema-1553	37	20	and	and	CCONJ
ajema-1553	37	21	other	other	ADJ
ajema-1553	37	22	process	process	NOUN
ajema-1553	37	23	optimization	optimization	NOUN
ajema-1553	37	24	opportunities	opportunity	NOUN
ajema-1553	37	25	.	.	PUNCT
ajema-1553	38	1	analysis	analysis	NOUN
ajema-1553	38	2	techniques	technique	NOUN
ajema-1553	38	3	may	may	AUX
ajema-1553	38	4	include	include	VERB
ajema-1553	38	5	:	:	PUNCT
ajema-1553	38	6			NOUN
ajema-1553	38	7	process	process	NOUN
ajema-1553	38	8	mining	mining	NOUN
ajema-1553	38	9	algorithms	algorithm	NOUN
ajema-1553	38	10	that	that	PRON
ajema-1553	38	11	compare	compare	VERB
ajema-1553	38	12	actual	actual	ADJ
ajema-1553	38	13	workflows	workflow	NOUN
ajema-1553	38	14	to	to	ADP
ajema-1553	38	15	ideal	ideal	ADJ
ajema-1553	38	16	models	model	NOUN
ajema-1553	38	17			NOUN
ajema-1553	38	18	machine	machine	NOUN
ajema-1553	38	19	learning	learn	VERB
ajema-1553	38	20	to	to	PART
ajema-1553	38	21	detect	detect	VERB
ajema-1553	38	22	patterns	pattern	NOUN
ajema-1553	38	23	and	and	CCONJ
ajema-1553	38	24	correlations	correlation	NOUN
ajema-1553	38	25	in	in	ADP
ajema-1553	38	26	workflow	workflow	NOUN
ajema-1553	38	27	data	datum	NOUN
ajema-1553	38	28	.	.	PUNCT
ajema-1553	39	1			X
ajema-1553	39	2	heuristic	heuristic	NOUN
ajema-1553	39	3	-	-	PUNCT
ajema-1553	39	4	based	base	VERB
ajema-1553	39	5	rules	rule	NOUN
ajema-1553	39	6	encoding	encode	VERB
ajema-1553	39	7	internal	internal	ADJ
ajema-1553	39	8	best	good	ADJ
ajema-1553	39	9	practices	practice	NOUN
ajema-1553	39	10	and	and	CCONJ
ajema-1553	39	11	human	human	ADJ
ajema-1553	39	12	expertise	expertise	NOUN
ajema-1553	39	13	.	.	PUNCT
ajema-1553	40	1			X
ajema-1553	40	2	statistical	statistical	ADJ
ajema-1553	40	3	analysis	analysis	NOUN
ajema-1553	40	4	reveals	reveal	VERB
ajema-1553	40	5	process	process	NOUN
ajema-1553	40	6	bottlenecks	bottleneck	NOUN
ajema-1553	40	7	and	and	CCONJ
ajema-1553	40	8	anomalies	anomaly	NOUN
ajema-1553	40	9	.	.	PUNCT
ajema-1553	41	1	based	base	VERB
ajema-1553	41	2	on	on	ADP
ajema-1553	41	3	the	the	DET
ajema-1553	41	4	analysis	analysis	NOUN
ajema-1553	41	5	,	,	PUNCT
ajema-1553	41	6	the	the	DET
ajema-1553	41	7	workflow	workflow	NOUN
ajema-1553	41	8	optimization	optimization	NOUN
ajema-1553	41	9	module	module	NOUN
ajema-1553	41	10	applies	apply	VERB
ajema-1553	41	11	rules	rule	NOUN
ajema-1553	41	12	and	and	CCONJ
ajema-1553	41	13	heuristics	heuristic	NOUN
ajema-1553	41	14	to	to	PART
ajema-1553	41	15	generate	generate	VERB
ajema-1553	41	16	an	an	DET
ajema-1553	41	17	optimized	optimize	VERB
ajema-1553	41	18	target	target	NOUN
ajema-1553	41	19	workflow	workflow	NOUN
ajema-1553	41	20	.	.	PUNCT
ajema-1553	42	1	the	the	DET
ajema-1553	42	2	optimized	optimize	VERB
ajema-1553	42	3	workflow	workflow	NOUN
ajema-1553	42	4	removes	remove	VERB
ajema-1553	42	5	redundant	redundant	ADJ
ajema-1553	42	6	approvals	approval	NOUN
ajema-1553	42	7	,	,	PUNCT
ajema-1553	42	8	changes	change	VERB
ajema-1553	42	9	sequential	sequential	ADJ
ajema-1553	42	10	steps	step	NOUN
ajema-1553	42	11	to	to	PART
ajema-1553	42	12	parallel	parallel	VERB
ajema-1553	42	13	,	,	PUNCT
ajema-1553	42	14	sets	set	VERB
ajema-1553	42	15	approval	approval	NOUN
ajema-1553	42	16	orders	order	NOUN
ajema-1553	42	17	based	base	VERB
ajema-1553	42	18	on	on	ADP
ajema-1553	42	19	risk	risk	NOUN
ajema-1553	42	20	,	,	PUNCT
ajema-1553	42	21	prioritizes	prioritize	VERB
ajema-1553	42	22	high	high	ADJ
ajema-1553	42	23	-	-	PUNCT
ajema-1553	42	24	value	value	NOUN
ajema-1553	42	25	activities	activity	NOUN
ajema-1553	42	26	,	,	PUNCT
ajema-1553	42	27	and	and	CCONJ
ajema-1553	42	28	implements	implement	VERB
ajema-1553	42	29	other	other	ADJ
ajema-1553	42	30	enhancements	enhancement	NOUN
ajema-1553	42	31	.	.	PUNCT
ajema-1553	43	1	some	some	DET
ajema-1553	43	2	examples	example	NOUN
ajema-1553	43	3	of	of	ADP
ajema-1553	43	4	optimization	optimization	NOUN
ajema-1553	43	5	actions	action	NOUN
ajema-1553	43	6	include	include	VERB
ajema-1553	43	7	:	:	PUNCT
ajema-1553	43	8			X
ajema-1553	43	9	removing	remove	VERB
ajema-1553	43	10	redundant	redundant	ADJ
ajema-1553	43	11	invoice	invoice	NOUN
ajema-1553	43	12	approvals	approval	NOUN
ajema-1553	43	13	that	that	PRON
ajema-1553	43	14	do	do	AUX
ajema-1553	43	15	not	not	PART
ajema-1553	43	16	improve	improve	VERB
ajema-1553	43	17	risk	risk	NOUN
ajema-1553	43	18	coverage	coverage	NOUN
ajema-1553	43	19	.	.	PUNCT
ajema-1553	44	1			NOUN
ajema-1553	44	2	enabling	enable	VERB
ajema-1553	44	3	automated	automate	VERB
ajema-1553	44	4	matching	matching	NOUN
ajema-1553	44	5	and	and	CCONJ
ajema-1553	44	6	confirmation	confirmation	NOUN
ajema-1553	44	7	for	for	ADP
ajema-1553	44	8	low	low	ADJ
ajema-1553	44	9	-	-	PUNCT
ajema-1553	44	10	risk	risk	NOUN
ajema-1553	44	11	invoices	invoice	NOUN
ajema-1553	44	12	131	131	NUM
ajema-1553	44	13	a	a	DET
ajema-1553	44	14	journal	journal	NOUN
ajema-1553	44	15	of	of	ADP
ajema-1553	44	16	the	the	DET
ajema-1553	44	17	american	american	PROPN
ajema-1553	44	18	journal	journal	PROPN
ajema-1553	44	19	of	of	ADP
ajema-1553	44	20	engineering	engineering	NOUN
ajema-1553	44	21	,	,	PUNCT
ajema-1553	44	22	mechanics	mechanic	NOUN
ajema-1553	44	23	and	and	CCONJ
ajema-1553	44	24	architecture	architecture	NOUN
ajema-1553	44	25	www	www	NOUN
ajema-1553	44	26	.	.	PUNCT
ajema-1553	45	1	grnjournal.us	grnjournal.us	X
ajema-1553	45	2			NOUN
ajema-1553	46	1	using	use	VERB
ajema-1553	46	2	conditional	conditional	ADJ
ajema-1553	46	3	logic	logic	NOUN
ajema-1553	46	4	to	to	PART
ajema-1553	46	5	route	route	VERB
ajema-1553	46	6	invoices	invoice	NOUN
ajema-1553	46	7	to	to	ADP
ajema-1553	46	8	appropriate	appropriate	ADJ
ajema-1553	46	9	departments	department	NOUN
ajema-1553	46	10			NOUN
ajema-1553	46	11	setting	set	VERB
ajema-1553	46	12	invoice	invoice	NOUN
ajema-1553	46	13	approval	approval	NOUN
ajema-1553	46	14	orders	order	NOUN
ajema-1553	46	15	based	base	VERB
ajema-1553	46	16	on	on	ADP
ajema-1553	46	17	purchase	purchase	NOUN
ajema-1553	46	18	category	category	NOUN
ajema-1553	46	19	risk	risk	NOUN
ajema-1553	46	20	and	and	CCONJ
ajema-1553	46	21	thresholds	threshold	NOUN
ajema-1553	46	22	.	.	PUNCT
ajema-1553	47	1			X
ajema-1553	48	1	automating	automate	VERB
ajema-1553	48	2	the	the	DET
ajema-1553	48	3	scheduling	scheduling	NOUN
ajema-1553	48	4	of	of	ADP
ajema-1553	48	5	recurring	recur	VERB
ajema-1553	48	6	payments	payment	NOUN
ajema-1553	48	7			NOUN
ajema-1553	48	8	alerting	alert	VERB
ajema-1553	48	9	late	late	ADJ
ajema-1553	48	10	invoices	invoice	NOUN
ajema-1553	48	11	to	to	PART
ajema-1553	48	12	speed	speed	VERB
ajema-1553	48	13	up	up	ADP
ajema-1553	48	14	processing	processing	NOUN
ajema-1553	48	15	.	.	PUNCT
ajema-1553	49	1			NOUN
ajema-1553	49	2	forecasting	forecast	VERB
ajema-1553	49	3	cash	cash	NOUN
ajema-1553	49	4	flow	flow	NOUN
ajema-1553	49	5	needs	need	NOUN
ajema-1553	49	6	based	base	VERB
ajema-1553	49	7	on	on	ADP
ajema-1553	49	8	invoice	invoice	NOUN
ajema-1553	49	9	due	due	ADJ
ajema-1553	49	10	dates	date	NOUN
ajema-1553	49	11	.	.	PUNCT
ajema-1553	50	1	the	the	DET
ajema-1553	50	2	learning	learning	NOUN
ajema-1553	50	3	module	module	NOUN
ajema-1553	50	4	leverages	leverage	NOUN
ajema-1553	50	5	continuous	continuous	ADJ
ajema-1553	50	6	feedback	feedback	NOUN
ajema-1553	50	7	to	to	PART
ajema-1553	50	8	further	far	ADV
ajema-1553	50	9	improve	improve	VERB
ajema-1553	50	10	the	the	DET
ajema-1553	50	11	system	system	NOUN
ajema-1553	50	12	over	over	ADP
ajema-1553	50	13	time	time	NOUN
ajema-1553	50	14	.	.	PUNCT
ajema-1553	51	1	as	as	SCONJ
ajema-1553	51	2	optimized	optimize	VERB
ajema-1553	51	3	workflows	workflow	NOUN
ajema-1553	51	4	are	be	AUX
ajema-1553	51	5	implemented	implement	VERB
ajema-1553	51	6	,	,	PUNCT
ajema-1553	51	7	results	result	NOUN
ajema-1553	51	8	are	be	AUX
ajema-1553	51	9	measured	measure	VERB
ajema-1553	51	10	and	and	CCONJ
ajema-1553	51	11	fed	feed	VERB
ajema-1553	51	12	back	back	ADV
ajema-1553	51	13	to	to	ADP
ajema-1553	51	14	the	the	DET
ajema-1553	51	15	learning	learning	NOUN
ajema-1553	51	16	module	module	NOUN
ajema-1553	51	17	.	.	PUNCT
ajema-1553	52	1	metrics	metric	NOUN
ajema-1553	52	2	assessed	assess	VERB
ajema-1553	52	3	may	may	AUX
ajema-1553	52	4	include	include	VERB
ajema-1553	52	5	cycle	cycle	NOUN
ajema-1553	52	6	time	time	NOUN
ajema-1553	52	7	,	,	PUNCT
ajema-1553	52	8	cost	cost	NOUN
ajema-1553	52	9	,	,	PUNCT
ajema-1553	52	10	quality	quality	NOUN
ajema-1553	52	11	,	,	PUNCT
ajema-1553	52	12	compliance	compliance	NOUN
ajema-1553	52	13	,	,	PUNCT
ajema-1553	52	14	and	and	CCONJ
ajema-1553	52	15	user	user	NOUN
ajema-1553	52	16	satisfaction	satisfaction	NOUN
ajema-1553	52	17	.	.	PUNCT
ajema-1553	53	1	using	use	VERB
ajema-1553	53	2	techniques	technique	NOUN
ajema-1553	53	3	like	like	ADP
ajema-1553	53	4	reinforcement	reinforcement	NOUN
ajema-1553	53	5	learning	learning	NOUN
ajema-1553	53	6	,	,	PUNCT
ajema-1553	53	7	new	new	ADJ
ajema-1553	53	8	insights	insight	NOUN
ajema-1553	53	9	about	about	ADP
ajema-1553	53	10	optimal	optimal	ADJ
ajema-1553	53	11	workflows	workflow	NOUN
ajema-1553	53	12	are	be	AUX
ajema-1553	53	13	discovered	discover	VERB
ajema-1553	53	14	from	from	ADP
ajema-1553	53	15	the	the	DET
ajema-1553	53	16	results	result	NOUN
ajema-1553	53	17	and	and	CCONJ
ajema-1553	53	18	incorporated	incorporate	VERB
ajema-1553	53	19	into	into	ADP
ajema-1553	53	20	future	future	ADJ
ajema-1553	53	21	versions	version	NOUN
ajema-1553	53	22	.	.	PUNCT
ajema-1553	54	1	the	the	DET
ajema-1553	54	2	system	system	NOUN
ajema-1553	54	3	essentially	essentially	ADV
ajema-1553	54	4	learns	learn	VERB
ajema-1553	54	5	from	from	ADP
ajema-1553	54	6	experience	experience	NOUN
ajema-1553	54	7	what	what	PRON
ajema-1553	54	8	optimizations	optimization	NOUN
ajema-1553	54	9	work	work	VERB
ajema-1553	54	10	best	well	ADV
ajema-1553	54	11	.	.	PUNCT
ajema-1553	55	1	by	by	ADP
ajema-1553	55	2	using	use	VERB
ajema-1553	55	3	ai	ai	VERB
ajema-1553	55	4	to	to	PART
ajema-1553	55	5	automatically	automatically	ADV
ajema-1553	55	6	analyze	analyze	VERB
ajema-1553	55	7	invoice	invoice	NOUN
ajema-1553	55	8	processing	processing	NOUN
ajema-1553	55	9	data	datum	NOUN
ajema-1553	55	10	and	and	CCONJ
ajema-1553	55	11	optimize	optimize	VERB
ajema-1553	55	12	related	relate	VERB
ajema-1553	55	13	workflows	workflow	NOUN
ajema-1553	55	14	,	,	PUNCT
ajema-1553	55	15	this	this	DET
ajema-1553	55	16	invention	invention	NOUN
ajema-1553	55	17	provides	provide	VERB
ajema-1553	55	18	erp	erp	NOUN
ajema-1553	55	19	users	user	NOUN
ajema-1553	55	20	with	with	ADP
ajema-1553	55	21	streamlined	streamlined	ADJ
ajema-1553	55	22	workflows	workflow	NOUN
ajema-1553	55	23	that	that	PRON
ajema-1553	55	24	reduce	reduce	VERB
ajema-1553	55	25	costs	cost	NOUN
ajema-1553	55	26	and	and	CCONJ
ajema-1553	55	27	errors	error	NOUN
ajema-1553	55	28	while	while	SCONJ
ajema-1553	55	29	improving	improve	VERB
ajema-1553	55	30	productivity	productivity	NOUN
ajema-1553	55	31	.	.	PUNCT
ajema-1553	56	1	the	the	DET
ajema-1553	56	2	ability	ability	NOUN
ajema-1553	56	3	of	of	ADP
ajema-1553	56	4	the	the	DET
ajema-1553	56	5	system	system	NOUN
ajema-1553	56	6	to	to	PART
ajema-1553	56	7	learn	learn	VERB
ajema-1553	56	8	over	over	ADP
ajema-1553	56	9	time	time	NOUN
ajema-1553	56	10	provides	provide	VERB
ajema-1553	56	11	increasing	increase	VERB
ajema-1553	56	12	workflow	workflow	NOUN
ajema-1553	56	13	improvements	improvement	NOUN
ajema-1553	56	14	through	through	ADP
ajema-1553	56	15	a	a	DET
ajema-1553	56	16	feedback	feedback	NOUN
ajema-1553	56	17	loop	loop	NOUN
ajema-1553	56	18	.	.	PUNCT
ajema-1553	57	1	this	this	DET
ajema-1553	57	2	invention	invention	NOUN
ajema-1553	57	3	represents	represent	VERB
ajema-1553	57	4	a	a	DET
ajema-1553	57	5	significant	significant	ADJ
ajema-1553	57	6	advancement	advancement	NOUN
ajema-1553	57	7	in	in	ADP
ajema-1553	57	8	automated	automate	VERB
ajema-1553	57	9	business	business	NOUN
ajema-1553	57	10	process	process	NOUN
ajema-1553	57	11	optimization	optimization	NOUN
ajema-1553	57	12	.	.	PUNCT
ajema-1553	58	1	system	system	NOUN
ajema-1553	58	2	architecture	architecture	NOUN
ajema-1553	58	3	:	:	PUNCT
ajema-1553	58	4	the	the	DET
ajema-1553	58	5	automated	automate	VERB
ajema-1553	58	6	workflow	workflow	NOUN
ajema-1553	58	7	optimization	optimization	NOUN
ajema-1553	58	8	system	system	NOUN
ajema-1553	58	9	is	be	AUX
ajema-1553	58	10	comprised	comprise	VERB
ajema-1553	58	11	of	of	ADP
ajema-1553	58	12	integrated	integrate	VERB
ajema-1553	58	13	backend	backend	NOUN
ajema-1553	58	14	analysis	analysis	NOUN
ajema-1553	58	15	modules	module	NOUN
ajema-1553	58	16	and	and	CCONJ
ajema-1553	58	17	frontend	frontend	NOUN
ajema-1553	58	18	user	user	NOUN
ajema-1553	58	19	interface	interface	NOUN
ajema-1553	58	20	applications	application	NOUN
ajema-1553	58	21	.	.	PUNCT
ajema-1553	59	1	these	these	DET
ajema-1553	59	2	components	component	NOUN
ajema-1553	59	3	may	may	AUX
ajema-1553	59	4	be	be	AUX
ajema-1553	59	5	implemented	implement	VERB
ajema-1553	59	6	through	through	ADP
ajema-1553	59	7	a	a	DET
ajema-1553	59	8	combination	combination	NOUN
ajema-1553	59	9	of	of	ADP
ajema-1553	59	10	custom	custom	NOUN
ajema-1553	59	11	software	software	NOUN
ajema-1553	59	12	,	,	PUNCT
ajema-1553	59	13	existing	exist	VERB
ajema-1553	59	14	enterprise	enterprise	NOUN
ajema-1553	59	15	software	software	NOUN
ajema-1553	59	16	systems	system	NOUN
ajema-1553	59	17	,	,	PUNCT
ajema-1553	59	18	and	and	CCONJ
ajema-1553	59	19	commercial	commercial	ADJ
ajema-1553	59	20	ai	ai	PROPN
ajema-1553	59	21	services	service	NOUN
ajema-1553	59	22	.	.	PUNCT
ajema-1553	60	1	backend	backend	NOUN
ajema-1553	60	2	modules	module	NOUN
ajema-1553	60	3	:	:	PUNCT
ajema-1553	60	4			NOUN
ajema-1553	60	5	data	datum	NOUN
ajema-1553	60	6	collection	collection	NOUN
ajema-1553	60	7	module	module	NOUN
ajema-1553	60	8	:	:	PUNCT
ajema-1553	60	9	extracts	extract	NOUN
ajema-1553	60	10	workflow	workflow	NOUN
ajema-1553	60	11	data	datum	NOUN
ajema-1553	60	12	from	from	ADP
ajema-1553	60	13	sources	source	NOUN
ajema-1553	60	14	like	like	ADP
ajema-1553	60	15	erp	erp	NOUN
ajema-1553	60	16	,	,	PUNCT
ajema-1553	60	17	logs	log	NOUN
ajema-1553	60	18	,	,	PUNCT
ajema-1553	60	19	and	and	CCONJ
ajema-1553	60	20	databases	database	NOUN
ajema-1553	60	21	.	.	PUNCT
ajema-1553	61	1	may	may	AUX
ajema-1553	61	2	integrate	integrate	VERB
ajema-1553	61	3	with	with	ADP
ajema-1553	61	4	application	application	NOUN
ajema-1553	61	5	apis	apis	ADJ
ajema-1553	61	6	.	.	PUNCT
ajema-1553	62	1			NOUN
ajema-1553	62	2	workflow	workflow	NOUN
ajema-1553	62	3	analysis	analysis	NOUN
ajema-1553	62	4	module	module	NOUN
ajema-1553	62	5	:	:	PUNCT
ajema-1553	62	6	implements	implement	VERB
ajema-1553	62	7	algorithms	algorithm	NOUN
ajema-1553	62	8	for	for	ADP
ajema-1553	62	9	process	process	NOUN
ajema-1553	62	10	mining	mining	NOUN
ajema-1553	62	11	,	,	PUNCT
ajema-1553	62	12	machine	machine	NOUN
ajema-1553	62	13	learning	learning	NOUN
ajema-1553	62	14	,	,	PUNCT
ajema-1553	62	15	and	and	CCONJ
ajema-1553	62	16	other	other	ADJ
ajema-1553	62	17	ai	ai	VERB
ajema-1553	62	18	techniques	technique	NOUN
ajema-1553	62	19	.	.	PUNCT
ajema-1553	63	1	could	could	AUX
ajema-1553	63	2	utilize	utilize	VERB
ajema-1553	63	3	cloud	cloud	NOUN
ajema-1553	63	4	ai	ai	PROPN
ajema-1553	63	5	services	service	NOUN
ajema-1553	63	6	.	.	PUNCT
ajema-1553	64	1			NOUN
ajema-1553	64	2	workflow	workflow	NOUN
ajema-1553	64	3	optimization	optimization	NOUN
ajema-1553	64	4	module	module	NOUN
ajema-1553	64	5	:	:	PUNCT
ajema-1553	64	6	applies	apply	VERB
ajema-1553	64	7	rules	rule	NOUN
ajema-1553	64	8	and	and	CCONJ
ajema-1553	64	9	heuristics	heuristic	NOUN
ajema-1553	64	10	to	to	PART
ajema-1553	64	11	generate	generate	VERB
ajema-1553	64	12	optimized	optimize	VERB
ajema-1553	64	13	workflows	workflow	NOUN
ajema-1553	64	14	.	.	PUNCT
ajema-1553	65	1	may	may	AUX
ajema-1553	65	2	integrate	integrate	VERB
ajema-1553	65	3	with	with	ADP
ajema-1553	65	4	bpm	bpm	NOUN
ajema-1553	65	5	software	software	NOUN
ajema-1553	65	6	tools	tool	NOUN
ajema-1553	65	7	.	.	PUNCT
ajema-1553	66	1			NOUN
ajema-1553	66	2	learning	learn	VERB
ajema-1553	66	3	module	module	NOUN
ajema-1553	66	4	:	:	PUNCT
ajema-1553	66	5	continuously	continuously	ADV
ajema-1553	66	6	improves	improve	VERB
ajema-1553	66	7	the	the	DET
ajema-1553	66	8	system	system	NOUN
ajema-1553	66	9	based	base	VERB
ajema-1553	66	10	on	on	ADP
ajema-1553	66	11	results	result	NOUN
ajema-1553	66	12	using	use	VERB
ajema-1553	66	13	reinforcement	reinforcement	NOUN
ajema-1553	66	14	learning	learning	NOUN
ajema-1553	66	15	and	and	CCONJ
ajema-1553	66	16	similar	similar	ADJ
ajema-1553	66	17	algorithms	algorithm	NOUN
ajema-1553	66	18	.	.	PUNCT
ajema-1553	67	1	frontend	frontend	NOUN
ajema-1553	67	2	applications	application	NOUN
ajema-1553	67	3	:	:	PUNCT
ajema-1553	67	4			NOUN
ajema-1553	67	5	data	datum	NOUN
ajema-1553	67	6	visualization	visualization	NOUN
ajema-1553	67	7	dashboard	dashboard	NOUN
ajema-1553	67	8	displays	display	VERB
ajema-1553	67	9	workflow	workflow	NOUN
ajema-1553	67	10	analytics	analytic	NOUN
ajema-1553	67	11	and	and	CCONJ
ajema-1553	67	12	metrics	metric	NOUN
ajema-1553	67	13	to	to	ADP
ajema-1553	67	14	users	user	NOUN
ajema-1553	67	15	through	through	ADP
ajema-1553	67	16	interactive	interactive	ADJ
ajema-1553	67	17	graphs	graph	NOUN
ajema-1553	67	18	and	and	CCONJ
ajema-1553	67	19	charts	chart	NOUN
ajema-1553	67	20	.	.	PUNCT
ajema-1553	68	1			PROPN
ajema-1553	68	2	optimization	optimization	NOUN
ajema-1553	68	3	user	user	NOUN
ajema-1553	68	4	interface	interface	NOUN
ajema-1553	68	5	allows	allow	VERB
ajema-1553	68	6	users	user	NOUN
ajema-1553	68	7	to	to	PART
ajema-1553	68	8	review	review	VERB
ajema-1553	68	9	workflow	workflow	NOUN
ajema-1553	68	10	changes	change	NOUN
ajema-1553	68	11	and	and	CCONJ
ajema-1553	68	12	provide	provide	VERB
ajema-1553	68	13	optimization	optimization	NOUN
ajema-1553	68	14	feedback	feedback	NOUN
ajema-1553	68	15	.	.	PUNCT
ajema-1553	69	1			NOUN
ajema-1553	69	2	monitoring	monitor	VERB
ajema-1553	69	3	dashboard	dashboard	NOUN
ajema-1553	69	4	:	:	PUNCT
ajema-1553	69	5	enables	enable	VERB
ajema-1553	69	6	tracking	tracking	NOUN
ajema-1553	69	7	of	of	ADP
ajema-1553	69	8	optimized	optimize	VERB
ajema-1553	69	9	workflow	workflow	NOUN
ajema-1553	69	10	metrics	metric	NOUN
ajema-1553	69	11	and	and	CCONJ
ajema-1553	69	12	kpis	kpis	PROPN
ajema-1553	69	13	.	.	PUNCT
ajema-1553	70	1			NOUN
ajema-1553	70	2	notification	notification	NOUN
ajema-1553	70	3	module	module	NOUN
ajema-1553	70	4	:	:	PUNCT
ajema-1553	70	5	sends	send	VERB
ajema-1553	70	6	actionable	actionable	ADJ
ajema-1553	70	7	alerts	alert	NOUN
ajema-1553	70	8	to	to	ADP
ajema-1553	70	9	users	user	NOUN
ajema-1553	70	10	when	when	SCONJ
ajema-1553	70	11	optimized	optimize	VERB
ajema-1553	70	12	workflows	workflow	NOUN
ajema-1553	70	13	are	be	AUX
ajema-1553	70	14	underperforming	underperform	VERB
ajema-1553	70	15	.	.	PUNCT
ajema-1553	71	1	the	the	DET
ajema-1553	71	2	system	system	NOUN
ajema-1553	71	3	combines	combine	VERB
ajema-1553	71	4	predictive	predictive	ADJ
ajema-1553	71	5	analytics	analytic	NOUN
ajema-1553	71	6	,	,	PUNCT
ajema-1553	71	7	intelligent	intelligent	ADJ
ajema-1553	71	8	optimization	optimization	NOUN
ajema-1553	71	9	algorithms	algorithm	NOUN
ajema-1553	71	10	,	,	PUNCT
ajema-1553	71	11	and	and	CCONJ
ajema-1553	71	12	continuous	continuous	ADJ
ajema-1553	71	13	learning	learning	NOUN
ajema-1553	71	14	in	in	ADP
ajema-1553	71	15	an	an	DET
ajema-1553	71	16	integrated	integrate	VERB
ajema-1553	71	17	framework	framework	NOUN
ajema-1553	71	18	to	to	PART
ajema-1553	71	19	deliver	deliver	VERB
ajema-1553	71	20	superior	superior	ADJ
ajema-1553	71	21	business	business	NOUN
ajema-1553	71	22	process	process	NOUN
ajema-1553	71	23	improvements	improvement	NOUN
ajema-1553	71	24	over	over	ADP
ajema-1553	71	25	time	time	NOUN
ajema-1553	71	26	.	.	PUNCT
ajema-1553	72	1	the	the	DET
ajema-1553	72	2	use	use	NOUN
ajema-1553	72	3	of	of	ADP
ajema-1553	72	4	cloud	cloud	NOUN
ajema-1553	72	5	-	-	PUNCT
ajema-1553	72	6	based	base	VERB
ajema-1553	72	7	ai	ai	PROPN
ajema-1553	72	8	services	service	NOUN
ajema-1553	72	9	,	,	PUNCT
ajema-1553	72	10	open	open	ADJ
ajema-1553	72	11	-	-	PUNCT
ajema-1553	72	12	source	source	NOUN
ajema-1553	72	13	software	software	NOUN
ajema-1553	72	14	,	,	PUNCT
ajema-1553	72	15	and	and	CCONJ
ajema-1553	72	16	standardized	standardized	ADJ
ajema-1553	72	17	interfaces	interface	NOUN
ajema-1553	72	18	enables	enable	VERB
ajema-1553	72	19	scalable	scalable	ADJ
ajema-1553	72	20	and	and	CCONJ
ajema-1553	72	21	cost	cost	NOUN
ajema-1553	72	22	-	-	PUNCT
ajema-1553	72	23	effective	effective	ADJ
ajema-1553	72	24	implementation	implementation	NOUN
ajema-1553	72	25	.	.	PUNCT
ajema-1553	73	1	detailed	detailed	ADJ
ajema-1553	73	2	description	description	NOUN
ajema-1553	73	3	:	:	PUNCT
ajema-1553	73	4	data	data	NOUN
ajema-1553	73	5	collection	collection	NOUN
ajema-1553	73	6	module	module	NOUN
ajema-1553	73	7	:	:	PUNCT
ajema-1553	73	8	132	132	NUM
ajema-1553	73	9	a	a	DET
ajema-1553	73	10	journal	journal	NOUN
ajema-1553	73	11	of	of	ADP
ajema-1553	73	12	the	the	DET
ajema-1553	73	13	american	american	PROPN
ajema-1553	73	14	journal	journal	PROPN
ajema-1553	73	15	of	of	ADP
ajema-1553	73	16	engineering	engineering	NOUN
ajema-1553	73	17	,	,	PUNCT
ajema-1553	73	18	mechanics	mechanic	NOUN
ajema-1553	73	19	and	and	CCONJ
ajema-1553	73	20	architecture	architecture	NOUN
ajema-1553	73	21	www	www	NOUN
ajema-1553	73	22	.	.	PUNCT
ajema-1553	74	1	grnjournal.us	grnjournal.us	X
ajema-1553	74	2	the	the	DET
ajema-1553	74	3	data	data	NOUN
ajema-1553	74	4	collection	collection	NOUN
ajema-1553	74	5	module	module	NOUN
ajema-1553	74	6	gathers	gather	VERB
ajema-1553	74	7	detailed	detailed	ADJ
ajema-1553	74	8	data	datum	NOUN
ajema-1553	74	9	on	on	ADP
ajema-1553	74	10	current	current	ADJ
ajema-1553	74	11	erp	erp	NOUN
ajema-1553	74	12	invoice	invoice	PROPN
ajema-1553	74	13	workflows	workflow	VERB
ajema-1553	74	14	to	to	PART
ajema-1553	74	15	build	build	VERB
ajema-1553	74	16	an	an	DET
ajema-1553	74	17	analysis	analysis	NOUN
ajema-1553	74	18	dataset	dataset	VERB
ajema-1553	74	19	.	.	PUNCT
ajema-1553	75	1	relevant	relevant	ADJ
ajema-1553	75	2	data	datum	NOUN
ajema-1553	75	3	to	to	PART
ajema-1553	75	4	collect	collect	VERB
ajema-1553	75	5	includes	include	VERB
ajema-1553	75	6	:	:	PUNCT
ajema-1553	75	7	workflow	workflow	ADJ
ajema-1553	75	8	audit	audit	NOUN
ajema-1553	75	9	logs	log	VERB
ajema-1553	75	10	that	that	PRON
ajema-1553	75	11	trace	trace	VERB
ajema-1553	75	12	the	the	DET
ajema-1553	75	13	steps	step	NOUN
ajema-1553	75	14	,	,	PUNCT
ajema-1553	75	15	timing	timing	NOUN
ajema-1553	75	16	,	,	PUNCT
ajema-1553	75	17	personnel	personnel	NOUN
ajema-1553	75	18	,	,	PUNCT
ajema-1553	75	19	and	and	CCONJ
ajema-1553	75	20	system	system	NOUN
ajema-1553	75	21	events	event	NOUN
ajema-1553	75	22	as	as	SCONJ
ajema-1553	75	23	each	each	DET
ajema-1553	75	24	invoice	invoice	NOUN
ajema-1553	75	25	is	be	AUX
ajema-1553	75	26	processed	process	VERB
ajema-1553	75	27	logs	log	NOUN
ajema-1553	75	28	capture	capture	VERB
ajema-1553	75	29	the	the	DET
ajema-1553	75	30	actual	actual	ADJ
ajema-1553	75	31	workflow	workflow	NOUN
ajema-1553	75	32	that	that	PRON
ajema-1553	75	33	was	be	AUX
ajema-1553	75	34	followed	follow	VERB
ajema-1553	75	35	.	.	PUNCT
ajema-1553	76	1	erp	erp	PROPN
ajema-1553	76	2	data	datum	NOUN
ajema-1553	76	3	on	on	ADP
ajema-1553	76	4	invoices	invoice	NOUN
ajema-1553	76	5	,	,	PUNCT
ajema-1553	76	6	purchase	purchase	NOUN
ajema-1553	76	7	orders	order	NOUN
ajema-1553	76	8	,	,	PUNCT
ajema-1553	76	9	supplier	supplier	NOUN
ajema-1553	76	10	details	detail	NOUN
ajema-1553	76	11	,	,	PUNCT
ajema-1553	76	12	reconciliations	reconciliation	NOUN
ajema-1553	76	13	,	,	PUNCT
ajema-1553	76	14	disputes	dispute	NOUN
ajema-1553	76	15	,	,	PUNCT
ajema-1553	76	16	payments	payment	NOUN
ajema-1553	76	17	,	,	PUNCT
ajema-1553	76	18	etc	etc	X
ajema-1553	76	19	.	.	X
ajema-1553	76	20	provides	provide	VERB
ajema-1553	76	21	context	context	NOUN
ajema-1553	76	22	and	and	CCONJ
ajema-1553	76	23	details	detail	NOUN
ajema-1553	76	24	on	on	ADP
ajema-1553	76	25	invoice	invoice	NOUN
ajema-1553	76	26	transactions	transaction	NOUN
ajema-1553	76	27	.	.	PUNCT
ajema-1553	77	1	personnel	personnel	NOUN
ajema-1553	77	2	data	datum	NOUN
ajema-1553	77	3	such	such	ADJ
ajema-1553	77	4	as	as	ADP
ajema-1553	77	5	employee	employee	NOUN
ajema-1553	77	6	roles	role	NOUN
ajema-1553	77	7	,	,	PUNCT
ajema-1553	77	8	departments	department	NOUN
ajema-1553	77	9	,	,	PUNCT
ajema-1553	77	10	management	management	NOUN
ajema-1553	77	11	hierarchy	hierarchy	NOUN
ajema-1553	77	12	,	,	PUNCT
ajema-1553	77	13	and	and	CCONJ
ajema-1553	77	14	approval	approval	NOUN
ajema-1553	77	15	authority	authority	NOUN
ajema-1553	77	16	levels	level	NOUN
ajema-1553	77	17	relevant	relevant	ADJ
ajema-1553	77	18	for	for	ADP
ajema-1553	77	19	workflow	workflow	NOUN
ajema-1553	77	20	routing	routing	NOUN
ajema-1553	77	21	,	,	PUNCT
ajema-1553	77	22	approvals	approval	NOUN
ajema-1553	77	23	,	,	PUNCT
ajema-1553	77	24	etc	etc	X
ajema-1553	77	25	.	.	X
ajema-1553	77	26	planning	plan	VERB
ajema-1553	77	27	data	datum	NOUN
ajema-1553	77	28	on	on	ADP
ajema-1553	77	29	workflow	workflow	NOUN
ajema-1553	77	30	process	process	NOUN
ajema-1553	77	31	targets	target	NOUN
ajema-1553	77	32	,	,	PUNCT
ajema-1553	77	33	schedules	schedule	NOUN
ajema-1553	77	34	,	,	PUNCT
ajema-1553	77	35	and	and	CCONJ
ajema-1553	77	36	service	service	NOUN
ajema-1553	77	37	level	level	NOUN
ajema-1553	77	38	agreements	agreement	NOUN
ajema-1553	77	39	allows	allow	VERB
ajema-1553	77	40	comparison	comparison	NOUN
ajema-1553	77	41	to	to	ADP
ajema-1553	77	42	actual	actual	ADJ
ajema-1553	77	43	performance	performance	NOUN
ajema-1553	77	44	.	.	PUNCT
ajema-1553	78	1	exception	exception	NOUN
ajema-1553	78	2	data	datum	NOUN
ajema-1553	78	3	on	on	ADP
ajema-1553	78	4	process	process	NOUN
ajema-1553	78	5	errors	error	NOUN
ajema-1553	78	6	,	,	PUNCT
ajema-1553	78	7	delays	delay	NOUN
ajema-1553	78	8	,	,	PUNCT
ajema-1553	78	9	bottlenecks	bottleneck	NOUN
ajema-1553	78	10	,	,	PUNCT
ajema-1553	78	11	and	and	CCONJ
ajema-1553	78	12	other	other	ADJ
ajema-1553	78	13	issues	issue	NOUN
ajema-1553	78	14	valuable	valuable	ADJ
ajema-1553	78	15	for	for	ADP
ajema-1553	78	16	identifying	identify	VERB
ajema-1553	78	17	improvement	improvement	NOUN
ajema-1553	78	18	opportunities	opportunity	NOUN
ajema-1553	78	19	.	.	PUNCT
ajema-1553	79	1	external	external	ADJ
ajema-1553	79	2	data	datum	NOUN
ajema-1553	79	3	,	,	PUNCT
ajema-1553	79	4	if	if	SCONJ
ajema-1553	79	5	available	available	ADJ
ajema-1553	79	6	,	,	PUNCT
ajema-1553	79	7	such	such	ADJ
ajema-1553	79	8	as	as	ADP
ajema-1553	79	9	supplier	supplier	NOUN
ajema-1553	79	10	performance	performance	NOUN
ajema-1553	79	11	and	and	CCONJ
ajema-1553	79	12	risk	risk	NOUN
ajema-1553	79	13	metrics	metric	NOUN
ajema-1553	79	14	can	can	AUX
ajema-1553	79	15	inform	inform	VERB
ajema-1553	79	16	workflow	workflow	NOUN
ajema-1553	79	17	routing	routing	NOUN
ajema-1553	79	18	and	and	CCONJ
ajema-1553	79	19	approval	approval	NOUN
ajema-1553	79	20	rules	rule	NOUN
ajema-1553	79	21	.	.	PUNCT
ajema-1553	80	1	workflow	workflow	NOUN
ajema-1553	80	2	kpis	kpis	PROPN
ajema-1553	80	3	and	and	CCONJ
ajema-1553	80	4	metrics	metric	NOUN
ajema-1553	80	5	calculated	calculate	VERB
ajema-1553	80	6	from	from	ADP
ajema-1553	80	7	other	other	ADJ
ajema-1553	80	8	data	datum	NOUN
ajema-1553	80	9	sources	source	NOUN
ajema-1553	80	10	examples	example	NOUN
ajema-1553	80	11	are	be	AUX
ajema-1553	80	12	cycle	cycle	NOUN
ajema-1553	80	13	time	time	NOUN
ajema-1553	80	14	,	,	PUNCT
ajema-1553	80	15	cost	cost	NOUN
ajema-1553	80	16	,	,	PUNCT
ajema-1553	80	17	resource	resource	NOUN
ajema-1553	80	18	utilization	utilization	NOUN
ajema-1553	80	19	,	,	PUNCT
ajema-1553	80	20	etc	etc	X
ajema-1553	80	21	.	.	X
ajema-1553	80	22	used	use	VERB
ajema-1553	80	23	to	to	PART
ajema-1553	80	24	assess	assess	VERB
ajema-1553	80	25	workflow	workflow	NOUN
ajema-1553	80	26	performance	performance	NOUN
ajema-1553	80	27	.	.	PUNCT
ajema-1553	81	1	the	the	DET
ajema-1553	81	2	module	module	NOUN
ajema-1553	81	3	integrates	integrate	NOUN
ajema-1553	81	4	with	with	ADP
ajema-1553	81	5	various	various	ADJ
ajema-1553	81	6	enterprise	enterprise	NOUN
ajema-1553	81	7	systems	system	NOUN
ajema-1553	81	8	and	and	CCONJ
ajema-1553	81	9	data	datum	NOUN
ajema-1553	81	10	sources	source	NOUN
ajema-1553	81	11	to	to	PART
ajema-1553	81	12	extract	extract	VERB
ajema-1553	81	13	relevant	relevant	ADJ
ajema-1553	81	14	workflow	workflow	NOUN
ajema-1553	81	15	data	datum	NOUN
ajema-1553	81	16	through	through	ADP
ajema-1553	81	17	standard	standard	ADJ
ajema-1553	81	18	or	or	CCONJ
ajema-1553	81	19	custom	custom	NOUN
ajema-1553	81	20	interfaces	interface	NOUN
ajema-1553	81	21	.	.	PUNCT
ajema-1553	82	1	cloud	cloud	NOUN
ajema-1553	82	2	-	-	PUNCT
ajema-1553	82	3	based	base	VERB
ajema-1553	82	4	etl	etl	NOUN
ajema-1553	82	5	tools	tool	NOUN
ajema-1553	82	6	may	may	AUX
ajema-1553	82	7	be	be	AUX
ajema-1553	82	8	leveraged	leverage	VERB
ajema-1553	82	9	to	to	PART
ajema-1553	82	10	consolidate	consolidate	VERB
ajema-1553	82	11	data	datum	NOUN
ajema-1553	82	12	into	into	ADP
ajema-1553	82	13	a	a	DET
ajema-1553	82	14	structured	structured	ADJ
ajema-1553	82	15	database	database	NOUN
ajema-1553	82	16	or	or	CCONJ
ajema-1553	82	17	data	datum	NOUN
ajema-1553	82	18	lake	lake	NOUN
ajema-1553	82	19	for	for	ADP
ajema-1553	82	20	analysis	analysis	NOUN
ajema-1553	82	21	.	.	PUNCT
ajema-1553	83	1	appropriate	appropriate	ADJ
ajema-1553	83	2	data	datum	NOUN
ajema-1553	83	3	security	security	NOUN
ajema-1553	83	4	,	,	PUNCT
ajema-1553	83	5	access	access	NOUN
ajema-1553	83	6	control	control	NOUN
ajema-1553	83	7	,	,	PUNCT
ajema-1553	83	8	and	and	CCONJ
ajema-1553	83	9	privacy	privacy	NOUN
ajema-1553	83	10	measures	measure	NOUN
ajema-1553	83	11	are	be	AUX
ajema-1553	83	12	utilized	utilize	VERB
ajema-1553	83	13	during	during	ADP
ajema-1553	83	14	data	data	NOUN
ajema-1553	83	15	collection	collection	NOUN
ajema-1553	83	16	and	and	CCONJ
ajema-1553	83	17	storage	storage	NOUN
ajema-1553	83	18	.	.	PUNCT
ajema-1553	84	1	workflow	workflow	NOUN
ajema-1553	84	2	analysis	analysis	NOUN
ajema-1553	84	3	module	module	NOUN
ajema-1553	84	4	:	:	PUNCT
ajema-1553	84	5	the	the	DET
ajema-1553	84	6	workflow	workflow	NOUN
ajema-1553	84	7	analysis	analysis	NOUN
ajema-1553	84	8	module	module	NOUN
ajema-1553	84	9	applies	apply	VERB
ajema-1553	84	10	various	various	ADJ
ajema-1553	84	11	ai	ai	VERB
ajema-1553	84	12	techniques	technique	NOUN
ajema-1553	84	13	to	to	ADP
ajema-1553	84	14	the	the	DET
ajema-1553	84	15	collected	collect	VERB
ajema-1553	84	16	dataset	dataset	NOUN
ajema-1553	84	17	to	to	PART
ajema-1553	84	18	identify	identify	VERB
ajema-1553	84	19	opportunities	opportunity	NOUN
ajema-1553	84	20	for	for	ADP
ajema-1553	84	21	improving	improve	VERB
ajema-1553	84	22	the	the	DET
ajema-1553	84	23	invoice	invoice	ADJ
ajema-1553	84	24	workflow	workflow	NOUN
ajema-1553	84	25	processes	process	NOUN
ajema-1553	84	26	.	.	PUNCT
ajema-1553	85	1	the	the	DET
ajema-1553	85	2	specific	specific	ADJ
ajema-1553	85	3	techniques	technique	NOUN
ajema-1553	85	4	may	may	AUX
ajema-1553	85	5	include	include	VERB
ajema-1553	85	6	:	:	PUNCT
ajema-1553	85	7	process	process	NOUN
ajema-1553	85	8	mining	mining	NOUN
ajema-1553	85	9	algorithms	algorithm	NOUN
ajema-1553	85	10	that	that	PRON
ajema-1553	85	11	compare	compare	VERB
ajema-1553	85	12	actual	actual	ADJ
ajema-1553	85	13	workflows	workflow	NOUN
ajema-1553	85	14	traced	trace	VERB
ajema-1553	85	15	in	in	ADP
ajema-1553	85	16	audit	audit	NOUN
ajema-1553	85	17	logs	log	NOUN
ajema-1553	85	18	against	against	ADP
ajema-1553	85	19	ideal	ideal	ADJ
ajema-1553	85	20	or	or	CCONJ
ajema-1553	85	21	standard	standard	ADJ
ajema-1553	85	22	models	model	NOUN
ajema-1553	85	23	to	to	PART
ajema-1553	85	24	detect	detect	VERB
ajema-1553	85	25	deviations	deviation	NOUN
ajema-1553	85	26	and	and	CCONJ
ajema-1553	85	27	bottlenecks	bottleneck	NOUN
ajema-1553	85	28	.	.	PUNCT
ajema-1553	86	1	conformance	conformance	NOUN
ajema-1553	86	2	checking	checking	NOUN
ajema-1553	86	3	and	and	CCONJ
ajema-1553	86	4	automated	automate	VERB
ajema-1553	86	5	process	process	NOUN
ajema-1553	86	6	discovery	discovery	NOUN
ajema-1553	86	7	methods	method	NOUN
ajema-1553	86	8	can	can	AUX
ajema-1553	86	9	be	be	AUX
ajema-1553	86	10	used	use	VERB
ajema-1553	86	11	.	.	PUNCT
ajema-1553	87	1	machine	machine	NOUN
ajema-1553	87	2	learning	learn	VERB
ajema-1553	87	3	classifiers	classifier	NOUN
ajema-1553	87	4	that	that	PRON
ajema-1553	87	5	categorize	categorize	VERB
ajema-1553	87	6	workflow	workflow	NOUN
ajema-1553	87	7	instances	instance	NOUN
ajema-1553	87	8	based	base	VERB
ajema-1553	87	9	on	on	ADP
ajema-1553	87	10	characteristics	characteristic	NOUN
ajema-1553	87	11	and	and	CCONJ
ajema-1553	87	12	detect	detect	VERB
ajema-1553	87	13	patterns	pattern	NOUN
ajema-1553	87	14	,	,	PUNCT
ajema-1553	87	15	correlations	correlation	NOUN
ajema-1553	87	16	,	,	PUNCT
ajema-1553	87	17	and	and	CCONJ
ajema-1553	87	18	anomalies	anomaly	NOUN
ajema-1553	87	19	in	in	ADP
ajema-1553	87	20	the	the	DET
ajema-1553	87	21	data	datum	NOUN
ajema-1553	87	22	supervised	supervise	VERB
ajema-1553	87	23	,	,	PUNCT
ajema-1553	87	24	unsupervised	unsupervised	ADJ
ajema-1553	87	25	,	,	PUNCT
ajema-1553	87	26	or	or	CCONJ
ajema-1553	87	27	semisupervised	semisupervise	VERB
ajema-1553	87	28	algorithms	algorithm	NOUN
ajema-1553	87	29	may	may	AUX
ajema-1553	87	30	be	be	AUX
ajema-1553	87	31	utilized	utilize	VERB
ajema-1553	87	32	.	.	PUNCT
ajema-1553	88	1	rules	rule	NOUN
ajema-1553	88	2	-	-	PUNCT
ajema-1553	88	3	based	base	VERB
ajema-1553	88	4	analysis	analysis	NOUN
ajema-1553	88	5	using	use	VERB
ajema-1553	88	6	heuristics	heuristic	NOUN
ajema-1553	88	7	and	and	CCONJ
ajema-1553	88	8	business	business	NOUN
ajema-1553	88	9	rules	rule	NOUN
ajema-1553	88	10	encoded	encode	VERB
ajema-1553	88	11	from	from	ADP
ajema-1553	88	12	internal	internal	ADJ
ajema-1553	88	13	best	good	ADJ
ajema-1553	88	14	practices	practice	NOUN
ajema-1553	88	15	,	,	PUNCT
ajema-1553	88	16	expert	expert	NOUN
ajema-1553	88	17	knowledge	knowledge	NOUN
ajema-1553	88	18	,	,	PUNCT
ajema-1553	88	19	and	and	CCONJ
ajema-1553	88	20	standard	standard	ADJ
ajema-1553	88	21	frameworks	framework	NOUN
ajema-1553	88	22	like	like	ADP
ajema-1553	88	23	iso	iso	NOUN
ajema-1553	88	24	9000	9000	NUM
ajema-1553	88	25	the	the	DET
ajema-1553	88	26	rules	rule	NOUN
ajema-1553	88	27	help	help	AUX
ajema-1553	88	28	assess	assess	VERB
ajema-1553	88	29	workflow	workflow	NOUN
ajema-1553	88	30	efficiency	efficiency	NOUN
ajema-1553	88	31	,	,	PUNCT
ajema-1553	88	32	compliance	compliance	NOUN
ajema-1553	88	33	,	,	PUNCT
ajema-1553	88	34	risk	risk	NOUN
ajema-1553	88	35	,	,	PUNCT
ajema-1553	88	36	etc	etc	X
ajema-1553	88	37	.	.	X
ajema-1553	88	38	statistical	statistical	ADJ
ajema-1553	88	39	analysis	analysis	NOUN
ajema-1553	88	40	and	and	CCONJ
ajema-1553	88	41	modeling	modeling	NOUN
ajema-1553	88	42	approaches	approach	NOUN
ajema-1553	88	43	such	such	ADJ
ajema-1553	88	44	as	as	ADP
ajema-1553	88	45	multi	multi	ADJ
ajema-1553	88	46	-	-	ADJ
ajema-1553	88	47	factor	factor	NOUN
ajema-1553	88	48	regression	regression	NOUN
ajema-1553	88	49	,	,	PUNCT
ajema-1553	88	50	hypothesis	hypothesis	NOUN
ajema-1553	88	51	testing	testing	NOUN
ajema-1553	88	52	,	,	PUNCT
ajema-1553	88	53	and	and	CCONJ
ajema-1553	88	54	simulation	simulation	NOUN
ajema-1553	88	55	modeling	model	VERB
ajema-1553	88	56	these	these	PRON
ajema-1553	88	57	provide	provide	VERB
ajema-1553	88	58	data	data	NOUN
ajema-1553	88	59	-	-	PUNCT
ajema-1553	88	60	driven	drive	VERB
ajema-1553	88	61	insights	insight	NOUN
ajema-1553	88	62	into	into	ADP
ajema-1553	88	63	workflow	workflow	NOUN
ajema-1553	88	64	performance	performance	NOUN
ajema-1553	88	65	factors	factor	NOUN
ajema-1553	88	66	.	.	PUNCT
ajema-1553	89	1	natural	natural	ADJ
ajema-1553	89	2	language	language	NOUN
ajema-1553	89	3	processing	processing	NOUN
ajema-1553	89	4	of	of	ADP
ajema-1553	89	5	text	text	NOUN
ajema-1553	89	6	in	in	ADP
ajema-1553	89	7	invoices	invoice	NOUN
ajema-1553	89	8	,	,	PUNCT
ajema-1553	89	9	disputes	dispute	NOUN
ajema-1553	89	10	,	,	PUNCT
ajema-1553	89	11	correspondence	correspondence	NOUN
ajema-1553	89	12	,	,	PUNCT
ajema-1553	89	13	etc	etc	X
ajema-1553	89	14	.	.	X
ajema-1553	89	15	to	to	PART
ajema-1553	89	16	extract	extract	VERB
ajema-1553	89	17	semantic	semantic	ADJ
ajema-1553	89	18	insights	insight	NOUN
ajema-1553	89	19	and	and	CCONJ
ajema-1553	89	20	improve	improve	VERB
ajema-1553	89	21	context	context	NOUN
ajema-1553	89	22	for	for	ADP
ajema-1553	89	23	workflow	workflow	NOUN
ajema-1553	89	24	decisions	decision	NOUN
ajema-1553	89	25	graph	graph	NOUN
ajema-1553	89	26	database	database	NOUN
ajema-1553	89	27	analysis	analysis	NOUN
ajema-1553	89	28	of	of	ADP
ajema-1553	89	29	entities	entity	NOUN
ajema-1553	89	30	and	and	CCONJ
ajema-1553	89	31	relationships	relationship	NOUN
ajema-1553	89	32	in	in	ADP
ajema-1553	89	33	workflow	workflow	NOUN
ajema-1553	89	34	data	datum	NOUN
ajema-1553	89	35	to	to	PART
ajema-1553	89	36	identify	identify	VERB
ajema-1553	89	37	connectivity	connectivity	NOUN
ajema-1553	89	38	gaps	gap	NOUN
ajema-1553	89	39	,	,	PUNCT
ajema-1553	89	40	bottlenecks	bottleneck	NOUN
ajema-1553	89	41	,	,	PUNCT
ajema-1553	89	42	and	and	CCONJ
ajema-1553	89	43	redundancy	redundancy	NOUN
ajema-1553	89	44	.	.	PUNCT
ajema-1553	90	1	benchmarking	benchmarke	VERB
ajema-1553	90	2	evaluation	evaluation	NOUN
ajema-1553	90	3	versus	versus	ADP
ajema-1553	90	4	industry	industry	NOUN
ajema-1553	90	5	best	good	ADJ
ajema-1553	90	6	practices	practice	NOUN
ajema-1553	90	7	,	,	PUNCT
ajema-1553	90	8	benchmarks	benchmark	NOUN
ajema-1553	90	9	,	,	PUNCT
ajema-1553	90	10	and	and	CCONJ
ajema-1553	90	11	process	process	NOUN
ajema-1553	90	12	standards	standard	NOUN
ajema-1553	90	13	to	to	PART
ajema-1553	90	14	assess	assess	VERB
ajema-1553	90	15	performance	performance	NOUN
ajema-1553	90	16	gaps	gap	NOUN
ajema-1553	90	17	.	.	PUNCT
ajema-1553	91	1	the	the	DET
ajema-1553	91	2	analysis	analysis	NOUN
ajema-1553	91	3	output	output	NOUN
ajema-1553	91	4	identifies	identify	VERB
ajema-1553	91	5	targeted	target	VERB
ajema-1553	91	6	improvements	improvement	NOUN
ajema-1553	91	7	such	such	ADJ
ajema-1553	91	8	as	as	ADP
ajema-1553	91	9	redundant	redundant	ADJ
ajema-1553	91	10	steps	step	NOUN
ajema-1553	91	11	to	to	PART
ajema-1553	91	12	eliminate	eliminate	VERB
ajema-1553	91	13	,	,	PUNCT
ajema-1553	91	14	serial	serial	ADJ
ajema-1553	91	15	processes	process	NOUN
ajema-1553	91	16	to	to	PART
ajema-1553	91	17	parallelize	parallelize	VERB
ajema-1553	91	18	,	,	PUNCT
ajema-1553	91	19	approval	approval	NOUN
ajema-1553	91	20	changes	change	NOUN
ajema-1553	91	21	to	to	PART
ajema-1553	91	22	reduce	reduce	VERB
ajema-1553	91	23	risk	risk	NOUN
ajema-1553	91	24	,	,	PUNCT
ajema-1553	91	25	areas	area	NOUN
ajema-1553	91	26	of	of	ADP
ajema-1553	91	27	chronic	chronic	ADJ
ajema-1553	91	28	delay	delay	NOUN
ajema-1553	91	29	,	,	PUNCT
ajema-1553	91	30	and	and	CCONJ
ajema-1553	91	31	deviations	deviation	NOUN
ajema-1553	91	32	from	from	ADP
ajema-1553	91	33	best	good	ADJ
ajema-1553	91	34	practices	practice	NOUN
ajema-1553	91	35	.	.	PUNCT
ajema-1553	92	1	the	the	DET
ajema-1553	92	2	optimization	optimization	NOUN
ajema-1553	92	3	module	module	NOUN
ajema-1553	92	4	uses	use	VERB
ajema-1553	92	5	these	these	DET
ajema-1553	92	6	insights	insight	NOUN
ajema-1553	92	7	to	to	PART
ajema-1553	92	8	design	design	VERB
ajema-1553	92	9	improved	improved	ADJ
ajema-1553	92	10	workflows	workflow	NOUN
ajema-1553	92	11	.	.	PUNCT
ajema-1553	93	1	workflow	workflow	NOUN
ajema-1553	93	2	optimization	optimization	NOUN
ajema-1553	93	3	module	module	NOUN
ajema-1553	93	4	:	:	PUNCT
ajema-1553	93	5	133	133	NUM
ajema-1553	93	6	a	a	DET
ajema-1553	93	7	journal	journal	NOUN
ajema-1553	93	8	of	of	ADP
ajema-1553	93	9	the	the	DET
ajema-1553	93	10	american	american	PROPN
ajema-1553	93	11	journal	journal	PROPN
ajema-1553	93	12	of	of	ADP
ajema-1553	93	13	engineering	engineering	NOUN
ajema-1553	93	14	,	,	PUNCT
ajema-1553	93	15	mechanics	mechanic	NOUN
ajema-1553	93	16	and	and	CCONJ
ajema-1553	93	17	architecture	architecture	NOUN
ajema-1553	93	18	www	www	NOUN
ajema-1553	93	19	.	.	PUNCT
ajema-1553	94	1	grnjournal.us	grnjournal.us	X
ajema-1553	94	2	the	the	DET
ajema-1553	94	3	workflow	workflow	NOUN
ajema-1553	94	4	optimization	optimization	NOUN
ajema-1553	94	5	module	module	NOUN
ajema-1553	94	6	generates	generate	VERB
ajema-1553	94	7	an	an	DET
ajema-1553	94	8	enhanced	enhanced	ADJ
ajema-1553	94	9	workflow	workflow	NOUN
ajema-1553	94	10	design	design	NOUN
ajema-1553	94	11	by	by	ADP
ajema-1553	94	12	applying	apply	VERB
ajema-1553	94	13	optimization	optimization	NOUN
ajema-1553	94	14	rules	rule	NOUN
ajema-1553	94	15	and	and	CCONJ
ajema-1553	94	16	heuristics	heuristic	NOUN
ajema-1553	94	17	based	base	VERB
ajema-1553	94	18	on	on	ADP
ajema-1553	94	19	the	the	DET
ajema-1553	94	20	analysis	analysis	NOUN
ajema-1553	94	21	from	from	ADP
ajema-1553	94	22	the	the	DET
ajema-1553	94	23	previous	previous	ADJ
ajema-1553	94	24	module	module	NOUN
ajema-1553	94	25	.	.	PUNCT
ajema-1553	95	1	some	some	DET
ajema-1553	95	2	examples	example	NOUN
ajema-1553	95	3	of	of	ADP
ajema-1553	95	4	techniques	technique	NOUN
ajema-1553	95	5	include	include	VERB
ajema-1553	95	6	:	:	PUNCT
ajema-1553	95	7	streamlining	streamline	VERB
ajema-1553	95	8	by	by	ADP
ajema-1553	95	9	removing	remove	VERB
ajema-1553	95	10	redundant	redundant	ADJ
ajema-1553	95	11	approvals	approval	NOUN
ajema-1553	95	12	,	,	PUNCT
ajema-1553	95	13	unnecessary	unnecessary	ADJ
ajema-1553	95	14	process	process	NOUN
ajema-1553	95	15	steps	step	NOUN
ajema-1553	95	16	that	that	PRON
ajema-1553	95	17	do	do	AUX
ajema-1553	95	18	not	not	PART
ajema-1553	95	19	add	add	VERB
ajema-1553	95	20	value	value	NOUN
ajema-1553	95	21	,	,	PUNCT
ajema-1553	95	22	or	or	CCONJ
ajema-1553	95	23	duplicate	duplicate	VERB
ajema-1553	95	24	data	datum	NOUN
ajema-1553	95	25	entry	entry	NOUN
ajema-1553	95	26	automating	automate	VERB
ajema-1553	95	27	manual	manual	NOUN
ajema-1553	95	28	workflows	workflow	NOUN
ajema-1553	95	29	by	by	ADP
ajema-1553	95	30	implementing	implement	VERB
ajema-1553	95	31	automated	automate	VERB
ajema-1553	95	32	extraction	extraction	NOUN
ajema-1553	95	33	,	,	PUNCT
ajema-1553	95	34	validation	validation	NOUN
ajema-1553	95	35	,	,	PUNCT
ajema-1553	95	36	reconciliation	reconciliation	NOUN
ajema-1553	95	37	,	,	PUNCT
ajema-1553	95	38	and	and	CCONJ
ajema-1553	95	39	approval	approval	NOUN
ajema-1553	95	40	using	use	VERB
ajema-1553	95	41	robotic	robotic	ADJ
ajema-1553	95	42	process	process	NOUN
ajema-1553	95	43	automation	automation	NOUN
ajema-1553	95	44	improving	improve	VERB
ajema-1553	95	45	risk	risk	NOUN
ajema-1553	95	46	coverage	coverage	NOUN
ajema-1553	95	47	by	by	ADP
ajema-1553	95	48	dynamically	dynamically	ADV
ajema-1553	95	49	routing	route	VERB
ajema-1553	95	50	invoices	invoice	NOUN
ajema-1553	95	51	to	to	ADP
ajema-1553	95	52	approvers	approver	NOUN
ajema-1553	95	53	based	base	VERB
ajema-1553	95	54	on	on	ADP
ajema-1553	95	55	purchased	purchase	VERB
ajema-1553	95	56	item	item	NOUN
ajema-1553	95	57	categories	category	NOUN
ajema-1553	95	58	,	,	PUNCT
ajema-1553	95	59	supplier	supplier	NOUN
ajema-1553	95	60	ratings	rating	NOUN
ajema-1553	95	61	,	,	PUNCT
ajema-1553	95	62	or	or	CCONJ
ajema-1553	95	63	expenditure	expenditure	NOUN
ajema-1553	95	64	thresholds	threshold	NOUN
ajema-1553	95	65	.	.	PUNCT
ajema-1553	96	1	parallelizing	parallelize	VERB
ajema-1553	96	2	workflows	workflow	NOUN
ajema-1553	96	3	by	by	ADP
ajema-1553	96	4	changing	change	VERB
ajema-1553	96	5	sequential	sequential	ADJ
ajema-1553	96	6	steps	step	NOUN
ajema-1553	96	7	into	into	ADP
ajema-1553	96	8	simultaneous	simultaneous	ADJ
ajema-1553	96	9	parallel	parallel	NOUN
ajema-1553	96	10	tracks	track	NOUN
ajema-1553	96	11	to	to	PART
ajema-1553	96	12	reduce	reduce	VERB
ajema-1553	96	13	cycle	cycle	NOUN
ajema-1553	96	14	time	time	NOUN
ajema-1553	96	15	.	.	PUNCT
ajema-1553	97	1	prioritizing	prioritize	VERB
ajema-1553	97	2	workflows	workflow	NOUN
ajema-1553	97	3	by	by	ADP
ajema-1553	97	4	accelerating	accelerate	VERB
ajema-1553	97	5	high	high	ADJ
ajema-1553	97	6	-	-	PUNCT
ajema-1553	97	7	risk	risk	NOUN
ajema-1553	97	8	invoices	invoice	NOUN
ajema-1553	97	9	and	and	CCONJ
ajema-1553	97	10	delaying	delay	VERB
ajema-1553	97	11	low	low	ADJ
ajema-1553	97	12	-	-	PUNCT
ajema-1553	97	13	risk	risk	NOUN
ajema-1553	97	14	ones	one	NOUN
ajema-1553	97	15	without	without	ADP
ajema-1553	97	16	compromising	compromise	VERB
ajema-1553	97	17	compliance	compliance	NOUN
ajema-1553	97	18	.	.	PUNCT
ajema-1553	98	1	load	load	NOUN
ajema-1553	98	2	-	-	PUNCT
ajema-1553	98	3	balancing	balance	VERB
ajema-1553	98	4	workflows	workflow	NOUN
ajema-1553	98	5	by	by	ADP
ajema-1553	98	6	smoothing	smooth	VERB
ajema-1553	98	7	peaks	peak	NOUN
ajema-1553	98	8	and	and	CCONJ
ajema-1553	98	9	valleys	valley	NOUN
ajema-1553	98	10	in	in	ADP
ajema-1553	98	11	employee	employee	NOUN
ajema-1553	98	12	workloads	workload	NOUN
ajema-1553	98	13	.	.	PUNCT
ajema-1553	99	1	prevents	prevent	VERB
ajema-1553	99	2	both	both	DET
ajema-1553	99	3	overload	overload	NOUN
ajema-1553	99	4	and	and	CCONJ
ajema-1553	99	5	idle	idle	ADJ
ajema-1553	99	6	times	time	NOUN
ajema-1553	99	7	.	.	PUNCT
ajema-1553	100	1	standardizing	standardize	VERB
ajema-1553	100	2	workflows	workflow	NOUN
ajema-1553	100	3	by	by	ADP
ajema-1553	100	4	redirecting	redirect	VERB
ajema-1553	100	5	process	process	NOUN
ajema-1553	100	6	deviations	deviation	NOUN
ajema-1553	100	7	or	or	CCONJ
ajema-1553	100	8	exceptions	exception	NOUN
ajema-1553	100	9	to	to	ADP
ajema-1553	100	10	the	the	DET
ajema-1553	100	11	standard	standard	ADJ
ajema-1553	100	12	flow	flow	NOUN
ajema-1553	100	13	unless	unless	SCONJ
ajema-1553	100	14	justified	justify	VERB
ajema-1553	100	15	enforces	enforce	NOUN
ajema-1553	100	16	consistency	consistency	NOUN
ajema-1553	100	17	.	.	PUNCT
ajema-1553	101	1	integrating	integrate	VERB
ajema-1553	101	2	workflows	workflow	NOUN
ajema-1553	101	3	by	by	ADP
ajema-1553	101	4	linking	link	VERB
ajema-1553	101	5	disconnected	disconnected	ADJ
ajema-1553	101	6	systems	system	NOUN
ajema-1553	101	7	and	and	CCONJ
ajema-1553	101	8	processes	process	NOUN
ajema-1553	101	9	so	so	SCONJ
ajema-1553	101	10	data	datum	NOUN
ajema-1553	101	11	flows	flow	NOUN
ajema-1553	101	12	seamlessly	seamlessly	ADV
ajema-1553	101	13	eliminates	eliminate	VERB
ajema-1553	101	14	manual	manual	ADJ
ajema-1553	101	15	hand	hand	NOUN
ajema-1553	101	16	-	-	PUNCT
ajema-1553	101	17	offs	off	NOUN
ajema-1553	101	18	.	.	PUNCT
ajema-1553	102	1	the	the	DET
ajema-1553	102	2	optimization	optimization	NOUN
ajema-1553	102	3	module	module	NOUN
ajema-1553	102	4	quantifies	quantify	VERB
ajema-1553	102	5	the	the	DET
ajema-1553	102	6	impact	impact	NOUN
ajema-1553	102	7	of	of	ADP
ajema-1553	102	8	proposed	propose	VERB
ajema-1553	102	9	changes	change	NOUN
ajema-1553	102	10	using	use	VERB
ajema-1553	102	11	process	process	NOUN
ajema-1553	102	12	simulation	simulation	NOUN
ajema-1553	102	13	and	and	CCONJ
ajema-1553	102	14	capacity	capacity	NOUN
ajema-1553	102	15	modeling	modeling	NOUN
ajema-1553	102	16	.	.	PUNCT
ajema-1553	103	1	it	it	PRON
ajema-1553	103	2	selects	select	VERB
ajema-1553	103	3	the	the	DET
ajema-1553	103	4	optimal	optimal	ADJ
ajema-1553	103	5	set	set	NOUN
ajema-1553	103	6	of	of	ADP
ajema-1553	103	7	improvements	improvement	NOUN
ajema-1553	103	8	that	that	PRON
ajema-1553	103	9	maximize	maximize	VERB
ajema-1553	103	10	workflow	workflow	NOUN
ajema-1553	103	11	performance	performance	NOUN
ajema-1553	103	12	based	base	VERB
ajema-1553	103	13	on	on	ADP
ajema-1553	103	14	key	key	ADJ
ajema-1553	103	15	metrics	metric	NOUN
ajema-1553	103	16	like	like	ADP
ajema-1553	103	17	cost	cost	NOUN
ajema-1553	103	18	,	,	PUNCT
ajema-1553	103	19	cycle	cycle	NOUN
ajema-1553	103	20	time	time	NOUN
ajema-1553	103	21	,	,	PUNCT
ajema-1553	103	22	and	and	CCONJ
ajema-1553	103	23	risk	risk	NOUN
ajema-1553	103	24	.	.	PUNCT
ajema-1553	104	1	the	the	DET
ajema-1553	104	2	module	module	NOUN
ajema-1553	104	3	incorporates	incorporate	VERB
ajema-1553	104	4	constraints	constraint	NOUN
ajema-1553	104	5	and	and	CCONJ
ajema-1553	104	6	rules	rule	NOUN
ajema-1553	104	7	to	to	PART
ajema-1553	104	8	ensure	ensure	VERB
ajema-1553	104	9	optimized	optimize	VERB
ajema-1553	104	10	workflows	workflow	NOUN
ajema-1553	104	11	meet	meet	VERB
ajema-1553	104	12	requirements	requirement	NOUN
ajema-1553	104	13	for	for	ADP
ajema-1553	104	14	control	control	NOUN
ajema-1553	104	15	,	,	PUNCT
ajema-1553	104	16	compliance	compliance	NOUN
ajema-1553	104	17	,	,	PUNCT
ajema-1553	104	18	and	and	CCONJ
ajema-1553	104	19	risk	risk	NOUN
ajema-1553	104	20	management	management	NOUN
ajema-1553	104	21	.	.	PUNCT
ajema-1553	105	1	all	all	DET
ajema-1553	105	2	changes	change	NOUN
ajema-1553	105	3	maintain	maintain	VERB
ajema-1553	105	4	strong	strong	ADJ
ajema-1553	105	5	governance	governance	NOUN
ajema-1553	105	6	standards	standard	NOUN
ajema-1553	105	7	.	.	PUNCT
ajema-1553	106	1	learning	learn	VERB
ajema-1553	106	2	module	module	NOUN
ajema-1553	106	3	:	:	PUNCT
ajema-1553	106	4	the	the	DET
ajema-1553	106	5	learning	learning	NOUN
ajema-1553	106	6	module	module	NOUN
ajema-1553	106	7	continually	continually	ADV
ajema-1553	106	8	looks	look	VERB
ajema-1553	106	9	for	for	ADP
ajema-1553	106	10	ways	way	NOUN
ajema-1553	106	11	to	to	PART
ajema-1553	106	12	refine	refine	VERB
ajema-1553	106	13	and	and	CCONJ
ajema-1553	106	14	improve	improve	VERB
ajema-1553	106	15	the	the	DET
ajema-1553	106	16	system	system	NOUN
ajema-1553	106	17	over	over	ADP
ajema-1553	106	18	time	time	NOUN
ajema-1553	106	19	based	base	VERB
ajema-1553	106	20	on	on	ADP
ajema-1553	106	21	results	result	NOUN
ajema-1553	106	22	.	.	PUNCT
ajema-1553	107	1	the	the	DET
ajema-1553	107	2	primary	primary	ADJ
ajema-1553	107	3	technique	technique	NOUN
ajema-1553	107	4	used	use	VERB
ajema-1553	107	5	is	be	AUX
ajema-1553	107	6	reinforcement	reinforcement	NOUN
ajema-1553	107	7	learning	learning	NOUN
ajema-1553	107	8	,	,	PUNCT
ajema-1553	107	9	which	which	PRON
ajema-1553	107	10	optimizes	optimize	VERB
ajema-1553	107	11	decision	decision	NOUN
ajema-1553	107	12	-	-	PUNCT
ajema-1553	107	13	making	making	NOUN
ajema-1553	107	14	by	by	ADP
ajema-1553	107	15	rewarding	reward	VERB
ajema-1553	107	16	positive	positive	ADJ
ajema-1553	107	17	outcomes	outcome	NOUN
ajema-1553	107	18	and	and	CCONJ
ajema-1553	107	19	penalizing	penalize	VERB
ajema-1553	107	20	negative	negative	ADJ
ajema-1553	107	21	outcomes	outcome	NOUN
ajema-1553	107	22	.	.	PUNCT
ajema-1553	108	1	in	in	ADP
ajema-1553	108	2	this	this	DET
ajema-1553	108	3	system	system	NOUN
ajema-1553	108	4	,	,	PUNCT
ajema-1553	108	5	reinforcement	reinforcement	NOUN
ajema-1553	108	6	learning	learn	VERB
ajema-1553	108	7	agents	agent	NOUN
ajema-1553	108	8	explore	explore	VERB
ajema-1553	108	9	new	new	ADJ
ajema-1553	108	10	workflow	workflow	NOUN
ajema-1553	108	11	optimizations	optimization	NOUN
ajema-1553	108	12	through	through	ADP
ajema-1553	108	13	simulation	simulation	NOUN
ajema-1553	108	14	.	.	PUNCT
ajema-1553	109	1	implemented	implement	VERB
ajema-1553	109	2	workflow	workflow	NOUN
ajema-1553	109	3	changes	change	NOUN
ajema-1553	109	4	that	that	PRON
ajema-1553	109	5	yield	yield	VERB
ajema-1553	109	6	improved	improved	ADJ
ajema-1553	109	7	performance	performance	NOUN
ajema-1553	109	8	metrics	metric	NOUN
ajema-1553	109	9	are	be	AUX
ajema-1553	109	10	rewarded	reward	VERB
ajema-1553	109	11	to	to	PART
ajema-1553	109	12	reinforce	reinforce	VERB
ajema-1553	109	13	those	those	DET
ajema-1553	109	14	types	type	NOUN
ajema-1553	109	15	of	of	ADP
ajema-1553	109	16	optimizations	optimization	NOUN
ajema-1553	109	17	.	.	PUNCT
ajema-1553	110	1	changes	change	NOUN
ajema-1553	110	2	that	that	PRON
ajema-1553	110	3	worsen	worsen	VERB
ajema-1553	110	4	performance	performance	NOUN
ajema-1553	110	5	are	be	AUX
ajema-1553	110	6	penalized	penalize	VERB
ajema-1553	110	7	to	to	PART
ajema-1553	110	8	avoid	avoid	VERB
ajema-1553	110	9	repeating	repeat	VERB
ajema-1553	110	10	them	they	PRON
ajema-1553	110	11	.	.	PUNCT
ajema-1553	111	1	over	over	ADP
ajema-1553	111	2	many	many	ADJ
ajema-1553	111	3	iterations	iteration	NOUN
ajema-1553	111	4	,	,	PUNCT
ajema-1553	111	5	the	the	DET
ajema-1553	111	6	agents	agent	NOUN
ajema-1553	111	7	learn	learn	VERB
ajema-1553	111	8	correlations	correlation	NOUN
ajema-1553	111	9	between	between	ADP
ajema-1553	111	10	workflow	workflow	NOUN
ajema-1553	111	11	design	design	NOUN
ajema-1553	111	12	changes	change	NOUN
ajema-1553	111	13	and	and	CCONJ
ajema-1553	111	14	outcomes	outcome	NOUN
ajema-1553	111	15	.	.	PUNCT
ajema-1553	112	1	this	this	PRON
ajema-1553	112	2	allows	allow	VERB
ajema-1553	112	3	the	the	DET
ajema-1553	112	4	optimization	optimization	NOUN
ajema-1553	112	5	module	module	NOUN
ajema-1553	112	6	to	to	PART
ajema-1553	112	7	converge	converge	VERB
ajema-1553	112	8	on	on	ADP
ajema-1553	112	9	global	global	ADJ
ajema-1553	112	10	optima	optima	PROPN
ajema-1553	112	11	over	over	ADP
ajema-1553	112	12	time	time	NOUN
ajema-1553	112	13	.	.	PUNCT
ajema-1553	113	1	the	the	DET
ajema-1553	113	2	module	module	NOUN
ajema-1553	113	3	becomes	become	VERB
ajema-1553	113	4	better	well	ADJ
ajema-1553	113	5	at	at	ADP
ajema-1553	113	6	predicting	predict	VERB
ajema-1553	113	7	the	the	DET
ajema-1553	113	8	best	good	ADJ
ajema-1553	113	9	optimizations	optimization	NOUN
ajema-1553	113	10	for	for	ADP
ajema-1553	113	11	improved	improved	ADJ
ajema-1553	113	12	performance	performance	NOUN
ajema-1553	113	13	.	.	PUNCT
ajema-1553	114	1	the	the	DET
ajema-1553	114	2	learning	learning	NOUN
ajema-1553	114	3	module	module	NOUN
ajema-1553	114	4	can	can	AUX
ajema-1553	114	5	also	also	ADV
ajema-1553	114	6	incorporate	incorporate	VERB
ajema-1553	114	7	other	other	ADJ
ajema-1553	114	8	algorithms	algorithm	NOUN
ajema-1553	114	9	like	like	ADP
ajema-1553	114	10	supervised	supervise	VERB
ajema-1553	114	11	neural	neural	ADJ
ajema-1553	114	12	networks	network	NOUN
ajema-1553	114	13	that	that	PRON
ajema-1553	114	14	look	look	VERB
ajema-1553	114	15	for	for	ADP
ajema-1553	114	16	patterns	pattern	NOUN
ajema-1553	114	17	in	in	ADP
ajema-1553	114	18	results	result	NOUN
ajema-1553	114	19	data	datum	NOUN
ajema-1553	114	20	to	to	PART
ajema-1553	114	21	independently	independently	ADV
ajema-1553	114	22	derive	derive	VERB
ajema-1553	114	23	new	new	ADJ
ajema-1553	114	24	optimization	optimization	NOUN
ajema-1553	114	25	insights	insight	NOUN
ajema-1553	114	26	.	.	PUNCT
ajema-1553	115	1	transfer	transfer	NOUN
ajema-1553	115	2	learning	learning	NOUN
ajema-1553	115	3	allows	allow	VERB
ajema-1553	115	4	the	the	DET
ajema-1553	115	5	leverage	leverage	NOUN
ajema-1553	115	6	of	of	ADP
ajema-1553	115	7	best	good	ADJ
ajema-1553	115	8	-	-	PUNCT
ajema-1553	115	9	practice	practice	NOUN
ajema-1553	115	10	data	datum	NOUN
ajema-1553	115	11	from	from	ADP
ajema-1553	115	12	external	external	ADJ
ajema-1553	115	13	sources	source	NOUN
ajema-1553	115	14	to	to	PART
ajema-1553	115	15	speed	speed	VERB
ajema-1553	115	16	up	up	ADP
ajema-1553	115	17	training	training	NOUN
ajema-1553	115	18	.	.	PUNCT
ajema-1553	116	1	the	the	DET
ajema-1553	116	2	output	output	NOUN
ajema-1553	116	3	of	of	ADP
ajema-1553	116	4	the	the	DET
ajema-1553	116	5	learning	learning	NOUN
ajema-1553	116	6	module	module	NOUN
ajema-1553	116	7	is	be	AUX
ajema-1553	116	8	an	an	DET
ajema-1553	116	9	ai	ai	NOUN
ajema-1553	116	10	model	model	NOUN
ajema-1553	116	11	that	that	PRON
ajema-1553	116	12	is	be	AUX
ajema-1553	116	13	constantly	constantly	ADV
ajema-1553	116	14	evolving	evolve	VERB
ajema-1553	116	15	to	to	PART
ajema-1553	116	16	produce	produce	VERB
ajema-1553	116	17	superior	superior	ADJ
ajema-1553	116	18	workflow	workflow	NOUN
ajema-1553	116	19	optimizations	optimization	NOUN
ajema-1553	116	20	tailored	tailor	VERB
ajema-1553	116	21	to	to	ADP
ajema-1553	116	22	the	the	DET
ajema-1553	116	23	organization	organization	NOUN
ajema-1553	116	24	’s	’s	PART
ajema-1553	116	25	unique	unique	ADJ
ajema-1553	116	26	processes	process	NOUN
ajema-1553	116	27	and	and	CCONJ
ajema-1553	116	28	objectives	objective	NOUN
ajema-1553	116	29	.	.	PUNCT
ajema-1553	117	1	system	system	NOUN
ajema-1553	117	2	integration	integration	NOUN
ajema-1553	117	3	:	:	PUNCT
ajema-1553	117	4	the	the	DET
ajema-1553	117	5	automated	automate	VERB
ajema-1553	117	6	workflow	workflow	NOUN
ajema-1553	117	7	optimization	optimization	NOUN
ajema-1553	117	8	system	system	NOUN
ajema-1553	117	9	integrates	integrate	NOUN
ajema-1553	117	10	with	with	ADP
ajema-1553	117	11	several	several	ADJ
ajema-1553	117	12	existing	exist	VERB
ajema-1553	117	13	enterprise	enterprise	NOUN
ajema-1553	117	14	systems	system	NOUN
ajema-1553	117	15	used	use	VERB
ajema-1553	117	16	for	for	ADP
ajema-1553	117	17	erp	erp	NOUN
ajema-1553	117	18	,	,	PUNCT
ajema-1553	117	19	workflow	workflow	NOUN
ajema-1553	117	20	management	management	NOUN
ajema-1553	117	21	,	,	PUNCT
ajema-1553	117	22	and	and	CCONJ
ajema-1553	117	23	analytics	analytic	NOUN
ajema-1553	117	24	.	.	PUNCT
ajema-1553	118	1	standard	standard	ADJ
ajema-1553	118	2	interfaces	interface	NOUN
ajema-1553	118	3	typically	typically	ADV
ajema-1553	118	4	used	use	VERB
ajema-1553	118	5	include	include	VERB
ajema-1553	118	6	:	:	PUNCT
ajema-1553	118	7	rest	rest	VERB
ajema-1553	118	8	apis	apis	ADJ
ajema-1553	118	9	to	to	PART
ajema-1553	118	10	programmatically	programmatically	ADV
ajema-1553	118	11	exchange	exchange	VERB
ajema-1553	118	12	data	datum	NOUN
ajema-1553	118	13	with	with	ADP
ajema-1553	118	14	other	other	ADJ
ajema-1553	118	15	applications	application	NOUN
ajema-1553	118	16	both	both	CCONJ
ajema-1553	118	17	the	the	DET
ajema-1553	118	18	data	data	NOUN
ajema-1553	118	19	collection	collection	NOUN
ajema-1553	118	20	module	module	NOUN
ajema-1553	118	21	and	and	CCONJ
ajema-1553	118	22	the	the	DET
ajema-1553	118	23	optimization	optimization	NOUN
ajema-1553	118	24	module	module	NOUN
ajema-1553	118	25	use	use	NOUN
ajema-1553	118	26	apis	apis	ADJ
ajema-1553	118	27	extensively	extensively	ADV
ajema-1553	118	28	.	.	PUNCT
ajema-1553	119	1	134	134	NUM
ajema-1553	119	2	a	a	DET
ajema-1553	119	3	journal	journal	NOUN
ajema-1553	119	4	of	of	ADP
ajema-1553	119	5	the	the	DET
ajema-1553	119	6	american	american	PROPN
ajema-1553	119	7	journal	journal	PROPN
ajema-1553	119	8	of	of	ADP
ajema-1553	119	9	engineering	engineering	NOUN
ajema-1553	119	10	,	,	PUNCT
ajema-1553	119	11	mechanics	mechanic	NOUN
ajema-1553	119	12	and	and	CCONJ
ajema-1553	119	13	architecture	architecture	NOUN
ajema-1553	119	14	www	www	NOUN
ajema-1553	119	15	.	.	PUNCT
ajema-1553	120	1	grnjournal.us	grnjournal.us	X
ajema-1553	120	2	database	database	NOUN
ajema-1553	120	3	connectors	connector	NOUN
ajema-1553	120	4	to	to	PART
ajema-1553	120	5	synchronize	synchronize	VERB
ajema-1553	120	6	data	datum	NOUN
ajema-1553	120	7	with	with	ADP
ajema-1553	120	8	tables	table	NOUN
ajema-1553	120	9	in	in	ADP
ajema-1553	120	10	relational	relational	ADJ
ajema-1553	120	11	databases	database	NOUN
ajema-1553	120	12	or	or	CCONJ
ajema-1553	120	13	a	a	DET
ajema-1553	120	14	data	data	NOUN
ajema-1553	120	15	warehouse	warehouse	NOUN
ajema-1553	120	16	this	this	DET
ajema-1553	120	17	approach	approach	NOUN
ajema-1553	120	18	is	be	AUX
ajema-1553	120	19	useful	useful	ADJ
ajema-1553	120	20	for	for	ADP
ajema-1553	120	21	extracting	extract	VERB
ajema-1553	120	22	large	large	ADJ
ajema-1553	120	23	datasets	dataset	NOUN
ajema-1553	120	24	.	.	PUNCT
ajema-1553	121	1	flat	flat	ADJ
ajema-1553	121	2	file	file	NOUN
ajema-1553	121	3	imports	import	NOUN
ajema-1553	121	4	load	load	VERB
ajema-1553	121	5	workflow	workflow	NOUN
ajema-1553	121	6	logs	log	NOUN
ajema-1553	121	7	,	,	PUNCT
ajema-1553	121	8	invoices	invoice	NOUN
ajema-1553	121	9	,	,	PUNCT
ajema-1553	121	10	metrics	metric	NOUN
ajema-1553	121	11	,	,	PUNCT
ajema-1553	121	12	and	and	CCONJ
ajema-1553	121	13	other	other	ADJ
ajema-1553	121	14	data	datum	NOUN
ajema-1553	121	15	from	from	ADP
ajema-1553	121	16	csv	csv	NOUN
ajema-1553	121	17	,	,	PUNCT
ajema-1553	121	18	xls	xls	PROPN
ajema-1553	121	19	,	,	PUNCT
ajema-1553	121	20	or	or	CCONJ
ajema-1553	121	21	delimited	delimit	VERB
ajema-1553	121	22	text	text	NOUN
ajema-1553	121	23	files	file	NOUN
ajema-1553	121	24	.	.	PUNCT
ajema-1553	122	1	provides	provide	VERB
ajema-1553	122	2	flexibility	flexibility	NOUN
ajema-1553	122	3	to	to	PART
ajema-1553	122	4	ingest	ingest	VERB
ajema-1553	122	5	data	datum	NOUN
ajema-1553	122	6	in	in	ADP
ajema-1553	122	7	different	different	ADJ
ajema-1553	122	8	formats	format	NOUN
ajema-1553	122	9	.	.	PUNCT
ajema-1553	123	1	message	message	NOUN
ajema-1553	123	2	queuing	queue	VERB
ajema-1553	123	3	integrators	integrator	NOUN
ajema-1553	123	4	to	to	PART
ajema-1553	123	5	pass	pass	VERB
ajema-1553	123	6	events	event	NOUN
ajema-1553	123	7	and	and	CCONJ
ajema-1553	123	8	data	datum	NOUN
ajema-1553	123	9	to	to	ADP
ajema-1553	123	10	workflow	workflow	NOUN
ajema-1553	123	11	systems	system	NOUN
ajema-1553	123	12	in	in	ADP
ajema-1553	123	13	real	real	ADJ
ajema-1553	123	14	time	time	NOUN
ajema-1553	123	15	as	as	SCONJ
ajema-1553	123	16	workflows	workflow	NOUN
ajema-1553	123	17	execute	execute	VERB
ajema-1553	123	18	.	.	PUNCT
ajema-1553	124	1	enables	enable	VERB
ajema-1553	124	2	detailed	detailed	ADJ
ajema-1553	124	3	monitoring	monitoring	NOUN
ajema-1553	124	4	.	.	PUNCT
ajema-1553	125	1	webhooks	webhook	NOUN
ajema-1553	125	2	are	be	AUX
ajema-1553	125	3	used	use	VERB
ajema-1553	125	4	to	to	PART
ajema-1553	125	5	subscribe	subscribe	VERB
ajema-1553	125	6	to	to	ADP
ajema-1553	125	7	events	event	NOUN
ajema-1553	125	8	from	from	ADP
ajema-1553	125	9	external	external	ADJ
ajema-1553	125	10	systems	system	NOUN
ajema-1553	125	11	and	and	CCONJ
ajema-1553	125	12	trigger	trigger	NOUN
ajema-1553	125	13	actions	action	NOUN
ajema-1553	125	14	in	in	ADP
ajema-1553	125	15	response	response	NOUN
ajema-1553	125	16	.	.	PUNCT
ajema-1553	126	1	the	the	DET
ajema-1553	126	2	learning	learning	NOUN
ajema-1553	126	3	module	module	NOUN
ajema-1553	126	4	may	may	AUX
ajema-1553	126	5	use	use	VERB
ajema-1553	126	6	webhooks	webhook	NOUN
ajema-1553	126	7	to	to	PART
ajema-1553	126	8	train	train	NOUN
ajema-1553	126	9	models	model	NOUN
ajema-1553	126	10	when	when	SCONJ
ajema-1553	126	11	new	new	ADJ
ajema-1553	126	12	results	result	NOUN
ajema-1553	126	13	are	be	AUX
ajema-1553	126	14	available	available	ADJ
ajema-1553	126	15	.	.	PUNCT
ajema-1553	127	1	etl	etl	NOUN
ajema-1553	127	2	plugins	plugin	NOUN
ajema-1553	127	3	to	to	PART
ajema-1553	127	4	pull	pull	VERB
ajema-1553	127	5	data	datum	NOUN
ajema-1553	127	6	from	from	ADP
ajema-1553	127	7	source	source	NOUN
ajema-1553	127	8	systems	system	NOUN
ajema-1553	127	9	into	into	ADP
ajema-1553	127	10	a	a	DET
ajema-1553	127	11	data	datum	NOUN
ajema-1553	127	12	lake	lake	NOUN
ajema-1553	127	13	or	or	CCONJ
ajema-1553	127	14	warehouse	warehouse	VERB
ajema-1553	127	15	this	this	PRON
ajema-1553	127	16	handles	handle	VERB
ajema-1553	127	17	large	large	ADJ
ajema-1553	127	18	volumes	volume	NOUN
ajema-1553	127	19	of	of	ADP
ajema-1553	127	20	heterogeneous	heterogeneous	ADJ
ajema-1553	127	21	data	datum	NOUN
ajema-1553	127	22	.	.	PUNCT
ajema-1553	128	1	b2b	b2b	NOUN
ajema-1553	128	2	file	file	NOUN
ajema-1553	128	3	transfers	transfer	NOUN
ajema-1553	128	4	to	to	PART
ajema-1553	128	5	exchange	exchange	VERB
ajema-1553	128	6	bulk	bulk	ADJ
ajema-1553	128	7	data	data	NOUN
ajema-1553	128	8	files	file	NOUN
ajema-1553	128	9	with	with	ADP
ajema-1553	128	10	external	external	ADJ
ajema-1553	128	11	organizations	organization	NOUN
ajema-1553	128	12	can	can	AUX
ajema-1553	128	13	obtain	obtain	VERB
ajema-1553	128	14	industry	industry	NOUN
ajema-1553	128	15	benchmarks	benchmark	NOUN
ajema-1553	128	16	or	or	CCONJ
ajema-1553	128	17	best	good	ADJ
ajema-1553	128	18	practice	practice	NOUN
ajema-1553	128	19	data	datum	NOUN
ajema-1553	128	20	.	.	PUNCT
ajema-1553	129	1	the	the	DET
ajema-1553	129	2	system	system	NOUN
ajema-1553	129	3	architecture	architecture	NOUN
ajema-1553	129	4	is	be	AUX
ajema-1553	129	5	modular	modular	ADJ
ajema-1553	129	6	to	to	PART
ajema-1553	129	7	enable	enable	VERB
ajema-1553	129	8	integration	integration	NOUN
ajema-1553	129	9	via	via	ADP
ajema-1553	129	10	different	different	ADJ
ajema-1553	129	11	mechanisms	mechanism	NOUN
ajema-1553	129	12	as	as	SCONJ
ajema-1553	129	13	needed	need	VERB
ajema-1553	129	14	for	for	ADP
ajema-1553	129	15	specific	specific	ADJ
ajema-1553	129	16	data	datum	NOUN
ajema-1553	129	17	sources	source	NOUN
ajema-1553	129	18	and	and	CCONJ
ajema-1553	129	19	use	use	VERB
ajema-1553	129	20	cases	case	NOUN
ajema-1553	129	21	.	.	PUNCT
ajema-1553	130	1	apis	apis	PROPN
ajema-1553	130	2	and	and	CCONJ
ajema-1553	130	3	cloud	cloud	NOUN
ajema-1553	130	4	services	service	NOUN
ajema-1553	130	5	provide	provide	VERB
ajema-1553	130	6	scalability	scalability	NOUN
ajema-1553	130	7	to	to	PART
ajema-1553	130	8	expand	expand	VERB
ajema-1553	130	9	integration	integration	NOUN
ajema-1553	130	10	across	across	ADP
ajema-1553	130	11	the	the	DET
ajema-1553	130	12	enterprise	enterprise	NOUN
ajema-1553	130	13	it	it	PRON
ajema-1553	130	14	landscape	landscape	NOUN
ajema-1553	130	15	.	.	PUNCT
ajema-1553	131	1	user	user	NOUN
ajema-1553	131	2	interface	interface	NOUN
ajema-1553	131	3	samples	sample	NOUN
ajema-1553	131	4	:	:	PUNCT
ajema-1553	131	5	the	the	DET
ajema-1553	131	6	system	system	NOUN
ajema-1553	131	7	includes	include	VERB
ajema-1553	131	8	graphical	graphical	ADJ
ajema-1553	131	9	user	user	NOUN
ajema-1553	131	10	interfaces	interface	NOUN
ajema-1553	131	11	to	to	PART
ajema-1553	131	12	provide	provide	VERB
ajema-1553	131	13	workflow	workflow	NOUN
ajema-1553	131	14	transparency	transparency	NOUN
ajema-1553	131	15	to	to	ADP
ajema-1553	131	16	business	business	NOUN
ajema-1553	131	17	users	user	NOUN
ajema-1553	131	18	and	and	CCONJ
ajema-1553	131	19	obtain	obtain	VERB
ajema-1553	131	20	feedback	feedback	NOUN
ajema-1553	131	21	.	.	PUNCT
ajema-1553	132	1	sample	sample	NOUN
ajema-1553	132	2	interface	interface	NOUN
ajema-1553	132	3	mockups	mockup	NOUN
ajema-1553	132	4	include	include	VERB
ajema-1553	132	5	:	:	PUNCT
ajema-1553	132	6	workflow	workflow	NOUN
ajema-1553	132	7	analytics	analytic	NOUN
ajema-1553	132	8	dashboard	dashboard	NOUN
ajema-1553	132	9	showing	show	VERB
ajema-1553	132	10	process	process	NOUN
ajema-1553	132	11	metrics	metric	NOUN
ajema-1553	132	12	like	like	ADP
ajema-1553	132	13	cycle	cycle	NOUN
ajema-1553	132	14	time	time	NOUN
ajema-1553	132	15	and	and	CCONJ
ajema-1553	132	16	widgets	widget	NOUN
ajema-1553	132	17	highlighting	highlight	VERB
ajema-1553	132	18	top	top	ADJ
ajema-1553	132	19	optimization	optimization	NOUN
ajema-1553	132	20	opportunities	opportunity	NOUN
ajema-1553	132	21	.	.	PUNCT
ajema-1553	133	1	interactive	interactive	ADJ
ajema-1553	133	2	workflow	workflow	NOUN
ajema-1553	133	3	model	model	NOUN
ajema-1553	133	4	allowing	allow	VERB
ajema-1553	133	5	drill	drill	NOUN
ajema-1553	133	6	-	-	PUNCT
ajema-1553	133	7	down	down	NOUN
ajema-1553	133	8	to	to	PART
ajema-1553	133	9	see	see	VERB
ajema-1553	133	10	actual	actual	ADJ
ajema-1553	133	11	workflow	workflow	NOUN
ajema-1553	133	12	steps	step	NOUN
ajema-1553	133	13	,	,	PUNCT
ajema-1553	133	14	delays	delay	NOUN
ajema-1553	133	15	,	,	PUNCT
ajema-1553	133	16	and	and	CCONJ
ajema-1553	133	17	pain	pain	NOUN
ajema-1553	133	18	points	point	NOUN
ajema-1553	133	19	overlaid	overlay	VERB
ajema-1553	133	20	on	on	ADP
ajema-1553	133	21	an	an	DET
ajema-1553	133	22	ideal	ideal	ADJ
ajema-1553	133	23	workflow	workflow	NOUN
ajema-1553	133	24	.	.	PUNCT
ajema-1553	134	1	optimization	optimization	NOUN
ajema-1553	134	2	recommendation	recommendation	NOUN
ajema-1553	134	3	interface	interface	NOUN
ajema-1553	134	4	with	with	ADP
ajema-1553	134	5	the	the	DET
ajema-1553	134	6	ability	ability	NOUN
ajema-1553	134	7	to	to	PART
ajema-1553	134	8	accept	accept	VERB
ajema-1553	134	9	,	,	PUNCT
ajema-1553	134	10	reject	reject	VERB
ajema-1553	134	11	,	,	PUNCT
ajema-1553	134	12	or	or	CCONJ
ajema-1553	134	13	modify	modify	VERB
ajema-1553	134	14	proposed	propose	VERB
ajema-1553	134	15	workflow	workflow	NOUN
ajema-1553	134	16	changes	change	NOUN
ajema-1553	134	17	captures	capture	VERB
ajema-1553	134	18	user	user	NOUN
ajema-1553	134	19	feedback	feedback	NOUN
ajema-1553	134	20	.	.	PUNCT
ajema-1553	135	1	predictive	predictive	ADJ
ajema-1553	135	2	workflow	workflow	NOUN
ajema-1553	135	3	simulator	simulator	NOUN
ajema-1553	135	4	displaying	display	VERB
ajema-1553	135	5	estimated	estimate	VERB
ajema-1553	135	6	workflow	workflow	NOUN
ajema-1553	135	7	metrics	metric	NOUN
ajema-1553	135	8	after	after	ADP
ajema-1553	135	9	applying	apply	VERB
ajema-1553	135	10	proposed	propose	VERB
ajema-1553	135	11	optimizations	optimization	NOUN
ajema-1553	135	12	from	from	ADP
ajema-1553	135	13	the	the	DET
ajema-1553	135	14	ai	ai	PROPN
ajema-1553	135	15	engine	engine	NOUN
ajema-1553	135	16	.	.	PUNCT
ajema-1553	136	1	monitoring	monitor	VERB
ajema-1553	136	2	dashboard	dashboard	NOUN
ajema-1553	136	3	with	with	ADP
ajema-1553	136	4	real	real	ADJ
ajema-1553	136	5	-	-	PUNCT
ajema-1553	136	6	time	time	NOUN
ajema-1553	136	7	status	status	NOUN
ajema-1553	136	8	of	of	ADP
ajema-1553	136	9	optimized	optimize	VERB
ajema-1553	136	10	workflows	workflow	NOUN
ajema-1553	136	11	and	and	CCONJ
ajema-1553	136	12	alerts	alert	NOUN
ajema-1553	136	13	for	for	ADP
ajema-1553	136	14	underperformance	underperformance	NOUN
ajema-1553	136	15	based	base	VERB
ajema-1553	136	16	on	on	ADP
ajema-1553	136	17	kpi	kpi	PROPN
ajema-1553	136	18	thresholds	threshold	NOUN
ajema-1553	136	19	.	.	PUNCT
ajema-1553	137	1	mobile	mobile	ADJ
ajema-1553	137	2	app	app	PROPN
ajema-1553	137	3	allowing	allow	VERB
ajema-1553	137	4	users	user	NOUN
ajema-1553	137	5	to	to	PART
ajema-1553	137	6	inspect	inspect	VERB
ajema-1553	137	7	active	active	ADJ
ajema-1553	137	8	workflows	workflow	NOUN
ajema-1553	137	9	,	,	PUNCT
ajema-1553	137	10	approve	approve	VERB
ajema-1553	137	11	invoices	invoice	NOUN
ajema-1553	137	12	,	,	PUNCT
ajema-1553	137	13	flag	flag	NOUN
ajema-1553	137	14	exceptions	exception	NOUN
ajema-1553	137	15	,	,	PUNCT
ajema-1553	137	16	and	and	CCONJ
ajema-1553	137	17	submit	submit	VERB
ajema-1553	137	18	optimization	optimization	NOUN
ajema-1553	137	19	ideas	idea	NOUN
ajema-1553	137	20	.	.	PUNCT
ajema-1553	138	1	the	the	DET
ajema-1553	138	2	flexible	flexible	ADJ
ajema-1553	138	3	ui	ui	PROPN
ajema-1553	138	4	framework	framework	NOUN
ajema-1553	138	5	employs	employ	VERB
ajema-1553	138	6	responsive	responsive	ADJ
ajema-1553	138	7	design	design	NOUN
ajema-1553	138	8	for	for	ADP
ajema-1553	138	9	accessibility	accessibility	NOUN
ajema-1553	138	10	across	across	ADP
ajema-1553	138	11	devices	device	NOUN
ajema-1553	138	12	,	,	PUNCT
ajema-1553	138	13	user	user	NOUN
ajema-1553	138	14	-	-	PUNCT
ajema-1553	138	15	centered	center	VERB
ajema-1553	138	16	design	design	NOUN
ajema-1553	138	17	practices	practice	NOUN
ajema-1553	138	18	,	,	PUNCT
ajema-1553	138	19	and	and	CCONJ
ajema-1553	138	20	support	support	NOUN
ajema-1553	138	21	for	for	ADP
ajema-1553	138	22	themes	theme	NOUN
ajema-1553	138	23	to	to	PART
ajema-1553	138	24	match	match	VERB
ajema-1553	138	25	organization	organization	NOUN
ajema-1553	138	26	branding	branding	NOUN
ajema-1553	138	27	.	.	PUNCT
ajema-1553	139	1	the	the	DET
ajema-1553	139	2	intent	intent	NOUN
ajema-1553	139	3	is	be	AUX
ajema-1553	139	4	to	to	PART
ajema-1553	139	5	provide	provide	VERB
ajema-1553	139	6	transparent	transparent	ADJ
ajema-1553	139	7	,	,	PUNCT
ajema-1553	139	8	intuitive	intuitive	ADJ
ajema-1553	139	9	access	access	NOUN
ajema-1553	139	10	to	to	PART
ajema-1553	139	11	optimize	optimize	VERB
ajema-1553	139	12	workflows	workflow	NOUN
ajema-1553	139	13	for	for	ADP
ajema-1553	139	14	all	all	DET
ajema-1553	139	15	stakeholders	stakeholder	NOUN
ajema-1553	139	16	.	.	PUNCT
ajema-1553	140	1	conclusion	conclusion	NOUN
ajema-1553	140	2	:	:	PUNCT
ajema-1553	140	3	this	this	DET
ajema-1553	140	4	paper	paper	NOUN
ajema-1553	140	5	presented	present	VERB
ajema-1553	140	6	an	an	DET
ajema-1553	140	7	intelligent	intelligent	ADJ
ajema-1553	140	8	automated	automate	VERB
ajema-1553	140	9	system	system	NOUN
ajema-1553	140	10	to	to	PART
ajema-1553	140	11	optimize	optimize	VERB
ajema-1553	140	12	erp	erp	NOUN
ajema-1553	140	13	invoice	invoice	PROPN
ajema-1553	140	14	workflows	workflow	NOUN
ajema-1553	140	15	using	use	VERB
ajema-1553	140	16	ai	ai	NOUN
ajema-1553	140	17	and	and	CCONJ
ajema-1553	140	18	machine	machine	NOUN
ajema-1553	140	19	learning	learning	NOUN
ajema-1553	140	20	.	.	PUNCT
ajema-1553	141	1	the	the	DET
ajema-1553	141	2	proposed	propose	VERB
ajema-1553	141	3	system	system	NOUN
ajema-1553	141	4	offers	offer	VERB
ajema-1553	141	5	significant	significant	ADJ
ajema-1553	141	6	advantages	advantage	NOUN
ajema-1553	141	7	over	over	ADP
ajema-1553	141	8	current	current	ADJ
ajema-1553	141	9	manual	manual	NOUN
ajema-1553	141	10	,	,	PUNCT
ajema-1553	141	11	template	template	NOUN
ajema-1553	141	12	-	-	PUNCT
ajema-1553	141	13	based	base	VERB
ajema-1553	141	14	methods	method	NOUN
ajema-1553	141	15	by	by	ADP
ajema-1553	141	16	leveraging	leverage	VERB
ajema-1553	141	17	comprehensive	comprehensive	ADJ
ajema-1553	141	18	process	process	NOUN
ajema-1553	141	19	data	datum	NOUN
ajema-1553	141	20	analysis	analysis	NOUN
ajema-1553	141	21	,	,	PUNCT
ajema-1553	141	22	intelligent	intelligent	ADJ
ajema-1553	141	23	optimization	optimization	NOUN
ajema-1553	141	24	algorithms	algorithm	NOUN
ajema-1553	141	25	,	,	PUNCT
ajema-1553	141	26	and	and	CCONJ
ajema-1553	141	27	continuous	continuous	ADJ
ajema-1553	141	28	learning	learning	NOUN
ajema-1553	141	29	for	for	ADP
ajema-1553	141	30	progressive	progressive	ADJ
ajema-1553	141	31	enhancements	enhancement	NOUN
ajema-1553	141	32	.	.	PUNCT
ajema-1553	142	1	the	the	DET
ajema-1553	142	2	integrated	integrate	VERB
ajema-1553	142	3	modules	module	NOUN
ajema-1553	142	4	for	for	ADP
ajema-1553	142	5	data	data	NOUN
ajema-1553	142	6	collection	collection	NOUN
ajema-1553	142	7	,	,	PUNCT
ajema-1553	142	8	workflow	workflow	NOUN
ajema-1553	142	9	analysis	analysis	NOUN
ajema-1553	142	10	,	,	PUNCT
ajema-1553	142	11	optimization	optimization	NOUN
ajema-1553	142	12	,	,	PUNCT
ajema-1553	142	13	and	and	CCONJ
ajema-1553	142	14	feedback	feedback	NOUN
ajema-1553	142	15	-	-	PUNCT
ajema-1553	142	16	driven	drive	VERB
ajema-1553	142	17	learning	learning	NOUN
ajema-1553	142	18	enable	enable	VERB
ajema-1553	142	19	data	data	NOUN
ajema-1553	142	20	-	-	PUNCT
ajema-1553	142	21	driven	drive	VERB
ajema-1553	142	22	improvements	improvement	NOUN
ajema-1553	142	23	not	not	PART
ajema-1553	142	24	achievable	achievable	ADJ
ajema-1553	142	25	through	through	ADP
ajema-1553	142	26	human	human	ADJ
ajema-1553	142	27	experts	expert	NOUN
ajema-1553	142	28	alone	alone	ADV
ajema-1553	142	29	.	.	PUNCT
ajema-1553	143	1	implementing	implement	VERB
ajema-1553	143	2	this	this	DET
ajema-1553	143	3	system	system	NOUN
ajema-1553	143	4	can	can	AUX
ajema-1553	143	5	help	help	VERB
ajema-1553	143	6	companies	company	NOUN
ajema-1553	143	7	streamline	streamline	VERB
ajema-1553	143	8	operations	operation	NOUN
ajema-1553	143	9	,	,	PUNCT
ajema-1553	143	10	reduce	reduce	VERB
ajema-1553	143	11	costs	cost	NOUN
ajema-1553	143	12	,	,	PUNCT
ajema-1553	143	13	improve	improve	VERB
ajema-1553	143	14	productivity	productivity	NOUN
ajema-1553	143	15	,	,	PUNCT
ajema-1553	143	16	enhance	enhance	VERB
ajema-1553	143	17	compliance	compliance	NOUN
ajema-1553	143	18	,	,	PUNCT
ajema-1553	143	19	and	and	CCONJ
ajema-1553	143	20	adapt	adapt	VERB
ajema-1553	143	21	quickly	quickly	ADV
ajema-1553	143	22	to	to	ADP
ajema-1553	143	23	changes	change	NOUN
ajema-1553	143	24	.	.	PUNCT
ajema-1553	144	1	the	the	DET
ajema-1553	144	2	automated	automate	VERB
ajema-1553	144	3	approach	approach	NOUN
ajema-1553	144	4	also	also	ADV
ajema-1553	144	5	lowers	lower	VERB
ajema-1553	144	6	dependence	dependence	NOUN
ajema-1553	144	7	on	on	ADP
ajema-1553	144	8	specialized	specialized	ADJ
ajema-1553	144	9	consultants	consultant	NOUN
ajema-1553	144	10	.	.	PUNCT
ajema-1553	145	1	the	the	DET
ajema-1553	145	2	architecture	architecture	NOUN
ajema-1553	145	3	supports	support	VERB
ajema-1553	145	4	scalable	scalable	ADJ
ajema-1553	145	5	deployment	deployment	NOUN
ajema-1553	145	6	via	via	ADP
ajema-1553	145	7	cloud	cloud	NOUN
ajema-1553	145	8	services	service	NOUN
ajema-1553	145	9	and	and	CCONJ
ajema-1553	145	10	apis	apis	PROPN
ajema-1553	145	11	.	.	PUNCT
ajema-1553	146	1	while	while	SCONJ
ajema-1553	146	2	further	further	ADJ
ajema-1553	146	3	research	research	NOUN
ajema-1553	146	4	is	be	AUX
ajema-1553	146	5	needed	need	VERB
ajema-1553	146	6	to	to	PART
ajema-1553	146	7	address	address	VERB
ajema-1553	146	8	challenges	challenge	NOUN
ajema-1553	146	9	like	like	ADP
ajema-1553	146	10	data	datum	NOUN
ajema-1553	146	11	security	security	NOUN
ajema-1553	146	12	,	,	PUNCT
ajema-1553	146	13	the	the	DET
ajema-1553	146	14	overall	overall	ADJ
ajema-1553	146	15	approach	approach	NOUN
ajema-1553	146	16	represents	represent	VERB
ajema-1553	146	17	a	a	DET
ajema-1553	146	18	major	major	ADJ
ajema-1553	146	19	step	step	NOUN
ajema-1553	146	20	forward	forward	ADV
ajema-1553	146	21	in	in	ADP
ajema-1553	146	22	intelligently	intelligently	ADV
ajema-1553	146	23	optimizing	optimize	VERB
ajema-1553	146	24	business	business	NOUN
ajema-1553	146	25	processes	process	NOUN
ajema-1553	146	26	.	.	PUNCT
ajema-1553	147	1	135	135	NUM
ajema-1553	147	2	a	a	DET
ajema-1553	147	3	journal	journal	NOUN
ajema-1553	147	4	of	of	ADP
ajema-1553	147	5	the	the	DET
ajema-1553	147	6	american	american	PROPN
ajema-1553	147	7	journal	journal	PROPN
ajema-1553	147	8	of	of	ADP
ajema-1553	147	9	engineering	engineering	NOUN
ajema-1553	147	10	,	,	PUNCT
ajema-1553	147	11	mechanics	mechanic	NOUN
ajema-1553	147	12	and	and	CCONJ
ajema-1553	147	13	architecture	architecture	NOUN
ajema-1553	147	14	www	www	NOUN
ajema-1553	147	15	.	.	PUNCT
ajema-1553	148	1	grnjournal.us	grnjournal.us	X
ajema-1553	148	2	in	in	ADP
ajema-1553	148	3	conclusion	conclusion	NOUN
ajema-1553	148	4	,	,	PUNCT
ajema-1553	148	5	this	this	DET
ajema-1553	148	6	paper	paper	NOUN
ajema-1553	148	7	demonstrates	demonstrate	VERB
ajema-1553	148	8	the	the	DET
ajema-1553	148	9	feasibility	feasibility	NOUN
ajema-1553	148	10	and	and	CCONJ
ajema-1553	148	11	benefits	benefit	NOUN
ajema-1553	148	12	of	of	ADP
ajema-1553	148	13	applying	apply	VERB
ajema-1553	148	14	ai	ai	NOUN
ajema-1553	148	15	and	and	CCONJ
ajema-1553	148	16	machine	machine	NOUN
ajema-1553	148	17	learning	learn	VERB
ajema-1553	148	18	techniques	technique	NOUN
ajema-1553	148	19	to	to	PART
ajema-1553	148	20	analyze	analyze	VERB
ajema-1553	148	21	real	real	ADJ
ajema-1553	148	22	-	-	PUNCT
ajema-1553	148	23	world	world	NOUN
ajema-1553	148	24	erp	erp	NOUN
ajema-1553	148	25	workflow	workflow	NOUN
ajema-1553	148	26	data	datum	NOUN
ajema-1553	148	27	and	and	CCONJ
ajema-1553	148	28	automatically	automatically	ADV
ajema-1553	148	29	generate	generate	VERB
ajema-1553	148	30	optimized	optimize	VERB
ajema-1553	148	31	processes	process	NOUN
ajema-1553	148	32	.	.	PUNCT
ajema-1553	149	1	the	the	DET
ajema-1553	149	2	proposed	propose	VERB
ajema-1553	149	3	continuous	continuous	ADJ
ajema-1553	149	4	learning	learning	NOUN
ajema-1553	149	5	system	system	NOUN
ajema-1553	149	6	promises	promise	NOUN
ajema-1553	149	7	to	to	PART
ajema-1553	149	8	deliver	deliver	VERB
ajema-1553	149	9	increasing	increase	VERB
ajema-1553	149	10	workflow	workflow	NOUN
ajema-1553	149	11	improvements	improvement	NOUN
ajema-1553	149	12	over	over	ADP
ajema-1553	149	13	time	time	NOUN
ajema-1553	149	14	tailored	tailor	VERB
ajema-1553	149	15	to	to	ADP
ajema-1553	149	16	each	each	DET
ajema-1553	149	17	organization	organization	NOUN
ajema-1553	149	18	.	.	PUNCT
ajema-1553	150	1	the	the	DET
ajema-1553	150	2	innovation	innovation	NOUN
ajema-1553	150	3	of	of	ADP
ajema-1553	150	4	combining	combine	VERB
ajema-1553	150	5	predictive	predictive	ADJ
ajema-1553	150	6	analytics	analytic	NOUN
ajema-1553	150	7	,	,	PUNCT
ajema-1553	150	8	optimization	optimization	NOUN
ajema-1553	150	9	algorithms	algorithm	NOUN
ajema-1553	150	10	and	and	CCONJ
ajema-1553	150	11	feedback	feedback	NOUN
ajema-1553	150	12	loops	loop	NOUN
ajema-1553	150	13	can	can	AUX
ajema-1553	150	14	be	be	AUX
ajema-1553	150	15	extended	extend	VERB
ajema-1553	150	16	to	to	PART
ajema-1553	150	17	optimize	optimize	VERB
ajema-1553	150	18	many	many	ADJ
ajema-1553	150	19	other	other	ADJ
ajema-1553	150	20	business	business	NOUN
ajema-1553	150	21	processes	process	NOUN
ajema-1553	150	22	beyond	beyond	ADP
ajema-1553	150	23	erp	erp	NOUN
ajema-1553	150	24	invoices	invoice	NOUN
ajema-1553	150	25	.	.	PUNCT
ajema-1553	151	1	references	reference	NOUN
ajema-1553	151	2	1	1	NUM
ajema-1553	151	3	.	.	PUNCT
ajema-1553	152	1	hassabelnaby	hassabelnaby	PROPN
ajema-1553	152	2	,	,	PUNCT
ajema-1553	152	3	h.r	h.r	PROPN
ajema-1553	152	4	.	.	PROPN
ajema-1553	152	5	,	,	PUNCT
ajema-1553	152	6	hwang	hwang	PROPN
ajema-1553	152	7	,	,	PUNCT
ajema-1553	152	8	w.	w.	PROPN
ajema-1553	152	9	and	and	CCONJ
ajema-1553	152	10	vonderembse	vonderembse	NOUN
ajema-1553	152	11	,	,	PUNCT
ajema-1553	152	12	m.a	m.a	PROPN
ajema-1553	152	13	.	.	PROPN
ajema-1553	152	14	,	,	PUNCT
ajema-1553	152	15	2012	2012	NUM
ajema-1553	152	16	.	.	PUNCT
ajema-1553	153	1	the	the	DET
ajema-1553	153	2	impact	impact	NOUN
ajema-1553	153	3	of	of	ADP
ajema-1553	153	4	erp	erp	PROPN
ajema-1553	153	5	implementation	implementation	NOUN
ajema-1553	153	6	on	on	ADP
ajema-1553	153	7	organizational	organizational	ADJ
ajema-1553	153	8	capabilities	capability	NOUN
ajema-1553	153	9	and	and	CCONJ
ajema-1553	153	10	firm	firm	ADJ
ajema-1553	153	11	performance	performance	NOUN
ajema-1553	153	12	.	.	PUNCT
ajema-1553	154	1	benchmarking	benchmarke	VERB
ajema-1553	154	2	:	:	PUNCT
ajema-1553	154	3	an	an	DET
ajema-1553	154	4	international	international	ADJ
ajema-1553	154	5	journal	journal	NOUN
ajema-1553	154	6	.	.	PUNCT
ajema-1553	155	1	2	2	X
ajema-1553	155	2	.	.	X
ajema-1553	155	3	m	m	PROPN
ajema-1553	155	4	,	,	PUNCT
ajema-1553	155	5	paul	paul	PROPN
ajema-1553	155	6	.	.	PUNCT
ajema-1553	155	7	2020	2020	NUM
ajema-1553	155	8	.	.	PUNCT
ajema-1553	156	1	“	"	PUNCT
ajema-1553	156	2	erp	erp	PROPN
ajema-1553	156	3	software	software	NOUN
ajema-1553	156	4	market	market	NOUN
ajema-1553	156	5	size	size	NOUN
ajema-1553	156	6	,	,	PUNCT
ajema-1553	156	7	share	share	NOUN
ajema-1553	156	8	and	and	CCONJ
ajema-1553	156	9	trends	trend	VERB
ajema-1553	156	10	analysis	analysis	NOUN
ajema-1553	156	11	report	report	NOUN
ajema-1553	156	12	by	by	ADP
ajema-1553	156	13	solution	solution	NOUN
ajema-1553	156	14	,	,	PUNCT
ajema-1553	156	15	by	by	ADP
ajema-1553	156	16	function	function	NOUN
ajema-1553	156	17	,	,	PUNCT
ajema-1553	156	18	by	by	ADP
ajema-1553	156	19	deployment	deployment	NOUN
ajema-1553	156	20	,	,	PUNCT
ajema-1553	156	21	by	by	ADP
ajema-1553	156	22	organization	organization	NOUN
ajema-1553	156	23	size	size	NOUN
ajema-1553	156	24	,	,	PUNCT
ajema-1553	156	25	by	by	ADP
ajema-1553	156	26	vertical	vertical	ADJ
ajema-1553	156	27	,	,	PUNCT
ajema-1553	156	28	and	and	CCONJ
ajema-1553	156	29	segment	segment	NOUN
ajema-1553	156	30	forecasts	forecast	NOUN
ajema-1553	156	31	,	,	PUNCT
ajema-1553	156	32	2020	2020	NUM
ajema-1553	156	33	2025	2025	NUM
ajema-1553	156	34	.	.	PUNCT
ajema-1553	156	35	”	"	PUNCT
ajema-1553	157	1	grand	grand	ADJ
ajema-1553	157	2	research	research	NOUN
ajema-1553	157	3	.	.	PUNCT
ajema-1553	158	1	https://www.grandviewresearch.com/industry-analysis/enterprise-resource-planningerp-market	https://www.grandviewresearch.com/industry-analysis/enterprise-resource-planningerp-market	NOUN
ajema-1553	158	2	.	.	PUNCT
ajema-1553	159	1	3	3	X
ajema-1553	159	2	.	.	X
ajema-1553	159	3	weng	weng	PROPN
ajema-1553	159	4	,	,	PUNCT
ajema-1553	159	5	fengjing	fengje	VERB
ajema-1553	159	6	,	,	PUNCT
ajema-1553	159	7	and	and	CCONJ
ajema-1553	159	8	hung	hung	PROPN
ajema-1553	159	9	-	-	PUNCT
ajema-1553	159	10	chang	chang	PROPN
ajema-1553	159	11	chuang	chuang	PROPN
ajema-1553	159	12	.	.	PUNCT
ajema-1553	160	1	2020	2020	NUM
ajema-1553	160	2	.	.	PUNCT
ajema-1553	161	1	“	"	PUNCT
ajema-1553	161	2	factors	factor	NOUN
ajema-1553	161	3	affecting	affect	VERB
ajema-1553	161	4	individuals	individual	NOUN
ajema-1553	161	5	to	to	PART
ajema-1553	161	6	adopt	adopt	VERB
ajema-1553	161	7	cloud	cloud	NOUN
ajema-1553	161	8	erp	erp	NOUN
ajema-1553	161	9	.	.	PUNCT
ajema-1553	161	10	”	"	PUNCT
ajema-1553	161	11	information	information	NOUN
ajema-1553	161	12	systems	system	NOUN
ajema-1553	161	13	frontiers	frontier	NOUN
ajema-1553	161	14	22	22	NUM
ajema-1553	161	15	(	(	PUNCT
ajema-1553	161	16	3	3	NUM
ajema-1553	161	17	):	):	PUNCT
ajema-1553	161	18	705–15	705–15	NUM
ajema-1553	161	19	.	.	PUNCT
ajema-1553	162	1	4	4	X
ajema-1553	162	2	.	.	X
ajema-1553	162	3	kanchymalay	kanchymalay	PROPN
ajema-1553	162	4	,	,	PUNCT
ajema-1553	162	5	kasturi	kasturi	PROPN
ajema-1553	162	6	,	,	PUNCT
ajema-1553	162	7	salina	salina	PROPN
ajema-1553	162	8	daud	daud	PROPN
ajema-1553	162	9	,	,	PUNCT
ajema-1553	162	10	and	and	CCONJ
ajema-1553	162	11	zakiyah	zakiyah	PROPN
ajema-1553	162	12	zainol	zainol	NOUN
ajema-1553	162	13	.	.	PUNCT
ajema-1553	162	14	2021	2021	NUM
ajema-1553	162	15	.	.	PUNCT
ajema-1553	163	1	“	"	PUNCT
ajema-1553	163	2	the	the	DET
ajema-1553	163	3	security	security	NOUN
ajema-1553	163	4	concerns	concern	NOUN
ajema-1553	163	5	of	of	ADP
ajema-1553	163	6	cloud	cloud	NOUN
ajema-1553	163	7	-	-	PUNCT
ajema-1553	163	8	based	base	VERB
ajema-1553	163	9	erp	erp	NOUN
ajema-1553	163	10	system	system	NOUN
ajema-1553	163	11	.	.	PUNCT
ajema-1553	163	12	”	"	PUNCT
ajema-1553	164	1	procedia	procedia	PROPN
ajema-1553	164	2	computer	computer	NOUN
ajema-1553	164	3	science	science	NOUN
ajema-1553	164	4	191	191	NUM
ajema-1553	164	5	:	:	PUNCT
ajema-1553	164	6	429–34	429–34	NUM
ajema-1553	164	7	.	.	NOUN
ajema-1553	164	8	5	5	NUM
ajema-1553	164	9	.	.	PUNCT
ajema-1553	164	10	.coalfire	.coalfire	ADJ
ajema-1553	164	11	.	.	PUNCT
ajema-1553	164	12	2020	2020	NUM
ajema-1553	164	13	.	.	PUNCT
ajema-1553	165	1	“	"	PUNCT
ajema-1553	165	2	cloud	cloud	ADJ
ajema-1553	165	3	erp	erp	PROPN
ajema-1553	165	4	security	security	NOUN
ajema-1553	165	5	study	study	NOUN
ajema-1553	165	6	.	.	PUNCT
ajema-1553	165	7	”	"	PUNCT
ajema-1553	166	1	https://www.coalfire.com/coalfire/media/coalfire/resources/whitepapers/coalfirecloud-erp-security-study.pdf	https://www.coalfire.com/coalfire/media/coalfire/resources/whitepapers/coalfirecloud-erp-security-study.pdf	X
ajema-1553	166	2	.	.	PUNCT
ajema-1553	167	1	6	6	NUM
ajema-1553	167	2	.	.	X
ajema-1553	167	3	nilsson	nilsson	PROPN
ajema-1553	167	4	,	,	PUNCT
ajema-1553	167	5	nils	nils	PROPN
ajema-1553	167	6	j.	j.	PROPN
ajema-1553	167	7	2009	2009	NUM
ajema-1553	167	8	.	.	PUNCT
ajema-1553	168	1	the	the	DET
ajema-1553	168	2	quest	quest	NOUN
ajema-1553	168	3	for	for	ADP
ajema-1553	168	4	artificial	artificial	ADJ
ajema-1553	168	5	intelligence	intelligence	NOUN
ajema-1553	168	6	.	.	PUNCT
ajema-1553	169	1	cambridge	cambridge	PROPN
ajema-1553	169	2	university	university	PROPN
ajema-1553	169	3	press	press	NOUN
ajema-1553	169	4	.	.	PUNCT
ajema-1553	170	1	7	7	X
ajema-1553	170	2	.	.	X
ajema-1553	170	3	metcalf	metcalf	PROPN
ajema-1553	170	4	,	,	PUNCT
ajema-1553	170	5	jacob	jacob	PROPN
ajema-1553	170	6	,	,	PUNCT
ajema-1553	170	7	emily	emily	PROPN
ajema-1553	170	8	f.	f.	PROPN
ajema-1553	170	9	keller	keller	PROPN
ajema-1553	170	10	,	,	PUNCT
ajema-1553	170	11	and	and	CCONJ
ajema-1553	170	12	danah	danah	ADJ
ajema-1553	170	13	boyd	boyd	NOUN
ajema-1553	170	14	.	.	PUNCT
ajema-1553	170	15	2021	2021	NUM
ajema-1553	170	16	.	.	PUNCT
ajema-1553	171	1	“	"	PUNCT
ajema-1553	171	2	artificial	artificial	ADJ
ajema-1553	171	3	intelligence	intelligence	NOUN
ajema-1553	171	4	is	be	AUX
ajema-1553	171	5	harder	hard	ADJ
ajema-1553	171	6	than	than	SCONJ
ajema-1553	171	7	you	you	PRON
ajema-1553	171	8	think	think	VERB
ajema-1553	171	9	:	:	PUNCT
ajema-1553	171	10	four	four	NUM
ajema-1553	171	11	challenges	challenge	NOUN
ajema-1553	171	12	in	in	ADP
ajema-1553	171	13	developing	develop	VERB
ajema-1553	171	14	ai	ai	NOUN
ajema-1553	171	15	systems	system	NOUN
ajema-1553	171	16	.	.	PUNCT
ajema-1553	171	17	”	"	PUNCT
ajema-1553	172	1	ieee	ieee	PROPN
ajema-1553	172	2	security	security	PROPN
ajema-1553	172	3	&	&	CCONJ
ajema-1553	172	4	privacy	privacy	NOUN
ajema-1553	172	5	19	19	NUM
ajema-1553	172	6	(	(	PUNCT
ajema-1553	172	7	3	3	NUM
ajema-1553	172	8	):	):	PUNCT
ajema-1553	172	9	73–76	73–76	NUM
ajema-1553	172	10	.	.	NOUN
ajema-1553	172	11	8	8	NUM
ajema-1553	172	12	.	.	X
ajema-1553	173	1	wigmore	wigmore	PROPN
ajema-1553	173	2	,	,	PUNCT
ajema-1553	173	3	ian	ian	PROPN
ajema-1553	173	4	.	.	PROPN
ajema-1553	173	5	2021	2021	NUM
ajema-1553	173	6	.	.	PUNCT
ajema-1553	174	1	“	"	PUNCT
ajema-1553	174	2	can	can	AUX
ajema-1553	174	3	cloud	cloud	VERB
ajema-1553	174	4	erp	erp	PROPN
ajema-1553	174	5	be	be	AUX
ajema-1553	174	6	secure	secure	ADJ
ajema-1553	174	7	?	?	PUNCT
ajema-1553	174	8	”	"	PUNCT
ajema-1553	175	1	https://erpinnews.com/can-clouderp-be-secure/.	https://erpinnews.com/can-clouderp-be-secure/.	ADV
ajema-1553	175	2	9	9	NUM
ajema-1553	175	3	.	.	PUNCT
ajema-1553	176	1	singh	singh	PROPN
ajema-1553	176	2	,	,	PUNCT
ajema-1553	176	3	mithilesh	mithilesh	PROPN
ajema-1553	176	4	kumar	kumar	PROPN
ajema-1553	176	5	,	,	PUNCT
ajema-1553	176	6	and	and	CCONJ
ajema-1553	176	7	surya	surya	PROPN
ajema-1553	176	8	prakash	prakash	PROPN
ajema-1553	176	9	.	.	PROPN
ajema-1553	176	10	2021	2021	NUM
ajema-1553	176	11	.	.	PUNCT
ajema-1553	177	1	“	"	PUNCT
ajema-1553	177	2	secure	secure	VERB
ajema-1553	177	3	sharing	sharing	NOUN
ajema-1553	177	4	and	and	CCONJ
ajema-1553	177	5	accessing	access	VERB
ajema-1553	177	6	of	of	ADP
ajema-1553	177	7	data	datum	NOUN
ajema-1553	177	8	on	on	ADP
ajema-1553	177	9	cloud	cloud	NOUN
ajema-1553	177	10	-	-	PUNCT
ajema-1553	177	11	based	base	VERB
ajema-1553	177	12	erp	erp	NOUN
ajema-1553	177	13	system	system	NOUN
ajema-1553	177	14	using	use	VERB
ajema-1553	177	15	hybrid	hybrid	ADJ
ajema-1553	177	16	cryptosystem	cryptosystem	NOUN
ajema-1553	177	17	.	.	PUNCT
ajema-1553	177	18	”	"	PUNCT
ajema-1553	177	19	journal	journal	NOUN
ajema-1553	177	20	of	of	ADP
ajema-1553	177	21	ambient	ambient	ADJ
ajema-1553	177	22	intelligence	intelligence	NOUN
ajema-1553	177	23	and	and	CCONJ
ajema-1553	177	24	humanized	humanize	VERB
ajema-1553	177	25	computing	computing	NOUN
ajema-1553	177	26	,	,	PUNCT
ajema-1553	177	27	october	october	PROPN
ajema-1553	177	28	.	.	PROPN
ajema-1553	178	1	10	10	NUM
ajema-1553	178	2	.	.	X
ajema-1553	179	1	taher	taher	PROPN
ajema-1553	179	2	,	,	PUNCT
ajema-1553	179	3	younes	youne	NOUN
ajema-1553	179	4	,	,	PUNCT
ajema-1553	179	5	mohammed	mohammed	PROPN
ajema-1553	179	6	amine	amine	ADJ
ajema-1553	179	7	chatti	chatti	NOUN
ajema-1553	179	8	,	,	PUNCT
ajema-1553	179	9	ulrike	ulrike	PROPN
ajema-1553	179	10	lucke	lucke	PROPN
ajema-1553	179	11	,	,	PUNCT
ajema-1553	179	12	and	and	CCONJ
ajema-1553	179	13	monique	monique	PROPN
ajema-1553	179	14	snoeck	snoeck	PROPN
ajema-1553	179	15	.	.	PUNCT
ajema-1553	179	16	2021	2021	NUM
ajema-1553	179	17	.	.	PUNCT
ajema-1553	180	1	“	"	PUNCT
ajema-1553	180	2	explainable	explainable	ADJ
ajema-1553	180	3	artificial	artificial	ADJ
ajema-1553	180	4	intelligence	intelligence	NOUN
ajema-1553	180	5	for	for	ADP
ajema-1553	180	6	cyber	cyber	NOUN
ajema-1553	180	7	threat	threat	NOUN
ajema-1553	180	8	intelligence	intelligence	NOUN
ajema-1553	180	9	and	and	CCONJ
ajema-1553	180	10	information	information	NOUN
ajema-1553	180	11	analysis	analysis	NOUN
ajema-1553	180	12	.	.	PUNCT
ajema-1553	180	13	”	"	PUNCT
ajema-1553	181	1	2021	2021	NUM
ajema-1553	181	2	ieee	ieee	PROPN
ajema-1553	181	3	25th	25th	NOUN
ajema-1553	181	4	international	international	ADJ
ajema-1553	181	5	conference	conference	NOUN
ajema-1553	181	6	on	on	ADP
ajema-1553	181	7	computer	computer	NOUN
ajema-1553	181	8	supported	support	VERB
ajema-1553	181	9	cooperative	cooperative	ADJ
ajema-1553	181	10	work	work	NOUN
ajema-1553	181	11	in	in	ADP
ajema-1553	181	12	design	design	NOUN
ajema-1553	181	13	(	(	PUNCT
ajema-1553	181	14	cscwd	cscwd	NOUN
ajema-1553	181	15	)	)	PUNCT
ajema-1553	181	16	,	,	PUNCT
ajema-1553	181	17	650–57	650–57	NUM
ajema-1553	181	18	.	.	PUNCT
ajema-1553	182	1	11	11	NUM
ajema-1553	182	2	.	.	PUNCT
ajema-1553	183	1	faniyi	faniyi	PROPN
ajema-1553	183	2	,	,	PUNCT
ajema-1553	183	3	femi	femi	PROPN
ajema-1553	183	4	,	,	PUNCT
ajema-1553	183	5	rami	rami	PROPN
ajema-1553	183	6	bahsoon	bahsoon	PROPN
ajema-1553	183	7	,	,	PUNCT
ajema-1553	183	8	lukasz	lukasz	PROPN
ajema-1553	183	9	radlinski	radlinski	PROPN
ajema-1553	183	10	,	,	PUNCT
ajema-1553	183	11	marcio	marcio	PROPN
ajema-1553	183	12	katsumi	katsumi	PROPN
ajema-1553	183	13	oikawa	oikawa	PROPN
ajema-1553	183	14	,	,	PUNCT
ajema-1553	183	15	theo	theo	PROPN
ajema-1553	183	16	lynn	lynn	PROPN
ajema-1553	183	17	,	,	PUNCT
ajema-1553	183	18	and	and	CCONJ
ajema-1553	183	19	mathew	mathew	PROPN
ajema-1553	183	20	palakal	palakal	PROPN
ajema-1553	183	21	.	.	PUNCT
ajema-1553	184	1	2022	2022	NUM
ajema-1553	184	2	.	.	PUNCT
ajema-1553	185	1	“	"	PUNCT
ajema-1553	185	2	engineering	engineer	VERB
ajema-1553	185	3	ai	ai	NOUN
ajema-1553	185	4	-	-	PUNCT
ajema-1553	185	5	based	base	VERB
ajema-1553	185	6	systems	system	NOUN
ajema-1553	185	7	for	for	ADP
ajema-1553	185	8	dynamic	dynamic	ADJ
ajema-1553	185	9	adaptation	adaptation	NOUN
ajema-1553	185	10	of	of	ADP
ajema-1553	185	11	security	security	NOUN
ajema-1553	185	12	configurations	configuration	NOUN
ajema-1553	185	13	in	in	ADP
ajema-1553	185	14	the	the	DET
ajema-1553	185	15	cloud	cloud	NOUN
ajema-1553	185	16	.	.	PUNCT
ajema-1553	185	17	”	"	PUNCT
ajema-1553	186	1	future	future	ADJ
ajema-1553	186	2	generation	generation	NOUN
ajema-1553	186	3	computer	computer	NOUN
ajema-1553	186	4	systems	system	NOUN
ajema-1553	186	5	138	138	NUM
ajema-1553	186	6	(	(	PUNCT
ajema-1553	186	7	april	april	PROPN
ajema-1553	186	8	):	):	PUNCT
ajema-1553	186	9	687–701	687–701	NUM
ajema-1553	186	10	.	.	PUNCT
ajema-1553	186	11	12	12	NUM
ajema-1553	186	12	.	.	PUNCT
ajema-1553	187	1	haider	haider	PROPN
ajema-1553	187	2	,	,	PUNCT
ajema-1553	187	3	waqar	waqar	PROPN
ajema-1553	187	4	,	,	PUNCT
ajema-1553	187	5	suleman	suleman	PROPN
ajema-1553	187	6	mazhar	mazhar	PROPN
ajema-1553	187	7	,	,	PUNCT
ajema-1553	187	8	umar	umar	PROPN
ajema-1553	187	9	farooq	farooq	PROPN
ajema-1553	187	10	,	,	PUNCT
ajema-1553	187	11	and	and	CCONJ
ajema-1553	187	12	usman	usman	PROPN
ajema-1553	187	13	qamar	qamar	PROPN
ajema-1553	187	14	.	.	PROPN
ajema-1553	187	15	2020	2020	NUM
ajema-1553	187	16	.	.	PUNCT
ajema-1553	188	1	“	"	PUNCT
ajema-1553	188	2	predicting	predict	VERB
ajema-1553	188	3	vulnerabilities	vulnerability	NOUN
ajema-1553	188	4	in	in	ADP
ajema-1553	188	5	open	open	ADJ
ajema-1553	188	6	source	source	NOUN
ajema-1553	188	7	web	web	NOUN
ajema-1553	188	8	applications	application	NOUN
ajema-1553	188	9	and	and	CCONJ
ajema-1553	188	10	web	web	NOUN
ajema-1553	188	11	apis	apis	NOUN
ajema-1553	188	12	using	use	VERB
ajema-1553	188	13	machine	machine	NOUN
ajema-1553	188	14	learning	learning	NOUN
ajema-1553	188	15	algorithms	algorithm	NOUN
ajema-1553	188	16	.	.	PUNCT
ajema-1553	188	17	”	"	PUNCT
ajema-1553	189	1	applied	apply	VERB
ajema-1553	189	2	sciences	science	NOUN
ajema-1553	189	3	10	10	NUM
ajema-1553	189	4	(	(	PUNCT
ajema-1553	189	5	21	21	NUM
ajema-1553	189	6	):	):	PUNCT
ajema-1553	189	7	7832	7832	NUM
ajema-1553	189	8	.	.	PUNCT
ajema-1553	190	1	13	13	NUM
ajema-1553	190	2	.	.	X
ajema-1553	191	1	karafiloski	karafiloski	PROPN
ajema-1553	191	2	,	,	PUNCT
ajema-1553	191	3	elena	elena	NOUN
ajema-1553	191	4	,	,	PUNCT
ajema-1553	191	5	and	and	CCONJ
ajema-1553	191	6	anastas	anasta	VERB
ajema-1553	191	7	mishev	mishev	PROPN
ajema-1553	191	8	.	.	PUNCT
ajema-1553	191	9	2017	2017	NUM
ajema-1553	191	10	.	.	PUNCT
ajema-1553	192	1	"	"	PUNCT
ajema-1553	192	2	blockchain	blockchain	PROPN
ajema-1553	192	3	solutions	solution	NOUN
ajema-1553	192	4	for	for	ADP
ajema-1553	192	5	big	big	ADJ
ajema-1553	192	6	data	datum	NOUN
ajema-1553	192	7	challenges	challenge	NOUN
ajema-1553	192	8	:	:	PUNCT
ajema-1553	192	9	a	a	DET
ajema-1553	192	10	literature	literature	NOUN
ajema-1553	192	11	review	review	NOUN
ajema-1553	192	12	,	,	PUNCT
ajema-1553	192	13	"	"	PUNCT
ajema-1553	192	14	ieee	ieee	NOUN
ajema-1553	192	15	eurocon	eurocon	NOUN
ajema-1553	192	16	2017	2017	NUM
ajema-1553	192	17	-17th	-17th	PROPN
ajema-1553	192	18	international	international	ADJ
ajema-1553	192	19	conference	conference	NOUN
ajema-1553	192	20	on	on	ADP
ajema-1553	192	21	smart	smart	ADJ
ajema-1553	192	22	technologies	technology	NOUN
ajema-1553	192	23	,	,	PUNCT
ajema-1553	192	24	ohrid	ohrid	PROPN
ajema-1553	192	25	,	,	PUNCT
ajema-1553	192	26	2017	2017	NUM
ajema-1553	192	27	,	,	PUNCT
ajema-1553	192	28	pp	pp	ADJ
ajema-1553	192	29	.	.	PUNCT
ajema-1553	193	1	763	763	NUM
ajema-1553	193	2	-	-	SYM
ajema-1553	193	3	768	768	NUM
ajema-1553	193	4	.	.	X
ajema-1553	194	1	136	136	NUM
ajema-1553	195	1	a	a	DET
ajema-1553	195	2	journal	journal	NOUN
ajema-1553	195	3	of	of	ADP
ajema-1553	195	4	the	the	DET
ajema-1553	195	5	american	american	PROPN
ajema-1553	195	6	journal	journal	PROPN
ajema-1553	195	7	of	of	ADP
ajema-1553	195	8	engineering	engineering	NOUN
ajema-1553	195	9	,	,	PUNCT
ajema-1553	195	10	mechanics	mechanic	NOUN
ajema-1553	195	11	and	and	CCONJ
ajema-1553	195	12	architecture	architecture	NOUN
ajema-1553	195	13	www	www	NOUN
ajema-1553	195	14	.	.	PUNCT
ajema-1553	196	1	grnjournal.us	grnjournal.us	X
ajema-1553	196	2	14	14	NUM
ajema-1553	196	3	.	.	PUNCT
ajema-1553	197	1	west	west	PROPN
ajema-1553	197	2	,	,	PUNCT
ajema-1553	197	3	jessica	jessica	PROPN
ajema-1553	197	4	,	,	PUNCT
ajema-1553	197	5	and	and	CCONJ
ajema-1553	197	6	matthew	matthew	PROPN
ajema-1553	197	7	sutherland	sutherland	PROPN
ajema-1553	197	8	.	.	PUNCT
ajema-1553	197	9	2022	2022	NUM
ajema-1553	197	10	.	.	PUNCT
ajema-1553	198	1	“	"	PUNCT
ajema-1553	198	2	ai	ai	VERB
ajema-1553	198	3	for	for	ADP
ajema-1553	198	4	the	the	DET
ajema-1553	198	5	enterprise	enterprise	NOUN
ajema-1553	198	6	:	:	PUNCT
ajema-1553	198	7	cybersecurity	cybersecurity	NOUN
ajema-1553	198	8	and	and	CCONJ
ajema-1553	198	9	automation	automation	NOUN
ajema-1553	198	10	.	.	PUNCT
ajema-1553	198	11	”	"	PUNCT
ajema-1553	199	1	brookings	brookings	PROPN
ajema-1553	199	2	.	.	PUNCT
ajema-1553	200	1	january	january	PROPN
ajema-1553	200	2	24	24	NUM
ajema-1553	200	3	,	,	PUNCT
ajema-1553	200	4	2022	2022	NUM
ajema-1553	200	5	.	.	PUNCT
ajema-1553	201	1	https://www.brookings.edu/research/ai-for-the-enterprise-cybersecurity-andautomation/.	https://www.brookings.edu/research/ai-for-the-enterprise-cybersecurity-andautomation/.	X
ajema-1553	201	2	15	15	NUM
ajema-1553	201	3	.	.	PUNCT
ajema-1553	202	1	tankard	tankard	PROPN
ajema-1553	202	2	,	,	PUNCT
ajema-1553	202	3	colin	colin	PROPN
ajema-1553	202	4	.	.	PROPN
ajema-1553	202	5	2018	2018	NUM
ajema-1553	202	6	.	.	PUNCT
ajema-1553	203	1	“	"	PUNCT
ajema-1553	203	2	gdpr	gdpr	VERB
ajema-1553	203	3	compliance	compliance	NOUN
ajema-1553	203	4	using	use	VERB
ajema-1553	203	5	data	datum	NOUN
ajema-1553	203	6	loss	loss	NOUN
ajema-1553	203	7	prevention	prevention	NOUN
ajema-1553	203	8	.	.	PUNCT
ajema-1553	203	9	”	"	PUNCT
ajema-1553	204	1	digital	digital	ADJ
ajema-1553	204	2	guardian	guardian	NOUN
ajema-1553	204	3	.	.	PUNCT
ajema-1553	205	1	april	april	PROPN
ajema-1553	205	2	19	19	NUM
ajema-1553	205	3	,	,	PUNCT
ajema-1553	205	4	2018	2018	NUM
ajema-1553	205	5	.	.	PUNCT
ajema-1553	206	1	https://digitalguardian.com/blog/gdpr-compliance-usingdata-loss-prevention-dlp	https://digitalguardian.com/blog/gdpr-compliance-usingdata-loss-prevention-dlp	NOUN
ajema-1553	206	2	.	.	PUNCT
ajema-1553	207	1	16	16	NUM
ajema-1553	207	2	.	.	PUNCT
ajema-1553	208	1	arjun	arjun	PROPN
ajema-1553	208	2	reddy	reddy	PROPN
ajema-1553	208	3	kunduru	kunduru	PROPN
ajema-1553	208	4	.	.	PUNCT
ajema-1553	209	1	(	(	PUNCT
ajema-1553	209	2	2023	2023	NUM
ajema-1553	209	3	)	)	PUNCT
ajema-1553	209	4	.	.	PUNCT
ajema-1553	210	1	healthcare	healthcare	PROPN
ajema-1553	210	2	erp	erp	PROPN
ajema-1553	210	3	project	project	PROPN
ajema-1553	210	4	success	success	NOUN
ajema-1553	210	5	:	:	PUNCT
ajema-1553	210	6	it	it	PRON
ajema-1553	210	7	’s	’	VERB
ajema-1553	210	8	all	all	ADV
ajema-1553	210	9	about	about	ADP
ajema-1553	210	10	avoiding	avoid	VERB
ajema-1553	210	11	missteps	misstep	NOUN
ajema-1553	210	12	.	.	PUNCT
ajema-1553	211	1	central	central	ADJ
ajema-1553	211	2	asian	asian	ADJ
ajema-1553	211	3	journal	journal	NOUN
ajema-1553	211	4	of	of	ADP
ajema-1553	211	5	theoretical	theoretical	ADJ
ajema-1553	211	6	and	and	CCONJ
ajema-1553	211	7	applied	apply	VERB
ajema-1553	211	8	science	science	NOUN
ajema-1553	211	9	,	,	PUNCT
ajema-1553	211	10	4(8	4(8	NUM
ajema-1553	211	11	)	)	PUNCT
ajema-1553	211	12	,	,	PUNCT
ajema-1553	211	13	130	130	NUM
ajema-1553	211	14	-	-	SYM
ajema-1553	211	15	134	134	NUM
ajema-1553	211	16	.	.	PUNCT
ajema-1553	212	1	retrieved	retrieve	VERB
ajema-1553	212	2	from	from	ADP
ajema-1553	212	3	https://cajotas.centralasianstudies.org/index.php/cajotas/article/view/1268	https://cajotas.centralasianstudies.org/index.php/cajotas/article/view/1268	PROPN
ajema-1553	212	4	17	17	NUM
ajema-1553	212	5	.	.	PUNCT
ajema-1553	213	1	chronicle	chronicle	PROPN
ajema-1553	213	2	security	security	PROPN
ajema-1553	213	3	.	.	PUNCT
ajema-1553	214	1	2022	2022	NUM
ajema-1553	214	2	.	.	PUNCT
ajema-1553	215	1	“	"	PUNCT
ajema-1553	215	2	chronicle	chronicle	PROPN
ajema-1553	215	3	security	security	NOUN
ajema-1553	215	4	from	from	ADP
ajema-1553	215	5	google	google	PROPN
ajema-1553	215	6	cloud	cloud	PROPN
ajema-1553	215	7	.	.	PUNCT
ajema-1553	215	8	”	"	PUNCT
ajema-1553	216	1	https://chronicle.security/why-chronicle/	https://chronicle.security/why-chronicle/	NOUN
ajema-1553	216	2	.	.	PUNCT
ajema-1553	217	1	18	18	NUM
ajema-1553	217	2	.	.	PUNCT
ajema-1553	218	1	microsoft	microsoft	PROPN
ajema-1553	218	2	.	.	PROPN
ajema-1553	218	3	2022	2022	NUM
ajema-1553	218	4	.	.	PUNCT
ajema-1553	219	1	“	"	PUNCT
ajema-1553	219	2	microsoft	microsoft	PROPN
ajema-1553	219	3	ai	ai	VERB
ajema-1553	219	4	for	for	ADP
ajema-1553	219	5	cybersecurity	cybersecurity	NOUN
ajema-1553	219	6	.	.	PUNCT
ajema-1553	219	7	”	"	PUNCT
ajema-1553	220	1	https://www.microsoft.com/enus/ai/ai-for-cybersecurity?activetab=pivot1%3aprimaryr6	https://www.microsoft.com/enus/ai/ai-for-cybersecurity?activetab=pivot1%3aprimaryr6	PROPN
ajema-1553	220	2	.	.	PROPN
ajema-1553	220	3	19	19	NUM
ajema-1553	220	4	.	.	X
ajema-1553	220	5	amazon	amazon	PROPN
ajema-1553	220	6	web	web	NOUN
ajema-1553	220	7	services	service	NOUN
ajema-1553	220	8	.	.	PUNCT
ajema-1553	221	1	2022	2022	NUM
ajema-1553	221	2	.	.	PUNCT
ajema-1553	222	1	“	"	PUNCT
ajema-1553	222	2	security	security	NOUN
ajema-1553	222	3	,	,	PUNCT
ajema-1553	222	4	identity	identity	NOUN
ajema-1553	222	5	&	&	CCONJ
ajema-1553	222	6	compliance	compliance	NOUN
ajema-1553	222	7	.	.	PUNCT
ajema-1553	222	8	”	"	PUNCT
ajema-1553	223	1	https://aws.amazon.com/products/security/.	https://aws.amazon.com/products/security/.	ADJ
ajema-1553	223	2	20	20	NUM
ajema-1553	223	3	.	.	PUNCT
ajema-1553	223	4	clearsky	clearsky	PROPN
ajema-1553	223	5	cybersecurity	cybersecurity	NOUN
ajema-1553	223	6	.	.	PUNCT
ajema-1553	223	7	2021	2021	NUM
ajema-1553	223	8	.	.	PUNCT
ajema-1553	224	1	“	"	PUNCT
ajema-1553	224	2	clearsky	clearsky	PROPN
ajema-1553	224	3	’s	’s	PART
ajema-1553	224	4	erp	erp	PROPN
ajema-1553	224	5	security	security	NOUN
ajema-1553	224	6	platform	platform	NOUN
ajema-1553	224	7	.	.	PUNCT
ajema-1553	224	8	”	"	PUNCT
ajema-1553	225	1	https://www.clearskysec.com/.	https://www.clearskysec.com/.	PROPN
ajema-1553	225	2	21	21	NUM
ajema-1553	225	3	.	.	PUNCT
ajema-1553	226	1	[	[	X
ajema-1553	226	2	36	36	NUM
ajema-1553	226	3	]	]	PUNCT
ajema-1553	226	4	.darktrace	.darktrace	NOUN
ajema-1553	226	5	.	.	PUNCT
ajema-1553	226	6	2021	2021	NUM
ajema-1553	226	7	.	.	PUNCT
ajema-1553	227	1	“	"	PUNCT
ajema-1553	227	2	cyber	cyber	NOUN
ajema-1553	227	3	ai	ai	VERB
ajema-1553	227	4	to	to	PART
ajema-1553	227	5	protect	protect	VERB
ajema-1553	227	6	saas	saas	NOUN
ajema-1553	227	7	collaboration	collaboration	NOUN
ajema-1553	227	8	tools	tool	NOUN
ajema-1553	227	9	.	.	PUNCT
ajema-1553	227	10	”	"	PUNCT
ajema-1553	228	1	https://www.darktrace.com/en/saas/.	https://www.darktrace.com/en/saas/.	NOUN
ajema-1553	228	2	22	22	NUM
ajema-1553	228	3	.	.	PUNCT
ajema-1553	229	1	venturebeat	venturebeat	NOUN
ajema-1553	229	2	.	.	PUNCT
ajema-1553	230	1	2019	2019	NUM
ajema-1553	230	2	.	.	PUNCT
ajema-1553	231	1	“	"	PUNCT
ajema-1553	231	2	mosaic	mosaic	ADJ
ajema-1553	231	3	launches	launch	NOUN
ajema-1553	231	4	zeke	zeke	PROPN
ajema-1553	231	5	,	,	PUNCT
ajema-1553	231	6	an	an	DET
ajema-1553	231	7	ai	ai	NOUN
ajema-1553	231	8	-	-	PUNCT
ajema-1553	231	9	powered	powered	ADJ
ajema-1553	231	10	security	security	NOUN
ajema-1553	231	11	assistant	assistant	NOUN
ajema-1553	231	12	for	for	ADP
ajema-1553	231	13	cybersecurity	cybersecurity	NOUN
ajema-1553	231	14	teams	team	NOUN
ajema-1553	231	15	.	.	PUNCT
ajema-1553	231	16	”	"	PUNCT
ajema-1553	231	17	https://venturebeat.com/2019/10/29/mosaic-launches-zeke-anai-powered-security-assistant-for-cybersecurity-teams/.	https://venturebeat.com/2019/10/29/mosaic-launches-zeke-anai-powered-security-assistant-for-cybersecurity-teams/.	PROPN
ajema-1553	231	18	23	23	NUM
ajema-1553	231	19	.	.	PUNCT
ajema-1553	232	1	cambria	cambria	PROPN
ajema-1553	232	2	,	,	PUNCT
ajema-1553	232	3	e.	e.	PROPN
ajema-1553	232	4	and	and	CCONJ
ajema-1553	232	5	white	white	PROPN
ajema-1553	232	6	,	,	PUNCT
ajema-1553	232	7	b.	b.	PROPN
ajema-1553	232	8	,	,	PUNCT
ajema-1553	232	9	2014	2014	NUM
ajema-1553	232	10	.	.	PUNCT
ajema-1553	233	1	jumping	jump	VERB
ajema-1553	233	2	nlp	nlp	ADJ
ajema-1553	233	3	curves	curve	NOUN
ajema-1553	233	4	:	:	PUNCT
ajema-1553	233	5	a	a	DET
ajema-1553	233	6	review	review	NOUN
ajema-1553	233	7	of	of	ADP
ajema-1553	233	8	natural	natural	ADJ
ajema-1553	233	9	language	language	NOUN
ajema-1553	233	10	processing	processing	NOUN
ajema-1553	233	11	research	research	NOUN
ajema-1553	233	12	[	[	X
ajema-1553	233	13	review	review	NOUN
ajema-1553	233	14	article	article	NOUN
ajema-1553	233	15	]	]	PUNCT
ajema-1553	233	16	.	.	PUNCT
ajema-1553	234	1	ieee	ieee	PROPN
ajema-1553	234	2	computational	computational	PROPN
ajema-1553	234	3	intelligence	intelligence	PROPN
ajema-1553	234	4	magazine	magazine	NOUN
ajema-1553	234	5	,	,	PUNCT
ajema-1553	234	6	9(2	9(2	NUM
ajema-1553	234	7	)	)	PUNCT
ajema-1553	234	8	,	,	PUNCT
ajema-1553	234	9	pp.48	pp.48	NOUN
ajema-1553	234	10	-	-	PUNCT
ajema-1553	234	11	57	57	NUM
ajema-1553	234	12	.	.	PUNCT
ajema-1553	235	1	24	24	NUM
ajema-1553	235	2	.	.	PUNCT
ajema-1553	236	1	[	[	X
ajema-1553	236	2	asatiani	asatiani	PROPN
ajema-1553	236	3	,	,	PUNCT
ajema-1553	236	4	aleksandre	aleksandre	ADV
ajema-1553	236	5	,	,	PUNCT
ajema-1553	236	6	pentti	pentti	ADJ
ajema-1553	236	7	hirvonen	hirvonen	NOUN
ajema-1553	236	8	,	,	PUNCT
ajema-1553	236	9	esko	esko	PROPN
ajema-1553	236	10	penttinen	penttinen	PROPN
ajema-1553	236	11	,	,	PUNCT
ajema-1553	236	12	tiina	tiina	PROPN
ajema-1553	236	13	rinta	rinta	PROPN
ajema-1553	236	14	-	-	PUNCT
ajema-1553	236	15	kahila	kahila	PROPN
ajema-1553	236	16	,	,	PUNCT
ajema-1553	236	17	and	and	CCONJ
ajema-1553	236	18	jukka	jukka	PROPN
ajema-1553	236	19	salimäki	salimäki	PROPN
ajema-1553	236	20	.	.	PUNCT
ajema-1553	236	21	2022	2022	NUM
ajema-1553	236	22	.	.	PUNCT
ajema-1553	237	1	“	"	PUNCT
ajema-1553	237	2	the	the	DET
ajema-1553	237	3	motives	motive	NOUN
ajema-1553	237	4	,	,	PUNCT
ajema-1553	237	5	benefits	benefit	NOUN
ajema-1553	237	6	and	and	CCONJ
ajema-1553	237	7	challenges	challenge	NOUN
ajema-1553	237	8	of	of	ADP
ajema-1553	237	9	adopting	adopt	VERB
ajema-1553	237	10	robotic	robotic	ADJ
ajema-1553	237	11	process	process	NOUN
ajema-1553	237	12	automation	automation	NOUN
ajema-1553	237	13	(	(	PUNCT
ajema-1553	237	14	rpa	rpa	PROPN
ajema-1553	237	15	)	)	PUNCT
ajema-1553	237	16	in	in	ADP
ajema-1553	237	17	auditing	audit	VERB
ajema-1553	237	18	.	.	PUNCT
ajema-1553	237	19	”	"	PUNCT
ajema-1553	238	1	international	international	ADJ
ajema-1553	238	2	journal	journal	NOUN
ajema-1553	238	3	of	of	ADP
ajema-1553	238	4	accounting	accounting	NOUN
ajema-1553	238	5	information	information	NOUN
ajema-1553	238	6	systems	system	NOUN
ajema-1553	238	7	43	43	NUM
ajema-1553	238	8	(	(	PUNCT
ajema-1553	238	9	march	march	PROPN
ajema-1553	238	10	):	):	PUNCT
ajema-1553	238	11	100498	100498	NUM
ajema-1553	238	12	.	.	PUNCT
ajema-1553	239	1	25	25	NUM
ajema-1553	239	2	.	.	PUNCT
ajema-1553	240	1	[	[	X
ajema-1553	240	2	tien	tien	NOUN
ajema-1553	240	3	,	,	PUNCT
ajema-1553	240	4	james	james	PROPN
ajema-1553	240	5	m.	m.	PROPN
ajema-1553	240	6	2013	2013	NUM
ajema-1553	240	7	.	.	PUNCT
ajema-1553	241	1	“	"	PUNCT
ajema-1553	241	2	big	big	ADJ
ajema-1553	241	3	data	datum	NOUN
ajema-1553	241	4	:	:	PUNCT
ajema-1553	241	5	unleashing	unleash	VERB
ajema-1553	241	6	information	information	NOUN
ajema-1553	241	7	.	.	PUNCT
ajema-1553	241	8	”	"	PUNCT
ajema-1553	242	1	journal	journal	NOUN
ajema-1553	242	2	of	of	ADP
ajema-1553	242	3	systems	system	NOUN
ajema-1553	242	4	science	science	NOUN
ajema-1553	242	5	and	and	CCONJ
ajema-1553	242	6	systems	system	NOUN
ajema-1553	242	7	engineering	engineer	VERB
ajema-1553	242	8	22	22	NUM
ajema-1553	242	9	(	(	PUNCT
ajema-1553	242	10	2	2	NUM
ajema-1553	242	11	):	):	PUNCT
ajema-1553	242	12	127–51	127–51	NUM
ajema-1553	242	13	.	.	NOUN
ajema-1553	242	14	26	26	NUM
ajema-1553	242	15	.	.	PUNCT
ajema-1553	243	1	ward	ward	NOUN
ajema-1553	243	2	,	,	PUNCT
ajema-1553	243	3	logan	logan	PROPN
ajema-1553	243	4	,	,	PUNCT
ajema-1553	243	5	nabil	nabil	PROPN
ajema-1553	243	6	kashyap	kashyap	PROPN
ajema-1553	243	7	,	,	PUNCT
ajema-1553	243	8	mikhail	mikhail	PROPN
ajema-1553	243	9	sizov	sizov	NOUN
ajema-1553	243	10	,	,	PUNCT
ajema-1553	243	11	and	and	CCONJ
ajema-1553	243	12	jennifer	jennifer	PROPN
ajema-1553	243	13	parham	parham	PROPN
ajema-1553	243	14	.	.	PUNCT
ajema-1553	243	15	2021	2021	NUM
ajema-1553	243	16	.	.	PUNCT
ajema-1553	244	1	“	"	PUNCT
ajema-1553	244	2	artificial	artificial	ADJ
ajema-1553	244	3	intelligence	intelligence	NOUN
ajema-1553	244	4	and	and	CCONJ
ajema-1553	244	5	the	the	DET
ajema-1553	244	6	future	future	NOUN
ajema-1553	244	7	of	of	ADP
ajema-1553	244	8	cloud	cloud	NOUN
ajema-1553	244	9	computing	computing	NOUN
ajema-1553	244	10	:	:	PUNCT
ajema-1553	244	11	a	a	DET
ajema-1553	244	12	security	security	NOUN
ajema-1553	244	13	and	and	CCONJ
ajema-1553	244	14	privacy	privacy	NOUN
ajema-1553	244	15	perspective	perspective	NOUN
ajema-1553	244	16	.	.	PUNCT
ajema-1553	244	17	”	"	PUNCT
ajema-1553	245	1	artificial	artificial	ADJ
ajema-1553	245	2	intelligence	intelligence	NOUN
ajema-1553	245	3	and	and	CCONJ
ajema-1553	245	4	cloud	cloud	PROPN
ajema-1553	245	5	security	security	NOUN
ajema-1553	245	6	,	,	PUNCT
ajema-1553	245	7	july	july	PROPN
ajema-1553	245	8	,	,	PUNCT
ajema-1553	245	9	71–103	71–103	PROPN
ajema-1553	245	10	.	.	NOUN
ajema-1553	245	11	27	27	NUM
ajema-1553	245	12	.	.	PUNCT
ajema-1553	245	13	stonebraker	stonebraker	PROPN
ajema-1553	245	14	,	,	PUNCT
ajema-1553	245	15	michael	michael	PROPN
ajema-1553	245	16	,	,	PUNCT
ajema-1553	245	17	daniel	daniel	PROPN
ajema-1553	245	18	bruckner	bruckner	PROPN
ajema-1553	245	19	,	,	PUNCT
ajema-1553	245	20	ihab	ihab	PROPN
ajema-1553	245	21	f	f	PROPN
ajema-1553	245	22	ilyas	ilyas	PROPN
ajema-1553	245	23	,	,	PUNCT
ajema-1553	245	24	george	george	PROPN
ajema-1553	245	25	beskales	beskales	PROPN
ajema-1553	245	26	,	,	PUNCT
ajema-1553	245	27	mitch	mitch	PROPN
ajema-1553	245	28	cherniack	cherniack	PROPN
ajema-1553	245	29	,	,	PUNCT
ajema-1553	245	30	stanley	stanley	PROPN
ajema-1553	245	31	b.	b.	PROPN
ajema-1553	245	32	zdonik	zdonik	PROPN
ajema-1553	245	33	,	,	PUNCT
ajema-1553	245	34	alexander	alexander	PROPN
ajema-1553	245	35	pagan	pagan	PROPN
ajema-1553	245	36	,	,	PUNCT
ajema-1553	245	37	and	and	CCONJ
ajema-1553	245	38	shan	shan	PROPN
ajema-1553	245	39	xu	xu	PROPN
ajema-1553	245	40	.	.	PUNCT
ajema-1553	245	41	2013	2013	NUM
ajema-1553	245	42	.	.	PUNCT
ajema-1553	246	1	“	"	PUNCT
ajema-1553	246	2	data	datum	NOUN
ajema-1553	246	3	curation	curation	NOUN
ajema-1553	246	4	at	at	ADP
ajema-1553	246	5	scale	scale	NOUN
ajema-1553	246	6	:	:	PUNCT
ajema-1553	246	7	the	the	DET
ajema-1553	246	8	data	data	NOUN
ajema-1553	246	9	tamer	tame	ADJ
ajema-1553	246	10	system	system	NOUN
ajema-1553	246	11	.	.	PUNCT
ajema-1553	246	12	”	"	PUNCT
ajema-1553	247	1	in	in	ADP
ajema-1553	247	2	cidr	cidr	PROPN
ajema-1553	247	3	2013	2013	NUM
ajema-1553	247	4	,	,	PUNCT
ajema-1553	247	5	sixth	sixth	ADJ
ajema-1553	247	6	biennial	biennial	ADJ
ajema-1553	247	7	conference	conference	NOUN
ajema-1553	247	8	on	on	ADP
ajema-1553	247	9	innovative	innovative	ADJ
ajema-1553	247	10	data	datum	NOUN
ajema-1553	247	11	systems	system	NOUN
ajema-1553	247	12	research	research	NOUN
ajema-1553	247	13	,	,	PUNCT
ajema-1553	247	14	asilomar	asilomar	NOUN
ajema-1553	247	15	,	,	PUNCT
ajema-1553	247	16	ca	ca	PROPN
ajema-1553	247	17	,	,	PUNCT
ajema-1553	247	18	usa	usa	PROPN
ajema-1553	247	19	,	,	PUNCT
ajema-1553	247	20	january	january	PROPN
ajema-1553	247	21	6	6	NUM
ajema-1553	247	22	-	-	SYM
ajema-1553	247	23	9	9	NUM
ajema-1553	247	24	,	,	PUNCT
ajema-1553	247	25	2013	2013	NUM
ajema-1553	247	26	,	,	PUNCT
ajema-1553	247	27	online	online	ADJ
ajema-1553	247	28	proceedings	proceeding	NOUN
ajema-1553	247	29	.	.	PUNCT
ajema-1553	248	1	www.cidrdb.org	www.cidrdb.org	VERB
ajema-1553	248	2	.	.	PUNCT