id	sid	tid	token	lemma	pos
ajema-6908	1	1	58	58	NUM
ajema-6908	1	2	journal	journal	NOUN
ajema-6908	1	3	of	of	ADP
ajema-6908	1	4	engineering	engineering	NOUN
ajema-6908	1	5	,	,	PUNCT
ajema-6908	1	6	mechanics	mechanic	NOUN
ajema-6908	1	7	and	and	CCONJ
ajema-6908	1	8	architecture	architecture	NOUN
ajema-6908	1	9	www	www	NOUN
ajema-6908	1	10	.	.	PUNCT
ajema-6908	2	1	grnjournal.us	grnjournal.us	PROPN
ajema-6908	2	2	american	american	PROPN
ajema-6908	2	3	journal	journal	PROPN
ajema-6908	2	4	of	of	ADP
ajema-6908	2	5	engineering	engineering	NOUN
ajema-6908	2	6	,	,	PUNCT
ajema-6908	2	7	mechanics	mechanic	NOUN
ajema-6908	2	8	and	and	CCONJ
ajema-6908	2	9	architecture	architecture	NOUN
ajema-6908	2	10	volume	volume	NOUN
ajema-6908	2	11	3	3	NUM
ajema-6908	2	12	,	,	PUNCT
ajema-6908	2	13	issue	issue	NOUN
ajema-6908	2	14	2	2	NUM
ajema-6908	2	15	,	,	PUNCT
ajema-6908	2	16	2025	2025	NUM
ajema-6908	2	17	issn	issn	X
ajema-6908	2	18	(	(	PUNCT
ajema-6908	2	19	e	e	NOUN
ajema-6908	2	20	):	):	PUNCT
ajema-6908	2	21	2993	2993	NUM
ajema-6908	2	22	-	-	SYM
ajema-6908	2	23	2637	2637	NUM
ajema-6908	2	24	the	the	DET
ajema-6908	2	25	educational	educational	ADJ
ajema-6908	2	26	effectiveness	effectiveness	NOUN
ajema-6908	2	27	of	of	ADP
ajema-6908	2	28	reading	reading	NOUN
ajema-6908	2	29	and	and	CCONJ
ajema-6908	2	30	understanding	understand	VERB
ajema-6908	2	31	letters	letter	NOUN
ajema-6908	2	32	or	or	CCONJ
ajema-6908	2	33	orders	order	NOUN
ajema-6908	2	34	received	receive	VERB
ajema-6908	2	35	at	at	ADP
ajema-6908	2	36	a	a	DET
ajema-6908	2	37	university	university	NOUN
ajema-6908	2	38	using	use	VERB
ajema-6908	2	39	artificial	artificial	ADJ
ajema-6908	2	40	intelligence	intelligence	NOUN
ajema-6908	2	41	and	and	CCONJ
ajema-6908	2	42	intelligently	intelligently	ADV
ajema-6908	2	43	directing	direct	VERB
ajema-6908	2	44	them	they	PRON
ajema-6908	2	45	to	to	ADP
ajema-6908	2	46	departments	departments	PROPN
ajema-6908	2	47	abdullayev	abdullayev	PROPN
ajema-6908	2	48	jasurbek	jasurbek	PROPN
ajema-6908	2	49	adkhamjon	adkhamjon	PROPN
ajema-6908	2	50	ugli	ugli	PROPN
ajema-6908	2	51	,	,	PUNCT
ajema-6908	2	52	ahmadjonova	ahmadjonova	PROPN
ajema-6908	2	53	gulshanoy	gulshanoy	NOUN
ajema-6908	2	54	abduqodir	abduqodir	PROPN
ajema-6908	2	55	qizi	qizi	PROPN
ajema-6908	2	56	fergana	fergana	PROPN
ajema-6908	2	57	branch	branch	PROPN
ajema-6908	2	58	of	of	ADP
ajema-6908	2	59	tuit	tuit	NOUN
ajema-6908	2	60	named	name	VERB
ajema-6908	2	61	after	after	ADP
ajema-6908	2	62	muhammad	muhammad	PROPN
ajema-6908	2	63	al	al	PROPN
ajema-6908	2	64	-	-	PUNCT
ajema-6908	2	65	khorazmi	khorazmi	PROPN
ajema-6908	2	66	,	,	PUNCT
ajema-6908	2	67	master	master	NOUN
ajema-6908	2	68	’s	’s	PART
ajema-6908	2	69	degree	degree	NOUN
ajema-6908	2	70	student	student	NOUN
ajema-6908	2	71	ergashev	ergashev	PROPN
ajema-6908	2	72	otabek	otabek	PROPN
ajema-6908	3	1	mirzapo'latovich	mirzapo'latovich	PROPN
ajema-6908	3	2	fergana	fergana	VERB
ajema-6908	3	3	branch	branch	NOUN
ajema-6908	3	4	of	of	ADP
ajema-6908	3	5	tuit	tuit	NOUN
ajema-6908	3	6	named	name	VERB
ajema-6908	3	7	after	after	ADP
ajema-6908	3	8	muhammad	muhammad	PROPN
ajema-6908	3	9	al	al	PROPN
ajema-6908	3	10	-	-	PUNCT
ajema-6908	3	11	khorazmi	khorazmi	NOUN
ajema-6908	3	12	,	,	PUNCT
ajema-6908	3	13	phd	phd	NOUN
ajema-6908	3	14	in	in	ADP
ajema-6908	3	15	information	information	NOUN
ajema-6908	3	16	technologies	technology	NOUN
ajema-6908	3	17	abstract	abstract	NOUN
ajema-6908	3	18	:	:	PUNCT
ajema-6908	3	19	this	this	DET
ajema-6908	3	20	article	article	NOUN
ajema-6908	3	21	presents	present	VERB
ajema-6908	3	22	the	the	DET
ajema-6908	3	23	opinions	opinion	NOUN
ajema-6908	3	24	of	of	ADP
ajema-6908	3	25	domestic	domestic	ADJ
ajema-6908	3	26	and	and	CCONJ
ajema-6908	3	27	foreign	foreign	ADJ
ajema-6908	3	28	scientists	scientist	NOUN
ajema-6908	3	29	on	on	ADP
ajema-6908	3	30	using	use	VERB
ajema-6908	3	31	artificial	artificial	ADJ
ajema-6908	3	32	intelligence	intelligence	NOUN
ajema-6908	3	33	to	to	PART
ajema-6908	3	34	read	read	VERB
ajema-6908	3	35	and	and	CCONJ
ajema-6908	3	36	understand	understand	VERB
ajema-6908	3	37	letters	letter	NOUN
ajema-6908	3	38	or	or	CCONJ
ajema-6908	3	39	orders	order	NOUN
ajema-6908	3	40	received	receive	VERB
ajema-6908	3	41	at	at	ADP
ajema-6908	3	42	universities	university	NOUN
ajema-6908	3	43	and	and	CCONJ
ajema-6908	3	44	intelligently	intelligently	ADV
ajema-6908	3	45	direct	direct	VERB
ajema-6908	3	46	them	they	PRON
ajema-6908	3	47	to	to	ADP
ajema-6908	3	48	departments	department	NOUN
ajema-6908	3	49	.	.	PUNCT
ajema-6908	4	1	using	use	VERB
ajema-6908	4	2	ai	ai	VERB
ajema-6908	4	3	to	to	PART
ajema-6908	4	4	read	read	VERB
ajema-6908	4	5	and	and	CCONJ
ajema-6908	4	6	understand	understand	VERB
ajema-6908	4	7	letters	letter	NOUN
ajema-6908	4	8	or	or	CCONJ
ajema-6908	4	9	orders	order	NOUN
ajema-6908	4	10	received	receive	VERB
ajema-6908	4	11	at	at	ADP
ajema-6908	4	12	a	a	DET
ajema-6908	4	13	university	university	NOUN
ajema-6908	4	14	and	and	CCONJ
ajema-6908	4	15	intelligently	intelligently	ADV
ajema-6908	4	16	direct	direct	VERB
ajema-6908	4	17	them	they	PRON
ajema-6908	4	18	to	to	ADP
ajema-6908	4	19	the	the	DET
ajema-6908	4	20	appropriate	appropriate	ADJ
ajema-6908	4	21	departments	department	NOUN
ajema-6908	4	22	is	be	AUX
ajema-6908	4	23	a	a	DET
ajema-6908	4	24	great	great	ADJ
ajema-6908	4	25	use	use	NOUN
ajema-6908	4	26	of	of	ADP
ajema-6908	4	27	natural	natural	ADJ
ajema-6908	4	28	language	language	NOUN
ajema-6908	4	29	processing	processing	NOUN
ajema-6908	4	30	(	(	PUNCT
ajema-6908	4	31	nlp	nlp	NOUN
ajema-6908	4	32	)	)	PUNCT
ajema-6908	4	33	and	and	CCONJ
ajema-6908	4	34	automation	automation	NOUN
ajema-6908	4	35	.	.	PUNCT
ajema-6908	5	1	using	use	VERB
ajema-6908	5	2	artificial	artificial	ADJ
ajema-6908	5	3	intelligence	intelligence	NOUN
ajema-6908	5	4	to	to	PART
ajema-6908	5	5	read	read	VERB
ajema-6908	5	6	and	and	CCONJ
ajema-6908	5	7	understand	understand	VERB
ajema-6908	5	8	letters	letter	NOUN
ajema-6908	5	9	or	or	CCONJ
ajema-6908	5	10	orders	order	NOUN
ajema-6908	5	11	received	receive	VERB
ajema-6908	5	12	at	at	ADP
ajema-6908	5	13	a	a	DET
ajema-6908	5	14	university	university	NOUN
ajema-6908	5	15	and	and	CCONJ
ajema-6908	5	16	then	then	ADV
ajema-6908	5	17	intelligently	intelligently	ADV
ajema-6908	5	18	direct	direct	VERB
ajema-6908	5	19	them	they	PRON
ajema-6908	5	20	to	to	ADP
ajema-6908	5	21	the	the	DET
ajema-6908	5	22	appropriate	appropriate	ADJ
ajema-6908	5	23	departments	department	NOUN
ajema-6908	5	24	can	can	AUX
ajema-6908	5	25	streamline	streamline	VERB
ajema-6908	5	26	operations	operation	NOUN
ajema-6908	5	27	,	,	PUNCT
ajema-6908	5	28	improve	improve	VERB
ajema-6908	5	29	efficiency	efficiency	NOUN
ajema-6908	5	30	,	,	PUNCT
ajema-6908	5	31	and	and	CCONJ
ajema-6908	5	32	reduce	reduce	VERB
ajema-6908	5	33	human	human	ADJ
ajema-6908	5	34	error	error	NOUN
ajema-6908	5	35	.	.	PUNCT
ajema-6908	6	1	keywords	keyword	NOUN
ajema-6908	6	2	:	:	PUNCT
ajema-6908	6	3	recognition	recognition	NOUN
ajema-6908	6	4	of	of	ADP
ajema-6908	6	5	text	text	NOUN
ajema-6908	6	6	(	(	PUNCT
ajema-6908	6	7	ocr	ocr	NOUN
ajema-6908	6	8	)	)	PUNCT
ajema-6908	6	9	,	,	PUNCT
ajema-6908	6	10	text	text	NOUN
ajema-6908	6	11	analysis	analysis	NOUN
ajema-6908	6	12	using	use	VERB
ajema-6908	6	13	natural	natural	ADJ
ajema-6908	6	14	language	language	NOUN
ajema-6908	6	15	processing	processing	NOUN
ajema-6908	6	16	(	(	PUNCT
ajema-6908	6	17	nlp	nlp	NOUN
ajema-6908	6	18	)	)	PUNCT
ajema-6908	6	19	techniques	technique	NOUN
ajema-6908	6	20	,	,	PUNCT
ajema-6908	6	21	user	user	NOUN
ajema-6908	6	22	interface	interface	NOUN
ajema-6908	6	23	dashboard	dashboard	NOUN
ajema-6908	6	24	,	,	PUNCT
ajema-6908	6	25	search	search	NOUN
ajema-6908	6	26	and	and	CCONJ
ajema-6908	6	27	filter	filter	NOUN
ajema-6908	6	28	options	option	NOUN
ajema-6908	6	29	,	,	PUNCT
ajema-6908	6	30	observation	observation	NOUN
ajema-6908	6	31	and	and	CCONJ
ajema-6908	6	32	upkeep	upkeep	NOUN
ajema-6908	6	33	,	,	PUNCT
ajema-6908	6	34	orders	order	NOUN
ajema-6908	6	35	and	and	CCONJ
ajema-6908	6	36	letters	letter	NOUN
ajema-6908	6	37	can	can	AUX
ajema-6908	6	38	arrive	arrive	VERB
ajema-6908	6	39	in	in	ADP
ajema-6908	6	40	a	a	DET
ajema-6908	6	41	variety	variety	NOUN
ajema-6908	6	42	of	of	ADP
ajema-6908	6	43	formats	format	NOUN
ajema-6908	6	44	,	,	PUNCT
ajema-6908	6	45	including	include	VERB
ajema-6908	6	46	faxes	fax	NOUN
ajema-6908	6	47	,	,	PUNCT
ajema-6908	6	48	scanned	scan	VERB
ajema-6908	6	49	photos	photo	NOUN
ajema-6908	6	50	,	,	PUNCT
ajema-6908	6	51	emails	email	NOUN
ajema-6908	6	52	,	,	PUNCT
ajema-6908	6	53	pdfs	pdfs	NOUN
ajema-6908	6	54	,	,	PUNCT
ajema-6908	6	55	and	and	CCONJ
ajema-6908	6	56	physical	physical	ADJ
ajema-6908	6	57	mail	mail	NOUN
ajema-6908	6	58	.	.	PUNCT
ajema-6908	7	1	intrоductiоn	intrоductiоn	NOUN
ajema-6908	7	2	.	.	PUNCT
ajema-6908	8	1	administrative	administrative	ADJ
ajema-6908	8	2	efficiency	efficiency	NOUN
ajema-6908	8	3	may	may	AUX
ajema-6908	8	4	be	be	AUX
ajema-6908	8	5	significantly	significantly	ADV
ajema-6908	8	6	increased	increase	VERB
ajema-6908	8	7	at	at	ADP
ajema-6908	8	8	universities	university	NOUN
ajema-6908	8	9	by	by	ADP
ajema-6908	8	10	implementing	implement	VERB
ajema-6908	8	11	artificial	artificial	ADJ
ajema-6908	8	12	intelligence	intelligence	NOUN
ajema-6908	8	13	(	(	PUNCT
ajema-6908	8	14	ai	ai	NOUN
ajema-6908	8	15	)	)	PUNCT
ajema-6908	8	16	to	to	PART
ajema-6908	8	17	improve	improve	VERB
ajema-6908	8	18	the	the	DET
ajema-6908	8	19	reading	reading	NOUN
ajema-6908	8	20	,	,	PUNCT
ajema-6908	8	21	comprehension	comprehension	NOUN
ajema-6908	8	22	,	,	PUNCT
ajema-6908	8	23	and	and	CCONJ
ajema-6908	8	24	direction	direction	NOUN
ajema-6908	8	25	of	of	ADP
ajema-6908	8	26	letters	letter	NOUN
ajema-6908	8	27	or	or	CCONJ
ajema-6908	8	28	instructions	instruction	NOUN
ajema-6908	8	29	received	receive	VERB
ajema-6908	8	30	.	.	PUNCT
ajema-6908	9	1	the	the	DET
ajema-6908	9	2	following	follow	VERB
ajema-6908	9	3	are	be	AUX
ajema-6908	9	4	some	some	DET
ajema-6908	9	5	useful	useful	ADJ
ajema-6908	9	6	elements	element	NOUN
ajema-6908	9	7	and	and	CCONJ
ajema-6908	9	8	tactics	tactic	NOUN
ajema-6908	9	9	to	to	PART
ajema-6908	9	10	think	think	VERB
ajema-6908	9	11	about	about	ADP
ajema-6908	9	12	:	:	PUNCT
ajema-6908	9	13	nlp	nlp	ADJ
ajema-6908	9	14	,	,	PUNCT
ajema-6908	9	15	or	or	CCONJ
ajema-6908	9	16	natural	natural	ADJ
ajema-6908	9	17	language	language	NOUN
ajema-6908	9	18	processing	processing	NOUN
ajema-6908	9	19	text	text	NOUN
ajema-6908	9	20	analysis	analysis	NOUN
ajema-6908	9	21	:	:	PUNCT
ajema-6908	9	22	read	read	VERB
ajema-6908	9	23	and	and	CCONJ
ajema-6908	9	24	examine	examine	VERB
ajema-6908	9	25	incoming	incoming	ADJ
ajema-6908	9	26	letters	letter	NOUN
ajema-6908	9	27	using	use	VERB
ajema-6908	9	28	natural	natural	ADJ
ajema-6908	9	29	language	language	NOUN
ajema-6908	9	30	processing	processing	NOUN
ajema-6908	9	31	(	(	PUNCT
ajema-6908	9	32	nlp	nlp	NOUN
ajema-6908	9	33	)	)	PUNCT
ajema-6908	9	34	methods	method	NOUN
ajema-6908	9	35	.	.	PUNCT
ajema-6908	10	1	this	this	PRON
ajema-6908	10	2	enables	enable	VERB
ajema-6908	10	3	the	the	DET
ajema-6908	10	4	system	system	NOUN
ajema-6908	10	5	to	to	PART
ajema-6908	10	6	retrieve	retrieve	VERB
ajema-6908	10	7	important	important	ADJ
ajema-6908	10	8	data	datum	NOUN
ajema-6908	10	9	,	,	PUNCT
ajema-6908	10	10	including	include	VERB
ajema-6908	10	11	sender	sender	NOUN
ajema-6908	10	12	information	information	NOUN
ajema-6908	10	13	,	,	PUNCT
ajema-6908	10	14	topic	topic	NOUN
ajema-6908	10	15	content	content	NOUN
ajema-6908	10	16	,	,	PUNCT
ajema-6908	10	17	due	due	ADJ
ajema-6908	10	18	dates	date	NOUN
ajema-6908	10	19	,	,	PUNCT
ajema-6908	10	20	and	and	CCONJ
ajema-6908	10	21	particular	particular	ADJ
ajema-6908	10	22	requests	request	NOUN
ajema-6908	10	23	.	.	PUNCT
ajema-6908	11	1	intent	intent	ADJ
ajema-6908	11	2	recognition	recognition	NOUN
ajema-6908	11	3	:	:	PUNCT
ajema-6908	11	4	to	to	PART
ajema-6908	11	5	enable	enable	VERB
ajema-6908	11	6	proper	proper	ADJ
ajema-6908	11	7	routing	routing	NOUN
ajema-6908	11	8	,	,	PUNCT
ajema-6908	11	9	ai	ai	AUX
ajema-6908	11	10	can	can	AUX
ajema-6908	11	11	categorize	categorize	VERB
ajema-6908	11	12	the	the	DET
ajema-6908	11	13	communication	communication	NOUN
ajema-6908	11	14	's	's	PART
ajema-6908	11	15	intent	intent	NOUN
ajema-6908	11	16	(	(	PUNCT
ajema-6908	11	17	such	such	ADJ
ajema-6908	11	18	as	as	ADP
ajema-6908	11	19	an	an	DET
ajema-6908	11	20	academic	academic	ADJ
ajema-6908	11	21	question	question	NOUN
ajema-6908	11	22	,	,	PUNCT
ajema-6908	11	23	administrative	administrative	ADJ
ajema-6908	11	24	request	request	NOUN
ajema-6908	11	25	,	,	PUNCT
ajema-6908	11	26	or	or	CCONJ
ajema-6908	11	27	complaint).1	complaint).1	VERB
ajema-6908	11	28	classification	classification	NOUN
ajema-6908	11	29	and	and	CCONJ
ajema-6908	11	30	labeling	labeling	NOUN
ajema-6908	11	31	automated	automate	VERB
ajema-6908	11	32	tagging	tagging	NOUN
ajema-6908	11	33	:	:	PUNCT
ajema-6908	11	34	this	this	DET
ajema-6908	11	35	feature	feature	NOUN
ajema-6908	11	36	allows	allow	VERB
ajema-6908	11	37	for	for	ADP
ajema-6908	11	38	faster	fast	ADJ
ajema-6908	11	39	system	system	NOUN
ajema-6908	11	40	searches	search	NOUN
ajema-6908	11	41	and	and	CCONJ
ajema-6908	11	42	retrieval	retrieval	NOUN
ajema-6908	11	43	by	by	ADP
ajema-6908	11	44	automatically	automatically	ADV
ajema-6908	11	45	assigning	assign	VERB
ajema-6908	11	46	tags	tag	NOUN
ajema-6908	11	47	or	or	CCONJ
ajema-6908	11	48	categories	category	NOUN
ajema-6908	11	49	to	to	ADP
ajema-6908	11	50	letters	letter	NOUN
ajema-6908	11	51	depending	depend	VERB
ajema-6908	11	52	on	on	ADP
ajema-6908	11	53	their	their	PRON
ajema-6908	11	54	content	content	NOUN
ajema-6908	11	55	.	.	PUNCT
ajema-6908	12	1	1	1	NUM
ajema-6908	12	2	manning	manning	NOUN
ajema-6908	12	3	,	,	PUNCT
ajema-6908	12	4	c.	c.	PROPN
ajema-6908	12	5	d.	d.	PROPN
ajema-6908	12	6	,	,	PUNCT
ajema-6908	12	7	&	&	CCONJ
ajema-6908	12	8	schütze	schütze	PROPN
ajema-6908	12	9	,	,	PUNCT
ajema-6908	12	10	h.	h.	PROPN
ajema-6908	12	11	(	(	PUNCT
ajema-6908	12	12	1999	1999	NUM
ajema-6908	12	13	)	)	PUNCT
ajema-6908	12	14	.	.	PUNCT
ajema-6908	13	1	foundations	foundation	NOUN
ajema-6908	13	2	of	of	ADP
ajema-6908	13	3	statistical	statistical	ADJ
ajema-6908	13	4	natural	natural	ADJ
ajema-6908	13	5	language	language	NOUN
ajema-6908	13	6	processing	processing	NOUN
ajema-6908	13	7	.	.	PUNCT
ajema-6908	14	1	59	59	NUM
ajema-6908	14	2	journal	journal	NOUN
ajema-6908	14	3	of	of	ADP
ajema-6908	14	4	engineering	engineering	NOUN
ajema-6908	14	5	,	,	PUNCT
ajema-6908	14	6	mechanics	mechanic	NOUN
ajema-6908	14	7	and	and	CCONJ
ajema-6908	14	8	architecture	architecture	NOUN
ajema-6908	14	9	www	www	NOUN
ajema-6908	14	10	.	.	PUNCT
ajema-6908	15	1	grnjournal.us	grnjournal.us	X
ajema-6908	15	2	priority	priority	NOUN
ajema-6908	15	3	levels	level	NOUN
ajema-6908	15	4	:	:	PUNCT
ajema-6908	15	5	ai	ai	VERB
ajema-6908	15	6	is	be	AUX
ajema-6908	15	7	able	able	ADJ
ajema-6908	15	8	to	to	PART
ajema-6908	15	9	determine	determine	VERB
ajema-6908	15	10	the	the	DET
ajema-6908	15	11	significance	significance	NOUN
ajema-6908	15	12	or	or	CCONJ
ajema-6908	15	13	urgency	urgency	NOUN
ajema-6908	15	14	of	of	ADP
ajema-6908	15	15	letters	letter	NOUN
ajema-6908	15	16	and	and	CCONJ
ajema-6908	15	17	rank	rank	VERB
ajema-6908	15	18	them	they	PRON
ajema-6908	15	19	in	in	ADP
ajema-6908	15	20	order	order	NOUN
ajema-6908	15	21	of	of	ADP
ajema-6908	15	22	priority	priority	NOUN
ajema-6908	15	23	so	so	SCONJ
ajema-6908	15	24	they	they	PRON
ajema-6908	15	25	can	can	AUX
ajema-6908	15	26	move	move	VERB
ajema-6908	15	27	quickly	quickly	ADV
ajema-6908	15	28	via	via	ADP
ajema-6908	15	29	the	the	DET
ajema-6908	15	30	proper	proper	ADJ
ajema-6908	15	31	channels	channel	NOUN
ajema-6908	15	32	.	.	PUNCT
ajema-6908	16	1	astute	astute	ADJ
ajema-6908	16	2	routing	routing	NOUN
ajema-6908	16	3	departmental	departmental	ADJ
ajema-6908	16	4	mapping	mapping	NOUN
ajema-6908	16	5	:	:	PUNCT
ajema-6908	16	6	to	to	PART
ajema-6908	16	7	make	make	VERB
ajema-6908	16	8	sure	sure	ADJ
ajema-6908	16	9	that	that	SCONJ
ajema-6908	16	10	letters	letter	NOUN
ajema-6908	16	11	are	be	AUX
ajema-6908	16	12	sent	send	VERB
ajema-6908	16	13	to	to	ADP
ajema-6908	16	14	the	the	DET
ajema-6908	16	15	right	right	ADJ
ajema-6908	16	16	people	people	NOUN
ajema-6908	16	17	,	,	PUNCT
ajema-6908	16	18	create	create	VERB
ajema-6908	16	19	an	an	DET
ajema-6908	16	20	extensive	extensive	ADJ
ajema-6908	16	21	map	map	NOUN
ajema-6908	16	22	of	of	ADP
ajema-6908	16	23	departments	department	NOUN
ajema-6908	16	24	and	and	CCONJ
ajema-6908	16	25	their	their	PRON
ajema-6908	16	26	roles	role	NOUN
ajema-6908	16	27	.	.	PUNCT
ajema-6908	17	1	this	this	PRON
ajema-6908	17	2	may	may	AUX
ajema-6908	17	3	change	change	VERB
ajema-6908	17	4	dynamically	dynamically	ADV
ajema-6908	17	5	as	as	ADP
ajema-6908	17	6	departmental	departmental	ADJ
ajema-6908	17	7	requirements	requirement	NOUN
ajema-6908	17	8	change.2	change.2	ADJ
ajema-6908	17	9	machine	machine	NOUN
ajema-6908	17	10	learning	learning	NOUN
ajema-6908	17	11	algorithms	algorithm	NOUN
ajema-6908	17	12	:	:	PUNCT
ajema-6908	17	13	use	use	VERB
ajema-6908	17	14	ml	ml	NOUN
ajema-6908	17	15	algorithms	algorithm	NOUN
ajema-6908	17	16	that	that	PRON
ajema-6908	17	17	gain	gain	VERB
ajema-6908	17	18	knowledge	knowledge	NOUN
ajema-6908	17	19	from	from	ADP
ajema-6908	17	20	past	past	ADJ
ajema-6908	17	21	data	datum	NOUN
ajema-6908	17	22	to	to	PART
ajema-6908	17	23	gradually	gradually	ADV
ajema-6908	17	24	increase	increase	VERB
ajema-6908	17	25	routing	routing	NOUN
ajema-6908	17	26	accuracy	accuracy	NOUN
ajema-6908	17	27	.	.	PUNCT
ajema-6908	18	1	materials	material	NOUN
ajema-6908	18	2	.	.	PUNCT
ajema-6908	19	1	contextual	contextual	ADJ
ajema-6908	19	2	knowledge	knowledge	NOUN
ajema-6908	19	3	contextual	contextual	ADJ
ajema-6908	19	4	responses	response	NOUN
ajema-6908	19	5	:	:	PUNCT
ajema-6908	19	6	the	the	DET
ajema-6908	19	7	quality	quality	NOUN
ajema-6908	19	8	of	of	ADP
ajema-6908	19	9	the	the	DET
ajema-6908	19	10	produced	produce	VERB
ajema-6908	19	11	response	response	NOUN
ajema-6908	19	12	is	be	AUX
ajema-6908	19	13	improved	improve	VERB
ajema-6908	19	14	by	by	ADP
ajema-6908	19	15	ai	ai	PROPN
ajema-6908	19	16	's	's	PART
ajema-6908	19	17	ability	ability	NOUN
ajema-6908	19	18	to	to	PART
ajema-6908	19	19	comprehend	comprehend	VERB
ajema-6908	19	20	contextual	contextual	ADJ
ajema-6908	19	21	subtleties	subtlety	NOUN
ajema-6908	19	22	,	,	PUNCT
ajema-6908	19	23	such	such	ADJ
ajema-6908	19	24	as	as	ADP
ajema-6908	19	25	academic	academic	ADJ
ajema-6908	19	26	jargon	jargon	NOUN
ajema-6908	19	27	or	or	CCONJ
ajema-6908	19	28	particular	particular	ADJ
ajema-6908	19	29	institutional	institutional	ADJ
ajema-6908	19	30	regulations	regulation	NOUN
ajema-6908	19	31	.	.	PUNCT
ajema-6908	20	1	semantic	semantic	ADJ
ajema-6908	20	2	analysis	analysis	NOUN
ajema-6908	20	3	:	:	PUNCT
ajema-6908	20	4	to	to	PART
ajema-6908	20	5	understand	understand	VERB
ajema-6908	20	6	the	the	DET
ajema-6908	20	7	underlying	underlying	ADJ
ajema-6908	20	8	meaning	meaning	NOUN
ajema-6908	20	9	of	of	ADP
ajema-6908	20	10	letters	letter	NOUN
ajema-6908	20	11	,	,	PUNCT
ajema-6908	20	12	especially	especially	ADV
ajema-6908	20	13	those	those	PRON
ajema-6908	20	14	that	that	PRON
ajema-6908	20	15	are	be	AUX
ajema-6908	20	16	difficult	difficult	ADJ
ajema-6908	20	17	or	or	CCONJ
ajema-6908	20	18	technical	technical	ADJ
ajema-6908	20	19	,	,	PUNCT
ajema-6908	20	20	apply	apply	VERB
ajema-6908	20	21	semantic	semantic	ADJ
ajema-6908	20	22	analysis	analysis	NOUN
ajema-6908	20	23	.	.	PUNCT
ajema-6908	21	1	improving	improve	VERB
ajema-6908	21	2	the	the	DET
ajema-6908	21	3	user	user	NOUN
ajema-6908	21	4	interface	interface	NOUN
ajema-6908	21	5	administrator	administrator	NOUN
ajema-6908	21	6	dashboards	dashboard	NOUN
ajema-6908	21	7	:	:	PUNCT
ajema-6908	21	8	provide	provide	VERB
ajema-6908	21	9	an	an	DET
ajema-6908	21	10	easy	easy	ADJ
ajema-6908	21	11	-	-	PUNCT
ajema-6908	21	12	to	to	ADP
ajema-6908	21	13	-	-	PUNCT
ajema-6908	21	14	use	use	VERB
ajema-6908	21	15	dashboard	dashboard	NOUN
ajema-6908	21	16	that	that	PRON
ajema-6908	21	17	allows	allow	VERB
ajema-6908	21	18	administrators	administrator	NOUN
ajema-6908	21	19	to	to	PART
ajema-6908	21	20	monitor	monitor	VERB
ajema-6908	21	21	incoming	incoming	ADJ
ajema-6908	21	22	letters	letter	NOUN
ajema-6908	21	23	,	,	PUNCT
ajema-6908	21	24	their	their	PRON
ajema-6908	21	25	status	status	NOUN
ajema-6908	21	26	,	,	PUNCT
ajema-6908	21	27	and	and	CCONJ
ajema-6908	21	28	the	the	DET
ajema-6908	21	29	actions	action	NOUN
ajema-6908	21	30	that	that	PRON
ajema-6908	21	31	have	have	AUX
ajema-6908	21	32	been	be	AUX
ajema-6908	21	33	performed.3	performed.3	ADJ
ajema-6908	21	34	feedback	feedback	NOUN
ajema-6908	21	35	mechanism	mechanism	NOUN
ajema-6908	21	36	:	:	PUNCT
ajema-6908	21	37	to	to	PART
ajema-6908	21	38	improve	improve	VERB
ajema-6908	21	39	the	the	DET
ajema-6908	21	40	ai	ai	NOUN
ajema-6908	21	41	's	's	PART
ajema-6908	21	42	learning	learning	NOUN
ajema-6908	21	43	process	process	NOUN
ajema-6908	21	44	,	,	PUNCT
ajema-6908	21	45	incorporate	incorporate	VERB
ajema-6908	21	46	a	a	DET
ajema-6908	21	47	feedback	feedback	NOUN
ajema-6908	21	48	mechanism	mechanism	NOUN
ajema-6908	21	49	that	that	PRON
ajema-6908	21	50	enables	enable	VERB
ajema-6908	21	51	departments	department	NOUN
ajema-6908	21	52	to	to	PART
ajema-6908	21	53	offer	offer	VERB
ajema-6908	21	54	suggestions	suggestion	NOUN
ajema-6908	21	55	on	on	ADP
ajema-6908	21	56	routing	route	VERB
ajema-6908	21	57	correctness.4	correctness.4	NOUN
ajema-6908	21	58	integration	integration	NOUN
ajema-6908	21	59	with	with	ADP
ajema-6908	21	60	current	current	ADJ
ajema-6908	21	61	frameworks	framework	NOUN
ajema-6908	21	62	seamless	seamless	ADJ
ajema-6908	21	63	integration	integration	NOUN
ajema-6908	21	64	:	:	PUNCT
ajema-6908	21	65	verify	verify	VERB
ajema-6908	21	66	that	that	SCONJ
ajema-6908	21	67	the	the	DET
ajema-6908	21	68	ai	ai	NOUN
ajema-6908	21	69	system	system	NOUN
ajema-6908	21	70	can	can	AUX
ajema-6908	21	71	easily	easily	ADV
ajema-6908	21	72	interface	interface	VERB
ajema-6908	21	73	with	with	ADP
ajema-6908	21	74	the	the	DET
ajema-6908	21	75	university	university	NOUN
ajema-6908	21	76	's	's	PART
ajema-6908	21	77	current	current	ADJ
ajema-6908	21	78	information	information	NOUN
ajema-6908	21	79	management	management	NOUN
ajema-6908	21	80	systems	system	NOUN
ajema-6908	21	81	,	,	PUNCT
ajema-6908	21	82	such	such	ADJ
ajema-6908	21	83	as	as	ADP
ajema-6908	21	84	erp	erp	PROPN
ajema-6908	21	85	systems	system	NOUN
ajema-6908	21	86	,	,	PUNCT
ajema-6908	21	87	to	to	PART
ajema-6908	21	88	facilitate	facilitate	VERB
ajema-6908	21	89	access	access	NOUN
ajema-6908	21	90	to	to	ADP
ajema-6908	21	91	faculty	faculty	NOUN
ajema-6908	21	92	profiles	profile	NOUN
ajema-6908	21	93	,	,	PUNCT
ajema-6908	21	94	student	student	NOUN
ajema-6908	21	95	records	record	NOUN
ajema-6908	21	96	,	,	PUNCT
ajema-6908	21	97	and	and	CCONJ
ajema-6908	21	98	other	other	ADJ
ajema-6908	21	99	pertinent	pertinent	ADJ
ajema-6908	21	100	data	datum	NOUN
ajema-6908	21	101	.	.	PUNCT
ajema-6908	22	1	email	email	NOUN
ajema-6908	22	2	and	and	CCONJ
ajema-6908	22	3	document	document	NOUN
ajema-6908	22	4	management	management	NOUN
ajema-6908	22	5	systems	system	NOUN
ajema-6908	22	6	:	:	PUNCT
ajema-6908	22	7	simplify	simplify	NOUN
ajema-6908	22	8	processes	process	NOUN
ajema-6908	22	9	by	by	ADP
ajema-6908	22	10	utilizing	utilize	VERB
ajema-6908	22	11	ai	ai	VERB
ajema-6908	22	12	capabilities	capability	NOUN
ajema-6908	22	13	in	in	ADP
ajema-6908	22	14	conventional	conventional	ADJ
ajema-6908	22	15	email	email	NOUN
ajema-6908	22	16	or	or	CCONJ
ajema-6908	22	17	document	document	NOUN
ajema-6908	22	18	management	management	NOUN
ajema-6908	22	19	systems	system	NOUN
ajema-6908	22	20	.	.	PUNCT
ajema-6908	23	1	ongoing	ongoing	ADJ
ajema-6908	23	2	education	education	NOUN
ajema-6908	23	3	and	and	CCONJ
ajema-6908	23	4	development	development	NOUN
ajema-6908	23	5	data	datum	NOUN
ajema-6908	23	6	feedback	feedback	NOUN
ajema-6908	23	7	loops	loop	NOUN
ajema-6908	23	8	:	:	PUNCT
ajema-6908	23	9	create	create	VERB
ajema-6908	23	10	systems	system	NOUN
ajema-6908	23	11	that	that	PRON
ajema-6908	23	12	allow	allow	VERB
ajema-6908	23	13	the	the	DET
ajema-6908	23	14	ai	ai	NOUN
ajema-6908	23	15	system	system	NOUN
ajema-6908	23	16	to	to	PART
ajema-6908	23	17	continually	continually	ADV
ajema-6908	23	18	learn	learn	VERB
ajema-6908	23	19	from	from	ADP
ajema-6908	23	20	fresh	fresh	ADJ
ajema-6908	23	21	data	datum	NOUN
ajema-6908	23	22	,	,	PUNCT
ajema-6908	23	23	thereby	thereby	ADV
ajema-6908	23	24	increasing	increase	VERB
ajema-6908	23	25	its	its	PRON
ajema-6908	23	26	accuracy	accuracy	NOUN
ajema-6908	23	27	.	.	PUNCT
ajema-6908	24	1	performance	performance	NOUN
ajema-6908	24	2	measures	measure	NOUN
ajema-6908	24	3	:	:	PUNCT
ajema-6908	24	4	use	use	VERB
ajema-6908	24	5	measures	measure	NOUN
ajema-6908	24	6	like	like	ADP
ajema-6908	24	7	user	user	NOUN
ajema-6908	24	8	happiness	happiness	NOUN
ajema-6908	24	9	,	,	PUNCT
ajema-6908	24	10	response	response	NOUN
ajema-6908	24	11	times	time	NOUN
ajema-6908	24	12	,	,	PUNCT
ajema-6908	24	13	and	and	CCONJ
ajema-6908	24	14	routing	route	VERB
ajema-6908	24	15	correctness	correctness	NOUN
ajema-6908	24	16	to	to	PART
ajema-6908	24	17	evaluate	evaluate	VERB
ajema-6908	24	18	the	the	DET
ajema-6908	24	19	ai	ai	NOUN
ajema-6908	24	20	system	system	NOUN
ajema-6908	24	21	's	's	PART
ajema-6908	24	22	performance	performance	NOUN
ajema-6908	24	23	on	on	ADP
ajema-6908	24	24	a	a	DET
ajema-6908	24	25	regular	regular	ADJ
ajema-6908	24	26	basis	basis	NOUN
ajema-6908	24	27	.	.	PUNCT
ajema-6908	25	1	adaptation	adaptation	NOUN
ajema-6908	25	2	and	and	CCONJ
ajema-6908	25	3	training	training	NOUN
ajema-6908	25	4	programs	program	NOUN
ajema-6908	25	5	for	for	ADP
ajema-6908	25	6	staff	staff	NOUN
ajema-6908	25	7	training	training	NOUN
ajema-6908	25	8	:	:	PUNCT
ajema-6908	25	9	provide	provide	VERB
ajema-6908	25	10	personnel	personnel	NOUN
ajema-6908	25	11	with	with	ADP
ajema-6908	25	12	instruction	instruction	NOUN
ajema-6908	25	13	on	on	ADP
ajema-6908	25	14	how	how	SCONJ
ajema-6908	25	15	to	to	PART
ajema-6908	25	16	use	use	VERB
ajema-6908	25	17	ai	ai	NOUN
ajema-6908	25	18	tools	tool	NOUN
ajema-6908	25	19	and	and	CCONJ
ajema-6908	25	20	decipher	decipher	ADJ
ajema-6908	25	21	ai	ai	AUX
ajema-6908	25	22	-	-	PUNCT
ajema-6908	25	23	generated	generate	VERB
ajema-6908	25	24	outputs	output	NOUN
ajema-6908	25	25	.	.	PUNCT
ajema-6908	26	1	customizable	customizable	ADJ
ajema-6908	26	2	models	model	NOUN
ajema-6908	26	3	:	:	PUNCT
ajema-6908	26	4	modify	modify	VERB
ajema-6908	26	5	ai	ai	NOUN
ajema-6908	26	6	models	model	NOUN
ajema-6908	26	7	to	to	PART
ajema-6908	26	8	accommodate	accommodate	VERB
ajema-6908	26	9	various	various	ADJ
ajema-6908	26	10	academic	academic	ADJ
ajema-6908	26	11	departments	department	NOUN
ajema-6908	26	12	'	'	PART
ajema-6908	26	13	or	or	CCONJ
ajema-6908	26	14	institutions	institution	NOUN
ajema-6908	26	15	'	'	PART
ajema-6908	26	16	particular	particular	ADJ
ajema-6908	26	17	needs	need	NOUN
ajema-6908	26	18	and	and	CCONJ
ajema-6908	26	19	communication	communication	NOUN
ajema-6908	26	20	preferences.5	preferences.5	NOUN
ajema-6908	26	21	compliance	compliance	NOUN
ajema-6908	26	22	and	and	CCONJ
ajema-6908	26	23	security	security	NOUN
ajema-6908	26	24	data	datum	NOUN
ajema-6908	26	25	privacy	privacy	NOUN
ajema-6908	26	26	:	:	PUNCT
ajema-6908	26	27	use	use	VERB
ajema-6908	26	28	strong	strong	ADJ
ajema-6908	26	29	encryption	encryption	NOUN
ajema-6908	26	30	and	and	CCONJ
ajema-6908	26	31	access	access	NOUN
ajema-6908	26	32	restrictions	restriction	NOUN
ajema-6908	26	33	to	to	PART
ajema-6908	26	34	make	make	VERB
ajema-6908	26	35	sure	sure	ADJ
ajema-6908	26	36	the	the	DET
ajema-6908	26	37	ai	ai	NOUN
ajema-6908	26	38	system	system	NOUN
ajema-6908	26	39	conforms	conform	VERB
ajema-6908	26	40	with	with	ADP
ajema-6908	26	41	data	datum	NOUN
ajema-6908	26	42	protection	protection	NOUN
ajema-6908	26	43	laws	law	NOUN
ajema-6908	26	44	(	(	PUNCT
ajema-6908	26	45	such	such	ADJ
ajema-6908	26	46	as	as	ADP
ajema-6908	26	47	the	the	DET
ajema-6908	26	48	gdpr	gdpr	NOUN
ajema-6908	26	49	)	)	PUNCT
ajema-6908	26	50	.	.	PUNCT
ajema-6908	27	1	monitoring	monitoring	NOUN
ajema-6908	27	2	and	and	CCONJ
ajema-6908	27	3	auditing	auditing	NOUN
ajema-6908	27	4	:	:	PUNCT
ajema-6908	27	5	to	to	PART
ajema-6908	27	6	ensure	ensure	VERB
ajema-6908	27	7	accountability	accountability	NOUN
ajema-6908	27	8	and	and	CCONJ
ajema-6908	27	9	transparency	transparency	NOUN
ajema-6908	27	10	,	,	PUNCT
ajema-6908	27	11	set	set	VERB
ajema-6908	27	12	up	up	ADP
ajema-6908	27	13	monitoring	monitor	VERB
ajema-6908	27	14	mechanisms	mechanism	NOUN
ajema-6908	27	15	to	to	PART
ajema-6908	27	16	examine	examine	VERB
ajema-6908	27	17	ai	ai	PRON
ajema-6908	27	18	decision	decision	NOUN
ajema-6908	27	19	-	-	PUNCT
ajema-6908	27	20	making	make	VERB
ajema-6908	27	21	procedures	procedure	NOUN
ajema-6908	27	22	.	.	PUNCT
ajema-6908	28	1	2	2	NUM
ajema-6908	28	2	ray	ray	NOUN
ajema-6908	28	3	,	,	PUNCT
ajema-6908	28	4	r.	r.	PROPN
ajema-6908	28	5	(	(	PUNCT
ajema-6908	28	6	2012	2012	NUM
ajema-6908	28	7	)	)	PUNCT
ajema-6908	28	8	.	.	PUNCT
ajema-6908	29	1	ocr	ocr	NOUN
ajema-6908	29	2	with	with	ADP
ajema-6908	29	3	opencv	opencv	PROPN
ajema-6908	29	4	and	and	CCONJ
ajema-6908	29	5	tesseract	tesseract	NOUN
ajema-6908	29	6	on	on	ADP
ajema-6908	29	7	linux	linux	PROPN
ajema-6908	29	8	.	.	PUNCT
ajema-6908	30	1	3	3	NUM
ajema-6908	30	2	smith	smith	PROPN
ajema-6908	30	3	,	,	PUNCT
ajema-6908	30	4	r.	r.	PROPN
ajema-6908	30	5	(	(	PUNCT
ajema-6908	30	6	2007	2007	NUM
ajema-6908	30	7	)	)	PUNCT
ajema-6908	30	8	.	.	PUNCT
ajema-6908	31	1	an	an	DET
ajema-6908	31	2	overview	overview	NOUN
ajema-6908	31	3	of	of	ADP
ajema-6908	31	4	the	the	DET
ajema-6908	31	5	tesseract	tesseract	ADJ
ajema-6908	31	6	ocr	ocr	ADJ
ajema-6908	31	7	engine	engine	NOUN
ajema-6908	31	8	.	.	PUNCT
ajema-6908	32	1	4	4	NUM
ajema-6908	32	2	goodfellow	goodfellow	PROPN
ajema-6908	32	3	,	,	PUNCT
ajema-6908	32	4	i.	i.	PROPN
ajema-6908	32	5	,	,	PUNCT
ajema-6908	32	6	bengio	bengio	PROPN
ajema-6908	32	7	,	,	PUNCT
ajema-6908	32	8	y.	y.	PROPN
ajema-6908	32	9	,	,	PUNCT
ajema-6908	32	10	&	&	CCONJ
ajema-6908	32	11	courville	courville	PROPN
ajema-6908	32	12	,	,	PUNCT
ajema-6908	32	13	a.	a.	NOUN
ajema-6908	32	14	(	(	PUNCT
ajema-6908	32	15	2016	2016	NUM
ajema-6908	32	16	)	)	PUNCT
ajema-6908	32	17	.	.	PUNCT
ajema-6908	33	1	deep	deep	ADJ
ajema-6908	33	2	learning	learning	NOUN
ajema-6908	33	3	.	.	PUNCT
ajema-6908	34	1	5	5	NUM
ajema-6908	34	2	vaswani	vaswani	NOUN
ajema-6908	34	3	,	,	PUNCT
ajema-6908	34	4	a.	a.	NOUN
ajema-6908	34	5	,	,	PUNCT
ajema-6908	34	6	et	et	PROPN
ajema-6908	34	7	al	al	PROPN
ajema-6908	34	8	.	.	PUNCT
ajema-6908	34	9	(	(	PUNCT
ajema-6908	34	10	2017	2017	NUM
ajema-6908	34	11	)	)	PUNCT
ajema-6908	34	12	.	.	PUNCT
ajema-6908	35	1	attention	attention	NOUN
ajema-6908	35	2	is	be	AUX
ajema-6908	35	3	all	all	PRON
ajema-6908	35	4	you	you	PRON
ajema-6908	35	5	need	need	VERB
ajema-6908	35	6	.	.	PUNCT
ajema-6908	36	1	60	60	NUM
ajema-6908	36	2	journal	journal	NOUN
ajema-6908	36	3	of	of	ADP
ajema-6908	36	4	engineering	engineering	NOUN
ajema-6908	36	5	,	,	PUNCT
ajema-6908	36	6	mechanics	mechanic	NOUN
ajema-6908	36	7	and	and	CCONJ
ajema-6908	36	8	architecture	architecture	NOUN
ajema-6908	36	9	www	www	NOUN
ajema-6908	36	10	.	.	PUNCT
ajema-6908	37	1	grnjournal.us	grnjournal.us	X
ajema-6908	37	2	ai	ai	VERB
ajema-6908	37	3	has	have	VERB
ajema-6908	37	4	the	the	DET
ajema-6908	37	5	potential	potential	NOUN
ajema-6908	37	6	to	to	PART
ajema-6908	37	7	completely	completely	ADV
ajema-6908	37	8	transform	transform	VERB
ajema-6908	37	9	how	how	SCONJ
ajema-6908	37	10	letters	letter	NOUN
ajema-6908	37	11	and	and	CCONJ
ajema-6908	37	12	orders	order	NOUN
ajema-6908	37	13	are	be	AUX
ajema-6908	37	14	processed	process	VERB
ajema-6908	37	15	at	at	ADP
ajema-6908	37	16	universities	university	NOUN
ajema-6908	37	17	,	,	PUNCT
ajema-6908	37	18	resulting	result	VERB
ajema-6908	37	19	in	in	ADP
ajema-6908	37	20	more	more	ADV
ajema-6908	37	21	accurate	accurate	ADJ
ajema-6908	37	22	and	and	CCONJ
ajema-6908	37	23	efficient	efficient	ADJ
ajema-6908	37	24	routing	routing	NOUN
ajema-6908	37	25	to	to	ADP
ajema-6908	37	26	the	the	DET
ajema-6908	37	27	right	right	ADJ
ajema-6908	37	28	departments	department	NOUN
ajema-6908	37	29	.	.	PUNCT
ajema-6908	38	1	research	research	NOUN
ajema-6908	38	2	and	and	CCONJ
ajema-6908	38	3	methods	method	NOUN
ajema-6908	38	4	.	.	PUNCT
ajema-6908	39	1	traditional	traditional	ADJ
ajema-6908	39	2	letter	letter	NOUN
ajema-6908	39	3	processing	processing	NOUN
ajema-6908	39	4	's	's	PART
ajema-6908	39	5	drawbacks	drawback	NOUN
ajema-6908	39	6	manual	manual	ADJ
ajema-6908	39	7	sorting	sorting	NOUN
ajema-6908	39	8	:	:	PUNCT
ajema-6908	39	9	sorting	sort	VERB
ajema-6908	39	10	incoming	incoming	ADJ
ajema-6908	39	11	mail	mail	NOUN
ajema-6908	39	12	by	by	ADP
ajema-6908	39	13	hand	hand	NOUN
ajema-6908	39	14	takes	take	VERB
ajema-6908	39	15	a	a	DET
ajema-6908	39	16	lot	lot	NOUN
ajema-6908	39	17	of	of	ADP
ajema-6908	39	18	time	time	NOUN
ajema-6908	39	19	for	for	ADP
ajema-6908	39	20	university	university	NOUN
ajema-6908	39	21	employees	employee	NOUN
ajema-6908	39	22	.	.	PUNCT
ajema-6908	40	1	this	this	PRON
ajema-6908	40	2	can	can	AUX
ajema-6908	40	3	postpone	postpone	VERB
ajema-6908	40	4	important	important	ADJ
ajema-6908	40	5	activities	activity	NOUN
ajema-6908	40	6	and	and	CCONJ
ajema-6908	40	7	is	be	AUX
ajema-6908	40	8	time	time	NOUN
ajema-6908	40	9	-	-	PUNCT
ajema-6908	40	10	consuming	consume	VERB
ajema-6908	40	11	and	and	CCONJ
ajema-6908	40	12	prone	prone	ADJ
ajema-6908	40	13	to	to	ADP
ajema-6908	40	14	errors.6	errors.6	NOUN
ajema-6908	40	15	inconsistent	inconsistent	ADJ
ajema-6908	40	16	labeling	labeling	NOUN
ajema-6908	40	17	:	:	PUNCT
ajema-6908	40	18	older	old	ADJ
ajema-6908	40	19	language	language	NOUN
ajema-6908	40	20	or	or	CCONJ
ajema-6908	40	21	unclear	unclear	ADJ
ajema-6908	40	22	department	department	NOUN
ajema-6908	40	23	information	information	NOUN
ajema-6908	40	24	may	may	AUX
ajema-6908	40	25	be	be	AUX
ajema-6908	40	26	used	use	VERB
ajema-6908	40	27	in	in	ADP
ajema-6908	40	28	letters	letter	NOUN
ajema-6908	40	29	.	.	PUNCT
ajema-6908	41	1	multiple	multiple	ADJ
ajema-6908	41	2	formats	format	NOUN
ajema-6908	41	3	:	:	PUNCT
ajema-6908	41	4	digital	digital	ADJ
ajema-6908	41	5	forms	form	NOUN
ajema-6908	41	6	,	,	PUNCT
ajema-6908	41	7	faxes	fax	NOUN
ajema-6908	41	8	,	,	PUNCT
ajema-6908	41	9	emails	email	NOUN
ajema-6908	41	10	with	with	ADP
ajema-6908	41	11	attachments	attachment	NOUN
ajema-6908	41	12	,	,	PUNCT
ajema-6908	41	13	and	and	CCONJ
ajema-6908	41	14	physical	physical	ADJ
ajema-6908	41	15	letters	letter	NOUN
ajema-6908	41	16	are	be	AUX
ajema-6908	41	17	just	just	ADV
ajema-6908	41	18	a	a	DET
ajema-6908	41	19	few	few	ADJ
ajema-6908	41	20	of	of	ADP
ajema-6908	41	21	the	the	DET
ajema-6908	41	22	formats	format	NOUN
ajema-6908	41	23	in	in	ADP
ajema-6908	41	24	which	which	PRON
ajema-6908	41	25	incoming	incoming	ADJ
ajema-6908	41	26	correspondence	correspondence	NOUN
ajema-6908	41	27	can	can	AUX
ajema-6908	41	28	be	be	AUX
ajema-6908	41	29	sent	send	VERB
ajema-6908	41	30	.	.	PUNCT
ajema-6908	42	1	levels	level	NOUN
ajema-6908	42	2	of	of	ADP
ajema-6908	42	3	urgency	urgency	NOUN
ajema-6908	42	4	:	:	PUNCT
ajema-6908	42	5	certain	certain	ADJ
ajema-6908	42	6	letters	letter	NOUN
ajema-6908	42	7	,	,	PUNCT
ajema-6908	42	8	such	such	ADJ
ajema-6908	42	9	as	as	ADP
ajema-6908	42	10	grant	grant	NOUN
ajema-6908	42	11	applications	application	NOUN
ajema-6908	42	12	or	or	CCONJ
ajema-6908	42	13	student	student	NOUN
ajema-6908	42	14	appeals	appeal	NOUN
ajema-6908	42	15	,	,	PUNCT
ajema-6908	42	16	must	must	AUX
ajema-6908	42	17	be	be	AUX
ajema-6908	42	18	answered	answer	VERB
ajema-6908	42	19	right	right	ADV
ajema-6908	42	20	away	away	ADV
ajema-6908	42	21	.	.	PUNCT
ajema-6908	43	1	language	language	NOUN
ajema-6908	43	2	barriers	barrier	NOUN
ajema-6908	43	3	:	:	PUNCT
ajema-6908	43	4	letters	letter	NOUN
ajema-6908	43	5	in	in	ADP
ajema-6908	43	6	several	several	ADJ
ajema-6908	43	7	languages	language	NOUN
ajema-6908	43	8	are	be	AUX
ajema-6908	43	9	frequently	frequently	ADV
ajema-6908	43	10	sent	send	VERB
ajema-6908	43	11	to	to	ADP
ajema-6908	43	12	universities	university	NOUN
ajema-6908	43	13	with	with	ADP
ajema-6908	43	14	partnerships	partnership	NOUN
ajema-6908	43	15	and	and	CCONJ
ajema-6908	43	16	overseas	overseas	ADJ
ajema-6908	43	17	students	student	NOUN
ajema-6908	43	18	.	.	PUNCT
ajema-6908	44	1	effective	effective	ADJ
ajema-6908	44	2	aspects	aspect	NOUN
ajema-6908	44	3	of	of	ADP
ajema-6908	44	4	ai	ai	PROPN
ajema-6908	44	5	's	's	PART
ajema-6908	44	6	assistance	assistance	NOUN
ajema-6908	44	7	:	:	PUNCT
ajema-6908	44	8	ai	ai	VERB
ajema-6908	44	9	may	may	AUX
ajema-6908	44	10	solve	solve	VERB
ajema-6908	44	11	these	these	DET
ajema-6908	44	12	issues	issue	NOUN
ajema-6908	44	13	and	and	CCONJ
ajema-6908	44	14	produce	produce	VERB
ajema-6908	44	15	a	a	DET
ajema-6908	44	16	more	more	ADV
ajema-6908	44	17	efficient	efficient	ADJ
ajema-6908	44	18	system	system	NOUN
ajema-6908	44	19	in	in	ADP
ajema-6908	44	20	the	the	DET
ajema-6908	44	21	following	following	ADJ
ajema-6908	44	22	ways	way	NOUN
ajema-6908	44	23	:	:	PUNCT
ajema-6908	44	24	1	1	NUM
ajema-6908	44	25	.	.	X
ajema-6908	44	26	intelligent	intelligent	ADJ
ajema-6908	44	27	ocr	ocr	NOUN
ajema-6908	44	28	and	and	CCONJ
ajema-6908	44	29	nlp	nlp	NOUN
ajema-6908	44	30	content	content	NOUN
ajema-6908	44	31	extraction	extraction	NOUN
ajema-6908	44	32	:	:	PUNCT
ajema-6908	44	33	ocr	ocr	ADJ
ajema-6908	44	34	,	,	PUNCT
ajema-6908	44	35	or	or	CCONJ
ajema-6908	44	36	optical	optical	ADJ
ajema-6908	44	37	character	character	NOUN
ajema-6908	44	38	recognition	recognition	NOUN
ajema-6908	44	39	,	,	PUNCT
ajema-6908	44	40	is	be	AUX
ajema-6908	44	41	an	an	DET
ajema-6908	44	42	ai	ai	ADJ
ajema-6908	44	43	-	-	PUNCT
ajema-6908	44	44	powered	powered	ADJ
ajema-6908	44	45	technology	technology	NOUN
ajema-6908	44	46	that	that	PRON
ajema-6908	44	47	automatically	automatically	ADV
ajema-6908	44	48	transforms	transform	VERB
ajema-6908	44	49	scanned	scan	VERB
ajema-6908	44	50	pictures	picture	NOUN
ajema-6908	44	51	of	of	ADP
ajema-6908	44	52	pdfs	pdfs	PROPN
ajema-6908	44	53	,	,	PUNCT
ajema-6908	44	54	faxes	fax	NOUN
ajema-6908	44	55	,	,	PUNCT
ajema-6908	44	56	and	and	CCONJ
ajema-6908	44	57	actual	actual	ADJ
ajema-6908	44	58	letters	letter	NOUN
ajema-6908	44	59	into	into	ADP
ajema-6908	44	60	machine	machine	NOUN
ajema-6908	44	61	-	-	PUNCT
ajema-6908	44	62	readable	readable	ADJ
ajema-6908	44	63	text	text	NOUN
ajema-6908	44	64	.	.	PUNCT
ajema-6908	45	1	manual	manual	ADJ
ajema-6908	45	2	data	datum	NOUN
ajema-6908	45	3	input	input	NOUN
ajema-6908	45	4	is	be	AUX
ajema-6908	45	5	no	no	ADV
ajema-6908	45	6	longer	long	ADV
ajema-6908	45	7	necessary	necessary	ADJ
ajema-6908	45	8	as	as	ADP
ajema-6908	45	9	a	a	DET
ajema-6908	45	10	result	result	NOUN
ajema-6908	45	11	.	.	PUNCT
ajema-6908	46	1	nlp	nlp	ADJ
ajema-6908	46	2	,	,	PUNCT
ajema-6908	46	3	or	or	CCONJ
ajema-6908	46	4	natural	natural	ADJ
ajema-6908	46	5	language	language	NOUN
ajema-6908	46	6	processing	processing	NOUN
ajema-6908	46	7	:	:	PUNCT
ajema-6908	46	8	text	text	NOUN
ajema-6908	46	9	understanding	understanding	NOUN
ajema-6908	46	10	:	:	PUNCT
ajema-6908	46	11	nlp	nlp	ADJ
ajema-6908	46	12	algorithms	algorithm	NOUN
ajema-6908	46	13	are	be	AUX
ajema-6908	46	14	able	able	ADJ
ajema-6908	46	15	to	to	PART
ajema-6908	46	16	recognize	recognize	VERB
ajema-6908	46	17	keywords	keyword	NOUN
ajema-6908	46	18	,	,	PUNCT
ajema-6908	46	19	phrases	phrase	NOUN
ajema-6908	46	20	,	,	PUNCT
ajema-6908	46	21	and	and	CCONJ
ajema-6908	46	22	the	the	DET
ajema-6908	46	23	main	main	ADJ
ajema-6908	46	24	goal	goal	NOUN
ajema-6908	46	25	of	of	ADP
ajema-6908	46	26	the	the	DET
ajema-6908	46	27	communication	communication	NOUN
ajema-6908	46	28	by	by	ADP
ajema-6908	46	29	comprehending	comprehend	VERB
ajema-6908	46	30	the	the	DET
ajema-6908	46	31	context	context	NOUN
ajema-6908	46	32	and	and	CCONJ
ajema-6908	46	33	meaning	meaning	NOUN
ajema-6908	46	34	of	of	ADP
ajema-6908	46	35	the	the	DET
ajema-6908	46	36	text	text	NOUN
ajema-6908	46	37	included	include	VERB
ajema-6908	46	38	in	in	ADP
ajema-6908	46	39	the	the	DET
ajema-6908	46	40	letters	letter	NOUN
ajema-6908	46	41	.	.	PUNCT
ajema-6908	47	1	entity	entity	NOUN
ajema-6908	47	2	recognition	recognition	NOUN
ajema-6908	47	3	:	:	PUNCT
ajema-6908	47	4	ai	ai	INTJ
ajema-6908	47	5	is	be	AUX
ajema-6908	47	6	able	able	ADJ
ajema-6908	47	7	to	to	PART
ajema-6908	47	8	recognize	recognize	VERB
ajema-6908	47	9	particular	particular	ADJ
ajema-6908	47	10	entities	entity	NOUN
ajema-6908	47	11	that	that	PRON
ajema-6908	47	12	are	be	AUX
ajema-6908	47	13	referenced	reference	VERB
ajema-6908	47	14	in	in	ADP
ajema-6908	47	15	the	the	DET
ajema-6908	47	16	text	text	NOUN
ajema-6908	47	17	,	,	PUNCT
ajema-6908	47	18	including	include	VERB
ajema-6908	47	19	:	:	PUNCT
ajema-6908	47	20	for	for	ADP
ajema-6908	47	21	example	example	NOUN
ajema-6908	47	22	,	,	PUNCT
ajema-6908	47	23	"	"	PUNCT
ajema-6908	47	24	admissions	admission	NOUN
ajema-6908	47	25	,	,	PUNCT
ajema-6908	47	26	"	"	PUNCT
ajema-6908	47	27	"	"	PUNCT
ajema-6908	47	28	financial	financial	ADJ
ajema-6908	47	29	aid	aid	NOUN
ajema-6908	47	30	,	,	PUNCT
ajema-6908	47	31	"	"	PUNCT
ajema-6908	47	32	and	and	CCONJ
ajema-6908	47	33	"	"	PUNCT
ajema-6908	47	34	research	research	NOUN
ajema-6908	47	35	office	office	NOUN
ajema-6908	47	36	"	"	PUNCT
ajema-6908	47	37	are	be	AUX
ajema-6908	47	38	departments	department	NOUN
ajema-6908	47	39	.	.	PUNCT
ajema-6908	48	1	individuals	individual	NOUN
ajema-6908	48	2	:	:	PUNCT
ajema-6908	48	3	(	(	PUNCT
ajema-6908	48	4	for	for	ADP
ajema-6908	48	5	instance	instance	NOUN
ajema-6908	48	6	,	,	PUNCT
ajema-6908	48	7	"	"	PUNCT
ajema-6908	48	8	professor	professor	NOUN
ajema-6908	48	9	smith	smith	PROPN
ajema-6908	48	10	,	,	PUNCT
ajema-6908	48	11	"	"	PUNCT
ajema-6908	48	12	"	"	PUNCT
ajema-6908	48	13	dr	dr	PROPN
ajema-6908	48	14	.	.	PROPN
ajema-6908	48	15	jones	jones	PROPN
ajema-6908	48	16	"	"	PUNCT
ajema-6908	48	17	)	)	PUNCT
ajema-6908	48	18	programs	program	NOUN
ajema-6908	48	19	and	and	CCONJ
ajema-6908	48	20	courses	course	NOUN
ajema-6908	48	21	:	:	PUNCT
ajema-6908	48	22	(	(	PUNCT
ajema-6908	48	23	for	for	ADP
ajema-6908	48	24	example	example	NOUN
ajema-6908	48	25	,	,	PUNCT
ajema-6908	48	26	"	"	PUNCT
ajema-6908	48	27	computer	computer	NOUN
ajema-6908	48	28	science	science	NOUN
ajema-6908	48	29	,	,	PUNCT
ajema-6908	48	30	"	"	PUNCT
ajema-6908	48	31	"	"	PUNCT
ajema-6908	48	32	mba	mba	NOUN
ajema-6908	48	33	"	"	PUNCT
ajema-6908	48	34	)	)	PUNCT
ajema-6908	48	35	(	(	PUNCT
ajema-6908	48	36	for	for	ADP
ajema-6908	48	37	example	example	NOUN
ajema-6908	48	38	,	,	PUNCT
ajema-6908	48	39	"	"	PUNCT
ajema-6908	48	40	november	november	PROPN
ajema-6908	48	41	1st	1st	NOUN
ajema-6908	48	42	,	,	PUNCT
ajema-6908	48	43	"	"	PUNCT
ajema-6908	48	44	"	"	PUNCT
ajema-6908	48	45	urgent	urgent	ADJ
ajema-6908	48	46	request	request	NOUN
ajema-6908	48	47	"	"	PUNCT
ajema-6908	48	48	)	)	PUNCT
ajema-6908	48	49	dates	date	NOUN
ajema-6908	48	50	and	and	CCONJ
ajema-6908	48	51	deadlines7	deadlines7	NOUN
ajema-6908	48	52	numbers	number	NOUN
ajema-6908	48	53	for	for	ADP
ajema-6908	48	54	cases	case	NOUN
ajema-6908	48	55	or	or	CCONJ
ajema-6908	48	56	references	reference	NOUN
ajema-6908	48	57	,	,	PUNCT
ajema-6908	48	58	such	such	ADJ
ajema-6908	48	59	as	as	ADP
ajema-6908	48	60	"	"	PUNCT
ajema-6908	48	61	student	student	NOUN
ajema-6908	48	62	i	i	PROPN
ajema-6908	48	63	d	d	PROPN
ajema-6908	48	64	"	"	PUNCT
ajema-6908	48	65	or	or	CCONJ
ajema-6908	48	66	"	"	PUNCT
ajema-6908	48	67	grant	grant	NOUN
ajema-6908	48	68	proposal	proposal	NOUN
ajema-6908	48	69	number	number	NOUN
ajema-6908	48	70	"	"	PUNCT
ajema-6908	48	71	sentiment	sentiment	NOUN
ajema-6908	48	72	analysis	analysis	NOUN
ajema-6908	48	73	:	:	PUNCT
ajema-6908	48	74	ai	ai	INTJ
ajema-6908	48	75	is	be	AUX
ajema-6908	48	76	even	even	ADV
ajema-6908	48	77	capable	capable	ADJ
ajema-6908	48	78	of	of	ADP
ajema-6908	48	79	identifying	identify	VERB
ajema-6908	48	80	urgent	urgent	ADJ
ajema-6908	48	81	requests	request	NOUN
ajema-6908	48	82	or	or	CCONJ
ajema-6908	48	83	grievances	grievance	NOUN
ajema-6908	48	84	by	by	ADP
ajema-6908	48	85	analyzing	analyze	VERB
ajema-6908	48	86	the	the	DET
ajema-6908	48	87	text	text	NOUN
ajema-6908	48	88	's	's	PART
ajema-6908	48	89	tone	tone	NOUN
ajema-6908	48	90	.	.	PUNCT
ajema-6908	49	1	multi	multi	ADJ
ajema-6908	49	2	-	-	ADJ
ajema-6908	49	3	format	format	ADJ
ajema-6908	49	4	handling	handling	NOUN
ajema-6908	49	5	:	:	PUNCT
ajema-6908	49	6	emails	email	NOUN
ajema-6908	49	7	,	,	PUNCT
ajema-6908	49	8	pdfs	pdfs	NOUN
ajema-6908	49	9	,	,	PUNCT
ajema-6908	49	10	forms	form	NOUN
ajema-6908	49	11	,	,	PUNCT
ajema-6908	49	12	and	and	CCONJ
ajema-6908	49	13	physical	physical	ADJ
ajema-6908	49	14	letters	letter	NOUN
ajema-6908	49	15	should	should	AUX
ajema-6908	49	16	all	all	PRON
ajema-6908	49	17	be	be	AUX
ajema-6908	49	18	handled	handle	VERB
ajema-6908	49	19	by	by	ADP
ajema-6908	49	20	the	the	DET
ajema-6908	49	21	system	system	NOUN
ajema-6908	49	22	with	with	ADP
ajema-6908	49	23	ease	ease	NOUN
ajema-6908	49	24	.	.	PUNCT
ajema-6908	50	1	results	result	NOUN
ajema-6908	50	2	.	.	PUNCT
ajema-6908	51	1	classification	classification	NOUN
ajema-6908	51	2	and	and	CCONJ
ajema-6908	51	3	routing	route	VERB
ajema-6908	51	4	intelligence	intelligence	NOUN
ajema-6908	51	5	:	:	PUNCT
ajema-6908	51	6	models	model	NOUN
ajema-6908	51	7	for	for	ADP
ajema-6908	51	8	classification	classification	NOUN
ajema-6908	51	9	in	in	ADP
ajema-6908	51	10	machine	machine	NOUN
ajema-6908	51	11	learning	learning	NOUN
ajema-6908	51	12	(	(	PUNCT
ajema-6908	51	13	ml	ml	ADV
ajema-6908	51	14	):	):	PUNCT
ajema-6908	51	15	machine	machine	NOUN
ajema-6908	51	16	learning	learning	NOUN
ajema-6908	51	17	algorithms	algorithm	NOUN
ajema-6908	51	18	that	that	PRON
ajema-6908	51	19	have	have	AUX
ajema-6908	51	20	been	be	AUX
ajema-6908	51	21	trained	train	VERB
ajema-6908	51	22	on	on	ADP
ajema-6908	51	23	historical	historical	ADJ
ajema-6908	51	24	data	datum	NOUN
ajema-6908	51	25	of	of	ADP
ajema-6908	51	26	properly	properly	ADV
ajema-6908	51	27	routed	route	VERB
ajema-6908	51	28	letters	letter	NOUN
ajema-6908	51	29	are	be	AUX
ajema-6908	51	30	able	able	ADJ
ajema-6908	51	31	to	to	PART
ajema-6908	51	32	recognize	recognize	VERB
ajema-6908	51	33	trends	trend	NOUN
ajema-6908	51	34	and	and	CCONJ
ajema-6908	51	35	automatically	automatically	ADV
ajema-6908	51	36	categorize	categorize	VERB
ajema-6908	51	37	new	new	ADJ
ajema-6908	51	38	letters	letter	NOUN
ajema-6908	51	39	into	into	ADP
ajema-6908	51	40	pre	pre	ADJ
ajema-6908	51	41	-	-	ADJ
ajema-6908	51	42	established	established	ADJ
ajema-6908	51	43	groups	group	NOUN
ajema-6908	51	44	(	(	PUNCT
ajema-6908	51	45	e.g.	e.g.	ADV
ajema-6908	51	46	,	,	PUNCT
ajema-6908	51	47	department	department	NOUN
ajema-6908	51	48	,	,	PUNCT
ajema-6908	51	49	urgency	urgency	NOUN
ajema-6908	51	50	level	level	NOUN
ajema-6908	51	51	,	,	PUNCT
ajema-6908	51	52	topic).8	topic).8	PROPN
ajema-6908	51	53	6	6	NUM
ajema-6908	51	54	devlin	devlin	NOUN
ajema-6908	51	55	,	,	PUNCT
ajema-6908	51	56	j.	j.	PROPN
ajema-6908	51	57	,	,	PUNCT
ajema-6908	51	58	et	et	PROPN
ajema-6908	51	59	al	al	PROPN
ajema-6908	51	60	.	.	PUNCT
ajema-6908	52	1	(	(	PUNCT
ajema-6908	52	2	2018	2018	NUM
ajema-6908	52	3	)	)	PUNCT
ajema-6908	52	4	.	.	PUNCT
ajema-6908	53	1	bert	bert	PROPN
ajema-6908	53	2	:	:	PUNCT
ajema-6908	53	3	pre	pre	ADJ
ajema-6908	53	4	-	-	NOUN
ajema-6908	53	5	training	training	NOUN
ajema-6908	53	6	of	of	ADP
ajema-6908	53	7	deep	deep	ADJ
ajema-6908	53	8	bidirectional	bidirectional	ADJ
ajema-6908	53	9	transformers	transformer	NOUN
ajema-6908	53	10	for	for	ADP
ajema-6908	53	11	language	language	NOUN
ajema-6908	53	12	understanding	understanding	NOUN
ajema-6908	53	13	.	.	PUNCT
ajema-6908	54	1	7	7	NUM
ajema-6908	54	2	sebastiani	sebastiani	PROPN
ajema-6908	54	3	,	,	PUNCT
ajema-6908	54	4	f.	f.	PROPN
ajema-6908	54	5	(	(	PUNCT
ajema-6908	54	6	2002	2002	NUM
ajema-6908	54	7	)	)	PUNCT
ajema-6908	54	8	.	.	PUNCT
ajema-6908	55	1	machine	machine	NOUN
ajema-6908	55	2	learning	learn	VERB
ajema-6908	55	3	in	in	ADP
ajema-6908	55	4	automated	automate	VERB
ajema-6908	55	5	text	text	NOUN
ajema-6908	55	6	categorization	categorization	NOUN
ajema-6908	55	7	.	.	PUNCT
ajema-6908	56	1	8	8	NUM
ajema-6908	56	2	joachims	joachim	NOUN
ajema-6908	56	3	,	,	PUNCT
ajema-6908	56	4	t.	t.	PROPN
ajema-6908	56	5	(	(	PUNCT
ajema-6908	56	6	1998	1998	NUM
ajema-6908	56	7	)	)	PUNCT
ajema-6908	56	8	.	.	PUNCT
ajema-6908	57	1	text	text	NOUN
ajema-6908	57	2	categorization	categorization	NOUN
ajema-6908	57	3	with	with	ADP
ajema-6908	57	4	support	support	NOUN
ajema-6908	57	5	vector	vector	NOUN
ajema-6908	57	6	machines	machine	NOUN
ajema-6908	57	7	:	:	PUNCT
ajema-6908	57	8	learning	learn	VERB
ajema-6908	57	9	with	with	ADP
ajema-6908	57	10	many	many	ADJ
ajema-6908	57	11	relevant	relevant	ADJ
ajema-6908	57	12	features	feature	NOUN
ajema-6908	57	13	.	.	PUNCT
ajema-6908	58	1	61	61	NUM
ajema-6908	58	2	journal	journal	NOUN
ajema-6908	58	3	of	of	ADP
ajema-6908	58	4	engineering	engineering	NOUN
ajema-6908	58	5	,	,	PUNCT
ajema-6908	58	6	mechanics	mechanic	NOUN
ajema-6908	58	7	and	and	CCONJ
ajema-6908	58	8	architecture	architecture	NOUN
ajema-6908	58	9	www	www	NOUN
ajema-6908	58	10	.	.	PUNCT
ajema-6908	59	1	grnjournal.us	grnjournal.us	X
ajema-6908	59	2	rule	rule	NOUN
ajema-6908	59	3	-	-	PUNCT
ajema-6908	59	4	based	base	VERB
ajema-6908	59	5	systems	system	NOUN
ajema-6908	59	6	:	:	PUNCT
ajema-6908	59	7	as	as	ADP
ajema-6908	59	8	an	an	DET
ajema-6908	59	9	adjunct	adjunct	ADJ
ajema-6908	59	10	to	to	ADP
ajema-6908	59	11	machine	machine	NOUN
ajema-6908	59	12	learning	learning	NOUN
ajema-6908	59	13	,	,	PUNCT
ajema-6908	59	14	rules	rule	NOUN
ajema-6908	59	15	may	may	AUX
ajema-6908	59	16	be	be	AUX
ajema-6908	59	17	set	set	VERB
ajema-6908	59	18	up	up	ADP
ajema-6908	59	19	according	accord	VERB
ajema-6908	59	20	to	to	ADP
ajema-6908	59	21	senders	sender	NOUN
ajema-6908	59	22	,	,	PUNCT
ajema-6908	59	23	known	know	VERB
ajema-6908	59	24	keywords	keyword	NOUN
ajema-6908	59	25	,	,	PUNCT
ajema-6908	59	26	or	or	CCONJ
ajema-6908	59	27	certain	certain	ADJ
ajema-6908	59	28	situations	situation	NOUN
ajema-6908	59	29	to	to	PART
ajema-6908	59	30	guarantee	guarantee	VERB
ajema-6908	59	31	correctness	correctness	NOUN
ajema-6908	59	32	.	.	PUNCT
ajema-6908	60	1	confidence	confidence	NOUN
ajema-6908	60	2	scores	score	NOUN
ajema-6908	60	3	:	:	PUNCT
ajema-6908	60	4	to	to	PART
ajema-6908	60	5	show	show	VERB
ajema-6908	60	6	how	how	SCONJ
ajema-6908	60	7	reliable	reliable	ADJ
ajema-6908	60	8	its	its	PRON
ajema-6908	60	9	predictions	prediction	NOUN
ajema-6908	60	10	are	be	AUX
ajema-6908	60	11	,	,	PUNCT
ajema-6908	60	12	the	the	DET
ajema-6908	60	13	ai	ai	NOUN
ajema-6908	60	14	system	system	NOUN
ajema-6908	60	15	ought	ought	AUX
ajema-6908	60	16	to	to	PART
ajema-6908	60	17	offer	offer	VERB
ajema-6908	60	18	confidence	confidence	NOUN
ajema-6908	60	19	scores	score	NOUN
ajema-6908	60	20	for	for	ADP
ajema-6908	60	21	each	each	DET
ajema-6908	60	22	categorization	categorization	NOUN
ajema-6908	60	23	.	.	PUNCT
ajema-6908	61	1	cases	case	NOUN
ajema-6908	61	2	with	with	ADP
ajema-6908	61	3	low	low	ADJ
ajema-6908	61	4	confidence	confidence	NOUN
ajema-6908	61	5	might	might	AUX
ajema-6908	61	6	be	be	AUX
ajema-6908	61	7	marked	mark	VERB
ajema-6908	61	8	for	for	ADP
ajema-6908	61	9	human	human	ADJ
ajema-6908	61	10	review	review	NOUN
ajema-6908	61	11	.	.	PUNCT
ajema-6908	62	1	prioritization	prioritization	NOUN
ajema-6908	62	2	:	:	PUNCT
ajema-6908	62	3	the	the	DET
ajema-6908	62	4	system	system	NOUN
ajema-6908	62	5	can	can	AUX
ajema-6908	62	6	order	order	VERB
ajema-6908	62	7	the	the	DET
ajema-6908	62	8	processing	processing	NOUN
ajema-6908	62	9	of	of	ADP
ajema-6908	62	10	important	important	ADJ
ajema-6908	62	11	documents	document	NOUN
ajema-6908	62	12	according	accord	VERB
ajema-6908	62	13	to	to	ADP
ajema-6908	62	14	the	the	DET
ajema-6908	62	15	levels	level	NOUN
ajema-6908	62	16	of	of	ADP
ajema-6908	62	17	urgency	urgency	NOUN
ajema-6908	62	18	that	that	PRON
ajema-6908	62	19	have	have	AUX
ajema-6908	62	20	been	be	AUX
ajema-6908	62	21	determined	determine	VERB
ajema-6908	62	22	.	.	PUNCT
ajema-6908	63	1	dynamic	dynamic	ADJ
ajema-6908	63	2	routing	routing	NOUN
ajema-6908	63	3	:	:	PUNCT
ajema-6908	63	4	the	the	DET
ajema-6908	63	5	system	system	NOUN
ajema-6908	63	6	need	need	VERB
ajema-6908	63	7	to	to	PART
ajema-6908	63	8	be	be	AUX
ajema-6908	63	9	able	able	ADJ
ajema-6908	63	10	to	to	PART
ajema-6908	63	11	adjust	adjust	VERB
ajema-6908	63	12	to	to	ADP
ajema-6908	63	13	modifications	modification	NOUN
ajema-6908	63	14	in	in	ADP
ajema-6908	63	15	organizational	organizational	ADJ
ajema-6908	63	16	structure	structure	NOUN
ajema-6908	63	17	,	,	PUNCT
ajema-6908	63	18	departments	department	NOUN
ajema-6908	63	19	,	,	PUNCT
ajema-6908	63	20	or	or	CCONJ
ajema-6908	63	21	programs.9	programs.9	PROPN
ajema-6908	63	22	simplified	simplify	VERB
ajema-6908	63	23	integration	integration	NOUN
ajema-6908	63	24	and	and	CCONJ
ajema-6908	63	25	workflows	workflow	NOUN
ajema-6908	63	26	:	:	PUNCT
ajema-6908	63	27	automated	automate	VERB
ajema-6908	63	28	workflow	workflow	NOUN
ajema-6908	63	29	:	:	PUNCT
ajema-6908	63	30	after	after	SCONJ
ajema-6908	63	31	a	a	DET
ajema-6908	63	32	letter	letter	NOUN
ajema-6908	63	33	has	have	AUX
ajema-6908	63	34	been	be	AUX
ajema-6908	63	35	classified	classify	VERB
ajema-6908	63	36	,	,	PUNCT
ajema-6908	63	37	the	the	DET
ajema-6908	63	38	system	system	NOUN
ajema-6908	63	39	ought	ought	AUX
ajema-6908	63	40	to	to	PART
ajema-6908	63	41	send	send	VERB
ajema-6908	63	42	it	it	PRON
ajema-6908	63	43	straight	straight	ADV
ajema-6908	63	44	to	to	ADP
ajema-6908	63	45	the	the	DET
ajema-6908	63	46	digital	digital	ADJ
ajema-6908	63	47	inbox	inbox	NOUN
ajema-6908	63	48	of	of	ADP
ajema-6908	63	49	the	the	DET
ajema-6908	63	50	appropriate	appropriate	ADJ
ajema-6908	63	51	department	department	NOUN
ajema-6908	63	52	,	,	PUNCT
ajema-6908	63	53	starting	start	VERB
ajema-6908	63	54	the	the	DET
ajema-6908	63	55	appropriate	appropriate	ADJ
ajema-6908	63	56	processes	process	NOUN
ajema-6908	63	57	(	(	PUNCT
ajema-6908	63	58	such	such	ADJ
ajema-6908	63	59	as	as	ADP
ajema-6908	63	60	notifying	notify	VERB
ajema-6908	63	61	the	the	DET
ajema-6908	63	62	department	department	NOUN
ajema-6908	63	63	head	head	NOUN
ajema-6908	63	64	or	or	CCONJ
ajema-6908	63	65	creating	create	VERB
ajema-6908	63	66	a	a	DET
ajema-6908	63	67	case	case	NOUN
ajema-6908	63	68	file	file	NOUN
ajema-6908	63	69	)	)	PUNCT
ajema-6908	63	70	.	.	PUNCT
ajema-6908	64	1	integration	integration	NOUN
ajema-6908	64	2	with	with	ADP
ajema-6908	64	3	university	university	NOUN
ajema-6908	64	4	systems	system	NOUN
ajema-6908	64	5	:	:	PUNCT
ajema-6908	64	6	the	the	DET
ajema-6908	64	7	ai	ai	NOUN
ajema-6908	64	8	system	system	NOUN
ajema-6908	64	9	ought	ought	AUX
ajema-6908	64	10	to	to	PART
ajema-6908	64	11	be	be	AUX
ajema-6908	64	12	able	able	ADJ
ajema-6908	64	13	to	to	PART
ajema-6908	64	14	work	work	VERB
ajema-6908	64	15	with	with	ADP
ajema-6908	64	16	the	the	DET
ajema-6908	64	17	current	current	ADJ
ajema-6908	64	18	learning	learning	NOUN
ajema-6908	64	19	management	management	NOUN
ajema-6908	64	20	systems	system	NOUN
ajema-6908	64	21	(	(	PUNCT
ajema-6908	64	22	lms	lms	PROPN
ajema-6908	64	23	)	)	PUNCT
ajema-6908	64	24	,	,	PUNCT
ajema-6908	64	25	document	document	NOUN
ajema-6908	64	26	management	management	NOUN
ajema-6908	64	27	platforms	platform	NOUN
ajema-6908	64	28	,	,	PUNCT
ajema-6908	64	29	and	and	CCONJ
ajema-6908	64	30	student	student	NOUN
ajema-6908	64	31	information	information	NOUN
ajema-6908	64	32	systems	system	NOUN
ajema-6908	64	33	(	(	PUNCT
ajema-6908	64	34	sis).10	sis).10	PROPN
ajema-6908	64	35	consolidated	consolidated	ADJ
ajema-6908	64	36	dashboard	dashboard	NOUN
ajema-6908	64	37	:	:	PUNCT
ajema-6908	64	38	all	all	DET
ajema-6908	64	39	incoming	incoming	ADJ
ajema-6908	64	40	letters	letter	NOUN
ajema-6908	64	41	,	,	PUNCT
ajema-6908	64	42	their	their	PRON
ajema-6908	64	43	status	status	NOUN
ajema-6908	64	44	,	,	PUNCT
ajema-6908	64	45	and	and	CCONJ
ajema-6908	64	46	the	the	DET
ajema-6908	64	47	departments	department	NOUN
ajema-6908	64	48	to	to	PART
ajema-6908	64	49	which	which	PRON
ajema-6908	64	50	they	they	PRON
ajema-6908	64	51	are	be	AUX
ajema-6908	64	52	allocated	allocate	VERB
ajema-6908	64	53	may	may	AUX
ajema-6908	64	54	be	be	AUX
ajema-6908	64	55	seen	see	VERB
ajema-6908	64	56	in	in	ADP
ajema-6908	64	57	real	real	ADJ
ajema-6908	64	58	time	time	NOUN
ajema-6908	64	59	on	on	ADP
ajema-6908	64	60	a	a	DET
ajema-6908	64	61	consolidated	consolidated	ADJ
ajema-6908	64	62	dashboard	dashboard	NOUN
ajema-6908	64	63	.	.	PUNCT
ajema-6908	65	1	audit	audit	NOUN
ajema-6908	65	2	trails	trail	NOUN
ajema-6908	65	3	:	:	PUNCT
ajema-6908	65	4	for	for	ADP
ajema-6908	65	5	compliance	compliance	NOUN
ajema-6908	65	6	and	and	CCONJ
ajema-6908	65	7	accountability	accountability	NOUN
ajema-6908	65	8	,	,	PUNCT
ajema-6908	65	9	the	the	DET
ajema-6908	65	10	system	system	NOUN
ajema-6908	65	11	need	need	VERB
ajema-6908	65	12	to	to	PART
ajema-6908	65	13	keep	keep	VERB
ajema-6908	65	14	track	track	NOUN
ajema-6908	65	15	of	of	ADP
ajema-6908	65	16	every	every	DET
ajema-6908	65	17	processing	processing	NOUN
ajema-6908	65	18	step	step	NOUN
ajema-6908	65	19	.	.	PUNCT
ajema-6908	66	1	mobile	mobile	ADJ
ajema-6908	66	2	access	access	NOUN
ajema-6908	66	3	:	:	PUNCT
ajema-6908	66	4	for	for	ADP
ajema-6908	66	5	more	more	ADJ
ajema-6908	66	6	flexibility	flexibility	NOUN
ajema-6908	66	7	,	,	PUNCT
ajema-6908	66	8	correspondence	correspondence	NOUN
ajema-6908	66	9	management	management	NOUN
ajema-6908	66	10	and	and	CCONJ
ajema-6908	66	11	access	access	NOUN
ajema-6908	66	12	should	should	AUX
ajema-6908	66	13	be	be	AUX
ajema-6908	66	14	feasible	feasible	ADJ
ajema-6908	66	15	on	on	ADP
ajema-6908	66	16	mobile	mobile	ADJ
ajema-6908	66	17	devices	device	NOUN
ajema-6908	66	18	.	.	PUNCT
ajema-6908	67	1	discussion	discussion	NOUN
ajema-6908	67	2	.	.	PUNCT
ajema-6908	68	1	constant	constant	ADJ
ajema-6908	68	2	learning	learning	NOUN
ajema-6908	68	3	and	and	CCONJ
ajema-6908	68	4	improvement	improvement	NOUN
ajema-6908	68	5	:	:	PUNCT
ajema-6908	68	6	feedback	feedback	NOUN
ajema-6908	68	7	loops	loop	NOUN
ajema-6908	68	8	:	:	PUNCT
ajema-6908	68	9	over	over	ADP
ajema-6908	68	10	time	time	NOUN
ajema-6908	68	11	,	,	PUNCT
ajema-6908	68	12	the	the	DET
ajema-6908	68	13	system	system	NOUN
ajema-6908	68	14	's	's	PART
ajema-6908	68	15	accuracy	accuracy	NOUN
ajema-6908	68	16	should	should	AUX
ajema-6908	68	17	increase	increase	VERB
ajema-6908	68	18	as	as	SCONJ
ajema-6908	68	19	it	it	PRON
ajema-6908	68	20	learns	learn	VERB
ajema-6908	68	21	from	from	ADP
ajema-6908	68	22	human	human	ADJ
ajema-6908	68	23	input	input	NOUN
ajema-6908	68	24	(	(	PUNCT
ajema-6908	68	25	such	such	ADJ
ajema-6908	68	26	as	as	ADP
ajema-6908	68	27	fixing	fix	VERB
ajema-6908	68	28	misrouted	misrouted	ADJ
ajema-6908	68	29	letters	letter	NOUN
ajema-6908	68	30	)	)	PUNCT
ajema-6908	68	31	.	.	PUNCT
ajema-6908	69	1	data	datum	NOUN
ajema-6908	69	2	analysis	analysis	NOUN
ajema-6908	69	3	:	:	PUNCT
ajema-6908	69	4	to	to	PART
ajema-6908	69	5	find	find	VERB
ajema-6908	69	6	opportunities	opportunity	NOUN
ajema-6908	69	7	for	for	ADP
ajema-6908	69	8	improvement	improvement	NOUN
ajema-6908	69	9	,	,	PUNCT
ajema-6908	69	10	examine	examine	VERB
ajema-6908	69	11	processing	processing	NOUN
ajema-6908	69	12	times	time	NOUN
ajema-6908	69	13	,	,	PUNCT
ajema-6908	69	14	mistake	mistake	NOUN
ajema-6908	69	15	rates	rate	NOUN
ajema-6908	69	16	,	,	PUNCT
ajema-6908	69	17	and	and	CCONJ
ajema-6908	69	18	departmental	departmental	ADJ
ajema-6908	69	19	response	response	NOUN
ajema-6908	69	20	.	.	PUNCT
ajema-6908	70	1	model	model	NOUN
ajema-6908	70	2	retraining	retraining	NOUN
ajema-6908	70	3	:	:	PUNCT
ajema-6908	70	4	to	to	PART
ajema-6908	70	5	accommodate	accommodate	VERB
ajema-6908	70	6	modifications	modification	NOUN
ajema-6908	70	7	in	in	ADP
ajema-6908	70	8	language	language	NOUN
ajema-6908	70	9	,	,	PUNCT
ajema-6908	70	10	nomenclature	nomenclature	NOUN
ajema-6908	70	11	,	,	PUNCT
ajema-6908	70	12	and	and	CCONJ
ajema-6908	70	13	academic	academic	ADJ
ajema-6908	70	14	protocols	protocol	NOUN
ajema-6908	70	15	,	,	PUNCT
ajema-6908	70	16	retrain	retrain	PROPN
ajema-6908	70	17	machine	machine	NOUN
ajema-6908	70	18	learning	learning	NOUN
ajema-6908	70	19	models	model	NOUN
ajema-6908	70	20	on	on	ADP
ajema-6908	70	21	fresh	fresh	ADJ
ajema-6908	70	22	data	datum	NOUN
ajema-6908	70	23	on	on	ADP
ajema-6908	70	24	a	a	DET
ajema-6908	70	25	regular	regular	ADJ
ajema-6908	70	26	basis.11	basis.11	ADJ
ajema-6908	70	27	ai	ai	NOUN
ajema-6908	70	28	-	-	PUNCT
ajema-6908	70	29	powered	power	VERB
ajema-6908	70	30	letter	letter	NOUN
ajema-6908	70	31	processing	processing	NOUN
ajema-6908	70	32	advantages	advantage	NOUN
ajema-6908	70	33	:	:	PUNCT
ajema-6908	70	34	enhanced	enhanced	ADJ
ajema-6908	70	35	efficiency	efficiency	NOUN
ajema-6908	70	36	:	:	PUNCT
ajema-6908	70	37	shorter	short	ADJ
ajema-6908	70	38	processing	processing	NOUN
ajema-6908	70	39	times	time	NOUN
ajema-6908	70	40	and	and	CCONJ
ajema-6908	70	41	less	less	ADJ
ajema-6908	70	42	manual	manual	ADJ
ajema-6908	70	43	effort	effort	NOUN
ajema-6908	70	44	.	.	PUNCT
ajema-6908	71	1	increased	increase	VERB
ajema-6908	71	2	accuracy	accuracy	NOUN
ajema-6908	71	3	:	:	PUNCT
ajema-6908	71	4	fewer	few	ADJ
ajema-6908	71	5	mistakes	mistake	NOUN
ajema-6908	71	6	and	and	CCONJ
ajema-6908	71	7	misdirected	misdirected	ADJ
ajema-6908	71	8	letters	letter	NOUN
ajema-6908	71	9	.	.	PUNCT
ajema-6908	72	1	faster	fast	ADJ
ajema-6908	72	2	response	response	NOUN
ajema-6908	72	3	times	time	NOUN
ajema-6908	72	4	:	:	PUNCT
ajema-6908	72	5	critical	critical	ADJ
ajema-6908	72	6	inquiries	inquiry	NOUN
ajema-6908	72	7	are	be	AUX
ajema-6908	72	8	handled	handle	VERB
ajema-6908	72	9	more	more	ADV
ajema-6908	72	10	quickly	quickly	ADV
ajema-6908	72	11	.	.	PUNCT
ajema-6908	73	1	cost	cost	NOUN
ajema-6908	73	2	savings	saving	NOUN
ajema-6908	73	3	:	:	PUNCT
ajema-6908	73	4	better	well	ADJ
ajema-6908	73	5	resource	resource	NOUN
ajema-6908	73	6	allocation	allocation	NOUN
ajema-6908	73	7	and	and	CCONJ
ajema-6908	73	8	lower	low	ADJ
ajema-6908	73	9	labor	labor	NOUN
ajema-6908	73	10	expenses	expense	NOUN
ajema-6908	73	11	.	.	PUNCT
ajema-6908	74	1	improved	improve	VERB
ajema-6908	74	2	data	datum	NOUN
ajema-6908	74	3	analysis	analysis	NOUN
ajema-6908	74	4	:	:	PUNCT
ajema-6908	74	5	using	use	VERB
ajema-6908	74	6	data	datum	NOUN
ajema-6908	74	7	insights	insight	NOUN
ajema-6908	74	8	to	to	PART
ajema-6908	74	9	make	make	VERB
ajema-6908	74	10	better	well	ADJ
ajema-6908	74	11	decisions	decision	NOUN
ajema-6908	74	12	.	.	PUNCT
ajema-6908	75	1	improved	improve	VERB
ajema-6908	75	2	faculty	faculty	NOUN
ajema-6908	75	3	and	and	CCONJ
ajema-6908	75	4	student	student	NOUN
ajema-6908	75	5	experience	experience	NOUN
ajema-6908	75	6	:	:	PUNCT
ajema-6908	75	7	more	more	ADV
ajema-6908	75	8	dependable	dependable	ADJ
ajema-6908	75	9	and	and	CCONJ
ajema-6908	75	10	quicker	quick	ADJ
ajema-6908	75	11	service.12	service.12	NOUN
ajema-6908	75	12	important	important	ADJ
ajema-6908	75	13	points	point	NOUN
ajema-6908	75	14	to	to	PART
ajema-6908	75	15	remember	remember	VERB
ajema-6908	75	16	:	:	PUNCT
ajema-6908	75	17	data	datum	NOUN
ajema-6908	75	18	security	security	NOUN
ajema-6908	75	19	and	and	CCONJ
ajema-6908	75	20	privacy	privacy	NOUN
ajema-6908	75	21	:	:	PUNCT
ajema-6908	75	22	safe	safe	ADJ
ajema-6908	75	23	management	management	NOUN
ajema-6908	75	24	of	of	ADP
ajema-6908	75	25	private	private	ADJ
ajema-6908	75	26	student	student	NOUN
ajema-6908	75	27	and	and	CCONJ
ajema-6908	75	28	teacher	teacher	NOUN
ajema-6908	75	29	data	datum	NOUN
ajema-6908	75	30	.	.	PUNCT
ajema-6908	76	1	explainability	explainability	NOUN
ajema-6908	76	2	&	&	CCONJ
ajema-6908	76	3	transparency	transparency	NOUN
ajema-6908	76	4	:	:	PUNCT
ajema-6908	76	5	gain	gain	NOUN
ajema-6908	76	6	insight	insight	NOUN
ajema-6908	76	7	into	into	ADP
ajema-6908	76	8	the	the	DET
ajema-6908	76	9	ai	ai	NOUN
ajema-6908	76	10	's	's	PART
ajema-6908	76	11	decision	decision	NOUN
ajema-6908	76	12	-	-	PUNCT
ajema-6908	76	13	making	make	VERB
ajema-6908	76	14	process	process	NOUN
ajema-6908	76	15	.	.	PUNCT
ajema-6908	77	1	9	9	NUM
ajema-6908	77	2	alhawiti	alhawiti	ADV
ajema-6908	77	3	,	,	PUNCT
ajema-6908	77	4	k.	k.	PROPN
ajema-6908	77	5	m.	m.	PROPN
ajema-6908	77	6	(	(	PUNCT
ajema-6908	77	7	2017	2017	NUM
ajema-6908	77	8	)	)	PUNCT
ajema-6908	77	9	.	.	PUNCT
ajema-6908	78	1	artificial	artificial	ADJ
ajema-6908	78	2	intelligence	intelligence	NOUN
ajema-6908	78	3	technologies	technology	NOUN
ajema-6908	78	4	for	for	ADP
ajema-6908	78	5	smart	smart	ADJ
ajema-6908	78	6	university	university	NOUN
ajema-6908	78	7	services	service	NOUN
ajema-6908	78	8	.	.	PUNCT
ajema-6908	79	1	10	10	NUM
ajema-6908	79	2	jain	jain	PROPN
ajema-6908	79	3	,	,	PUNCT
ajema-6908	79	4	a.	a.	PROPN
ajema-6908	79	5	,	,	PUNCT
ajema-6908	79	6	&	&	CCONJ
ajema-6908	79	7	saha	saha	PROPN
ajema-6908	79	8	,	,	PUNCT
ajema-6908	79	9	b.	b.	PROPN
ajema-6908	79	10	(	(	PUNCT
ajema-6908	79	11	2015	2015	NUM
ajema-6908	79	12	)	)	PUNCT
ajema-6908	79	13	.	.	PUNCT
ajema-6908	79	14	automation	automation	NOUN
ajema-6908	79	15	in	in	ADP
ajema-6908	79	16	higher	high	ADJ
ajema-6908	79	17	education	education	NOUN
ajema-6908	79	18	using	use	VERB
ajema-6908	79	19	ai	ai	NOUN
ajema-6908	79	20	and	and	CCONJ
ajema-6908	79	21	machine	machine	NOUN
ajema-6908	79	22	learning	learning	NOUN
ajema-6908	79	23	.	.	PUNCT
ajema-6908	80	1	11	11	NUM
ajema-6908	80	2	jurafsky	jurafsky	PROPN
ajema-6908	80	3	,	,	PUNCT
ajema-6908	80	4	d.	d.	PROPN
ajema-6908	80	5	,	,	PUNCT
ajema-6908	80	6	&	&	CCONJ
ajema-6908	80	7	martin	martin	PROPN
ajema-6908	80	8	,	,	PUNCT
ajema-6908	80	9	j.	j.	PROPN
ajema-6908	80	10	h.	h.	PROPN
ajema-6908	80	11	(	(	PUNCT
ajema-6908	80	12	2021	2021	NUM
ajema-6908	80	13	)	)	PUNCT
ajema-6908	80	14	.	.	PUNCT
ajema-6908	81	1	speech	speech	NOUN
ajema-6908	81	2	and	and	CCONJ
ajema-6908	81	3	language	language	NOUN
ajema-6908	81	4	processing	processing	NOUN
ajema-6908	81	5	(	(	PUNCT
ajema-6908	81	6	3rd	3rd	ADJ
ajema-6908	81	7	ed	ed	NOUN
ajema-6908	81	8	.	.	PUNCT
ajema-6908	81	9	)	)	PUNCT
ajema-6908	81	10	.	.	PUNCT
ajema-6908	82	1	12	12	NUM
ajema-6908	82	2	devlin	devlin	NOUN
ajema-6908	82	3	,	,	PUNCT
ajema-6908	82	4	j.	j.	PROPN
ajema-6908	82	5	,	,	PUNCT
ajema-6908	82	6	et	et	PROPN
ajema-6908	82	7	al	al	PROPN
ajema-6908	82	8	.	.	PUNCT
ajema-6908	82	9	(	(	PUNCT
ajema-6908	82	10	2018	2018	NUM
ajema-6908	82	11	)	)	PUNCT
ajema-6908	82	12	.	.	PUNCT
ajema-6908	83	1	bert	bert	PROPN
ajema-6908	83	2	:	:	PUNCT
ajema-6908	83	3	pre	pre	ADJ
ajema-6908	83	4	-	-	NOUN
ajema-6908	83	5	training	training	NOUN
ajema-6908	83	6	of	of	ADP
ajema-6908	83	7	deep	deep	ADJ
ajema-6908	83	8	bidirectional	bidirectional	ADJ
ajema-6908	83	9	transformers	transformer	NOUN
ajema-6908	83	10	for	for	ADP
ajema-6908	83	11	language	language	NOUN
ajema-6908	83	12	understanding	understanding	NOUN
ajema-6908	83	13	.	.	PUNCT
ajema-6908	84	1	62	62	NUM
ajema-6908	84	2	journal	journal	NOUN
ajema-6908	84	3	of	of	ADP
ajema-6908	84	4	engineering	engineering	NOUN
ajema-6908	84	5	,	,	PUNCT
ajema-6908	84	6	mechanics	mechanic	NOUN
ajema-6908	84	7	and	and	CCONJ
ajema-6908	84	8	architecture	architecture	NOUN
ajema-6908	84	9	www	www	NOUN
ajema-6908	84	10	.	.	PUNCT
ajema-6908	85	1	grnjournal.us	grnjournal.us	PRON
ajema-6908	85	2	person	person	NOUN
ajema-6908	85	3	oversight	oversight	NOUN
ajema-6908	85	4	:	:	PUNCT
ajema-6908	85	5	keep	keep	VERB
ajema-6908	85	6	a	a	DET
ajema-6908	85	7	person	person	NOUN
ajema-6908	85	8	informed	inform	VERB
ajema-6908	85	9	in	in	ADP
ajema-6908	85	10	delicate	delicate	ADJ
ajema-6908	85	11	or	or	CCONJ
ajema-6908	85	12	complicated	complicated	ADJ
ajema-6908	85	13	situations	situation	NOUN
ajema-6908	85	14	.	.	PUNCT
ajema-6908	86	1	scalability	scalability	NOUN
ajema-6908	86	2	:	:	PUNCT
ajema-6908	86	3	the	the	DET
ajema-6908	86	4	system	system	NOUN
ajema-6908	86	5	must	must	AUX
ajema-6908	86	6	be	be	AUX
ajema-6908	86	7	able	able	ADJ
ajema-6908	86	8	to	to	PART
ajema-6908	86	9	manage	manage	VERB
ajema-6908	86	10	increasing	increase	VERB
ajema-6908	86	11	letter	letter	NOUN
ajema-6908	86	12	volumes.13	volumes.13	NOUN
ajema-6908	86	13	conclusion	conclusion	NOUN
ajema-6908	86	14	.	.	PUNCT
ajema-6908	87	1	universities	university	NOUN
ajema-6908	87	2	may	may	AUX
ajema-6908	87	3	increase	increase	VERB
ajema-6908	87	4	communication	communication	NOUN
ajema-6908	87	5	efficacy	efficacy	NOUN
ajema-6908	87	6	,	,	PUNCT
ajema-6908	87	7	decrease	decrease	VERB
ajema-6908	87	8	administrative	administrative	ADJ
ajema-6908	87	9	bottlenecks	bottleneck	NOUN
ajema-6908	87	10	,	,	PUNCT
ajema-6908	87	11	and	and	CCONJ
ajema-6908	87	12	expedite	expedite	ADJ
ajema-6908	87	13	workflows	workflow	NOUN
ajema-6908	87	14	by	by	ADP
ajema-6908	87	15	utilizing	utilize	VERB
ajema-6908	87	16	ai	ai	VERB
ajema-6908	87	17	to	to	PART
ajema-6908	87	18	read	read	VERB
ajema-6908	87	19	,	,	PUNCT
ajema-6908	87	20	comprehend	comprehend	VERB
ajema-6908	87	21	,	,	PUNCT
ajema-6908	87	22	and	and	CCONJ
ajema-6908	87	23	direct	direct	ADJ
ajema-6908	87	24	letters	letter	NOUN
ajema-6908	87	25	.	.	PUNCT
ajema-6908	88	1	to	to	PART
ajema-6908	88	2	guarantee	guarantee	VERB
ajema-6908	88	3	that	that	SCONJ
ajema-6908	88	4	the	the	DET
ajema-6908	88	5	system	system	NOUN
ajema-6908	88	6	satisfies	satisfy	VERB
ajema-6908	88	7	changing	change	VERB
ajema-6908	88	8	requirements	requirement	NOUN
ajema-6908	88	9	and	and	CCONJ
ajema-6908	88	10	maintains	maintain	VERB
ajema-6908	88	11	high	high	ADJ
ajema-6908	88	12	levels	level	NOUN
ajema-6908	88	13	of	of	ADP
ajema-6908	88	14	accuracy	accuracy	NOUN
ajema-6908	88	15	in	in	ADP
ajema-6908	88	16	routing	routing	NOUN
ajema-6908	88	17	and	and	CCONJ
ajema-6908	88	18	comprehending	comprehending	ADJ
ajema-6908	88	19	institutional	institutional	ADJ
ajema-6908	88	20	communication	communication	NOUN
ajema-6908	88	21	,	,	PUNCT
ajema-6908	88	22	it	it	PRON
ajema-6908	88	23	is	be	AUX
ajema-6908	88	24	imperative	imperative	ADJ
ajema-6908	88	25	that	that	SCONJ
ajema-6908	88	26	it	it	PRON
ajema-6908	88	27	undergo	undergo	VERB
ajema-6908	88	28	continuous	continuous	ADJ
ajema-6908	88	29	adaptation	adaptation	NOUN
ajema-6908	88	30	and	and	CCONJ
ajema-6908	88	31	feedback	feedback	NOUN
ajema-6908	88	32	mechanisms.14	mechanisms.14	PROPN
ajema-6908	88	33	universities	university	NOUN
ajema-6908	88	34	may	may	AUX
ajema-6908	88	35	create	create	VERB
ajema-6908	88	36	intelligent	intelligent	ADJ
ajema-6908	88	37	,	,	PUNCT
ajema-6908	88	38	effective	effective	ADJ
ajema-6908	88	39	,	,	PUNCT
ajema-6908	88	40	and	and	CCONJ
ajema-6908	88	41	streamlined	streamlined	ADJ
ajema-6908	88	42	systems	system	NOUN
ajema-6908	88	43	by	by	ADP
ajema-6908	88	44	utilizing	utilize	VERB
ajema-6908	88	45	ai	ai	VERB
ajema-6908	88	46	to	to	PART
ajema-6908	88	47	replace	replace	VERB
ajema-6908	88	48	their	their	PRON
ajema-6908	88	49	human	human	ADJ
ajema-6908	88	50	,	,	PUNCT
ajema-6908	88	51	traditional	traditional	ADJ
ajema-6908	88	52	letter	letter	NOUN
ajema-6908	88	53	-	-	PUNCT
ajema-6908	88	54	processing	processing	NOUN
ajema-6908	88	55	procedures	procedure	NOUN
ajema-6908	88	56	.	.	PUNCT
ajema-6908	89	1	in	in	ADP
ajema-6908	89	2	the	the	DET
ajema-6908	89	3	end	end	NOUN
ajema-6908	89	4	,	,	PUNCT
ajema-6908	89	5	this	this	PRON
ajema-6908	89	6	benefits	benefit	VERB
ajema-6908	89	7	the	the	DET
ajema-6908	89	8	company	company	NOUN
ajema-6908	89	9	and	and	CCONJ
ajema-6908	89	10	the	the	DET
ajema-6908	89	11	people	people	NOUN
ajema-6908	89	12	it	it	PRON
ajema-6908	89	13	serves	serve	VERB
ajema-6908	89	14	by	by	ADP
ajema-6908	89	15	improving	improve	VERB
ajema-6908	89	16	organization	organization	NOUN
ajema-6908	89	17	,	,	PUNCT
ajema-6908	89	18	reaction	reaction	NOUN
ajema-6908	89	19	times	time	NOUN
ajema-6908	89	20	,	,	PUNCT
ajema-6908	89	21	and	and	CCONJ
ajema-6908	89	22	general	general	ADJ
ajema-6908	89	23	efficiency.15	efficiency.15	NOUN
ajema-6908	89	24	careful	careful	ADJ
ajema-6908	89	25	planning	planning	NOUN
ajema-6908	89	26	,	,	PUNCT
ajema-6908	89	27	data	datum	NOUN
ajema-6908	89	28	preparation	preparation	NOUN
ajema-6908	89	29	,	,	PUNCT
ajema-6908	89	30	and	and	CCONJ
ajema-6908	89	31	a	a	DET
ajema-6908	89	32	dedication	dedication	NOUN
ajema-6908	89	33	to	to	ADP
ajema-6908	89	34	continuous	continuous	ADJ
ajema-6908	89	35	maintenance	maintenance	NOUN
ajema-6908	89	36	and	and	CCONJ
ajema-6908	89	37	development	development	NOUN
ajema-6908	89	38	are	be	AUX
ajema-6908	89	39	necessary	necessary	ADJ
ajema-6908	89	40	for	for	ADP
ajema-6908	89	41	the	the	DET
ajema-6908	89	42	implementation	implementation	NOUN
ajema-6908	89	43	of	of	ADP
ajema-6908	89	44	such	such	DET
ajema-6908	89	45	a	a	DET
ajema-6908	89	46	system	system	NOUN
ajema-6908	89	47	.	.	PUNCT
ajema-6908	90	1	by	by	ADP
ajema-6908	90	2	using	use	VERB
ajema-6908	90	3	artificial	artificial	ADJ
ajema-6908	90	4	intelligence	intelligence	NOUN
ajema-6908	90	5	(	(	PUNCT
ajema-6908	90	6	ai	ai	AUX
ajema-6908	90	7	)	)	PUNCT
ajema-6908	90	8	to	to	PART
ajema-6908	90	9	efficiently	efficiently	ADV
ajema-6908	90	10	read	read	VERB
ajema-6908	90	11	,	,	PUNCT
ajema-6908	90	12	comprehend	comprehend	VERB
ajema-6908	90	13	,	,	PUNCT
ajema-6908	90	14	and	and	CCONJ
ajema-6908	90	15	route	route	NOUN
ajema-6908	90	16	letters	letter	NOUN
ajema-6908	90	17	or	or	CCONJ
ajema-6908	90	18	orders	order	NOUN
ajema-6908	90	19	received	receive	VERB
ajema-6908	90	20	at	at	ADP
ajema-6908	90	21	universities	university	NOUN
ajema-6908	90	22	,	,	PUNCT
ajema-6908	90	23	administrative	administrative	ADJ
ajema-6908	90	24	procedures	procedure	NOUN
ajema-6908	90	25	may	may	AUX
ajema-6908	90	26	be	be	AUX
ajema-6908	90	27	streamlined	streamline	VERB
ajema-6908	90	28	,	,	PUNCT
ajema-6908	90	29	communication	communication	NOUN
ajema-6908	90	30	can	can	AUX
ajema-6908	90	31	be	be	AUX
ajema-6908	90	32	improved	improve	VERB
ajema-6908	90	33	,	,	PUNCT
ajema-6908	90	34	and	and	CCONJ
ajema-6908	90	35	overall	overall	ADJ
ajema-6908	90	36	efficiency	efficiency	NOUN
ajema-6908	90	37	can	can	AUX
ajema-6908	90	38	be	be	AUX
ajema-6908	90	39	increased	increase	VERB
ajema-6908	90	40	.	.	PUNCT
ajema-6908	91	1	universities	university	NOUN
ajema-6908	91	2	can	can	AUX
ajema-6908	91	3	increase	increase	VERB
ajema-6908	91	4	operational	operational	ADJ
ajema-6908	91	5	efficiency	efficiency	NOUN
ajema-6908	91	6	,	,	PUNCT
ajema-6908	91	7	save	save	VERB
ajema-6908	91	8	manual	manual	ADJ
ajema-6908	91	9	labor	labor	NOUN
ajema-6908	91	10	,	,	PUNCT
ajema-6908	91	11	and	and	CCONJ
ajema-6908	91	12	improve	improve	VERB
ajema-6908	91	13	departmental	departmental	ADJ
ajema-6908	91	14	communication	communication	NOUN
ajema-6908	91	15	by	by	ADP
ajema-6908	91	16	utilizing	utilize	VERB
ajema-6908	91	17	ai	ai	NOUN
ajema-6908	91	18	technology16	technology16	NOUN
ajema-6908	91	19	to	to	PART
ajema-6908	91	20	read	read	VERB
ajema-6908	91	21	and	and	CCONJ
ajema-6908	91	22	comprehend	comprehend	VERB
ajema-6908	91	23	letters	letter	NOUN
ajema-6908	91	24	or	or	CCONJ
ajema-6908	91	25	orders	order	NOUN
ajema-6908	91	26	received	receive	VERB
ajema-6908	91	27	at	at	ADP
ajema-6908	91	28	their	their	PRON
ajema-6908	91	29	institutions	institution	NOUN
ajema-6908	91	30	.	.	PUNCT
ajema-6908	92	1	in	in	ADP
ajema-6908	92	2	addition	addition	NOUN
ajema-6908	92	3	to	to	ADP
ajema-6908	92	4	streamlining	streamline	VERB
ajema-6908	92	5	administrative	administrative	ADJ
ajema-6908	92	6	procedures	procedure	NOUN
ajema-6908	92	7	,	,	PUNCT
ajema-6908	92	8	these	these	DET
ajema-6908	92	9	tactics	tactic	NOUN
ajema-6908	92	10	improve	improve	VERB
ajema-6908	92	11	the	the	DET
ajema-6908	92	12	experience	experience	NOUN
ajema-6908	92	13	for	for	ADP
ajema-6908	92	14	both	both	DET
ajema-6908	92	15	employees	employee	NOUN
ajema-6908	92	16	and	and	CCONJ
ajema-6908	92	17	students	student	NOUN
ajema-6908	92	18	.	.	PUNCT
ajema-6908	93	1	list	list	NOUN
ajema-6908	93	2	оf	оf	PROPN
ajema-6908	93	3	usеd	usеd	NOUN
ajema-6908	93	4	litеrаturеs	litеrаturеs	ADJ
ajema-6908	93	5	:	:	PUNCT
ajema-6908	93	6	1	1	X
ajema-6908	93	7	.	.	X
ajema-6908	94	1	jurafsky	jurafsky	PROPN
ajema-6908	94	2	,	,	PUNCT
ajema-6908	94	3	d.	d.	PROPN
ajema-6908	94	4	,	,	PUNCT
ajema-6908	94	5	&	&	CCONJ
ajema-6908	94	6	martin	martin	PROPN
ajema-6908	94	7	,	,	PUNCT
ajema-6908	94	8	j.	j.	PROPN
ajema-6908	94	9	h.	h.	PROPN
ajema-6908	94	10	(	(	PUNCT
ajema-6908	94	11	2021	2021	NUM
ajema-6908	94	12	)	)	PUNCT
ajema-6908	94	13	.	.	PUNCT
ajema-6908	95	1	speech	speech	NOUN
ajema-6908	95	2	and	and	CCONJ
ajema-6908	95	3	language	language	NOUN
ajema-6908	95	4	processing	processing	NOUN
ajema-6908	95	5	(	(	PUNCT
ajema-6908	95	6	3rd	3rd	ADJ
ajema-6908	95	7	ed	ed	NOUN
ajema-6908	95	8	.	.	PUNCT
ajema-6908	95	9	)	)	PUNCT
ajema-6908	95	10	.	.	PUNCT
ajema-6908	96	1	2	2	X
ajema-6908	96	2	.	.	X
ajema-6908	96	3	manning	man	VERB
ajema-6908	96	4	,	,	PUNCT
ajema-6908	96	5	c.	c.	PROPN
ajema-6908	96	6	d.	d.	PROPN
ajema-6908	96	7	,	,	PUNCT
ajema-6908	96	8	&	&	CCONJ
ajema-6908	96	9	schütze	schütze	PROPN
ajema-6908	96	10	,	,	PUNCT
ajema-6908	96	11	h.	h.	PROPN
ajema-6908	96	12	(	(	PUNCT
ajema-6908	96	13	1999	1999	NUM
ajema-6908	96	14	)	)	PUNCT
ajema-6908	96	15	.	.	PUNCT
ajema-6908	97	1	foundations	foundation	NOUN
ajema-6908	97	2	of	of	ADP
ajema-6908	97	3	statistical	statistical	ADJ
ajema-6908	97	4	natural	natural	ADJ
ajema-6908	97	5	language	language	NOUN
ajema-6908	97	6	processing	processing	NOUN
ajema-6908	97	7	.	.	PUNCT
ajema-6908	98	1	3	3	X
ajema-6908	98	2	.	.	X
ajema-6908	98	3	smith	smith	PROPN
ajema-6908	98	4	,	,	PUNCT
ajema-6908	98	5	r.	r.	PROPN
ajema-6908	98	6	(	(	PUNCT
ajema-6908	98	7	2007	2007	NUM
ajema-6908	98	8	)	)	PUNCT
ajema-6908	98	9	.	.	PUNCT
ajema-6908	99	1	an	an	DET
ajema-6908	99	2	overview	overview	NOUN
ajema-6908	99	3	of	of	ADP
ajema-6908	99	4	the	the	DET
ajema-6908	99	5	tesseract	tesseract	ADJ
ajema-6908	99	6	ocr	ocr	ADJ
ajema-6908	99	7	engine	engine	NOUN
ajema-6908	99	8	.	.	PUNCT
ajema-6908	100	1	4	4	X
ajema-6908	100	2	.	.	X
ajema-6908	100	3	ray	ray	PROPN
ajema-6908	100	4	,	,	PUNCT
ajema-6908	100	5	r.	r.	PROPN
ajema-6908	100	6	(	(	PUNCT
ajema-6908	100	7	2012	2012	NUM
ajema-6908	100	8	)	)	PUNCT
ajema-6908	100	9	.	.	PUNCT
ajema-6908	101	1	ocr	ocr	NOUN
ajema-6908	101	2	with	with	ADP
ajema-6908	101	3	opencv	opencv	PROPN
ajema-6908	101	4	and	and	CCONJ
ajema-6908	101	5	tesseract	tesseract	NOUN
ajema-6908	101	6	on	on	ADP
ajema-6908	101	7	linux	linux	PROPN
ajema-6908	101	8	.	.	PUNCT
ajema-6908	102	1	5	5	NUM
ajema-6908	102	2	.	.	X
ajema-6908	102	3	goodfellow	goodfellow	PROPN
ajema-6908	102	4	,	,	PUNCT
ajema-6908	102	5	i.	i.	PROPN
ajema-6908	102	6	,	,	PUNCT
ajema-6908	102	7	bengio	bengio	PROPN
ajema-6908	102	8	,	,	PUNCT
ajema-6908	102	9	y.	y.	PROPN
ajema-6908	102	10	,	,	PUNCT
ajema-6908	102	11	&	&	CCONJ
ajema-6908	102	12	courville	courville	PROPN
ajema-6908	102	13	,	,	PUNCT
ajema-6908	102	14	a.	a.	NOUN
ajema-6908	102	15	(	(	PUNCT
ajema-6908	102	16	2016	2016	NUM
ajema-6908	102	17	)	)	PUNCT
ajema-6908	102	18	.	.	PUNCT
ajema-6908	103	1	deep	deep	ADJ
ajema-6908	103	2	learning	learning	NOUN
ajema-6908	103	3	.	.	PUNCT
ajema-6908	104	1	6	6	X
ajema-6908	104	2	.	.	X
ajema-6908	104	3	vaswani	vaswani	NOUN
ajema-6908	104	4	,	,	PUNCT
ajema-6908	104	5	a.	a.	NOUN
ajema-6908	104	6	,	,	PUNCT
ajema-6908	104	7	et	et	PROPN
ajema-6908	104	8	al	al	PROPN
ajema-6908	104	9	.	.	PUNCT
ajema-6908	104	10	(	(	PUNCT
ajema-6908	104	11	2017	2017	NUM
ajema-6908	104	12	)	)	PUNCT
ajema-6908	104	13	.	.	PUNCT
ajema-6908	105	1	attention	attention	NOUN
ajema-6908	105	2	is	be	AUX
ajema-6908	105	3	all	all	PRON
ajema-6908	105	4	you	you	PRON
ajema-6908	105	5	need	need	VERB
ajema-6908	105	6	.	.	PUNCT
ajema-6908	106	1	7	7	X
ajema-6908	106	2	.	.	X
ajema-6908	106	3	devlin	devlin	PROPN
ajema-6908	106	4	,	,	PUNCT
ajema-6908	106	5	j.	j.	PROPN
ajema-6908	106	6	,	,	PUNCT
ajema-6908	106	7	et	et	PROPN
ajema-6908	106	8	al	al	PROPN
ajema-6908	106	9	.	.	PUNCT
ajema-6908	106	10	(	(	PUNCT
ajema-6908	106	11	2018	2018	NUM
ajema-6908	106	12	)	)	PUNCT
ajema-6908	106	13	.	.	PUNCT
ajema-6908	107	1	bert	bert	PROPN
ajema-6908	107	2	:	:	PUNCT
ajema-6908	107	3	pre	pre	ADJ
ajema-6908	107	4	-	-	NOUN
ajema-6908	107	5	training	training	NOUN
ajema-6908	107	6	of	of	ADP
ajema-6908	107	7	deep	deep	ADJ
ajema-6908	107	8	bidirectional	bidirectional	ADJ
ajema-6908	107	9	transformers	transformer	NOUN
ajema-6908	107	10	for	for	ADP
ajema-6908	107	11	language	language	NOUN
ajema-6908	107	12	understanding	understanding	NOUN
ajema-6908	107	13	.	.	PUNCT
ajema-6908	108	1	8	8	X
ajema-6908	108	2	.	.	X
ajema-6908	109	1	sebastiani	sebastiani	PROPN
ajema-6908	109	2	,	,	PUNCT
ajema-6908	109	3	f.	f.	PROPN
ajema-6908	109	4	(	(	PUNCT
ajema-6908	109	5	2002	2002	NUM
ajema-6908	109	6	)	)	PUNCT
ajema-6908	109	7	.	.	PUNCT
ajema-6908	110	1	machine	machine	NOUN
ajema-6908	110	2	learning	learn	VERB
ajema-6908	110	3	in	in	ADP
ajema-6908	110	4	automated	automate	VERB
ajema-6908	110	5	text	text	NOUN
ajema-6908	110	6	categorization	categorization	NOUN
ajema-6908	110	7	.	.	PUNCT
ajema-6908	111	1	9	9	X
ajema-6908	111	2	.	.	X
ajema-6908	111	3	joachims	joachim	NOUN
ajema-6908	111	4	,	,	PUNCT
ajema-6908	111	5	t.	t.	PROPN
ajema-6908	111	6	(	(	PUNCT
ajema-6908	111	7	1998	1998	NUM
ajema-6908	111	8	)	)	PUNCT
ajema-6908	111	9	.	.	PUNCT
ajema-6908	112	1	text	text	NOUN
ajema-6908	112	2	categorization	categorization	NOUN
ajema-6908	112	3	with	with	ADP
ajema-6908	112	4	support	support	NOUN
ajema-6908	112	5	vector	vector	NOUN
ajema-6908	112	6	machines	machine	NOUN
ajema-6908	112	7	:	:	PUNCT
ajema-6908	112	8	learning	learn	VERB
ajema-6908	112	9	with	with	ADP
ajema-6908	112	10	many	many	ADJ
ajema-6908	112	11	relevant	relevant	ADJ
ajema-6908	112	12	features	feature	NOUN
ajema-6908	112	13	.	.	PUNCT
ajema-6908	113	1	10	10	NUM
ajema-6908	113	2	.	.	X
ajema-6908	114	1	alhawiti	alhawiti	PROPN
ajema-6908	114	2	,	,	PUNCT
ajema-6908	114	3	k.	k.	PROPN
ajema-6908	114	4	m.	m.	PROPN
ajema-6908	114	5	(	(	PUNCT
ajema-6908	114	6	2017	2017	NUM
ajema-6908	114	7	)	)	PUNCT
ajema-6908	114	8	.	.	PUNCT
ajema-6908	115	1	artificial	artificial	ADJ
ajema-6908	115	2	intelligence	intelligence	NOUN
ajema-6908	115	3	technologies	technology	NOUN
ajema-6908	115	4	for	for	ADP
ajema-6908	115	5	smart	smart	ADJ
ajema-6908	115	6	university	university	NOUN
ajema-6908	115	7	services	service	NOUN
ajema-6908	115	8	.	.	PUNCT
ajema-6908	116	1	11	11	NUM
ajema-6908	116	2	.	.	X
ajema-6908	116	3	jain	jain	PROPN
ajema-6908	116	4	,	,	PUNCT
ajema-6908	116	5	a.	a.	PROPN
ajema-6908	116	6	,	,	PUNCT
ajema-6908	116	7	&	&	CCONJ
ajema-6908	116	8	saha	saha	PROPN
ajema-6908	116	9	,	,	PUNCT
ajema-6908	116	10	b.	b.	PROPN
ajema-6908	116	11	(	(	PUNCT
ajema-6908	116	12	2015	2015	NUM
ajema-6908	116	13	)	)	PUNCT
ajema-6908	116	14	.	.	PUNCT
ajema-6908	117	1	automation	automation	NOUN
ajema-6908	117	2	in	in	ADP
ajema-6908	117	3	higher	high	ADJ
ajema-6908	117	4	education	education	NOUN
ajema-6908	117	5	using	use	VERB
ajema-6908	117	6	ai	ai	NOUN
ajema-6908	117	7	and	and	CCONJ
ajema-6908	117	8	machine	machine	NOUN
ajema-6908	117	9	learning	learning	NOUN
ajema-6908	117	10	.	.	PUNCT
ajema-6908	118	1	13	13	NUM
ajema-6908	118	2	joachims	joachim	NOUN
ajema-6908	118	3	,	,	PUNCT
ajema-6908	118	4	t.	t.	PROPN
ajema-6908	118	5	(	(	PUNCT
ajema-6908	118	6	1998	1998	NUM
ajema-6908	118	7	)	)	PUNCT
ajema-6908	118	8	.	.	PUNCT
ajema-6908	119	1	text	text	NOUN
ajema-6908	119	2	categorization	categorization	NOUN
ajema-6908	119	3	with	with	ADP
ajema-6908	119	4	support	support	NOUN
ajema-6908	119	5	vector	vector	NOUN
ajema-6908	119	6	machines	machine	NOUN
ajema-6908	119	7	:	:	PUNCT
ajema-6908	119	8	learning	learn	VERB
ajema-6908	119	9	with	with	ADP
ajema-6908	119	10	many	many	ADJ
ajema-6908	119	11	relevant	relevant	ADJ
ajema-6908	119	12	features	feature	NOUN
ajema-6908	119	13	.	.	PUNCT
ajema-6908	120	1	14	14	NUM
ajema-6908	120	2	alhawiti	alhawiti	ADV
ajema-6908	120	3	,	,	PUNCT
ajema-6908	120	4	k.	k.	PROPN
ajema-6908	120	5	m.	m.	PROPN
ajema-6908	120	6	(	(	PUNCT
ajema-6908	120	7	2017	2017	NUM
ajema-6908	120	8	)	)	PUNCT
ajema-6908	120	9	.	.	PUNCT
ajema-6908	121	1	artificial	artificial	ADJ
ajema-6908	121	2	intelligence	intelligence	NOUN
ajema-6908	121	3	technologies	technology	NOUN
ajema-6908	121	4	for	for	ADP
ajema-6908	121	5	smart	smart	ADJ
ajema-6908	121	6	university	university	NOUN
ajema-6908	121	7	services	service	NOUN
ajema-6908	121	8	.	.	PUNCT
ajema-6908	122	1	15	15	NUM
ajema-6908	122	2	jain	jain	PROPN
ajema-6908	122	3	,	,	PUNCT
ajema-6908	122	4	a.	a.	PROPN
ajema-6908	122	5	,	,	PUNCT
ajema-6908	122	6	&	&	CCONJ
ajema-6908	122	7	saha	saha	PROPN
ajema-6908	122	8	,	,	PUNCT
ajema-6908	122	9	b.	b.	PROPN
ajema-6908	122	10	(	(	PUNCT
ajema-6908	122	11	2015	2015	NUM
ajema-6908	122	12	)	)	PUNCT
ajema-6908	122	13	.	.	PUNCT
ajema-6908	122	14	automation	automation	NOUN
ajema-6908	122	15	in	in	ADP
ajema-6908	122	16	higher	high	ADJ
ajema-6908	122	17	education	education	NOUN
ajema-6908	122	18	using	use	VERB
ajema-6908	122	19	ai	ai	NOUN
ajema-6908	122	20	and	and	CCONJ
ajema-6908	122	21	machine	machine	NOUN
ajema-6908	122	22	learning	learning	NOUN
ajema-6908	122	23	.	.	PUNCT
ajema-6908	123	1	16	16	NUM
ajema-6908	123	2	devlin	devlin	PROPN
ajema-6908	123	3	,	,	PUNCT
ajema-6908	123	4	j.	j.	PROPN
ajema-6908	123	5	,	,	PUNCT
ajema-6908	123	6	et	et	PROPN
ajema-6908	123	7	al	al	PROPN
ajema-6908	123	8	.	.	PUNCT
ajema-6908	123	9	(	(	PUNCT
ajema-6908	123	10	2018	2018	NUM
ajema-6908	123	11	)	)	PUNCT
ajema-6908	123	12	.	.	PUNCT
ajema-6908	124	1	bert	bert	PROPN
ajema-6908	124	2	:	:	PUNCT
ajema-6908	124	3	pre	pre	ADJ
ajema-6908	124	4	-	-	NOUN
ajema-6908	124	5	training	training	NOUN
ajema-6908	124	6	of	of	ADP
ajema-6908	124	7	deep	deep	ADJ
ajema-6908	124	8	bidirectional	bidirectional	ADJ
ajema-6908	124	9	transformers	transformer	NOUN
ajema-6908	124	10	for	for	ADP
ajema-6908	124	11	language	language	NOUN
ajema-6908	124	12	understanding	understanding	NOUN
ajema-6908	124	13	.	.	PUNCT