id	sid	tid	token	lemma	pos
gs-2962	1	1	georgian	georgian	PROPN
gs-2962	1	2	scientists/	scientists/	NUM
gs-2962	1	3	.	.	PUNCT
gs-2962	2	1	6	6	NUM
gs-2962	2	2	n	n	NUM
gs-2962	2	3	3	3	NUM
gs-2962	2	4	,	,	PUNCT
gs-2962	2	5	2024	2024	NUM
gs-2962	2	6	63	63	NUM
gs-2962	2	7	georgian	georgian	PROPN
gs-2962	2	8	scientists	scientist	NOUN
gs-2962	2	9	vol	vol	NOUN
gs-2962	2	10	.	.	PROPN
gs-2962	3	1	6	6	NUM
gs-2962	3	2	issue	issue	NOUN
gs-2962	3	3	3	3	NUM
gs-2962	3	4	,	,	PUNCT
gs-2962	3	5	2024	2024	NUM
gs-2962	3	6	https://doi.org/10.52340/gs.2024.06.03.07	https://doi.org/10.52340/gs.2024.06.03.07	VERB
gs-2962	3	7	using	use	VERB
gs-2962	3	8	artificial	artificial	ADJ
gs-2962	3	9	intelligence	intelligence	NOUN
gs-2962	3	10	in	in	ADP
gs-2962	3	11	supply	supply	NOUN
gs-2962	3	12	chain	chain	NOUN
gs-2962	3	13	emeliane	emeliane	PROPN
gs-2962	3	14	gogilidze	gogilidze	PROPN
gs-2962	3	15	,	,	PUNCT
gs-2962	3	16	natia	natia	PROPN
gs-2962	3	17	gogilidze	gogilidze	PROPN
gs-2962	3	18	georgian	georgian	PROPN
gs-2962	3	19	technical	technical	PROPN
gs-2962	3	20	university	university	PROPN
gs-2962	3	21	introduction	introduction	NOUN
gs-2962	3	22	advances	advance	VERB
gs-2962	3	23	in	in	ADP
gs-2962	3	24	technology	technology	NOUN
gs-2962	3	25	have	have	AUX
gs-2962	3	26	significantly	significantly	ADV
gs-2962	3	27	increased	increase	VERB
gs-2962	3	28	the	the	DET
gs-2962	3	29	availability	availability	NOUN
gs-2962	3	30	of	of	ADP
gs-2962	3	31	the	the	DET
gs-2962	3	32	technical	technical	ADJ
gs-2962	3	33	and	and	CCONJ
gs-2962	3	34	software	software	NOUN
gs-2962	3	35	tools	tool	NOUN
gs-2962	3	36	needed	need	VERB
gs-2962	3	37	to	to	PART
gs-2962	3	38	create	create	VERB
gs-2962	3	39	services	service	NOUN
gs-2962	3	40	based	base	VERB
gs-2962	3	41	on	on	ADP
gs-2962	3	42	artificial	artificial	ADJ
gs-2962	3	43	intelligence	intelligence	NOUN
gs-2962	3	44	.	.	PUNCT
gs-2962	4	1	ai	ai	VERB
gs-2962	4	2	(	(	PUNCT
gs-2962	4	3	artificial	artificial	ADJ
gs-2962	4	4	intelligence	intelligence	NOUN
gs-2962	4	5	)	)	PUNCT
gs-2962	4	6	is	be	AUX
gs-2962	4	7	capable	capable	ADJ
gs-2962	4	8	of	of	ADP
gs-2962	4	9	forever	forever	ADV
gs-2962	4	10	changing	change	VERB
gs-2962	4	11	almost	almost	ADV
gs-2962	4	12	any	any	PRON
gs-2962	4	13	job	job	NOUN
gs-2962	4	14	or	or	CCONJ
gs-2962	4	15	traditional	traditional	ADJ
gs-2962	4	16	approach	approach	NOUN
gs-2962	4	17	to	to	ADP
gs-2962	4	18	business	business	NOUN
gs-2962	4	19	process	process	NOUN
gs-2962	4	20	management	management	NOUN
gs-2962	4	21	.	.	PUNCT
gs-2962	5	1	today	today	NOUN
gs-2962	5	2	's	's	PART
gs-2962	5	3	consumers	consumer	NOUN
gs-2962	5	4	always	always	ADV
gs-2962	5	5	speak	speak	VERB
gs-2962	5	6	up	up	ADP
gs-2962	5	7	and	and	CCONJ
gs-2962	5	8	defend	defend	VERB
gs-2962	5	9	their	their	PRON
gs-2962	5	10	rights	right	NOUN
gs-2962	5	11	when	when	SCONJ
gs-2962	5	12	choosing	choose	VERB
gs-2962	5	13	brands	brand	NOUN
gs-2962	5	14	and	and	CCONJ
gs-2962	5	15	products	product	NOUN
gs-2962	5	16	.	.	PUNCT
gs-2962	6	1	it	it	PRON
gs-2962	6	2	’s	’	VERB
gs-2962	6	3	not	not	PART
gs-2962	6	4	a	a	DET
gs-2962	6	5	limited	limited	ADJ
gs-2962	6	6	concept	concept	NOUN
gs-2962	6	7	of	of	ADP
gs-2962	6	8	quality	quality	NOUN
gs-2962	6	9	of	of	ADP
gs-2962	6	10	a	a	DET
gs-2962	6	11	particular	particular	ADJ
gs-2962	6	12	product	product	NOUN
gs-2962	6	13	,	,	PUNCT
gs-2962	6	14	it	it	PRON
gs-2962	6	15	includes	include	VERB
gs-2962	6	16	the	the	DET
gs-2962	6	17	source	source	NOUN
gs-2962	6	18	of	of	ADP
gs-2962	6	19	materials	material	NOUN
gs-2962	6	20	,	,	PUNCT
gs-2962	6	21	the	the	DET
gs-2962	6	22	processing	processing	NOUN
gs-2962	6	23	stage	stage	NOUN
gs-2962	6	24	and	and	CCONJ
gs-2962	6	25	finally	finally	ADV
gs-2962	6	26	the	the	DET
gs-2962	6	27	delivery	delivery	NOUN
gs-2962	6	28	to	to	ADP
gs-2962	6	29	your	your	PRON
gs-2962	6	30	doorstep	doorstep	NOUN
gs-2962	6	31	.	.	PUNCT
gs-2962	7	1	unfortunately	unfortunately	ADV
gs-2962	7	2	,	,	PUNCT
gs-2962	7	3	traditional	traditional	ADJ
gs-2962	7	4	supply	supply	NOUN
gs-2962	7	5	chains	chain	NOUN
gs-2962	7	6	have	have	VERB
gs-2962	7	7	a	a	DET
gs-2962	7	8	very	very	ADV
gs-2962	7	9	negative	negative	ADJ
gs-2962	7	10	impact	impact	NOUN
gs-2962	7	11	on	on	ADP
gs-2962	7	12	the	the	DET
gs-2962	7	13	environment	environment	NOUN
gs-2962	7	14	and	and	CCONJ
gs-2962	7	15	,	,	PUNCT
gs-2962	7	16	as	as	SCONJ
gs-2962	7	17	emissions	emission	NOUN
gs-2962	7	18	,	,	PUNCT
gs-2962	7	19	waste	waste	NOUN
gs-2962	7	20	and	and	CCONJ
gs-2962	7	21	resource	resource	NOUN
gs-2962	7	22	scarcity	scarcity	NOUN
gs-2962	7	23	show	show	NOUN
gs-2962	7	24	,	,	PUNCT
gs-2962	7	25	are	be	AUX
gs-2962	7	26	a	a	DET
gs-2962	7	27	problem	problem	NOUN
gs-2962	7	28	.	.	PUNCT
gs-2962	8	1	but	but	CCONJ
gs-2962	8	2	is	be	AUX
gs-2962	8	3	it	it	PRON
gs-2962	8	4	possible	possible	ADJ
gs-2962	8	5	to	to	PART
gs-2962	8	6	find	find	VERB
gs-2962	8	7	a	a	DET
gs-2962	8	8	solution	solution	NOUN
gs-2962	8	9	that	that	PRON
gs-2962	8	10	reduces	reduce	VERB
gs-2962	8	11	the	the	DET
gs-2962	8	12	negative	negative	ADJ
gs-2962	8	13	environmental	environmental	ADJ
gs-2962	8	14	impact	impact	NOUN
gs-2962	8	15	of	of	ADP
gs-2962	8	16	these	these	DET
gs-2962	8	17	complex	complex	ADJ
gs-2962	8	18	networks	network	NOUN
gs-2962	8	19	while	while	SCONJ
gs-2962	8	20	increasing	increase	VERB
gs-2962	8	21	efficiency	efficiency	NOUN
gs-2962	8	22	and	and	CCONJ
gs-2962	8	23	reducing	reduce	VERB
gs-2962	8	24	costs	cost	NOUN
gs-2962	8	25	?	?	PUNCT
gs-2962	9	1	yes	yes	INTJ
gs-2962	9	2	,	,	PUNCT
gs-2962	9	3	with	with	ADP
gs-2962	9	4	ai	ai	INTJ
gs-2962	9	5	it	it	PRON
gs-2962	9	6	is	be	AUX
gs-2962	9	7	possible	possible	ADJ
gs-2962	9	8	.	.	PUNCT
gs-2962	10	1	this	this	DET
gs-2962	10	2	powerful	powerful	ADJ
gs-2962	10	3	technology	technology	NOUN
gs-2962	10	4	is	be	AUX
gs-2962	10	5	beginning	begin	VERB
gs-2962	10	6	to	to	PART
gs-2962	10	7	change	change	VERB
gs-2962	10	8	scm	scm	PROPN
gs-2962	10	9	(	(	PUNCT
gs-2962	10	10	supply	supply	NOUN
gs-2962	10	11	chain	chain	NOUN
gs-2962	10	12	management	management	NOUN
gs-2962	10	13	)	)	PUNCT
gs-2962	10	14	and	and	CCONJ
gs-2962	10	15	is	be	AUX
gs-2962	10	16	now	now	ADV
gs-2962	10	17	seen	see	VERB
gs-2962	10	18	as	as	ADP
gs-2962	10	19	a	a	DET
gs-2962	10	20	game	game	NOUN
gs-2962	10	21	changer	changer	NOUN
gs-2962	10	22	that	that	PRON
gs-2962	10	23	can	can	AUX
gs-2962	10	24	change	change	VERB
gs-2962	10	25	the	the	DET
gs-2962	10	26	current	current	ADJ
gs-2962	10	27	business	business	NOUN
gs-2962	10	28	environment	environment	NOUN
gs-2962	10	29	and	and	CCONJ
gs-2962	10	30	give	give	VERB
gs-2962	10	31	rise	rise	NOUN
gs-2962	10	32	to	to	ADP
gs-2962	10	33	more	more	ADV
gs-2962	10	34	sustainable	sustainable	ADJ
gs-2962	10	35	approaches	approach	NOUN
gs-2962	10	36	using	use	VERB
gs-2962	10	37	ai	ai	VERB
gs-2962	10	38	in	in	ADP
gs-2962	10	39	sustainable	sustainable	ADJ
gs-2962	10	40	supply	supply	NOUN
gs-2962	10	41	chains	chain	NOUN
gs-2962	10	42	.	.	PUNCT
gs-2962	11	1	the	the	DET
gs-2962	11	2	use	use	NOUN
gs-2962	11	3	of	of	ADP
gs-2962	11	4	ai	ai	NOUN
gs-2962	11	5	describes	describe	NOUN
gs-2962	11	6	a	a	DET
gs-2962	11	7	more	more	ADV
gs-2962	11	8	efficient	efficient	ADJ
gs-2962	11	9	and	and	CCONJ
gs-2962	11	10	productive	productive	ADJ
gs-2962	11	11	process	process	NOUN
gs-2962	11	12	by	by	ADP
gs-2962	11	13	extrapolating	extrapolate	VERB
gs-2962	11	14	data	datum	NOUN
gs-2962	11	15	to	to	PART
gs-2962	11	16	explain	explain	VERB
gs-2962	11	17	areas	area	NOUN
gs-2962	11	18	of	of	ADP
gs-2962	11	19	improvement	improvement	NOUN
gs-2962	11	20	in	in	ADP
gs-2962	11	21	imperfect	imperfect	ADJ
gs-2962	11	22	systems	system	NOUN
gs-2962	11	23	of	of	ADP
gs-2962	11	24	value	value	NOUN
gs-2962	11	25	creation	creation	NOUN
gs-2962	11	26	,	,	PUNCT
gs-2962	11	27	emissions	emission	NOUN
gs-2962	11	28	and	and	CCONJ
gs-2962	11	29	resource	resource	NOUN
gs-2962	11	30	utilization	utilization	NOUN
gs-2962	11	31	in	in	ADP
gs-2962	11	32	the	the	DET
gs-2962	11	33	supply	supply	NOUN
gs-2962	11	34	chain	chain	NOUN
gs-2962	11	35	.	.	PUNCT
gs-2962	12	1	ai	ai	VERB
gs-2962	12	2	can	can	AUX
gs-2962	12	3	help	help	VERB
gs-2962	12	4	anticipate	anticipate	VERB
gs-2962	12	5	demand	demand	NOUN
gs-2962	12	6	,	,	PUNCT
gs-2962	12	7	find	find	VERB
gs-2962	12	8	shortcuts	shortcut	NOUN
gs-2962	12	9	to	to	ADP
gs-2962	12	10	suppliers	supplier	NOUN
gs-2962	12	11	,	,	PUNCT
gs-2962	12	12	determine	determine	VERB
gs-2962	12	13	which	which	DET
gs-2962	12	14	parts	part	NOUN
gs-2962	12	15	and	and	CCONJ
gs-2962	12	16	equipment	equipment	NOUN
gs-2962	12	17	require	require	NOUN
gs-2962	12	18	maintenance	maintenance	NOUN
gs-2962	12	19	,	,	PUNCT
gs-2962	12	20	and	and	CCONJ
gs-2962	12	21	find	find	VERB
gs-2962	12	22	sustainable	sustainable	ADJ
gs-2962	12	23	supplies	supply	NOUN
gs-2962	12	24	.	.	PUNCT
gs-2962	13	1	it	it	PRON
gs-2962	13	2	is	be	AUX
gs-2962	13	3	worth	worth	ADJ
gs-2962	13	4	noting	note	VERB
gs-2962	13	5	that	that	SCONJ
gs-2962	13	6	ai	ai	NOUN
gs-2962	13	7	helps	help	NOUN
gs-2962	13	8	to	to	PART
gs-2962	13	9	reduce	reduce	VERB
gs-2962	13	10	the	the	DET
gs-2962	13	11	negative	negative	ADJ
gs-2962	13	12	environmental	environmental	ADJ
gs-2962	13	13	impact	impact	NOUN
gs-2962	13	14	of	of	ADP
gs-2962	13	15	enterprises	enterprise	NOUN
gs-2962	13	16	.	.	PUNCT
gs-2962	14	1	thus	thus	ADV
gs-2962	14	2	,	,	PUNCT
gs-2962	14	3	it	it	PRON
gs-2962	14	4	can	can	AUX
gs-2962	14	5	be	be	AUX
gs-2962	14	6	much	much	ADV
gs-2962	14	7	more	more	ADV
gs-2962	14	8	efficient	efficient	ADJ
gs-2962	14	9	in	in	ADP
gs-2962	14	10	logistics	logistic	NOUN
gs-2962	14	11	for	for	ADP
gs-2962	14	12	a	a	DET
gs-2962	14	13	given	give	VERB
gs-2962	14	14	level	level	NOUN
gs-2962	14	15	of	of	ADP
gs-2962	14	16	emissions	emission	NOUN
gs-2962	14	17	,	,	PUNCT
gs-2962	14	18	lead	lead	VERB
gs-2962	14	19	to	to	ADP
gs-2962	14	20	increased	increase	VERB
gs-2962	14	21	resource	resource	NOUN
gs-2962	14	22	efficiency	efficiency	NOUN
gs-2962	14	23	through	through	ADP
gs-2962	14	24	smart	smart	ADJ
gs-2962	14	25	packaging	packaging	NOUN
gs-2962	14	26	and	and	CCONJ
gs-2962	14	27	material	material	NOUN
gs-2962	14	28	recycling	recycling	NOUN
gs-2962	14	29	,	,	PUNCT
gs-2962	14	30	or	or	CCONJ
gs-2962	14	31	even	even	ADV
gs-2962	14	32	enable	enable	VERB
gs-2962	14	33	closed	closed	ADJ
gs-2962	14	34	-	-	PUNCT
gs-2962	14	35	loop	loop	NOUN
gs-2962	14	36	recycling	recycling	NOUN
gs-2962	14	37	.	.	PUNCT
gs-2962	15	1	key	key	ADJ
gs-2962	15	2	words	word	NOUN
gs-2962	15	3	:	:	PUNCT
gs-2962	15	4	supply	supply	NOUN
gs-2962	15	5	chain	chain	NOUN
gs-2962	15	6	management	management	NOUN
gs-2962	15	7	,	,	PUNCT
gs-2962	15	8	ai	ai	VERB
gs-2962	15	9	,	,	PUNCT
gs-2962	15	10	intelligent	intelligent	ADJ
gs-2962	15	11	transportation	transportation	NOUN
gs-2962	15	12	system	system	NOUN
gs-2962	15	13	(	(	PUNCT
gs-2962	15	14	its	its	PRON
gs-2962	15	15	)	)	PUNCT
gs-2962	15	16	,	,	PUNCT
gs-2962	15	17	management	management	NOUN
gs-2962	15	18	of	of	ADP
gs-2962	15	19	transport	transport	NOUN
gs-2962	15	20	systems	system	NOUN
gs-2962	15	21	,	,	PUNCT
gs-2962	15	22	payment	payment	NOUN
gs-2962	15	23	transport	transport	NOUN
gs-2962	15	24	systems	system	NOUN
gs-2962	15	25	,	,	PUNCT
gs-2962	15	26	automated	automate	VERB
gs-2962	15	27	control	control	NOUN
gs-2962	15	28	system	system	NOUN
gs-2962	15	29	.	.	PUNCT
gs-2962	16	1	georgian	georgian	NOUN
gs-2962	16	2	scientists/	scientists/	NUM
gs-2962	16	3	.	.	PUNCT
gs-2962	17	1	6	6	NUM
gs-2962	17	2	n	n	NUM
gs-2962	17	3	3	3	NUM
gs-2962	17	4	,	,	PUNCT
gs-2962	17	5	2024	2024	NUM
gs-2962	17	6	64	64	NUM
gs-2962	17	7	1	1	NUM
gs-2962	17	8	.	.	PUNCT
gs-2962	17	9	unsustainable	unsustainable	ADJ
gs-2962	17	10	practices	practice	NOUN
gs-2962	17	11	in	in	ADP
gs-2962	17	12	traditional	traditional	ADJ
gs-2962	17	13	supply	supply	NOUN
gs-2962	17	14	chains	chain	VERB
gs-2962	17	15	the	the	DET
gs-2962	17	16	expansion	expansion	NOUN
gs-2962	17	17	of	of	ADP
gs-2962	17	18	the	the	DET
gs-2962	17	19	classical	classical	ADJ
gs-2962	17	20	supply	supply	NOUN
gs-2962	17	21	chain	chain	NOUN
gs-2962	17	22	model	model	NOUN
gs-2962	17	23	(	(	PUNCT
gs-2962	17	24	primarily	primarily	ADV
gs-2962	17	25	through	through	ADP
gs-2962	17	26	supply	supply	NOUN
gs-2962	17	27	chain	chain	NOUN
gs-2962	17	28	efficiency	efficiency	NOUN
gs-2962	17	29	and	and	CCONJ
gs-2962	17	30	cost	cost	NOUN
gs-2962	17	31	reduction	reduction	NOUN
gs-2962	17	32	)	)	PUNCT
gs-2962	17	33	has	have	AUX
gs-2962	17	34	had	have	VERB
gs-2962	17	35	a	a	DET
gs-2962	17	36	significant	significant	ADJ
gs-2962	17	37	negative	negative	ADJ
gs-2962	17	38	impact	impact	NOUN
gs-2962	17	39	on	on	ADP
gs-2962	17	40	the	the	DET
gs-2962	17	41	environment	environment	NOUN
gs-2962	17	42	.	.	PUNCT
gs-2962	18	1	let	let	VERB
gs-2962	18	2	's	us	PRON
gs-2962	18	3	delve	delve	VERB
gs-2962	18	4	into	into	ADP
gs-2962	18	5	the	the	DET
gs-2962	18	6	specific	specific	ADJ
gs-2962	18	7	problems	problem	NOUN
gs-2962	18	8	caused	cause	VERB
gs-2962	18	9	by	by	ADP
gs-2962	18	10	these	these	DET
gs-2962	18	11	unsustainable	unsustainable	ADJ
gs-2962	18	12	practices	practice	NOUN
gs-2962	18	13	(	(	PUNCT
gs-2962	18	14	fig	fig	NOUN
gs-2962	18	15	.	.	PUNCT
gs-2962	19	1	1	1	NUM
gs-2962	19	2	):	):	PUNCT
gs-2962	19	3	fig.1	fig.1	PROPN
gs-2962	19	4	.	.	PUNCT
gs-2962	19	5	emissions	emission	NOUN
gs-2962	19	6	of	of	ADP
gs-2962	19	7	greenhouse	greenhouse	NOUN
gs-2962	19	8	gases	gas	NOUN
gs-2962	19	9	supply	supply	NOUN
gs-2962	19	10	chains	chain	NOUN
gs-2962	19	11	established	establish	VERB
gs-2962	19	12	under	under	ADP
gs-2962	19	13	traditional	traditional	ADJ
gs-2962	19	14	practices	practice	NOUN
gs-2962	19	15	emit	emit	VERB
gs-2962	19	16	a	a	DET
gs-2962	19	17	significant	significant	ADJ
gs-2962	19	18	amount	amount	NOUN
gs-2962	19	19	of	of	ADP
gs-2962	19	20	greenhouse	greenhouse	NOUN
gs-2962	19	21	gas	gas	NOUN
gs-2962	19	22	emissions	emission	NOUN
gs-2962	19	23	.	.	PUNCT
gs-2962	20	1	these	these	PRON
gs-2962	20	2	include	include	VERB
gs-2962	20	3	emissions	emission	NOUN
gs-2962	20	4	from	from	ADP
gs-2962	20	5	:	:	SYM
gs-2962	20	6	1	1	X
gs-2962	20	7	.	.	X
gs-2962	20	8	transportation	transportation	NOUN
gs-2962	20	9	:	:	PUNCT
gs-2962	20	10	gas	gas	NOUN
gs-2962	20	11	emissions	emission	NOUN
gs-2962	20	12	from	from	ADP
gs-2962	20	13	vehicles	vehicle	NOUN
gs-2962	20	14	,	,	PUNCT
gs-2962	20	15	especially	especially	ADV
gs-2962	20	16	those	those	PRON
gs-2962	20	17	used	use	VERB
gs-2962	20	18	to	to	PART
gs-2962	20	19	transport	transport	VERB
gs-2962	20	20	goods	good	NOUN
gs-2962	20	21	over	over	ADP
gs-2962	20	22	long	long	ADJ
gs-2962	20	23	distances	distance	NOUN
gs-2962	20	24	,	,	PUNCT
gs-2962	20	25	such	such	ADJ
gs-2962	20	26	as	as	ADP
gs-2962	20	27	trucks	truck	NOUN
gs-2962	20	28	,	,	PUNCT
gs-2962	20	29	ships	ship	NOUN
gs-2962	20	30	and	and	CCONJ
gs-2962	20	31	airplanes	airplane	NOUN
gs-2962	20	32	,	,	PUNCT
gs-2962	20	33	are	be	AUX
gs-2962	20	34	another	another	DET
gs-2962	20	35	important	important	ADJ
gs-2962	20	36	contributor	contributor	NOUN
gs-2962	20	37	to	to	PART
gs-2962	20	38	air	air	NOUN
gs-2962	20	39	pollution	pollution	NOUN
gs-2962	20	40	and	and	CCONJ
gs-2962	20	41	global	global	ADJ
gs-2962	20	42	warming	warming	NOUN
gs-2962	20	43	.	.	PUNCT
gs-2962	21	1	2	2	X
gs-2962	21	2	.	.	X
gs-2962	21	3	manufacturing	manufacturing	NOUN
gs-2962	21	4	:	:	PUNCT
gs-2962	21	5	large	large	ADJ
gs-2962	21	6	industries	industry	NOUN
gs-2962	21	7	use	use	VERB
gs-2962	21	8	large	large	ADJ
gs-2962	21	9	amounts	amount	NOUN
gs-2962	21	10	of	of	ADP
gs-2962	21	11	energy	energy	NOUN
gs-2962	21	12	in	in	ADP
gs-2962	21	13	their	their	PRON
gs-2962	21	14	operations	operation	NOUN
gs-2962	21	15	,	,	PUNCT
gs-2962	21	16	and	and	CCONJ
gs-2962	21	17	most	most	ADJ
gs-2962	21	18	of	of	ADP
gs-2962	21	19	them	they	PRON
gs-2962	21	20	use	use	VERB
gs-2962	21	21	fossil	fossil	ADJ
gs-2962	21	22	fuels	fuel	NOUN
gs-2962	21	23	,	,	PUNCT
gs-2962	21	24	which	which	PRON
gs-2962	21	25	emit	emit	VERB
gs-2962	21	26	co2	co2	NOUN
gs-2962	21	27	.	.	PUNCT
gs-2962	22	1	3	3	X
gs-2962	22	2	.	.	X
gs-2962	22	3	storage	storage	NOUN
gs-2962	22	4	and	and	CCONJ
gs-2962	22	5	distribution	distribution	NOUN
gs-2962	22	6	:	:	PUNCT
gs-2962	22	7	faulty	faulty	ADJ
gs-2962	22	8	storage	storage	NOUN
gs-2962	22	9	,	,	PUNCT
gs-2962	22	10	dry	dry	ADJ
gs-2962	22	11	terminals	terminal	NOUN
gs-2962	22	12	and	and	CCONJ
gs-2962	22	13	unnecessary	unnecessary	ADJ
gs-2962	22	14	transportation	transportation	NOUN
gs-2962	22	15	from	from	ADP
gs-2962	22	16	one	one	NUM
gs-2962	22	17	storage	storage	NOUN
gs-2962	22	18	facility	facility	NOUN
gs-2962	22	19	to	to	ADP
gs-2962	22	20	another	another	PRON
gs-2962	22	21	also	also	ADV
gs-2962	22	22	contribute	contribute	VERB
gs-2962	22	23	to	to	ADP
gs-2962	22	24	emissions	emission	NOUN
gs-2962	22	25	.	.	PUNCT
gs-2962	23	1	2	2	X
gs-2962	23	2	.	.	X
gs-2962	23	3	the	the	DET
gs-2962	23	4	potential	potential	NOUN
gs-2962	23	5	of	of	ADP
gs-2962	23	6	ai	ai	NOUN
gs-2962	23	7	in	in	ADP
gs-2962	23	8	supply	supply	NOUN
gs-2962	23	9	chains	chain	NOUN
gs-2962	23	10	while	while	SCONJ
gs-2962	23	11	several	several	ADJ
gs-2962	23	12	industries	industry	NOUN
gs-2962	23	13	are	be	AUX
gs-2962	23	14	still	still	ADV
gs-2962	23	15	struggling	struggle	VERB
gs-2962	23	16	to	to	PART
gs-2962	23	17	overcome	overcome	VERB
gs-2962	23	18	the	the	DET
gs-2962	23	19	post	post	ADJ
gs-2962	23	20	-	-	ADJ
gs-2962	23	21	pandemic	pandemic	ADJ
gs-2962	23	22	effects	effect	NOUN
gs-2962	23	23	,	,	PUNCT
gs-2962	23	24	there	there	PRON
gs-2962	23	25	are	be	VERB
gs-2962	23	26	a	a	DET
gs-2962	23	27	few	few	ADJ
gs-2962	23	28	industries	industry	NOUN
gs-2962	23	29	,	,	PUNCT
gs-2962	23	30	like	like	ADP
gs-2962	23	31	supply	supply	NOUN
gs-2962	23	32	chain	chain	NOUN
gs-2962	23	33	,	,	PUNCT
gs-2962	23	34	that	that	PRON
gs-2962	23	35	took	take	VERB
gs-2962	23	36	the	the	DET
gs-2962	23	37	opportunity	opportunity	NOUN
gs-2962	23	38	to	to	PART
gs-2962	23	39	adopt	adopt	VERB
gs-2962	23	40	these	these	DET
gs-2962	23	41	modern	modern	ADJ
gs-2962	23	42	technologies	technology	NOUN
gs-2962	23	43	at	at	ADP
gs-2962	23	44	a	a	DET
gs-2962	23	45	large	large	ADJ
gs-2962	23	46	scale	scale	NOUN
gs-2962	23	47	[	[	X
gs-2962	23	48	1	1	NUM
gs-2962	23	49	-	-	SYM
gs-2962	23	50	6	6	NUM
gs-2962	23	51	]	]	PUNCT
gs-2962	23	52	.	.	PUNCT
gs-2962	24	1	with	with	ADP
gs-2962	24	2	the	the	DET
gs-2962	24	3	potential	potential	NOUN
gs-2962	24	4	to	to	PART
gs-2962	24	5	revolutionize	revolutionize	VERB
gs-2962	24	6	processes	process	NOUN
gs-2962	24	7	,	,	PUNCT
gs-2962	24	8	decision	decision	NOUN
gs-2962	24	9	-	-	PUNCT
gs-2962	24	10	making	making	NOUN
gs-2962	24	11	,	,	PUNCT
gs-2962	24	12	and	and	CCONJ
gs-2962	24	13	overall	overall	ADJ
gs-2962	24	14	efficiency	efficiency	NOUN
gs-2962	24	15	,	,	PUNCT
gs-2962	24	16	ai	ai	VERB
gs-2962	24	17	is	be	AUX
gs-2962	24	18	one	one	NUM
gs-2962	24	19	of	of	ADP
gs-2962	24	20	the	the	DET
gs-2962	24	21	top	top	ADJ
gs-2962	24	22	advanced	advanced	ADJ
gs-2962	24	23	technologies	technology	NOUN
gs-2962	24	24	that	that	PRON
gs-2962	24	25	businesses	business	NOUN
gs-2962	24	26	must	must	AUX
gs-2962	24	27	utilize	utilize	VERB
gs-2962	24	28	to	to	PART
gs-2962	24	29	stay	stay	VERB
gs-2962	24	30	ahead	ahead	ADV
gs-2962	24	31	of	of	ADP
gs-2962	24	32	the	the	DET
gs-2962	24	33	curve	curve	NOUN
gs-2962	24	34	.	.	PUNCT
gs-2962	25	1	data	datum	NOUN
gs-2962	25	2	from	from	ADP
gs-2962	25	3	statista	statista	PROPN
gs-2962	25	4	shows	show	VERB
gs-2962	25	5	that	that	PRON
gs-2962	25	6	ai	ai	VERB
gs-2962	25	7	for	for	SCONJ
gs-2962	25	8	the	the	DET
gs-2962	25	9	supply	supply	NOUN
gs-2962	25	10	chain	chain	NOUN
gs-2962	25	11	solution	solution	NOUN
gs-2962	25	12	market	market	NOUN
gs-2962	25	13	has	have	AUX
gs-2962	25	14	resulted	result	VERB
gs-2962	25	15	in	in	ADP
gs-2962	25	16	better	well	ADJ
gs-2962	25	17	inventory	inventory	NOUN
gs-2962	25	18	management	management	NOUN
gs-2962	25	19	,	,	PUNCT
gs-2962	25	20	smart	smart	ADJ
gs-2962	25	21	manufacturing	manufacturing	NOUN
gs-2962	25	22	,	,	PUNCT
gs-2962	25	23	dynamic	dynamic	ADJ
gs-2962	25	24	logistic	logistic	ADJ
gs-2962	25	25	systems	system	NOUN
gs-2962	25	26	,	,	PUNCT
gs-2962	25	27	and	and	CCONJ
gs-2962	25	28	real	real	ADJ
gs-2962	25	29	-	-	PUNCT
gs-2962	25	30	time	time	NOUN
gs-2962	25	31	delivery	delivery	NOUN
gs-2962	25	32	controls	control	NOUN
gs-2962	25	33	,	,	PUNCT
gs-2962	25	34	which	which	PRON
gs-2962	25	35	has	have	AUX
gs-2962	25	36	led	lead	VERB
gs-2962	25	37	to	to	ADP
gs-2962	25	38	its	its	PRON
gs-2962	25	39	widescale	widescale	ADJ
gs-2962	25	40	adoption	adoption	NOUN
gs-2962	25	41	(	(	PUNCT
gs-2962	25	42	fig	fig	NOUN
gs-2962	25	43	.	.	PUNCT
gs-2962	26	1	2	2	NUM
gs-2962	26	2	):	):	PUNCT
gs-2962	26	3	georgian	georgian	PROPN
gs-2962	26	4	scientists/	scientists/	NUM
gs-2962	26	5	.	.	PUNCT
gs-2962	27	1	6	6	NUM
gs-2962	27	2	n	n	NUM
gs-2962	27	3	3	3	NUM
gs-2962	27	4	,	,	PUNCT
gs-2962	27	5	2024	2024	NUM
gs-2962	27	6	65	65	NUM
gs-2962	27	7	fig.2	fig.2	NOUN
gs-2962	27	8	.	.	PUNCT
gs-2962	28	1	ai	ai	VERB
gs-2962	28	2	adoption	adoption	NOUN
gs-2962	28	3	rate	rate	NOUN
gs-2962	28	4	in	in	ADP
gs-2962	28	5	supply	supply	NOUN
gs-2962	28	6	chain	chain	NOUN
gs-2962	28	7	globally	globally	ADV
gs-2962	28	8	the	the	DET
gs-2962	28	9	main	main	ADJ
gs-2962	28	10	objective	objective	NOUN
gs-2962	28	11	of	of	ADP
gs-2962	28	12	using	use	VERB
gs-2962	28	13	ai	ai	NOUN
gs-2962	28	14	in	in	ADP
gs-2962	28	15	the	the	DET
gs-2962	28	16	supply	supply	NOUN
gs-2962	28	17	chain	chain	NOUN
gs-2962	28	18	and	and	CCONJ
gs-2962	28	19	logistics	logistic	NOUN
gs-2962	28	20	is	be	AUX
gs-2962	28	21	to	to	PART
gs-2962	28	22	increase	increase	VERB
gs-2962	28	23	efficiency	efficiency	NOUN
gs-2962	28	24	and	and	CCONJ
gs-2962	28	25	productivity	productivity	NOUN
gs-2962	28	26	.	.	PUNCT
gs-2962	29	1	this	this	DET
gs-2962	29	2	introduction	introduction	NOUN
gs-2962	29	3	of	of	ADP
gs-2962	29	4	ai	ai	NOUN
gs-2962	29	5	in	in	ADP
gs-2962	29	6	supply	supply	NOUN
gs-2962	29	7	chain	chain	NOUN
gs-2962	29	8	management	management	NOUN
gs-2962	29	9	has	have	AUX
gs-2962	29	10	led	lead	VERB
gs-2962	29	11	to	to	ADP
gs-2962	29	12	more	more	ADJ
gs-2962	29	13	sustainability	sustainability	NOUN
gs-2962	29	14	,	,	PUNCT
gs-2962	29	15	making	make	VERB
gs-2962	29	16	every	every	DET
gs-2962	29	17	enterprise	enterprise	NOUN
gs-2962	29	18	wonder	wonder	NOUN
gs-2962	29	19	if	if	SCONJ
gs-2962	29	20	digital	digital	ADJ
gs-2962	29	21	transformation	transformation	NOUN
gs-2962	29	22	can	can	AUX
gs-2962	29	23	benefit	benefit	VERB
gs-2962	29	24	their	their	PRON
gs-2962	29	25	supply	supply	NOUN
gs-2962	29	26	chain	chain	NOUN
gs-2962	29	27	business	business	NOUN
gs-2962	30	1	[	[	X
gs-2962	30	2	7	7	NUM
gs-2962	30	3	-	-	SYM
gs-2962	30	4	10	10	NUM
gs-2962	30	5	]	]	PUNCT
gs-2962	30	6	.	.	PUNCT
gs-2962	31	1	a	a	DET
gs-2962	31	2	recent	recent	ADJ
gs-2962	31	3	study	study	NOUN
gs-2962	31	4	conducted	conduct	VERB
gs-2962	31	5	by	by	ADP
gs-2962	31	6	mckinsey	mckinsey	NOUN
gs-2962	31	7	says	say	VERB
gs-2962	31	8	that	that	SCONJ
gs-2962	31	9	implementing	implement	VERB
gs-2962	31	10	ai	ai	VERB
gs-2962	31	11	in	in	ADP
gs-2962	31	12	logistics	logistic	NOUN
gs-2962	31	13	and	and	CCONJ
gs-2962	31	14	supply	supply	NOUN
gs-2962	31	15	chain	chain	NOUN
gs-2962	31	16	management	management	NOUN
gs-2962	31	17	has	have	AUX
gs-2962	31	18	led	lead	VERB
gs-2962	31	19	to	to	ADP
gs-2962	31	20	significant	significant	ADJ
gs-2962	31	21	improvements	improvement	NOUN
gs-2962	31	22	.	.	PUNCT
gs-2962	32	1	this	this	PRON
gs-2962	32	2	demonstrates	demonstrate	VERB
gs-2962	32	3	the	the	DET
gs-2962	32	4	potential	potential	NOUN
gs-2962	32	5	of	of	ADP
gs-2962	32	6	artificial	artificial	ADJ
gs-2962	32	7	intelligence	intelligence	NOUN
gs-2962	32	8	in	in	ADP
gs-2962	32	9	supply	supply	NOUN
gs-2962	32	10	chain	chain	NOUN
gs-2962	32	11	management	management	NOUN
gs-2962	32	12	to	to	PART
gs-2962	32	13	revolutionize	revolutionize	VERB
gs-2962	32	14	the	the	DET
gs-2962	32	15	industry	industry	NOUN
gs-2962	32	16	and	and	CCONJ
gs-2962	32	17	its	its	PRON
gs-2962	32	18	importance	importance	NOUN
gs-2962	32	19	in	in	ADP
gs-2962	32	20	the	the	DET
gs-2962	32	21	modern	modern	ADJ
gs-2962	32	22	business	business	NOUN
gs-2962	32	23	landscape	landscape	NOUN
gs-2962	32	24	.	.	PUNCT
gs-2962	33	1	3	3	X
gs-2962	33	2	.	.	X
gs-2962	33	3	understanding	understand	VERB
gs-2962	33	4	the	the	DET
gs-2962	33	5	role	role	NOUN
gs-2962	33	6	of	of	ADP
gs-2962	33	7	data	datum	NOUN
gs-2962	33	8	analytics	analytic	NOUN
gs-2962	33	9	in	in	ADP
gs-2962	33	10	supply	supply	NOUN
gs-2962	33	11	chain	chain	NOUN
gs-2962	33	12	management	management	NOUN
gs-2962	33	13	with	with	ADP
gs-2962	33	14	examples	example	NOUN
gs-2962	33	15	using	use	VERB
gs-2962	33	16	ai	ai	ADP
gs-2962	33	17	and	and	CCONJ
gs-2962	33	18	data	datum	NOUN
gs-2962	33	19	analytics	analytic	NOUN
gs-2962	33	20	for	for	ADP
gs-2962	33	21	supply	supply	NOUN
gs-2962	33	22	chain	chain	NOUN
gs-2962	33	23	using	use	VERB
gs-2962	33	24	advanced	advanced	ADJ
gs-2962	33	25	algorithms	algorithm	NOUN
gs-2962	33	26	and	and	CCONJ
gs-2962	33	27	machine	machine	NOUN
gs-2962	33	28	learning	learn	VERB
gs-2962	33	29	techniques	technique	NOUN
gs-2962	33	30	,	,	PUNCT
gs-2962	33	31	businesses	business	NOUN
gs-2962	33	32	can	can	AUX
gs-2962	33	33	extract	extract	VERB
gs-2962	33	34	valuable	valuable	ADJ
gs-2962	33	35	insights	insight	NOUN
gs-2962	33	36	that	that	PRON
gs-2962	33	37	help	help	VERB
gs-2962	33	38	in	in	ADP
gs-2962	33	39	making	make	VERB
gs-2962	33	40	informed	informed	ADJ
gs-2962	33	41	decisions	decision	NOUN
gs-2962	33	42	.	.	PUNCT
gs-2962	34	1	enterprises	enterprise	NOUN
gs-2962	34	2	that	that	PRON
gs-2962	34	3	use	use	VERB
gs-2962	34	4	supply	supply	NOUN
gs-2962	34	5	chain	chain	NOUN
gs-2962	34	6	data	datum	NOUN
gs-2962	34	7	analytics	analytic	NOUN
gs-2962	34	8	solutions	solution	NOUN
gs-2962	34	9	can	can	AUX
gs-2962	34	10	aim	aim	VERB
gs-2962	34	11	to	to	PART
gs-2962	34	12	make	make	VERB
gs-2962	34	13	the	the	DET
gs-2962	34	14	supply	supply	NOUN
gs-2962	34	15	chain	chain	NOUN
gs-2962	34	16	business	business	NOUN
gs-2962	34	17	more	more	ADV
gs-2962	34	18	:	:	PUNCT
gs-2962	34	19	instrumented	instrumented	ADJ
gs-2962	34	20	–	–	PUNCT
gs-2962	34	21	machine	machine	NOUN
gs-2962	34	22	-	-	PUNCT
gs-2962	34	23	generated	generate	VERB
gs-2962	34	24	data	datum	NOUN
gs-2962	34	25	flowing	flow	VERB
gs-2962	34	26	out	out	ADP
gs-2962	34	27	of	of	ADP
gs-2962	34	28	iot	iot	NOUN
gs-2962	34	29	devices	device	NOUN
gs-2962	34	30	.	.	PUNCT
gs-2962	35	1	intelligent	intelligent	ADJ
gs-2962	35	2	–	–	PUNCT
gs-2962	35	3	more	more	ADV
gs-2962	35	4	accurate	accurate	ADJ
gs-2962	35	5	and	and	CCONJ
gs-2962	35	6	competent	competent	ADJ
gs-2962	35	7	assumptions	assumption	NOUN
gs-2962	35	8	with	with	ADP
gs-2962	35	9	the	the	DET
gs-2962	35	10	help	help	NOUN
gs-2962	35	11	of	of	ADP
gs-2962	35	12	data	datum	NOUN
gs-2962	35	13	analytics	analytic	NOUN
gs-2962	35	14	and	and	CCONJ
gs-2962	35	15	modeling	modeling	NOUN
gs-2962	35	16	.	.	PUNCT
gs-2962	36	1	interconnected	interconnected	ADJ
gs-2962	36	2	–	–	PUNCT
gs-2962	36	3	extensive	extensive	ADJ
gs-2962	36	4	connectivity	connectivity	NOUN
gs-2962	36	5	for	for	ADP
gs-2962	36	6	better	well	ADJ
gs-2962	36	7	decision	decision	NOUN
gs-2962	36	8	-	-	PUNCT
gs-2962	36	9	making	making	NOUN
gs-2962	36	10	(	(	PUNCT
gs-2962	36	11	fig	fig	NOUN
gs-2962	36	12	.	.	PUNCT
gs-2962	37	1	3	3	NUM
gs-2962	37	2	):	):	PUNCT
gs-2962	37	3	georgian	georgian	PROPN
gs-2962	37	4	scientists/	scientists/	NUM
gs-2962	37	5	.	.	PUNCT
gs-2962	38	1	6	6	NUM
gs-2962	38	2	n	n	NUM
gs-2962	38	3	3	3	NUM
gs-2962	38	4	,	,	PUNCT
gs-2962	38	5	2024	2024	NUM
gs-2962	38	6	66	66	NUM
gs-2962	38	7	fig.2	fig.2	NOUN
gs-2962	38	8	.	.	PUNCT
gs-2962	39	1	ai	ai	AUX
gs-2962	39	2	driving	drive	VERB
gs-2962	39	3	the	the	DET
gs-2962	39	4	smart	smart	ADJ
gs-2962	39	5	supply	supply	NOUN
gs-2962	39	6	chain	chain	NOUN
gs-2962	39	7	management	management	NOUN
gs-2962	39	8	the	the	DET
gs-2962	39	9	supply	supply	NOUN
gs-2962	39	10	chain	chain	NOUN
gs-2962	39	11	data	datum	NOUN
gs-2962	39	12	analytics	analytic	NOUN
gs-2962	39	13	solutions	solution	NOUN
gs-2962	39	14	help	help	VERB
gs-2962	39	15	optimize	optimize	VERB
gs-2962	39	16	the	the	DET
gs-2962	39	17	workflow	workflow	NOUN
gs-2962	39	18	where	where	SCONJ
gs-2962	39	19	large	large	ADJ
gs-2962	39	20	amounts	amount	NOUN
gs-2962	39	21	of	of	ADP
gs-2962	39	22	data	datum	NOUN
gs-2962	39	23	can	can	AUX
gs-2962	39	24	provide	provide	VERB
gs-2962	39	25	forecasting	forecasting	NOUN
gs-2962	39	26	,	,	PUNCT
gs-2962	39	27	identify	identify	VERB
gs-2962	39	28	inefficiencies	inefficiency	NOUN
gs-2962	39	29	and	and	CCONJ
gs-2962	39	30	drive	drive	VERB
gs-2962	39	31	innovation	innovation	NOUN
gs-2962	39	32	.	.	PUNCT
gs-2962	40	1	here	here	ADV
gs-2962	40	2	are	be	AUX
gs-2962	40	3	some	some	PRON
gs-2962	40	4	of	of	ADP
gs-2962	40	5	the	the	DET
gs-2962	40	6	top	top	ADJ
gs-2962	40	7	supply	supply	NOUN
gs-2962	40	8	chain	chain	NOUN
gs-2962	40	9	data	datum	NOUN
gs-2962	40	10	analytics	analytic	NOUN
gs-2962	40	11	examples	example	NOUN
gs-2962	40	12	that	that	SCONJ
gs-2962	40	13	you	you	PRON
gs-2962	40	14	can	can	AUX
gs-2962	40	15	follow	follow	VERB
gs-2962	40	16	to	to	PART
gs-2962	40	17	make	make	VERB
gs-2962	40	18	insightful	insightful	ADJ
gs-2962	40	19	data	data	NOUN
gs-2962	40	20	-	-	PUNCT
gs-2962	40	21	driven	drive	VERB
gs-2962	40	22	decisions	decision	NOUN
gs-2962	40	23	for	for	ADP
gs-2962	40	24	your	your	PRON
gs-2962	40	25	supply	supply	NOUN
gs-2962	40	26	chain	chain	NOUN
gs-2962	40	27	business	business	NOUN
gs-2962	41	1	[	[	X
gs-2962	41	2	11	11	NUM
gs-2962	41	3	-	-	SYM
gs-2962	41	4	17	17	NUM
gs-2962	41	5	]	]	PUNCT
gs-2962	41	6	.	.	PUNCT
gs-2962	42	1	1	1	X
gs-2962	42	2	.	.	X
gs-2962	42	3	predictive	predictive	ADJ
gs-2962	42	4	analytics	analytic	NOUN
gs-2962	42	5	predictive	predictive	ADJ
gs-2962	42	6	analytics	analytic	NOUN
gs-2962	42	7	is	be	AUX
gs-2962	42	8	a	a	DET
gs-2962	42	9	technique	technique	NOUN
gs-2962	42	10	that	that	PRON
gs-2962	42	11	leverages	leverage	VERB
gs-2962	42	12	the	the	DET
gs-2962	42	13	power	power	NOUN
gs-2962	42	14	of	of	ADP
gs-2962	42	15	statistical	statistical	ADJ
gs-2962	42	16	modeling	modeling	NOUN
gs-2962	42	17	and	and	CCONJ
gs-2962	42	18	regression	regression	VERB
gs-2962	42	19	analysis	analysis	NOUN
gs-2962	42	20	to	to	PART
gs-2962	42	21	identify	identify	VERB
gs-2962	42	22	and	and	CCONJ
gs-2962	42	23	understand	understand	VERB
gs-2962	42	24	trends	trend	NOUN
gs-2962	42	25	from	from	ADP
gs-2962	42	26	historical	historical	ADJ
gs-2962	42	27	data	datum	NOUN
gs-2962	42	28	in	in	ADP
gs-2962	42	29	order	order	NOUN
gs-2962	42	30	to	to	PART
gs-2962	42	31	make	make	VERB
gs-2962	42	32	predictions	prediction	NOUN
gs-2962	42	33	about	about	ADP
gs-2962	42	34	future	future	ADJ
gs-2962	42	35	trends	trend	NOUN
gs-2962	42	36	.	.	PUNCT
gs-2962	43	1	this	this	PRON
gs-2962	43	2	helps	help	VERB
gs-2962	43	3	supply	supply	VERB
gs-2962	43	4	chain	chain	NOUN
gs-2962	43	5	companies	company	NOUN
gs-2962	43	6	predict	predict	VERB
gs-2962	43	7	the	the	DET
gs-2962	43	8	most	most	ADV
gs-2962	43	9	likely	likely	ADJ
gs-2962	43	10	future	future	ADJ
gs-2962	43	11	outcome	outcome	NOUN
gs-2962	43	12	and	and	CCONJ
gs-2962	43	13	its	its	PRON
gs-2962	43	14	business	business	NOUN
gs-2962	43	15	implications	implication	NOUN
gs-2962	43	16	.	.	PUNCT
gs-2962	44	1	for	for	ADP
gs-2962	44	2	instance	instance	NOUN
gs-2962	44	3	,	,	PUNCT
gs-2962	44	4	using	use	VERB
gs-2962	44	5	predictive	predictive	ADJ
gs-2962	44	6	analytics	analytic	NOUN
gs-2962	44	7	to	to	PART
gs-2962	44	8	mitigate	mitigate	VERB
gs-2962	44	9	risks	risk	NOUN
gs-2962	44	10	and	and	CCONJ
gs-2962	44	11	disruptions	disruption	NOUN
gs-2962	44	12	.	.	PUNCT
gs-2962	45	1	2	2	X
gs-2962	45	2	.	.	X
gs-2962	45	3	descriptive	descriptive	ADJ
gs-2962	45	4	analytics	analytic	NOUN
gs-2962	45	5	descriptive	descriptive	ADJ
gs-2962	45	6	analytics	analytic	NOUN
gs-2962	45	7	is	be	AUX
gs-2962	45	8	a	a	DET
gs-2962	45	9	form	form	NOUN
gs-2962	45	10	of	of	ADP
gs-2962	45	11	data	datum	NOUN
gs-2962	45	12	mining	mining	NOUN
gs-2962	45	13	that	that	PRON
gs-2962	45	14	involves	involve	VERB
gs-2962	45	15	the	the	DET
gs-2962	45	16	analysis	analysis	NOUN
gs-2962	45	17	of	of	ADP
gs-2962	45	18	large	large	ADJ
gs-2962	45	19	datasets	dataset	NOUN
gs-2962	45	20	to	to	PART
gs-2962	45	21	identify	identify	VERB
gs-2962	45	22	patterns	pattern	NOUN
gs-2962	45	23	and	and	CCONJ
gs-2962	45	24	generate	generate	VERB
gs-2962	45	25	summaries	summary	NOUN
gs-2962	45	26	that	that	PRON
gs-2962	45	27	allow	allow	VERB
gs-2962	45	28	users	user	NOUN
gs-2962	45	29	to	to	PART
gs-2962	45	30	gain	gain	VERB
gs-2962	45	31	insight	insight	NOUN
gs-2962	45	32	into	into	ADP
gs-2962	45	33	a	a	DET
gs-2962	45	34	given	give	VERB
gs-2962	45	35	situation	situation	NOUN
gs-2962	45	36	.	.	PUNCT
gs-2962	46	1	this	this	DET
gs-2962	46	2	type	type	NOUN
gs-2962	46	3	of	of	ADP
gs-2962	46	4	analytics	analytic	NOUN
gs-2962	46	5	utilizes	utilize	VERB
gs-2962	46	6	historical	historical	ADJ
gs-2962	46	7	data	datum	NOUN
gs-2962	46	8	to	to	PART
gs-2962	46	9	uncover	uncover	VERB
gs-2962	46	10	trends	trend	NOUN
gs-2962	46	11	and	and	CCONJ
gs-2962	46	12	draw	draw	VERB
gs-2962	46	13	conclusions	conclusion	NOUN
gs-2962	46	14	that	that	PRON
gs-2962	46	15	can	can	AUX
gs-2962	46	16	be	be	AUX
gs-2962	46	17	used	use	VERB
gs-2962	46	18	to	to	PART
gs-2962	46	19	inform	inform	VERB
gs-2962	46	20	decision	decision	NOUN
gs-2962	46	21	-	-	PUNCT
gs-2962	46	22	making	making	NOUN
gs-2962	46	23	.	.	PUNCT
gs-2962	47	1	descriptive	descriptive	ADJ
gs-2962	47	2	analytics	analytic	NOUN
gs-2962	47	3	is	be	AUX
gs-2962	47	4	another	another	DET
gs-2962	47	5	example	example	NOUN
gs-2962	47	6	that	that	PRON
gs-2962	47	7	can	can	AUX
gs-2962	47	8	help	help	VERB
gs-2962	47	9	you	you	PRON
gs-2962	47	10	understand	understand	VERB
gs-2962	47	11	the	the	DET
gs-2962	47	12	importance	importance	NOUN
gs-2962	47	13	of	of	ADP
gs-2962	47	14	data	datum	NOUN
gs-2962	47	15	analytics	analytic	NOUN
gs-2962	47	16	in	in	ADP
gs-2962	47	17	the	the	DET
gs-2962	47	18	supply	supply	NOUN
gs-2962	47	19	chain	chain	NOUN
gs-2962	47	20	.	.	PUNCT
gs-2962	48	1	this	this	PRON
gs-2962	48	2	helps	help	VERB
gs-2962	48	3	provide	provide	VERB
gs-2962	48	4	visibility	visibility	NOUN
gs-2962	48	5	and	and	CCONJ
gs-2962	48	6	certainty	certainty	NOUN
gs-2962	48	7	to	to	ADP
gs-2962	48	8	all	all	DET
gs-2962	48	9	kinds	kind	NOUN
gs-2962	48	10	of	of	ADP
gs-2962	48	11	internal	internal	ADJ
gs-2962	48	12	and	and	CCONJ
gs-2962	48	13	external	external	ADJ
gs-2962	48	14	data	datum	NOUN
gs-2962	48	15	across	across	ADP
gs-2962	48	16	the	the	DET
gs-2962	48	17	supply	supply	NOUN
gs-2962	48	18	chain	chain	NOUN
gs-2962	48	19	management	management	NOUN
gs-2962	48	20	.	.	PUNCT
gs-2962	49	1	3	3	X
gs-2962	49	2	.	.	X
gs-2962	49	3	prescriptive	prescriptive	ADJ
gs-2962	49	4	analytics	analytic	NOUN
gs-2962	49	5	prescriptive	prescriptive	NOUN
gs-2962	49	6	analytics	analytic	NOUN
gs-2962	49	7	is	be	AUX
gs-2962	49	8	a	a	DET
gs-2962	49	9	powerful	powerful	ADJ
gs-2962	49	10	tool	tool	NOUN
gs-2962	49	11	for	for	ADP
gs-2962	49	12	supply	supply	NOUN
gs-2962	49	13	chain	chain	NOUN
gs-2962	49	14	operations	operation	NOUN
gs-2962	49	15	,	,	PUNCT
gs-2962	49	16	allowing	allow	VERB
gs-2962	49	17	for	for	ADP
gs-2962	49	18	the	the	DET
gs-2962	49	19	exploration	exploration	NOUN
gs-2962	49	20	of	of	ADP
gs-2962	49	21	how	how	SCONJ
gs-2962	49	22	specific	specific	ADJ
gs-2962	49	23	changes	change	NOUN
gs-2962	49	24	will	will	AUX
gs-2962	49	25	affect	affect	VERB
gs-2962	49	26	outcomes	outcome	NOUN
gs-2962	49	27	.	.	PUNCT
gs-2962	50	1	through	through	ADP
gs-2962	50	2	this	this	PRON
gs-2962	50	3	,	,	PUNCT
gs-2962	50	4	potential	potential	ADJ
gs-2962	50	5	improvements	improvement	NOUN
gs-2962	50	6	can	can	AUX
gs-2962	50	7	be	be	AUX
gs-2962	50	8	identified	identify	VERB
gs-2962	50	9	and	and	CCONJ
gs-2962	50	10	recommended	recommend	VERB
gs-2962	50	11	,	,	PUNCT
gs-2962	50	12	providing	provide	VERB
gs-2962	50	13	a	a	DET
gs-2962	50	14	valuable	valuable	ADJ
gs-2962	50	15	resource	resource	NOUN
gs-2962	50	16	for	for	ADP
gs-2962	50	17	optimizing	optimize	VERB
gs-2962	50	18	supply	supply	NOUN
gs-2962	50	19	chain	chain	NOUN
gs-2962	50	20	operations	operation	NOUN
gs-2962	50	21	.	.	PUNCT
gs-2962	51	1	this	this	PRON
gs-2962	51	2	includes	include	VERB
gs-2962	51	3	collaborating	collaborate	VERB
gs-2962	51	4	with	with	ADP
gs-2962	51	5	logistic	logistic	ADJ
gs-2962	51	6	partners	partner	NOUN
gs-2962	51	7	to	to	PART
gs-2962	51	8	reduce	reduce	VERB
gs-2962	51	9	time	time	NOUN
gs-2962	51	10	and	and	CCONJ
gs-2962	51	11	effort	effort	NOUN
gs-2962	51	12	for	for	ADP
gs-2962	51	13	maximum	maximum	ADJ
gs-2962	51	14	business	business	NOUN
gs-2962	51	15	value	value	NOUN
gs-2962	51	16	.	.	PUNCT
gs-2962	52	1	one	one	NUM
gs-2962	52	2	popular	popular	ADJ
gs-2962	52	3	reference	reference	NOUN
gs-2962	52	4	is	be	AUX
gs-2962	52	5	the	the	DET
gs-2962	52	6	use	use	NOUN
gs-2962	52	7	of	of	ADP
gs-2962	52	8	srm	srm	PROPN
gs-2962	52	9	(	(	PUNCT
gs-2962	52	10	supplier	supplier	NOUN
gs-2962	52	11	relationship	relationship	NOUN
gs-2962	52	12	management	management	NOUN
gs-2962	52	13	)	)	PUNCT
gs-2962	52	14	as	as	ADP
gs-2962	52	15	a	a	DET
gs-2962	52	16	prescriptive	prescriptive	ADJ
gs-2962	52	17	analytic	analytic	ADJ
gs-2962	52	18	approach	approach	NOUN
gs-2962	52	19	.	.	PUNCT
gs-2962	53	1	4	4	X
gs-2962	53	2	.	.	X
gs-2962	53	3	cognitive	cognitive	ADJ
gs-2962	53	4	analytics	analytic	NOUN
gs-2962	53	5	if	if	SCONJ
gs-2962	53	6	you	you	PRON
gs-2962	53	7	wish	wish	VERB
gs-2962	53	8	to	to	PART
gs-2962	53	9	understand	understand	VERB
gs-2962	53	10	advanced	advanced	ADJ
gs-2962	53	11	analytics	analytic	NOUN
gs-2962	53	12	in	in	ADP
gs-2962	53	13	supply	supply	NOUN
gs-2962	53	14	chain	chain	NOUN
gs-2962	53	15	management	management	NOUN
gs-2962	53	16	,	,	PUNCT
gs-2962	53	17	cognitive	cognitive	ADJ
gs-2962	53	18	analytics	analytic	NOUN
gs-2962	53	19	is	be	AUX
gs-2962	53	20	the	the	DET
gs-2962	53	21	way	way	NOUN
gs-2962	53	22	to	to	PART
gs-2962	53	23	go	go	VERB
gs-2962	53	24	.	.	PUNCT
gs-2962	54	1	this	this	PRON
gs-2962	54	2	is	be	AUX
gs-2962	54	3	best	well	ADV
gs-2962	54	4	used	use	VERB
gs-2962	54	5	in	in	ADP
gs-2962	54	6	enhancing	enhance	VERB
gs-2962	54	7	customer	customer	NOUN
gs-2962	54	8	experience	experience	NOUN
gs-2962	54	9	and	and	CCONJ
gs-2962	54	10	georgian	georgian	NOUN
gs-2962	54	11	scientists/	scientists/	NUM
gs-2962	54	12	.	.	PUNCT
gs-2962	55	1	6	6	NUM
gs-2962	55	2	n	n	NUM
gs-2962	55	3	3	3	NUM
gs-2962	55	4	,	,	PUNCT
gs-2962	55	5	2024	2024	NUM
gs-2962	55	6	67	67	NUM
gs-2962	55	7	relationships	relationship	NOUN
gs-2962	55	8	.	.	PUNCT
gs-2962	56	1	the	the	DET
gs-2962	56	2	feedback	feedback	NOUN
gs-2962	56	3	data	datum	NOUN
gs-2962	56	4	received	receive	VERB
gs-2962	56	5	through	through	ADP
gs-2962	56	6	ai	ai	ADJ
gs-2962	56	7	-	-	PUNCT
gs-2962	56	8	driven	drive	VERB
gs-2962	56	9	systems	system	NOUN
gs-2962	56	10	is	be	AUX
gs-2962	56	11	analyzed	analyze	VERB
gs-2962	56	12	and	and	CCONJ
gs-2962	56	13	executed	execute	VERB
gs-2962	56	14	in	in	ADP
gs-2962	56	15	reports	report	NOUN
gs-2962	56	16	and	and	CCONJ
gs-2962	56	17	dashboards	dashboard	NOUN
gs-2962	56	18	to	to	PART
gs-2962	56	19	answer	answer	VERB
gs-2962	56	20	complex	complex	ADJ
gs-2962	56	21	questions	question	NOUN
gs-2962	56	22	.	.	PUNCT
gs-2962	57	1	3	3	X
gs-2962	57	2	.	.	X
gs-2962	57	3	solution	solution	NOUN
gs-2962	57	4	:	:	PUNCT
gs-2962	57	5	ai	ai	VERB
gs-2962	57	6	for	for	ADP
gs-2962	57	7	sustainable	sustainable	ADJ
gs-2962	57	8	development	development	NOUN
gs-2962	57	9	artificial	artificial	ADJ
gs-2962	57	10	intelligence	intelligence	NOUN
gs-2962	57	11	can	can	AUX
gs-2962	57	12	be	be	AUX
gs-2962	57	13	a	a	DET
gs-2962	57	14	key	key	ADJ
gs-2962	57	15	tool	tool	NOUN
gs-2962	57	16	for	for	ADP
gs-2962	57	17	building	build	VERB
gs-2962	57	18	smarter	smart	ADJ
gs-2962	57	19	resource	resource	NOUN
gs-2962	57	20	consumption	consumption	NOUN
gs-2962	57	21	,	,	PUNCT
gs-2962	57	22	reducing	reduce	VERB
gs-2962	57	23	and	and	CCONJ
gs-2962	57	24	better	well	ADJ
gs-2962	57	25	managing	manage	VERB
gs-2962	57	26	waste	waste	NOUN
gs-2962	57	27	,	,	PUNCT
gs-2962	57	28	and	and	CCONJ
gs-2962	57	29	creating	create	VERB
gs-2962	57	30	a	a	DET
gs-2962	57	31	more	more	ADV
gs-2962	57	32	inclusive	inclusive	ADJ
gs-2962	57	33	and	and	CCONJ
gs-2962	57	34	socially	socially	ADV
gs-2962	57	35	just	just	ADV
gs-2962	57	36	society	society	NOUN
gs-2962	57	37	.	.	PUNCT
gs-2962	58	1	however	however	ADV
gs-2962	58	2	,	,	PUNCT
gs-2962	58	3	moving	move	VERB
gs-2962	58	4	to	to	ADP
gs-2962	58	5	the	the	DET
gs-2962	58	6	next	next	ADJ
gs-2962	58	7	level	level	NOUN
gs-2962	58	8	of	of	ADP
gs-2962	58	9	technology	technology	NOUN
gs-2962	58	10	development	development	NOUN
gs-2962	58	11	will	will	AUX
gs-2962	58	12	require	require	VERB
gs-2962	58	13	joint	joint	ADJ
gs-2962	58	14	work	work	NOUN
gs-2962	58	15	between	between	ADP
gs-2962	58	16	governments	government	NOUN
gs-2962	58	17	,	,	PUNCT
gs-2962	58	18	non	non	ADJ
gs-2962	58	19	-	-	ADJ
gs-2962	58	20	governmental	governmental	ADJ
gs-2962	58	21	organizations	organization	NOUN
gs-2962	58	22	,	,	PUNCT
gs-2962	58	23	philanthropic	philanthropic	NOUN
gs-2962	58	24	foundations	foundation	NOUN
gs-2962	58	25	,	,	PUNCT
gs-2962	58	26	technology	technology	NOUN
gs-2962	58	27	companies	company	NOUN
gs-2962	58	28	and	and	CCONJ
gs-2962	58	29	organizations	organization	NOUN
gs-2962	58	30	that	that	PRON
gs-2962	58	31	collect	collect	VERB
gs-2962	58	32	or	or	CCONJ
gs-2962	58	33	generate	generate	VERB
gs-2962	58	34	significant	significant	ADJ
gs-2962	58	35	amounts	amount	NOUN
gs-2962	58	36	of	of	ADP
gs-2962	58	37	data	datum	NOUN
gs-2962	58	38	.	.	PUNCT
gs-2962	59	1	analysts	analyst	NOUN
gs-2962	59	2	highlight	highlight	VERB
gs-2962	59	3	a	a	DET
gs-2962	59	4	number	number	NOUN
gs-2962	59	5	of	of	ADP
gs-2962	59	6	potential	potential	ADJ
gs-2962	59	7	challenges	challenge	NOUN
gs-2962	59	8	associated	associate	VERB
gs-2962	59	9	with	with	ADP
gs-2962	59	10	improving	improve	VERB
gs-2962	59	11	ai	ai	NOUN
gs-2962	59	12	systems	system	NOUN
gs-2962	59	13	.	.	PUNCT
gs-2962	60	1	for	for	ADP
gs-2962	60	2	example	example	NOUN
gs-2962	60	3	,	,	PUNCT
gs-2962	60	4	how	how	SCONJ
gs-2962	60	5	effective	effective	ADJ
gs-2962	60	6	ai	ai	VERB
gs-2962	60	7	turns	turn	VERB
gs-2962	60	8	out	out	ADP
gs-2962	60	9	to	to	PART
gs-2962	60	10	be	be	AUX
gs-2962	60	11	depends	depend	VERB
gs-2962	60	12	on	on	ADP
gs-2962	60	13	the	the	DET
gs-2962	60	14	correctness	correctness	NOUN
gs-2962	60	15	of	of	ADP
gs-2962	60	16	the	the	DET
gs-2962	60	17	data	datum	NOUN
gs-2962	60	18	collected	collect	VERB
gs-2962	60	19	,	,	PUNCT
gs-2962	60	20	methods	method	NOUN
gs-2962	60	21	of	of	ADP
gs-2962	60	22	"	"	PUNCT
gs-2962	60	23	training	training	NOUN
gs-2962	60	24	"	"	PUNCT
gs-2962	60	25	the	the	DET
gs-2962	60	26	neural	neural	ADJ
gs-2962	60	27	network	network	NOUN
gs-2962	60	28	and	and	CCONJ
gs-2962	60	29	the	the	DET
gs-2962	60	30	level	level	NOUN
gs-2962	60	31	of	of	ADP
gs-2962	60	32	data	data	NOUN
gs-2962	60	33	bias	bias	NOUN
gs-2962	60	34	.	.	PUNCT
gs-2962	61	1	experts	expert	NOUN
gs-2962	61	2	from	from	ADP
gs-2962	61	3	mckinsey	mckinsey	PROPN
gs-2962	61	4	global	global	PROPN
gs-2962	61	5	institute	institute	PROPN
gs-2962	61	6	note	note	NOUN
gs-2962	61	7	that	that	SCONJ
gs-2962	61	8	ai	ai	VERB
gs-2962	61	9	can	can	AUX
gs-2962	61	10	both	both	PRON
gs-2962	61	11	offset	offset	VERB
gs-2962	61	12	biases	bias	NOUN
gs-2962	61	13	inherent	inherent	ADJ
gs-2962	61	14	in	in	ADP
gs-2962	61	15	humans	human	NOUN
gs-2962	61	16	and	and	CCONJ
gs-2962	61	17	reproduce	reproduce	VERB
gs-2962	61	18	and	and	CCONJ
gs-2962	61	19	scale	scale	VERB
gs-2962	61	20	them	they	PRON
gs-2962	61	21	.	.	PUNCT
gs-2962	62	1	biases	bias	NOUN
gs-2962	62	2	"	"	PUNCT
gs-2962	62	3	get	get	VERB
gs-2962	62	4	"	"	PUNCT
gs-2962	62	5	into	into	ADP
gs-2962	62	6	ai	ai	PRON
gs-2962	62	7	algorithms	algorithm	NOUN
gs-2962	62	8	in	in	ADP
gs-2962	62	9	the	the	DET
gs-2962	62	10	process	process	NOUN
gs-2962	62	11	of	of	ADP
gs-2962	62	12	training	training	NOUN
gs-2962	62	13	they	they	PRON
gs-2962	62	14	are	be	AUX
gs-2962	62	15	contained	contain	VERB
gs-2962	62	16	in	in	ADP
gs-2962	62	17	the	the	DET
gs-2962	62	18	information	information	NOUN
gs-2962	62	19	in	in	ADP
gs-2962	62	20	the	the	DET
gs-2962	62	21	network	network	NOUN
gs-2962	62	22	on	on	ADP
gs-2962	62	23	which	which	PRON
gs-2962	62	24	the	the	DET
gs-2962	62	25	model	model	NOUN
gs-2962	62	26	is	be	AUX
gs-2962	62	27	trained	train	VERB
gs-2962	62	28	,	,	PUNCT
gs-2962	62	29	or	or	CCONJ
gs-2962	62	30	the	the	DET
gs-2962	62	31	specialist	specialist	NOUN
gs-2962	62	32	training	train	VERB
gs-2962	62	33	the	the	DET
gs-2962	62	34	neural	neural	ADJ
gs-2962	62	35	network	network	NOUN
gs-2962	62	36	selects	select	VERB
gs-2962	62	37	data	datum	NOUN
gs-2962	62	38	in	in	ADP
gs-2962	62	39	such	such	DET
gs-2962	62	40	a	a	DET
gs-2962	62	41	way	way	NOUN
gs-2962	62	42	that	that	PRON
gs-2962	62	43	they	they	PRON
gs-2962	62	44	reflect	reflect	VERB
gs-2962	62	45	his	his	PRON
gs-2962	62	46	vision	vision	NOUN
gs-2962	62	47	.	.	PUNCT
gs-2962	63	1	to	to	PART
gs-2962	63	2	smooth	smooth	VERB
gs-2962	63	3	out	out	ADP
gs-2962	63	4	such	such	ADJ
gs-2962	63	5	inaccuracies	inaccuracy	NOUN
gs-2962	63	6	,	,	PUNCT
gs-2962	63	7	machine	machine	NOUN
gs-2962	63	8	learning	learn	VERB
gs-2962	63	9	experts	expert	NOUN
gs-2962	63	10	are	be	AUX
gs-2962	63	11	trying	try	VERB
gs-2962	63	12	to	to	PART
gs-2962	63	13	develop	develop	VERB
gs-2962	63	14	various	various	ADJ
gs-2962	63	15	"	"	PUNCT
gs-2962	63	16	honesty	honesty	ADJ
gs-2962	63	17	"	"	PUNCT
gs-2962	63	18	metrics	metric	NOUN
gs-2962	63	19	that	that	PRON
gs-2962	63	20	will	will	AUX
gs-2962	63	21	allow	allow	VERB
gs-2962	63	22	the	the	DET
gs-2962	63	23	algorithm	algorithm	NOUN
gs-2962	63	24	to	to	PART
gs-2962	63	25	remain	remain	VERB
gs-2962	63	26	neutral	neutral	ADJ
gs-2962	63	27	towards	towards	ADP
gs-2962	63	28	different	different	ADJ
gs-2962	63	29	social	social	ADJ
gs-2962	63	30	groups	group	NOUN
gs-2962	63	31	.	.	PUNCT
gs-2962	64	1	however	however	ADV
gs-2962	64	2	,	,	PUNCT
gs-2962	64	3	the	the	DET
gs-2962	64	4	authors	author	NOUN
gs-2962	64	5	of	of	ADP
gs-2962	64	6	the	the	DET
gs-2962	64	7	paper	paper	NOUN
gs-2962	64	8	emphasize	emphasize	VERB
gs-2962	64	9	,	,	PUNCT
gs-2962	64	10	this	this	PRON
gs-2962	64	11	is	be	AUX
gs-2962	64	12	a	a	DET
gs-2962	64	13	complex	complex	ADJ
gs-2962	64	14	work	work	NOUN
gs-2962	64	15	that	that	PRON
gs-2962	64	16	also	also	ADV
gs-2962	64	17	includes	include	VERB
gs-2962	64	18	revisiting	revisit	VERB
gs-2962	64	19	the	the	DET
gs-2962	64	20	factors	factor	NOUN
gs-2962	64	21	that	that	PRON
gs-2962	64	22	influence	influence	VERB
gs-2962	64	23	complex	complex	ADJ
gs-2962	64	24	decision	decision	NOUN
gs-2962	64	25	-	-	PUNCT
gs-2962	64	26	making	making	NOUN
gs-2962	64	27	by	by	ADP
gs-2962	64	28	humans	human	NOUN
gs-2962	64	29	themselves	themselves	PRON
gs-2962	64	30	.	.	PUNCT
gs-2962	65	1	in	in	ADP
gs-2962	65	2	order	order	NOUN
gs-2962	65	3	to	to	PART
gs-2962	65	4	create	create	VERB
gs-2962	65	5	the	the	DET
gs-2962	65	6	most	most	ADV
gs-2962	65	7	honest	honest	ADJ
gs-2962	65	8	ai	ai	VERB
gs-2962	65	9	possible	possible	ADJ
gs-2962	65	10	,	,	PUNCT
gs-2962	65	11	experts	expert	NOUN
gs-2962	65	12	advise	advise	VERB
gs-2962	65	13	:	:	PUNCT
gs-2962	65	14	1	1	X
gs-2962	65	15	.	.	X
gs-2962	65	16	understand	understand	VERB
gs-2962	65	17	where	where	SCONJ
gs-2962	65	18	ai	ai	NOUN
gs-2962	65	19	can	can	AUX
gs-2962	65	20	mitigate	mitigate	VERB
gs-2962	65	21	biases	bias	NOUN
gs-2962	65	22	and	and	CCONJ
gs-2962	65	23	where	where	SCONJ
gs-2962	65	24	it	it	PRON
gs-2962	65	25	can	can	AUX
gs-2962	65	26	exacerbate	exacerbate	VERB
gs-2962	65	27	them	they	PRON
gs-2962	65	28	;	;	PUNCT
gs-2962	65	29	2	2	X
gs-2962	65	30	.	.	X
gs-2962	65	31	implement	implement	VERB
gs-2962	65	32	processes	process	NOUN
gs-2962	65	33	and	and	CCONJ
gs-2962	65	34	practices	practice	NOUN
gs-2962	65	35	that	that	PRON
gs-2962	65	36	will	will	AUX
gs-2962	65	37	help	help	AUX
gs-2962	65	38	identify	identify	VERB
gs-2962	65	39	and	and	CCONJ
gs-2962	65	40	mitigate	mitigate	VERB
gs-2962	65	41	biases	bias	NOUN
gs-2962	65	42	;	;	PUNCT
gs-2962	65	43	3	3	X
gs-2962	65	44	.	.	X
gs-2962	65	45	engage	engage	VERB
gs-2962	65	46	in	in	ADP
gs-2962	65	47	dialog	dialog	NOUN
gs-2962	65	48	about	about	ADP
gs-2962	65	49	potential	potential	ADJ
gs-2962	65	50	biases	bias	NOUN
gs-2962	65	51	in	in	ADP
gs-2962	65	52	human	human	ADJ
gs-2962	65	53	decisions	decision	NOUN
gs-2962	65	54	;	;	PUNCT
gs-2962	66	1	4	4	X
gs-2962	66	2	.	.	X
gs-2962	66	3	seek	seek	VERB
gs-2962	66	4	the	the	DET
gs-2962	66	5	best	good	ADJ
gs-2962	66	6	ways	way	NOUN
gs-2962	66	7	for	for	SCONJ
gs-2962	66	8	machines	machine	NOUN
gs-2962	66	9	and	and	CCONJ
gs-2962	66	10	humans	human	NOUN
gs-2962	66	11	to	to	PART
gs-2962	66	12	interact	interact	VERB
gs-2962	66	13	;	;	PUNCT
gs-2962	66	14	5	5	X
gs-2962	66	15	.	.	X
gs-2962	66	16	invest	invest	VERB
gs-2962	66	17	more	more	ADV
gs-2962	66	18	in	in	ADP
gs-2962	66	19	bias	bias	NOUN
gs-2962	66	20	research	research	NOUN
gs-2962	66	21	,	,	PUNCT
gs-2962	66	22	provide	provide	VERB
gs-2962	66	23	more	more	ADJ
gs-2962	66	24	data	datum	NOUN
gs-2962	66	25	for	for	ADP
gs-2962	66	26	research	research	NOUN
gs-2962	66	27	,	,	PUNCT
gs-2962	66	28	take	take	VERB
gs-2962	66	29	a	a	DET
gs-2962	66	30	multidisciplinary	multidisciplinary	ADJ
gs-2962	66	31	approach	approach	NOUN
gs-2962	66	32	;	;	PUNCT
gs-2962	66	33	6	6	X
gs-2962	66	34	.	.	X
gs-2962	66	35	invest	invest	VERB
gs-2962	66	36	more	more	ADJ
gs-2962	66	37	in	in	ADP
gs-2962	66	38	diversity	diversity	NOUN
gs-2962	66	39	in	in	ADP
gs-2962	66	40	the	the	DET
gs-2962	66	41	ai	ai	NOUN
gs-2962	66	42	field	field	NOUN
gs-2962	66	43	as	as	ADP
gs-2962	66	44	a	a	DET
gs-2962	66	45	whole	whole	ADJ
gs-2962	66	46	(	(	PUNCT
gs-2962	66	47	fig	fig	NOUN
gs-2962	66	48	.	.	PUNCT
gs-2962	67	1	3	3	NUM
gs-2962	67	2	):	):	PUNCT
gs-2962	67	3	fig.3	fig.3	PROPN
gs-2962	67	4	.	.	PUNCT
gs-2962	67	5	optimizing	optimize	VERB
gs-2962	67	6	logistics	logistic	NOUN
gs-2962	67	7	and	and	CCONJ
gs-2962	67	8	supply	supply	NOUN
gs-2962	67	9	chains	chain	NOUN
gs-2962	67	10	with	with	ADP
gs-2962	67	11	ai	ai	VERB
gs-2962	67	12	georgian	georgian	PROPN
gs-2962	67	13	scientists/	scientists/	NUM
gs-2962	67	14	.	.	PUNCT
gs-2962	68	1	6	6	NUM
gs-2962	68	2	n	n	NUM
gs-2962	68	3	3	3	NUM
gs-2962	68	4	,	,	PUNCT
gs-2962	68	5	2024	2024	NUM
gs-2962	68	6	68	68	NUM
gs-2962	68	7	in	in	ADP
gs-2962	68	8	2019	2019	NUM
gs-2962	68	9	,	,	PUNCT
gs-2962	68	10	the	the	DET
gs-2962	68	11	european	european	PROPN
gs-2962	68	12	commission	commission	PROPN
gs-2962	68	13	published	publish	VERB
gs-2962	68	14	guidelines	guideline	NOUN
gs-2962	68	15	for	for	ADP
gs-2962	68	16	trustworthy	trustworthy	ADJ
gs-2962	68	17	ai	ai	NOUN
gs-2962	68	18	,	,	PUNCT
gs-2962	68	19	the	the	DET
gs-2962	68	20	authors	author	NOUN
gs-2962	68	21	of	of	ADP
gs-2962	68	22	which	which	PRON
gs-2962	68	23	highlighted	highlight	VERB
gs-2962	68	24	three	three	NUM
gs-2962	68	25	main	main	ADJ
gs-2962	68	26	aspects	aspect	NOUN
gs-2962	68	27	:	:	PUNCT
gs-2962	68	28	legality	legality	NOUN
gs-2962	68	29	:	:	PUNCT
gs-2962	68	30	ai	ai	VERB
gs-2962	68	31	must	must	AUX
gs-2962	68	32	comply	comply	VERB
gs-2962	68	33	with	with	ADP
gs-2962	68	34	all	all	DET
gs-2962	68	35	applicable	applicable	ADJ
gs-2962	68	36	laws	law	NOUN
gs-2962	68	37	and	and	CCONJ
gs-2962	68	38	regulations	regulation	NOUN
gs-2962	68	39	;	;	PUNCT
gs-2962	68	40	ethics	ethic	NOUN
gs-2962	68	41	:	:	PUNCT
gs-2962	68	42	ai	ai	VERB
gs-2962	68	43	must	must	AUX
gs-2962	68	44	be	be	AUX
gs-2962	68	45	guaranteed	guarantee	VERB
gs-2962	68	46	to	to	PART
gs-2962	68	47	follow	follow	VERB
gs-2962	68	48	ethical	ethical	ADJ
gs-2962	68	49	principles	principle	NOUN
gs-2962	68	50	and	and	CCONJ
gs-2962	68	51	values	value	NOUN
gs-2962	68	52	;	;	PUNCT
gs-2962	68	53	reliability	reliability	NOUN
gs-2962	68	54	both	both	PRON
gs-2962	68	55	in	in	ADP
gs-2962	68	56	technological	technological	ADJ
gs-2962	68	57	and	and	CCONJ
gs-2962	68	58	social	social	ADJ
gs-2962	68	59	terms	term	NOUN
gs-2962	68	60	,	,	PUNCT
gs-2962	68	61	since	since	SCONJ
gs-2962	68	62	even	even	ADV
gs-2962	68	63	when	when	SCONJ
gs-2962	68	64	used	use	VERB
gs-2962	68	65	with	with	ADP
gs-2962	68	66	good	good	ADJ
gs-2962	68	67	intentions	intention	NOUN
gs-2962	68	68	,	,	PUNCT
gs-2962	68	69	ai	ai	VERB
gs-2962	68	70	can	can	AUX
gs-2962	68	71	cause	cause	VERB
gs-2962	68	72	harm	harm	NOUN
gs-2962	68	73	[	[	X
gs-2962	68	74	18	18	NUM
gs-2962	68	75	-	-	SYM
gs-2962	68	76	20	20	NUM
gs-2962	68	77	]	]	PUNCT
gs-2962	68	78	.	.	PUNCT
gs-2962	69	1	4	4	X
gs-2962	69	2	.	.	X
gs-2962	69	3	biases	bias	NOUN
gs-2962	69	4	in	in	ADP
gs-2962	69	5	ai	ai	PROPN
gs-2962	69	6	models	model	NOUN
gs-2962	69	7	:	:	PUNCT
gs-2962	69	8	one	one	NUM
gs-2962	69	9	of	of	ADP
gs-2962	69	10	the	the	DET
gs-2962	69	11	facts	fact	NOUN
gs-2962	69	12	about	about	ADP
gs-2962	69	13	ai	ai	VERB
gs-2962	69	14	algorithms	algorithms	NOUN
gs-2962	69	15	is	be	AUX
gs-2962	69	16	that	that	SCONJ
gs-2962	69	17	they	they	PRON
gs-2962	69	18	can	can	AUX
gs-2962	69	19	learn	learn	VERB
gs-2962	69	20	from	from	ADP
gs-2962	69	21	the	the	DET
gs-2962	69	22	data	datum	NOUN
gs-2962	69	23	entered	enter	VERB
gs-2962	69	24	into	into	ADP
gs-2962	69	25	them	they	PRON
gs-2962	69	26	.	.	PUNCT
gs-2962	70	1	this	this	PRON
gs-2962	70	2	means	mean	VERB
gs-2962	70	3	that	that	SCONJ
gs-2962	70	4	they	they	PRON
gs-2962	70	5	will	will	AUX
gs-2962	70	6	have	have	VERB
gs-2962	70	7	assumptions	assumption	NOUN
gs-2962	70	8	or	or	CCONJ
gs-2962	70	9	biases	bias	NOUN
gs-2962	70	10	built	build	VERB
gs-2962	70	11	into	into	ADP
gs-2962	70	12	them	they	PRON
gs-2962	70	13	about	about	ADP
gs-2962	70	14	the	the	DET
gs-2962	70	15	data	datum	NOUN
gs-2962	70	16	entered	enter	VERB
gs-2962	70	17	into	into	ADP
gs-2962	70	18	them	they	PRON
gs-2962	70	19	,	,	PUNCT
gs-2962	70	20	leading	lead	VERB
gs-2962	70	21	to	to	ADP
gs-2962	70	22	unfair	unfair	ADJ
gs-2962	70	23	or	or	CCONJ
gs-2962	70	24	unstable	unstable	ADJ
gs-2962	70	25	results	result	NOUN
gs-2962	70	26	:	:	PUNCT
gs-2962	70	27	supplier	supplier	NOUN
gs-2962	70	28	selection	selection	NOUN
gs-2962	70	29	bias	bias	NOUN
gs-2962	70	30	:	:	PUNCT
gs-2962	70	31	this	this	PRON
gs-2962	70	32	is	be	AUX
gs-2962	70	33	evidenced	evidence	VERB
gs-2962	70	34	by	by	ADP
gs-2962	70	35	the	the	DET
gs-2962	70	36	way	way	NOUN
gs-2962	70	37	modern	modern	ADJ
gs-2962	70	38	artificial	artificial	ADJ
gs-2962	70	39	intelligence	intelligence	NOUN
gs-2962	70	40	systems	system	NOUN
gs-2962	70	41	work	work	VERB
gs-2962	70	42	by	by	ADP
gs-2962	70	43	providing	provide	VERB
gs-2962	70	44	historical	historical	ADJ
gs-2962	70	45	data	datum	NOUN
gs-2962	70	46	in	in	ADP
gs-2962	70	47	favor	favor	NOUN
gs-2962	70	48	of	of	ADP
gs-2962	70	49	suppliers	supplier	NOUN
gs-2962	70	50	and	and	CCONJ
gs-2962	70	51	making	make	VERB
gs-2962	70	52	cost	cost	VERB
gs-2962	70	53	the	the	DET
gs-2962	70	54	sole	sole	ADJ
gs-2962	70	55	determinant	determinant	ADJ
gs-2962	70	56	.	.	PUNCT
gs-2962	71	1	diversification	diversification	NOUN
gs-2962	71	2	of	of	ADP
gs-2962	71	3	the	the	DET
gs-2962	71	4	dataset	dataset	NOUN
gs-2962	71	5	and	and	CCONJ
gs-2962	71	6	elimination	elimination	NOUN
gs-2962	71	7	of	of	ADP
gs-2962	71	8	systematic	systematic	ADJ
gs-2962	71	9	errors	error	NOUN
gs-2962	71	10	are	be	AUX
gs-2962	71	11	needed	need	VERB
gs-2962	71	12	to	to	PART
gs-2962	71	13	build	build	VERB
gs-2962	71	14	the	the	DET
gs-2962	71	15	model	model	NOUN
gs-2962	71	16	.	.	PUNCT
gs-2962	72	1	environmental	environmental	ADJ
gs-2962	72	2	impact	impact	NOUN
gs-2962	72	3	bias	bias	NOUN
gs-2962	72	4	:	:	PUNCT
gs-2962	72	5	ther	ther	PROPN
gs-2962	72	6	’s	’	VERB
gs-2962	72	7	evidence	evidence	NOUN
gs-2962	72	8	that	that	SCONJ
gs-2962	72	9	some	some	DET
gs-2962	72	10	processes	process	NOUN
gs-2962	72	11	may	may	AUX
gs-2962	72	12	need	need	VERB
gs-2962	72	13	more	more	ADJ
gs-2962	72	14	detail	detail	NOUN
gs-2962	72	15	on	on	ADP
gs-2962	72	16	their	their	PRON
gs-2962	72	17	environmental	environmental	ADJ
gs-2962	72	18	impacts	impact	NOUN
gs-2962	72	19	.	.	PUNCT
gs-2962	73	1	focusing	focus	VERB
gs-2962	73	2	on	on	ADP
gs-2962	73	3	fuel	fuel	NOUN
gs-2962	73	4	use	use	NOUN
gs-2962	73	5	may	may	AUX
gs-2962	73	6	obscure	obscure	VERB
gs-2962	73	7	other	other	ADJ
gs-2962	73	8	important	important	ADJ
gs-2962	73	9	aspects	aspect	NOUN
gs-2962	73	10	such	such	ADJ
gs-2962	73	11	as	as	ADP
gs-2962	73	12	water	water	NOUN
gs-2962	73	13	abstraction	abstraction	NOUN
gs-2962	73	14	or	or	CCONJ
gs-2962	73	15	waste	waste	NOUN
gs-2962	73	16	production	production	NOUN
gs-2962	73	17	.	.	PUNCT
gs-2962	74	1	thus	thus	ADV
gs-2962	74	2	,	,	PUNCT
gs-2962	74	3	data	datum	NOUN
gs-2962	74	4	collection	collection	NOUN
gs-2962	74	5	should	should	AUX
gs-2962	74	6	be	be	AUX
gs-2962	74	7	methodical	methodical	ADJ
gs-2962	74	8	and	and	CCONJ
gs-2962	74	9	systematic	systematic	ADJ
gs-2962	74	10	.	.	PUNCT
gs-2962	75	1	5	5	X
gs-2962	75	2	.	.	X
gs-2962	75	3	conclusion	conclusion	NOUN
gs-2962	75	4	the	the	DET
gs-2962	75	5	sustainability	sustainability	NOUN
gs-2962	75	6	imperative	imperative	NOUN
gs-2962	75	7	is	be	AUX
gs-2962	75	8	no	no	ADV
gs-2962	75	9	longer	long	ADV
gs-2962	75	10	an	an	DET
gs-2962	75	11	option	option	NOUN
gs-2962	75	12	,	,	PUNCT
gs-2962	75	13	but	but	CCONJ
gs-2962	75	14	it	it	PRON
gs-2962	75	15	is	be	AUX
gs-2962	75	16	a	a	DET
gs-2962	75	17	must	must	NOUN
gs-2962	75	18	on	on	ADP
gs-2962	75	19	any	any	DET
gs-2962	75	20	business	business	NOUN
gs-2962	75	21	'	'	PUNCT
gs-2962	75	22	list	list	NOUN
gs-2962	75	23	of	of	ADP
gs-2962	75	24	strategic	strategic	ADJ
gs-2962	75	25	needs	need	NOUN
gs-2962	75	26	.	.	PUNCT
gs-2962	76	1	traditional	traditional	ADJ
gs-2962	76	2	supply	supply	NOUN
gs-2962	76	3	chains	chain	NOUN
gs-2962	76	4	have	have	VERB
gs-2962	76	5	a	a	DET
gs-2962	76	6	big	big	ADJ
gs-2962	76	7	impact	impact	NOUN
gs-2962	76	8	on	on	ADP
gs-2962	76	9	the	the	DET
gs-2962	76	10	environment	environment	NOUN
gs-2962	76	11	and	and	CCONJ
gs-2962	76	12	customers	customer	NOUN
gs-2962	76	13	are	be	AUX
gs-2962	76	14	starting	start	VERB
gs-2962	76	15	to	to	PART
gs-2962	76	16	realize	realize	VERB
gs-2962	76	17	this	this	PRON
gs-2962	76	18	.	.	PUNCT
gs-2962	77	1	recently	recently	ADV
gs-2962	77	2	,	,	PUNCT
gs-2962	77	3	artificial	artificial	ADJ
gs-2962	77	4	intelligence	intelligence	NOUN
gs-2962	77	5	has	have	AUX
gs-2962	77	6	become	become	VERB
gs-2962	77	7	an	an	DET
gs-2962	77	8	important	important	ADJ
gs-2962	77	9	tool	tool	NOUN
gs-2962	77	10	in	in	ADP
gs-2962	77	11	this	this	DET
gs-2962	77	12	change	change	NOUN
gs-2962	77	13	and	and	CCONJ
gs-2962	77	14	is	be	AUX
gs-2962	77	15	key	key	ADJ
gs-2962	77	16	to	to	ADP
gs-2962	77	17	a	a	DET
gs-2962	77	18	more	more	ADV
gs-2962	77	19	sustainable	sustainable	ADJ
gs-2962	77	20	future	future	NOUN
gs-2962	77	21	.	.	PUNCT
gs-2962	78	1	in	in	ADP
gs-2962	78	2	this	this	DET
gs-2962	78	3	way	way	NOUN
gs-2962	78	4	,	,	PUNCT
gs-2962	78	5	ai	ai	VERB
gs-2962	78	6	strengthens	strengthen	VERB
gs-2962	78	7	supply	supply	NOUN
gs-2962	78	8	chains	chain	NOUN
gs-2962	78	9	and	and	CCONJ
gs-2962	78	10	makes	make	VERB
gs-2962	78	11	companies	company	NOUN
gs-2962	78	12	more	more	ADV
gs-2962	78	13	sustainable	sustainable	ADJ
gs-2962	78	14	,	,	PUNCT
gs-2962	78	15	including	include	VERB
gs-2962	78	16	by	by	ADP
gs-2962	78	17	minimizing	minimize	VERB
gs-2962	78	18	the	the	DET
gs-2962	78	19	use	use	NOUN
gs-2962	78	20	of	of	ADP
gs-2962	78	21	resources	resource	NOUN
gs-2962	78	22	.	.	PUNCT
gs-2962	79	1	the	the	DET
gs-2962	79	2	application	application	NOUN
gs-2962	79	3	of	of	ADP
gs-2962	79	4	artificial	artificial	ADJ
gs-2962	79	5	intelligence	intelligence	NOUN
gs-2962	79	6	in	in	ADP
gs-2962	79	7	supply	supply	NOUN
gs-2962	79	8	chain	chain	NOUN
gs-2962	79	9	management	management	NOUN
gs-2962	79	10	improves	improve	VERB
gs-2962	79	11	some	some	DET
gs-2962	79	12	operations	operation	NOUN
gs-2962	79	13	such	such	ADJ
gs-2962	79	14	as	as	ADP
gs-2962	79	15	logistics	logistic	NOUN
gs-2962	79	16	and	and	CCONJ
gs-2962	79	17	closed	closed	ADJ
gs-2962	79	18	loop	loop	NOUN
gs-2962	79	19	systems	system	NOUN
gs-2962	79	20	.	.	PUNCT
gs-2962	80	1	the	the	DET
gs-2962	80	2	case	case	NOUN
gs-2962	80	3	studies	study	NOUN
gs-2962	80	4	we	we	PRON
gs-2962	80	5	reviewed	review	VERB
gs-2962	80	6	demonstrate	demonstrate	VERB
gs-2962	80	7	measurable	measurable	ADJ
gs-2962	80	8	returns	return	NOUN
gs-2962	80	9	as	as	SCONJ
gs-2962	80	10	businesses	business	NOUN
gs-2962	80	11	are	be	AUX
gs-2962	80	12	now	now	ADV
gs-2962	80	13	empowered	empower	VERB
gs-2962	80	14	to	to	PART
gs-2962	80	15	utilize	utilize	VERB
gs-2962	80	16	ai	ai	VERB
gs-2962	80	17	in	in	ADP
gs-2962	80	18	sustainable	sustainable	ADJ
gs-2962	80	19	supply	supply	NOUN
gs-2962	80	20	chains	chain	NOUN
gs-2962	80	21	.	.	PUNCT
gs-2962	81	1	in	in	ADP
gs-2962	81	2	essence	essence	NOUN
gs-2962	81	3	,	,	PUNCT
gs-2962	81	4	ai	ai	VERB
gs-2962	81	5	improves	improve	VERB
gs-2962	81	6	business	business	NOUN
gs-2962	81	7	sustainability	sustainability	NOUN
gs-2962	81	8	because	because	SCONJ
gs-2962	81	9	it	it	PRON
gs-2962	81	10	increases	increase	VERB
gs-2962	81	11	efficiency	efficiency	NOUN
gs-2962	81	12	and	and	CCONJ
gs-2962	81	13	eliminates	eliminate	VERB
gs-2962	81	14	wasteful	wasteful	ADJ
gs-2962	81	15	protocols	protocol	NOUN
gs-2962	81	16	.	.	PUNCT
gs-2962	82	1	this	this	PRON
gs-2962	82	2	means	mean	VERB
gs-2962	82	3	less	less	ADJ
gs-2962	82	4	environmental	environmental	ADJ
gs-2962	82	5	impact	impact	NOUN
gs-2962	82	6	and	and	CCONJ
gs-2962	82	7	a	a	DET
gs-2962	82	8	smarter	smart	ADJ
gs-2962	82	9	solution	solution	NOUN
gs-2962	82	10	for	for	ADP
gs-2962	82	11	supply	supply	NOUN
gs-2962	82	12	chain	chain	NOUN
gs-2962	82	13	management	management	NOUN
gs-2962	82	14	.	.	PUNCT
gs-2962	83	1	i	i	PRON
gs-2962	83	2	believe	believe	VERB
gs-2962	83	3	that	that	SCONJ
gs-2962	83	4	the	the	DET
gs-2962	83	5	future	future	NOUN
gs-2962	83	6	of	of	ADP
gs-2962	83	7	supply	supply	NOUN
gs-2962	83	8	chains	chain	NOUN
gs-2962	83	9	is	be	AUX
gs-2962	83	10	in	in	ADP
gs-2962	83	11	deep	deep	ADJ
gs-2962	83	12	learning	learning	NOUN
gs-2962	83	13	algorithms	algorithm	NOUN
gs-2962	83	14	.	.	PUNCT
gs-2962	84	1	they	they	PRON
gs-2962	84	2	will	will	AUX
gs-2962	84	3	be	be	AUX
gs-2962	84	4	able	able	ADJ
gs-2962	84	5	to	to	PART
gs-2962	84	6	analyze	analyze	VERB
gs-2962	84	7	a	a	DET
gs-2962	84	8	combination	combination	NOUN
gs-2962	84	9	of	of	ADP
gs-2962	84	10	different	different	ADJ
gs-2962	84	11	factors	factor	NOUN
gs-2962	84	12	,	,	PUNCT
gs-2962	84	13	determine	determine	VERB
gs-2962	84	14	which	which	DET
gs-2962	84	15	products	product	NOUN
gs-2962	84	16	are	be	AUX
gs-2962	84	17	at	at	ADP
gs-2962	84	18	risk	risk	NOUN
gs-2962	84	19	,	,	PUNCT
gs-2962	84	20	and	and	CCONJ
gs-2962	84	21	develop	develop	VERB
gs-2962	84	22	risk	risk	NOUN
gs-2962	84	23	minimization	minimization	NOUN
gs-2962	84	24	strategies	strategy	NOUN
gs-2962	84	25	that	that	PRON
gs-2962	84	26	will	will	AUX
gs-2962	84	27	help	help	VERB
gs-2962	84	28	the	the	DET
gs-2962	84	29	organization	organization	NOUN
gs-2962	84	30	gain	gain	VERB
gs-2962	84	31	a	a	DET
gs-2962	84	32	competitive	competitive	ADJ
gs-2962	84	33	advantage	advantage	NOUN
gs-2962	84	34	by	by	ADP
gs-2962	84	35	providing	provide	VERB
gs-2962	84	36	customers	customer	NOUN
gs-2962	84	37	with	with	ADP
gs-2962	84	38	reliable	reliable	ADJ
gs-2962	84	39	goods	good	NOUN
gs-2962	84	40	and	and	CCONJ
gs-2962	84	41	services	service	NOUN
gs-2962	84	42	at	at	ADP
gs-2962	84	43	the	the	DET
gs-2962	84	44	lowest	low	ADJ
gs-2962	84	45	price	price	NOUN
gs-2962	84	46	.	.	PUNCT
gs-2962	85	1	georgian	georgian	NOUN
gs-2962	85	2	scientists/	scientists/	NUM
gs-2962	85	3	.	.	PUNCT
gs-2962	86	1	6	6	NUM
gs-2962	86	2	n	n	NUM
gs-2962	86	3	3	3	NUM
gs-2962	86	4	,	,	PUNCT
gs-2962	86	5	2024	2024	NUM
gs-2962	86	6	69	69	NUM
gs-2962	87	1	to	to	PART
gs-2962	87	2	achieve	achieve	VERB
gs-2962	87	3	this	this	DET
gs-2962	87	4	level	level	NOUN
gs-2962	87	5	of	of	ADP
gs-2962	87	6	maturity	maturity	NOUN
gs-2962	87	7	,	,	PUNCT
gs-2962	87	8	it	it	PRON
gs-2962	87	9	will	will	AUX
gs-2962	87	10	be	be	AUX
gs-2962	87	11	necessary	necessary	ADJ
gs-2962	87	12	to	to	PART
gs-2962	87	13	build	build	VERB
gs-2962	87	14	a	a	DET
gs-2962	87	15	high	high	ADJ
gs-2962	87	16	level	level	NOUN
gs-2962	87	17	of	of	ADP
gs-2962	87	18	interaction	interaction	NOUN
gs-2962	87	19	with	with	ADP
gs-2962	87	20	partners	partner	NOUN
gs-2962	87	21	.	.	PUNCT
gs-2962	88	1	this	this	PRON
gs-2962	88	2	will	will	AUX
gs-2962	88	3	ensure	ensure	VERB
gs-2962	88	4	that	that	SCONJ
gs-2962	88	5	the	the	DET
gs-2962	88	6	necessary	necessary	ADJ
gs-2962	88	7	information	information	NOUN
gs-2962	88	8	is	be	AUX
gs-2962	88	9	collected	collect	VERB
gs-2962	88	10	in	in	ADP
gs-2962	88	11	a	a	DET
gs-2962	88	12	timely	timely	ADJ
gs-2962	88	13	manner	manner	NOUN
gs-2962	88	14	and	and	CCONJ
gs-2962	88	15	loaded	load	VERB
gs-2962	88	16	into	into	ADP
gs-2962	88	17	a	a	DET
gs-2962	88	18	deep	deep	ADJ
gs-2962	88	19	learning	learning	NOUN
gs-2962	88	20	model	model	NOUN
gs-2962	88	21	.	.	PUNCT
gs-2962	89	1	this	this	PRON
gs-2962	89	2	is	be	AUX
gs-2962	89	3	the	the	DET
gs-2962	89	4	model	model	NOUN
gs-2962	89	5	that	that	PRON
gs-2962	89	6	analyzes	analyze	VERB
gs-2962	89	7	and	and	CCONJ
gs-2962	89	8	proposes	propose	VERB
gs-2962	89	9	a	a	DET
gs-2962	89	10	supply	supply	NOUN
gs-2962	89	11	chain	chain	NOUN
gs-2962	89	12	management	management	NOUN
gs-2962	89	13	plan	plan	NOUN
gs-2962	89	14	.	.	PUNCT
gs-2962	90	1	while	while	SCONJ
gs-2962	90	2	this	this	DET
gs-2962	90	3	technology	technology	NOUN
gs-2962	90	4	is	be	AUX
gs-2962	90	5	still	still	ADV
gs-2962	90	6	in	in	ADP
gs-2962	90	7	development	development	NOUN
gs-2962	90	8	,	,	PUNCT
gs-2962	90	9	there	there	PRON
gs-2962	90	10	are	be	VERB
gs-2962	90	11	many	many	ADJ
gs-2962	90	12	arguments	argument	NOUN
gs-2962	90	13	in	in	ADP
gs-2962	90	14	favor	favor	NOUN
gs-2962	90	15	of	of	ADP
gs-2962	90	16	participating	participate	VERB
gs-2962	90	17	in	in	ADP
gs-2962	90	18	its	its	PRON
gs-2962	90	19	development	development	NOUN
gs-2962	90	20	right	right	ADV
gs-2962	90	21	now	now	ADV
gs-2962	90	22	.	.	PUNCT
gs-2962	91	1	companies	company	NOUN
gs-2962	91	2	that	that	PRON
gs-2962	91	3	decide	decide	VERB
gs-2962	91	4	to	to	PART
gs-2962	91	5	take	take	VERB
gs-2962	91	6	this	this	DET
gs-2962	91	7	step	step	NOUN
gs-2962	91	8	will	will	AUX
gs-2962	91	9	be	be	AUX
gs-2962	91	10	able	able	ADJ
gs-2962	91	11	to	to	PART
gs-2962	91	12	use	use	VERB
gs-2962	91	13	the	the	DET
gs-2962	91	14	opportunities	opportunity	NOUN
gs-2962	91	15	of	of	ADP
gs-2962	91	16	deep	deep	ADJ
gs-2962	91	17	learning	learning	NOUN
gs-2962	91	18	in	in	ADP
gs-2962	91	19	supply	supply	NOUN
gs-2962	91	20	chains	chain	NOUN
gs-2962	91	21	to	to	ADP
gs-2962	91	22	their	their	PRON
gs-2962	91	23	maximum	maximum	ADJ
gs-2962	91	24	advantage	advantage	NOUN
gs-2962	91	25	in	in	ADP
gs-2962	91	26	the	the	DET
gs-2962	91	27	future	future	NOUN
gs-2962	91	28	.	.	PUNCT
gs-2962	92	1	references	reference	NOUN
gs-2962	92	2	:	:	PUNCT
gs-2962	92	3	1	1	X
gs-2962	92	4	.	.	X
gs-2962	92	5	gogilidze	gogilidze	PROPN
gs-2962	92	6	,	,	PUNCT
gs-2962	92	7	e.	e.	PROPN
gs-2962	92	8	,	,	PUNCT
gs-2962	92	9	&	&	CCONJ
gs-2962	92	10	gogilidze	gogilidze	PROPN
gs-2962	92	11	,	,	PUNCT
gs-2962	92	12	n.	n.	NOUN
gs-2962	92	13	(	(	PUNCT
gs-2962	92	14	2023	2023	NUM
gs-2962	92	15	)	)	PUNCT
gs-2962	92	16	.	.	PUNCT
gs-2962	93	1	intelligent	intelligent	ADJ
gs-2962	93	2	transport	transport	NOUN
gs-2962	93	3	systems	system	NOUN
gs-2962	93	4	challenges	challenge	NOUN
gs-2962	93	5	and	and	CCONJ
gs-2962	93	6	achievements	achievement	NOUN
gs-2962	93	7	.	.	PUNCT
gs-2962	94	1	georgian	georgian	ADJ
gs-2962	94	2	scientists	scientist	NOUN
gs-2962	94	3	,	,	PUNCT
gs-2962	94	4	5(4	5(4	NUM
gs-2962	94	5	)	)	PUNCT
gs-2962	94	6	,	,	PUNCT
gs-2962	94	7	365–377	365–377	NUM
gs-2962	94	8	.	.	PUNCT
gs-2962	94	9	https://doi.org/10.52340/gs.2023.05.04.34	https://doi.org/10.52340/gs.2023.05.04.34	PRON
gs-2962	94	10	2	2	NUM
gs-2962	94	11	.	.	PUNCT
gs-2962	94	12	e.	e.	PROPN
gs-2962	94	13	gogilidze	gogilidze	PROPN
gs-2962	94	14	,	,	PUNCT
gs-2962	94	15	n.	n.	PROPN
gs-2962	94	16	gogilidze	gogilidze	PROPN
gs-2962	94	17	,	,	PUNCT
gs-2962	94	18	"	"	PUNCT
gs-2962	94	19	the	the	DET
gs-2962	94	20	impact	impact	NOUN
gs-2962	94	21	of	of	ADP
gs-2962	94	22	modern	modern	ADJ
gs-2962	94	23	information	information	NOUN
gs-2962	94	24	and	and	CCONJ
gs-2962	94	25	communication	communication	NOUN
gs-2962	94	26	technologies	technology	NOUN
gs-2962	94	27	on	on	ADP
gs-2962	94	28	the	the	DET
gs-2962	94	29	formation	formation	NOUN
gs-2962	94	30	of	of	ADP
gs-2962	94	31	society	society	NOUN
gs-2962	94	32	"	"	PUNCT
gs-2962	94	33	.	.	PUNCT
gs-2962	95	1	international	international	ADJ
gs-2962	95	2	scientific	scientific	ADJ
gs-2962	95	3	-	-	PUNCT
gs-2962	95	4	practical	practical	ADJ
gs-2962	95	5	conference	conference	NOUN
gs-2962	95	6	:	:	PUNCT
gs-2962	95	7	„	„	PUNCT
gs-2962	95	8	modern	modern	ADJ
gs-2962	95	9	challenges	challenge	NOUN
gs-2962	95	10	and	and	CCONJ
gs-2962	95	11	achievements	achievement	NOUN
gs-2962	95	12	in	in	ADP
gs-2962	95	13	information	information	NOUN
gs-2962	95	14	and	and	CCONJ
gs-2962	95	15	communication	communication	NOUN
gs-2962	95	16	technologies	technology	NOUN
gs-2962	95	17	“	"	PUNCT
gs-2962	95	18	,	,	PUNCT
gs-2962	95	19	2023	2023	NUM
gs-2962	95	20	,	,	PUNCT
gs-2962	95	21	pp	pp	ADJ
gs-2962	95	22	.	.	PUNCT
gs-2962	96	1	365	365	NUM
gs-2962	96	2	-	-	SYM
gs-2962	96	3	375	375	NUM
gs-2962	96	4	.	.	PUNCT
gs-2962	97	1	3	3	X
gs-2962	97	2	.	.	X
gs-2962	97	3	e.	e.	PROPN
gs-2962	97	4	gogilidze	gogilidze	PROPN
gs-2962	97	5	,	,	PUNCT
gs-2962	97	6	"	"	PUNCT
gs-2962	97	7	wireless	wireless	ADJ
gs-2962	97	8	data	data	NOUN
gs-2962	97	9	transmission	transmission	NOUN
gs-2962	97	10	technologies	technology	NOUN
gs-2962	97	11	and	and	CCONJ
gs-2962	97	12	their	their	PRON
gs-2962	97	13	importance	importance	NOUN
gs-2962	97	14	"	"	PUNCT
gs-2962	97	15	.	.	PUNCT
gs-2962	98	1	"	"	PUNCT
gs-2962	98	2	automated	automate	VERB
gs-2962	98	3	systems	system	NOUN
gs-2962	98	4	of	of	ADP
gs-2962	98	5	labor	labor	NOUN
gs-2962	98	6	management	management	NOUN
gs-2962	98	7	"	"	PUNCT
gs-2962	98	8	.	.	PUNCT
gs-2962	99	1	2017	2017	NUM
gs-2962	99	2	no	no	NOUN
gs-2962	99	3	.	.	NOUN
gs-2962	99	4	1	1	NUM
gs-2962	99	5	(	(	PUNCT
gs-2962	99	6	23	23	NUM
gs-2962	99	7	)	)	PUNCT
gs-2962	99	8	.	.	PUNCT
gs-2962	100	1	p.	p.	NOUN
gs-2962	100	2	84	84	NUM
gs-2962	100	3	-	-	SYM
gs-2962	100	4	92	92	NUM
gs-2962	100	5	.	.	PUNCT
gs-2962	101	1	4	4	X
gs-2962	101	2	.	.	X
gs-2962	101	3	e.	e.	PROPN
gs-2962	101	4	gogilidze	gogilidze	PROPN
gs-2962	101	5	,	,	PUNCT
gs-2962	101	6	“	"	PUNCT
gs-2962	101	7	embedded	embed	VERB
gs-2962	101	8	systems	system	NOUN
gs-2962	101	9	and	and	CCONJ
gs-2962	101	10	xxi	xxi	ADJ
gs-2962	101	11	century	century	NOUN
gs-2962	101	12	”	"	PUNCT
gs-2962	101	13	.	.	PUNCT
gs-2962	102	1	set	set	VERB
gs-2962	102	2	of	of	ADP
gs-2962	102	3	scientific	scientific	ADJ
gs-2962	102	4	researches	research	NOUN
gs-2962	102	5	of	of	ADP
gs-2962	102	6	ii	ii	PROPN
gs-2962	102	7	international	international	ADJ
gs-2962	102	8	scientific	scientific	ADJ
gs-2962	102	9	and	and	CCONJ
gs-2962	102	10	technical	technical	ADJ
gs-2962	102	11	conference	conference	NOUN
gs-2962	102	12	"	"	PUNCT
gs-2962	102	13	modern	modern	ADJ
gs-2962	102	14	problems	problem	NOUN
gs-2962	102	15	of	of	ADP
gs-2962	102	16	power	power	NOUN
gs-2962	102	17	engineering	engineering	NOUN
gs-2962	102	18	and	and	CCONJ
gs-2962	102	19	ways	way	NOUN
gs-2962	102	20	of	of	ADP
gs-2962	102	21	solving	solve	VERB
gs-2962	102	22	them	they	PRON
gs-2962	102	23	"	"	PUNCT
gs-2962	102	24	,	,	PUNCT
gs-2962	102	25	2020	2020	NUM
gs-2962	102	26	,	,	PUNCT
gs-2962	102	27	pp	pp	ADV
gs-2962	102	28	.	.	PUNCT
gs-2962	103	1	205	205	NUM
gs-2962	103	2	-	-	SYM
gs-2962	103	3	210	210	NUM
gs-2962	103	4	.	.	PUNCT
gs-2962	104	1	5	5	NUM
gs-2962	104	2	.	.	X
gs-2962	104	3	e.	e.	PROPN
gs-2962	104	4	gogilidze	gogilidze	PROPN
gs-2962	104	5	,	,	PUNCT
gs-2962	104	6	"	"	PUNCT
gs-2962	104	7	wireless	wireless	ADJ
gs-2962	104	8	data	data	NOUN
gs-2962	104	9	transmission	transmission	NOUN
gs-2962	104	10	technologies	technology	NOUN
gs-2962	104	11	and	and	CCONJ
gs-2962	104	12	their	their	PRON
gs-2962	104	13	importance	importance	NOUN
gs-2962	104	14	"	"	PUNCT
gs-2962	104	15	.	.	PUNCT
gs-2962	105	1	"	"	PUNCT
gs-2962	105	2	automated	automate	VERB
gs-2962	105	3	systems	system	NOUN
gs-2962	105	4	of	of	ADP
gs-2962	105	5	labor	labor	NOUN
gs-2962	105	6	management	management	NOUN
gs-2962	105	7	"	"	PUNCT
gs-2962	105	8	.	.	PUNCT
gs-2962	106	1	2017	2017	NUM
gs-2962	106	2	no	no	NOUN
gs-2962	106	3	.	.	NOUN
gs-2962	106	4	1	1	NUM
gs-2962	106	5	(	(	PUNCT
gs-2962	106	6	23	23	NUM
gs-2962	106	7	)	)	PUNCT
gs-2962	106	8	.	.	PUNCT
gs-2962	107	1	p.	p.	NOUN
gs-2962	107	2	84	84	NUM
gs-2962	107	3	-	-	SYM
gs-2962	107	4	92	92	NUM
gs-2962	107	5	.	.	PUNCT
gs-2962	108	1	6	6	NUM
gs-2962	108	2	.	.	PUNCT
gs-2962	108	3	e.	e.	PROPN
gs-2962	108	4	gogilidze	gogilidze	PROPN
gs-2962	108	5	,	,	PUNCT
gs-2962	108	6	“	"	PUNCT
gs-2962	108	7	embedded	embed	VERB
gs-2962	108	8	systems	system	NOUN
gs-2962	108	9	and	and	CCONJ
gs-2962	108	10	xxi	xxi	ADJ
gs-2962	108	11	century	century	NOUN
gs-2962	108	12	”	"	PUNCT
gs-2962	108	13	.	.	PUNCT
gs-2962	109	1	set	set	VERB
gs-2962	109	2	of	of	ADP
gs-2962	109	3	scientific	scientific	ADJ
gs-2962	109	4	researches	research	NOUN
gs-2962	109	5	of	of	ADP
gs-2962	109	6	ii	ii	PROPN
gs-2962	109	7	international	international	ADJ
gs-2962	109	8	scientific	scientific	ADJ
gs-2962	109	9	and	and	CCONJ
gs-2962	109	10	technical	technical	ADJ
gs-2962	109	11	conference	conference	NOUN
gs-2962	109	12	"	"	PUNCT
gs-2962	109	13	modern	modern	ADJ
gs-2962	109	14	problems	problem	NOUN
gs-2962	109	15	of	of	ADP
gs-2962	109	16	power	power	NOUN
gs-2962	109	17	engineering	engineering	NOUN
gs-2962	109	18	and	and	CCONJ
gs-2962	109	19	ways	way	NOUN
gs-2962	109	20	of	of	ADP
gs-2962	109	21	solving	solve	VERB
gs-2962	109	22	them	they	PRON
gs-2962	109	23	"	"	PUNCT
gs-2962	109	24	,	,	PUNCT
gs-2962	109	25	2020	2020	NUM
gs-2962	109	26	,	,	PUNCT
gs-2962	109	27	pp.205	pp.205	NOUN
gs-2962	109	28	-	-	PUNCT
gs-2962	109	29	210	210	NUM
gs-2962	109	30	.	.	PUNCT
gs-2962	110	1	7	7	X
gs-2962	110	2	.	.	X
gs-2962	110	3	apt	apt	ADJ
gs-2962	110	4	asia	asia	PROPN
gs-2962	110	5	-	-	PUNCT
gs-2962	110	6	pacific	pacific	ADJ
gs-2962	110	7	summit	summit	NOUN
gs-2962	110	8	on	on	ADP
gs-2962	110	9	the	the	DET
gs-2962	110	10	information	information	NOUN
gs-2962	110	11	society	society	NOUN
gs-2962	110	12	:	:	PUNCT
gs-2962	110	13	31	31	NUM
gs-2962	110	14	oct-2	oct-2	NUM
gs-2962	110	15	nov	nov	PROPN
gs-2962	110	16	2000	2000	NUM
gs-2962	110	17	,	,	PUNCT
gs-2962	110	18	tokyo	tokyo	PROPN
gs-2962	110	19	declaration	declaration	NOUN
gs-2962	110	20	]	]	PUNCT
gs-2962	110	21	.	.	PUNCT
gs-2962	111	1	8	8	NUM
gs-2962	111	2	.	.	X
gs-2962	111	3	zhankaziev	zhankaziev	PROPN
gs-2962	111	4	s.	s.	PROPN
gs-2962	112	1	v.	v.	ADP
gs-2962	112	2	intelligent	intelligent	ADJ
gs-2962	112	3	transportation	transportation	NOUN
gs-2962	112	4	systems	system	NOUN
gs-2962	112	5	in	in	ADP
gs-2962	112	6	ensuring	ensure	VERB
gs-2962	112	7	road	road	NOUN
gs-2962	112	8	safety	safety	NOUN
gs-2962	112	9	//	//	PUNCT
gs-2962	112	10	actual	actual	ADJ
gs-2962	112	11	problems	problem	NOUN
gs-2962	112	12	of	of	ADP
gs-2962	112	13	activities	activity	NOUN
gs-2962	112	14	to	to	PART
gs-2962	112	15	ensure	ensure	VERB
gs-2962	112	16	road	road	NOUN
gs-2962	112	17	safety	safety	NOUN
gs-2962	112	18	(	(	PUNCT
gs-2962	112	19	state	state	NOUN
gs-2962	112	20	,	,	PUNCT
gs-2962	112	21	problems	problem	NOUN
gs-2962	112	22	,	,	PUNCT
gs-2962	112	23	ways	way	NOUN
gs-2962	112	24	of	of	ADP
gs-2962	112	25	improvement	improvement	NOUN
gs-2962	112	26	):	):	PUNCT
gs-2962	112	27	materials	material	NOUN
gs-2962	112	28	of	of	ADP
gs-2962	112	29	the	the	DET
gs-2962	112	30	interdepartmental	interdepartmental	ADJ
gs-2962	112	31	scientific	scientific	ADJ
gs-2962	112	32	-	-	PUNCT
gs-2962	112	33	practical	practical	ADJ
gs-2962	112	34	conference	conference	NOUN
gs-2962	112	35	.	.	PUNCT
gs-2962	113	1	9	9	X
gs-2962	113	2	.	.	X
gs-2962	113	3	conference	conference	NOUN
gs-2962	113	4	.	.	PUNCT
gs-2962	114	1	(	(	PUNCT
gs-2962	114	2	st	st	PROPN
gs-2962	114	3	.	.	PROPN
gs-2962	114	4	petersburg	petersburg	PROPN
gs-2962	114	5	,	,	PUNCT
gs-2962	114	6	february	february	PROPN
gs-2962	114	7	26	26	NUM
gs-2962	114	8	,	,	PUNCT
gs-2962	114	9	2019	2019	NUM
gs-2962	114	10	)	)	PUNCT
gs-2962	114	11	.	.	PUNCT
gs-2962	115	1	st	st	PROPN
gs-2962	115	2	.	.	PROPN
gs-2962	115	3	petersburg	petersburg	PROPN
gs-2962	115	4	,	,	PUNCT
gs-2962	115	5	2019	2019	NUM
gs-2962	115	6	.	.	PUNCT
gs-2962	115	7	.	.	PUNCT
gs-2962	116	1	124	124	NUM
gs-2962	116	2	-	-	SYM
gs-2962	116	3	128	128	NUM
gs-2962	116	4	.	.	PUNCT
gs-2962	117	1	10	10	NUM
gs-2962	117	2	.	.	PUNCT
gs-2962	118	1	zhankaziev	zhankaziev	PROPN
gs-2962	118	2	s.	s.	PROPN
gs-2962	119	1	v.	v.	ADP
gs-2962	119	2	intelligent	intelligent	ADJ
gs-2962	119	3	transportation	transportation	NOUN
gs-2962	119	4	systems	system	NOUN
gs-2962	119	5	.	.	PUNCT
gs-2962	120	1	ways	way	NOUN
gs-2962	120	2	of	of	ADP
gs-2962	120	3	development//	development//	NOUN
gs-2962	120	4	information	information	NOUN
gs-2962	120	5	technologies	technology	NOUN
gs-2962	120	6	and	and	CCONJ
gs-2962	120	7	innovations	innovation	NOUN
gs-2962	120	8	in	in	ADP
gs-2962	120	9	transport	transport	NOUN
gs-2962	120	10	:	:	PUNCT
gs-2962	120	11	materials	material	NOUN
gs-2962	120	12	of	of	ADP
gs-2962	120	13	the	the	DET
gs-2962	120	14	2nd	2nd	ADJ
gs-2962	120	15	international	international	ADJ
gs-2962	120	16	scientific	scientific	ADJ
gs-2962	120	17	and	and	CCONJ
gs-2962	120	18	practical	practical	ADJ
gs-2962	120	19	conference	conference	NOUN
gs-2962	120	20	(	(	PUNCT
gs-2962	120	21	oryol	oryol	NOUN
gs-2962	120	22	,	,	PUNCT
gs-2962	120	23	may	may	AUX
gs-2962	120	24	17	17	NUM
gs-2962	120	25	-	-	SYM
gs-2962	120	26	18	18	NUM
gs-2962	120	27	,	,	PUNCT
gs-2962	120	28	2016	2016	NUM
gs-2962	120	29	)	)	PUNCT
gs-2962	120	30	.	.	PUNCT
gs-2962	121	1	oryol	oryol	PROPN
gs-2962	121	2	,	,	PUNCT
gs-2962	121	3	2016	2016	NUM
gs-2962	121	4	.	.	PUNCT
gs-2962	121	5	.	.	PUNCT
gs-2962	122	1	3	3	NUM
gs-2962	122	2	-	-	SYM
gs-2962	122	3	9	9	NUM
gs-2962	122	4	.	.	NOUN
gs-2962	122	5	11	11	NUM
gs-2962	122	6	.	.	X
gs-2962	123	1	petriashvili	petriashvili	NOUN
gs-2962	123	2	,	,	PUNCT
gs-2962	123	3	lily	lily	ADV
gs-2962	123	4	,	,	PUNCT
gs-2962	123	5	and	and	CCONJ
gs-2962	123	6	irina	irina	PROPN
gs-2962	123	7	khomeriki	khomeriki	PROPN
gs-2962	123	8	.	.	PUNCT
gs-2962	124	1	"	"	PUNCT
gs-2962	124	2	the	the	DET
gs-2962	124	3	impact	impact	NOUN
gs-2962	124	4	of	of	ADP
gs-2962	124	5	artificial	artificial	ADJ
gs-2962	124	6	intelligence	intelligence	NOUN
gs-2962	124	7	in	in	ADP
gs-2962	124	8	the	the	DET
gs-2962	124	9	business	business	NOUN
gs-2962	124	10	process	process	NOUN
gs-2962	124	11	in	in	ADP
gs-2962	124	12	the	the	DET
gs-2962	124	13	phase	phase	NOUN
gs-2962	124	14	of	of	ADP
gs-2962	124	15	data	datum	NOUN
gs-2962	124	16	analytics	analytic	NOUN
gs-2962	124	17	georgian	georgian	PROPN
gs-2962	124	18	technical	technical	PROPN
gs-2962	124	19	university	university	PROPN
gs-2962	124	20	.	.	PUNCT
gs-2962	124	21	"	"	PUNCT
gs-2962	125	1	georgian	georgian	ADJ
gs-2962	125	2	scientists	scientist	NOUN
gs-2962	125	3	6	6	NUM
gs-2962	125	4	,	,	PUNCT
gs-2962	125	5	no	no	INTJ
gs-2962	125	6	.	.	NOUN
gs-2962	125	7	1	1	NUM
gs-2962	125	8	(	(	PUNCT
gs-2962	125	9	2024	2024	NUM
gs-2962	125	10	):	):	PUNCT
gs-2962	125	11	38	38	NUM
gs-2962	125	12	-	-	SYM
gs-2962	125	13	44	44	NUM
gs-2962	125	14	.	.	PUNCT
gs-2962	126	1	georgian	georgian	NOUN
gs-2962	126	2	scientists/	scientists/	NUM
gs-2962	126	3	.	.	PUNCT
gs-2962	127	1	6	6	NUM
gs-2962	127	2	n	n	NUM
gs-2962	127	3	3	3	NUM
gs-2962	127	4	,	,	PUNCT
gs-2962	127	5	2024	2024	NUM
gs-2962	127	6	70	70	NUM
gs-2962	127	7	12	12	NUM
gs-2962	127	8	.	.	PUNCT
gs-2962	128	1	tamar	tamar	PROPN
gs-2962	128	2	bitchikashvili	bitchikashvili	PROPN
gs-2962	128	3	,	,	PUNCT
gs-2962	128	4	liliy	liliy	ADJ
gs-2962	128	5	petriashvili	petriashvili	NOUN
gs-2962	128	6	,	,	PUNCT
gs-2962	128	7	and	and	CCONJ
gs-2962	128	8	luka	luka	PROPN
gs-2962	128	9	kavtelishvili	kavtelishvili	PROPN
gs-2962	128	10	jang	jang	PROPN
gs-2962	128	11	.	.	PUNCT
gs-2962	128	12	2023	2023	NUM
gs-2962	128	13	.	.	PUNCT
gs-2962	129	1	“	"	PUNCT
gs-2962	129	2	digitalization	digitalization	NOUN
gs-2962	129	3	of	of	ADP
gs-2962	129	4	management	management	NOUN
gs-2962	129	5	of	of	ADP
gs-2962	129	6	a	a	DET
gs-2962	129	7	higher	high	ADJ
gs-2962	129	8	educational	educational	ADJ
gs-2962	129	9	institution	institution	NOUN
gs-2962	129	10	,	,	PUNCT
gs-2962	129	11	national	national	ADJ
gs-2962	129	12	and	and	CCONJ
gs-2962	129	13	international	international	ADJ
gs-2962	129	14	challenges	challenge	NOUN
gs-2962	129	15	and	and	CCONJ
gs-2962	129	16	ways	way	NOUN
gs-2962	129	17	of	of	ADP
gs-2962	129	18	solution	solution	NOUN
gs-2962	129	19	”	"	PUNCT
gs-2962	129	20	.	.	PUNCT
gs-2962	130	1	world	world	NOUN
gs-2962	130	2	science	science	PROPN
gs-2962	130	3	,	,	PUNCT
gs-2962	130	4	no	no	INTJ
gs-2962	130	5	.	.	NOUN
gs-2962	130	6	3(81	3(81	NUM
gs-2962	130	7	)	)	PUNCT
gs-2962	130	8	(	(	PUNCT
gs-2962	130	9	september	september	PROPN
gs-2962	130	10	)	)	PUNCT
gs-2962	130	11	.	.	PUNCT
gs-2962	131	1	https://doi.org/10.31435/rsglobal_ws/30092023/8032	https://doi.org/10.31435/rsglobal_ws/30092023/8032	NOUN
gs-2962	132	1	13	13	NUM
gs-2962	132	2	.	.	PUNCT
gs-2962	133	1	doborjginidze	doborjginidze	PROPN
gs-2962	133	2	g.	g.	PROPN
gs-2962	133	3	,	,	PUNCT
gs-2962	133	4	petriashvili	petriashvili	PROPN
gs-2962	133	5	l.	l.	PROPN
gs-2962	133	6	(	(	PUNCT
gs-2962	133	7	2020	2020	NUM
gs-2962	133	8	)	)	PUNCT
gs-2962	133	9	“	"	PUNCT
gs-2962	133	10	improving	improve	VERB
gs-2962	133	11	efficiency	efficiency	NOUN
gs-2962	133	12	of	of	ADP
gs-2962	133	13	inventory	inventory	NOUN
gs-2962	133	14	identification	identification	NOUN
gs-2962	133	15	system	system	NOUN
gs-2962	133	16	”	"	PUNCT
gs-2962	133	17	european	european	PROPN
gs-2962	133	18	science	science	PROPN
gs-2962	133	19	review	review	PROPN
gs-2962	133	20	,	,	PUNCT
gs-2962	133	21	issue	issue	NOUN
gs-2962	133	22	1	1	NUM
gs-2962	133	23	-	-	SYM
gs-2962	133	24	2	2	NUM
gs-2962	133	25	.	.	PUNCT
gs-2962	133	26	doi	doi	NOUN
gs-2962	133	27	:	:	PUNCT
gs-2962	133	28	https://doi.org/10.29013/esr-20-1.2-8488	https://doi.org/10.29013/esr-20-1.2-8488	PROPN
gs-2962	133	29	pages	page	NOUN
gs-2962	133	30	:	:	PUNCT
gs-2962	133	31	84	84	NUM
gs-2962	133	32	–	–	SYM
gs-2962	133	33	88	88	NUM
gs-2962	133	34	14	14	NUM
gs-2962	133	35	.	.	PUNCT
gs-2962	134	1	giorgi	giorgi	NOUN
gs-2962	134	2	doborjginidze	doborjginidze	PROPN
gs-2962	134	3	,	,	PUNCT
gs-2962	134	4	lily	lily	ADJ
gs-2962	134	5	petriashvili	petriashvili	NOUN
gs-2962	134	6	,	,	PUNCT
gs-2962	134	7	mariam	mariam	PROPN
gs-2962	134	8	inaishvili	inaishvili	PROPN
gs-2962	134	9	(	(	PUNCT
gs-2962	134	10	2021	2021	NUM
gs-2962	134	11	)	)	PUNCT
gs-2962	134	12	optimization	optimization	NOUN
gs-2962	134	13	of	of	ADP
gs-2962	134	14	inventory	inventory	NOUN
gs-2962	134	15	management	management	NOUN
gs-2962	134	16	in	in	ADP
gs-2962	134	17	the	the	DET
gs-2962	134	18	supply	supply	NOUN
gs-2962	134	19	chain	chain	NOUN
gs-2962	134	20	.	.	PUNCT
gs-2962	135	1	journal	journal	NOUN
gs-2962	135	2	of	of	ADP
gs-2962	135	3	communication	communication	NOUN
gs-2962	135	4	and	and	CCONJ
gs-2962	135	5	computer	computer	NOUN
gs-2962	135	6	,	,	PUNCT
gs-2962	135	7	david	david	PROPN
gs-2962	135	8	publishing	publishing	PROPN
gs-2962	135	9	company	company	NOUN
gs-2962	135	10	16	16	NUM
gs-2962	135	11	(	(	PUNCT
gs-2962	135	12	2021	2021	NUM
gs-2962	135	13	)	)	PUNCT
gs-2962	135	14	1	1	NUM
gs-2962	135	15	-	-	SYM
gs-2962	135	16	5	5	NUM
gs-2962	135	17	doi	doi	NOUN
gs-2962	135	18	:	:	PUNCT
gs-2962	135	19	https://doi.org/10.17265/1548-7709/2021.01.001	https://doi.org/10.17265/1548-7709/2021.01.001	NOUN
gs-2962	135	20	15	15	NUM
gs-2962	135	21	.	.	PUNCT
gs-2962	136	1	giorgi	giorgi	NOUN
gs-2962	136	2	doborjginidze	doborjginidze	PROPN
gs-2962	136	3	,	,	PUNCT
gs-2962	136	4	lily	lily	ADJ
gs-2962	136	5	petriashvili	petriashvili	NOUN
gs-2962	136	6	,	,	PUNCT
gs-2962	136	7	&	&	CCONJ
gs-2962	136	8	mariam	mariam	PROPN
gs-2962	136	9	inaishvili	inaishvili	PROPN
gs-2962	136	10	.	.	PUNCT
gs-2962	137	1	(	(	PUNCT
gs-2962	137	2	2020	2020	NUM
gs-2962	137	3	)	)	PUNCT
gs-2962	137	4	.	.	PUNCT
gs-2962	138	1	improve	improve	VERB
gs-2962	138	2	efficiency	efficiency	NOUN
gs-2962	138	3	and	and	CCONJ
gs-2962	138	4	reliability	reliability	NOUN
gs-2962	138	5	of	of	ADP
gs-2962	138	6	supply	supply	NOUN
gs-2962	138	7	chains	chain	NOUN
gs-2962	138	8	using	use	VERB
gs-2962	138	9	smart	smart	ADJ
gs-2962	138	10	contracts	contract	NOUN
gs-2962	138	11	.	.	PUNCT
gs-2962	139	1	international	international	PROPN
gs-2962	139	2	academy	academy	PROPN
gs-2962	139	3	journal	journal	PROPN
gs-2962	139	4	web	web	NOUN
gs-2962	139	5	of	of	ADP
gs-2962	139	6	scholar	scholar	NOUN
gs-2962	139	7	,	,	PUNCT
gs-2962	139	8	(	(	PUNCT
gs-2962	139	9	8(50	8(50	NUM
gs-2962	139	10	)	)	PUNCT
gs-2962	139	11	,	,	PUNCT
gs-2962	139	12	16	16	NUM
gs-2962	139	13	.	.	PUNCT
gs-2962	139	14	https://doi.org/10.31435/rsglobal_wos/30122020/7261	https://doi.org/10.31435/rsglobal_wos/30122020/7261	X
gs-2962	140	1	16	16	NUM
gs-2962	140	2	.	.	PUNCT
gs-2962	141	1	kiknadze	kiknadze	PROPN
gs-2962	141	2	,	,	PUNCT
gs-2962	141	3	m.	m.	NOUN
gs-2962	141	4	,	,	PUNCT
gs-2962	141	5	zhvania	zhvania	PROPN
gs-2962	141	6	,	,	PUNCT
gs-2962	141	7	t.	t.	PROPN
gs-2962	141	8	,	,	PUNCT
gs-2962	141	9	kapanadze	kapanadze	PROPN
gs-2962	141	10	,	,	PUNCT
gs-2962	141	11	d.	d.	PROPN
gs-2962	141	12	,	,	PUNCT
gs-2962	141	13	&	&	CCONJ
gs-2962	141	14	petriashvili	petriashvili	PROPN
gs-2962	141	15	,	,	PUNCT
gs-2962	141	16	l.	l.	PROPN
gs-2962	141	17	(	(	PUNCT
gs-2962	141	18	2023	2023	NUM
gs-2962	141	19	)	)	PUNCT
gs-2962	141	20	.	.	PUNCT
gs-2962	142	1	innovative	innovative	ADJ
gs-2962	142	2	model	model	NOUN
gs-2962	142	3	design	design	NOUN
gs-2962	142	4	for	for	ADP
gs-2962	142	5	the	the	DET
gs-2962	142	6	management	management	NOUN
gs-2962	142	7	of	of	ADP
gs-2962	142	8	regional	regional	ADJ
gs-2962	142	9	sustainable	sustainable	ADJ
gs-2962	142	10	development	development	NOUN
gs-2962	142	11	.	.	PUNCT
gs-2962	143	1	essays	essay	NOUN
gs-2962	143	2	on	on	ADP
gs-2962	143	3	economics	economics	PROPN
gs-2962	143	4	&	&	CCONJ
gs-2962	143	5	international	international	ADJ
gs-2962	143	6	relations	relation	NOUN
gs-2962	143	7	,	,	PUNCT
gs-2962	143	8	59	59	NUM
gs-2962	143	9	.	.	NOUN
gs-2962	143	10	17	17	NUM
gs-2962	143	11	.	.	PUNCT
gs-2962	144	1	doborjginize	doborjginize	PROPN
gs-2962	144	2	giorgi	giorgi	PROPN
gs-2962	144	3	,	,	PUNCT
gs-2962	144	4	petriashvili	petriashvili	ADJ
gs-2962	144	5	lily	lily	NOUN
gs-2962	144	6	(	(	PUNCT
gs-2962	144	7	december	december	PROPN
gs-2962	144	8	16	16	NUM
gs-2962	144	9	-	-	SYM
gs-2962	144	10	18	18	NUM
gs-2962	144	11	,	,	PUNCT
gs-2962	144	12	2020	2020	NUM
gs-2962	144	13	)	)	PUNCT
gs-2962	144	14	implementing	implement	VERB
gs-2962	144	15	blockchain	blockchain	PROPN
gs-2962	144	16	in	in	ADP
gs-2962	144	17	supply	supply	NOUN
gs-2962	144	18	chain	chain	NOUN
gs-2962	144	19	management	management	NOUN
gs-2962	144	20	in	in	ADP
gs-2962	144	21	tallinn	tallinn	PROPN
gs-2962	144	22	,	,	PUNCT
gs-2962	144	23	estonia	estonia	PROPN
gs-2962	144	24	.	.	PUNCT
gs-2962	145	1	18	18	NUM
gs-2962	145	2	.	.	X
gs-2962	146	1	petriashvili	petriashvili	NOUN
gs-2962	146	2	,	,	PUNCT
gs-2962	146	3	lily	lily	PROPN
gs-2962	146	4	,	,	PUNCT
gs-2962	146	5	tamar	tamar	PROPN
gs-2962	146	6	lominadze	lominadze	PROPN
gs-2962	146	7	,	,	PUNCT
gs-2962	146	8	tamar	tamar	PROPN
gs-2962	146	9	tsereteli	tsereteli	PROPN
gs-2962	146	10	,	,	PUNCT
gs-2962	146	11	taliko	taliko	PROPN
gs-2962	146	12	zhvania	zhvania	PROPN
gs-2962	146	13	,	,	PUNCT
gs-2962	146	14	mzia	mzia	PROPN
gs-2962	146	15	kiknadze	kiknadze	PROPN
gs-2962	146	16	,	,	PUNCT
gs-2962	146	17	and	and	CCONJ
gs-2962	146	18	nona	nona	PROPN
gs-2962	146	19	otkhozoria	otkhozoria	PROPN
gs-2962	146	20	.	.	PUNCT
gs-2962	147	1	"	"	PUNCT
gs-2962	147	2	evaluating	evaluate	VERB
gs-2962	147	3	energy	energy	NOUN
gs-2962	147	4	efficiency	efficiency	NOUN
gs-2962	147	5	of	of	ADP
gs-2962	147	6	identification	identification	NOUN
gs-2962	147	7	systems	system	NOUN
gs-2962	147	8	.	.	PUNCT
gs-2962	147	9	"	"	PUNCT
gs-2962	148	1	19	19	NUM
gs-2962	148	2	.	.	PUNCT
gs-2962	148	3	petriashvili	petriashvili	PROPN
gs-2962	148	4	,	,	PUNCT
gs-2962	148	5	lili	lili	NOUN
gs-2962	148	6	,	,	PUNCT
gs-2962	148	7	taliko	taliko	NOUN
gs-2962	148	8	zhvania	zhvania	PROPN
gs-2962	148	9	,	,	PUNCT
gs-2962	148	10	and	and	CCONJ
gs-2962	148	11	david	david	PROPN
gs-2962	148	12	kapanadze	kapanadze	PROPN
gs-2962	148	13	.	.	PUNCT
gs-2962	149	1	"	"	PUNCT
gs-2962	149	2	process	process	NOUN
gs-2962	149	3	management	management	NOUN
gs-2962	149	4	in	in	ADP
gs-2962	149	5	warehousing	warehousing	NOUN
gs-2962	149	6	logistics	logistic	NOUN
gs-2962	149	7	using	use	VERB
gs-2962	149	8	rfid	rfid	ADJ
gs-2962	149	9	automated	automate	VERB
gs-2962	149	10	system	system	NOUN
gs-2962	149	11	.	.	PUNCT
gs-2962	149	12	"	"	PUNCT
gs-2962	150	1	journal	journal	NOUN
gs-2962	150	2	of	of	ADP
gs-2962	150	3	multidisciplinary	multidisciplinary	ADJ
gs-2962	150	4	engineering	engineering	NOUN
gs-2962	150	5	science	science	NOUN
gs-2962	150	6	studies	study	NOUN
gs-2962	150	7	(	(	PUNCT
gs-2962	150	8	jmess	jmess	NOUN
gs-2962	150	9	)	)	PUNCT
gs-2962	150	10	3	3	NUM
gs-2962	150	11	(	(	PUNCT
gs-2962	150	12	2017	2017	NUM
gs-2962	150	13	)	)	PUNCT
gs-2962	150	14	.	.	PUNCT
gs-2962	151	1	20	20	NUM
gs-2962	151	2	.	.	PUNCT
gs-2962	152	1	gogichaishvili	gogichaishvili	NOUN
gs-2962	152	2	,	,	PUNCT
gs-2962	152	3	g.	g.	PROPN
gs-2962	152	4	,	,	PUNCT
gs-2962	152	5	lily	lily	ADJ
gs-2962	152	6	petriashvili	petriashvili	NOUN
gs-2962	152	7	,	,	PUNCT
gs-2962	152	8	and	and	CCONJ
gs-2962	152	9	m.	m.	NOUN
gs-2962	152	10	inaishvili	inaishvili	NOUN
gs-2962	152	11	.	.	PUNCT
gs-2962	153	1	"	"	PUNCT
gs-2962	153	2	the	the	DET
gs-2962	153	3	algorithm	algorithm	NOUN
gs-2962	153	4	of	of	ADP
gs-2962	153	5	artificial	artificial	ADJ
gs-2962	153	6	intelligence	intelligence	NOUN
gs-2962	153	7	for	for	ADP
gs-2962	153	8	transportation	transportation	NOUN
gs-2962	153	9	of	of	ADP
gs-2962	153	10	perishable	perishable	ADJ
gs-2962	153	11	products	product	NOUN
gs-2962	153	12	t.	t.	NOUN
gs-2962	153	13	"	"	PUNCT
gs-2962	153	14	16	16	NUM
gs-2962	153	15	,	,	PUNCT
gs-2962	153	16	#	#	NOUN
gs-2962	153	17	4	4	NUM
gs-2962	153	18	,	,	PUNCT
gs-2962	153	19	bulletin	bulletin	NOUN
gs-2962	153	20	of	of	ADP
gs-2962	153	21	the	the	DET
gs-2962	153	22	georgian	georgian	PROPN
gs-2962	153	23	national	national	PROPN
gs-2962	153	24	academy	academy	PROPN
gs-2962	153	25	of	of	ADP
gs-2962	153	26	sciences	sciences	PROPN
gs-2962	153	27	16	16	NUM
gs-2962	153	28	,	,	PUNCT
gs-2962	153	29	no	no	INTJ
gs-2962	153	30	.	.	NOUN
gs-2962	153	31	4	4	NUM
gs-2962	153	32	(	(	PUNCT
gs-2962	153	33	2022	2022	NUM
gs-2962	153	34	):	):	PUNCT
gs-2962	153	35	2022	2022	NUM
gs-2962	153	36	.	.	PUNCT