id	sid	tid	token	lemma	pos
cana-1506	1	1	communications	communication	NOUN
cana-1506	1	2	on	on	ADP
cana-1506	1	3	applied	apply	VERB
cana-1506	1	4	nonlinear	nonlinear	ADJ
cana-1506	1	5	analysis	analysis	NOUN
cana-1506	1	6	issn	issn	NOUN
cana-1506	1	7	:	:	PUNCT
cana-1506	1	8	1074	1074	NUM
cana-1506	1	9	-	-	PUNCT
cana-1506	1	10	133x	133x	NUM
cana-1506	1	11	vol	vol	NOUN
cana-1506	1	12	31	31	NUM
cana-1506	1	13	no	no	NOUN
cana-1506	1	14	.	.	PUNCT
cana-1506	2	1	8s	8s	PROPN
cana-1506	2	2	(	(	PUNCT
cana-1506	2	3	2024	2024	NUM
cana-1506	2	4	)	)	PUNCT
cana-1506	2	5	352	352	NUM
cana-1506	2	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	2	7	machine	machine	NOUN
cana-1506	2	8	learning	learning	NOUN
cana-1506	2	9	infused	infuse	VERB
cana-1506	2	10	approach	approach	NOUN
cana-1506	2	11	for	for	ADP
cana-1506	2	12	advancing	advance	VERB
cana-1506	2	13	legal	legal	ADJ
cana-1506	2	14	predictive	predictive	ADJ
cana-1506	2	15	analytics	analytic	NOUN
cana-1506	2	16	aastha	aastha	PROPN
cana-1506	3	1	budhiraja1	budhiraja1	PROPN
cana-1506	3	2	,	,	PUNCT
cana-1506	3	3	dr	dr	PROPN
cana-1506	3	4	.	.	PROPN
cana-1506	3	5	kamlesh	kamlesh	PROPN
cana-1506	3	6	sharma2	sharma2	PROPN
cana-1506	3	7	1research	1research	NUM
cana-1506	3	8	scholar	scholar	NOUN
cana-1506	3	9	,	,	PUNCT
cana-1506	3	10	department	department	NOUN
cana-1506	3	11	of	of	ADP
cana-1506	3	12	computer	computer	NOUN
cana-1506	3	13	science	science	NOUN
cana-1506	3	14	manav	manav	PROPN
cana-1506	3	15	rachna	rachna	VERB
cana-1506	3	16	international	international	PROPN
cana-1506	3	17	institute	institute	PROPN
cana-1506	3	18	of	of	ADP
cana-1506	3	19	research	research	PROPN
cana-1506	3	20	&	&	CCONJ
cana-1506	3	21	studies	studies	PROPN
cana-1506	3	22	,	,	PUNCT
cana-1506	3	23	faridabad	faridabad	PROPN
cana-1506	3	24	,	,	PUNCT
cana-1506	3	25	haryana	haryana	PROPN
cana-1506	3	26	,	,	PUNCT
cana-1506	3	27	india	india	PROPN
cana-1506	3	28	.	.	PUNCT
cana-1506	3	29	aasthakohli0410@gmail.com	aasthakohli0410@gmail.com	PROPN
cana-1506	4	1	2professor	2professor	NUM
cana-1506	4	2	,	,	PUNCT
cana-1506	4	3	department	department	NOUN
cana-1506	4	4	of	of	ADP
cana-1506	4	5	computer	computer	NOUN
cana-1506	4	6	science	science	NOUN
cana-1506	4	7	,	,	PUNCT
cana-1506	4	8	fet	fet	PROPN
cana-1506	4	9	manav	manav	PROPN
cana-1506	4	10	rachna	rachna	VERB
cana-1506	4	11	international	international	PROPN
cana-1506	4	12	institute	institute	PROPN
cana-1506	4	13	of	of	ADP
cana-1506	4	14	research	research	PROPN
cana-1506	4	15	&	&	CCONJ
cana-1506	4	16	studies	studies	PROPN
cana-1506	4	17	,	,	PUNCT
cana-1506	4	18	faridabad	faridabad	PROPN
cana-1506	4	19	,	,	PUNCT
cana-1506	4	20	haryana	haryana	PROPN
cana-1506	4	21	,	,	PUNCT
cana-1506	4	22	india	india	PROPN
cana-1506	4	23	.	.	PUNCT
cana-1506	5	1	kamlesh.fet@mriu.edu.in	kamlesh.fet@mriu.edu.in	PROPN
cana-1506	5	2	article	article	PROPN
cana-1506	5	3	history	history	NOUN
cana-1506	5	4	:	:	PUNCT
cana-1506	5	5	received	receive	VERB
cana-1506	5	6	:	:	PUNCT
cana-1506	5	7	03	03	NUM
cana-1506	5	8	-	-	PUNCT
cana-1506	5	9	05	05	NUM
cana-1506	5	10	-	-	PUNCT
cana-1506	5	11	2024	2024	NUM
cana-1506	5	12	revised	revise	VERB
cana-1506	5	13	:	:	PUNCT
cana-1506	5	14	24	24	NUM
cana-1506	5	15	-	-	PUNCT
cana-1506	5	16	06	06	NUM
cana-1506	5	17	-	-	PUNCT
cana-1506	5	18	2024	2024	NUM
cana-1506	5	19	accepted	accept	VERB
cana-1506	5	20	:	:	PUNCT
cana-1506	5	21	05	05	NUM
cana-1506	5	22	-	-	PUNCT
cana-1506	5	23	07	07	NUM
cana-1506	5	24	-	-	PUNCT
cana-1506	5	25	2024	2024	NUM
cana-1506	5	26	abstract	abstract	NOUN
cana-1506	5	27	:	:	PUNCT
cana-1506	5	28	the	the	DET
cana-1506	5	29	paper	paper	NOUN
cana-1506	5	30	titled	title	VERB
cana-1506	5	31	"	"	PUNCT
cana-1506	5	32	machine	machine	NOUN
cana-1506	5	33	learning	learning	NOUN
cana-1506	5	34	infused	infuse	VERB
cana-1506	5	35	approach	approach	NOUN
cana-1506	5	36	for	for	ADP
cana-1506	5	37	advancing	advance	VERB
cana-1506	5	38	legal	legal	ADJ
cana-1506	5	39	predictive	predictive	ADJ
cana-1506	5	40	analytics	analytic	NOUN
cana-1506	5	41	"	"	PUNCT
cana-1506	5	42	explores	explore	VERB
cana-1506	5	43	the	the	DET
cana-1506	5	44	application	application	NOUN
cana-1506	5	45	of	of	ADP
cana-1506	5	46	machine	machine	NOUN
cana-1506	5	47	learning	learn	VERB
cana-1506	5	48	techniques	technique	NOUN
cana-1506	5	49	in	in	ADP
cana-1506	5	50	predicting	predict	VERB
cana-1506	5	51	legal	legal	ADJ
cana-1506	5	52	case	case	NOUN
cana-1506	5	53	outcomes	outcome	NOUN
cana-1506	5	54	.	.	PUNCT
cana-1506	6	1	the	the	DET
cana-1506	6	2	authors	author	NOUN
cana-1506	6	3	developed	develop	VERB
cana-1506	6	4	a	a	DET
cana-1506	6	5	framework	framework	NOUN
cana-1506	6	6	that	that	PRON
cana-1506	6	7	integrates	integrate	VERB
cana-1506	6	8	ontological	ontological	ADJ
cana-1506	6	9	analysis	analysis	NOUN
cana-1506	6	10	,	,	PUNCT
cana-1506	6	11	semantic	semantic	ADJ
cana-1506	6	12	networks	network	NOUN
cana-1506	6	13	,	,	PUNCT
cana-1506	6	14	and	and	CCONJ
cana-1506	6	15	ensemble	ensemble	ADJ
cana-1506	6	16	learning	learning	NOUN
cana-1506	6	17	methods	method	NOUN
cana-1506	6	18	to	to	PART
cana-1506	6	19	enhance	enhance	VERB
cana-1506	6	20	the	the	DET
cana-1506	6	21	accuracy	accuracy	NOUN
cana-1506	6	22	of	of	ADP
cana-1506	6	23	legal	legal	ADJ
cana-1506	6	24	outcome	outcome	NOUN
cana-1506	6	25	predictions	prediction	NOUN
cana-1506	6	26	.	.	PUNCT
cana-1506	7	1	by	by	ADP
cana-1506	7	2	incorporating	incorporate	VERB
cana-1506	7	3	features	feature	NOUN
cana-1506	7	4	such	such	ADJ
cana-1506	7	5	as	as	ADP
cana-1506	7	6	semantic	semantic	ADJ
cana-1506	7	7	similarity	similarity	NOUN
cana-1506	7	8	,	,	PUNCT
cana-1506	7	9	the	the	DET
cana-1506	7	10	framework	framework	NOUN
cana-1506	7	11	demonstrates	demonstrate	VERB
cana-1506	7	12	significant	significant	ADJ
cana-1506	7	13	potential	potential	NOUN
cana-1506	7	14	in	in	ADP
cana-1506	7	15	assisting	assist	VERB
cana-1506	7	16	legal	legal	ADJ
cana-1506	7	17	practitioners	practitioner	NOUN
cana-1506	7	18	with	with	ADP
cana-1506	7	19	decision	decision	NOUN
cana-1506	7	20	-	-	PUNCT
cana-1506	7	21	making	make	VERB
cana-1506	7	22	processes	process	NOUN
cana-1506	7	23	.	.	PUNCT
cana-1506	8	1	introduction	introduction	NOUN
cana-1506	8	2	:	:	PUNCT
cana-1506	8	3	this	this	DET
cana-1506	8	4	paper	paper	NOUN
cana-1506	8	5	addresses	address	VERB
cana-1506	8	6	the	the	DET
cana-1506	8	7	challenges	challenge	NOUN
cana-1506	8	8	in	in	ADP
cana-1506	8	9	predicting	predict	VERB
cana-1506	8	10	legal	legal	ADJ
cana-1506	8	11	case	case	NOUN
cana-1506	8	12	outcomes	outcome	NOUN
cana-1506	8	13	,	,	PUNCT
cana-1506	8	14	leveraging	leverage	VERB
cana-1506	8	15	machine	machine	NOUN
cana-1506	8	16	learning	learn	VERB
cana-1506	8	17	to	to	PART
cana-1506	8	18	navigate	navigate	VERB
cana-1506	8	19	the	the	DET
cana-1506	8	20	complexities	complexity	NOUN
cana-1506	8	21	of	of	ADP
cana-1506	8	22	legal	legal	ADJ
cana-1506	8	23	documents	document	NOUN
cana-1506	8	24	.	.	PUNCT
cana-1506	9	1	it	it	PRON
cana-1506	9	2	focuses	focus	VERB
cana-1506	9	3	on	on	ADP
cana-1506	9	4	how	how	SCONJ
cana-1506	9	5	ai	ai	NOUN
cana-1506	9	6	can	can	AUX
cana-1506	9	7	help	help	VERB
cana-1506	9	8	lawyers	lawyer	NOUN
cana-1506	9	9	manage	manage	VERB
cana-1506	9	10	large	large	ADJ
cana-1506	9	11	datasets	dataset	NOUN
cana-1506	9	12	,	,	PUNCT
cana-1506	9	13	reducing	reduce	VERB
cana-1506	9	14	time	time	NOUN
cana-1506	9	15	and	and	CCONJ
cana-1506	9	16	costs	cost	NOUN
cana-1506	9	17	.	.	PUNCT
cana-1506	10	1	the	the	DET
cana-1506	10	2	study	study	NOUN
cana-1506	10	3	highlights	highlight	VERB
cana-1506	10	4	the	the	DET
cana-1506	10	5	need	need	NOUN
cana-1506	10	6	for	for	ADP
cana-1506	10	7	sophisticated	sophisticated	ADJ
cana-1506	10	8	algorithms	algorithm	NOUN
cana-1506	10	9	to	to	PART
cana-1506	10	10	interpret	interpret	VERB
cana-1506	10	11	legal	legal	ADJ
cana-1506	10	12	principles	principle	NOUN
cana-1506	10	13	and	and	CCONJ
cana-1506	10	14	past	past	ADJ
cana-1506	10	15	case	case	NOUN
cana-1506	10	16	decisions	decision	NOUN
cana-1506	10	17	.	.	PUNCT
cana-1506	11	1	objectives	objective	NOUN
cana-1506	11	2	:	:	PUNCT
cana-1506	11	3	the	the	DET
cana-1506	11	4	primary	primary	ADJ
cana-1506	11	5	goal	goal	NOUN
cana-1506	11	6	is	be	AUX
cana-1506	11	7	to	to	PART
cana-1506	11	8	use	use	VERB
cana-1506	11	9	machine	machine	NOUN
cana-1506	11	10	learning	learn	VERB
cana-1506	11	11	techniques	technique	NOUN
cana-1506	11	12	to	to	PART
cana-1506	11	13	predict	predict	VERB
cana-1506	11	14	legal	legal	ADJ
cana-1506	11	15	case	case	NOUN
cana-1506	11	16	outcomes	outcome	NOUN
cana-1506	11	17	by	by	ADP
cana-1506	11	18	analyzing	analyze	VERB
cana-1506	11	19	various	various	ADJ
cana-1506	11	20	factors	factor	NOUN
cana-1506	11	21	,	,	PUNCT
cana-1506	11	22	including	include	VERB
cana-1506	11	23	factual	factual	ADJ
cana-1506	11	24	conditions	condition	NOUN
cana-1506	11	25	,	,	PUNCT
cana-1506	11	26	jurisdictional	jurisdictional	ADJ
cana-1506	11	27	concerns	concern	NOUN
cana-1506	11	28	,	,	PUNCT
cana-1506	11	29	and	and	CCONJ
cana-1506	11	30	legal	legal	ADJ
cana-1506	11	31	issues	issue	NOUN
cana-1506	11	32	.	.	PUNCT
cana-1506	12	1	the	the	DET
cana-1506	12	2	study	study	NOUN
cana-1506	12	3	aims	aim	VERB
cana-1506	12	4	to	to	PART
cana-1506	12	5	provide	provide	VERB
cana-1506	12	6	practical	practical	ADJ
cana-1506	12	7	insights	insight	NOUN
cana-1506	12	8	for	for	ADP
cana-1506	12	9	legal	legal	ADJ
cana-1506	12	10	professionals	professional	NOUN
cana-1506	12	11	and	and	CCONJ
cana-1506	12	12	decision	decision	NOUN
cana-1506	12	13	-	-	PUNCT
cana-1506	12	14	makers	maker	NOUN
cana-1506	12	15	.	.	PUNCT
cana-1506	13	1	methods	method	NOUN
cana-1506	13	2	:	:	PUNCT
cana-1506	13	3	the	the	DET
cana-1506	13	4	methodology	methodology	NOUN
cana-1506	13	5	involves	involve	VERB
cana-1506	13	6	creating	create	VERB
cana-1506	13	7	a	a	DET
cana-1506	13	8	semantic	semantic	ADJ
cana-1506	13	9	network	network	NOUN
cana-1506	13	10	from	from	ADP
cana-1506	13	11	legal	legal	ADJ
cana-1506	13	12	documents	document	NOUN
cana-1506	13	13	and	and	CCONJ
cana-1506	13	14	ontological	ontological	ADJ
cana-1506	13	15	integration	integration	NOUN
cana-1506	13	16	.	.	PUNCT
cana-1506	14	1	this	this	PRON
cana-1506	14	2	includes	include	VERB
cana-1506	14	3	extracting	extract	VERB
cana-1506	14	4	key	key	ADJ
cana-1506	14	5	features	feature	NOUN
cana-1506	14	6	,	,	PUNCT
cana-1506	14	7	constructing	construct	VERB
cana-1506	14	8	feature	feature	NOUN
cana-1506	14	9	vectors	vector	NOUN
cana-1506	14	10	,	,	PUNCT
cana-1506	14	11	and	and	CCONJ
cana-1506	14	12	applying	apply	VERB
cana-1506	14	13	ensemble	ensemble	ADJ
cana-1506	14	14	learning	learning	NOUN
cana-1506	14	15	techniques	technique	NOUN
cana-1506	14	16	,	,	PUNCT
cana-1506	14	17	specifically	specifically	ADV
cana-1506	14	18	support	support	VERB
cana-1506	14	19	vector	vector	NOUN
cana-1506	14	20	machines	machine	NOUN
cana-1506	14	21	(	(	PUNCT
cana-1506	14	22	svm	svm	PROPN
cana-1506	14	23	)	)	PUNCT
cana-1506	14	24	,	,	PUNCT
cana-1506	14	25	random	random	ADJ
cana-1506	14	26	forest	forest	NOUN
cana-1506	14	27	,	,	PUNCT
cana-1506	14	28	and	and	CCONJ
cana-1506	14	29	neural	neural	ADJ
cana-1506	14	30	networks	network	NOUN
cana-1506	14	31	(	(	PUNCT
cana-1506	14	32	cnn	cnn	PROPN
cana-1506	14	33	)	)	PUNCT
cana-1506	14	34	.	.	PUNCT
cana-1506	15	1	semantic	semantic	ADJ
cana-1506	15	2	similarity	similarity	NOUN
cana-1506	15	3	measures	measure	NOUN
cana-1506	15	4	like	like	ADP
cana-1506	15	5	cosine	cosine	NOUN
cana-1506	15	6	similarity	similarity	NOUN
cana-1506	15	7	are	be	AUX
cana-1506	15	8	used	use	VERB
cana-1506	15	9	for	for	ADP
cana-1506	15	10	matching	match	VERB
cana-1506	15	11	legal	legal	ADJ
cana-1506	15	12	cases	case	NOUN
cana-1506	15	13	.	.	PUNCT
cana-1506	16	1	results	result	NOUN
cana-1506	16	2	:	:	PUNCT
cana-1506	16	3	the	the	DET
cana-1506	16	4	proposed	propose	VERB
cana-1506	16	5	model	model	NOUN
cana-1506	16	6	outperforms	outperform	VERB
cana-1506	16	7	traditional	traditional	ADJ
cana-1506	16	8	approaches	approach	NOUN
cana-1506	16	9	,	,	PUNCT
cana-1506	16	10	achieving	achieve	VERB
cana-1506	16	11	a	a	DET
cana-1506	16	12	precision	precision	NOUN
cana-1506	16	13	rate	rate	NOUN
cana-1506	16	14	of	of	ADP
cana-1506	16	15	91.17	91.17	NUM
cana-1506	16	16	%	%	NOUN
cana-1506	16	17	,	,	PUNCT
cana-1506	16	18	recall	recall	NOUN
cana-1506	16	19	of	of	ADP
cana-1506	16	20	90.32	90.32	NUM
cana-1506	16	21	%	%	NOUN
cana-1506	16	22	,	,	PUNCT
cana-1506	16	23	and	and	CCONJ
cana-1506	16	24	an	an	DET
cana-1506	16	25	accuracy	accuracy	NOUN
cana-1506	16	26	of	of	ADP
cana-1506	16	27	89.7	89.7	NUM
cana-1506	16	28	%	%	NOUN
cana-1506	16	29	.	.	PUNCT
cana-1506	17	1	the	the	DET
cana-1506	17	2	study	study	NOUN
cana-1506	17	3	demonstrates	demonstrate	VERB
cana-1506	17	4	that	that	SCONJ
cana-1506	17	5	the	the	DET
cana-1506	17	6	ensemble	ensemble	ADJ
cana-1506	17	7	learning	learning	NOUN
cana-1506	17	8	model	model	NOUN
cana-1506	17	9	provides	provide	VERB
cana-1506	17	10	more	more	ADV
cana-1506	17	11	reliable	reliable	ADJ
cana-1506	17	12	and	and	CCONJ
cana-1506	17	13	accurate	accurate	ADJ
cana-1506	17	14	predictions	prediction	NOUN
cana-1506	17	15	compared	compare	VERB
cana-1506	17	16	to	to	ADP
cana-1506	17	17	individual	individual	ADJ
cana-1506	17	18	models	model	NOUN
cana-1506	17	19	.	.	PUNCT
cana-1506	18	1	conclusions	conclusion	NOUN
cana-1506	18	2	:	:	PUNCT
cana-1506	18	3	this	this	DET
cana-1506	18	4	paper	paper	NOUN
cana-1506	18	5	offers	offer	VERB
cana-1506	18	6	a	a	DET
cana-1506	18	7	robust	robust	ADJ
cana-1506	18	8	framework	framework	NOUN
cana-1506	18	9	for	for	ADP
cana-1506	18	10	predicting	predict	VERB
cana-1506	18	11	court	court	NOUN
cana-1506	18	12	case	case	NOUN
cana-1506	18	13	outcomes	outcome	NOUN
cana-1506	18	14	using	use	VERB
cana-1506	18	15	machine	machine	NOUN
cana-1506	18	16	learning	learning	NOUN
cana-1506	18	17	,	,	PUNCT
cana-1506	18	18	significantly	significantly	ADV
cana-1506	18	19	contributing	contribute	VERB
cana-1506	18	20	to	to	ADP
cana-1506	18	21	the	the	DET
cana-1506	18	22	field	field	NOUN
cana-1506	18	23	of	of	ADP
cana-1506	18	24	legal	legal	ADJ
cana-1506	18	25	analytics	analytic	NOUN
cana-1506	18	26	.	.	PUNCT
cana-1506	19	1	the	the	DET
cana-1506	19	2	results	result	NOUN
cana-1506	19	3	highlight	highlight	VERB
cana-1506	19	4	the	the	DET
cana-1506	19	5	potential	potential	NOUN
cana-1506	19	6	for	for	SCONJ
cana-1506	19	7	ai	ai	NOUN
cana-1506	19	8	to	to	PART
cana-1506	19	9	transform	transform	VERB
cana-1506	19	10	legal	legal	ADJ
cana-1506	19	11	decision	decision	NOUN
cana-1506	19	12	-	-	PUNCT
cana-1506	19	13	making	making	NOUN
cana-1506	19	14	,	,	PUNCT
cana-1506	19	15	providing	provide	VERB
cana-1506	19	16	faster	fast	ADV
cana-1506	19	17	,	,	PUNCT
cana-1506	19	18	more	more	ADV
cana-1506	19	19	accurate	accurate	ADJ
cana-1506	19	20	predictions	prediction	NOUN
cana-1506	19	21	that	that	PRON
cana-1506	19	22	can	can	AUX
cana-1506	19	23	aid	aid	VERB
cana-1506	19	24	legal	legal	ADJ
cana-1506	19	25	practitioners	practitioner	NOUN
cana-1506	19	26	and	and	CCONJ
cana-1506	19	27	improve	improve	VERB
cana-1506	19	28	access	access	NOUN
cana-1506	19	29	to	to	ADP
cana-1506	19	30	justice	justice	NOUN
cana-1506	19	31	.	.	PUNCT
cana-1506	20	1	keywords	keyword	NOUN
cana-1506	20	2	:	:	PUNCT
cana-1506	20	3	machine	machine	NOUN
cana-1506	20	4	learning	learning	NOUN
cana-1506	20	5	,	,	PUNCT
cana-1506	20	6	legal	legal	ADJ
cana-1506	20	7	predictive	predictive	ADJ
cana-1506	20	8	analytics	analytic	NOUN
cana-1506	20	9	,	,	PUNCT
cana-1506	20	10	ontology	ontology	NOUN
cana-1506	20	11	,	,	PUNCT
cana-1506	20	12	semantic	semantic	ADJ
cana-1506	20	13	networks	network	NOUN
cana-1506	20	14	,	,	PUNCT
cana-1506	20	15	ensemble	ensemble	ADJ
cana-1506	20	16	learning	learning	NOUN
cana-1506	20	17	.	.	PUNCT
cana-1506	21	1	communications	communication	NOUN
cana-1506	21	2	on	on	ADP
cana-1506	21	3	applied	apply	VERB
cana-1506	21	4	nonlinear	nonlinear	ADJ
cana-1506	21	5	analysis	analysis	NOUN
cana-1506	21	6	issn	issn	NOUN
cana-1506	21	7	:	:	PUNCT
cana-1506	21	8	1074	1074	NUM
cana-1506	21	9	-	-	PUNCT
cana-1506	21	10	133x	133x	NUM
cana-1506	21	11	vol	vol	NOUN
cana-1506	21	12	31	31	NUM
cana-1506	21	13	no	no	NOUN
cana-1506	21	14	.	.	PUNCT
cana-1506	22	1	8s	8s	PROPN
cana-1506	22	2	(	(	PUNCT
cana-1506	22	3	2024	2024	NUM
cana-1506	22	4	)	)	PUNCT
cana-1506	22	5	353	353	NUM
cana-1506	22	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	22	7	1	1	X
cana-1506	22	8	.	.	PUNCT
cana-1506	22	9	introduction	introduction	NOUN
cana-1506	22	10	in	in	ADP
cana-1506	22	11	the	the	DET
cana-1506	22	12	last	last	ADJ
cana-1506	22	13	ten	ten	NUM
cana-1506	22	14	years	year	NOUN
cana-1506	22	15	,	,	PUNCT
cana-1506	22	16	the	the	DET
cana-1506	22	17	district	district	NOUN
cana-1506	22	18	and	and	CCONJ
cana-1506	22	19	the	the	DET
cana-1506	22	20	state	state	NOUN
cana-1506	22	21	courts	court	NOUN
cana-1506	22	22	began	begin	VERB
cana-1506	22	23	the	the	DET
cana-1506	22	24	process	process	NOUN
cana-1506	22	25	of	of	ADP
cana-1506	22	26	digitization	digitization	NOUN
cana-1506	22	27	in	in	ADP
cana-1506	22	28	india	india	PROPN
cana-1506	22	29	.	.	PUNCT
cana-1506	23	1	these	these	PRON
cana-1506	23	2	include	include	VERB
cana-1506	23	3	the	the	DET
cana-1506	23	4	following	follow	VERB
cana-1506	23	5	technological	technological	ADJ
cana-1506	23	6	and	and	CCONJ
cana-1506	23	7	computer	computer	NOUN
cana-1506	23	8	power	power	NOUN
cana-1506	23	9	breakthroughs	breakthrough	NOUN
cana-1506	23	10	in	in	ADP
cana-1506	23	11	this	this	DET
cana-1506	23	12	discipline	discipline	NOUN
cana-1506	23	13	.	.	PUNCT
cana-1506	24	1	at	at	ADP
cana-1506	24	2	the	the	DET
cana-1506	24	3	same	same	ADJ
cana-1506	24	4	time	time	NOUN
cana-1506	24	5	,	,	PUNCT
cana-1506	24	6	every	every	DET
cana-1506	24	7	day	day	NOUN
cana-1506	24	8	,	,	PUNCT
cana-1506	24	9	technology	technology	NOUN
cana-1506	24	10	that	that	PRON
cana-1506	24	11	is	be	AUX
cana-1506	24	12	ai	ai	AUX
cana-1506	24	13	based	base	VERB
cana-1506	24	14	becomes	become	VERB
cana-1506	24	15	more	more	ADV
cana-1506	24	16	intelligent	intelligent	ADJ
cana-1506	24	17	,	,	PUNCT
cana-1506	24	18	efficient	efficient	ADJ
cana-1506	24	19	with	with	ADP
cana-1506	24	20	easy	easy	ADJ
cana-1506	24	21	use	use	NOUN
cana-1506	24	22	.	.	PUNCT
cana-1506	25	1	when	when	SCONJ
cana-1506	25	2	performing	perform	VERB
cana-1506	25	3	a	a	DET
cana-1506	25	4	search	search	NOUN
cana-1506	25	5	of	of	ADP
cana-1506	25	6	millions	million	NOUN
cana-1506	25	7	of	of	ADP
cana-1506	25	8	resolved	resolve	VERB
cana-1506	25	9	cases	case	NOUN
cana-1506	25	10	,	,	PUNCT
cana-1506	25	11	the	the	DET
cana-1506	25	12	proposed	propose	VERB
cana-1506	25	13	work	work	NOUN
cana-1506	25	14	explains	explain	VERB
cana-1506	25	15	where	where	SCONJ
cana-1506	25	16	the	the	DET
cana-1506	25	17	application	application	NOUN
cana-1506	25	18	of	of	ADP
cana-1506	25	19	the	the	DET
cana-1506	25	20	ai	ai	NOUN
cana-1506	25	21	technology	technology	NOUN
cana-1506	25	22	can	can	AUX
cana-1506	25	23	communicate	communicate	VERB
cana-1506	25	24	with	with	ADP
cana-1506	25	25	the	the	DET
cana-1506	25	26	user	user	NOUN
cana-1506	25	27	,	,	PUNCT
cana-1506	25	28	comprehend	comprehend	VERB
cana-1506	25	29	the	the	DET
cana-1506	25	30	issue	issue	NOUN
cana-1506	25	31	,	,	PUNCT
cana-1506	25	32	and	and	CCONJ
cana-1506	25	33	offer	offer	VERB
cana-1506	25	34	assistance	assistance	NOUN
cana-1506	25	35	.	.	PUNCT
cana-1506	26	1	as	as	SCONJ
cana-1506	26	2	we	we	PRON
cana-1506	26	3	know	know	VERB
cana-1506	26	4	artificial	artificial	ADJ
cana-1506	26	5	intelligence	intelligence	NOUN
cana-1506	26	6	(	(	PUNCT
cana-1506	26	7	ai	ai	NOUN
cana-1506	26	8	)	)	PUNCT
cana-1506	26	9	has	have	AUX
cana-1506	26	10	become	become	VERB
cana-1506	26	11	a	a	DET
cana-1506	26	12	focus	focus	NOUN
cana-1506	26	13	in	in	ADP
cana-1506	26	14	the	the	DET
cana-1506	26	15	legal	legal	ADJ
cana-1506	26	16	industry	industry	NOUN
cana-1506	26	17	as	as	ADP
cana-1506	26	18	an	an	DET
cana-1506	26	19	attempt	attempt	NOUN
cana-1506	26	20	to	to	PART
cana-1506	26	21	reduce	reduce	VERB
cana-1506	26	22	expenses	expense	NOUN
cana-1506	26	23	,	,	PUNCT
cana-1506	26	24	enhance	enhance	VERB
cana-1506	26	25	the	the	DET
cana-1506	26	26	access	access	NOUN
cana-1506	26	27	to	to	ADP
cana-1506	26	28	justice	justice	NOUN
cana-1506	26	29	,	,	PUNCT
cana-1506	26	30	expedite	expedite	VERB
cana-1506	26	31	the	the	DET
cana-1506	26	32	requirement	requirement	NOUN
cana-1506	26	33	of	of	ADP
cana-1506	26	34	reviewing	review	VERB
cana-1506	26	35	documents	document	NOUN
cana-1506	26	36	,	,	PUNCT
cana-1506	26	37	and	and	CCONJ
cana-1506	26	38	ultimately	ultimately	ADV
cana-1506	26	39	eliminate	eliminate	VERB
cana-1506	26	40	all	all	DET
cana-1506	26	41	human	human	ADJ
cana-1506	26	42	employment	employment	NOUN
cana-1506	26	43	opportunities	opportunity	NOUN
cana-1506	26	44	for	for	ADP
cana-1506	26	45	robotic	robotic	ADJ
cana-1506	26	46	personnel	personnel	NOUN
cana-1506	26	47	.	.	PUNCT
cana-1506	27	1	the	the	DET
cana-1506	27	2	goal	goal	NOUN
cana-1506	27	3	of	of	ADP
cana-1506	27	4	this	this	DET
cana-1506	27	5	project	project	NOUN
cana-1506	27	6	is	be	AUX
cana-1506	27	7	to	to	PART
cana-1506	27	8	apply	apply	VERB
cana-1506	27	9	artificial	artificial	ADJ
cana-1506	27	10	intelligence	intelligence	NOUN
cana-1506	27	11	(	(	PUNCT
cana-1506	27	12	ai	ai	NOUN
cana-1506	27	13	)	)	PUNCT
cana-1506	27	14	to	to	PART
cana-1506	27	15	law	law	VERB
cana-1506	27	16	related	relate	VERB
cana-1506	27	17	issues	issue	NOUN
cana-1506	27	18	in	in	ADP
cana-1506	27	19	an	an	DET
cana-1506	27	20	effort	effort	NOUN
cana-1506	27	21	to	to	PART
cana-1506	27	22	align	align	VERB
cana-1506	27	23	with	with	ADP
cana-1506	27	24	current	current	ADJ
cana-1506	27	25	activities	activity	NOUN
cana-1506	27	26	.	.	PUNCT
cana-1506	28	1	lawyers	lawyer	NOUN
cana-1506	28	2	participating	participate	VERB
cana-1506	28	3	in	in	ADP
cana-1506	28	4	today	today	NOUN
cana-1506	28	5	’s	’s	PART
cana-1506	28	6	litigation	litigation	NOUN
cana-1506	28	7	usually	usually	ADV
cana-1506	28	8	are	be	AUX
cana-1506	28	9	required	require	VERB
cana-1506	28	10	to	to	PART
cana-1506	28	11	go	go	VERB
cana-1506	28	12	through	through	ADV
cana-1506	28	13	and	and	CCONJ
cana-1506	28	14	produce	produce	VERB
cana-1506	28	15	a	a	DET
cana-1506	28	16	large	large	ADJ
cana-1506	28	17	number	number	NOUN
cana-1506	28	18	of	of	ADP
cana-1506	28	19	papers	paper	NOUN
cana-1506	28	20	during	during	ADP
cana-1506	28	21	a	a	DET
cana-1506	28	22	lawsuit	lawsuit	NOUN
cana-1506	28	23	.	.	PUNCT
cana-1506	29	1	as	as	ADP
cana-1506	29	2	for	for	ADP
cana-1506	29	3	large	large	ADJ
cana-1506	29	4	scale	scale	NOUN
cana-1506	29	5	litigation	litigation	NOUN
cana-1506	29	6	,	,	PUNCT
cana-1506	29	7	a	a	DET
cana-1506	29	8	legal	legal	ADJ
cana-1506	29	9	team	team	NOUN
cana-1506	29	10	may	may	AUX
cana-1506	29	11	be	be	AUX
cana-1506	29	12	expected	expect	VERB
cana-1506	29	13	to	to	PART
cana-1506	29	14	produce	produce	VERB
cana-1506	29	15	millions	million	NOUN
cana-1506	29	16	of	of	ADP
cana-1506	29	17	documents	document	NOUN
cana-1506	29	18	to	to	ADP
cana-1506	29	19	other	other	ADJ
cana-1506	29	20	regulators	regulator	NOUN
cana-1506	29	21	or	or	CCONJ
cana-1506	29	22	the	the	DET
cana-1506	29	23	opposing	oppose	VERB
cana-1506	29	24	parties	party	NOUN
cana-1506	29	25	.	.	PUNCT
cana-1506	30	1	the	the	DET
cana-1506	30	2	same	same	ADJ
cana-1506	30	3	teams	team	NOUN
cana-1506	30	4	often	often	ADV
cana-1506	30	5	spend	spend	VERB
cana-1506	30	6	hours	hour	NOUN
cana-1506	30	7	and	and	CCONJ
cana-1506	30	8	sometimes	sometimes	ADV
cana-1506	30	9	days	day	NOUN
cana-1506	30	10	,	,	PUNCT
cana-1506	30	11	sifting	sift	VERB
cana-1506	30	12	through	through	ADP
cana-1506	30	13	voluminous	voluminous	ADJ
cana-1506	30	14	piles	pile	NOUN
cana-1506	30	15	of	of	ADP
cana-1506	30	16	documents	document	NOUN
cana-1506	30	17	in	in	ADP
cana-1506	30	18	quest	quest	NOUN
cana-1506	30	19	of	of	ADP
cana-1506	30	20	substantiation	substantiation	NOUN
cana-1506	30	21	in	in	ADP
cana-1506	30	22	support	support	NOUN
cana-1506	30	23	of	of	ADP
cana-1506	30	24	their	their	PRON
cana-1506	30	25	claims	claim	NOUN
cana-1506	30	26	.	.	PUNCT
cana-1506	31	1	it	it	PRON
cana-1506	31	2	cost	cost	VERB
cana-1506	31	3	a	a	DET
cana-1506	31	4	lot	lot	NOUN
cana-1506	31	5	of	of	ADP
cana-1506	31	6	resources	resource	NOUN
cana-1506	31	7	and	and	CCONJ
cana-1506	31	8	time	time	NOUN
cana-1506	31	9	to	to	PART
cana-1506	31	10	physically	physically	ADV
cana-1506	31	11	go	go	VERB
cana-1506	31	12	through	through	ADP
cana-1506	31	13	papers	paper	NOUN
cana-1506	31	14	when	when	SCONJ
cana-1506	31	15	more	more	ADJ
cana-1506	31	16	and	and	CCONJ
cana-1506	31	17	more	more	ADJ
cana-1506	31	18	data	datum	NOUN
cana-1506	31	19	is	be	AUX
cana-1506	31	20	stored	store	VERB
cana-1506	31	21	electronically	electronically	ADV
cana-1506	31	22	.	.	PUNCT
cana-1506	32	1	even	even	ADV
cana-1506	32	2	so	so	ADV
cana-1506	32	3	,	,	PUNCT
cana-1506	32	4	this	this	DET
cana-1506	32	5	process	process	NOUN
cana-1506	32	6	must	must	AUX
cana-1506	32	7	be	be	AUX
cana-1506	32	8	financially	financially	ADV
cana-1506	32	9	backed	back	VERB
cana-1506	32	10	thanks	thank	NOUN
cana-1506	32	11	to	to	ADP
cana-1506	32	12	a	a	DET
cana-1506	32	13	big	big	ADJ
cana-1506	32	14	figure	figure	NOUN
cana-1506	32	15	of	of	ADP
cana-1506	32	16	fund	fund	NOUN
cana-1506	32	17	.	.	PUNCT
cana-1506	33	1	companies	company	NOUN
cana-1506	33	2	,	,	PUNCT
cana-1506	33	3	corporate	corporate	ADJ
cana-1506	33	4	entities	entity	NOUN
cana-1506	33	5	,	,	PUNCT
cana-1506	33	6	companies	company	NOUN
cana-1506	33	7	and	and	CCONJ
cana-1506	33	8	individuals	individual	NOUN
cana-1506	33	9	expend	expend	VERB
cana-1506	33	10	over	over	ADP
cana-1506	33	11	millions	million	NOUN
cana-1506	33	12	of	of	ADP
cana-1506	33	13	us	we	PRON
cana-1506	33	14	dollars	dollar	NOUN
cana-1506	33	15	to	to	PART
cana-1506	33	16	generate	generate	VERB
cana-1506	33	17	relevant	relevant	ADJ
cana-1506	33	18	electronically	electronically	ADV
cana-1506	33	19	stored	store	VERB
cana-1506	33	20	information	information	NOUN
cana-1506	33	21	for	for	ADP
cana-1506	33	22	civil	civil	ADJ
cana-1506	33	23	and	and	CCONJ
cana-1506	33	24	criminal	criminal	ADJ
cana-1506	33	25	cases	case	NOUN
cana-1506	33	26	.	.	PUNCT
cana-1506	34	1	lawyers	lawyer	NOUN
cana-1506	34	2	spend	spend	VERB
cana-1506	34	3	manifold	manifold	ADJ
cana-1506	34	4	hours	hour	NOUN
cana-1506	34	5	in	in	ADP
cana-1506	34	6	responding	respond	VERB
cana-1506	34	7	to	to	ADP
cana-1506	34	8	discovery	discovery	NOUN
cana-1506	34	9	requests	request	NOUN
cana-1506	34	10	through	through	ADP
cana-1506	34	11	analysis	analysis	NOUN
cana-1506	34	12	of	of	ADP
cana-1506	34	13	documents	document	NOUN
cana-1506	34	14	;	;	PUNCT
cana-1506	34	15	these	these	DET
cana-1506	34	16	expenses	expense	NOUN
cana-1506	34	17	are	be	AUX
cana-1506	34	18	finally	finally	ADV
cana-1506	34	19	put	put	VERB
cana-1506	34	20	on	on	ADP
cana-1506	34	21	the	the	DET
cana-1506	34	22	client	client	NOUN
cana-1506	34	23	.	.	PUNCT
cana-1506	35	1	in	in	ADP
cana-1506	35	2	the	the	DET
cana-1506	35	3	big	big	ADJ
cana-1506	35	4	picture	picture	NOUN
cana-1506	35	5	of	of	ADP
cana-1506	35	6	real	real	ADJ
cana-1506	35	7	-	-	PUNCT
cana-1506	35	8	world	world	NOUN
cana-1506	35	9	litigation	litigation	NOUN
cana-1506	35	10	,	,	PUNCT
cana-1506	35	11	deliveries	delivery	NOUN
cana-1506	35	12	are	be	AUX
cana-1506	35	13	a	a	DET
cana-1506	35	14	number	number	NOUN
cana-1506	35	15	of	of	ADP
cana-1506	35	16	tasks	task	NOUN
cana-1506	35	17	that	that	PRON
cana-1506	35	18	have	have	VERB
cana-1506	35	19	to	to	PART
cana-1506	35	20	be	be	AUX
cana-1506	35	21	undertaken	undertake	VERB
cana-1506	35	22	and	and	CCONJ
cana-1506	35	23	considered	consider	VERB
cana-1506	35	24	together	together	ADV
cana-1506	35	25	to	to	PART
cana-1506	35	26	arrive	arrive	VERB
cana-1506	35	27	at	at	ADP
cana-1506	35	28	a	a	DET
cana-1506	35	29	verdict	verdict	NOUN
cana-1506	35	30	.	.	PUNCT
cana-1506	36	1	this	this	DET
cana-1506	36	2	work	work	NOUN
cana-1506	36	3	therefore	therefore	ADV
cana-1506	36	4	provides	provide	VERB
cana-1506	36	5	a	a	DET
cana-1506	36	6	review	review	NOUN
cana-1506	36	7	on	on	ADP
cana-1506	36	8	data	datum	NOUN
cana-1506	36	9	mining	mining	NOUN
cana-1506	36	10	techniques	technique	NOUN
cana-1506	36	11	in	in	ADP
cana-1506	36	12	crime	crime	NOUN
cana-1506	36	13	prediction	prediction	NOUN
cana-1506	36	14	and	and	CCONJ
cana-1506	36	15	decision	decision	NOUN
cana-1506	36	16	making	making	NOUN
cana-1506	36	17	.	.	PUNCT
cana-1506	37	1	the	the	DET
cana-1506	37	2	exercise	exercise	NOUN
cana-1506	37	3	that	that	PRON
cana-1506	37	4	involves	involve	VERB
cana-1506	37	5	identifying	identify	VERB
cana-1506	37	6	and	and	CCONJ
cana-1506	37	7	procuring	procure	VERB
cana-1506	37	8	relevant	relevant	ADJ
cana-1506	37	9	information	information	NOUN
cana-1506	37	10	from	from	ADP
cana-1506	37	11	case	case	NOUN
cana-1506	37	12	archives	archive	NOUN
cana-1506	37	13	to	to	PART
cana-1506	37	14	present	present	VERB
cana-1506	37	15	in	in	ADP
cana-1506	37	16	the	the	DET
cana-1506	37	17	dollar	dollar	NOUN
cana-1506	37	18	court	court	NOUN
cana-1506	37	19	is	be	AUX
cana-1506	37	20	known	know	VERB
cana-1506	37	21	as	as	ADP
cana-1506	37	22	legal	legal	ADJ
cana-1506	37	23	research	research	NOUN
cana-1506	37	24	.	.	PUNCT
cana-1506	38	1	nowadays	nowadays	ADV
cana-1506	38	2	,	,	PUNCT
cana-1506	38	3	it	it	PRON
cana-1506	38	4	’s	’	VERB
cana-1506	38	5	manual	manual	ADJ
cana-1506	38	6	,	,	PUNCT
cana-1506	38	7	though	though	SCONJ
cana-1506	38	8	it	it	PRON
cana-1506	38	9	can	can	AUX
cana-1506	38	10	sometimes	sometimes	ADV
cana-1506	38	11	be	be	AUX
cana-1506	38	12	accelerated	accelerate	VERB
cana-1506	38	13	with	with	ADP
cana-1506	38	14	the	the	DET
cana-1506	38	15	help	help	NOUN
cana-1506	38	16	of	of	ADP
cana-1506	38	17	older	old	ADJ
cana-1506	38	18	technology	technology	NOUN
cana-1506	38	19	such	such	ADJ
cana-1506	38	20	as	as	ADP
cana-1506	38	21	keyword	keyword	NOUN
cana-1506	38	22	search	search	NOUN
cana-1506	38	23	.	.	PUNCT
cana-1506	39	1	the	the	DET
cana-1506	39	2	peculiarity	peculiarity	NOUN
cana-1506	39	3	of	of	ADP
cana-1506	39	4	the	the	DET
cana-1506	39	5	legal	legal	ADJ
cana-1506	39	6	discipline	discipline	NOUN
cana-1506	39	7	is	be	AUX
cana-1506	39	8	that	that	SCONJ
cana-1506	39	9	it	it	PRON
cana-1506	39	10	is	be	AUX
cana-1506	39	11	complex	complex	ADJ
cana-1506	39	12	by	by	ADP
cana-1506	39	13	its	its	PRON
cana-1506	39	14	nature	nature	NOUN
cana-1506	39	15	as	as	SCONJ
cana-1506	39	16	it	it	PRON
cana-1506	39	17	includes	include	VERB
cana-1506	39	18	a	a	DET
cana-1506	39	19	myriad	myriad	NOUN
cana-1506	39	20	of	of	ADP
cana-1506	39	21	legal	legal	ADJ
cana-1506	39	22	principles	principle	NOUN
cana-1506	39	23	,	,	PUNCT
cana-1506	39	24	laws	law	NOUN
cana-1506	39	25	,	,	PUNCT
cana-1506	39	26	judicial	judicial	ADJ
cana-1506	39	27	decisions	decision	NOUN
cana-1506	39	28	,	,	PUNCT
cana-1506	39	29	and	and	CCONJ
cana-1506	39	30	legal	legal	ADJ
cana-1506	39	31	processes	process	NOUN
cana-1506	39	32	.	.	PUNCT
cana-1506	40	1	it	it	PRON
cana-1506	40	2	is	be	AUX
cana-1506	40	3	the	the	DET
cana-1506	40	4	remit	remit	NOUN
cana-1506	40	5	of	of	ADP
cana-1506	40	6	legal	legal	ADJ
cana-1506	40	7	persons	person	NOUN
cana-1506	40	8	to	to	PART
cana-1506	40	9	operate	operate	VERB
cana-1506	40	10	in	in	ADP
cana-1506	40	11	this	this	DET
cana-1506	40	12	context	context	NOUN
cana-1506	40	13	;	;	PUNCT
cana-1506	40	14	quite	quite	ADV
cana-1506	40	15	often	often	ADV
cana-1506	40	16	,	,	PUNCT
cana-1506	40	17	a	a	DET
cana-1506	40	18	legal	legal	ADJ
cana-1506	40	19	advocate	advocate	NOUN
cana-1506	40	20	will	will	AUX
cana-1506	40	21	draw	draw	VERB
cana-1506	40	22	upon	upon	SCONJ
cana-1506	40	23	past	past	ADJ
cana-1506	40	24	decisions	decision	NOUN
cana-1506	40	25	that	that	PRON
cana-1506	40	26	were	be	AUX
cana-1506	40	27	made	make	VERB
cana-1506	40	28	in	in	ADP
cana-1506	40	29	court	court	NOUN
cana-1506	40	30	,	,	PUNCT
cana-1506	40	31	and	and	CCONJ
cana-1506	40	32	the	the	DET
cana-1506	40	33	legal	legal	ADJ
cana-1506	40	34	logic	logic	NOUN
cana-1506	40	35	that	that	PRON
cana-1506	40	36	led	lead	VERB
cana-1506	40	37	to	to	ADP
cana-1506	40	38	those	those	DET
cana-1506	40	39	decisions	decision	NOUN
cana-1506	40	40	in	in	ADP
cana-1506	40	41	order	order	NOUN
cana-1506	40	42	to	to	PART
cana-1506	40	43	project	project	VERB
cana-1506	40	44	the	the	DET
cana-1506	40	45	likely	likely	ADJ
cana-1506	40	46	outcome	outcome	NOUN
cana-1506	40	47	of	of	ADP
cana-1506	40	48	a	a	DET
cana-1506	40	49	case	case	NOUN
cana-1506	40	50	that	that	PRON
cana-1506	40	51	concerns	concern	VERB
cana-1506	40	52	the	the	DET
cana-1506	40	53	client	client	NOUN
cana-1506	40	54	.	.	PUNCT
cana-1506	41	1	however	however	ADV
cana-1506	41	2	,	,	PUNCT
cana-1506	41	3	due	due	ADP
cana-1506	41	4	to	to	ADP
cana-1506	41	5	the	the	DET
cana-1506	41	6	enormous	enormous	ADJ
cana-1506	41	7	number	number	NOUN
cana-1506	41	8	of	of	ADP
cana-1506	41	9	papers	paper	NOUN
cana-1506	41	10	and	and	CCONJ
cana-1506	41	11	their	their	PRON
cana-1506	41	12	heterogeneity	heterogeneity	NOUN
cana-1506	41	13	,	,	PUNCT
cana-1506	41	14	it	it	PRON
cana-1506	41	15	becomes	become	VERB
cana-1506	41	16	very	very	ADV
cana-1506	41	17	challenging	challenging	ADJ
cana-1506	41	18	to	to	PART
cana-1506	41	19	find	find	VERB
cana-1506	41	20	meaningful	meaningful	ADJ
cana-1506	41	21	patterns	pattern	NOUN
cana-1506	41	22	and	and	CCONJ
cana-1506	41	23	trends	trend	NOUN
cana-1506	41	24	that	that	PRON
cana-1506	41	25	would	would	AUX
cana-1506	41	26	be	be	AUX
cana-1506	41	27	helpful	helpful	ADJ
cana-1506	41	28	for	for	ADP
cana-1506	41	29	the	the	DET
cana-1506	41	30	predictive	predictive	ADJ
cana-1506	41	31	analysis	analysis	NOUN
cana-1506	41	32	.	.	PUNCT
cana-1506	42	1	the	the	DET
cana-1506	42	2	analyzed	analyze	VERB
cana-1506	42	3	areas	area	NOUN
cana-1506	42	4	of	of	ADP
cana-1506	42	5	machine	machine	NOUN
cana-1506	42	6	learning	learning	NOUN
cana-1506	42	7	,	,	PUNCT
cana-1506	42	8	semantic	semantic	ADJ
cana-1506	42	9	analysis	analysis	NOUN
cana-1506	42	10	and	and	CCONJ
cana-1506	42	11	information	information	NOUN
cana-1506	42	12	retrieval	retrieval	NOUN
cana-1506	42	13	have	have	AUX
cana-1506	42	14	recently	recently	ADV
cana-1506	42	15	witnessed	witness	VERB
cana-1506	42	16	advances	advance	NOUN
cana-1506	42	17	that	that	DET
cana-1506	42	18	point	point	NOUN
cana-1506	42	19	to	to	ADP
cana-1506	42	20	possible	possible	ADJ
cana-1506	42	21	ways	way	NOUN
cana-1506	42	22	of	of	ADP
cana-1506	42	23	overcoming	overcome	VERB
cana-1506	42	24	these	these	DET
cana-1506	42	25	challenges	challenge	NOUN
cana-1506	42	26	and	and	CCONJ
cana-1506	42	27	bring	bring	VERB
cana-1506	42	28	breakthrough	breakthrough	NOUN
cana-1506	42	29	in	in	ADP
cana-1506	42	30	the	the	DET
cana-1506	42	31	potential	potential	NOUN
cana-1506	42	32	of	of	ADP
cana-1506	42	33	the	the	DET
cana-1506	42	34	legal	legal	ADJ
cana-1506	42	35	domain	domain	NOUN
cana-1506	42	36	in	in	ADP
cana-1506	42	37	terms	term	NOUN
cana-1506	42	38	of	of	ADP
cana-1506	42	39	prediction	prediction	NOUN
cana-1506	42	40	.	.	PUNCT
cana-1506	43	1	this	this	PRON
cana-1506	43	2	happens	happen	VERB
cana-1506	43	3	since	since	SCONJ
cana-1506	43	4	it	it	PRON
cana-1506	43	5	is	be	AUX
cana-1506	43	6	possible	possible	ADJ
cana-1506	43	7	to	to	PART
cana-1506	43	8	get	get	VERB
cana-1506	43	9	simple	simple	ADJ
cana-1506	43	10	structures	structure	NOUN
cana-1506	43	11	that	that	PRON
cana-1506	43	12	can	can	AUX
cana-1506	43	13	be	be	AUX
cana-1506	43	14	subjected	subject	VERB
cana-1506	43	15	to	to	ADP
cana-1506	43	16	computational	computational	ADJ
cana-1506	43	17	analysis	analysis	NOUN
cana-1506	43	18	by	by	ADP
cana-1506	43	19	using	use	VERB
cana-1506	43	20	such	such	ADJ
cana-1506	43	21	concepts	concept	NOUN
cana-1506	43	22	as	as	ADP
cana-1506	43	23	semantic	semantic	ADJ
cana-1506	43	24	networks	network	NOUN
cana-1506	43	25	,	,	PUNCT
cana-1506	43	26	ontological	ontological	ADJ
cana-1506	43	27	integration	integration	NOUN
cana-1506	43	28	,	,	PUNCT
cana-1506	43	29	feature	feature	NOUN
cana-1506	43	30	extraction	extraction	NOUN
cana-1506	43	31	and	and	CCONJ
cana-1506	43	32	classification	classification	NOUN
cana-1506	43	33	.	.	PUNCT
cana-1506	44	1	in	in	ADP
cana-1506	44	2	addition	addition	NOUN
cana-1506	44	3	,	,	PUNCT
cana-1506	44	4	one	one	PRON
cana-1506	44	5	can	can	AUX
cana-1506	44	6	obtain	obtain	VERB
cana-1506	44	7	more	more	ADJ
cana-1506	44	8	features	feature	NOUN
cana-1506	44	9	of	of	ADP
cana-1506	44	10	case	case	NOUN
cana-1506	44	11	similarities	similarity	NOUN
cana-1506	44	12	and	and	CCONJ
cana-1506	44	13	predicted	predict	VERB
cana-1506	44	14	results	result	NOUN
cana-1506	44	15	by	by	ADP
cana-1506	44	16	using	use	VERB
cana-1506	44	17	such	such	ADJ
cana-1506	44	18	highly	highly	ADV
cana-1506	44	19	sophisticated	sophisticated	ADJ
cana-1506	44	20	methods	method	NOUN
cana-1506	44	21	as	as	ADP
cana-1506	44	22	semantic	semantic	ADJ
cana-1506	44	23	similarity	similarity	NOUN
cana-1506	44	24	and	and	CCONJ
cana-1506	44	25	entropy	entropy	NOUN
cana-1506	44	26	-	-	PUNCT
cana-1506	44	27	based	base	VERB
cana-1506	44	28	matching	matching	NOUN
cana-1506	44	29	.	.	PUNCT
cana-1506	45	1	this	this	DET
cana-1506	45	2	research	research	NOUN
cana-1506	45	3	uses	use	VERB
cana-1506	45	4	a	a	DET
cana-1506	45	5	cohesive	cohesive	ADJ
cana-1506	45	6	mix	mix	NOUN
cana-1506	45	7	of	of	ADP
cana-1506	45	8	machine	machine	NOUN
cana-1506	45	9	learning	learn	VERB
cana-1506	45	10	techniques	technique	NOUN
cana-1506	45	11	and	and	CCONJ
cana-1506	45	12	semantic	semantic	ADJ
cana-1506	45	13	analysis	analysis	NOUN
cana-1506	45	14	methodologies	methodology	NOUN
cana-1506	45	15	to	to	PART
cana-1506	45	16	present	present	VERB
cana-1506	45	17	a	a	DET
cana-1506	45	18	complete	complete	ADJ
cana-1506	45	19	framework	framework	NOUN
cana-1506	45	20	for	for	ADP
cana-1506	45	21	legal	legal	ADJ
cana-1506	45	22	case	case	NOUN
cana-1506	45	23	outcome	outcome	NOUN
cana-1506	45	24	prediction	prediction	NOUN
cana-1506	45	25	.	.	PUNCT
cana-1506	46	1	our	our	PRON
cana-1506	46	2	methodology	methodology	NOUN
cana-1506	46	3	communications	communication	NOUN
cana-1506	46	4	on	on	ADP
cana-1506	46	5	applied	apply	VERB
cana-1506	46	6	nonlinear	nonlinear	ADJ
cana-1506	46	7	analysis	analysis	NOUN
cana-1506	46	8	issn	issn	NOUN
cana-1506	46	9	:	:	PUNCT
cana-1506	46	10	1074	1074	NUM
cana-1506	46	11	-	-	PUNCT
cana-1506	46	12	133x	133x	NUM
cana-1506	46	13	vol	vol	NOUN
cana-1506	46	14	31	31	NUM
cana-1506	46	15	no	no	NOUN
cana-1506	46	16	.	.	PUNCT
cana-1506	47	1	8s	8s	PROPN
cana-1506	47	2	(	(	PUNCT
cana-1506	47	3	2024	2024	NUM
cana-1506	47	4	)	)	PUNCT
cana-1506	47	5	354	354	NUM
cana-1506	47	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	47	7	is	be	AUX
cana-1506	47	8	based	base	VERB
cana-1506	47	9	on	on	ADP
cana-1506	47	10	the	the	DET
cana-1506	47	11	combined	combine	VERB
cana-1506	47	12	effort	effort	NOUN
cana-1506	47	13	of	of	ADP
cana-1506	47	14	ontological	ontological	ADJ
cana-1506	47	15	integration	integration	NOUN
cana-1506	47	16	and	and	CCONJ
cana-1506	47	17	semantic	semantic	ADJ
cana-1506	47	18	network	network	NOUN
cana-1506	47	19	formation	formation	NOUN
cana-1506	47	20	,	,	PUNCT
cana-1506	47	21	which	which	PRON
cana-1506	47	22	allows	allow	VERB
cana-1506	47	23	us	we	PRON
cana-1506	47	24	to	to	PART
cana-1506	47	25	generate	generate	VERB
cana-1506	47	26	rich	rich	ADJ
cana-1506	47	27	semantic	semantic	ADJ
cana-1506	47	28	representations	representation	NOUN
cana-1506	47	29	of	of	ADP
cana-1506	47	30	legal	legal	ADJ
cana-1506	47	31	documents	document	NOUN
cana-1506	47	32	.	.	PUNCT
cana-1506	48	1	we	we	PRON
cana-1506	48	2	utilize	utilize	VERB
cana-1506	48	3	these	these	DET
cana-1506	48	4	representations	representation	NOUN
cana-1506	48	5	to	to	ADP
cana-1506	48	6	our	our	PRON
cana-1506	48	7	advantage	advantage	NOUN
cana-1506	48	8	,	,	PUNCT
cana-1506	48	9	applying	apply	VERB
cana-1506	48	10	ensemble	ensemble	ADJ
cana-1506	48	11	learning	learning	NOUN
cana-1506	48	12	for	for	ADP
cana-1506	48	13	classification	classification	NOUN
cana-1506	48	14	techniques	technique	NOUN
cana-1506	48	15	and	and	CCONJ
cana-1506	48	16	feature	feature	NOUN
cana-1506	48	17	extraction	extraction	NOUN
cana-1506	48	18	to	to	PART
cana-1506	48	19	extract	extract	VERB
cana-1506	48	20	salient	salient	NOUN
cana-1506	48	21	features	feature	NOUN
cana-1506	48	22	and	and	CCONJ
cana-1506	48	23	categorize	categorize	VERB
cana-1506	48	24	cases	case	NOUN
cana-1506	48	25	according	accord	VERB
cana-1506	48	26	to	to	ADP
cana-1506	48	27	their	their	PRON
cana-1506	48	28	semantic	semantic	ADJ
cana-1506	48	29	meaning	meaning	NOUN
cana-1506	48	30	.	.	PUNCT
cana-1506	49	1	furthermore	furthermore	ADV
cana-1506	49	2	,	,	PUNCT
cana-1506	49	3	our	our	PRON
cana-1506	49	4	method	method	NOUN
cana-1506	49	5	makes	make	VERB
cana-1506	49	6	it	it	PRON
cana-1506	49	7	simpler	simple	ADJ
cana-1506	49	8	to	to	PART
cana-1506	49	9	classify	classify	VERB
cana-1506	49	10	and	and	CCONJ
cana-1506	49	11	find	find	VERB
cana-1506	49	12	comparable	comparable	ADJ
cana-1506	49	13	court	court	NOUN
cana-1506	49	14	cases	case	NOUN
cana-1506	49	15	by	by	ADP
cana-1506	49	16	utilizing	utilize	VERB
cana-1506	49	17	matching	matching	NOUN
cana-1506	49	18	approaches	approach	NOUN
cana-1506	49	19	based	base	VERB
cana-1506	49	20	on	on	ADP
cana-1506	49	21	semantic	semantic	ADJ
cana-1506	49	22	similarity	similarity	NOUN
cana-1506	49	23	entropy	entropy	NOUN
cana-1506	49	24	to	to	PART
cana-1506	49	25	evaluate	evaluate	VERB
cana-1506	49	26	the	the	DET
cana-1506	49	27	semantic	semantic	ADJ
cana-1506	49	28	relevance	relevance	NOUN
cana-1506	49	29	of	of	ADP
cana-1506	49	30	instances	instance	NOUN
cana-1506	49	31	.	.	PUNCT
cana-1506	50	1	by	by	ADP
cana-1506	50	2	elucidating	elucidate	VERB
cana-1506	50	3	the	the	DET
cana-1506	50	4	theoretical	theoretical	ADJ
cana-1506	50	5	underpinnings	underpinning	NOUN
cana-1506	50	6	,	,	PUNCT
cana-1506	50	7	empirical	empirical	ADJ
cana-1506	50	8	methodologies	methodology	NOUN
cana-1506	50	9	,	,	PUNCT
cana-1506	50	10	and	and	CCONJ
cana-1506	50	11	practical	practical	ADJ
cana-1506	50	12	applications	application	NOUN
cana-1506	50	13	of	of	ADP
cana-1506	50	14	our	our	PRON
cana-1506	50	15	predictive	predictive	ADJ
cana-1506	50	16	analytics	analytic	NOUN
cana-1506	50	17	framework	framework	NOUN
cana-1506	50	18	,	,	PUNCT
cana-1506	50	19	the	the	DET
cana-1506	50	20	study	study	NOUN
cana-1506	50	21	seeks	seek	VERB
cana-1506	50	22	to	to	PART
cana-1506	50	23	further	further	VERB
cana-1506	50	24	the	the	DET
cana-1506	50	25	conversation	conversation	NOUN
cana-1506	50	26	on	on	ADP
cana-1506	50	27	predictive	predictive	ADJ
cana-1506	50	28	analytics	analytic	NOUN
cana-1506	50	29	in	in	ADP
cana-1506	50	30	the	the	DET
cana-1506	50	31	legal	legal	ADJ
cana-1506	50	32	sector	sector	NOUN
cana-1506	50	33	.	.	PUNCT
cana-1506	51	1	through	through	ADP
cana-1506	51	2	interdisciplinary	interdisciplinary	ADJ
cana-1506	51	3	collaboration	collaboration	NOUN
cana-1506	51	4	and	and	CCONJ
cana-1506	51	5	empirical	empirical	ADJ
cana-1506	51	6	validation	validation	NOUN
cana-1506	51	7	,	,	PUNCT
cana-1506	51	8	we	we	PRON
cana-1506	51	9	hope	hope	VERB
cana-1506	51	10	to	to	PART
cana-1506	51	11	demonstrate	demonstrate	VERB
cana-1506	51	12	how	how	SCONJ
cana-1506	51	13	our	our	PRON
cana-1506	51	14	methodology	methodology	NOUN
cana-1506	51	15	may	may	AUX
cana-1506	51	16	enhance	enhance	VERB
cana-1506	51	17	access	access	NOUN
cana-1506	51	18	to	to	ADP
cana-1506	51	19	justice	justice	NOUN
cana-1506	51	20	,	,	PUNCT
cana-1506	51	21	support	support	VERB
cana-1506	51	22	evidence	evidence	NOUN
cana-1506	51	23	-	-	PUNCT
cana-1506	51	24	based	base	VERB
cana-1506	51	25	decision	decision	NOUN
cana-1506	51	26	-	-	PUNCT
cana-1506	51	27	making	making	NOUN
cana-1506	51	28	,	,	PUNCT
cana-1506	51	29	and	and	CCONJ
cana-1506	51	30	increase	increase	VERB
cana-1506	51	31	fairness	fairness	NOUN
cana-1506	51	32	and	and	CCONJ
cana-1506	51	33	openness	openness	NOUN
cana-1506	51	34	in	in	ADP
cana-1506	51	35	the	the	DET
cana-1506	51	36	legal	legal	ADJ
cana-1506	51	37	system	system	NOUN
cana-1506	51	38	.	.	PUNCT
cana-1506	52	1	2	2	X
cana-1506	52	2	.	.	X
cana-1506	52	3	literature	literature	NOUN
cana-1506	52	4	review	review	PROPN
cana-1506	52	5	predicting	predict	VERB
cana-1506	52	6	legal	legal	ADJ
cana-1506	52	7	cases	case	NOUN
cana-1506	52	8	is	be	AUX
cana-1506	52	9	a	a	DET
cana-1506	52	10	field	field	NOUN
cana-1506	52	11	that	that	PRON
cana-1506	52	12	has	have	AUX
cana-1506	52	13	been	be	AUX
cana-1506	52	14	extensively	extensively	ADV
cana-1506	52	15	studied	study	VERB
cana-1506	52	16	.	.	PUNCT
cana-1506	53	1	numerous	numerous	ADJ
cana-1506	53	2	techniques	technique	NOUN
cana-1506	53	3	and	and	CCONJ
cana-1506	53	4	strategies	strategy	NOUN
cana-1506	53	5	have	have	AUX
cana-1506	53	6	been	be	AUX
cana-1506	53	7	employed	employ	VERB
cana-1506	53	8	in	in	ADP
cana-1506	53	9	the	the	DET
cana-1506	53	10	research	research	NOUN
cana-1506	53	11	project	project	NOUN
cana-1506	53	12	.	.	PUNCT
cana-1506	54	1	in	in	ADP
cana-1506	54	2	a	a	DET
cana-1506	54	3	study	study	NOUN
cana-1506	54	4	that	that	PRON
cana-1506	54	5	reevaluates	reevaluate	VERB
cana-1506	54	6	the	the	DET
cana-1506	54	7	subject	subject	NOUN
cana-1506	54	8	of	of	ADP
cana-1506	54	9	automated	automate	VERB
cana-1506	54	10	court	court	NOUN
cana-1506	54	11	decision	decision	NOUN
cana-1506	54	12	prediction	prediction	NOUN
cana-1506	54	13	,	,	PUNCT
cana-1506	54	14	madvedeva	madvedeva	PROPN
cana-1506	54	15	et	et	PROPN
cana-1506	54	16	al	al	PROPN
cana-1506	54	17	.	.	PUNCT
cana-1506	55	1	[	[	X
cana-1506	55	2	1	1	X
cana-1506	55	3	]	]	PUNCT
cana-1506	55	4	emphasized	emphasize	VERB
cana-1506	55	5	the	the	DET
cana-1506	55	6	significance	significance	NOUN
cana-1506	55	7	of	of	ADP
cana-1506	55	8	context	context	NOUN
cana-1506	55	9	,	,	PUNCT
cana-1506	55	10	legal	legal	ADJ
cana-1506	55	11	subtlety	subtlety	NOUN
cana-1506	55	12	,	,	PUNCT
cana-1506	55	13	and	and	CCONJ
cana-1506	55	14	interpretability	interpretability	NOUN
cana-1506	55	15	in	in	ADP
cana-1506	55	16	predictive	predictive	ADJ
cana-1506	55	17	algorithms	algorithm	NOUN
cana-1506	55	18	.	.	PUNCT
cana-1506	56	1	it	it	PRON
cana-1506	56	2	implies	imply	VERB
cana-1506	56	3	that	that	SCONJ
cana-1506	56	4	although	although	SCONJ
cana-1506	56	5	machine	machine	NOUN
cana-1506	56	6	learning	learning	NOUN
cana-1506	56	7	techniques	technique	NOUN
cana-1506	56	8	are	be	AUX
cana-1506	56	9	promising	promise	VERB
cana-1506	56	10	,	,	PUNCT
cana-1506	56	11	in	in	ADP
cana-1506	56	12	order	order	NOUN
cana-1506	56	13	to	to	PART
cana-1506	56	14	guarantee	guarantee	VERB
cana-1506	56	15	relevant	relevant	ADJ
cana-1506	56	16	and	and	CCONJ
cana-1506	56	17	accurate	accurate	ADJ
cana-1506	56	18	predictions	prediction	NOUN
cana-1506	56	19	,	,	PUNCT
cana-1506	56	20	they	they	PRON
cana-1506	56	21	must	must	AUX
cana-1506	56	22	be	be	AUX
cana-1506	56	23	combined	combine	VERB
cana-1506	56	24	with	with	ADP
cana-1506	56	25	rigorous	rigorous	ADJ
cana-1506	56	26	evaluation	evaluation	NOUN
cana-1506	56	27	of	of	ADP
cana-1506	56	28	legal	legal	ADJ
cana-1506	56	29	principles	principle	NOUN
cana-1506	56	30	and	and	CCONJ
cana-1506	56	31	case	case	NOUN
cana-1506	56	32	-	-	PUNCT
cana-1506	56	33	specific	specific	ADJ
cana-1506	56	34	details	detail	NOUN
cana-1506	56	35	.	.	PUNCT
cana-1506	57	1	shaikh	shaikh	PROPN
cana-1506	57	2	et	et	PROPN
cana-1506	57	3	.	.	PUNCT
cana-1506	58	1	al	al	PROPN
cana-1506	58	2	.	.	PUNCT
cana-1506	59	1	[	[	X
cana-1506	59	2	2	2	X
cana-1506	59	3	]	]	PUNCT
cana-1506	59	4	investigates	investigate	VERB
cana-1506	59	5	the	the	DET
cana-1506	59	6	application	application	NOUN
cana-1506	59	7	of	of	ADP
cana-1506	59	8	machine	machine	NOUN
cana-1506	59	9	learning	learn	VERB
cana-1506	59	10	classifiers	classifier	NOUN
cana-1506	59	11	to	to	PART
cana-1506	59	12	predict	predict	VERB
cana-1506	59	13	legal	legal	ADJ
cana-1506	59	14	case	case	NOUN
cana-1506	59	15	outcomes	outcome	NOUN
cana-1506	59	16	based	base	VERB
cana-1506	59	17	on	on	ADP
cana-1506	59	18	relevant	relevant	ADJ
cana-1506	59	19	legal	legal	ADJ
cana-1506	59	20	factors	factor	NOUN
cana-1506	59	21	.	.	PUNCT
cana-1506	60	1	it	it	PRON
cana-1506	60	2	explores	explore	VERB
cana-1506	60	3	various	various	ADJ
cana-1506	60	4	classifiers	classifier	NOUN
cana-1506	60	5	and	and	CCONJ
cana-1506	60	6	evaluates	evaluate	VERB
cana-1506	60	7	their	their	PRON
cana-1506	60	8	performance	performance	NOUN
cana-1506	60	9	metrics	metric	NOUN
cana-1506	60	10	to	to	PART
cana-1506	60	11	develop	develop	VERB
cana-1506	60	12	models	model	NOUN
cana-1506	60	13	that	that	PRON
cana-1506	60	14	can	can	AUX
cana-1506	60	15	assist	assist	VERB
cana-1506	60	16	legal	legal	ADJ
cana-1506	60	17	practitioners	practitioner	NOUN
cana-1506	60	18	and	and	CCONJ
cana-1506	60	19	policymakers	policymaker	NOUN
cana-1506	60	20	in	in	ADP
cana-1506	60	21	assessing	assess	VERB
cana-1506	60	22	the	the	DET
cana-1506	60	23	likelihood	likelihood	NOUN
cana-1506	60	24	of	of	ADP
cana-1506	60	25	different	different	ADJ
cana-1506	60	26	case	case	NOUN
cana-1506	60	27	outcomes	outcome	NOUN
cana-1506	60	28	.	.	PUNCT
cana-1506	61	1	feng	feng	PROPN
cana-1506	61	2	et	et	PROPN
cana-1506	61	3	.	.	PUNCT
cana-1506	62	1	al	al	PROPN
cana-1506	62	2	.	.	PUNCT
cana-1506	63	1	[	[	X
cana-1506	63	2	3	3	X
cana-1506	63	3	]	]	PUNCT
cana-1506	63	4	proposes	propose	VERB
cana-1506	63	5	a	a	DET
cana-1506	63	6	novel	novel	ADJ
cana-1506	63	7	approach	approach	NOUN
cana-1506	63	8	to	to	PART
cana-1506	63	9	predict	predict	VERB
cana-1506	63	10	legal	legal	ADJ
cana-1506	63	11	judgments	judgment	NOUN
cana-1506	63	12	by	by	ADP
cana-1506	63	13	employing	employ	VERB
cana-1506	63	14	event	event	NOUN
cana-1506	63	15	extraction	extraction	NOUN
cana-1506	63	16	techniques	technique	NOUN
cana-1506	63	17	while	while	SCONJ
cana-1506	63	18	incorporating	incorporate	VERB
cana-1506	63	19	constraints	constraint	NOUN
cana-1506	63	20	,	,	PUNCT
cana-1506	63	21	thereby	thereby	ADV
cana-1506	63	22	improving	improve	VERB
cana-1506	63	23	the	the	DET
cana-1506	63	24	accuracy	accuracy	NOUN
cana-1506	63	25	and	and	CCONJ
cana-1506	63	26	robustness	robustness	NOUN
cana-1506	63	27	of	of	ADP
cana-1506	63	28	judgment	judgment	NOUN
cana-1506	63	29	prediction	prediction	NOUN
cana-1506	63	30	modelsli	modelsli	NOUN
cana-1506	63	31	et	et	PROPN
cana-1506	63	32	al	al	PROPN
cana-1506	63	33	.	.	PUNCT
cana-1506	64	1	[	[	X
cana-1506	64	2	4	4	X
cana-1506	64	3	]	]	PUNCT
cana-1506	64	4	provide	provide	VERB
cana-1506	64	5	a	a	DET
cana-1506	64	6	charge	charge	NOUN
cana-1506	64	7	prediction	prediction	NOUN
cana-1506	64	8	model	model	NOUN
cana-1506	64	9	that	that	PRON
cana-1506	64	10	uses	use	VERB
cana-1506	64	11	a	a	DET
cana-1506	64	12	double	double	ADJ
cana-1506	64	13	-	-	PUNCT
cana-1506	64	14	layer	layer	NOUN
cana-1506	64	15	criminal	criminal	ADJ
cana-1506	64	16	justice	justice	NOUN
cana-1506	64	17	system	system	NOUN
cana-1506	64	18	framework	framework	NOUN
cana-1506	64	19	and	and	CCONJ
cana-1506	64	20	methods	method	NOUN
cana-1506	64	21	including	include	VERB
cana-1506	64	22	machine	machine	NOUN
cana-1506	64	23	learning	learning	NOUN
cana-1506	64	24	and	and	CCONJ
cana-1506	64	25	data	datum	NOUN
cana-1506	64	26	interpretation	interpretation	NOUN
cana-1506	64	27	.	.	PUNCT
cana-1506	65	1	the	the	DET
cana-1506	65	2	goal	goal	NOUN
cana-1506	65	3	of	of	ADP
cana-1506	65	4	the	the	DET
cana-1506	65	5	model	model	NOUN
cana-1506	65	6	is	be	AUX
cana-1506	65	7	to	to	PART
cana-1506	65	8	increase	increase	VERB
cana-1506	65	9	the	the	DET
cana-1506	65	10	accuracy	accuracy	NOUN
cana-1506	65	11	and	and	CCONJ
cana-1506	65	12	interpretability	interpretability	NOUN
cana-1506	65	13	of	of	ADP
cana-1506	65	14	charge	charge	NOUN
cana-1506	65	15	estimates	estimate	NOUN
cana-1506	65	16	in	in	ADP
cana-1506	65	17	legal	legal	ADJ
cana-1506	65	18	scenarios	scenario	NOUN
cana-1506	65	19	.	.	PUNCT
cana-1506	66	1	alghazzawi	alghazzawi	PROPN
cana-1506	66	2	et	et	PROPN
cana-1506	66	3	al	al	PROPN
cana-1506	66	4	.	.	PUNCT
cana-1506	67	1	[	[	X
cana-1506	67	2	5	5	NUM
cana-1506	67	3	]	]	PUNCT
cana-1506	67	4	provide	provide	VERB
cana-1506	67	5	a	a	DET
cana-1506	67	6	prediction	prediction	NOUN
cana-1506	67	7	model	model	NOUN
cana-1506	67	8	that	that	PRON
cana-1506	67	9	utilizes	utilize	VERB
cana-1506	67	10	an	an	DET
cana-1506	67	11	lstm	lstm	ADJ
cana-1506	67	12	architecture	architecture	NOUN
cana-1506	67	13	and	and	CCONJ
cana-1506	67	14	a	a	DET
cana-1506	67	15	convolutional	convolutional	ADJ
cana-1506	67	16	neural	neural	ADJ
cana-1506	67	17	network	network	NOUN
cana-1506	67	18	(	(	PUNCT
cana-1506	67	19	cnn	cnn	PROPN
cana-1506	67	20	)	)	PUNCT
cana-1506	67	21	to	to	PART
cana-1506	67	22	forecast	forecast	VERB
cana-1506	67	23	court	court	NOUN
cana-1506	67	24	decisions	decision	NOUN
cana-1506	67	25	.	.	PUNCT
cana-1506	68	1	the	the	DET
cana-1506	68	2	model	model	NOUN
cana-1506	68	3	is	be	AUX
cana-1506	68	4	designed	design	VERB
cana-1506	68	5	to	to	PART
cana-1506	68	6	achieve	achieve	VERB
cana-1506	68	7	efficiency	efficiency	NOUN
cana-1506	68	8	and	and	CCONJ
cana-1506	68	9	accuracy	accuracy	NOUN
cana-1506	68	10	by	by	ADP
cana-1506	68	11	utilizing	utilize	VERB
cana-1506	68	12	an	an	DET
cana-1506	68	13	optimal	optimal	ADJ
cana-1506	68	14	feature	feature	NOUN
cana-1506	68	15	set	set	VERB
cana-1506	68	16	tailored	tailor	VERB
cana-1506	68	17	for	for	ADP
cana-1506	68	18	legal	legal	ADJ
cana-1506	68	19	prediction	prediction	NOUN
cana-1506	68	20	tasks	task	NOUN
cana-1506	68	21	.	.	PUNCT
cana-1506	69	1	silva	silva	PROPN
cana-1506	69	2	et	et	PROPN
cana-1506	69	3	.	.	PUNCT
cana-1506	70	1	al	al	PROPN
cana-1506	70	2	.	.	PUNCT
cana-1506	71	1	[	[	X
cana-1506	71	2	6	6	NUM
cana-1506	71	3	]	]	PUNCT
cana-1506	71	4	investigate	investigate	VERB
cana-1506	71	5	using	use	VERB
cana-1506	71	6	deep	deep	ADJ
cana-1506	71	7	learning	learning	NOUN
cana-1506	71	8	to	to	PART
cana-1506	71	9	predict	predict	VERB
cana-1506	71	10	legal	legal	ADJ
cana-1506	71	11	appeal	appeal	NOUN
cana-1506	71	12	outcomes	outcome	NOUN
cana-1506	71	13	more	more	ADV
cana-1506	71	14	accurately	accurately	ADV
cana-1506	71	15	than	than	ADP
cana-1506	71	16	human	human	ADJ
cana-1506	71	17	experts	expert	NOUN
cana-1506	71	18	.	.	PUNCT
cana-1506	72	1	data	datum	NOUN
cana-1506	72	2	from	from	ADP
cana-1506	72	3	brazilian	brazilian	ADJ
cana-1506	72	4	federal	federal	ADJ
cana-1506	72	5	courts	court	NOUN
cana-1506	72	6	was	be	AUX
cana-1506	72	7	utilized	utilize	VERB
cana-1506	72	8	to	to	PART
cana-1506	72	9	train	train	VERB
cana-1506	72	10	a	a	DET
cana-1506	72	11	deep	deep	ADJ
cana-1506	72	12	learning	learning	NOUN
cana-1506	72	13	model	model	NOUN
cana-1506	72	14	,	,	PUNCT
cana-1506	72	15	demonstrating	demonstrate	VERB
cana-1506	72	16	its	its	PRON
cana-1506	72	17	superior	superior	ADJ
cana-1506	72	18	predictive	predictive	ADJ
cana-1506	72	19	capabilities	capability	NOUN
cana-1506	72	20	.	.	PUNCT
cana-1506	73	1	this	this	DET
cana-1506	73	2	research	research	NOUN
cana-1506	73	3	highlights	highlight	VERB
cana-1506	73	4	the	the	DET
cana-1506	73	5	potential	potential	NOUN
cana-1506	73	6	for	for	ADP
cana-1506	73	7	deep	deep	ADJ
cana-1506	73	8	learning	learning	NOUN
cana-1506	73	9	to	to	PART
cana-1506	73	10	enhance	enhance	VERB
cana-1506	73	11	legal	legal	ADJ
cana-1506	73	12	decision	decision	NOUN
cana-1506	73	13	-	-	PUNCT
cana-1506	73	14	making	make	VERB
cana-1506	73	15	processes	process	NOUN
cana-1506	73	16	in	in	ADP
cana-1506	73	17	the	the	DET
cana-1506	73	18	brazilian	brazilian	ADJ
cana-1506	73	19	judicial	judicial	ADJ
cana-1506	73	20	system	system	NOUN
cana-1506	73	21	.	.	PUNCT
cana-1506	74	1	using	use	VERB
cana-1506	74	2	machine	machine	NOUN
cana-1506	74	3	learning	learning	NOUN
cana-1506	74	4	approaches	approach	NOUN
cana-1506	74	5	,	,	PUNCT
cana-1506	74	6	sil	sil	PROPN
cana-1506	74	7	et	et	PROPN
cana-1506	74	8	al	al	PROPN
cana-1506	74	9	.	.	PUNCT
cana-1506	75	1	[	[	X
cana-1506	75	2	7	7	X
cana-1506	75	3	]	]	X
cana-1506	75	4	present	present	ADJ
cana-1506	75	5	a	a	DET
cana-1506	75	6	novel	novel	ADJ
cana-1506	75	7	approach	approach	NOUN
cana-1506	75	8	to	to	ADP
cana-1506	75	9	legal	legal	ADJ
cana-1506	75	10	prediction	prediction	NOUN
cana-1506	75	11	based	base	VERB
cana-1506	75	12	on	on	ADP
cana-1506	75	13	argumentation	argumentation	NOUN
cana-1506	75	14	.	.	PUNCT
cana-1506	76	1	the	the	DET
cana-1506	76	2	model	model	NOUN
cana-1506	76	3	increases	increase	VERB
cana-1506	76	4	the	the	DET
cana-1506	76	5	prediction	prediction	NOUN
cana-1506	76	6	accuracy	accuracy	NOUN
cana-1506	76	7	of	of	ADP
cana-1506	76	8	legal	legal	ADJ
cana-1506	76	9	outcomes	outcome	NOUN
cana-1506	76	10	by	by	ADP
cana-1506	76	11	utilizing	utilize	VERB
cana-1506	76	12	argument	argument	NOUN
cana-1506	76	13	-	-	PUNCT
cana-1506	76	14	based	base	VERB
cana-1506	76	15	features	feature	NOUN
cana-1506	76	16	and	and	CCONJ
cana-1506	76	17	machine	machine	NOUN
cana-1506	76	18	learning	learn	VERB
cana-1506	76	19	techniques	technique	NOUN
cana-1506	76	20	.	.	PUNCT
cana-1506	77	1	this	this	DET
cana-1506	77	2	innovative	innovative	ADJ
cana-1506	77	3	method	method	NOUN
cana-1506	77	4	shows	show	VERB
cana-1506	77	5	the	the	DET
cana-1506	77	6	potential	potential	NOUN
cana-1506	77	7	of	of	ADP
cana-1506	77	8	machine	machine	NOUN
cana-1506	77	9	learning	learning	NOUN
cana-1506	77	10	in	in	ADP
cana-1506	77	11	the	the	DET
cana-1506	77	12	legal	legal	ADJ
cana-1506	77	13	domain	domain	NOUN
cana-1506	77	14	,	,	PUNCT
cana-1506	77	15	particularly	particularly	ADV
cana-1506	77	16	in	in	ADP
cana-1506	77	17	terms	term	NOUN
cana-1506	77	18	of	of	ADP
cana-1506	77	19	improving	improve	VERB
cana-1506	77	20	prediction	prediction	NOUN
cana-1506	77	21	models	model	NOUN
cana-1506	77	22	based	base	VERB
cana-1506	77	23	on	on	ADP
cana-1506	77	24	legal	legal	ADJ
cana-1506	77	25	reasoning	reasoning	NOUN
cana-1506	77	26	.	.	PUNCT
cana-1506	78	1	a	a	DET
cana-1506	78	2	computational	computational	ADJ
cana-1506	78	3	intelligence	intelligence	NOUN
cana-1506	78	4	model	model	NOUN
cana-1506	78	5	for	for	ADP
cana-1506	78	6	legal	legal	ADJ
cana-1506	78	7	prediction	prediction	NOUN
cana-1506	78	8	and	and	CCONJ
cana-1506	78	9	decision	decision	NOUN
cana-1506	78	10	support	support	NOUN
cana-1506	78	11	is	be	AUX
cana-1506	78	12	described	describe	VERB
cana-1506	78	13	by	by	ADP
cana-1506	78	14	shang	shang	PROPN
cana-1506	78	15	et	et	PROPN
cana-1506	78	16	al	al	PROPN
cana-1506	78	17	.	.	PUNCT
cana-1506	79	1	[	[	X
cana-1506	79	2	8	8	NUM
cana-1506	79	3	]	]	PUNCT
cana-1506	79	4	.	.	PUNCT
cana-1506	80	1	with	with	ADP
cana-1506	80	2	the	the	DET
cana-1506	80	3	use	use	NOUN
cana-1506	80	4	of	of	ADP
cana-1506	80	5	computational	computational	ADJ
cana-1506	80	6	intelligence	intelligence	NOUN
cana-1506	80	7	methods	method	NOUN
cana-1506	80	8	like	like	ADP
cana-1506	80	9	data	datum	NOUN
cana-1506	80	10	analytics	analytic	NOUN
cana-1506	80	11	and	and	CCONJ
cana-1506	80	12	machine	machine	NOUN
cana-1506	80	13	learning	learning	NOUN
cana-1506	80	14	,	,	PUNCT
cana-1506	80	15	the	the	DET
cana-1506	80	16	model	model	NOUN
cana-1506	80	17	seeks	seek	VERB
cana-1506	80	18	to	to	PART
cana-1506	80	19	offer	offer	VERB
cana-1506	80	20	useful	useful	ADJ
cana-1506	80	21	insights	insight	NOUN
cana-1506	80	22	for	for	ADP
cana-1506	80	23	legal	legal	ADJ
cana-1506	80	24	decision	decision	NOUN
cana-1506	80	25	-	-	PUNCT
cana-1506	80	26	making	make	VERB
cana-1506	80	27	processes	process	NOUN
cana-1506	80	28	.	.	PUNCT
cana-1506	81	1	this	this	DET
cana-1506	81	2	research	research	NOUN
cana-1506	81	3	highlights	highlight	VERB
cana-1506	81	4	the	the	DET
cana-1506	81	5	application	application	NOUN
cana-1506	81	6	of	of	ADP
cana-1506	81	7	advanced	advanced	ADJ
cana-1506	81	8	computational	computational	ADJ
cana-1506	81	9	methods	method	NOUN
cana-1506	81	10	in	in	ADP
cana-1506	81	11	the	the	DET
cana-1506	81	12	legal	legal	ADJ
cana-1506	81	13	domain	domain	NOUN
cana-1506	81	14	,	,	PUNCT
cana-1506	81	15	offering	offer	VERB
cana-1506	81	16	promising	promise	VERB
cana-1506	81	17	avenues	avenue	NOUN
cana-1506	81	18	for	for	ADP
cana-1506	81	19	improving	improve	VERB
cana-1506	81	20	communications	communication	NOUN
cana-1506	81	21	on	on	ADP
cana-1506	81	22	applied	apply	VERB
cana-1506	81	23	nonlinear	nonlinear	ADJ
cana-1506	81	24	analysis	analysis	NOUN
cana-1506	81	25	issn	issn	NOUN
cana-1506	81	26	:	:	PUNCT
cana-1506	81	27	1074	1074	NUM
cana-1506	81	28	-	-	PUNCT
cana-1506	81	29	133x	133x	NUM
cana-1506	81	30	vol	vol	NOUN
cana-1506	81	31	31	31	NUM
cana-1506	81	32	no	no	NOUN
cana-1506	81	33	.	.	PUNCT
cana-1506	82	1	8s	8s	PROPN
cana-1506	82	2	(	(	PUNCT
cana-1506	82	3	2024	2024	NUM
cana-1506	82	4	)	)	PUNCT
cana-1506	82	5	355	355	NUM
cana-1506	82	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	82	7	prediction	prediction	NOUN
cana-1506	82	8	accuracy	accuracy	NOUN
cana-1506	82	9	and	and	CCONJ
cana-1506	82	10	decision	decision	NOUN
cana-1506	82	11	support	support	NOUN
cana-1506	82	12	in	in	ADP
cana-1506	82	13	legal	legal	ADJ
cana-1506	82	14	contexts	contexts	NOUN
cana-1506	82	15	.	.	PUNCT
cana-1506	83	1	yang	yang	PROPN
cana-1506	83	2	et	et	PROPN
cana-1506	83	3	.	.	PUNCT
cana-1506	84	1	al	al	PROPN
cana-1506	84	2	.	.	PUNCT
cana-1506	85	1	[	[	X
cana-1506	85	2	13	13	NUM
cana-1506	85	3	]	]	PUNCT
cana-1506	85	4	model	model	NOUN
cana-1506	85	5	incorporates	incorporate	VERB
cana-1506	85	6	diverse	diverse	ADJ
cana-1506	85	7	case	case	NOUN
cana-1506	85	8	perspectives	perspective	NOUN
cana-1506	85	9	to	to	PART
cana-1506	85	10	enhance	enhance	VERB
cana-1506	85	11	prediction	prediction	NOUN
cana-1506	85	12	accuracy	accuracy	NOUN
cana-1506	85	13	.	.	PUNCT
cana-1506	86	1	while	while	SCONJ
cana-1506	86	2	their	their	PRON
cana-1506	86	3	approach	approach	NOUN
cana-1506	86	4	focuses	focus	VERB
cana-1506	86	5	on	on	ADP
cana-1506	86	6	leveraging	leverage	VERB
cana-1506	86	7	multiple	multiple	ADJ
cana-1506	86	8	viewpoints	viewpoint	NOUN
cana-1506	86	9	,	,	PUNCT
cana-1506	86	10	our	our	PRON
cana-1506	86	11	methodology	methodology	NOUN
cana-1506	86	12	emphasizes	emphasize	VERB
cana-1506	86	13	alternative	alternative	ADJ
cana-1506	86	14	features	feature	NOUN
cana-1506	86	15	,	,	PUNCT
cana-1506	86	16	leading	lead	VERB
cana-1506	86	17	to	to	ADP
cana-1506	86	18	superior	superior	ADJ
cana-1506	86	19	prediction	prediction	NOUN
cana-1506	86	20	performance	performance	NOUN
cana-1506	86	21	.	.	PUNCT
cana-1506	87	1	in	in	ADP
cana-1506	87	2	wagh	wagh	PROPN
cana-1506	87	3	et	et	PROPN
cana-1506	87	4	.	.	PUNCT
cana-1506	88	1	al	al	PROPN
cana-1506	88	2	.	.	PUNCT
cana-1506	89	1	[	[	X
cana-1506	89	2	14	14	NUM
cana-1506	89	3	]	]	PUNCT
cana-1506	89	4	the	the	DET
cana-1506	89	5	author	author	NOUN
cana-1506	89	6	explores	explore	VERB
cana-1506	89	7	the	the	DET
cana-1506	89	8	application	application	NOUN
cana-1506	89	9	of	of	ADP
cana-1506	89	10	unsupervised	unsupervised	ADJ
cana-1506	89	11	text	text	NOUN
cana-1506	89	12	mining	mining	NOUN
cana-1506	89	13	techniques	technique	NOUN
cana-1506	89	14	to	to	PART
cana-1506	89	15	analyze	analyze	VERB
cana-1506	89	16	legal	legal	ADJ
cana-1506	89	17	documents	document	NOUN
cana-1506	89	18	.	.	PUNCT
cana-1506	90	1	the	the	DET
cana-1506	90	2	study	study	NOUN
cana-1506	90	3	delves	delve	VERB
cana-1506	90	4	into	into	ADP
cana-1506	90	5	methods	method	NOUN
cana-1506	90	6	like	like	ADP
cana-1506	90	7	clustering	clustering	NOUN
cana-1506	90	8	and	and	CCONJ
cana-1506	90	9	topic	topic	NOUN
cana-1506	90	10	modelling	modelling	NOUN
cana-1506	90	11	to	to	PART
cana-1506	90	12	extract	extract	VERB
cana-1506	90	13	meaningful	meaningful	ADJ
cana-1506	90	14	insights	insight	NOUN
cana-1506	90	15	from	from	ADP
cana-1506	90	16	legal	legal	ADJ
cana-1506	90	17	texts	text	NOUN
cana-1506	90	18	.	.	PUNCT
cana-1506	91	1	in	in	ADP
cana-1506	91	2	order	order	NOUN
cana-1506	91	3	to	to	PART
cana-1506	91	4	improve	improve	VERB
cana-1506	91	5	decision	decision	NOUN
cana-1506	91	6	-	-	PUNCT
cana-1506	91	7	making	make	VERB
cana-1506	91	8	processes	process	NOUN
cana-1506	91	9	,	,	PUNCT
cana-1506	91	10	verma	verma	PROPN
cana-1506	91	11	et	et	PROPN
cana-1506	91	12	al	al	PROPN
cana-1506	91	13	.	.	PUNCT
cana-1506	92	1	[	[	X
cana-1506	92	2	15	15	NUM
cana-1506	92	3	]	]	X
cana-1506	92	4	propose	propose	VERB
cana-1506	92	5	a	a	DET
cana-1506	92	6	hybrid	hybrid	ADJ
cana-1506	92	7	strategy	strategy	NOUN
cana-1506	92	8	that	that	PRON
cana-1506	92	9	blends	blend	VERB
cana-1506	92	10	case	case	NOUN
cana-1506	92	11	and	and	CCONJ
cana-1506	92	12	rule	rule	NOUN
cana-1506	92	13	-	-	PUNCT
cana-1506	92	14	based	base	VERB
cana-1506	92	15	reasoning	reasoning	NOUN
cana-1506	92	16	frameworks	framework	NOUN
cana-1506	92	17	.	.	PUNCT
cana-1506	93	1	the	the	DET
cana-1506	93	2	study	study	NOUN
cana-1506	93	3	investigates	investigate	VERB
cana-1506	93	4	the	the	DET
cana-1506	93	5	integration	integration	NOUN
cana-1506	93	6	of	of	ADP
cana-1506	93	7	these	these	DET
cana-1506	93	8	two	two	NUM
cana-1506	93	9	methodologies	methodology	NOUN
cana-1506	93	10	to	to	PART
cana-1506	93	11	leverage	leverage	VERB
cana-1506	93	12	their	their	PRON
cana-1506	93	13	respective	respective	ADJ
cana-1506	93	14	strengths	strength	NOUN
cana-1506	93	15	in	in	ADP
cana-1506	93	16	handling	handle	VERB
cana-1506	93	17	complex	complex	ADJ
cana-1506	93	18	decision	decision	NOUN
cana-1506	93	19	-	-	PUNCT
cana-1506	93	20	making	make	VERB
cana-1506	93	21	scenarios	scenario	NOUN
cana-1506	93	22	.	.	PUNCT
cana-1506	94	1	virtucio	virtucio	PROPN
cana-1506	94	2	et	et	PROPN
cana-1506	94	3	.	.	PUNCT
cana-1506	95	1	al	al	PROPN
cana-1506	95	2	.	.	PUNCT
cana-1506	96	1	[	[	X
cana-1506	96	2	16	16	NUM
cana-1506	96	3	]	]	PUNCT
cana-1506	96	4	explores	explore	NOUN
cana-1506	96	5	using	use	VERB
cana-1506	96	6	nlp	nlp	NOUN
cana-1506	96	7	and	and	CCONJ
cana-1506	96	8	machine	machine	NOUN
cana-1506	96	9	learning	learn	VERB
cana-1506	96	10	to	to	PART
cana-1506	96	11	predict	predict	VERB
cana-1506	96	12	decisions	decision	NOUN
cana-1506	96	13	of	of	ADP
cana-1506	96	14	the	the	DET
cana-1506	96	15	philippine	philippine	ADJ
cana-1506	96	16	supreme	supreme	PROPN
cana-1506	96	17	court	court	PROPN
cana-1506	96	18	.	.	PUNCT
cana-1506	97	1	it	it	PRON
cana-1506	97	2	analyzes	analyze	VERB
cana-1506	97	3	legal	legal	ADJ
cana-1506	97	4	opinions	opinion	NOUN
cana-1506	97	5	,	,	PUNCT
cana-1506	97	6	employing	employ	VERB
cana-1506	97	7	nlp	nlp	ADJ
cana-1506	97	8	methods	method	NOUN
cana-1506	97	9	for	for	ADP
cana-1506	97	10	text	text	NOUN
cana-1506	97	11	processing	processing	NOUN
cana-1506	97	12	and	and	CCONJ
cana-1506	97	13	ml	ml	ADP
cana-1506	97	14	algorithms	algorithm	NOUN
cana-1506	97	15	like	like	ADP
cana-1506	97	16	svm	svm	NOUN
cana-1506	97	17	and	and	CCONJ
cana-1506	97	18	decision	decision	NOUN
cana-1506	97	19	trees	tree	NOUN
cana-1506	97	20	to	to	PART
cana-1506	97	21	build	build	VERB
cana-1506	97	22	predictive	predictive	ADJ
cana-1506	97	23	models	model	NOUN
cana-1506	97	24	.	.	PUNCT
cana-1506	98	1	model	model	NOUN
cana-1506	98	2	performance	performance	NOUN
cana-1506	98	3	is	be	AUX
cana-1506	98	4	evaluated	evaluate	VERB
cana-1506	98	5	using	use	VERB
cana-1506	98	6	evaluation	evaluation	NOUN
cana-1506	98	7	measures	measure	NOUN
cana-1506	98	8	like	like	ADP
cana-1506	98	9	as	as	ADP
cana-1506	98	10	f1	f1	NOUN
cana-1506	98	11	-	-	PUNCT
cana-1506	98	12	score	score	NOUN
cana-1506	98	13	,	,	PUNCT
cana-1506	98	14	accuracy	accuracy	NOUN
cana-1506	98	15	,	,	PUNCT
cana-1506	98	16	precision	precision	NOUN
cana-1506	98	17	,	,	PUNCT
cana-1506	98	18	and	and	CCONJ
cana-1506	98	19	recall	recall	NOUN
cana-1506	98	20	.	.	PUNCT
cana-1506	99	1	the	the	DET
cana-1506	99	2	study	study	NOUN
cana-1506	99	3	emphasises	emphasise	VERB
cana-1506	99	4	how	how	SCONJ
cana-1506	99	5	machine	machine	NOUN
cana-1506	99	6	learning	learning	NOUN
cana-1506	99	7	and	and	CCONJ
cana-1506	99	8	natural	natural	ADJ
cana-1506	99	9	language	language	NOUN
cana-1506	99	10	processing	processing	NOUN
cana-1506	99	11	(	(	PUNCT
cana-1506	99	12	nlp	nlp	NOUN
cana-1506	99	13	)	)	PUNCT
cana-1506	99	14	may	may	AUX
cana-1506	99	15	support	support	VERB
cana-1506	99	16	legal	legal	ADJ
cana-1506	99	17	decision	decision	NOUN
cana-1506	99	18	-	-	PUNCT
cana-1506	99	19	making	making	NOUN
cana-1506	99	20	.	.	PUNCT
cana-1506	100	1	aletras	aletras	PROPN
cana-1506	100	2	et	et	PROPN
cana-1506	100	3	.	.	PUNCT
cana-1506	101	1	al	al	PROPN
cana-1506	101	2	.	.	PUNCT
cana-1506	102	1	[	[	X
cana-1506	102	2	17	17	NUM
cana-1506	102	3	]	]	PUNCT
cana-1506	102	4	the	the	DET
cana-1506	102	5	authors	author	NOUN
cana-1506	102	6	leverage	leverage	VERB
cana-1506	102	7	textual	textual	ADJ
cana-1506	102	8	data	datum	NOUN
cana-1506	102	9	from	from	ADP
cana-1506	102	10	case	case	NOUN
cana-1506	102	11	documents	document	NOUN
cana-1506	102	12	to	to	PART
cana-1506	102	13	build	build	VERB
cana-1506	102	14	predictive	predictive	ADJ
cana-1506	102	15	models	model	NOUN
cana-1506	102	16	that	that	PRON
cana-1506	102	17	forecast	forecast	VERB
cana-1506	102	18	the	the	DET
cana-1506	102	19	european	european	PROPN
cana-1506	102	20	court	court	PROPN
cana-1506	102	21	of	of	ADP
cana-1506	102	22	human	human	PROPN
cana-1506	102	23	rights	right	NOUN
cana-1506	102	24	'	'	PART
cana-1506	102	25	rulings	ruling	NOUN
cana-1506	102	26	.	.	PUNCT
cana-1506	103	1	through	through	ADP
cana-1506	103	2	extensive	extensive	ADJ
cana-1506	103	3	experimentation	experimentation	NOUN
cana-1506	103	4	and	and	CCONJ
cana-1506	103	5	analysis	analysis	NOUN
cana-1506	103	6	,	,	PUNCT
cana-1506	103	7	they	they	PRON
cana-1506	103	8	exhibit	exhibit	VERB
cana-1506	103	9	the	the	DET
cana-1506	103	10	efficacy	efficacy	NOUN
cana-1506	103	11	of	of	ADP
cana-1506	103	12	their	their	PRON
cana-1506	103	13	methodology	methodology	NOUN
cana-1506	103	14	in	in	ADP
cana-1506	103	15	accurately	accurately	ADV
cana-1506	103	16	predicting	predict	VERB
cana-1506	103	17	judicial	judicial	ADJ
cana-1506	103	18	rulings	ruling	NOUN
cana-1506	103	19	based	base	VERB
cana-1506	103	20	on	on	ADP
cana-1506	103	21	textual	textual	ADJ
cana-1506	103	22	evidence	evidence	NOUN
cana-1506	103	23	.	.	PUNCT
cana-1506	104	1	sert	sert	NOUN
cana-1506	104	2	et	et	PROPN
cana-1506	104	3	.	.	PUNCT
cana-1506	105	1	al	al	PROPN
cana-1506	105	2	.	.	PUNCT
cana-1506	106	1	[	[	X
cana-1506	106	2	18	18	NUM
cana-1506	106	3	]	]	PUNCT
cana-1506	106	4	the	the	DET
cana-1506	106	5	authors	author	NOUN
cana-1506	106	6	explore	explore	VERB
cana-1506	106	7	the	the	DET
cana-1506	106	8	application	application	NOUN
cana-1506	106	9	of	of	ADP
cana-1506	106	10	artificial	artificial	ADJ
cana-1506	106	11	intelligence	intelligence	NOUN
cana-1506	106	12	(	(	PUNCT
cana-1506	106	13	ai	ai	NOUN
cana-1506	106	14	)	)	PUNCT
cana-1506	106	15	techniques	technique	NOUN
cana-1506	106	16	to	to	PART
cana-1506	106	17	forecast	forecast	VERB
cana-1506	106	18	decisions	decision	NOUN
cana-1506	106	19	made	make	VERB
cana-1506	106	20	by	by	ADP
cana-1506	106	21	the	the	DET
cana-1506	106	22	turkish	turkish	ADJ
cana-1506	106	23	constitutional	constitutional	ADJ
cana-1506	106	24	court	court	NOUN
cana-1506	106	25	.	.	PUNCT
cana-1506	107	1	by	by	ADP
cana-1506	107	2	employing	employ	VERB
cana-1506	107	3	ai	ai	NOUN
cana-1506	107	4	algorithms	algorithm	NOUN
cana-1506	107	5	and	and	CCONJ
cana-1506	107	6	methodologies	methodology	NOUN
cana-1506	107	7	,	,	PUNCT
cana-1506	107	8	the	the	DET
cana-1506	107	9	study	study	NOUN
cana-1506	107	10	aims	aim	VERB
cana-1506	107	11	to	to	PART
cana-1506	107	12	develop	develop	VERB
cana-1506	107	13	predictive	predictive	ADJ
cana-1506	107	14	models	model	NOUN
cana-1506	107	15	capable	capable	ADJ
cana-1506	107	16	of	of	ADP
cana-1506	107	17	accurately	accurately	ADV
cana-1506	107	18	anticipating	anticipate	VERB
cana-1506	107	19	the	the	DET
cana-1506	107	20	court	court	NOUN
cana-1506	107	21	's	's	PART
cana-1506	107	22	rulings	ruling	NOUN
cana-1506	107	23	.	.	PUNCT
cana-1506	108	1	the	the	DET
cana-1506	108	2	research	research	NOUN
cana-1506	108	3	contributes	contribute	VERB
cana-1506	108	4	to	to	ADP
cana-1506	108	5	the	the	DET
cana-1506	108	6	growing	grow	VERB
cana-1506	108	7	field	field	NOUN
cana-1506	108	8	of	of	ADP
cana-1506	108	9	computational	computational	ADJ
cana-1506	108	10	legal	legal	ADJ
cana-1506	108	11	studies	study	NOUN
cana-1506	108	12	by	by	ADP
cana-1506	108	13	investigating	investigate	VERB
cana-1506	108	14	the	the	DET
cana-1506	108	15	potential	potential	NOUN
cana-1506	108	16	of	of	ADP
cana-1506	108	17	ai	ai	NOUN
cana-1506	108	18	in	in	ADP
cana-1506	108	19	legal	legal	ADJ
cana-1506	108	20	decision	decision	NOUN
cana-1506	108	21	-	-	PUNCT
cana-1506	108	22	making	make	VERB
cana-1506	108	23	processes	process	NOUN
cana-1506	108	24	.	.	PUNCT
cana-1506	109	1	the	the	DET
cana-1506	109	2	authors	author	NOUN
cana-1506	109	3	of	of	ADP
cana-1506	109	4	zhong	zhong	PROPN
cana-1506	109	5	et	et	PROPN
cana-1506	109	6	al	al	PROPN
cana-1506	109	7	.	.	PUNCT
cana-1506	110	1	[	[	X
cana-1506	110	2	19	19	NUM
cana-1506	110	3	]	]	PUNCT
cana-1506	110	4	provide	provide	VERB
cana-1506	110	5	a	a	DET
cana-1506	110	6	unique	unique	ADJ
cana-1506	110	7	method	method	NOUN
cana-1506	110	8	for	for	ADP
cana-1506	110	9	forecasting	forecasting	NOUN
cana-1506	110	10	court	court	NOUN
cana-1506	110	11	decisions	decision	NOUN
cana-1506	110	12	.	.	PUNCT
cana-1506	111	1	the	the	DET
cana-1506	111	2	goal	goal	NOUN
cana-1506	111	3	of	of	ADP
cana-1506	111	4	the	the	DET
cana-1506	111	5	research	research	NOUN
cana-1506	111	6	is	be	AUX
cana-1506	111	7	to	to	PART
cana-1506	111	8	use	use	VERB
cana-1506	111	9	topological	topological	ADJ
cana-1506	111	10	learning	learn	VERB
cana-1506	111	11	techniques	technique	NOUN
cana-1506	111	12	to	to	PART
cana-1506	111	13	increase	increase	VERB
cana-1506	111	14	the	the	DET
cana-1506	111	15	accuracy	accuracy	NOUN
cana-1506	111	16	and	and	CCONJ
cana-1506	111	17	efficiency	efficiency	NOUN
cana-1506	111	18	of	of	ADP
cana-1506	111	19	legal	legal	ADJ
cana-1506	111	20	decision	decision	NOUN
cana-1506	111	21	prediction	prediction	NOUN
cana-1506	111	22	models	model	NOUN
cana-1506	111	23	.	.	PUNCT
cana-1506	112	1	by	by	ADP
cana-1506	112	2	providing	provide	VERB
cana-1506	112	3	insights	insight	NOUN
cana-1506	112	4	into	into	ADP
cana-1506	112	5	the	the	DET
cana-1506	112	6	possibilities	possibility	NOUN
cana-1506	112	7	of	of	ADP
cana-1506	112	8	topological	topological	ADJ
cana-1506	112	9	learning	learning	NOUN
cana-1506	112	10	for	for	ADP
cana-1506	112	11	legal	legal	ADJ
cana-1506	112	12	judgment	judgment	NOUN
cana-1506	112	13	prediction	prediction	NOUN
cana-1506	112	14	tasks	task	NOUN
cana-1506	112	15	,	,	PUNCT
cana-1506	112	16	the	the	DET
cana-1506	112	17	research	research	NOUN
cana-1506	112	18	advances	advance	VERB
cana-1506	112	19	natural	natural	ADJ
cana-1506	112	20	language	language	NOUN
cana-1506	112	21	processing	processing	NOUN
cana-1506	112	22	techniques	technique	NOUN
cana-1506	112	23	used	use	VERB
cana-1506	112	24	in	in	ADP
cana-1506	112	25	legal	legal	ADJ
cana-1506	112	26	text	text	NOUN
cana-1506	112	27	analysis	analysis	NOUN
cana-1506	112	28	.	.	PUNCT
cana-1506	113	1	the	the	DET
cana-1506	113	2	authors	author	NOUN
cana-1506	113	3	of	of	ADP
cana-1506	113	4	lin	lin	PROPN
cana-1506	113	5	et	et	PROPN
cana-1506	113	6	al	al	PROPN
cana-1506	113	7	.	.	PUNCT
cana-1506	114	1	[	[	X
cana-1506	114	2	20	20	NUM
cana-1506	114	3	]	]	PUNCT
cana-1506	114	4	investigate	investigate	VERB
cana-1506	114	5	the	the	DET
cana-1506	114	6	use	use	NOUN
cana-1506	114	7	of	of	ADP
cana-1506	114	8	machine	machine	NOUN
cana-1506	114	9	learning	learning	NOUN
cana-1506	114	10	methods	method	NOUN
cana-1506	114	11	in	in	ADP
cana-1506	114	12	the	the	DET
cana-1506	114	13	examination	examination	NOUN
cana-1506	114	14	of	of	ADP
cana-1506	114	15	chinese	chinese	ADJ
cana-1506	114	16	legal	legal	ADJ
cana-1506	114	17	documents	document	NOUN
cana-1506	114	18	.	.	PUNCT
cana-1506	115	1	in	in	ADP
cana-1506	115	2	order	order	NOUN
cana-1506	115	3	to	to	PART
cana-1506	115	4	improve	improve	VERB
cana-1506	115	5	the	the	DET
cana-1506	115	6	effectiveness	effectiveness	NOUN
cana-1506	115	7	and	and	CCONJ
cana-1506	115	8	precision	precision	NOUN
cana-1506	115	9	of	of	ADP
cana-1506	115	10	legal	legal	ADJ
cana-1506	115	11	document	document	NOUN
cana-1506	115	12	processing	processing	NOUN
cana-1506	115	13	by	by	ADP
cana-1506	115	14	using	use	VERB
cana-1506	115	15	machine	machine	NOUN
cana-1506	115	16	learning	learning	NOUN
cana-1506	115	17	models	model	NOUN
cana-1506	115	18	,	,	PUNCT
cana-1506	115	19	the	the	DET
cana-1506	115	20	study	study	NOUN
cana-1506	115	21	looks	look	VERB
cana-1506	115	22	into	into	ADP
cana-1506	115	23	a	a	DET
cana-1506	115	24	number	number	NOUN
cana-1506	115	25	of	of	ADP
cana-1506	115	26	areas	area	NOUN
cana-1506	115	27	,	,	PUNCT
cana-1506	115	28	such	such	ADJ
cana-1506	115	29	as	as	ADP
cana-1506	115	30	document	document	NOUN
cana-1506	115	31	labeling	labeling	NOUN
cana-1506	115	32	,	,	PUNCT
cana-1506	115	33	case	case	NOUN
cana-1506	115	34	classification	classification	NOUN
cana-1506	115	35	,	,	PUNCT
cana-1506	115	36	and	and	CCONJ
cana-1506	115	37	sentencing	sentencing	NOUN
cana-1506	115	38	prediction	prediction	NOUN
cana-1506	115	39	.	.	PUNCT
cana-1506	116	1	3	3	X
cana-1506	116	2	.	.	NUM
cana-1506	116	3	proposed	propose	VERB
cana-1506	116	4	methodology	methodology	NOUN
cana-1506	116	5	this	this	DET
cana-1506	116	6	study	study	NOUN
cana-1506	116	7	presents	present	VERB
cana-1506	116	8	an	an	DET
cana-1506	116	9	advanced	advanced	ADJ
cana-1506	116	10	architectural	architectural	ADJ
cana-1506	116	11	design	design	NOUN
cana-1506	116	12	for	for	ADP
cana-1506	116	13	the	the	DET
cana-1506	116	14	legal	legal	ADJ
cana-1506	116	15	community	community	NOUN
cana-1506	116	16	's	's	PART
cana-1506	116	17	recommendation	recommendation	NOUN
cana-1506	116	18	of	of	ADP
cana-1506	116	19	legal	legal	ADJ
cana-1506	116	20	documents	document	NOUN
cana-1506	116	21	.	.	PUNCT
cana-1506	117	1	part	part	NOUN
cana-1506	117	2	of	of	ADP
cana-1506	117	3	the	the	DET
cana-1506	117	4	methodology	methodology	NOUN
cana-1506	117	5	involves	involve	VERB
cana-1506	117	6	using	use	VERB
cana-1506	117	7	a	a	DET
cana-1506	117	8	preprocessed	preprocesse	VERB
cana-1506	117	9	collection	collection	NOUN
cana-1506	117	10	of	of	ADP
cana-1506	117	11	legal	legal	ADJ
cana-1506	117	12	papers	paper	NOUN
cana-1506	117	13	as	as	ADP
cana-1506	117	14	input	input	NOUN
cana-1506	117	15	for	for	ADP
cana-1506	117	16	outcome	outcome	NOUN
cana-1506	117	17	prediction	prediction	NOUN
cana-1506	117	18	,	,	PUNCT
cana-1506	117	19	text	text	NOUN
cana-1506	117	20	categorization	categorization	NOUN
cana-1506	117	21	,	,	PUNCT
cana-1506	117	22	and	and	CCONJ
cana-1506	117	23	similarity	similarity	NOUN
cana-1506	117	24	matching	matching	NOUN
cana-1506	117	25	.	.	PUNCT
cana-1506	118	1	the	the	DET
cana-1506	118	2	final	final	ADJ
cana-1506	118	3	predictions	prediction	NOUN
cana-1506	118	4	are	be	AUX
cana-1506	118	5	produced	produce	VERB
cana-1506	118	6	using	use	VERB
cana-1506	118	7	multi	multi	ADJ
cana-1506	118	8	-	-	ADJ
cana-1506	118	9	dimensional	dimensional	ADJ
cana-1506	118	10	relevance	relevance	NOUN
cana-1506	118	11	computing	computing	NOUN
cana-1506	118	12	and	and	CCONJ
cana-1506	118	13	semantic	semantic	ADJ
cana-1506	118	14	matchmaking	matchmaking	NOUN
cana-1506	118	15	approaches	approach	NOUN
cana-1506	118	16	.	.	PUNCT
cana-1506	119	1	using	use	VERB
cana-1506	119	2	legal	legal	ADJ
cana-1506	119	3	citations	citation	NOUN
cana-1506	119	4	documents	document	NOUN
cana-1506	119	5	from	from	ADP
cana-1506	119	6	various	various	ADJ
cana-1506	119	7	legal	legal	ADJ
cana-1506	119	8	repositories	repository	NOUN
cana-1506	119	9	and	and	CCONJ
cana-1506	119	10	organizational	organizational	ADJ
cana-1506	119	11	libraries	library	NOUN
cana-1506	119	12	,	,	PUNCT
cana-1506	119	13	a	a	DET
cana-1506	119	14	semantic	semantic	ADJ
cana-1506	119	15	matchmaking	matchmaking	NOUN
cana-1506	119	16	and	and	CCONJ
cana-1506	119	17	document	document	NOUN
cana-1506	119	18	rating	rating	NOUN
cana-1506	119	19	ontology	ontology	NOUN
cana-1506	119	20	has	have	AUX
cana-1506	119	21	been	be	AUX
cana-1506	119	22	constructed	construct	VERB
cana-1506	119	23	.	.	PUNCT
cana-1506	120	1	legal	legal	ADJ
cana-1506	120	2	documents	document	NOUN
cana-1506	120	3	are	be	AUX
cana-1506	120	4	classified	classify	VERB
cana-1506	120	5	using	use	VERB
cana-1506	120	6	a	a	DET
cana-1506	120	7	combination	combination	NOUN
cana-1506	120	8	of	of	ADP
cana-1506	120	9	machine	machine	NOUN
cana-1506	120	10	learning	learning	NOUN
cana-1506	120	11	approaches	approach	NOUN
cana-1506	120	12	,	,	PUNCT
cana-1506	120	13	which	which	PRON
cana-1506	120	14	facilitates	facilitate	VERB
cana-1506	120	15	the	the	DET
cana-1506	120	16	organization	organization	NOUN
cana-1506	120	17	of	of	ADP
cana-1506	120	18	documents	document	NOUN
cana-1506	120	19	based	base	VERB
cana-1506	120	20	on	on	ADP
cana-1506	120	21	their	their	PRON
cana-1506	120	22	semantic	semantic	ADJ
cana-1506	120	23	content	content	NOUN
cana-1506	120	24	and	and	CCONJ
cana-1506	120	25	significance	significance	NOUN
cana-1506	120	26	.	.	PUNCT
cana-1506	121	1	through	through	ADP
cana-1506	121	2	preprocessing	preprocessing	NOUN
cana-1506	121	3	,	,	PUNCT
cana-1506	121	4	it	it	PRON
cana-1506	121	5	has	have	AUX
cana-1506	121	6	been	be	AUX
cana-1506	121	7	made	make	VERB
cana-1506	121	8	sure	sure	ADJ
cana-1506	121	9	that	that	SCONJ
cana-1506	121	10	the	the	DET
cana-1506	121	11	data	datum	NOUN
cana-1506	121	12	gathered	gather	VERB
cana-1506	121	13	from	from	ADP
cana-1506	121	14	legal	legal	ADJ
cana-1506	121	15	papers	paper	NOUN
cana-1506	121	16	is	be	AUX
cana-1506	121	17	suitable	suitable	ADJ
cana-1506	121	18	for	for	ADP
cana-1506	121	19	machine	machine	NOUN
cana-1506	121	20	learning	learning	NOUN
cana-1506	121	21	applications	application	NOUN
cana-1506	121	22	in	in	ADP
cana-1506	121	23	this	this	DET
cana-1506	121	24	study	study	NOUN
cana-1506	121	25	.	.	PUNCT
cana-1506	122	1	the	the	DET
cana-1506	122	2	multiformat	multiformat	PROPN
cana-1506	122	3	data	data	PROPN
cana-1506	122	4	,	,	PUNCT
cana-1506	122	5	which	which	PRON
cana-1506	122	6	includes	include	VERB
cana-1506	122	7	structured	structured	ADJ
cana-1506	122	8	text	text	NOUN
cana-1506	122	9	and	and	CCONJ
cana-1506	122	10	communications	communication	NOUN
cana-1506	122	11	on	on	ADP
cana-1506	122	12	applied	apply	VERB
cana-1506	122	13	nonlinear	nonlinear	ADJ
cana-1506	122	14	analysis	analysis	NOUN
cana-1506	122	15	issn	issn	NOUN
cana-1506	122	16	:	:	PUNCT
cana-1506	122	17	1074	1074	NUM
cana-1506	122	18	-	-	PUNCT
cana-1506	122	19	133x	133x	NUM
cana-1506	122	20	vol	vol	NOUN
cana-1506	122	21	31	31	NUM
cana-1506	122	22	no	no	NOUN
cana-1506	122	23	.	.	PUNCT
cana-1506	123	1	8s	8s	PROPN
cana-1506	123	2	(	(	PUNCT
cana-1506	123	3	2024	2024	NUM
cana-1506	123	4	)	)	PUNCT
cana-1506	123	5	356	356	NUM
cana-1506	123	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	123	7	formal	formal	ADJ
cana-1506	123	8	language	language	NOUN
cana-1506	123	9	,	,	PUNCT
cana-1506	123	10	has	have	AUX
cana-1506	123	11	undergone	undergo	VERB
cana-1506	123	12	meticulous	meticulous	ADJ
cana-1506	123	13	preprocessing	preprocessing	NOUN
cana-1506	123	14	to	to	PART
cana-1506	123	15	optimize	optimize	VERB
cana-1506	123	16	its	its	PRON
cana-1506	123	17	fit	fit	NOUN
cana-1506	123	18	for	for	ADP
cana-1506	123	19	the	the	DET
cana-1506	123	20	suggested	suggest	VERB
cana-1506	123	21	machine	machine	NOUN
cana-1506	123	22	-	-	PUNCT
cana-1506	123	23	learning	learn	VERB
cana-1506	123	24	model	model	NOUN
cana-1506	123	25	.	.	PUNCT
cana-1506	124	1	the	the	DET
cana-1506	124	2	preprocessed	preprocesse	VERB
cana-1506	124	3	legal	legal	ADJ
cana-1506	124	4	document	document	NOUN
cana-1506	124	5	dataset	dataset	NOUN
cana-1506	124	6	received	receive	VERB
cana-1506	124	7	substantial	substantial	ADJ
cana-1506	124	8	preprocessing	preprocessing	NOUN
cana-1506	124	9	,	,	PUNCT
cana-1506	124	10	including	include	VERB
cana-1506	124	11	tokenization	tokenization	NOUN
cana-1506	124	12	,	,	PUNCT
cana-1506	124	13	lemmatization	lemmatization	NOUN
cana-1506	124	14	,	,	PUNCT
cana-1506	124	15	and	and	CCONJ
cana-1506	124	16	stop	stop	VERB
cana-1506	124	17	word	word	NOUN
cana-1506	124	18	removal	removal	NOUN
cana-1506	124	19	,	,	PUNCT
cana-1506	124	20	to	to	PART
cana-1506	124	21	maximize	maximize	VERB
cana-1506	124	22	computational	computational	ADJ
cana-1506	124	23	efficiency	efficiency	NOUN
cana-1506	124	24	and	and	CCONJ
cana-1506	124	25	improve	improve	VERB
cana-1506	124	26	model	model	NOUN
cana-1506	124	27	performance	performance	NOUN
cana-1506	124	28	.	.	PUNCT
cana-1506	125	1	consequently	consequently	ADV
cana-1506	125	2	,	,	PUNCT
cana-1506	125	3	no	no	DET
cana-1506	125	4	additional	additional	ADJ
cana-1506	125	5	preparation	preparation	NOUN
cana-1506	125	6	steps	step	NOUN
cana-1506	125	7	are	be	AUX
cana-1506	125	8	required	require	VERB
cana-1506	125	9	when	when	SCONJ
cana-1506	125	10	incorporating	incorporate	VERB
cana-1506	125	11	the	the	DET
cana-1506	125	12	dataset	dataset	NOUN
cana-1506	125	13	into	into	ADP
cana-1506	125	14	the	the	DET
cana-1506	125	15	recommended	recommend	VERB
cana-1506	125	16	machine	machine	NOUN
cana-1506	125	17	-	-	PUNCT
cana-1506	125	18	learning	learn	VERB
cana-1506	125	19	model	model	NOUN
cana-1506	125	20	.	.	PUNCT
cana-1506	126	1	to	to	PART
cana-1506	126	2	lay	lay	VERB
cana-1506	126	3	the	the	DET
cana-1506	126	4	foundation	foundation	NOUN
cana-1506	126	5	for	for	ADP
cana-1506	126	6	our	our	PRON
cana-1506	126	7	predictive	predictive	ADJ
cana-1506	126	8	analytics	analytic	NOUN
cana-1506	126	9	framework	framework	NOUN
cana-1506	126	10	,	,	PUNCT
cana-1506	126	11	we	we	PRON
cana-1506	126	12	focus	focus	VERB
cana-1506	126	13	on	on	ADP
cana-1506	126	14	semantic	semantic	ADJ
cana-1506	126	15	network	network	NOUN
cana-1506	126	16	formulation	formulation	NOUN
cana-1506	126	17	and	and	CCONJ
cana-1506	126	18	ontology	ontology	NOUN
cana-1506	126	19	integration	integration	NOUN
cana-1506	126	20	.	.	PUNCT
cana-1506	127	1	legal	legal	ADJ
cana-1506	127	2	documents	document	NOUN
cana-1506	127	3	inherently	inherently	ADV
cana-1506	127	4	contain	contain	VERB
cana-1506	127	5	complex	complex	ADJ
cana-1506	127	6	relationships	relationship	NOUN
cana-1506	127	7	between	between	ADP
cana-1506	127	8	legal	legal	ADJ
cana-1506	127	9	concepts	concept	NOUN
cana-1506	127	10	,	,	PUNCT
cana-1506	127	11	statutes	statute	NOUN
cana-1506	127	12	,	,	PUNCT
cana-1506	127	13	case	case	NOUN
cana-1506	127	14	law	law	NOUN
cana-1506	127	15	,	,	PUNCT
cana-1506	127	16	and	and	CCONJ
cana-1506	127	17	procedural	procedural	ADJ
cana-1506	127	18	rules	rule	NOUN
cana-1506	127	19	.	.	PUNCT
cana-1506	128	1	by	by	ADP
cana-1506	128	2	constructing	construct	VERB
cana-1506	128	3	a	a	DET
cana-1506	128	4	semantic	semantic	ADJ
cana-1506	128	5	network	network	NOUN
cana-1506	128	6	that	that	PRON
cana-1506	128	7	captures	capture	VERB
cana-1506	128	8	these	these	DET
cana-1506	128	9	intricate	intricate	ADJ
cana-1506	128	10	relationships	relationship	NOUN
cana-1506	128	11	,	,	PUNCT
cana-1506	128	12	we	we	PRON
cana-1506	128	13	create	create	VERB
cana-1506	128	14	a	a	DET
cana-1506	128	15	structured	structured	ADJ
cana-1506	128	16	representation	representation	NOUN
cana-1506	128	17	of	of	ADP
cana-1506	128	18	legal	legal	ADJ
cana-1506	128	19	knowledge	knowledge	NOUN
cana-1506	128	20	that	that	PRON
cana-1506	128	21	forms	form	VERB
cana-1506	128	22	the	the	DET
cana-1506	128	23	backbone	backbone	NOUN
cana-1506	128	24	of	of	ADP
cana-1506	128	25	our	our	PRON
cana-1506	128	26	predictive	predictive	ADJ
cana-1506	128	27	model	model	NOUN
cana-1506	128	28	.	.	PUNCT
cana-1506	129	1	additionally	additionally	ADV
cana-1506	129	2	,	,	PUNCT
cana-1506	129	3	we	we	PRON
cana-1506	129	4	integrate	integrate	VERB
cana-1506	129	5	domain	domain	NOUN
cana-1506	129	6	-	-	PUNCT
cana-1506	129	7	specific	specific	ADJ
cana-1506	129	8	ontologies	ontology	NOUN
cana-1506	129	9	derived	derive	VERB
cana-1506	129	10	from	from	ADP
cana-1506	129	11	legal	legal	ADJ
cana-1506	129	12	texts	text	NOUN
cana-1506	129	13	,	,	PUNCT
cana-1506	129	14	statutes	statute	NOUN
cana-1506	129	15	,	,	PUNCT
cana-1506	129	16	and	and	CCONJ
cana-1506	129	17	case	case	NOUN
cana-1506	129	18	databases	database	NOUN
cana-1506	129	19	to	to	PART
cana-1506	129	20	enrich	enrich	VERB
cana-1506	129	21	the	the	DET
cana-1506	129	22	semantic	semantic	ADJ
cana-1506	129	23	understanding	understanding	NOUN
cana-1506	129	24	of	of	ADP
cana-1506	129	25	legal	legal	ADJ
cana-1506	129	26	documents	document	NOUN
cana-1506	129	27	.	.	PUNCT
cana-1506	130	1	this	this	DET
cana-1506	130	2	integration	integration	NOUN
cana-1506	130	3	facilitates	facilitate	VERB
cana-1506	130	4	semantic	semantic	ADJ
cana-1506	130	5	matchmaking	matchmaking	NOUN
cana-1506	130	6	,	,	PUNCT
cana-1506	130	7	enabling	enable	VERB
cana-1506	130	8	the	the	DET
cana-1506	130	9	alignment	alignment	NOUN
cana-1506	130	10	of	of	ADP
cana-1506	130	11	legal	legal	ADJ
cana-1506	130	12	documents	document	NOUN
cana-1506	130	13	with	with	ADP
cana-1506	130	14	client	client	NOUN
cana-1506	130	15	requirements	requirement	NOUN
cana-1506	130	16	and	and	CCONJ
cana-1506	130	17	enhancing	enhance	VERB
cana-1506	130	18	the	the	DET
cana-1506	130	19	accuracy	accuracy	NOUN
cana-1506	130	20	and	and	CCONJ
cana-1506	130	21	relevance	relevance	NOUN
cana-1506	130	22	of	of	ADP
cana-1506	130	23	our	our	PRON
cana-1506	130	24	predictive	predictive	ADJ
cana-1506	130	25	analytics	analytic	NOUN
cana-1506	130	26	framework	framework	NOUN
cana-1506	130	27	.	.	PUNCT
cana-1506	131	1	3.1	3.1	NUM
cana-1506	131	2	semantic	semantic	ADJ
cana-1506	131	3	network	network	NOUN
cana-1506	131	4	formulation	formulation	NOUN
cana-1506	131	5	:	:	PUNCT
cana-1506	131	6	as	as	SCONJ
cana-1506	131	7	we	we	PRON
cana-1506	131	8	prioritise	prioritise	VERB
cana-1506	131	9	ontology	ontology	NOUN
cana-1506	131	10	creation	creation	NOUN
cana-1506	131	11	as	as	ADP
cana-1506	131	12	the	the	DET
cana-1506	131	13	first	first	ADJ
cana-1506	131	14	step	step	NOUN
cana-1506	131	15	towards	towards	ADP
cana-1506	131	16	classifying	classify	VERB
cana-1506	131	17	legal	legal	ADJ
cana-1506	131	18	documents	document	NOUN
cana-1506	131	19	and	and	CCONJ
cana-1506	131	20	creating	create	VERB
cana-1506	131	21	a	a	DET
cana-1506	131	22	framework	framework	NOUN
cana-1506	131	23	for	for	ADP
cana-1506	131	24	predictions	prediction	NOUN
cana-1506	131	25	,	,	PUNCT
cana-1506	131	26	these	these	DET
cana-1506	131	27	ontologies	ontology	NOUN
cana-1506	131	28	are	be	AUX
cana-1506	131	29	selected	select	VERB
cana-1506	131	30	from	from	ADP
cana-1506	131	31	internet	internet	NOUN
cana-1506	131	32	statutes	statute	NOUN
cana-1506	131	33	,	,	PUNCT
cana-1506	131	34	court	court	NOUN
cana-1506	131	35	rulings	ruling	NOUN
cana-1506	131	36	,	,	PUNCT
cana-1506	131	37	legal	legal	ADJ
cana-1506	131	38	papers	paper	NOUN
cana-1506	131	39	,	,	PUNCT
cana-1506	131	40	and	and	CCONJ
cana-1506	131	41	regulatory	regulatory	ADJ
cana-1506	131	42	frameworks	framework	NOUN
cana-1506	131	43	.	.	PUNCT
cana-1506	132	1	these	these	DET
cana-1506	132	2	archives	archive	NOUN
cana-1506	132	3	provide	provide	VERB
cana-1506	132	4	methodically	methodically	ADV
cana-1506	132	5	selected	select	VERB
cana-1506	132	6	detailed	detailed	ADJ
cana-1506	132	7	material	material	NOUN
cana-1506	132	8	about	about	ADP
cana-1506	132	9	legal	legal	ADJ
cana-1506	132	10	provisions	provision	NOUN
cana-1506	132	11	,	,	PUNCT
cana-1506	132	12	case	case	NOUN
cana-1506	132	13	precedents	precedent	NOUN
cana-1506	132	14	,	,	PUNCT
cana-1506	132	15	regulatory	regulatory	ADJ
cana-1506	132	16	changes	change	NOUN
cana-1506	132	17	,	,	PUNCT
cana-1506	132	18	and	and	CCONJ
cana-1506	132	19	legislative	legislative	ADJ
cana-1506	132	20	amendments	amendment	NOUN
cana-1506	132	21	.	.	PUNCT
cana-1506	133	1	using	use	VERB
cana-1506	133	2	specialised	specialised	ADJ
cana-1506	133	3	tools	tool	NOUN
cana-1506	133	4	like	like	ADP
cana-1506	133	5	ontocollab	ontocollab	NOUN
cana-1506	133	6	,	,	PUNCT
cana-1506	133	7	we	we	PRON
cana-1506	133	8	scrape	scrape	VERB
cana-1506	133	9	documents	document	NOUN
cana-1506	133	10	from	from	ADP
cana-1506	133	11	regulatory	regulatory	ADJ
cana-1506	133	12	libraries	library	NOUN
cana-1506	133	13	and	and	CCONJ
cana-1506	133	14	legal	legal	ADJ
cana-1506	133	15	archives	archive	NOUN
cana-1506	133	16	based	base	VERB
cana-1506	133	17	on	on	ADP
cana-1506	133	18	the	the	DET
cana-1506	133	19	domain	domain	NOUN
cana-1506	133	20	of	of	ADP
cana-1506	133	21	our	our	PRON
cana-1506	133	22	dataset	dataset	NOUN
cana-1506	133	23	in	in	ADP
cana-1506	133	24	order	order	NOUN
cana-1506	133	25	to	to	PART
cana-1506	133	26	create	create	VERB
cana-1506	133	27	a	a	DET
cana-1506	133	28	pertinent	pertinent	ADJ
cana-1506	133	29	ontology	ontology	NOUN
cana-1506	133	30	.	.	PUNCT
cana-1506	134	1	the	the	DET
cana-1506	134	2	next	next	ADJ
cana-1506	134	3	step	step	NOUN
cana-1506	134	4	is	be	AUX
cana-1506	134	5	for	for	SCONJ
cana-1506	134	6	us	we	PRON
cana-1506	134	7	to	to	PART
cana-1506	134	8	process	process	VERB
cana-1506	134	9	the	the	DET
cana-1506	134	10	input	input	NOUN
cana-1506	134	11	data	datum	NOUN
cana-1506	134	12	in	in	ADP
cana-1506	134	13	several	several	ADJ
cana-1506	134	14	stages	stage	NOUN
cana-1506	134	15	so	so	SCONJ
cana-1506	134	16	that	that	SCONJ
cana-1506	134	17	we	we	PRON
cana-1506	134	18	can	can	AUX
cana-1506	134	19	extract	extract	VERB
cana-1506	134	20	features	feature	NOUN
cana-1506	134	21	and	and	CCONJ
cana-1506	134	22	classify	classify	VERB
cana-1506	134	23	the	the	DET
cana-1506	134	24	legal	legal	ADJ
cana-1506	134	25	document	document	NOUN
cana-1506	134	26	dataset	dataset	VERB
cana-1506	134	27	in	in	ADP
cana-1506	134	28	the	the	DET
cana-1506	134	29	right	right	ADJ
cana-1506	134	30	way	way	NOUN
cana-1506	134	31	.	.	PUNCT
cana-1506	135	1	semantic	semantic	ADJ
cana-1506	135	2	networks	network	NOUN
cana-1506	135	3	,	,	PUNCT
cana-1506	135	4	which	which	PRON
cana-1506	135	5	consist	consist	VERB
cana-1506	135	6	of	of	ADP
cana-1506	135	7	nodes	node	NOUN
cana-1506	135	8	and	and	CCONJ
cana-1506	135	9	links	link	NOUN
cana-1506	135	10	connecting	connect	VERB
cana-1506	135	11	these	these	DET
cana-1506	135	12	nodes	node	NOUN
cana-1506	135	13	,	,	PUNCT
cana-1506	135	14	act	act	VERB
cana-1506	135	15	as	as	ADP
cana-1506	135	16	schemas	schema	NOUN
cana-1506	135	17	for	for	ADP
cana-1506	135	18	knowledge	knowledge	NOUN
cana-1506	135	19	representation	representation	NOUN
cana-1506	135	20	.	.	PUNCT
cana-1506	136	1	by	by	ADP
cana-1506	136	2	combining	combine	VERB
cana-1506	136	3	ontologies	ontology	NOUN
cana-1506	136	4	from	from	ADP
cana-1506	136	5	several	several	ADJ
cana-1506	136	6	legal	legal	ADJ
cana-1506	136	7	sources	source	NOUN
cana-1506	136	8	,	,	PUNCT
cana-1506	136	9	such	such	ADJ
cana-1506	136	10	as	as	ADP
cana-1506	136	11	legislation	legislation	NOUN
cana-1506	136	12	,	,	PUNCT
cana-1506	136	13	case	case	NOUN
cana-1506	136	14	law	law	NOUN
cana-1506	136	15	,	,	PUNCT
cana-1506	136	16	and	and	CCONJ
cana-1506	136	17	regulatory	regulatory	ADJ
cana-1506	136	18	frameworks	framework	NOUN
cana-1506	136	19	,	,	PUNCT
cana-1506	136	20	we	we	PRON
cana-1506	136	21	are	be	AUX
cana-1506	136	22	able	able	ADJ
cana-1506	136	23	to	to	PART
cana-1506	136	24	create	create	VERB
cana-1506	136	25	our	our	PRON
cana-1506	136	26	semantic	semantic	ADJ
cana-1506	136	27	network	network	NOUN
cana-1506	136	28	.	.	PUNCT
cana-1506	137	1	we	we	PRON
cana-1506	137	2	use	use	VERB
cana-1506	137	3	the	the	DET
cana-1506	137	4	semantosim	semantosim	NOUN
cana-1506	137	5	measure	measure	NOUN
cana-1506	137	6	,	,	PUNCT
cana-1506	137	7	a	a	DET
cana-1506	137	8	tool	tool	NOUN
cana-1506	137	9	for	for	ADP
cana-1506	137	10	measuring	measure	VERB
cana-1506	137	11	semantic	semantic	ADJ
cana-1506	137	12	similarity	similarity	NOUN
cana-1506	137	13	between	between	ADP
cana-1506	137	14	terms	term	NOUN
cana-1506	137	15	,	,	PUNCT
cana-1506	137	16	to	to	PART
cana-1506	137	17	make	make	VERB
cana-1506	137	18	ontology	ontology	NOUN
cana-1506	137	19	integration	integration	NOUN
cana-1506	137	20	easier	easy	ADJ
cana-1506	137	21	.	.	PUNCT
cana-1506	138	1	using	use	VERB
cana-1506	138	2	a	a	DET
cana-1506	138	3	formula	formula	NOUN
cana-1506	138	4	that	that	PRON
cana-1506	138	5	takes	take	VERB
cana-1506	138	6	into	into	ADP
cana-1506	138	7	account	account	NOUN
cana-1506	138	8	both	both	CCONJ
cana-1506	138	9	the	the	DET
cana-1506	138	10	joint	joint	ADJ
cana-1506	138	11	and	and	CCONJ
cana-1506	138	12	individual	individual	ADJ
cana-1506	138	13	term	term	NOUN
cana-1506	138	14	probabilities	probability	NOUN
cana-1506	138	15	of	of	ADP
cana-1506	138	16	occurrence	occurrence	NOUN
cana-1506	138	17	,	,	PUNCT
cana-1506	138	18	this	this	DET
cana-1506	138	19	metric	metric	ADJ
cana-1506	138	20	assesses	assess	VERB
cana-1506	138	21	the	the	DET
cana-1506	138	22	relatedness	relatedness	NOUN
cana-1506	138	23	of	of	ADP
cana-1506	138	24	terms	term	NOUN
cana-1506	138	25	based	base	VERB
cana-1506	138	26	on	on	ADP
cana-1506	138	27	their	their	PRON
cana-1506	138	28	likelihood	likelihood	NOUN
cana-1506	138	29	scores	score	NOUN
cana-1506	138	30	.	.	PUNCT
cana-1506	139	1	using	use	VERB
cana-1506	139	2	semantosim	semantosim	NOUN
cana-1506	139	3	,	,	PUNCT
cana-1506	139	4	we	we	PRON
cana-1506	139	5	effectively	effectively	ADV
cana-1506	139	6	model	model	VERB
cana-1506	139	7	the	the	DET
cana-1506	139	8	ontology	ontology	NOUN
cana-1506	139	9	integration	integration	NOUN
cana-1506	139	10	process	process	NOUN
cana-1506	139	11	with	with	ADP
cana-1506	139	12	a	a	DET
cana-1506	139	13	threshold	threshold	NOUN
cana-1506	139	14	value	value	NOUN
cana-1506	139	15	of	of	ADP
cana-1506	139	16	0.76	0.76	NUM
cana-1506	139	17	.	.	PUNCT
cana-1506	140	1	it	it	PRON
cana-1506	140	2	is	be	AUX
cana-1506	140	3	a	a	DET
cana-1506	140	4	metric	metric	NOUN
cana-1506	140	5	for	for	ADP
cana-1506	140	6	defining	define	VERB
cana-1506	140	7	semantic	semantic	ADJ
cana-1506	140	8	similarity	similarity	NOUN
cana-1506	140	9	comparable	comparable	ADJ
cana-1506	140	10	to	to	ADP
cana-1506	140	11	a	a	DET
cana-1506	140	12	pmi	pmi	NOUN
cana-1506	140	13	score	score	NOUN
cana-1506	140	14	.	.	PUNCT
cana-1506	141	1	according	accord	VERB
cana-1506	141	2	to	to	ADP
cana-1506	141	3	equation	equation	NOUN
cana-1506	141	4	1	1	NUM
cana-1506	141	5	,	,	PUNCT
cana-1506	141	6	where	where	SCONJ
cana-1506	141	7	p	p	NOUN
cana-1506	141	8	(	(	PUNCT
cana-1506	141	9	x	x	NOUN
cana-1506	141	10	,	,	PUNCT
cana-1506	141	11	y	y	NOUN
cana-1506	141	12	)	)	PUNCT
cana-1506	141	13	is	be	AUX
cana-1506	141	14	the	the	DET
cana-1506	141	15	probability	probability	NOUN
cana-1506	141	16	score	score	NOUN
cana-1506	141	17	of	of	ADP
cana-1506	141	18	"	"	PUNCT
cana-1506	141	19	x	x	NOUN
cana-1506	141	20	"	"	PUNCT
cana-1506	141	21	happening	happen	VERB
cana-1506	141	22	with	with	ADP
cana-1506	141	23	"	"	PUNCT
cana-1506	141	24	y	y	NOUN
cana-1506	141	25	"	"	PUNCT
cana-1506	141	26	and	and	CCONJ
cana-1506	141	27	p(x	p(x	PROPN
cana-1506	141	28	)	)	PUNCT
cana-1506	141	29	and	and	CCONJ
cana-1506	141	30	p(y	p(y	NOUN
cana-1506	141	31	)	)	PUNCT
cana-1506	141	32	are	be	AUX
cana-1506	141	33	their	their	PRON
cana-1506	141	34	respective	respective	ADJ
cana-1506	141	35	probabilities	probability	NOUN
cana-1506	141	36	,	,	PUNCT
cana-1506	141	37	semantosim	semantosim	NOUN
cana-1506	141	38	assesses	assess	VERB
cana-1506	141	39	the	the	DET
cana-1506	141	40	relatedness	relatedness	NOUN
cana-1506	141	41	of	of	ADP
cana-1506	141	42	a	a	DET
cana-1506	141	43	term	term	NOUN
cana-1506	141	44	"	"	PUNCT
cana-1506	141	45	x	x	NOUN
cana-1506	141	46	"	"	PUNCT
cana-1506	141	47	with	with	ADP
cana-1506	141	48	respect	respect	NOUN
cana-1506	141	49	to	to	ADP
cana-1506	141	50	the	the	DET
cana-1506	141	51	term	term	NOUN
cana-1506	141	52	"	"	PUNCT
cana-1506	141	53	y	y	NOUN
cana-1506	141	54	"	"	PUNCT
cana-1506	141	55	in	in	ADP
cana-1506	141	56	terms	term	NOUN
cana-1506	141	57	of	of	ADP
cana-1506	141	58	the	the	DET
cana-1506	141	59	probability	probability	NOUN
cana-1506	141	60	score	score	NOUN
cana-1506	141	61	.	.	PUNCT
cana-1506	142	1	𝑆𝑒𝑚𝑎𝑛𝑡𝑜𝑆𝑖𝑚	𝑆𝑒𝑚𝑎𝑛𝑡𝑜𝑆𝑖𝑚	PROPN
cana-1506	142	2	(	(	PUNCT
cana-1506	142	3	𝑥	𝑥	NOUN
cana-1506	142	4	,	,	PUNCT
cana-1506	142	5	𝑦	𝑦	NOUN
cana-1506	142	6	)	)	PUNCT
cana-1506	142	7	=	=	SYM
cana-1506	142	8	𝑝𝑚𝑖	𝑝𝑚𝑖	NOUN
cana-1506	142	9	(	(	PUNCT
cana-1506	142	10	𝑥	𝑥	NOUN
cana-1506	142	11	,	,	PUNCT
cana-1506	142	12	𝑦	𝑦	NOUN
cana-1506	142	13	)	)	PUNCT
cana-1506	142	14	+	+	SYM
cana-1506	142	15	𝑝	𝑝	ADJ
cana-1506	142	16	(	(	PUNCT
cana-1506	142	17	𝑥	𝑥	PROPN
cana-1506	142	18	,	,	PUNCT
cana-1506	142	19	𝑦	𝑦	NOUN
cana-1506	142	20	)	)	PUNCT
cana-1506	142	21	𝑙𝑜𝑔	𝑙𝑜𝑔	NOUN
cana-1506	143	1	[	[	X
cana-1506	143	2	𝑝	𝑝	X
cana-1506	143	3	(	(	PUNCT
cana-1506	143	4	𝑥	𝑥	PROPN
cana-1506	143	5	,	,	PUNCT
cana-1506	143	6	𝑦	𝑦	NOUN
cana-1506	143	7	)	)	PUNCT
cana-1506	143	8	]	]	PUNCT
cana-1506	144	1	[	[	X
cana-1506	144	2	𝑝	𝑝	X
cana-1506	144	3	(	(	PUNCT
cana-1506	144	4	𝑥	𝑥	NOUN
cana-1506	144	5	)	)	PUNCT
cana-1506	144	6	.	.	PUNCT
cana-1506	145	1	(	(	PUNCT
cana-1506	145	2	𝑦	𝑦	NOUN
cana-1506	145	3	)	)	PUNCT
cana-1506	145	4	]	]	PUNCT
cana-1506	146	1	+	+	PUNCT
cana-1506	146	2	𝑙𝑜𝑔	𝑙𝑜𝑔	ADJ
cana-1506	146	3	[	[	X
cana-1506	146	4	𝑝	𝑝	X
cana-1506	146	5	(	(	PUNCT
cana-1506	146	6	𝑥	𝑥	PROPN
cana-1506	146	7	,	,	PUNCT
cana-1506	146	8	𝑦	𝑦	NOUN
cana-1506	146	9	)	)	PUNCT
cana-1506	146	10	]	]	PUNCT
cana-1506	146	11	this	this	PRON
cana-1506	146	12	ensures	ensure	VERB
cana-1506	146	13	that	that	SCONJ
cana-1506	146	14	our	our	PRON
cana-1506	146	15	semantic	semantic	ADJ
cana-1506	146	16	network	network	NOUN
cana-1506	146	17	captures	capture	VERB
cana-1506	146	18	the	the	DET
cana-1506	146	19	nuances	nuance	NOUN
cana-1506	146	20	and	and	CCONJ
cana-1506	146	21	connections	connection	NOUN
cana-1506	146	22	included	include	VERB
cana-1506	146	23	in	in	ADP
cana-1506	146	24	legal	legal	ADJ
cana-1506	146	25	texts	text	NOUN
cana-1506	146	26	and	and	CCONJ
cana-1506	146	27	regulatory	regulatory	ADJ
cana-1506	146	28	systems	system	NOUN
cana-1506	146	29	.	.	PUNCT
cana-1506	147	1	a	a	DET
cana-1506	147	2	methodical	methodical	ADJ
cana-1506	147	3	description	description	NOUN
cana-1506	147	4	of	of	ADP
cana-1506	147	5	each	each	PRON
cana-1506	147	6	of	of	ADP
cana-1506	147	7	these	these	DET
cana-1506	147	8	phases	phase	NOUN
cana-1506	147	9	can	can	AUX
cana-1506	147	10	be	be	AUX
cana-1506	147	11	found	find	VERB
cana-1506	147	12	in	in	ADP
cana-1506	147	13	the	the	DET
cana-1506	147	14	following	follow	VERB
cana-1506	147	15	sections	section	NOUN
cana-1506	147	16	.	.	PUNCT
cana-1506	148	1	our	our	PRON
cana-1506	148	2	approach	approach	NOUN
cana-1506	148	3	mainly	mainly	ADV
cana-1506	148	4	depends	depend	VERB
cana-1506	148	5	on	on	ADP
cana-1506	148	6	the	the	DET
cana-1506	148	7	development	development	NOUN
cana-1506	148	8	of	of	ADP
cana-1506	148	9	semantic	semantic	ADJ
cana-1506	148	10	networks	network	NOUN
cana-1506	148	11	,	,	PUNCT
cana-1506	148	12	which	which	PRON
cana-1506	148	13	allow	allow	VERB
cana-1506	148	14	us	we	PRON
cana-1506	148	15	to	to	PART
cana-1506	148	16	generate	generate	VERB
cana-1506	148	17	semantic	semantic	ADJ
cana-1506	148	18	links	link	NOUN
cana-1506	148	19	between	between	ADP
cana-1506	148	20	laws	law	NOUN
cana-1506	148	21	,	,	PUNCT
cana-1506	148	22	case	case	NOUN
cana-1506	148	23	law	law	NOUN
cana-1506	148	24	,	,	PUNCT
cana-1506	148	25	regulations	regulation	NOUN
cana-1506	148	26	,	,	PUNCT
cana-1506	148	27	and	and	CCONJ
cana-1506	148	28	legal	legal	ADJ
cana-1506	148	29	concepts	concept	NOUN
cana-1506	148	30	as	as	ADV
cana-1506	148	31	well	well	ADV
cana-1506	148	32	as	as	ADP
cana-1506	148	33	to	to	PART
cana-1506	148	34	portray	portray	VERB
cana-1506	148	35	communications	communication	NOUN
cana-1506	148	36	on	on	ADP
cana-1506	148	37	applied	apply	VERB
cana-1506	148	38	nonlinear	nonlinear	ADJ
cana-1506	148	39	analysis	analysis	NOUN
cana-1506	148	40	issn	issn	NOUN
cana-1506	148	41	:	:	PUNCT
cana-1506	148	42	1074	1074	NUM
cana-1506	148	43	-	-	PUNCT
cana-1506	148	44	133x	133x	NUM
cana-1506	148	45	vol	vol	NOUN
cana-1506	148	46	31	31	NUM
cana-1506	148	47	no	no	NOUN
cana-1506	148	48	.	.	PUNCT
cana-1506	149	1	8s	8s	PROPN
cana-1506	149	2	(	(	PUNCT
cana-1506	149	3	2024	2024	NUM
cana-1506	149	4	)	)	PUNCT
cana-1506	149	5	357	357	NUM
cana-1506	149	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	149	7	legal	legal	ADJ
cana-1506	149	8	knowledge	knowledge	NOUN
cana-1506	149	9	in	in	ADP
cana-1506	149	10	an	an	DET
cana-1506	149	11	organized	organized	ADJ
cana-1506	149	12	fashion	fashion	NOUN
cana-1506	149	13	.	.	PUNCT
cana-1506	150	1	in	in	ADP
cana-1506	150	2	this	this	DET
cana-1506	150	3	section	section	NOUN
cana-1506	150	4	,	,	PUNCT
cana-1506	150	5	we	we	PRON
cana-1506	150	6	go	go	VERB
cana-1506	150	7	over	over	ADP
cana-1506	150	8	how	how	SCONJ
cana-1506	150	9	to	to	PART
cana-1506	150	10	construct	construct	VERB
cana-1506	150	11	and	and	CCONJ
cana-1506	150	12	integrate	integrate	VERB
cana-1506	150	13	ontologies	ontology	NOUN
cana-1506	150	14	into	into	ADP
cana-1506	150	15	a	a	DET
cana-1506	150	16	cohesive	cohesive	ADJ
cana-1506	150	17	semantic	semantic	ADJ
cana-1506	150	18	network	network	NOUN
cana-1506	150	19	in	in	ADP
cana-1506	150	20	more	more	ADJ
cana-1506	150	21	depth	depth	NOUN
cana-1506	150	22	.	.	PUNCT
cana-1506	151	1	3.1.1	3.1.1	X
cana-1506	151	2	.	.	PUNCT
cana-1506	151	3	ontology	ontology	NOUN
cana-1506	151	4	construction	construction	NOUN
cana-1506	151	5	&	&	CCONJ
cana-1506	151	6	structuring	structuring	NOUN
cana-1506	151	7	:	:	PUNCT
cana-1506	151	8	in	in	ADP
cana-1506	151	9	order	order	NOUN
cana-1506	151	10	to	to	PART
cana-1506	151	11	construct	construct	VERB
cana-1506	151	12	ontologies	ontology	NOUN
cana-1506	151	13	appropriate	appropriate	ADJ
cana-1506	151	14	for	for	ADP
cana-1506	151	15	our	our	PRON
cana-1506	151	16	specific	specific	ADJ
cana-1506	151	17	domain	domain	NOUN
cana-1506	151	18	,	,	PUNCT
cana-1506	151	19	we	we	PRON
cana-1506	151	20	first	first	ADV
cana-1506	151	21	compile	compile	VERB
cana-1506	151	22	reputable	reputable	ADJ
cana-1506	151	23	legal	legal	ADJ
cana-1506	151	24	writings	writing	NOUN
cana-1506	151	25	,	,	PUNCT
cana-1506	151	26	statutes	statute	NOUN
cana-1506	151	27	,	,	PUNCT
cana-1506	151	28	case	case	NOUN
cana-1506	151	29	law	law	NOUN
cana-1506	151	30	,	,	PUNCT
cana-1506	151	31	and	and	CCONJ
cana-1506	151	32	regulatory	regulatory	ADJ
cana-1506	151	33	frameworks	framework	NOUN
cana-1506	151	34	.	.	PUNCT
cana-1506	152	1	to	to	PART
cana-1506	152	2	represent	represent	VERB
cana-1506	152	3	the	the	DET
cana-1506	152	4	hierarchical	hierarchical	ADJ
cana-1506	152	5	linkages	linkage	NOUN
cana-1506	152	6	,	,	PUNCT
cana-1506	152	7	dependencies	dependency	NOUN
cana-1506	152	8	,	,	PUNCT
cana-1506	152	9	and	and	CCONJ
cana-1506	152	10	interconnections	interconnection	NOUN
cana-1506	152	11	of	of	ADP
cana-1506	152	12	legal	legal	ADJ
cana-1506	152	13	concepts	concept	NOUN
cana-1506	152	14	and	and	CCONJ
cana-1506	152	15	regulations	regulation	NOUN
cana-1506	152	16	,	,	PUNCT
cana-1506	152	17	these	these	DET
cana-1506	152	18	ontologies	ontology	NOUN
cana-1506	152	19	are	be	AUX
cana-1506	152	20	painstakingly	painstakingly	ADV
cana-1506	152	21	built	build	VERB
cana-1506	152	22	.	.	PUNCT
cana-1506	153	1	an	an	DET
cana-1506	153	2	ontology	ontology	NOUN
cana-1506	153	3	's	's	PART
cana-1506	153	4	nodes	node	NOUN
cana-1506	153	5	are	be	AUX
cana-1506	153	6	each	each	PRON
cana-1506	153	7	discrete	discrete	ADJ
cana-1506	153	8	legal	legal	ADJ
cana-1506	153	9	entities	entity	NOUN
cana-1506	153	10	,	,	PUNCT
cana-1506	153	11	and	and	CCONJ
cana-1506	153	12	the	the	DET
cana-1506	153	13	links	link	NOUN
cana-1506	153	14	between	between	ADP
cana-1506	153	15	nodes	node	NOUN
cana-1506	153	16	indicate	indicate	VERB
cana-1506	153	17	semantic	semantic	ADJ
cana-1506	153	18	relationships	relationship	NOUN
cana-1506	153	19	like	like	ADP
cana-1506	153	20	causal	causal	NOUN
cana-1506	153	21	,	,	PUNCT
cana-1506	153	22	associative	associative	ADJ
cana-1506	153	23	,	,	PUNCT
cana-1506	153	24	or	or	CCONJ
cana-1506	153	25	hierarchical	hierarchical	ADJ
cana-1506	153	26	connections	connection	NOUN
cana-1506	153	27	.	.	PUNCT
cana-1506	154	1	3.1.2	3.1.2	X
cana-1506	154	2	.	.	PUNCT
cana-1506	155	1	integration	integration	NOUN
cana-1506	155	2	of	of	ADP
cana-1506	155	3	ontologies	ontology	NOUN
cana-1506	155	4	into	into	ADP
cana-1506	155	5	semantic	semantic	ADJ
cana-1506	155	6	network	network	NOUN
cana-1506	155	7	:	:	PUNCT
cana-1506	155	8	we	we	PRON
cana-1506	155	9	merge	merge	VERB
cana-1506	155	10	the	the	DET
cana-1506	155	11	constructed	construct	VERB
cana-1506	155	12	ontologies	ontology	NOUN
cana-1506	155	13	into	into	ADP
cana-1506	155	14	a	a	DET
cana-1506	155	15	single	single	ADJ
cana-1506	155	16	semantic	semantic	ADJ
cana-1506	155	17	network	network	NOUN
cana-1506	155	18	.	.	PUNCT
cana-1506	156	1	this	this	DET
cana-1506	156	2	integration	integration	NOUN
cana-1506	156	3	process	process	NOUN
cana-1506	156	4	involves	involve	VERB
cana-1506	156	5	projecting	project	VERB
cana-1506	156	6	the	the	DET
cana-1506	156	7	nodes	node	NOUN
cana-1506	156	8	and	and	CCONJ
cana-1506	156	9	linkages	linkage	NOUN
cana-1506	156	10	from	from	ADP
cana-1506	156	11	many	many	ADJ
cana-1506	156	12	ontologies	ontology	NOUN
cana-1506	156	13	onto	onto	ADP
cana-1506	156	14	a	a	DET
cana-1506	156	15	single	single	ADJ
cana-1506	156	16	framework	framework	NOUN
cana-1506	156	17	to	to	PART
cana-1506	156	18	guarantee	guarantee	VERB
cana-1506	156	19	uniformity	uniformity	NOUN
cana-1506	156	20	and	and	CCONJ
cana-1506	156	21	coherence	coherence	NOUN
cana-1506	156	22	across	across	ADP
cana-1506	156	23	the	the	DET
cana-1506	156	24	network	network	NOUN
cana-1506	156	25	.	.	PUNCT
cana-1506	157	1	semantic	semantic	ADJ
cana-1506	157	2	alignment	alignment	NOUN
cana-1506	157	3	techniques	technique	NOUN
cana-1506	157	4	facilitate	facilitate	VERB
cana-1506	157	5	the	the	DET
cana-1506	157	6	seamless	seamless	ADJ
cana-1506	157	7	integration	integration	NOUN
cana-1506	157	8	and	and	CCONJ
cana-1506	157	9	interoperability	interoperability	NOUN
cana-1506	157	10	of	of	ADP
cana-1506	157	11	diverse	diverse	ADJ
cana-1506	157	12	legal	legal	ADJ
cana-1506	157	13	sources	source	NOUN
cana-1506	157	14	by	by	ADP
cana-1506	157	15	reconciling	reconcile	VERB
cana-1506	157	16	differences	difference	NOUN
cana-1506	157	17	in	in	ADP
cana-1506	157	18	nomenclature	nomenclature	NOUN
cana-1506	157	19	,	,	PUNCT
cana-1506	157	20	semantics	semantic	NOUN
cana-1506	157	21	,	,	PUNCT
cana-1506	157	22	and	and	CCONJ
cana-1506	157	23	terminology	terminology	NOUN
cana-1506	157	24	.	.	PUNCT
cana-1506	158	1	3.1.3	3.1.3	X
cana-1506	158	2	.	.	PUNCT
cana-1506	158	3	legal	legal	ADJ
cana-1506	158	4	knowledge	knowledge	NOUN
cana-1506	158	5	representation	representation	NOUN
cana-1506	158	6	:	:	PUNCT
cana-1506	158	7	the	the	DET
cana-1506	158	8	semantic	semantic	ADJ
cana-1506	158	9	network	network	NOUN
cana-1506	158	10	is	be	AUX
cana-1506	158	11	an	an	DET
cana-1506	158	12	effective	effective	ADJ
cana-1506	158	13	method	method	NOUN
cana-1506	158	14	for	for	ADP
cana-1506	158	15	representing	represent	VERB
cana-1506	158	16	knowledge	knowledge	NOUN
cana-1506	158	17	in	in	ADP
cana-1506	158	18	the	the	DET
cana-1506	158	19	legal	legal	ADJ
cana-1506	158	20	field	field	NOUN
cana-1506	158	21	,	,	PUNCT
cana-1506	158	22	offering	offer	VERB
cana-1506	158	23	a	a	DET
cana-1506	158	24	systematic	systematic	ADJ
cana-1506	158	25	framework	framework	NOUN
cana-1506	158	26	for	for	ADP
cana-1506	158	27	arranging	arrange	VERB
cana-1506	158	28	and	and	CCONJ
cana-1506	158	29	gaining	gain	VERB
cana-1506	158	30	access	access	NOUN
cana-1506	158	31	to	to	ADP
cana-1506	158	32	legal	legal	ADJ
cana-1506	158	33	data	datum	NOUN
cana-1506	158	34	.	.	PUNCT
cana-1506	159	1	legal	legal	ADJ
cana-1506	159	2	concepts	concept	NOUN
cana-1506	159	3	,	,	PUNCT
cana-1506	159	4	legislation	legislation	NOUN
cana-1506	159	5	,	,	PUNCT
cana-1506	159	6	case	case	NOUN
cana-1506	159	7	law	law	NOUN
cana-1506	159	8	,	,	PUNCT
cana-1506	159	9	and	and	CCONJ
cana-1506	159	10	regulatory	regulatory	ADJ
cana-1506	159	11	provisions	provision	NOUN
cana-1506	159	12	are	be	AUX
cana-1506	159	13	represented	represent	VERB
cana-1506	159	14	by	by	ADP
cana-1506	159	15	nodes	node	NOUN
cana-1506	159	16	inside	inside	ADP
cana-1506	159	17	the	the	DET
cana-1506	159	18	network	network	NOUN
cana-1506	159	19	,	,	PUNCT
cana-1506	159	20	while	while	SCONJ
cana-1506	159	21	semantic	semantic	ADJ
cana-1506	159	22	relationships	relationship	NOUN
cana-1506	159	23	like	like	ADP
cana-1506	159	24	similarity	similarity	NOUN
cana-1506	159	25	,	,	PUNCT
cana-1506	159	26	relevance	relevance	NOUN
cana-1506	159	27	,	,	PUNCT
cana-1506	159	28	and	and	CCONJ
cana-1506	159	29	dependency	dependency	NOUN
cana-1506	159	30	are	be	AUX
cana-1506	159	31	encoded	encode	VERB
cana-1506	159	32	via	via	ADP
cana-1506	159	33	linkages	linkage	NOUN
cana-1506	159	34	between	between	ADP
cana-1506	159	35	nodes	node	NOUN
cana-1506	159	36	.	.	PUNCT
cana-1506	160	1	this	this	DET
cana-1506	160	2	representation	representation	NOUN
cana-1506	160	3	enables	enable	VERB
cana-1506	160	4	efficient	efficient	ADJ
cana-1506	160	5	information	information	NOUN
cana-1506	160	6	retrieval	retrieval	NOUN
cana-1506	160	7	,	,	PUNCT
cana-1506	160	8	knowledge	knowledge	NOUN
cana-1506	160	9	discovery	discovery	NOUN
cana-1506	160	10	,	,	PUNCT
cana-1506	160	11	and	and	CCONJ
cana-1506	160	12	decision	decision	NOUN
cana-1506	160	13	-	-	PUNCT
cana-1506	160	14	making	making	NOUN
cana-1506	160	15	by	by	ADP
cana-1506	160	16	legal	legal	ADJ
cana-1506	160	17	practitioners	practitioner	NOUN
cana-1506	160	18	,	,	PUNCT
cana-1506	160	19	researchers	researcher	NOUN
cana-1506	160	20	,	,	PUNCT
cana-1506	160	21	and	and	CCONJ
cana-1506	160	22	stakeholders	stakeholder	NOUN
cana-1506	160	23	.	.	PUNCT
cana-1506	161	1	3.1.4	3.1.4	NUM
cana-1506	161	2	.	.	PUNCT
cana-1506	161	3	facilitation	facilitation	NOUN
cana-1506	161	4	of	of	ADP
cana-1506	161	5	semantic	semantic	ADJ
cana-1506	161	6	relationships	relationship	NOUN
cana-1506	161	7	:	:	PUNCT
cana-1506	161	8	by	by	ADP
cana-1506	161	9	facilitating	facilitate	VERB
cana-1506	161	10	the	the	DET
cana-1506	161	11	investigation	investigation	NOUN
cana-1506	161	12	and	and	CCONJ
cana-1506	161	13	examination	examination	NOUN
cana-1506	161	14	of	of	ADP
cana-1506	161	15	semantic	semantic	ADJ
cana-1506	161	16	linkages	linkage	NOUN
cana-1506	161	17	between	between	ADP
cana-1506	161	18	legal	legal	ADJ
cana-1506	161	19	entities	entity	NOUN
cana-1506	161	20	,	,	PUNCT
cana-1506	161	21	the	the	DET
cana-1506	161	22	semantic	semantic	ADJ
cana-1506	161	23	network	network	NOUN
cana-1506	161	24	offers	offer	VERB
cana-1506	161	25	new	new	ADJ
cana-1506	161	26	perspectives	perspective	NOUN
cana-1506	161	27	on	on	ADP
cana-1506	161	28	intricate	intricate	ADJ
cana-1506	161	29	legal	legal	ADJ
cana-1506	161	30	systems	system	NOUN
cana-1506	161	31	,	,	PUNCT
cana-1506	161	32	historical	historical	ADJ
cana-1506	161	33	precedents	precedent	NOUN
cana-1506	161	34	,	,	PUNCT
cana-1506	161	35	and	and	CCONJ
cana-1506	161	36	regulatory	regulatory	ADJ
cana-1506	161	37	environments	environment	NOUN
cana-1506	161	38	.	.	PUNCT
cana-1506	162	1	users	user	NOUN
cana-1506	162	2	can	can	AUX
cana-1506	162	3	find	find	VERB
cana-1506	162	4	hidden	hidden	ADJ
cana-1506	162	5	relationships	relationship	NOUN
cana-1506	162	6	,	,	PUNCT
cana-1506	162	7	recognise	recognise	VERB
cana-1506	162	8	patterns	pattern	NOUN
cana-1506	162	9	,	,	PUNCT
cana-1506	162	10	and	and	CCONJ
cana-1506	162	11	spot	spot	NOUN
cana-1506	162	12	trends	trend	NOUN
cana-1506	162	13	in	in	ADP
cana-1506	162	14	legal	legal	ADJ
cana-1506	162	15	papers	paper	NOUN
cana-1506	162	16	and	and	CCONJ
cana-1506	162	17	jurisprudence	jurisprudence	NOUN
cana-1506	162	18	by	by	ADP
cana-1506	162	19	navigating	navigate	VERB
cana-1506	162	20	the	the	DET
cana-1506	162	21	network	network	NOUN
cana-1506	162	22	.	.	PUNCT
cana-1506	163	1	in	in	ADP
cana-1506	163	2	addition	addition	NOUN
cana-1506	163	3	,	,	PUNCT
cana-1506	163	4	the	the	DET
cana-1506	163	5	network	network	NOUN
cana-1506	163	6	facilitates	facilitate	VERB
cana-1506	163	7	semantic	semantic	ADJ
cana-1506	163	8	inference	inference	NOUN
cana-1506	163	9	and	and	CCONJ
cana-1506	163	10	querying	query	VERB
cana-1506	163	11	,	,	PUNCT
cana-1506	163	12	enabling	enable	VERB
cana-1506	163	13	users	user	NOUN
cana-1506	163	14	to	to	PART
cana-1506	163	15	formulate	formulate	VERB
cana-1506	163	16	sophisticated	sophisticated	ADJ
cana-1506	163	17	inquiries	inquiry	NOUN
cana-1506	163	18	and	and	CCONJ
cana-1506	163	19	extract	extract	VERB
cana-1506	163	20	significant	significant	ADJ
cana-1506	163	21	insights	insight	NOUN
cana-1506	163	22	from	from	ADP
cana-1506	163	23	legal	legal	ADJ
cana-1506	163	24	material	material	NOUN
cana-1506	163	25	.	.	PUNCT
cana-1506	164	1	3.1.5	3.1.5	X
cana-1506	164	2	.	.	X
cana-1506	164	3	use	use	NOUN
cana-1506	164	4	in	in	ADP
cana-1506	164	5	predictive	predictive	ADJ
cana-1506	164	6	analytics	analytic	NOUN
cana-1506	164	7	:	:	PUNCT
cana-1506	164	8	the	the	DET
cana-1506	164	9	semantic	semantic	ADJ
cana-1506	164	10	network	network	NOUN
cana-1506	164	11	is	be	AUX
cana-1506	164	12	a	a	DET
cana-1506	164	13	fundamental	fundamental	ADJ
cana-1506	164	14	tool	tool	NOUN
cana-1506	164	15	for	for	ADP
cana-1506	164	16	tasks	task	NOUN
cana-1506	164	17	related	relate	VERB
cana-1506	164	18	to	to	PART
cana-1506	164	19	feature	feature	VERB
cana-1506	164	20	extraction	extraction	NOUN
cana-1506	164	21	,	,	PUNCT
cana-1506	164	22	classification	classification	NOUN
cana-1506	164	23	,	,	PUNCT
cana-1506	164	24	and	and	CCONJ
cana-1506	164	25	prediction	prediction	NOUN
cana-1506	164	26	in	in	ADP
cana-1506	164	27	the	the	DET
cana-1506	164	28	context	context	NOUN
cana-1506	164	29	of	of	ADP
cana-1506	164	30	predictive	predictive	ADJ
cana-1506	164	31	analytics	analytic	NOUN
cana-1506	164	32	.	.	PUNCT
cana-1506	165	1	we	we	PRON
cana-1506	165	2	can	can	AUX
cana-1506	165	3	extract	extract	VERB
cana-1506	165	4	informative	informative	ADJ
cana-1506	165	5	features	feature	NOUN
cana-1506	165	6	,	,	PUNCT
cana-1506	165	7	model	model	VERB
cana-1506	165	8	intricate	intricate	ADJ
cana-1506	165	9	interactions	interaction	NOUN
cana-1506	165	10	,	,	PUNCT
cana-1506	165	11	and	and	CCONJ
cana-1506	165	12	accurately	accurately	ADV
cana-1506	165	13	forecast	forecast	VERB
cana-1506	165	14	case	case	NOUN
cana-1506	165	15	outcomes	outcome	NOUN
cana-1506	165	16	,	,	PUNCT
cana-1506	165	17	regulatory	regulatory	ADJ
cana-1506	165	18	compliance	compliance	NOUN
cana-1506	165	19	,	,	PUNCT
cana-1506	165	20	and	and	CCONJ
cana-1506	165	21	legal	legal	ADJ
cana-1506	165	22	risks	risk	NOUN
cana-1506	165	23	by	by	ADP
cana-1506	165	24	utilising	utilise	VERB
cana-1506	165	25	the	the	DET
cana-1506	165	26	semantic	semantic	ADJ
cana-1506	165	27	links	link	NOUN
cana-1506	165	28	embedded	embed	VERB
cana-1506	165	29	within	within	ADP
cana-1506	165	30	the	the	DET
cana-1506	165	31	network	network	NOUN
cana-1506	165	32	.	.	PUNCT
cana-1506	166	1	thus	thus	ADV
cana-1506	166	2	,	,	PUNCT
cana-1506	166	3	the	the	DET
cana-1506	166	4	semantic	semantic	ADJ
cana-1506	166	5	network	network	NOUN
cana-1506	166	6	is	be	AUX
cana-1506	166	7	essential	essential	ADJ
cana-1506	166	8	for	for	ADP
cana-1506	166	9	enhancing	enhance	VERB
cana-1506	166	10	the	the	DET
cana-1506	166	11	prediction	prediction	NOUN
cana-1506	166	12	models	model	NOUN
cana-1506	166	13	'	'	PART
cana-1506	166	14	accuracy	accuracy	NOUN
cana-1506	166	15	,	,	PUNCT
cana-1506	166	16	interpretability	interpretability	NOUN
cana-1506	166	17	,	,	PUNCT
cana-1506	166	18	and	and	CCONJ
cana-1506	166	19	usefulness	usefulness	NOUN
cana-1506	166	20	in	in	ADP
cana-1506	166	21	the	the	DET
cana-1506	166	22	legal	legal	ADJ
cana-1506	166	23	field	field	NOUN
cana-1506	166	24	.	.	PUNCT
cana-1506	167	1	3.2	3.2	NUM
cana-1506	167	2	.	.	PUNCT
cana-1506	168	1	feature	feature	NOUN
cana-1506	168	2	vector	vector	NOUN
cana-1506	168	3	formation	formation	NOUN
cana-1506	168	4	:	:	PUNCT
cana-1506	168	5	following	follow	VERB
cana-1506	168	6	the	the	DET
cana-1506	168	7	semantic	semantic	ADJ
cana-1506	168	8	network	network	NOUN
cana-1506	168	9	formulation	formulation	NOUN
cana-1506	168	10	,	,	PUNCT
cana-1506	168	11	the	the	DET
cana-1506	168	12	next	next	ADJ
cana-1506	168	13	crucial	crucial	ADJ
cana-1506	168	14	step	step	NOUN
cana-1506	168	15	in	in	ADP
cana-1506	168	16	our	our	PRON
cana-1506	168	17	methodology	methodology	NOUN
cana-1506	168	18	is	be	AUX
cana-1506	168	19	feature	feature	NOUN
cana-1506	168	20	vector	vector	NOUN
cana-1506	168	21	formation	formation	NOUN
cana-1506	168	22	.	.	PUNCT
cana-1506	169	1	in	in	ADP
cana-1506	169	2	this	this	DET
cana-1506	169	3	stage	stage	NOUN
cana-1506	169	4	,	,	PUNCT
cana-1506	169	5	pertinent	pertinent	ADJ
cana-1506	169	6	features	feature	NOUN
cana-1506	169	7	are	be	AUX
cana-1506	169	8	extracted	extract	VERB
cana-1506	169	9	from	from	ADP
cana-1506	169	10	the	the	DET
cana-1506	169	11	dataset	dataset	NOUN
cana-1506	169	12	of	of	ADP
cana-1506	169	13	legal	legal	ADJ
cana-1506	169	14	documents	document	NOUN
cana-1506	169	15	and	and	CCONJ
cana-1506	169	16	converted	convert	VERB
cana-1506	169	17	into	into	ADP
cana-1506	169	18	an	an	DET
cana-1506	169	19	organised	organise	VERB
cana-1506	169	20	representation	representation	NOUN
cana-1506	169	21	that	that	PRON
cana-1506	169	22	can	can	AUX
cana-1506	169	23	be	be	AUX
cana-1506	169	24	used	use	VERB
cana-1506	169	25	with	with	ADP
cana-1506	169	26	machine	machine	NOUN
cana-1506	169	27	learning	learn	VERB
cana-1506	169	28	techniques	technique	NOUN
cana-1506	169	29	.	.	PUNCT
cana-1506	170	1	feature	feature	NOUN
cana-1506	170	2	vectors	vector	NOUN
cana-1506	170	3	allow	allow	VERB
cana-1506	170	4	the	the	DET
cana-1506	170	5	model	model	NOUN
cana-1506	170	6	to	to	PART
cana-1506	170	7	find	find	VERB
cana-1506	170	8	patterns	pattern	NOUN
cana-1506	170	9	,	,	PUNCT
cana-1506	170	10	correlations	correlation	NOUN
cana-1506	170	11	,	,	PUNCT
cana-1506	170	12	and	and	CCONJ
cana-1506	170	13	trends	trend	NOUN
cana-1506	170	14	in	in	ADP
cana-1506	170	15	the	the	DET
cana-1506	170	16	dataset	dataset	NOUN
cana-1506	170	17	by	by	ADP
cana-1506	170	18	acting	act	VERB
cana-1506	170	19	as	as	ADP
cana-1506	170	20	input	input	NOUN
cana-1506	170	21	data	datum	NOUN
cana-1506	170	22	for	for	ADP
cana-1506	170	23	classification	classification	NOUN
cana-1506	170	24	,	,	PUNCT
cana-1506	170	25	prediction	prediction	NOUN
cana-1506	170	26	,	,	PUNCT
cana-1506	170	27	and	and	CCONJ
cana-1506	170	28	other	other	ADJ
cana-1506	170	29	analytical	analytical	ADJ
cana-1506	170	30	activities	activity	NOUN
cana-1506	170	31	.	.	PUNCT
cana-1506	171	1	sorting	sort	VERB
cana-1506	171	2	and	and	CCONJ
cana-1506	171	3	organizing	organize	VERB
cana-1506	171	4	legal	legal	ADJ
cana-1506	171	5	documents	document	NOUN
cana-1506	171	6	into	into	ADP
cana-1506	171	7	various	various	ADJ
cana-1506	171	8	categories	category	NOUN
cana-1506	171	9	according	accord	VERB
cana-1506	171	10	to	to	ADP
cana-1506	171	11	their	their	PRON
cana-1506	171	12	attributes	attribute	NOUN
cana-1506	171	13	and	and	CCONJ
cana-1506	171	14	content	content	NOUN
cana-1506	171	15	is	be	AUX
cana-1506	171	16	the	the	DET
cana-1506	171	17	main	main	ADJ
cana-1506	171	18	goal	goal	NOUN
cana-1506	171	19	of	of	ADP
cana-1506	171	20	this	this	DET
cana-1506	171	21	stage	stage	NOUN
cana-1506	171	22	.	.	PUNCT
cana-1506	172	1	to	to	PART
cana-1506	172	2	improve	improve	VERB
cana-1506	172	3	the	the	DET
cana-1506	172	4	categorization	categorization	NOUN
cana-1506	172	5	process	process	NOUN
cana-1506	172	6	,	,	PUNCT
cana-1506	172	7	we	we	PRON
cana-1506	172	8	take	take	VERB
cana-1506	172	9	advantage	advantage	NOUN
cana-1506	172	10	of	of	ADP
cana-1506	172	11	features	feature	NOUN
cana-1506	172	12	that	that	PRON
cana-1506	172	13	we	we	PRON
cana-1506	172	14	have	have	AUX
cana-1506	172	15	retrieved	retrieve	VERB
cana-1506	172	16	from	from	ADP
cana-1506	172	17	the	the	DET
cana-1506	172	18	communications	communication	NOUN
cana-1506	172	19	on	on	ADP
cana-1506	172	20	applied	apply	VERB
cana-1506	172	21	nonlinear	nonlinear	ADJ
cana-1506	172	22	analysis	analysis	NOUN
cana-1506	172	23	issn	issn	NOUN
cana-1506	172	24	:	:	PUNCT
cana-1506	172	25	1074	1074	NUM
cana-1506	172	26	-	-	PUNCT
cana-1506	172	27	133x	133x	NUM
cana-1506	172	28	vol	vol	NOUN
cana-1506	172	29	31	31	NUM
cana-1506	172	30	no	no	NOUN
cana-1506	172	31	.	.	PUNCT
cana-1506	173	1	8s	8s	PROPN
cana-1506	173	2	(	(	PUNCT
cana-1506	173	3	2024	2024	NUM
cana-1506	173	4	)	)	PUNCT
cana-1506	173	5	358	358	NUM
cana-1506	173	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	173	7	previously	previously	ADV
cana-1506	173	8	developed	develop	VERB
cana-1506	173	9	semantic	semantic	ADJ
cana-1506	173	10	network	network	NOUN
cana-1506	173	11	.	.	PUNCT
cana-1506	174	1	following	follow	VERB
cana-1506	174	2	the	the	DET
cana-1506	174	3	classification	classification	NOUN
cana-1506	174	4	of	of	ADP
cana-1506	174	5	the	the	DET
cana-1506	174	6	collection	collection	NOUN
cana-1506	174	7	,	,	PUNCT
cana-1506	174	8	legal	legal	ADJ
cana-1506	174	9	documents	document	NOUN
cana-1506	174	10	are	be	AUX
cana-1506	174	11	grouped	group	VERB
cana-1506	174	12	according	accord	VERB
cana-1506	174	13	to	to	ADP
cana-1506	174	14	carefully	carefully	ADV
cana-1506	174	15	selected	select	VERB
cana-1506	174	16	legal	legal	ADJ
cana-1506	174	17	domain	domain	NOUN
cana-1506	174	18	-	-	PUNCT
cana-1506	174	19	relevant	relevant	ADJ
cana-1506	174	20	variables	variable	NOUN
cana-1506	174	21	such	such	ADJ
cana-1506	174	22	as	as	ADP
cana-1506	174	23	case	case	NOUN
cana-1506	174	24	type	type	NOUN
cana-1506	174	25	,	,	PUNCT
cana-1506	174	26	legal	legal	ADJ
cana-1506	174	27	issue	issue	NOUN
cana-1506	174	28	,	,	PUNCT
cana-1506	174	29	jurisdiction	jurisdiction	NOUN
cana-1506	174	30	,	,	PUNCT
cana-1506	174	31	and	and	CCONJ
cana-1506	174	32	precedent	precedent	NOUN
cana-1506	174	33	importance	importance	NOUN
cana-1506	174	34	.	.	PUNCT
cana-1506	175	1	we	we	PRON
cana-1506	175	2	extract	extract	VERB
cana-1506	175	3	textual	textual	ADJ
cana-1506	175	4	features	feature	NOUN
cana-1506	175	5	such	such	ADJ
cana-1506	175	6	as	as	ADP
cana-1506	175	7	keywords	keyword	NOUN
cana-1506	175	8	,	,	PUNCT
cana-1506	175	9	phrases	phrase	NOUN
cana-1506	175	10	,	,	PUNCT
cana-1506	175	11	and	and	CCONJ
cana-1506	175	12	vocabulary	vocabulary	ADJ
cana-1506	175	13	usage	usage	NOUN
cana-1506	175	14	patterns	pattern	NOUN
cana-1506	175	15	from	from	ADP
cana-1506	175	16	the	the	DET
cana-1506	175	17	legal	legal	ADJ
cana-1506	175	18	text	text	NOUN
cana-1506	175	19	.	.	PUNCT
cana-1506	176	1	this	this	PRON
cana-1506	176	2	includes	include	VERB
cana-1506	176	3	tf	tf	PROPN
cana-1506	176	4	-	-	PUNCT
cana-1506	176	5	idf	idf	PROPN
cana-1506	176	6	score	score	NOUN
cana-1506	176	7	calculation	calculation	NOUN
cana-1506	176	8	to	to	PART
cana-1506	176	9	identify	identify	VERB
cana-1506	176	10	important	important	ADJ
cana-1506	176	11	terms	term	NOUN
cana-1506	176	12	.	.	PUNCT
cana-1506	177	1	as	as	SCONJ
cana-1506	177	2	tf	tf	PROPN
cana-1506	177	3	-	-	PUNCT
cana-1506	177	4	idf	idf	PROPN
cana-1506	177	5	has	have	AUX
cana-1506	177	6	been	be	AUX
cana-1506	177	7	previously	previously	ADV
cana-1506	177	8	applied	apply	VERB
cana-1506	177	9	to	to	ADP
cana-1506	177	10	the	the	DET
cana-1506	177	11	data	datum	NOUN
cana-1506	177	12	during	during	ADP
cana-1506	177	13	preprocessing	preprocessing	NOUN
cana-1506	177	14	,	,	PUNCT
cana-1506	177	15	the	the	DET
cana-1506	177	16	resulting	result	VERB
cana-1506	177	17	tf	tf	PROPN
cana-1506	177	18	-	-	PUNCT
cana-1506	177	19	idf	idf	PROPN
cana-1506	177	20	scores	score	NOUN
cana-1506	177	21	have	have	AUX
cana-1506	177	22	been	be	AUX
cana-1506	177	23	considered	consider	VERB
cana-1506	177	24	as	as	ADP
cana-1506	177	25	features	feature	NOUN
cana-1506	177	26	and	and	CCONJ
cana-1506	177	27	included	include	VERB
cana-1506	177	28	in	in	ADP
cana-1506	177	29	the	the	DET
cana-1506	177	30	feature	feature	NOUN
cana-1506	177	31	vector	vector	NOUN
cana-1506	177	32	representation	representation	NOUN
cana-1506	177	33	.	.	PUNCT
cana-1506	178	1	in	in	ADP
cana-1506	178	2	addition	addition	NOUN
cana-1506	178	3	to	to	ADP
cana-1506	178	4	textual	textual	ADJ
cana-1506	178	5	content	content	NOUN
cana-1506	178	6	,	,	PUNCT
cana-1506	178	7	we	we	PRON
cana-1506	178	8	consider	consider	VERB
cana-1506	178	9	structural	structural	ADJ
cana-1506	178	10	features	feature	NOUN
cana-1506	178	11	such	such	ADJ
cana-1506	178	12	as	as	ADP
cana-1506	178	13	document	document	NOUN
cana-1506	178	14	length	length	NOUN
cana-1506	178	15	,	,	PUNCT
cana-1506	178	16	section	section	NOUN
cana-1506	178	17	headings	heading	NOUN
cana-1506	178	18	,	,	PUNCT
cana-1506	178	19	and	and	CCONJ
cana-1506	178	20	formatting	format	VERB
cana-1506	178	21	styles	style	NOUN
cana-1506	178	22	.	.	PUNCT
cana-1506	179	1	these	these	DET
cana-1506	179	2	features	feature	NOUN
cana-1506	179	3	provide	provide	VERB
cana-1506	179	4	valuable	valuable	ADJ
cana-1506	179	5	insights	insight	NOUN
cana-1506	179	6	into	into	ADP
cana-1506	179	7	document	document	NOUN
cana-1506	179	8	organization	organization	NOUN
cana-1506	179	9	and	and	CCONJ
cana-1506	179	10	hierarchy	hierarchy	NOUN
cana-1506	179	11	,	,	PUNCT
cana-1506	179	12	which	which	PRON
cana-1506	179	13	can	can	AUX
cana-1506	179	14	be	be	AUX
cana-1506	179	15	indicative	indicative	ADJ
cana-1506	179	16	of	of	ADP
cana-1506	179	17	legal	legal	ADJ
cana-1506	179	18	significance	significance	NOUN
cana-1506	179	19	and	and	CCONJ
cana-1506	179	20	complexity	complexity	NOUN
cana-1506	179	21	.	.	PUNCT
cana-1506	180	1	metadata	metadata	PROPN
cana-1506	180	2	associated	associate	VERB
cana-1506	180	3	with	with	ADP
cana-1506	180	4	legal	legal	ADJ
cana-1506	180	5	documents	document	NOUN
cana-1506	180	6	,	,	PUNCT
cana-1506	180	7	such	such	ADJ
cana-1506	180	8	as	as	ADP
cana-1506	180	9	publication	publication	NOUN
cana-1506	180	10	date	date	NOUN
cana-1506	180	11	,	,	PUNCT
cana-1506	180	12	jurisdiction	jurisdiction	NOUN
cana-1506	180	13	,	,	PUNCT
cana-1506	180	14	and	and	CCONJ
cana-1506	180	15	document	document	NOUN
cana-1506	180	16	type	type	NOUN
cana-1506	180	17	,	,	PUNCT
cana-1506	180	18	are	be	AUX
cana-1506	180	19	also	also	ADV
cana-1506	180	20	extracted	extract	VERB
cana-1506	180	21	as	as	ADP
cana-1506	180	22	features	feature	NOUN
cana-1506	180	23	.	.	PUNCT
cana-1506	181	1	these	these	DET
cana-1506	181	2	metadata	metadata	NOUN
cana-1506	181	3	features	feature	NOUN
cana-1506	181	4	provide	provide	VERB
cana-1506	181	5	contextual	contextual	ADJ
cana-1506	181	6	information	information	NOUN
cana-1506	181	7	that	that	PRON
cana-1506	181	8	may	may	AUX
cana-1506	181	9	influence	influence	VERB
cana-1506	181	10	the	the	DET
cana-1506	181	11	analysis	analysis	NOUN
cana-1506	181	12	and	and	CCONJ
cana-1506	181	13	interpretation	interpretation	NOUN
cana-1506	181	14	of	of	ADP
cana-1506	181	15	legal	legal	ADJ
cana-1506	181	16	texts	text	NOUN
cana-1506	181	17	.	.	PUNCT
cana-1506	182	1	leveraging	leverage	VERB
cana-1506	182	2	the	the	DET
cana-1506	182	3	semantic	semantic	ADJ
cana-1506	182	4	network	network	NOUN
cana-1506	182	5	created	create	VERB
cana-1506	182	6	in	in	ADP
cana-1506	182	7	the	the	DET
cana-1506	182	8	previous	previous	ADJ
cana-1506	182	9	step	step	NOUN
cana-1506	182	10	,	,	PUNCT
cana-1506	182	11	we	we	PRON
cana-1506	182	12	extract	extract	VERB
cana-1506	182	13	semantic	semantic	ADJ
cana-1506	182	14	features	feature	NOUN
cana-1506	182	15	that	that	PRON
cana-1506	182	16	capture	capture	VERB
cana-1506	182	17	the	the	DET
cana-1506	182	18	semantic	semantic	ADJ
cana-1506	182	19	relationships	relationship	NOUN
cana-1506	182	20	between	between	ADP
cana-1506	182	21	legal	legal	ADJ
cana-1506	182	22	concepts	concept	NOUN
cana-1506	182	23	,	,	PUNCT
cana-1506	182	24	statutes	statute	NOUN
cana-1506	182	25	,	,	PUNCT
cana-1506	182	26	and	and	CCONJ
cana-1506	182	27	case	case	NOUN
cana-1506	182	28	law	law	NOUN
cana-1506	182	29	.	.	PUNCT
cana-1506	183	1	once	once	SCONJ
cana-1506	183	2	the	the	DET
cana-1506	183	3	features	feature	NOUN
cana-1506	183	4	are	be	AUX
cana-1506	183	5	extracted	extract	VERB
cana-1506	183	6	,	,	PUNCT
cana-1506	183	7	they	they	PRON
cana-1506	183	8	are	be	AUX
cana-1506	183	9	represented	represent	VERB
cana-1506	183	10	as	as	ADP
cana-1506	183	11	a	a	DET
cana-1506	183	12	structured	structured	ADJ
cana-1506	183	13	feature	feature	NOUN
cana-1506	183	14	vector	vector	NOUN
cana-1506	183	15	for	for	ADP
cana-1506	183	16	each	each	DET
cana-1506	183	17	legal	legal	ADJ
cana-1506	183	18	document	document	NOUN
cana-1506	183	19	in	in	ADP
cana-1506	183	20	the	the	DET
cana-1506	183	21	dataset	dataset	NOUN
cana-1506	183	22	.	.	PUNCT
cana-1506	184	1	each	each	DET
cana-1506	184	2	feature	feature	NOUN
cana-1506	184	3	vector	vector	NOUN
cana-1506	184	4	consists	consist	VERB
cana-1506	184	5	of	of	ADP
cana-1506	184	6	numerical	numerical	ADJ
cana-1506	184	7	or	or	CCONJ
cana-1506	184	8	categorical	categorical	ADJ
cana-1506	184	9	values	value	NOUN
cana-1506	184	10	representing	represent	VERB
cana-1506	184	11	the	the	DET
cana-1506	184	12	extracted	extract	VERB
cana-1506	184	13	features	feature	NOUN
cana-1506	184	14	,	,	PUNCT
cana-1506	184	15	organized	organize	VERB
cana-1506	184	16	in	in	ADP
cana-1506	184	17	a	a	DET
cana-1506	184	18	standardized	standardized	ADJ
cana-1506	184	19	format	format	NOUN
cana-1506	184	20	suitable	suitable	ADJ
cana-1506	184	21	for	for	ADP
cana-1506	184	22	machine	machine	NOUN
cana-1506	184	23	learning	learning	NOUN
cana-1506	184	24	algorithms	algorithm	NOUN
cana-1506	184	25	.	.	PUNCT
cana-1506	185	1	this	this	DET
cana-1506	185	2	representation	representation	NOUN
cana-1506	185	3	ensures	ensure	VERB
cana-1506	185	4	that	that	SCONJ
cana-1506	185	5	the	the	DET
cana-1506	185	6	features	feature	NOUN
cana-1506	185	7	are	be	AUX
cana-1506	185	8	compatible	compatible	ADJ
cana-1506	185	9	with	with	ADP
cana-1506	185	10	various	various	ADJ
cana-1506	185	11	classifications	classification	NOUN
cana-1506	185	12	and	and	CCONJ
cana-1506	185	13	prediction	prediction	NOUN
cana-1506	185	14	models	model	NOUN
cana-1506	185	15	and	and	CCONJ
cana-1506	185	16	facilitates	facilitate	VERB
cana-1506	185	17	further	further	ADJ
cana-1506	185	18	analysis	analysis	NOUN
cana-1506	185	19	and	and	CCONJ
cana-1506	185	20	processing	processing	NOUN
cana-1506	185	21	.	.	PUNCT
cana-1506	186	1	within	within	ADP
cana-1506	186	2	a	a	DET
cana-1506	186	3	high	high	ADJ
cana-1506	186	4	-	-	PUNCT
cana-1506	186	5	dimensional	dimensional	ADJ
cana-1506	186	6	feature	feature	NOUN
cana-1506	186	7	space	space	NOUN
cana-1506	186	8	,	,	PUNCT
cana-1506	186	9	the	the	DET
cana-1506	186	10	existence	existence	NOUN
cana-1506	186	11	of	of	ADP
cana-1506	186	12	unnecessary	unnecessary	ADJ
cana-1506	186	13	or	or	CCONJ
cana-1506	186	14	superfluous	superfluous	ADJ
cana-1506	186	15	features	feature	NOUN
cana-1506	186	16	can	can	AUX
cana-1506	186	17	cause	cause	VERB
cana-1506	186	18	computational	computational	ADJ
cana-1506	186	19	complexity	complexity	NOUN
cana-1506	186	20	to	to	PART
cana-1506	186	21	rise	rise	VERB
cana-1506	186	22	and	and	CCONJ
cana-1506	186	23	model	model	NOUN
cana-1506	186	24	performance	performance	NOUN
cana-1506	186	25	to	to	PART
cana-1506	186	26	decline	decline	VERB
cana-1506	186	27	.	.	PUNCT
cana-1506	187	1	we	we	PRON
cana-1506	187	2	use	use	VERB
cana-1506	187	3	principal	principal	ADJ
cana-1506	187	4	component	component	NOUN
cana-1506	187	5	analysis	analysis	NOUN
cana-1506	187	6	to	to	PART
cana-1506	187	7	find	find	VERB
cana-1506	187	8	and	and	CCONJ
cana-1506	187	9	keep	keep	VERB
cana-1506	187	10	only	only	ADV
cana-1506	187	11	the	the	DET
cana-1506	187	12	most	most	ADV
cana-1506	187	13	discriminative	discriminative	NOUN
cana-1506	187	14	and	and	CCONJ
cana-1506	187	15	informative	informative	ADJ
cana-1506	187	16	traits	trait	NOUN
cana-1506	187	17	in	in	ADP
cana-1506	187	18	order	order	NOUN
cana-1506	187	19	to	to	PART
cana-1506	187	20	lessen	lessen	VERB
cana-1506	187	21	the	the	DET
cana-1506	187	22	impact	impact	NOUN
cana-1506	187	23	of	of	ADP
cana-1506	187	24	this	this	DET
cana-1506	187	25	problem	problem	NOUN
cana-1506	187	26	.	.	PUNCT
cana-1506	188	1	this	this	DET
cana-1506	188	2	procedure	procedure	NOUN
cana-1506	188	3	lessens	lessen	VERB
cana-1506	188	4	overfitting	overfitte	VERB
cana-1506	188	5	,	,	PUNCT
cana-1506	188	6	increases	increase	VERB
cana-1506	188	7	the	the	DET
cana-1506	188	8	interpretability	interpretability	NOUN
cana-1506	188	9	of	of	ADP
cana-1506	188	10	the	the	DET
cana-1506	188	11	data	datum	NOUN
cana-1506	188	12	,	,	PUNCT
cana-1506	188	13	and	and	CCONJ
cana-1506	188	14	increases	increase	VERB
cana-1506	188	15	model	model	NOUN
cana-1506	188	16	efficiency	efficiency	NOUN
cana-1506	188	17	.	.	PUNCT
cana-1506	189	1	to	to	PART
cana-1506	189	2	further	far	ADV
cana-1506	189	3	improve	improve	VERB
cana-1506	189	4	the	the	DET
cana-1506	189	5	calibre	calibre	NOUN
cana-1506	189	6	and	and	CCONJ
cana-1506	189	7	usefulness	usefulness	NOUN
cana-1506	189	8	of	of	ADP
cana-1506	189	9	the	the	DET
cana-1506	189	10	feature	feature	NOUN
cana-1506	189	11	vectors	vector	NOUN
cana-1506	189	12	,	,	PUNCT
cana-1506	189	13	we	we	PRON
cana-1506	189	14	additionally	additionally	ADV
cana-1506	189	15	use	use	VERB
cana-1506	189	16	feature	feature	NOUN
cana-1506	189	17	transformation	transformation	NOUN
cana-1506	189	18	techniques	technique	NOUN
cana-1506	189	19	in	in	ADP
cana-1506	189	20	addition	addition	NOUN
cana-1506	189	21	to	to	ADP
cana-1506	189	22	feature	feature	NOUN
cana-1506	189	23	selection	selection	NOUN
cana-1506	189	24	.	.	PUNCT
cana-1506	190	1	this	this	PRON
cana-1506	190	2	covers	cover	VERB
cana-1506	190	3	techniques	technique	NOUN
cana-1506	190	4	like	like	ADP
cana-1506	190	5	scaling	scaling	NOUN
cana-1506	190	6	,	,	PUNCT
cana-1506	190	7	normalization	normalization	NOUN
cana-1506	190	8	,	,	PUNCT
cana-1506	190	9	and	and	CCONJ
cana-1506	190	10	dimensionality	dimensionality	NOUN
cana-1506	190	11	reduction	reduction	NOUN
cana-1506	190	12	that	that	PRON
cana-1506	190	13	aid	aid	NOUN
cana-1506	190	14	in	in	ADP
cana-1506	190	15	streamlining	streamline	VERB
cana-1506	190	16	the	the	DET
cana-1506	190	17	feature	feature	NOUN
cana-1506	190	18	space	space	NOUN
cana-1506	190	19	and	and	CCONJ
cana-1506	190	20	enhancing	enhance	VERB
cana-1506	190	21	the	the	DET
cana-1506	190	22	stability	stability	NOUN
cana-1506	190	23	and	and	CCONJ
cana-1506	190	24	convergence	convergence	NOUN
cana-1506	190	25	of	of	ADP
cana-1506	190	26	machine	machine	NOUN
cana-1506	190	27	learning	learn	VERB
cana-1506	190	28	algorithms	algorithm	NOUN
cana-1506	190	29	.	.	PUNCT
cana-1506	191	1	we	we	PRON
cana-1506	191	2	generate	generate	VERB
cana-1506	191	3	a	a	DET
cana-1506	191	4	comprehensive	comprehensive	ADJ
cana-1506	191	5	feature	feature	NOUN
cana-1506	191	6	vector	vector	NOUN
cana-1506	191	7	representation	representation	NOUN
cana-1506	191	8	that	that	PRON
cana-1506	191	9	captures	capture	VERB
cana-1506	191	10	the	the	DET
cana-1506	191	11	key	key	ADJ
cana-1506	191	12	elements	element	NOUN
cana-1506	191	13	of	of	ADP
cana-1506	191	14	the	the	DET
cana-1506	191	15	documents	document	NOUN
cana-1506	191	16	and	and	CCONJ
cana-1506	191	17	enables	enable	VERB
cana-1506	191	18	precise	precise	ADJ
cana-1506	191	19	and	and	CCONJ
cana-1506	191	20	dependable	dependable	ADJ
cana-1506	191	21	predictive	predictive	ADJ
cana-1506	191	22	analytics	analytic	NOUN
cana-1506	191	23	in	in	ADP
cana-1506	191	24	the	the	DET
cana-1506	191	25	legal	legal	ADJ
cana-1506	191	26	domain	domain	NOUN
cana-1506	191	27	by	by	ADP
cana-1506	191	28	methodically	methodically	ADV
cana-1506	191	29	extracting	extract	VERB
cana-1506	191	30	,	,	PUNCT
cana-1506	191	31	representing	represent	VERB
cana-1506	191	32	,	,	PUNCT
cana-1506	191	33	choosing	choosing	NOUN
cana-1506	191	34	,	,	PUNCT
cana-1506	191	35	and	and	CCONJ
cana-1506	191	36	transforming	transform	VERB
cana-1506	191	37	features	feature	NOUN
cana-1506	191	38	from	from	ADP
cana-1506	191	39	the	the	DET
cana-1506	191	40	legal	legal	ADJ
cana-1506	191	41	document	document	NOUN
cana-1506	191	42	datasets	dataset	NOUN
cana-1506	191	43	.	.	PUNCT
cana-1506	192	1	3.3	3.3	NUM
cana-1506	192	2	.	.	PUNCT
cana-1506	193	1	similarity	similarity	NOUN
cana-1506	193	2	computation	computation	NOUN
cana-1506	193	3	calculating	calculate	VERB
cana-1506	193	4	the	the	DET
cana-1506	193	5	similarity	similarity	NOUN
cana-1506	193	6	between	between	ADP
cana-1506	193	7	the	the	DET
cana-1506	193	8	query	query	NOUN
cana-1506	193	9	case	case	NOUN
cana-1506	193	10	and	and	CCONJ
cana-1506	193	11	the	the	DET
cana-1506	193	12	legal	legal	ADJ
cana-1506	193	13	texts	text	NOUN
cana-1506	193	14	in	in	ADP
cana-1506	193	15	our	our	PRON
cana-1506	193	16	dataset	dataset	NOUN
cana-1506	193	17	is	be	AUX
cana-1506	193	18	the	the	DET
cana-1506	193	19	next	next	ADJ
cana-1506	193	20	phase	phase	NOUN
cana-1506	193	21	in	in	ADP
cana-1506	193	22	our	our	PRON
cana-1506	193	23	process	process	NOUN
cana-1506	193	24	after	after	ADP
cana-1506	193	25	feature	feature	NOUN
cana-1506	193	26	vector	vector	NOUN
cana-1506	193	27	construction	construction	NOUN
cana-1506	193	28	.	.	PUNCT
cana-1506	194	1	this	this	DET
cana-1506	194	2	calculation	calculation	NOUN
cana-1506	194	3	seeks	seek	VERB
cana-1506	194	4	to	to	PART
cana-1506	194	5	find	find	VERB
cana-1506	194	6	documents	document	NOUN
cana-1506	194	7	that	that	PRON
cana-1506	194	8	are	be	AUX
cana-1506	194	9	substantially	substantially	ADV
cana-1506	194	10	similar	similar	ADJ
cana-1506	194	11	to	to	ADP
cana-1506	194	12	the	the	DET
cana-1506	194	13	query	query	NOUN
cana-1506	194	14	instance	instance	NOUN
cana-1506	194	15	and	and	CCONJ
cana-1506	194	16	could	could	AUX
cana-1506	194	17	provide	provide	VERB
cana-1506	194	18	relevant	relevant	ADJ
cana-1506	194	19	context	context	NOUN
cana-1506	194	20	or	or	CCONJ
cana-1506	194	21	precedents	precedent	NOUN
cana-1506	194	22	.	.	PUNCT
cana-1506	195	1	each	each	DET
cana-1506	195	2	legal	legal	ADJ
cana-1506	195	3	document	document	NOUN
cana-1506	195	4	and	and	CCONJ
cana-1506	195	5	the	the	DET
cana-1506	195	6	query	query	NOUN
cana-1506	195	7	case	case	NOUN
cana-1506	195	8	are	be	AUX
cana-1506	195	9	shown	show	VERB
cana-1506	195	10	as	as	ADP
cana-1506	195	11	feature	feature	NOUN
cana-1506	195	12	vectors	vector	NOUN
cana-1506	195	13	,	,	PUNCT
cana-1506	195	14	where	where	SCONJ
cana-1506	195	15	each	each	DET
cana-1506	195	16	feature	feature	NOUN
cana-1506	195	17	captures	capture	VERB
cana-1506	195	18	a	a	DET
cana-1506	195	19	specific	specific	ADJ
cana-1506	195	20	aspect	aspect	NOUN
cana-1506	195	21	or	or	CCONJ
cana-1506	195	22	attribute	attribute	NOUN
cana-1506	195	23	of	of	ADP
cana-1506	195	24	the	the	DET
cana-1506	195	25	document	document	NOUN
cana-1506	195	26	.	.	PUNCT
cana-1506	196	1	these	these	DET
cana-1506	196	2	feature	feature	NOUN
cana-1506	196	3	vectors	vector	NOUN
cana-1506	196	4	encode	encode	VERB
cana-1506	196	5	essential	essential	ADJ
cana-1506	196	6	information	information	NOUN
cana-1506	196	7	about	about	ADP
cana-1506	196	8	the	the	DET
cana-1506	196	9	documents	document	NOUN
cana-1506	196	10	,	,	PUNCT
cana-1506	196	11	such	such	ADJ
cana-1506	196	12	as	as	ADP
cana-1506	196	13	the	the	DET
cana-1506	196	14	occurrence	occurrence	NOUN
cana-1506	196	15	of	of	ADP
cana-1506	196	16	relevant	relevant	ADJ
cana-1506	196	17	keywords	keyword	NOUN
cana-1506	196	18	,	,	PUNCT
cana-1506	196	19	the	the	DET
cana-1506	196	20	frequency	frequency	NOUN
cana-1506	196	21	of	of	ADP
cana-1506	196	22	terms	term	NOUN
cana-1506	196	23	,	,	PUNCT
cana-1506	196	24	or	or	CCONJ
cana-1506	196	25	other	other	ADJ
cana-1506	196	26	salient	salient	NOUN
cana-1506	196	27	characteristics	characteristic	NOUN
cana-1506	196	28	.	.	PUNCT
cana-1506	197	1	cosine	cosine	NOUN
cana-1506	197	2	similarity	similarity	NOUN
cana-1506	197	3	is	be	AUX
cana-1506	197	4	employed	employ	VERB
cana-1506	197	5	as	as	ADP
cana-1506	197	6	the	the	DET
cana-1506	197	7	similarity	similarity	NOUN
cana-1506	197	8	metric	metric	ADJ
cana-1506	197	9	to	to	PART
cana-1506	197	10	quantify	quantify	VERB
cana-1506	197	11	the	the	DET
cana-1506	197	12	resemblance	resemblance	NOUN
cana-1506	197	13	between	between	ADP
cana-1506	197	14	two	two	NUM
cana-1506	197	15	feature	feature	NOUN
cana-1506	197	16	vectors	vector	NOUN
cana-1506	197	17	.	.	PUNCT
cana-1506	198	1	the	the	DET
cana-1506	198	2	angle	angle	NOUN
cana-1506	198	3	formed	form	VERB
cana-1506	198	4	by	by	ADP
cana-1506	198	5	the	the	DET
cana-1506	198	6	feature	feature	NOUN
cana-1506	198	7	vectors	vector	NOUN
cana-1506	198	8	'	'	PART
cana-1506	198	9	cosine	cosine	NOUN
cana-1506	198	10	is	be	AUX
cana-1506	198	11	measured	measure	VERB
cana-1506	198	12	by	by	ADP
cana-1506	198	13	this	this	DET
cana-1506	198	14	metric	metric	NOUN
cana-1506	198	15	,	,	PUNCT
cana-1506	198	16	providing	provide	VERB
cana-1506	198	17	a	a	DET
cana-1506	198	18	measure	measure	NOUN
cana-1506	198	19	of	of	ADP
cana-1506	198	20	their	their	PRON
cana-1506	198	21	alignment	alignment	NOUN
cana-1506	198	22	in	in	ADP
cana-1506	198	23	the	the	DET
cana-1506	198	24	feature	feature	NOUN
cana-1506	198	25	space	space	NOUN
cana-1506	198	26	.	.	PUNCT
cana-1506	199	1	equation	equation	NOUN
cana-1506	199	2	2	2	NUM
cana-1506	199	3	depicts	depict	VERB
cana-1506	199	4	the	the	DET
cana-1506	199	5	cosine	cosine	NOUN
cana-1506	199	6	similarity	similarity	NOUN
cana-1506	199	7	function	function	NOUN
cana-1506	199	8	.	.	PUNCT
cana-1506	200	1	communications	communication	NOUN
cana-1506	200	2	on	on	ADP
cana-1506	200	3	applied	apply	VERB
cana-1506	200	4	nonlinear	nonlinear	ADJ
cana-1506	200	5	analysis	analysis	NOUN
cana-1506	200	6	issn	issn	NOUN
cana-1506	200	7	:	:	PUNCT
cana-1506	200	8	1074	1074	NUM
cana-1506	200	9	-	-	PUNCT
cana-1506	200	10	133x	133x	NUM
cana-1506	200	11	vol	vol	NOUN
cana-1506	200	12	31	31	NUM
cana-1506	200	13	no	no	NOUN
cana-1506	200	14	.	.	PUNCT
cana-1506	201	1	8s	8s	PROPN
cana-1506	201	2	(	(	PUNCT
cana-1506	201	3	2024	2024	NUM
cana-1506	201	4	)	)	PUNCT
cana-1506	201	5	359	359	NUM
cana-1506	201	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	201	7	𝑆𝑖𝑚𝑖𝑙𝑎𝑟𝑖𝑡𝑦	𝑆𝑖𝑚𝑖𝑙𝑎𝑟𝑖𝑡𝑦	PROPN
cana-1506	201	8	(	(	PUNCT
cana-1506	201	9	𝐴	𝐴	PROPN
cana-1506	201	10	,	,	PUNCT
cana-1506	201	11	𝐵	𝐵	NOUN
cana-1506	201	12	)	)	PUNCT
cana-1506	201	13	=	=	PUNCT
cana-1506	201	14	𝐶𝑜𝑠	𝐶𝑜𝑠	PROPN
cana-1506	201	15	𝜃	𝜃	X
cana-1506	201	16	=	=	SYM
cana-1506	201	17	𝐴	𝐴	PROPN
cana-1506	201	18	∙	∙	PROPN
cana-1506	201	19	𝐵	𝐵	PROPN
cana-1506	201	20	‖𝐴‖	‖𝐴‖	PROPN
cana-1506	202	1	∙	∙	PROPN
cana-1506	202	2	‖𝐵‖	‖𝐵‖	X
cana-1506	202	3	by	by	ADP
cana-1506	202	4	computing	compute	VERB
cana-1506	202	5	how	how	SCONJ
cana-1506	202	6	comparable	comparable	ADJ
cana-1506	202	7	the	the	DET
cana-1506	202	8	cosines	cosine	NOUN
cana-1506	202	9	of	of	ADP
cana-1506	202	10	the	the	DET
cana-1506	202	11	legal	legal	ADJ
cana-1506	202	12	documents	document	NOUN
cana-1506	202	13	in	in	ADP
cana-1506	202	14	our	our	PRON
cana-1506	202	15	database	database	NOUN
cana-1506	202	16	and	and	CCONJ
cana-1506	202	17	the	the	DET
cana-1506	202	18	query	query	NOUN
cana-1506	202	19	case	case	NOUN
cana-1506	202	20	,	,	PUNCT
cana-1506	202	21	we	we	PRON
cana-1506	202	22	can	can	AUX
cana-1506	202	23	effectively	effectively	ADV
cana-1506	202	24	identify	identify	VERB
cana-1506	202	25	documents	document	NOUN
cana-1506	202	26	that	that	PRON
cana-1506	202	27	share	share	VERB
cana-1506	202	28	significant	significant	ADJ
cana-1506	202	29	similarities	similarity	NOUN
cana-1506	202	30	with	with	ADP
cana-1506	202	31	the	the	DET
cana-1506	202	32	query	query	NOUN
cana-1506	202	33	case	case	NOUN
cana-1506	202	34	.	.	PUNCT
cana-1506	203	1	this	this	DET
cana-1506	203	2	cosine	cosine	NOUN
cana-1506	203	3	similarity	similarity	NOUN
cana-1506	203	4	-	-	PUNCT
cana-1506	203	5	based	base	VERB
cana-1506	203	6	approach	approach	NOUN
cana-1506	203	7	streamlines	streamline	VERB
cana-1506	203	8	the	the	DET
cana-1506	203	9	retrieval	retrieval	NOUN
cana-1506	203	10	of	of	ADP
cana-1506	203	11	relevant	relevant	ADJ
cana-1506	203	12	documents	document	NOUN
cana-1506	203	13	,	,	PUNCT
cana-1506	203	14	enhancing	enhance	VERB
cana-1506	203	15	the	the	DET
cana-1506	203	16	efficiency	efficiency	NOUN
cana-1506	203	17	and	and	CCONJ
cana-1506	203	18	effectiveness	effectiveness	NOUN
cana-1506	203	19	of	of	ADP
cana-1506	203	20	our	our	PRON
cana-1506	203	21	predictive	predictive	ADJ
cana-1506	203	22	analytics	analytic	NOUN
cana-1506	203	23	framework	framework	NOUN
cana-1506	203	24	for	for	ADP
cana-1506	203	25	legal	legal	ADJ
cana-1506	203	26	document	document	NOUN
cana-1506	203	27	analysis	analysis	NOUN
cana-1506	203	28	.	.	PUNCT
cana-1506	204	1	with	with	ADP
cana-1506	204	2	real	real	ADJ
cana-1506	204	3	-	-	PUNCT
cana-1506	204	4	time	time	NOUN
cana-1506	204	5	input	input	NOUN
cana-1506	204	6	data	datum	NOUN
cana-1506	204	7	from	from	ADP
cana-1506	204	8	both	both	DET
cana-1506	204	9	parties	party	NOUN
cana-1506	204	10	,	,	PUNCT
cana-1506	204	11	this	this	DET
cana-1506	204	12	algorithm	algorithm	NOUN
cana-1506	204	13	is	be	AUX
cana-1506	204	14	made	make	VERB
cana-1506	204	15	to	to	PART
cana-1506	204	16	regard	regard	VERB
cana-1506	204	17	attorneys	attorney	NOUN
cana-1506	204	18	and	and	CCONJ
cana-1506	204	19	clients	client	NOUN
cana-1506	204	20	as	as	ADP
cana-1506	204	21	equal	equal	ADJ
cana-1506	204	22	users	user	NOUN
cana-1506	204	23	.	.	PUNCT
cana-1506	205	1	semantic	semantic	ADJ
cana-1506	205	2	similarity	similarity	NOUN
cana-1506	205	3	between	between	ADP
cana-1506	205	4	the	the	DET
cana-1506	205	5	generated	generate	VERB
cana-1506	205	6	query	query	NOUN
cana-1506	205	7	and	and	CCONJ
cana-1506	205	8	the	the	DET
cana-1506	205	9	legal	legal	ADJ
cana-1506	205	10	documents	document	NOUN
cana-1506	205	11	is	be	AUX
cana-1506	205	12	calculated	calculate	VERB
cana-1506	205	13	after	after	SCONJ
cana-1506	205	14	each	each	DET
cana-1506	205	15	user	user	NOUN
cana-1506	205	16	query	query	NOUN
cana-1506	205	17	is	be	AUX
cana-1506	205	18	carefully	carefully	ADV
cana-1506	205	19	examined	examine	VERB
cana-1506	205	20	.	.	PUNCT
cana-1506	206	1	the	the	DET
cana-1506	206	2	complete	complete	ADJ
cana-1506	206	3	system	system	NOUN
cana-1506	206	4	architecture	architecture	NOUN
cana-1506	206	5	of	of	ADP
cana-1506	206	6	the	the	DET
cana-1506	206	7	semantic	semantic	ADJ
cana-1506	206	8	matching	matching	NOUN
cana-1506	206	9	and	and	CCONJ
cana-1506	206	10	predictive	predictive	ADJ
cana-1506	206	11	analysis	analysis	NOUN
cana-1506	206	12	of	of	ADP
cana-1506	206	13	the	the	DET
cana-1506	206	14	legal	legal	ADJ
cana-1506	206	15	document	document	NOUN
cana-1506	206	16	framework	framework	NOUN
cana-1506	206	17	is	be	AUX
cana-1506	206	18	depicted	depict	VERB
cana-1506	206	19	in	in	ADP
cana-1506	206	20	figure	figure	NOUN
cana-1506	206	21	1	1	NUM
cana-1506	206	22	.	.	PUNCT
cana-1506	207	1	at	at	ADP
cana-1506	207	2	this	this	DET
cana-1506	207	3	point	point	NOUN
cana-1506	207	4	,	,	PUNCT
cana-1506	207	5	the	the	DET
cana-1506	207	6	data	data	NOUN
cana-1506	207	7	is	be	AUX
cana-1506	207	8	qualified	qualified	ADJ
cana-1506	207	9	enough	enough	ADV
cana-1506	207	10	for	for	ADP
cana-1506	207	11	training	training	NOUN
cana-1506	207	12	,	,	PUNCT
cana-1506	207	13	and	and	CCONJ
cana-1506	207	14	the	the	DET
cana-1506	207	15	last	last	ADJ
cana-1506	207	16	prediction	prediction	NOUN
cana-1506	207	17	process	process	NOUN
cana-1506	207	18	is	be	AUX
cana-1506	207	19	completed	complete	VERB
cana-1506	207	20	.	.	PUNCT
cana-1506	208	1	redundant	redundant	ADJ
cana-1506	208	2	data	datum	NOUN
cana-1506	208	3	is	be	AUX
cana-1506	208	4	removed	remove	VERB
cana-1506	208	5	as	as	SCONJ
cana-1506	208	6	the	the	DET
cana-1506	208	7	system	system	NOUN
cana-1506	208	8	progresses	progress	VERB
cana-1506	208	9	from	from	ADP
cana-1506	208	10	the	the	DET
cana-1506	208	11	input	input	NOUN
cana-1506	208	12	of	of	ADP
cana-1506	208	13	legal	legal	ADJ
cana-1506	208	14	data	datum	NOUN
cana-1506	208	15	via	via	ADP
cana-1506	208	16	pre	pre	ADJ
cana-1506	208	17	-	-	ADJ
cana-1506	208	18	processing	processing	ADJ
cana-1506	208	19	and	and	CCONJ
cana-1506	208	20	semantic	semantic	ADJ
cana-1506	208	21	matching	matching	NOUN
cana-1506	208	22	,	,	PUNCT
cana-1506	208	23	producing	produce	VERB
cana-1506	208	24	a	a	DET
cana-1506	208	25	classified	classified	ADJ
cana-1506	208	26	truth	truth	NOUN
cana-1506	208	27	set	set	VERB
cana-1506	208	28	with	with	ADP
cana-1506	208	29	improved	improved	ADJ
cana-1506	208	30	data	datum	NOUN
cana-1506	208	31	that	that	PRON
cana-1506	208	32	is	be	AUX
cana-1506	208	33	prepared	prepare	VERB
cana-1506	208	34	for	for	ADP
cana-1506	208	35	additional	additional	ADJ
cana-1506	208	36	analysis	analysis	NOUN
cana-1506	208	37	.	.	PUNCT
cana-1506	209	1	figure	figure	NOUN
cana-1506	209	2	1	1	NUM
cana-1506	209	3	.	.	PUNCT
cana-1506	209	4	predictive	predictive	ADJ
cana-1506	209	5	analysis	analysis	NOUN
cana-1506	209	6	architecture	architecture	NOUN
cana-1506	209	7	3.4	3.4	NUM
cana-1506	209	8	.	.	PUNCT
cana-1506	210	1	ensemble	ensemble	ADJ
cana-1506	210	2	learning	learning	NOUN
cana-1506	210	3	using	use	VERB
cana-1506	210	4	ensemble	ensemble	ADJ
cana-1506	210	5	learning	learning	NOUN
cana-1506	210	6	techniques	technique	NOUN
cana-1506	210	7	,	,	PUNCT
cana-1506	210	8	the	the	DET
cana-1506	210	9	next	next	ADJ
cana-1506	210	10	step	step	NOUN
cana-1506	210	11	is	be	AUX
cana-1506	210	12	to	to	PART
cana-1506	210	13	predict	predict	VERB
cana-1506	210	14	the	the	DET
cana-1506	210	15	query	query	NOUN
cana-1506	210	16	case	case	NOUN
cana-1506	210	17	's	's	PART
cana-1506	210	18	outcome	outcome	NOUN
cana-1506	210	19	after	after	ADP
cana-1506	210	20	calculating	calculate	VERB
cana-1506	210	21	the	the	DET
cana-1506	210	22	cosine	cosine	NOUN
cana-1506	210	23	similarity	similarity	NOUN
cana-1506	210	24	between	between	ADP
cana-1506	210	25	the	the	DET
cana-1506	210	26	legal	legal	ADJ
cana-1506	210	27	texts	text	NOUN
cana-1506	210	28	in	in	ADP
cana-1506	210	29	our	our	PRON
cana-1506	210	30	dataset	dataset	NOUN
cana-1506	210	31	and	and	CCONJ
cana-1506	210	32	the	the	DET
cana-1506	210	33	query	query	NOUN
cana-1506	210	34	case	case	NOUN
cana-1506	210	35	.	.	PUNCT
cana-1506	211	1	ensemble	ensemble	ADJ
cana-1506	211	2	learning	learning	NOUN
cana-1506	211	3	is	be	AUX
cana-1506	211	4	a	a	DET
cana-1506	211	5	powerful	powerful	ADJ
cana-1506	211	6	technique	technique	NOUN
cana-1506	211	7	that	that	PRON
cana-1506	211	8	combines	combine	VERB
cana-1506	211	9	the	the	DET
cana-1506	211	10	forecasts	forecast	NOUN
cana-1506	211	11	from	from	ADP
cana-1506	211	12	numerous	numerous	ADJ
cana-1506	211	13	basic	basic	ADJ
cana-1506	211	14	models	model	NOUN
cana-1506	211	15	to	to	PART
cana-1506	211	16	provide	provide	VERB
cana-1506	211	17	a	a	DET
cana-1506	211	18	final	final	ADJ
cana-1506	211	19	prediction	prediction	NOUN
cana-1506	211	20	that	that	PRON
cana-1506	211	21	is	be	AUX
cana-1506	211	22	more	more	ADV
cana-1506	211	23	precise	precise	ADJ
cana-1506	211	24	and	and	CCONJ
cana-1506	211	25	dependable	dependable	ADJ
cana-1506	211	26	.	.	PUNCT
cana-1506	212	1	this	this	DET
cana-1506	212	2	section	section	NOUN
cana-1506	212	3	describes	describe	VERB
cana-1506	212	4	the	the	DET
cana-1506	212	5	ensemble	ensemble	ADJ
cana-1506	212	6	technique	technique	NOUN
cana-1506	212	7	that	that	PRON
cana-1506	212	8	makes	make	VERB
cana-1506	212	9	predictions	prediction	NOUN
cana-1506	212	10	using	use	VERB
cana-1506	212	11	support	support	NOUN
cana-1506	212	12	vector	vector	NOUN
cana-1506	212	13	machines	machine	NOUN
cana-1506	212	14	(	(	PUNCT
cana-1506	212	15	svm	svm	PROPN
cana-1506	212	16	)	)	PUNCT
cana-1506	212	17	,	,	PUNCT
cana-1506	212	18	random	random	ADJ
cana-1506	212	19	forest	forest	NOUN
cana-1506	212	20	,	,	PUNCT
cana-1506	212	21	and	and	CCONJ
cana-1506	212	22	neural	neural	ADJ
cana-1506	212	23	networks	network	NOUN
cana-1506	212	24	(	(	PUNCT
cana-1506	212	25	cnn	cnn	PROPN
cana-1506	212	26	)	)	PUNCT
cana-1506	212	27	.	.	PUNCT
cana-1506	213	1	ensemble	ensemble	ADJ
cana-1506	213	2	learning	learning	NOUN
cana-1506	213	3	generates	generate	VERB
cana-1506	213	4	a	a	DET
cana-1506	213	5	predictive	predictive	ADJ
cana-1506	213	6	model	model	NOUN
cana-1506	213	7	that	that	PRON
cana-1506	213	8	is	be	AUX
cana-1506	213	9	more	more	ADV
cana-1506	213	10	accurate	accurate	ADJ
cana-1506	213	11	than	than	ADP
cana-1506	213	12	any	any	DET
cana-1506	213	13	one	one	NUM
cana-1506	213	14	model	model	NOUN
cana-1506	213	15	operating	operate	VERB
cana-1506	213	16	alone	alone	ADV
cana-1506	213	17	by	by	ADP
cana-1506	213	18	merging	merge	VERB
cana-1506	213	19	multiple	multiple	ADJ
cana-1506	213	20	machine	machine	NOUN
cana-1506	213	21	learning	learning	NOUN
cana-1506	213	22	models	model	NOUN
cana-1506	213	23	.	.	PUNCT
cana-1506	214	1	we	we	PRON
cana-1506	214	2	utilize	utilize	VERB
cana-1506	214	3	random	random	ADJ
cana-1506	214	4	forest	forest	NOUN
cana-1506	214	5	,	,	PUNCT
cana-1506	214	6	svm	svm	PROPN
cana-1506	214	7	,	,	PUNCT
cana-1506	214	8	and	and	CCONJ
cana-1506	214	9	nn	nn	PROPN
cana-1506	214	10	's	's	PART
cana-1506	214	11	complementing	complement	VERB
cana-1506	214	12	characteristics	characteristic	NOUN
cana-1506	214	13	to	to	PART
cana-1506	214	14	increase	increase	VERB
cana-1506	214	15	prediction	prediction	NOUN
cana-1506	214	16	accuracy	accuracy	NOUN
cana-1506	214	17	and	and	CCONJ
cana-1506	214	18	resilience	resilience	NOUN
cana-1506	214	19	.	.	PUNCT
cana-1506	215	1	3.4.1	3.4.1	NUM
cana-1506	215	2	support	support	NOUN
cana-1506	215	3	vector	vector	NOUN
cana-1506	215	4	machine	machine	NOUN
cana-1506	215	5	:	:	PUNCT
cana-1506	215	6	support	support	NOUN
cana-1506	215	7	vector	vector	NOUN
cana-1506	215	8	machines	machine	NOUN
cana-1506	215	9	(	(	PUNCT
cana-1506	215	10	svms	svms	NOUN
cana-1506	215	11	)	)	PUNCT
cana-1506	215	12	are	be	AUX
cana-1506	215	13	a	a	DET
cana-1506	215	14	great	great	ADJ
cana-1506	215	15	option	option	NOUN
cana-1506	215	16	for	for	SCONJ
cana-1506	215	17	our	our	PRON
cana-1506	215	18	legal	legal	ADJ
cana-1506	215	19	case	case	NOUN
cana-1506	215	20	result	result	VERB
cana-1506	215	21	prediction	prediction	NOUN
cana-1506	215	22	problem	problem	NOUN
cana-1506	215	23	because	because	SCONJ
cana-1506	215	24	of	of	ADP
cana-1506	215	25	their	their	PRON
cana-1506	215	26	ability	ability	NOUN
cana-1506	215	27	to	to	PART
cana-1506	215	28	handle	handle	VERB
cana-1506	215	29	high	high	ADJ
cana-1506	215	30	-	-	PUNCT
cana-1506	215	31	dimensional	dimensional	ADJ
cana-1506	215	32	data	datum	NOUN
cana-1506	215	33	and	and	CCONJ
cana-1506	215	34	nonlinear	nonlinear	ADJ
cana-1506	215	35	decision	decision	NOUN
cana-1506	215	36	limits	limit	NOUN
cana-1506	215	37	.	.	PUNCT
cana-1506	216	1	svms	svms	NOUN
cana-1506	216	2	find	find	VERB
cana-1506	216	3	the	the	DET
cana-1506	216	4	hyperplane	hyperplane	NOUN
cana-1506	216	5	that	that	PRON
cana-1506	216	6	optimally	optimally	ADV
cana-1506	216	7	separates	separate	VERB
cana-1506	216	8	the	the	DET
cana-1506	216	9	data	data	NOUN
cana-1506	216	10	points	point	NOUN
cana-1506	216	11	into	into	ADP
cana-1506	216	12	discrete	discrete	ADJ
cana-1506	216	13	classes	class	NOUN
cana-1506	216	14	in	in	ADP
cana-1506	216	15	order	order	NOUN
cana-1506	216	16	to	to	PART
cana-1506	216	17	maximize	maximize	VERB
cana-1506	216	18	the	the	DET
cana-1506	216	19	margin	margin	NOUN
cana-1506	216	20	between	between	ADP
cana-1506	216	21	classes	class	NOUN
cana-1506	216	22	.	.	PUNCT
cana-1506	217	1	this	this	DET
cana-1506	217	2	margin	margin	NOUN
cana-1506	217	3	maximization	maximization	NOUN
cana-1506	217	4	ensures	ensure	VERB
cana-1506	217	5	the	the	DET
cana-1506	217	6	dataset	dataset	NOUN
cana-1506	217	7	's	's	PART
cana-1506	217	8	resistance	resistance	NOUN
cana-1506	217	9	to	to	ADP
cana-1506	217	10	noise	noise	NOUN
cana-1506	217	11	and	and	CCONJ
cana-1506	217	12	outliers	outlier	NOUN
cana-1506	217	13	.	.	PUNCT
cana-1506	218	1	svms	svms	NOUN
cana-1506	218	2	work	work	NOUN
cana-1506	218	3	particularly	particularly	ADV
cana-1506	218	4	well	well	ADV
cana-1506	218	5	in	in	ADP
cana-1506	218	6	scenarios	scenario	NOUN
cana-1506	218	7	where	where	SCONJ
cana-1506	218	8	the	the	DET
cana-1506	218	9	data	data	NOUN
cana-1506	218	10	is	be	AUX
cana-1506	218	11	not	not	PART
cana-1506	218	12	linearly	linearly	ADV
cana-1506	218	13	separable	separable	ADJ
cana-1506	218	14	,	,	PUNCT
cana-1506	218	15	making	make	VERB
cana-1506	218	16	them	they	PRON
cana-1506	218	17	valuable	valuable	ADJ
cana-1506	218	18	for	for	ADP
cana-1506	218	19	complex	complex	ADJ
cana-1506	218	20	legal	legal	ADJ
cana-1506	218	21	datasets	dataset	NOUN
cana-1506	218	22	where	where	SCONJ
cana-1506	218	23	the	the	DET
cana-1506	218	24	decision	decision	NOUN
cana-1506	218	25	border	border	NOUN
cana-1506	218	26	may	may	AUX
cana-1506	218	27	be	be	AUX
cana-1506	218	28	nonlinear	nonlinear	ADJ
cana-1506	218	29	.	.	PUNCT
cana-1506	219	1	communications	communication	NOUN
cana-1506	219	2	on	on	ADP
cana-1506	219	3	applied	apply	VERB
cana-1506	219	4	nonlinear	nonlinear	ADJ
cana-1506	219	5	analysis	analysis	NOUN
cana-1506	219	6	issn	issn	NOUN
cana-1506	219	7	:	:	PUNCT
cana-1506	219	8	1074	1074	NUM
cana-1506	219	9	-	-	PUNCT
cana-1506	219	10	133x	133x	NUM
cana-1506	219	11	vol	vol	NOUN
cana-1506	219	12	31	31	NUM
cana-1506	219	13	no	no	NOUN
cana-1506	219	14	.	.	PUNCT
cana-1506	220	1	8s	8s	PROPN
cana-1506	220	2	(	(	PUNCT
cana-1506	220	3	2024	2024	NUM
cana-1506	220	4	)	)	PUNCT
cana-1506	220	5	360	360	NUM
cana-1506	220	6	https://internationalpubls.com	https://internationalpubls.com	SYM
cana-1506	220	7	3.4.2	3.4.2	NUM
cana-1506	220	8	random	random	ADJ
cana-1506	220	9	forest	forest	NOUN
cana-1506	220	10	:	:	PUNCT
cana-1506	220	11	decision	decision	NOUN
cana-1506	220	12	trees	tree	NOUN
cana-1506	220	13	are	be	AUX
cana-1506	220	14	flexible	flexible	ADJ
cana-1506	220	15	and	and	CCONJ
cana-1506	220	16	easily	easily	ADV
cana-1506	220	17	understandable	understandable	ADJ
cana-1506	220	18	models	model	NOUN
cana-1506	220	19	,	,	PUNCT
cana-1506	220	20	and	and	CCONJ
cana-1506	220	21	random	random	ADJ
cana-1506	220	22	forest	forest	NOUN
cana-1506	220	23	is	be	AUX
cana-1506	220	24	an	an	DET
cana-1506	220	25	ensemble	ensemble	ADJ
cana-1506	220	26	learning	learning	NOUN
cana-1506	220	27	technique	technique	NOUN
cana-1506	220	28	built	build	VERB
cana-1506	220	29	on	on	ADP
cana-1506	220	30	top	top	NOUN
cana-1506	220	31	of	of	ADP
cana-1506	220	32	them	they	PRON
cana-1506	220	33	.	.	PUNCT
cana-1506	221	1	during	during	ADP
cana-1506	221	2	training	training	NOUN
cana-1506	221	3	,	,	PUNCT
cana-1506	221	4	random	random	ADJ
cana-1506	221	5	forest	forest	NOUN
cana-1506	221	6	builds	build	VERB
cana-1506	221	7	several	several	ADJ
cana-1506	221	8	decision	decision	NOUN
cana-1506	221	9	trees	tree	NOUN
cana-1506	221	10	by	by	ADP
cana-1506	221	11	randomly	randomly	ADV
cana-1506	221	12	choosing	choose	VERB
cana-1506	221	13	features	feature	NOUN
cana-1506	221	14	for	for	ADP
cana-1506	221	15	each	each	DET
cana-1506	221	16	tree	tree	NOUN
cana-1506	221	17	and	and	CCONJ
cana-1506	221	18	bootstrapping	bootstrappe	VERB
cana-1506	221	19	the	the	DET
cana-1506	221	20	dataset	dataset	NOUN
cana-1506	221	21	.	.	PUNCT
cana-1506	222	1	by	by	ADP
cana-1506	222	2	reducing	reduce	VERB
cana-1506	222	3	overfitting	overfitte	VERB
cana-1506	222	4	and	and	CCONJ
cana-1506	222	5	averaging	average	VERB
cana-1506	222	6	the	the	DET
cana-1506	222	7	predictions	prediction	NOUN
cana-1506	222	8	of	of	ADP
cana-1506	222	9	multiple	multiple	ADJ
cana-1506	222	10	trees	tree	NOUN
cana-1506	222	11	,	,	PUNCT
cana-1506	222	12	random	random	ADJ
cana-1506	222	13	forest	forest	NOUN
cana-1506	222	14	improves	improve	VERB
cana-1506	222	15	generalization	generalization	NOUN
cana-1506	222	16	performance	performance	NOUN
cana-1506	222	17	.	.	PUNCT
cana-1506	223	1	random	random	ADJ
cana-1506	223	2	forest	forest	NOUN
cana-1506	223	3	is	be	AUX
cana-1506	223	4	also	also	ADV
cana-1506	223	5	appropriate	appropriate	ADJ
cana-1506	223	6	for	for	ADP
cana-1506	223	7	noisy	noisy	ADJ
cana-1506	223	8	and	and	CCONJ
cana-1506	223	9	imperfect	imperfect	ADJ
cana-1506	223	10	legal	legal	ADJ
cana-1506	223	11	datasets	dataset	NOUN
cana-1506	223	12	since	since	SCONJ
cana-1506	223	13	it	it	PRON
cana-1506	223	14	is	be	AUX
cana-1506	223	15	resistant	resistant	ADJ
cana-1506	223	16	to	to	ADP
cana-1506	223	17	outliers	outlier	NOUN
cana-1506	223	18	and	and	CCONJ
cana-1506	223	19	missing	miss	VERB
cana-1506	223	20	values	value	NOUN
cana-1506	223	21	.	.	PUNCT
cana-1506	224	1	furthermore	furthermore	ADV
cana-1506	224	2	,	,	PUNCT
cana-1506	224	3	to	to	PART
cana-1506	224	4	ascertain	ascertain	VERB
cana-1506	224	5	which	which	DET
cana-1506	224	6	elements	element	NOUN
cana-1506	224	7	are	be	AUX
cana-1506	224	8	most	most	ADV
cana-1506	224	9	crucial	crucial	ADJ
cana-1506	224	10	for	for	ADP
cana-1506	224	11	predicting	predict	VERB
cana-1506	224	12	the	the	DET
cana-1506	224	13	result	result	NOUN
cana-1506	224	14	of	of	ADP
cana-1506	224	15	court	court	NOUN
cana-1506	224	16	cases	case	NOUN
cana-1506	224	17	,	,	PUNCT
cana-1506	224	18	random	random	ADJ
cana-1506	224	19	forest	forest	NOUN
cana-1506	224	20	provides	provide	VERB
cana-1506	224	21	feature	feature	NOUN
cana-1506	224	22	relevance	relevance	NOUN
cana-1506	224	23	ratings	rating	NOUN
cana-1506	224	24	.	.	PUNCT
cana-1506	225	1	3.4.3	3.4.3	NUM
cana-1506	225	2	neural	neural	ADJ
cana-1506	225	3	network	network	NOUN
cana-1506	225	4	:	:	PUNCT
cana-1506	225	5	neural	neural	ADJ
cana-1506	225	6	networks	network	NOUN
cana-1506	225	7	(	(	PUNCT
cana-1506	225	8	nns	nn	NOUN
cana-1506	225	9	)	)	PUNCT
cana-1506	225	10	are	be	AUX
cana-1506	225	11	robust	robust	ADJ
cana-1506	225	12	models	model	NOUN
cana-1506	225	13	that	that	PRON
cana-1506	225	14	can	can	AUX
cana-1506	225	15	identify	identify	VERB
cana-1506	225	16	intricate	intricate	ADJ
cana-1506	225	17	patterns	pattern	NOUN
cana-1506	225	18	and	and	CCONJ
cana-1506	225	19	connections	connection	NOUN
cana-1506	225	20	within	within	ADP
cana-1506	225	21	data	data	PROPN
cana-1506	225	22	.	.	PUNCT
cana-1506	226	1	nns	nn	NOUN
cana-1506	226	2	are	be	AUX
cana-1506	226	3	capable	capable	ADJ
cana-1506	226	4	of	of	ADP
cana-1506	226	5	capturing	capture	VERB
cana-1506	226	6	the	the	DET
cana-1506	226	7	nonlinear	nonlinear	ADJ
cana-1506	226	8	links	link	NOUN
cana-1506	226	9	between	between	ADP
cana-1506	226	10	legal	legal	ADJ
cana-1506	226	11	features	feature	NOUN
cana-1506	226	12	and	and	CCONJ
cana-1506	226	13	case	case	VERB
cana-1506	226	14	outcomes	outcome	NOUN
cana-1506	226	15	in	in	ADP
cana-1506	226	16	the	the	DET
cana-1506	226	17	context	context	NOUN
cana-1506	226	18	of	of	ADP
cana-1506	226	19	predicting	predict	VERB
cana-1506	226	20	the	the	DET
cana-1506	226	21	outcome	outcome	NOUN
cana-1506	226	22	of	of	ADP
cana-1506	226	23	legal	legal	ADJ
cana-1506	226	24	cases	case	NOUN
cana-1506	226	25	.	.	PUNCT
cana-1506	227	1	nns	nns	PROPN
cana-1506	227	2	may	may	AUX
cana-1506	227	3	be	be	AUX
cana-1506	227	4	trained	train	VERB
cana-1506	227	5	to	to	PART
cana-1506	227	6	generate	generate	VERB
cana-1506	227	7	precise	precise	ADJ
cana-1506	227	8	predictions	prediction	NOUN
cana-1506	227	9	based	base	VERB
cana-1506	227	10	on	on	ADP
cana-1506	227	11	the	the	DET
cana-1506	227	12	input	input	NOUN
cana-1506	227	13	attributes	attribute	NOUN
cana-1506	227	14	by	by	ADP
cana-1506	227	15	utilizing	utilize	VERB
cana-1506	227	16	a	a	DET
cana-1506	227	17	sizable	sizable	ADJ
cana-1506	227	18	dataset	dataset	NOUN
cana-1506	227	19	of	of	ADP
cana-1506	227	20	court	court	NOUN
cana-1506	227	21	cases	case	NOUN
cana-1506	227	22	and	and	CCONJ
cana-1506	227	23	their	their	PRON
cana-1506	227	24	outcomes	outcome	NOUN
cana-1506	227	25	.	.	PUNCT
cana-1506	228	1	because	because	SCONJ
cana-1506	228	2	of	of	ADP
cana-1506	228	3	their	their	PRON
cana-1506	228	4	versatility	versatility	NOUN
cana-1506	228	5	and	and	CCONJ
cana-1506	228	6	adaptability	adaptability	NOUN
cana-1506	228	7	,	,	PUNCT
cana-1506	228	8	neural	neural	ADJ
cana-1506	228	9	networks	network	NOUN
cana-1506	228	10	(	(	PUNCT
cana-1506	228	11	nns	nn	NOUN
cana-1506	228	12	)	)	PUNCT
cana-1506	228	13	are	be	AUX
cana-1506	228	14	used	use	VERB
cana-1506	228	15	for	for	ADP
cana-1506	228	16	a	a	DET
cana-1506	228	17	variety	variety	NOUN
cana-1506	228	18	of	of	ADP
cana-1506	228	19	prediction	prediction	NOUN
cana-1506	228	20	tasks	task	NOUN
cana-1506	228	21	,	,	PUNCT
cana-1506	228	22	including	include	VERB
cana-1506	228	23	predicting	predict	VERB
cana-1506	228	24	the	the	DET
cana-1506	228	25	outcome	outcome	NOUN
cana-1506	228	26	of	of	ADP
cana-1506	228	27	court	court	NOUN
cana-1506	228	28	cases	case	NOUN
cana-1506	228	29	.	.	PUNCT
cana-1506	229	1	the	the	DET
cana-1506	229	2	ensemble	ensemble	ADJ
cana-1506	229	3	model	model	NOUN
cana-1506	229	4	combines	combine	VERB
cana-1506	229	5	the	the	DET
cana-1506	229	6	predictions	prediction	NOUN
cana-1506	229	7	from	from	ADP
cana-1506	229	8	svm	svm	ADJ
cana-1506	229	9	,	,	PUNCT
cana-1506	229	10	random	random	ADJ
cana-1506	229	11	forest	forest	NOUN
cana-1506	229	12	,	,	PUNCT
cana-1506	229	13	and	and	CCONJ
cana-1506	229	14	nn	nn	PROPN
cana-1506	229	15	to	to	PART
cana-1506	229	16	leverage	leverage	VERB
cana-1506	229	17	the	the	DET
cana-1506	229	18	strengths	strength	NOUN
cana-1506	229	19	of	of	ADP
cana-1506	229	20	each	each	DET
cana-1506	229	21	model	model	NOUN
cana-1506	229	22	and	and	CCONJ
cana-1506	229	23	improve	improve	VERB
cana-1506	229	24	prediction	prediction	NOUN
cana-1506	229	25	accuracy	accuracy	NOUN
cana-1506	229	26	.	.	PUNCT
cana-1506	230	1	by	by	ADP
cana-1506	230	2	aggregating	aggregate	VERB
cana-1506	230	3	the	the	DET
cana-1506	230	4	predictions	prediction	NOUN
cana-1506	230	5	using	use	VERB
cana-1506	230	6	methods	method	NOUN
cana-1506	230	7	such	such	ADJ
cana-1506	230	8	as	as	ADP
cana-1506	230	9	voting	voting	NOUN
cana-1506	230	10	or	or	CCONJ
cana-1506	230	11	averaging	averaging	NOUN
cana-1506	230	12	,	,	PUNCT
cana-1506	230	13	the	the	DET
cana-1506	230	14	ensemble	ensemble	ADJ
cana-1506	230	15	model	model	NOUN
cana-1506	230	16	benefits	benefit	NOUN
cana-1506	230	17	from	from	ADP
cana-1506	230	18	the	the	DET
cana-1506	230	19	diversity	diversity	NOUN
cana-1506	230	20	of	of	ADP
cana-1506	230	21	individual	individual	ADJ
cana-1506	230	22	models	model	NOUN
cana-1506	230	23	and	and	CCONJ
cana-1506	230	24	achieves	achieve	VERB
cana-1506	230	25	better	well	ADJ
cana-1506	230	26	generalization	generalization	NOUN
cana-1506	230	27	performance	performance	NOUN
cana-1506	230	28	.	.	PUNCT
cana-1506	231	1	svm	svm	ADJ
cana-1506	231	2	,	,	PUNCT
cana-1506	231	3	random	random	ADJ
cana-1506	231	4	forest	forest	NOUN
cana-1506	231	5	,	,	PUNCT
cana-1506	231	6	and	and	CCONJ
cana-1506	231	7	nn	nn	PROPN
cana-1506	231	8	complement	complement	VERB
cana-1506	231	9	each	each	DET
cana-1506	231	10	other	other	ADJ
cana-1506	231	11	,	,	PUNCT
cana-1506	231	12	as	as	SCONJ
cana-1506	231	13	they	they	PRON
cana-1506	231	14	excel	excel	VERB
cana-1506	231	15	in	in	ADP
cana-1506	231	16	different	different	ADJ
cana-1506	231	17	aspects	aspect	NOUN
cana-1506	231	18	of	of	ADP
cana-1506	231	19	feature	feature	NOUN
cana-1506	231	20	representation	representation	NOUN
cana-1506	231	21	and	and	CCONJ
cana-1506	231	22	decision	decision	NOUN
cana-1506	231	23	-	-	PUNCT
cana-1506	231	24	making	making	NOUN
cana-1506	231	25	.	.	PUNCT
cana-1506	232	1	the	the	DET
cana-1506	232	2	ensemble	ensemble	ADJ
cana-1506	232	3	model	model	NOUN
cana-1506	232	4	's	's	PART
cana-1506	232	5	robustness	robustness	NOUN
cana-1506	232	6	and	and	CCONJ
cana-1506	232	7	accuracy	accuracy	NOUN
cana-1506	232	8	are	be	AUX
cana-1506	232	9	enhanced	enhance	VERB
cana-1506	232	10	by	by	ADP
cana-1506	232	11	integrating	integrate	VERB
cana-1506	232	12	multiple	multiple	ADJ
cana-1506	232	13	models	model	NOUN
cana-1506	232	14	,	,	PUNCT
cana-1506	232	15	making	make	VERB
cana-1506	232	16	it	it	PRON
cana-1506	232	17	more	more	ADV
cana-1506	232	18	reliable	reliable	ADJ
cana-1506	232	19	for	for	ADP
cana-1506	232	20	legal	legal	ADJ
cana-1506	232	21	case	case	NOUN
cana-1506	232	22	outcome	outcome	NOUN
cana-1506	232	23	prediction	prediction	NOUN
cana-1506	232	24	.	.	PUNCT
cana-1506	233	1	we	we	PRON
cana-1506	233	2	carry	carry	VERB
cana-1506	233	3	out	out	ADP
cana-1506	233	4	extensive	extensive	ADJ
cana-1506	233	5	evaluation	evaluation	NOUN
cana-1506	233	6	and	and	CCONJ
cana-1506	233	7	validation	validation	NOUN
cana-1506	233	8	procedures	procedure	NOUN
cana-1506	233	9	to	to	PART
cana-1506	233	10	guarantee	guarantee	VERB
cana-1506	233	11	the	the	DET
cana-1506	233	12	dependability	dependability	NOUN
cana-1506	233	13	and	and	CCONJ
cana-1506	233	14	precision	precision	NOUN
cana-1506	233	15	of	of	ADP
cana-1506	233	16	the	the	DET
cana-1506	233	17	outcome	outcome	NOUN
cana-1506	233	18	projections	projection	NOUN
cana-1506	233	19	.	.	PUNCT
cana-1506	234	1	this	this	DET
cana-1506	234	2	comprises	comprise	VERB
cana-1506	234	3	applying	apply	VERB
cana-1506	234	4	cross	cross	ADJ
cana-1506	234	5	-	-	ADJ
cana-1506	234	6	validation	validation	ADJ
cana-1506	234	7	techniques	technique	NOUN
cana-1506	234	8	,	,	PUNCT
cana-1506	234	9	splitting	split	VERB
cana-1506	234	10	the	the	DET
cana-1506	234	11	dataset	dataset	NOUN
cana-1506	234	12	into	into	ADP
cana-1506	234	13	training	training	NOUN
cana-1506	234	14	and	and	CCONJ
cana-1506	234	15	testing	testing	NOUN
cana-1506	234	16	sets	set	NOUN
cana-1506	234	17	,	,	PUNCT
cana-1506	234	18	and	and	CCONJ
cana-1506	234	19	computing	compute	VERB
cana-1506	234	20	performance	performance	NOUN
cana-1506	234	21	metrics	metric	NOUN
cana-1506	234	22	including	include	VERB
cana-1506	234	23	f1	f1	NOUN
cana-1506	234	24	-	-	PUNCT
cana-1506	234	25	score	score	NOUN
cana-1506	234	26	,	,	PUNCT
cana-1506	234	27	recall	recall	NOUN
cana-1506	234	28	,	,	PUNCT
cana-1506	234	29	accuracy	accuracy	NOUN
cana-1506	234	30	,	,	PUNCT
cana-1506	234	31	and	and	CCONJ
cana-1506	234	32	precision	precision	NOUN
cana-1506	234	33	.	.	PUNCT
cana-1506	235	1	through	through	ADP
cana-1506	235	2	a	a	DET
cana-1506	235	3	thorough	thorough	ADJ
cana-1506	235	4	evaluation	evaluation	NOUN
cana-1506	235	5	process	process	NOUN
cana-1506	235	6	,	,	PUNCT
cana-1506	235	7	we	we	PRON
cana-1506	235	8	determine	determine	VERB
cana-1506	235	9	the	the	DET
cana-1506	235	10	predictive	predictive	ADJ
cana-1506	235	11	models	model	NOUN
cana-1506	235	12	'	'	PART
cana-1506	235	13	efficacy	efficacy	NOUN
cana-1506	235	14	in	in	ADP
cana-1506	235	15	precisely	precisely	ADV
cana-1506	235	16	forecasting	forecast	VERB
cana-1506	235	17	legal	legal	ADJ
cana-1506	235	18	outcomes	outcome	NOUN
cana-1506	235	19	and	and	CCONJ
cana-1506	235	20	provide	provide	VERB
cana-1506	235	21	consumers	consumer	NOUN
cana-1506	235	22	insightful	insightful	ADJ
cana-1506	235	23	information	information	NOUN
cana-1506	235	24	.	.	PUNCT
cana-1506	236	1	ultimately	ultimately	ADV
cana-1506	236	2	,	,	PUNCT
cana-1506	236	3	we	we	PRON
cana-1506	236	4	utilize	utilize	VERB
cana-1506	236	5	an	an	DET
cana-1506	236	6	iterative	iterative	NOUN
cana-1506	236	7	methodology	methodology	NOUN
cana-1506	236	8	to	to	PART
cana-1506	236	9	enhance	enhance	VERB
cana-1506	236	10	and	and	CCONJ
cana-1506	236	11	optimize	optimize	VERB
cana-1506	236	12	the	the	DET
cana-1506	236	13	prediction	prediction	NOUN
cana-1506	236	14	models	model	NOUN
cana-1506	236	15	through	through	ADP
cana-1506	236	16	input	input	NOUN
cana-1506	236	17	and	and	CCONJ
cana-1506	236	18	supplementary	supplementary	ADJ
cana-1506	236	19	data	datum	NOUN
cana-1506	236	20	.	.	PUNCT
cana-1506	237	1	we	we	PRON
cana-1506	237	2	add	add	VERB
cana-1506	237	3	newly	newly	ADV
cana-1506	237	4	available	available	ADJ
cana-1506	237	5	court	court	NOUN
cana-1506	237	6	cases	case	NOUN
cana-1506	237	7	and	and	CCONJ
cana-1506	237	8	documents	document	NOUN
cana-1506	237	9	to	to	ADP
cana-1506	237	10	the	the	DET
cana-1506	237	11	training	training	NOUN
cana-1506	237	12	set	set	VERB
cana-1506	237	13	in	in	ADP
cana-1506	237	14	order	order	NOUN
cana-1506	237	15	to	to	PART
cana-1506	237	16	improve	improve	VERB
cana-1506	237	17	the	the	DET
cana-1506	237	18	models	model	NOUN
cana-1506	237	19	'	'	PART
cana-1506	237	20	predictive	predictive	ADJ
cana-1506	237	21	power	power	NOUN
cana-1506	237	22	.	.	PUNCT
cana-1506	238	1	users	user	NOUN
cana-1506	238	2	'	'	PART
cana-1506	238	3	legal	legal	ADJ
cana-1506	238	4	outcomes	outcome	NOUN
cana-1506	238	5	are	be	AUX
cana-1506	238	6	consistently	consistently	ADV
cana-1506	238	7	predicted	predict	VERB
cana-1506	238	8	by	by	ADP
cana-1506	238	9	the	the	DET
cana-1506	238	10	predictive	predictive	ADJ
cana-1506	238	11	models	model	NOUN
cana-1506	238	12	thanks	thank	NOUN
cana-1506	238	13	to	to	ADP
cana-1506	238	14	ongoing	ongoing	ADJ
cana-1506	238	15	monitoring	monitoring	NOUN
cana-1506	238	16	and	and	CCONJ
cana-1506	238	17	improvement	improvement	NOUN
cana-1506	238	18	.	.	PUNCT
cana-1506	239	1	4	4	X
cana-1506	239	2	.	.	X
cana-1506	239	3	implementation	implementation	NOUN
cana-1506	239	4	and	and	CCONJ
cana-1506	239	5	performance	performance	NOUN
cana-1506	239	6	evaluation	evaluation	NOUN
cana-1506	239	7	the	the	DET
cana-1506	239	8	operational	operational	ADJ
cana-1506	239	9	framework	framework	NOUN
cana-1506	239	10	of	of	ADP
cana-1506	239	11	our	our	PRON
cana-1506	239	12	predictive	predictive	ADJ
cana-1506	239	13	analysis	analysis	NOUN
cana-1506	239	14	is	be	AUX
cana-1506	239	15	outlined	outline	VERB
cana-1506	239	16	in	in	ADP
cana-1506	239	17	this	this	DET
cana-1506	239	18	section	section	NOUN
cana-1506	239	19	.	.	PUNCT
cana-1506	240	1	we	we	PRON
cana-1506	240	2	begin	begin	VERB
cana-1506	240	3	by	by	ADP
cana-1506	240	4	carefully	carefully	ADV
cana-1506	240	5	preparing	prepare	VERB
cana-1506	240	6	our	our	PRON
cana-1506	240	7	dataset	dataset	NOUN
cana-1506	240	8	to	to	PART
cana-1506	240	9	make	make	VERB
cana-1506	240	10	sure	sure	ADJ
cana-1506	240	11	it	it	PRON
cana-1506	240	12	is	be	AUX
cana-1506	240	13	consistent	consistent	ADJ
cana-1506	240	14	and	and	CCONJ
cana-1506	240	15	coherent	coherent	ADJ
cana-1506	240	16	.	.	PUNCT
cana-1506	241	1	next	next	ADV
cana-1506	241	2	,	,	PUNCT
cana-1506	241	3	we	we	PRON
cana-1506	241	4	create	create	VERB
cana-1506	241	5	a	a	DET
cana-1506	241	6	semantic	semantic	ADJ
cana-1506	241	7	network	network	NOUN
cana-1506	241	8	,	,	PUNCT
cana-1506	241	9	which	which	PRON
cana-1506	241	10	is	be	AUX
cana-1506	241	11	an	an	DET
cana-1506	241	12	organized	organized	ADJ
cana-1506	241	13	depiction	depiction	NOUN
cana-1506	241	14	that	that	PRON
cana-1506	241	15	clarifies	clarify	VERB
cana-1506	241	16	the	the	DET
cana-1506	241	17	connections	connection	NOUN
cana-1506	241	18	between	between	ADP
cana-1506	241	19	legal	legal	ADJ
cana-1506	241	20	notions	notion	NOUN
cana-1506	241	21	.	.	PUNCT
cana-1506	242	1	the	the	DET
cana-1506	242	2	semantic	semantic	ADJ
cana-1506	242	3	network	network	NOUN
cana-1506	242	4	provides	provide	VERB
cana-1506	242	5	us	we	PRON
cana-1506	242	6	with	with	ADP
cana-1506	242	7	useful	useful	ADJ
cana-1506	242	8	information	information	NOUN
cana-1506	242	9	that	that	PRON
cana-1506	242	10	forms	form	VERB
cana-1506	242	11	the	the	DET
cana-1506	242	12	basis	basis	NOUN
cana-1506	242	13	of	of	ADP
cana-1506	242	14	further	further	ADJ
cana-1506	242	15	investigations	investigation	NOUN
cana-1506	242	16	.	.	PUNCT
cana-1506	243	1	our	our	PRON
cana-1506	243	2	predictive	predictive	ADJ
cana-1506	243	3	model	model	NOUN
cana-1506	243	4	is	be	AUX
cana-1506	243	5	based	base	VERB
cana-1506	243	6	on	on	ADP
cana-1506	243	7	this	this	DET
cana-1506	243	8	semantic	semantic	ADJ
cana-1506	243	9	network	network	NOUN
cana-1506	243	10	,	,	PUNCT
cana-1506	243	11	which	which	PRON
cana-1506	243	12	captures	capture	VERB
cana-1506	243	13	the	the	DET
cana-1506	243	14	complex	complex	ADJ
cana-1506	243	15	semantic	semantic	ADJ
cana-1506	243	16	relationships	relationship	NOUN
cana-1506	243	17	that	that	PRON
cana-1506	243	18	exist	exist	VERB
cana-1506	243	19	within	within	ADP
cana-1506	243	20	the	the	DET
cana-1506	243	21	legal	legal	ADJ
cana-1506	243	22	realm	realm	NOUN
cana-1506	243	23	.	.	PUNCT
cana-1506	244	1	leveraging	leverage	VERB
cana-1506	244	2	cosine	cosine	NOUN
cana-1506	244	3	similarity	similarity	NOUN
cana-1506	244	4	,	,	PUNCT
cana-1506	244	5	we	we	PRON
cana-1506	244	6	gauge	gauge	VERB
cana-1506	244	7	the	the	DET
cana-1506	244	8	resemblance	resemblance	NOUN
cana-1506	244	9	between	between	ADP
cana-1506	244	10	user	user	NOUN
cana-1506	244	11	queries	query	NOUN
cana-1506	244	12	and	and	CCONJ
cana-1506	244	13	an	an	DET
cana-1506	244	14	extensive	extensive	ADJ
cana-1506	244	15	corpus	corpus	NOUN
cana-1506	244	16	of	of	ADP
cana-1506	244	17	legal	legal	ADJ
cana-1506	244	18	documents	document	NOUN
cana-1506	244	19	.	.	PUNCT
cana-1506	245	1	this	this	DET
cana-1506	245	2	computation	computation	NOUN
cana-1506	245	3	aids	aid	NOUN
cana-1506	245	4	in	in	ADP
cana-1506	245	5	pinpointing	pinpoint	VERB
cana-1506	245	6	documents	document	NOUN
cana-1506	245	7	of	of	ADP
cana-1506	245	8	relevance	relevance	NOUN
cana-1506	245	9	to	to	ADP
cana-1506	245	10	the	the	DET
cana-1506	245	11	query	query	NOUN
cana-1506	245	12	of	of	ADP
cana-1506	245	13	the	the	DET
cana-1506	245	14	user	user	NOUN
cana-1506	245	15	.	.	PUNCT
cana-1506	246	1	we	we	PRON
cana-1506	246	2	use	use	VERB
cana-1506	246	3	ensemble	ensemble	ADJ
cana-1506	246	4	learning	learning	NOUN
cana-1506	246	5	techniques	technique	NOUN
cana-1506	246	6	to	to	PART
cana-1506	246	7	use	use	VERB
cana-1506	246	8	the	the	DET
cana-1506	246	9	complementary	complementary	ADJ
cana-1506	246	10	capabilities	capability	NOUN
cana-1506	246	11	of	of	ADP
cana-1506	246	12	each	each	DET
cana-1506	246	13	individual	individual	ADJ
cana-1506	246	14	model	model	NOUN
cana-1506	246	15	,	,	PUNCT
cana-1506	246	16	integrating	integrate	VERB
cana-1506	246	17	svm	svm	NOUN
cana-1506	246	18	,	,	PUNCT
cana-1506	246	19	random	random	ADJ
cana-1506	246	20	forests	forest	NOUN
cana-1506	246	21	,	,	PUNCT
cana-1506	246	22	and	and	CCONJ
cana-1506	246	23	neural	neural	ADJ
cana-1506	246	24	networks	network	NOUN
cana-1506	246	25	to	to	PART
cana-1506	246	26	improve	improve	VERB
cana-1506	246	27	the	the	DET
cana-1506	246	28	robustness	robustness	NOUN
cana-1506	246	29	and	and	CCONJ
cana-1506	246	30	accuracy	accuracy	NOUN
cana-1506	246	31	of	of	ADP
cana-1506	246	32	our	our	PRON
cana-1506	246	33	predictive	predictive	ADJ
cana-1506	246	34	model	model	NOUN
cana-1506	246	35	.	.	PUNCT
cana-1506	247	1	lastly	lastly	ADV
cana-1506	247	2	,	,	PUNCT
cana-1506	247	3	we	we	PRON
cana-1506	247	4	predict	predict	VERB
cana-1506	247	5	case	case	NOUN
cana-1506	247	6	results	result	NOUN
cana-1506	247	7	by	by	ADP
cana-1506	247	8	utilizing	utilize	VERB
cana-1506	247	9	the	the	DET
cana-1506	247	10	ensemble	ensemble	ADJ
cana-1506	247	11	model	model	NOUN
cana-1506	247	12	and	and	CCONJ
cana-1506	247	13	the	the	DET
cana-1506	247	14	concepts	concept	NOUN
cana-1506	247	15	of	of	ADP
cana-1506	247	16	semantics	semantic	NOUN
cana-1506	247	17	that	that	PRON
cana-1506	247	18	we	we	PRON
cana-1506	247	19	have	have	AUX
cana-1506	247	20	taken	take	VERB
cana-1506	247	21	out	out	ADP
cana-1506	247	22	of	of	ADP
cana-1506	247	23	the	the	DET
cana-1506	247	24	user	user	NOUN
cana-1506	247	25	queries	query	NOUN
cana-1506	247	26	and	and	CCONJ
cana-1506	247	27	legal	legal	ADJ
cana-1506	247	28	texts	text	NOUN
cana-1506	247	29	.	.	PUNCT
cana-1506	248	1	algorithm	algorithm	NOUN
cana-1506	248	2	1	1	NUM
cana-1506	248	3	.	.	PUNCT
cana-1506	248	4	methodology	methodology	NOUN
cana-1506	248	5	start	start	VERB
cana-1506	248	6	1	1	NUM
cana-1506	248	7	.	.	PUNCT
cana-1506	249	1	input	input	NOUN
cana-1506	249	2	:	:	PUNCT
cana-1506	249	3	legal	legal	ADJ
cana-1506	249	4	dataset	dataset	NOUN
cana-1506	249	5	containing	contain	VERB
cana-1506	249	6	case	case	NOUN
cana-1506	249	7	details	detail	NOUN
cana-1506	249	8	and	and	CCONJ
cana-1506	249	9	outcomes	outcome	NOUN
cana-1506	249	10	,	,	PUNCT
cana-1506	249	11	judicial	judicial	ADJ
cana-1506	249	12	case	case	NOUN
cana-1506	249	13	input	input	NOUN
cana-1506	249	14	from	from	ADP
cana-1506	249	15	the	the	DET
cana-1506	249	16	user	user	NOUN
cana-1506	249	17	.	.	PUNCT
cana-1506	250	1	2	2	X
cana-1506	250	2	.	.	X
cana-1506	250	3	preprocessing	preprocesse	VERB
cana-1506	250	4	:	:	PUNCT
cana-1506	250	5	for	for	SCONJ
cana-1506	250	6	each	each	DET
cana-1506	250	7	case	case	NOUN
cana-1506	250	8	do	do	VERB
cana-1506	250	9	communications	communication	NOUN
cana-1506	250	10	on	on	ADP
cana-1506	250	11	applied	apply	VERB
cana-1506	250	12	nonlinear	nonlinear	ADJ
cana-1506	250	13	analysis	analysis	NOUN
cana-1506	250	14	issn	issn	NOUN
cana-1506	250	15	:	:	PUNCT
cana-1506	250	16	1074	1074	NUM
cana-1506	250	17	-	-	PUNCT
cana-1506	250	18	133x	133x	NUM
cana-1506	250	19	vol	vol	NOUN
cana-1506	250	20	31	31	NUM
cana-1506	250	21	no	no	NOUN
cana-1506	250	22	.	.	PUNCT
cana-1506	251	1	8s	8s	PROPN
cana-1506	251	2	(	(	PUNCT
cana-1506	251	3	2024	2024	NUM
cana-1506	251	4	)	)	PUNCT
cana-1506	251	5	361	361	NUM
cana-1506	251	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	251	7	●	●	PUNCT
cana-1506	251	8	clean	clean	ADJ
cana-1506	251	9	and	and	CCONJ
cana-1506	251	10	preprocess	preprocess	NOUN
cana-1506	251	11	the	the	DET
cana-1506	251	12	dataset	dataset	NOUN
cana-1506	251	13	(	(	PUNCT
cana-1506	251	14	remove	remove	VERB
cana-1506	251	15	duplicates	duplicate	NOUN
cana-1506	251	16	,	,	PUNCT
cana-1506	251	17	handle	handle	VERB
cana-1506	251	18	missing	miss	VERB
cana-1506	251	19	values	value	NOUN
cana-1506	251	20	,	,	PUNCT
cana-1506	251	21	etc	etc	X
cana-1506	251	22	)	)	PUNCT
cana-1506	251	23	.	.	PUNCT
cana-1506	252	1	●	●	PUNCT
cana-1506	252	2	extract	extract	VERB
cana-1506	252	3	relevant	relevant	ADJ
cana-1506	252	4	features	feature	NOUN
cana-1506	252	5	from	from	ADP
cana-1506	252	6	the	the	DET
cana-1506	252	7	dataset	dataset	NOUN
cana-1506	252	8	(	(	PUNCT
cana-1506	252	9	e.g.	e.g.	ADV
cana-1506	252	10	,	,	PUNCT
cana-1506	252	11	legal	legal	ADJ
cana-1506	252	12	issues	issue	NOUN
cana-1506	252	13	,	,	PUNCT
cana-1506	252	14	factual	factual	ADJ
cana-1506	252	15	circumstances	circumstance	NOUN
cana-1506	252	16	,	,	PUNCT
cana-1506	252	17	jurisdictional	jurisdictional	ADJ
cana-1506	252	18	considerations	consideration	NOUN
cana-1506	252	19	)	)	PUNCT
cana-1506	252	20	.	.	PUNCT
cana-1506	253	1	3	3	X
cana-1506	253	2	.	.	X
cana-1506	253	3	ontology	ontology	NOUN
cana-1506	253	4	integration	integration	NOUN
cana-1506	253	5	:	:	PUNCT
cana-1506	253	6	●	●	PUNCT
cana-1506	253	7	incorporate	incorporate	NOUN
cana-1506	253	8	domain	domain	NOUN
cana-1506	253	9	-	-	PUNCT
cana-1506	253	10	specific	specific	ADJ
cana-1506	253	11	ontologies	ontology	NOUN
cana-1506	253	12	into	into	ADP
cana-1506	253	13	the	the	DET
cana-1506	253	14	semantic	semantic	ADJ
cana-1506	253	15	network	network	NOUN
cana-1506	253	16	formulation	formulation	NOUN
cana-1506	253	17	process	process	NOUN
cana-1506	253	18	.	.	PUNCT
cana-1506	254	1	●	●	PUNCT
cana-1506	254	2	utilize	utilize	VERB
cana-1506	254	3	ontologies	ontology	NOUN
cana-1506	254	4	derived	derive	VERB
cana-1506	254	5	from	from	ADP
cana-1506	254	6	legal	legal	ADJ
cana-1506	254	7	document	document	NOUN
cana-1506	254	8	libraries	library	NOUN
cana-1506	254	9	to	to	PART
cana-1506	254	10	enrich	enrich	VERB
cana-1506	254	11	the	the	DET
cana-1506	254	12	semantic	semantic	ADJ
cana-1506	254	13	understanding	understanding	NOUN
cana-1506	254	14	of	of	ADP
cana-1506	254	15	legal	legal	ADJ
cana-1506	254	16	concepts	concept	NOUN
cana-1506	254	17	and	and	CCONJ
cana-1506	254	18	relationships	relationship	NOUN
cana-1506	254	19	.	.	PUNCT
cana-1506	255	1	4	4	X
cana-1506	255	2	.	.	X
cana-1506	255	3	semantic	semantic	ADJ
cana-1506	255	4	network	network	NOUN
cana-1506	255	5	formulation	formulation	NOUN
cana-1506	255	6	:	:	PUNCT
cana-1506	255	7	●	●	PUNCT
cana-1506	255	8	construct	construct	VERB
cana-1506	255	9	a	a	DET
cana-1506	255	10	semantic	semantic	ADJ
cana-1506	255	11	network	network	NOUN
cana-1506	255	12	capturing	capture	VERB
cana-1506	255	13	relationships	relationship	NOUN
cana-1506	255	14	between	between	ADP
cana-1506	255	15	legal	legal	ADJ
cana-1506	255	16	concepts	concept	NOUN
cana-1506	255	17	,	,	PUNCT
cana-1506	255	18	statutes	statute	NOUN
cana-1506	255	19	,	,	PUNCT
cana-1506	255	20	case	case	NOUN
cana-1506	255	21	law	law	NOUN
cana-1506	255	22	,	,	PUNCT
cana-1506	255	23	and	and	CCONJ
cana-1506	255	24	procedural	procedural	ADJ
cana-1506	255	25	rules	rule	NOUN
cana-1506	255	26	.	.	PUNCT
cana-1506	256	1	●	●	PUNCT
cana-1506	256	2	represent	represent	VERB
cana-1506	256	3	legal	legal	ADJ
cana-1506	256	4	knowledge	knowledge	NOUN
cana-1506	256	5	in	in	ADP
cana-1506	256	6	an	an	DET
cana-1506	256	7	organized	organize	VERB
cana-1506	256	8	manner	manner	NOUN
cana-1506	256	9	using	use	VERB
cana-1506	256	10	nodes	node	NOUN
cana-1506	256	11	and	and	CCONJ
cana-1506	256	12	links	link	NOUN
cana-1506	256	13	to	to	PART
cana-1506	256	14	connect	connect	VERB
cana-1506	256	15	legal	legal	ADJ
cana-1506	256	16	entities	entity	NOUN
cana-1506	256	17	and	and	CCONJ
cana-1506	256	18	their	their	PRON
cana-1506	256	19	semantic	semantic	ADJ
cana-1506	256	20	relationships	relationship	NOUN
cana-1506	256	21	.	.	PUNCT
cana-1506	257	1	5	5	X
cana-1506	257	2	.	.	X
cana-1506	257	3	feature	feature	NOUN
cana-1506	257	4	extraction	extraction	NOUN
cana-1506	257	5	:	:	PUNCT
cana-1506	257	6	extract	extract	VERB
cana-1506	257	7	relevant	relevant	ADJ
cana-1506	257	8	features	feature	NOUN
cana-1506	257	9	from	from	ADP
cana-1506	257	10	legal	legal	ADJ
cana-1506	257	11	cases	case	NOUN
cana-1506	257	12	in	in	ADP
cana-1506	257	13	the	the	DET
cana-1506	257	14	dataset	dataset	NOUN
cana-1506	257	15	and	and	CCONJ
cana-1506	257	16	preprocess	preprocess	NOUN
cana-1506	257	17	the	the	DET
cana-1506	257	18	judicial	judicial	ADJ
cana-1506	257	19	case	case	NOUN
cana-1506	257	20	input	input	NOUN
cana-1506	257	21	from	from	ADP
cana-1506	257	22	the	the	DET
cana-1506	257	23	user	user	NOUN
cana-1506	257	24	,	,	PUNCT
cana-1506	257	25	including	include	VERB
cana-1506	257	26	noise	noise	NOUN
cana-1506	257	27	removal	removal	NOUN
cana-1506	257	28	and	and	CCONJ
cana-1506	257	29	format	format	NOUN
cana-1506	257	30	standardization	standardization	NOUN
cana-1506	257	31	.	.	PUNCT
cana-1506	258	1	represent	represent	VERB
cana-1506	258	2	these	these	DET
cana-1506	258	3	cases	case	NOUN
cana-1506	258	4	as	as	ADP
cana-1506	258	5	feature	feature	NOUN
cana-1506	258	6	vectors	vector	NOUN
cana-1506	258	7	based	base	VERB
cana-1506	258	8	on	on	ADP
cana-1506	258	9	the	the	DET
cana-1506	258	10	extracted	extract	VERB
cana-1506	258	11	features	feature	NOUN
cana-1506	258	12	and	and	CCONJ
cana-1506	258	13	semantic	semantic	ADJ
cana-1506	258	14	embeddings	embedding	NOUN
cana-1506	258	15	.	.	PUNCT
cana-1506	259	1	6	6	X
cana-1506	259	2	.	.	X
cana-1506	259	3	similarity	similarity	NOUN
cana-1506	259	4	computation	computation	NOUN
cana-1506	259	5	:	:	PUNCT
cana-1506	259	6	for	for	ADP
cana-1506	259	7	each	each	DET
cana-1506	259	8	entry	entry	NOUN
cana-1506	259	9	in	in	ADP
cana-1506	259	10	the	the	DET
cana-1506	259	11	vector	vector	NOUN
cana-1506	259	12	do	do	VERB
cana-1506	259	13	●	●	NUM
cana-1506	259	14	compute	compute	NOUN
cana-1506	259	15	similarity	similarity	NOUN
cana-1506	259	16	scores	score	NOUN
cana-1506	259	17	between	between	ADP
cana-1506	259	18	the	the	DET
cana-1506	259	19	feature	feature	NOUN
cana-1506	259	20	vector	vector	NOUN
cana-1506	259	21	of	of	ADP
cana-1506	259	22	the	the	DET
cana-1506	259	23	query	query	NOUN
cana-1506	259	24	case	case	NOUN
cana-1506	259	25	and	and	CCONJ
cana-1506	259	26	feature	feature	NOUN
cana-1506	259	27	vectors	vector	NOUN
cana-1506	259	28	from	from	ADP
cana-1506	259	29	the	the	DET
cana-1506	259	30	dataset	dataset	NOUN
cana-1506	259	31	.	.	PUNCT
cana-1506	260	1	●	●	PUNCT
cana-1506	260	2	utilize	utilize	VERB
cana-1506	260	3	cosine	cosine	NOUN
cana-1506	260	4	similarity	similarity	NOUN
cana-1506	260	5	or	or	CCONJ
cana-1506	260	6	other	other	ADJ
cana-1506	260	7	appropriate	appropriate	ADJ
cana-1506	260	8	similarity	similarity	NOUN
cana-1506	260	9	measures	measure	NOUN
cana-1506	260	10	for	for	ADP
cana-1506	260	11	comparison	comparison	NOUN
cana-1506	260	12	.	.	PUNCT
cana-1506	261	1	7	7	X
cana-1506	261	2	.	.	X
cana-1506	261	3	ensemble	ensemble	ADJ
cana-1506	261	4	learning	learning	NOUN
cana-1506	261	5	:	:	PUNCT
cana-1506	261	6	employ	employ	VERB
cana-1506	261	7	ensemble	ensemble	ADJ
cana-1506	261	8	learning	learning	NOUN
cana-1506	261	9	techniques	technique	NOUN
cana-1506	261	10	such	such	ADJ
cana-1506	261	11	as	as	ADP
cana-1506	261	12	random	random	ADJ
cana-1506	261	13	forest	forest	NOUN
cana-1506	261	14	,	,	PUNCT
cana-1506	261	15	support	support	NOUN
cana-1506	261	16	vector	vector	NOUN
cana-1506	261	17	machine	machine	NOUN
cana-1506	261	18	,	,	PUNCT
cana-1506	261	19	and	and	CCONJ
cana-1506	261	20	neural	neural	ADJ
cana-1506	261	21	networks	network	NOUN
cana-1506	261	22	.	.	PUNCT
cana-1506	262	1	train	train	NOUN
cana-1506	262	2	multiple	multiple	ADJ
cana-1506	262	3	models	model	NOUN
cana-1506	262	4	on	on	ADP
cana-1506	262	5	the	the	DET
cana-1506	262	6	dataset	dataset	NOUN
cana-1506	262	7	to	to	PART
cana-1506	262	8	capture	capture	VERB
cana-1506	262	9	diverse	diverse	ADJ
cana-1506	262	10	patterns	pattern	NOUN
cana-1506	262	11	and	and	CCONJ
cana-1506	262	12	improve	improve	VERB
cana-1506	262	13	prediction	prediction	NOUN
cana-1506	262	14	accuracy	accuracy	NOUN
cana-1506	262	15	.	.	PUNCT
cana-1506	263	1	8	8	X
cana-1506	263	2	.	.	X
cana-1506	263	3	predict	predict	VERB
cana-1506	263	4	outcome	outcome	NOUN
cana-1506	263	5	:	:	PUNCT
cana-1506	263	6	classify	classify	VERB
cana-1506	263	7	the	the	DET
cana-1506	263	8	query	query	NOUN
cana-1506	263	9	case	case	NOUN
cana-1506	263	10	into	into	ADP
cana-1506	263	11	predicted	predict	VERB
cana-1506	263	12	outcome	outcome	NOUN
cana-1506	263	13	categories	category	NOUN
cana-1506	263	14	using	use	VERB
cana-1506	263	15	the	the	DET
cana-1506	263	16	trained	train	VERB
cana-1506	263	17	ensemble	ensemble	ADJ
cana-1506	263	18	models	model	NOUN
cana-1506	263	19	.	.	PUNCT
cana-1506	264	1	make	make	VERB
cana-1506	264	2	decisions	decision	NOUN
cana-1506	264	3	based	base	VERB
cana-1506	264	4	on	on	ADP
cana-1506	264	5	the	the	DET
cana-1506	264	6	predicted	predict	VERB
cana-1506	264	7	outcomes	outcome	NOUN
cana-1506	264	8	to	to	PART
cana-1506	264	9	provide	provide	VERB
cana-1506	264	10	actionable	actionable	ADJ
cana-1506	264	11	insights	insight	NOUN
cana-1506	264	12	for	for	ADP
cana-1506	264	13	legal	legal	ADJ
cana-1506	264	14	practitioners	practitioner	NOUN
cana-1506	264	15	and	and	CCONJ
cana-1506	264	16	stakeholders	stakeholder	NOUN
cana-1506	264	17	.	.	PUNCT
cana-1506	265	1	9	9	X
cana-1506	265	2	.	.	X
cana-1506	265	3	output	output	NOUN
cana-1506	265	4	:	:	PUNCT
cana-1506	265	5	predicted	predict	VERB
cana-1506	265	6	outcome	outcome	NOUN
cana-1506	265	7	for	for	ADP
cana-1506	265	8	the	the	DET
cana-1506	265	9	query	query	NOUN
cana-1506	265	10	case	case	NOUN
cana-1506	265	11	along	along	ADP
cana-1506	265	12	with	with	ADP
cana-1506	265	13	performance	performance	NOUN
cana-1506	265	14	evaluation	evaluation	NOUN
cana-1506	265	15	metrics	metric	NOUN
cana-1506	265	16	.	.	PUNCT
cana-1506	266	1	end	end	NOUN
cana-1506	266	2	it	it	PRON
cana-1506	266	3	has	have	AUX
cana-1506	266	4	been	be	AUX
cana-1506	266	5	suggested	suggest	VERB
cana-1506	266	6	that	that	SCONJ
cana-1506	266	7	recall	recall	NOUN
cana-1506	266	8	,	,	PUNCT
cana-1506	266	9	precision	precision	NOUN
cana-1506	266	10	,	,	PUNCT
cana-1506	266	11	f	f	X
cana-1506	266	12	-	-	PUNCT
cana-1506	266	13	measure	measure	NOUN
cana-1506	266	14	,	,	PUNCT
cana-1506	266	15	accuracy	accuracy	NOUN
cana-1506	266	16	,	,	PUNCT
cana-1506	266	17	and	and	CCONJ
cana-1506	266	18	fdr	fdr	PROPN
cana-1506	266	19	score	score	NOUN
cana-1506	266	20	be	be	AUX
cana-1506	266	21	used	use	VERB
cana-1506	266	22	as	as	ADP
cana-1506	266	23	evaluation	evaluation	NOUN
cana-1506	266	24	metrics	metric	NOUN
cana-1506	266	25	to	to	PART
cana-1506	266	26	gauge	gauge	VERB
cana-1506	266	27	how	how	SCONJ
cana-1506	266	28	effective	effective	ADJ
cana-1506	266	29	the	the	DET
cana-1506	266	30	methodology	methodology	NOUN
cana-1506	266	31	is	be	AUX
cana-1506	266	32	.	.	PUNCT
cana-1506	267	1	a	a	DET
cana-1506	267	2	measure	measure	NOUN
cana-1506	267	3	of	of	ADP
cana-1506	267	4	precision	precision	NOUN
cana-1506	267	5	is	be	AUX
cana-1506	267	6	the	the	DET
cana-1506	267	7	approximate	approximate	ADJ
cana-1506	267	8	number	number	NOUN
cana-1506	267	9	of	of	ADP
cana-1506	267	10	true	true	ADJ
cana-1506	267	11	affirmative	affirmative	ADJ
cana-1506	267	12	cases	case	NOUN
cana-1506	267	13	.	.	PUNCT
cana-1506	268	1	recall	recall	NOUN
cana-1506	268	2	provides	provide	VERB
cana-1506	268	3	the	the	DET
cana-1506	268	4	fraction	fraction	NOUN
cana-1506	268	5	of	of	ADP
cana-1506	268	6	all	all	DET
cana-1506	268	7	relevant	relevant	ADJ
cana-1506	268	8	instances	instance	NOUN
cana-1506	268	9	that	that	PRON
cana-1506	268	10	have	have	AUX
cana-1506	268	11	been	be	AUX
cana-1506	268	12	correctly	correctly	ADV
cana-1506	268	13	extracted	extract	VERB
cana-1506	268	14	.	.	PUNCT
cana-1506	269	1	accuracy	accuracy	NOUN
cana-1506	269	2	is	be	AUX
cana-1506	269	3	defined	define	VERB
cana-1506	269	4	as	as	ADP
cana-1506	269	5	the	the	DET
cana-1506	269	6	ratio	ratio	NOUN
cana-1506	269	7	of	of	ADP
cana-1506	269	8	properly	properly	ADV
cana-1506	269	9	predicted	predict	VERB
cana-1506	269	10	samples	sample	NOUN
cana-1506	269	11	to	to	ADP
cana-1506	269	12	the	the	DET
cana-1506	269	13	total	total	ADJ
cana-1506	269	14	number	number	NOUN
cana-1506	269	15	of	of	ADP
cana-1506	269	16	input	input	NOUN
cana-1506	269	17	samples	sample	NOUN
cana-1506	269	18	.	.	PUNCT
cana-1506	270	1	the	the	DET
cana-1506	270	2	fmeasure	fmeasure	NOUN
cana-1506	270	3	is	be	AUX
cana-1506	270	4	used	use	VERB
cana-1506	270	5	to	to	PART
cana-1506	270	6	determine	determine	VERB
cana-1506	270	7	test	test	NOUN
cana-1506	270	8	accuracy	accuracy	NOUN
cana-1506	270	9	,	,	PUNCT
cana-1506	270	10	while	while	SCONJ
cana-1506	270	11	the	the	DET
cana-1506	270	12	fdr	fdr	PROPN
cana-1506	270	13	score	score	NOUN
cana-1506	270	14	is	be	AUX
cana-1506	270	15	used	use	VERB
cana-1506	270	16	to	to	PART
cana-1506	270	17	calculate	calculate	VERB
cana-1506	270	18	the	the	DET
cana-1506	270	19	rate	rate	NOUN
cana-1506	270	20	of	of	ADP
cana-1506	270	21	false	false	ADJ
cana-1506	270	22	-	-	PUNCT
cana-1506	270	23	negative	negative	ADJ
cana-1506	270	24	values	value	NOUN
cana-1506	270	25	.	.	PUNCT
cana-1506	271	1	our	our	PRON
cana-1506	271	2	study	study	NOUN
cana-1506	271	3	's	's	PART
cana-1506	271	4	evaluation	evaluation	NOUN
cana-1506	271	5	metrics	metric	NOUN
cana-1506	271	6	measure	measure	VERB
cana-1506	271	7	the	the	DET
cana-1506	271	8	accuracy	accuracy	NOUN
cana-1506	271	9	of	of	ADP
cana-1506	271	10	the	the	DET
cana-1506	271	11	legal	legal	ADJ
cana-1506	271	12	predictions	prediction	NOUN
cana-1506	271	13	made	make	VERB
cana-1506	271	14	and	and	CCONJ
cana-1506	271	15	the	the	DET
cana-1506	271	16	frequency	frequency	NOUN
cana-1506	271	17	of	of	ADP
cana-1506	271	18	false	false	ADJ
cana-1506	271	19	positives	positive	NOUN
cana-1506	271	20	,	,	PUNCT
cana-1506	271	21	as	as	SCONJ
cana-1506	271	22	measured	measure	VERB
cana-1506	271	23	by	by	ADP
cana-1506	271	24	the	the	DET
cana-1506	271	25	false	false	ADJ
cana-1506	271	26	discovery	discovery	NOUN
cana-1506	271	27	rate	rate	NOUN
cana-1506	271	28	(	(	PUNCT
cana-1506	271	29	fdr	fdr	PROPN
cana-1506	271	30	)	)	PUNCT
cana-1506	271	31	in	in	ADP
cana-1506	271	32	legal	legal	ADJ
cana-1506	271	33	papers	paper	NOUN
cana-1506	271	34	that	that	PRON
cana-1506	271	35	comply	comply	VERB
cana-1506	271	36	with	with	ADP
cana-1506	271	37	client	client	NOUN
cana-1506	271	38	and	and	CCONJ
cana-1506	271	39	attorney	attorney	NOUN
cana-1506	271	40	requirements	requirement	NOUN
cana-1506	271	41	.	.	PUNCT
cana-1506	272	1	we	we	PRON
cana-1506	272	2	calculate	calculate	VERB
cana-1506	272	3	average	average	ADJ
cana-1506	272	4	values	value	NOUN
cana-1506	272	5	for	for	ADP
cana-1506	272	6	these	these	DET
cana-1506	272	7	criteria	criterion	NOUN
cana-1506	272	8	in	in	ADP
cana-1506	272	9	order	order	NOUN
cana-1506	272	10	to	to	PART
cana-1506	272	11	assess	assess	VERB
cana-1506	272	12	how	how	SCONJ
cana-1506	272	13	well	well	ADV
cana-1506	272	14	our	our	PRON
cana-1506	272	15	suggested	suggest	VERB
cana-1506	272	16	methodology	methodology	NOUN
cana-1506	272	17	performs	perform	VERB
cana-1506	272	18	in	in	ADP
cana-1506	272	19	comparison	comparison	NOUN
cana-1506	272	20	to	to	ADP
cana-1506	272	21	current	current	ADJ
cana-1506	272	22	methods	method	NOUN
cana-1506	272	23	.	.	PUNCT
cana-1506	273	1	table	table	NOUN
cana-1506	273	2	1	1	NUM
cana-1506	273	3	shows	show	VERB
cana-1506	273	4	the	the	DET
cana-1506	273	5	remarkable	remarkable	ADJ
cana-1506	273	6	average	average	ADJ
cana-1506	273	7	precision	precision	NOUN
cana-1506	273	8	(	(	PUNCT
cana-1506	273	9	91.17	91.17	NUM
cana-1506	273	10	%	%	NOUN
cana-1506	273	11	)	)	PUNCT
cana-1506	273	12	,	,	PUNCT
cana-1506	273	13	recall	recall	INTJ
cana-1506	273	14	(	(	PUNCT
cana-1506	273	15	90.32	90.32	NUM
cana-1506	273	16	%	%	NOUN
cana-1506	273	17	)	)	PUNCT
cana-1506	273	18	,	,	PUNCT
cana-1506	273	19	accuracy	accuracy	NOUN
cana-1506	273	20	(	(	PUNCT
cana-1506	273	21	89.7	89.7	NUM
cana-1506	273	22	%	%	NOUN
cana-1506	273	23	)	)	PUNCT
cana-1506	273	24	,	,	PUNCT
cana-1506	273	25	f	f	X
cana-1506	273	26	-	-	PUNCT
cana-1506	273	27	measure	measure	NOUN
cana-1506	273	28	score	score	NOUN
cana-1506	273	29	(	(	PUNCT
cana-1506	273	30	90.74	90.74	NUM
cana-1506	273	31	%	%	NOUN
cana-1506	273	32	)	)	PUNCT
cana-1506	273	33	,	,	PUNCT
cana-1506	273	34	and	and	CCONJ
cana-1506	273	35	low	low	ADJ
cana-1506	273	36	average	average	ADJ
cana-1506	273	37	fdr	fdr	PROPN
cana-1506	273	38	rate	rate	NOUN
cana-1506	273	39	(	(	PUNCT
cana-1506	273	40	0.09	0.09	NUM
cana-1506	273	41	%	%	NOUN
cana-1506	273	42	)	)	PUNCT
cana-1506	273	43	that	that	SCONJ
cana-1506	273	44	our	our	PRON
cana-1506	273	45	approach	approach	NOUN
cana-1506	273	46	produces	produce	VERB
cana-1506	273	47	.	.	PUNCT
cana-1506	274	1	these	these	DET
cana-1506	274	2	outcomes	outcome	NOUN
cana-1506	274	3	show	show	VERB
cana-1506	274	4	how	how	SCONJ
cana-1506	274	5	effective	effective	ADJ
cana-1506	274	6	our	our	PRON
cana-1506	274	7	algorithm	algorithm	NOUN
cana-1506	274	8	is	be	AUX
cana-1506	274	9	in	in	ADP
cana-1506	274	10	recommending	recommend	VERB
cana-1506	274	11	and	and	CCONJ
cana-1506	274	12	analyzing	analyze	VERB
cana-1506	274	13	legal	legal	ADJ
cana-1506	274	14	documents	document	NOUN
cana-1506	274	15	compared	compare	VERB
cana-1506	274	16	to	to	PART
cana-1506	274	17	baseline	baseline	VERB
cana-1506	274	18	approaches	approach	NOUN
cana-1506	274	19	.	.	PUNCT
cana-1506	275	1	table	table	NOUN
cana-1506	275	2	1	1	NUM
cana-1506	275	3	.	.	PUNCT
cana-1506	275	4	comparison	comparison	NOUN
cana-1506	275	5	of	of	ADP
cana-1506	275	6	the	the	DET
cana-1506	275	7	proposed	propose	VERB
cana-1506	275	8	model	model	NOUN
cana-1506	275	9	with	with	ADP
cana-1506	275	10	baseline	baseline	PROPN
cana-1506	275	11	approaches	approach	NOUN
cana-1506	275	12	models	model	NOUN
cana-1506	275	13	avg	avg	PROPN
cana-1506	275	14	.	.	PROPN
cana-1506	275	15	precision	precision	PROPN
cana-1506	275	16	%	%	PROPN
cana-1506	275	17	avg	avg	PROPN
cana-1506	275	18	.	.	PROPN
cana-1506	275	19	recall	recall	PROPN
cana-1506	275	20	%	%	PROPN
cana-1506	275	21	avg	avg	PROPN
cana-1506	275	22	.	.	PROPN
cana-1506	275	23	accuracy	accuracy	PROPN
cana-1506	275	24	%	%	PROPN
cana-1506	275	25	avg	avg	PROPN
cana-1506	275	26	.	.	PUNCT
cana-1506	276	1	f	f	X
cana-1506	276	2	-	-	PUNCT
cana-1506	276	3	measure	measure	NOUN
cana-1506	276	4	%	%	NOUN
cana-1506	276	5	fdr	fdr	PROPN
cana-1506	276	6	ppcm[9	ppcm[9	ADV
cana-1506	276	7	]	]	X
cana-1506	276	8	87.96	87.96	NUM
cana-1506	276	9	89.11	89.11	NUM
cana-1506	276	10	88.53	88.53	NUM
cana-1506	276	11	88.53	88.53	NUM
cana-1506	276	12	0.13	0.13	NUM
cana-1506	276	13	ctdolr	ctdolr	NOUN
cana-1506	277	1	[	[	X
cana-1506	277	2	10	10	NUM
cana-1506	277	3	]	]	PUNCT
cana-1506	277	4	82.23	82.23	NUM
cana-1506	277	5	85.02	85.02	NUM
cana-1506	277	6	84.12	84.12	NUM
cana-1506	277	7	84.12	84.12	NUM
cana-1506	277	8	0.17	0.17	NUM
cana-1506	277	9	ajp	ajp	PROPN
cana-1506	278	1	[	[	X
cana-1506	278	2	11	11	NUM
cana-1506	278	3	]	]	PUNCT
cana-1506	278	4	81.14	81.14	NUM
cana-1506	278	5	83.54	83.54	NUM
cana-1506	278	6	80.87	80.87	NUM
cana-1506	278	7	83.80	83.80	NUM
cana-1506	278	8	0.19	0.19	NUM
cana-1506	278	9	nljp	nljp	NOUN
cana-1506	279	1	[	[	X
cana-1506	279	2	12	12	NUM
cana-1506	279	3	]	]	PUNCT
cana-1506	279	4	79.12	79.12	NUM
cana-1506	279	5	82.15	82.15	NUM
cana-1506	279	6	80.63	80.63	NUM
cana-1506	279	7	80.6	80.6	NUM
cana-1506	279	8	0.12	0.12	NUM
cana-1506	279	9	proposed	propose	VERB
cana-1506	279	10	model	model	NOUN
cana-1506	279	11	91.17	91.17	NUM
cana-1506	279	12	90.32	90.32	NUM
cana-1506	279	13	89.7	89.7	NUM
cana-1506	279	14	90.74	90.74	NUM
cana-1506	279	15	0.09	0.09	NUM
cana-1506	279	16	numerous	numerous	ADJ
cana-1506	279	17	significant	significant	ADJ
cana-1506	279	18	variables	variable	NOUN
cana-1506	279	19	affect	affect	VERB
cana-1506	279	20	our	our	PRON
cana-1506	279	21	model	model	NOUN
cana-1506	279	22	's	's	PART
cana-1506	279	23	efficacy	efficacy	NOUN
cana-1506	279	24	.	.	PUNCT
cana-1506	280	1	a	a	DET
cana-1506	280	2	robust	robust	ADJ
cana-1506	280	3	feature	feature	NOUN
cana-1506	280	4	extraction	extraction	NOUN
cana-1506	280	5	strategy	strategy	NOUN
cana-1506	280	6	significantly	significantly	ADV
cana-1506	280	7	boosts	boost	VERB
cana-1506	280	8	performance	performance	NOUN
cana-1506	280	9	when	when	SCONJ
cana-1506	280	10	used	use	VERB
cana-1506	280	11	with	with	ADP
cana-1506	280	12	the	the	DET
cana-1506	280	13	semantic	semantic	ADJ
cana-1506	280	14	similarity	similarity	NOUN
cana-1506	280	15	computation	computation	NOUN
cana-1506	280	16	.	.	PUNCT
cana-1506	281	1	to	to	PART
cana-1506	281	2	ensure	ensure	VERB
cana-1506	281	3	comprehensive	comprehensive	ADJ
cana-1506	281	4	coverage	coverage	NOUN
cana-1506	281	5	of	of	ADP
cana-1506	281	6	legal	legal	ADJ
cana-1506	281	7	terminologies	terminology	NOUN
cana-1506	281	8	and	and	CCONJ
cana-1506	281	9	requirements	requirement	NOUN
cana-1506	281	10	,	,	PUNCT
cana-1506	281	11	we	we	PRON
cana-1506	281	12	employ	employ	VERB
cana-1506	281	13	ontologies	ontology	NOUN
cana-1506	281	14	extracted	extract	VERB
cana-1506	281	15	from	from	ADP
cana-1506	281	16	legal	legal	ADJ
cana-1506	281	17	databases	database	NOUN
cana-1506	281	18	and	and	CCONJ
cana-1506	281	19	citation	citation	NOUN
cana-1506	281	20	papers	paper	NOUN
cana-1506	281	21	,	,	PUNCT
cana-1506	281	22	which	which	PRON
cana-1506	281	23	enhances	enhance	VERB
cana-1506	281	24	precision	precision	NOUN
cana-1506	281	25	.	.	PUNCT
cana-1506	282	1	ontologies	ontology	NOUN
cana-1506	282	2	that	that	PRON
cana-1506	282	3	have	have	AUX
cana-1506	282	4	been	be	AUX
cana-1506	282	5	integrated	integrate	VERB
cana-1506	282	6	using	use	VERB
cana-1506	282	7	semantic	semantic	ADJ
cana-1506	282	8	networks	network	NOUN
cana-1506	282	9	perform	perform	VERB
cana-1506	282	10	better	well	ADV
cana-1506	282	11	overall	overall	ADJ
cana-1506	282	12	and	and	CCONJ
cana-1506	282	13	strengthen	strengthen	VERB
cana-1506	282	14	the	the	DET
cana-1506	282	15	feature	feature	NOUN
cana-1506	282	16	extraction	extraction	NOUN
cana-1506	282	17	phase	phase	NOUN
cana-1506	282	18	.	.	PUNCT
cana-1506	283	1	furthermore	furthermore	ADV
cana-1506	283	2	,	,	PUNCT
cana-1506	283	3	by	by	ADP
cana-1506	283	4	compiling	compile	VERB
cana-1506	283	5	information	information	NOUN
cana-1506	283	6	from	from	ADP
cana-1506	283	7	reliable	reliable	ADJ
cana-1506	283	8	legal	legal	ADJ
cana-1506	283	9	communications	communication	NOUN
cana-1506	283	10	on	on	ADP
cana-1506	283	11	applied	apply	VERB
cana-1506	283	12	nonlinear	nonlinear	ADJ
cana-1506	283	13	analysis	analysis	NOUN
cana-1506	283	14	issn	issn	NOUN
cana-1506	283	15	:	:	PUNCT
cana-1506	283	16	1074	1074	NUM
cana-1506	283	17	-	-	PUNCT
cana-1506	283	18	133x	133x	NUM
cana-1506	283	19	vol	vol	NOUN
cana-1506	283	20	31	31	NUM
cana-1506	283	21	no	no	NOUN
cana-1506	283	22	.	.	PUNCT
cana-1506	284	1	8s	8s	PROPN
cana-1506	284	2	(	(	PUNCT
cana-1506	284	3	2024	2024	NUM
cana-1506	284	4	)	)	PUNCT
cana-1506	284	5	362	362	NUM
cana-1506	284	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	284	7	sources	source	NOUN
cana-1506	284	8	,	,	PUNCT
cana-1506	284	9	our	our	PRON
cana-1506	284	10	technique	technique	NOUN
cana-1506	284	11	takes	take	VERB
cana-1506	284	12	into	into	ADP
cana-1506	284	13	account	account	NOUN
cana-1506	284	14	recent	recent	ADJ
cana-1506	284	15	legal	legal	ADJ
cana-1506	284	16	changes	change	NOUN
cana-1506	284	17	and	and	CCONJ
cana-1506	284	18	domain	domain	NOUN
cana-1506	284	19	-	-	PUNCT
cana-1506	284	20	specific	specific	ADJ
cana-1506	284	21	expertise	expertise	NOUN
cana-1506	284	22	.	.	PUNCT
cana-1506	285	1	correct	correct	ADJ
cana-1506	285	2	prediction	prediction	NOUN
cana-1506	285	3	of	of	ADP
cana-1506	285	4	legal	legal	ADJ
cana-1506	285	5	documents	document	NOUN
cana-1506	285	6	is	be	AUX
cana-1506	285	7	ensured	ensure	VERB
cana-1506	285	8	by	by	ADP
cana-1506	285	9	the	the	DET
cana-1506	285	10	application	application	NOUN
cana-1506	285	11	of	of	ADP
cana-1506	285	12	ensemble	ensemble	ADJ
cana-1506	285	13	learning	learning	NOUN
cana-1506	285	14	,	,	PUNCT
cana-1506	285	15	which	which	PRON
cana-1506	285	16	has	have	AUX
cana-1506	285	17	proven	prove	VERB
cana-1506	285	18	to	to	PART
cana-1506	285	19	be	be	AUX
cana-1506	285	20	a	a	DET
cana-1506	285	21	powerful	powerful	ADJ
cana-1506	285	22	approach	approach	NOUN
cana-1506	285	23	.	.	PUNCT
cana-1506	286	1	the	the	DET
cana-1506	286	2	efficacy	efficacy	NOUN
cana-1506	286	3	of	of	ADP
cana-1506	286	4	the	the	DET
cana-1506	286	5	proposed	propose	VERB
cana-1506	286	6	approach	approach	NOUN
cana-1506	286	7	can	can	AUX
cana-1506	286	8	be	be	AUX
cana-1506	286	9	attributed	attribute	VERB
cana-1506	286	10	to	to	ADP
cana-1506	286	11	the	the	DET
cana-1506	286	12	implementation	implementation	NOUN
cana-1506	286	13	of	of	ADP
cana-1506	286	14	the	the	DET
cana-1506	286	15	strategies	strategy	NOUN
cana-1506	286	16	outlined	outline	VERB
cana-1506	286	17	above	above	ADV
cana-1506	286	18	.	.	PUNCT
cana-1506	287	1	to	to	PART
cana-1506	287	2	evaluate	evaluate	VERB
cana-1506	287	3	and	and	CCONJ
cana-1506	287	4	compare	compare	VERB
cana-1506	287	5	its	its	PRON
cana-1506	287	6	performance	performance	NOUN
cana-1506	287	7	,	,	PUNCT
cana-1506	287	8	we	we	PRON
cana-1506	287	9	conducted	conduct	VERB
cana-1506	287	10	experiments	experiment	NOUN
cana-1506	287	11	with	with	ADP
cana-1506	287	12	various	various	ADJ
cana-1506	287	13	other	other	ADJ
cana-1506	287	14	strategies	strategy	NOUN
cana-1506	287	15	within	within	ADP
cana-1506	287	16	a	a	DET
cana-1506	287	17	similar	similar	ADJ
cana-1506	287	18	legal	legal	ADJ
cana-1506	287	19	domain	domain	NOUN
cana-1506	287	20	.	.	PUNCT
cana-1506	288	1	compared	compare	VERB
cana-1506	288	2	to	to	ADP
cana-1506	288	3	the	the	DET
cana-1506	288	4	baseline	baseline	NOUN
cana-1506	288	5	models	model	NOUN
cana-1506	288	6	used	use	VERB
cana-1506	288	7	for	for	ADP
cana-1506	288	8	experimentation	experimentation	NOUN
cana-1506	288	9	,	,	PUNCT
cana-1506	288	10	the	the	DET
cana-1506	288	11	proposed	propose	VERB
cana-1506	288	12	approach	approach	NOUN
cana-1506	288	13	performed	perform	VERB
cana-1506	288	14	remarkably	remarkably	ADV
cana-1506	288	15	well	well	ADV
cana-1506	288	16	,	,	PUNCT
cana-1506	288	17	earning	earn	VERB
cana-1506	288	18	an	an	DET
cana-1506	288	19	outstanding	outstanding	ADJ
cana-1506	288	20	score	score	NOUN
cana-1506	288	21	for	for	ADP
cana-1506	288	22	the	the	DET
cana-1506	288	23	assessment	assessment	NOUN
cana-1506	288	24	measure	measure	NOUN
cana-1506	288	25	and	and	CCONJ
cana-1506	288	26	the	the	DET
cana-1506	288	27	lowest	low	ADJ
cana-1506	288	28	frd	frd	ADJ
cana-1506	288	29	rate	rate	NOUN
cana-1506	288	30	.	.	PUNCT
cana-1506	289	1	liu	liu	PROPN
cana-1506	289	2	and	and	CCONJ
cana-1506	289	3	huanhuan	huanhuan	PROPN
cana-1506	289	4	's	's	PART
cana-1506	289	5	[	[	X
cana-1506	289	6	9	9	NUM
cana-1506	289	7	]	]	PUNCT
cana-1506	289	8	methodology	methodology	NOUN
cana-1506	289	9	primarily	primarily	ADV
cana-1506	289	10	relies	rely	VERB
cana-1506	289	11	on	on	ADP
cana-1506	289	12	traditional	traditional	ADJ
cana-1506	289	13	machine	machine	NOUN
cana-1506	289	14	learning	learning	NOUN
cana-1506	289	15	models	model	NOUN
cana-1506	289	16	without	without	ADP
cana-1506	289	17	incorporating	incorporate	VERB
cana-1506	289	18	semantic	semantic	ADJ
cana-1506	289	19	analysis	analysis	NOUN
cana-1506	289	20	or	or	CCONJ
cana-1506	289	21	ensemble	ensemble	ADJ
cana-1506	289	22	learning	learning	NOUN
cana-1506	289	23	techniques	technique	NOUN
cana-1506	289	24	.	.	PUNCT
cana-1506	290	1	this	this	DET
cana-1506	290	2	limited	limited	ADJ
cana-1506	290	3	approach	approach	NOUN
cana-1506	290	4	may	may	AUX
cana-1506	290	5	overlook	overlook	VERB
cana-1506	290	6	subtle	subtle	ADJ
cana-1506	290	7	semantic	semantic	ADJ
cana-1506	290	8	nuances	nuance	NOUN
cana-1506	290	9	in	in	ADP
cana-1506	290	10	legal	legal	ADJ
cana-1506	290	11	texts	text	NOUN
cana-1506	290	12	,	,	PUNCT
cana-1506	290	13	resulting	result	VERB
cana-1506	290	14	in	in	ADP
cana-1506	290	15	less	less	ADV
cana-1506	290	16	accurate	accurate	ADJ
cana-1506	290	17	predictions	prediction	NOUN
cana-1506	290	18	compared	compare	VERB
cana-1506	290	19	to	to	ADP
cana-1506	290	20	our	our	PRON
cana-1506	290	21	methodology	methodology	NOUN
cana-1506	290	22	,	,	PUNCT
cana-1506	290	23	which	which	PRON
cana-1506	290	24	leverages	leverage	VERB
cana-1506	290	25	advanced	advanced	ADJ
cana-1506	290	26	techniques	technique	NOUN
cana-1506	290	27	to	to	PART
cana-1506	290	28	capture	capture	VERB
cana-1506	290	29	and	and	CCONJ
cana-1506	290	30	interpret	interpret	VERB
cana-1506	290	31	complex	complex	ADJ
cana-1506	290	32	legal	legal	ADJ
cana-1506	290	33	concepts	concept	NOUN
cana-1506	290	34	more	more	ADV
cana-1506	290	35	effectively	effectively	ADV
cana-1506	290	36	.	.	PUNCT
cana-1506	291	1	tenla	tenla	PROPN
cana-1506	291	2	,	,	PUNCT
cana-1506	291	3	the	the	DET
cana-1506	291	4	method	method	NOUN
cana-1506	291	5	developed	develop	VERB
cana-1506	291	6	by	by	ADP
cana-1506	291	7	guo	guo	PROPN
cana-1506	291	8	et	et	PROPN
cana-1506	291	9	al	al	PROPN
cana-1506	291	10	.	.	PUNCT
cana-1506	292	1	[	[	X
cana-1506	292	2	10	10	NUM
cana-1506	292	3	]	]	PUNCT
cana-1506	292	4	for	for	ADP
cana-1506	292	5	the	the	DET
cana-1506	292	6	prediction	prediction	NOUN
cana-1506	292	7	of	of	ADP
cana-1506	292	8	court	court	NOUN
cana-1506	292	9	judgements	judgement	NOUN
cana-1506	292	10	,	,	PUNCT
cana-1506	292	11	is	be	AUX
cana-1506	292	12	based	base	VERB
cana-1506	292	13	on	on	ADP
cana-1506	292	14	optimized	optimize	VERB
cana-1506	292	15	lasso	lasso	NOUN
cana-1506	292	16	regression	regression	NOUN
cana-1506	292	17	and	and	CCONJ
cana-1506	292	18	adjustable	adjustable	ADJ
cana-1506	292	19	tensor	tensor	NOUN
cana-1506	292	20	decay	decay	NOUN
cana-1506	292	21	.	.	PUNCT
cana-1506	293	1	however	however	ADV
cana-1506	293	2	,	,	PUNCT
cana-1506	293	3	our	our	PRON
cana-1506	293	4	methodology	methodology	NOUN
cana-1506	293	5	offers	offer	VERB
cana-1506	293	6	additional	additional	ADJ
cana-1506	293	7	robustness	robustness	NOUN
cana-1506	293	8	by	by	ADP
cana-1506	293	9	incorporating	incorporate	VERB
cana-1506	293	10	ensemble	ensemble	ADJ
cana-1506	293	11	learning	learning	NOUN
cana-1506	293	12	techniques	technique	NOUN
cana-1506	293	13	and	and	CCONJ
cana-1506	293	14	semantic	semantic	ADJ
cana-1506	293	15	analysis	analysis	NOUN
cana-1506	293	16	,	,	PUNCT
cana-1506	293	17	which	which	PRON
cana-1506	293	18	can	can	AUX
cana-1506	293	19	capture	capture	VERB
cana-1506	293	20	deeper	deep	ADJ
cana-1506	293	21	insights	insight	NOUN
cana-1506	293	22	and	and	CCONJ
cana-1506	293	23	complexities	complexity	NOUN
cana-1506	293	24	in	in	ADP
cana-1506	293	25	legal	legal	ADJ
cana-1506	293	26	texts	text	NOUN
cana-1506	293	27	,	,	PUNCT
cana-1506	293	28	leading	lead	VERB
cana-1506	293	29	to	to	ADP
cana-1506	293	30	more	more	ADV
cana-1506	293	31	accurate	accurate	ADJ
cana-1506	293	32	predictions	prediction	NOUN
cana-1506	293	33	.	.	PUNCT
cana-1506	294	1	while	while	SCONJ
cana-1506	294	2	long	long	ADJ
cana-1506	294	3	et	et	PROPN
cana-1506	294	4	.	.	PUNCT
cana-1506	295	1	al	al	PROPN
cana-1506	295	2	.	.	PUNCT
cana-1506	296	1	[	[	X
cana-1506	296	2	11	11	NUM
cana-1506	296	3	]	]	PUNCT
cana-1506	296	4	approach	approach	NOUN
cana-1506	296	5	leverages	leverage	VERB
cana-1506	296	6	legal	legal	ADJ
cana-1506	296	7	reading	reading	NOUN
cana-1506	296	8	comprehension	comprehension	NOUN
cana-1506	296	9	;	;	PUNCT
cana-1506	296	10	it	it	PRON
cana-1506	296	11	does	do	AUX
cana-1506	296	12	not	not	PART
cana-1506	296	13	fully	fully	ADV
cana-1506	296	14	capture	capture	VERB
cana-1506	296	15	the	the	DET
cana-1506	296	16	nuanced	nuanced	ADJ
cana-1506	296	17	semantic	semantic	ADJ
cana-1506	296	18	relationships	relationship	NOUN
cana-1506	296	19	present	present	ADJ
cana-1506	296	20	in	in	ADP
cana-1506	296	21	legal	legal	ADJ
cana-1506	296	22	documents	document	NOUN
cana-1506	296	23	.	.	PUNCT
cana-1506	297	1	additionally	additionally	ADV
cana-1506	297	2	,	,	PUNCT
cana-1506	297	3	their	their	PRON
cana-1506	297	4	method	method	NOUN
cana-1506	297	5	lacks	lack	VERB
cana-1506	297	6	the	the	DET
cana-1506	297	7	ensemble	ensemble	ADJ
cana-1506	297	8	learning	learning	NOUN
cana-1506	297	9	framework	framework	NOUN
cana-1506	297	10	,	,	PUNCT
cana-1506	297	11	which	which	PRON
cana-1506	297	12	can	can	AUX
cana-1506	297	13	enhance	enhance	VERB
cana-1506	297	14	prediction	prediction	NOUN
cana-1506	297	15	accuracy	accuracy	NOUN
cana-1506	297	16	by	by	ADP
cana-1506	297	17	integrating	integrate	VERB
cana-1506	297	18	multiple	multiple	ADJ
cana-1506	297	19	models	model	NOUN
cana-1506	297	20	and	and	CCONJ
cana-1506	297	21	capturing	capture	VERB
cana-1506	297	22	diverse	diverse	ADJ
cana-1506	297	23	perspectives	perspective	NOUN
cana-1506	297	24	from	from	ADP
cana-1506	297	25	the	the	DET
cana-1506	297	26	data	datum	NOUN
cana-1506	297	27	.	.	PUNCT
cana-1506	298	1	moreover	moreover	ADV
cana-1506	298	2	,	,	PUNCT
cana-1506	298	3	without	without	ADP
cana-1506	298	4	access	access	NOUN
cana-1506	298	5	to	to	ADP
cana-1506	298	6	ground	ground	NOUN
cana-1506	298	7	-	-	PUNCT
cana-1506	298	8	truth	truth	NOUN
cana-1506	298	9	legal	legal	ADJ
cana-1506	298	10	articles	article	NOUN
cana-1506	298	11	,	,	PUNCT
cana-1506	298	12	computing	compute	VERB
cana-1506	298	13	complexity	complexity	NOUN
cana-1506	298	14	rises	rise	NOUN
cana-1506	298	15	,	,	PUNCT
cana-1506	298	16	and	and	CCONJ
cana-1506	298	17	results	result	NOUN
cana-1506	298	18	in	in	ADP
cana-1506	298	19	a	a	DET
cana-1506	298	20	compromise	compromise	NOUN
cana-1506	298	21	of	of	ADP
cana-1506	298	22	stability	stability	NOUN
cana-1506	298	23	.	.	PUNCT
cana-1506	299	1	the	the	DET
cana-1506	299	2	model	model	NOUN
cana-1506	299	3	proposed	propose	VERB
cana-1506	299	4	by	by	ADP
cana-1506	299	5	chalkidis	chalkidis	PROPN
cana-1506	299	6	et	et	PROPN
cana-1506	299	7	al	al	PROPN
cana-1506	299	8	.	.	PUNCT
cana-1506	300	1	[	[	X
cana-1506	300	2	12	12	NUM
cana-1506	300	3	]	]	PUNCT
cana-1506	300	4	shows	show	VERB
cana-1506	300	5	neural	neural	ADJ
cana-1506	300	6	prediction	prediction	NOUN
cana-1506	300	7	of	of	ADP
cana-1506	300	8	judicial	judicial	ADJ
cana-1506	300	9	judgement	judgement	NOUN
cana-1506	300	10	in	in	ADP
cana-1506	300	11	english	english	PROPN
cana-1506	300	12	,	,	PUNCT
cana-1506	300	13	leveraging	leverage	VERB
cana-1506	300	14	the	the	DET
cana-1506	300	15	power	power	NOUN
cana-1506	300	16	of	of	ADP
cana-1506	300	17	neural	neural	ADJ
cana-1506	300	18	networks	network	NOUN
cana-1506	300	19	for	for	ADP
cana-1506	300	20	analysis	analysis	NOUN
cana-1506	300	21	.	.	PUNCT
cana-1506	301	1	while	while	SCONJ
cana-1506	301	2	their	their	PRON
cana-1506	301	3	approach	approach	NOUN
cana-1506	301	4	is	be	AUX
cana-1506	301	5	noteworthy	noteworthy	ADJ
cana-1506	301	6	,	,	PUNCT
cana-1506	301	7	it	it	PRON
cana-1506	301	8	may	may	AUX
cana-1506	301	9	overlook	overlook	VERB
cana-1506	301	10	the	the	DET
cana-1506	301	11	significance	significance	NOUN
cana-1506	301	12	of	of	ADP
cana-1506	301	13	feature	feature	NOUN
cana-1506	301	14	engineering	engineering	NOUN
cana-1506	301	15	and	and	CCONJ
cana-1506	301	16	selection	selection	NOUN
cana-1506	301	17	,	,	PUNCT
cana-1506	301	18	which	which	PRON
cana-1506	301	19	are	be	AUX
cana-1506	301	20	crucial	crucial	ADJ
cana-1506	301	21	for	for	ADP
cana-1506	301	22	extracting	extract	VERB
cana-1506	301	23	discriminative	discriminative	NOUN
cana-1506	301	24	legal	legal	ADJ
cana-1506	301	25	factors	factor	NOUN
cana-1506	301	26	.	.	PUNCT
cana-1506	302	1	in	in	ADP
cana-1506	302	2	contrast	contrast	NOUN
cana-1506	302	3	,	,	PUNCT
cana-1506	302	4	our	our	PRON
cana-1506	302	5	model	model	NOUN
cana-1506	302	6	excels	excel	VERB
cana-1506	302	7	by	by	ADP
cana-1506	302	8	incorporating	incorporate	VERB
cana-1506	302	9	advanced	advanced	ADJ
cana-1506	302	10	feature	feature	NOUN
cana-1506	302	11	engineering	engineering	NOUN
cana-1506	302	12	techniques	technique	NOUN
cana-1506	302	13	tailored	tailor	VERB
cana-1506	302	14	to	to	ADP
cana-1506	302	15	legal	legal	ADJ
cana-1506	302	16	datasets	dataset	NOUN
cana-1506	302	17	,	,	PUNCT
cana-1506	302	18	such	such	ADJ
cana-1506	302	19	as	as	ADP
cana-1506	302	20	semantic	semantic	ADJ
cana-1506	302	21	network	network	NOUN
cana-1506	302	22	formulation	formulation	NOUN
cana-1506	302	23	,	,	PUNCT
cana-1506	302	24	alongside	alongside	ADP
cana-1506	302	25	ensemble	ensemble	ADJ
cana-1506	302	26	learning	learning	NOUN
cana-1506	302	27	methods	method	NOUN
cana-1506	302	28	.	.	PUNCT
cana-1506	303	1	this	this	DET
cana-1506	303	2	holistic	holistic	ADJ
cana-1506	303	3	approach	approach	NOUN
cana-1506	303	4	ensures	ensure	VERB
cana-1506	303	5	comprehensive	comprehensive	ADJ
cana-1506	303	6	feature	feature	NOUN
cana-1506	303	7	representation	representation	NOUN
cana-1506	303	8	,	,	PUNCT
cana-1506	303	9	leading	lead	VERB
cana-1506	303	10	to	to	ADP
cana-1506	303	11	more	more	ADV
cana-1506	303	12	accurate	accurate	ADJ
cana-1506	303	13	and	and	CCONJ
cana-1506	303	14	interpretable	interpretable	ADJ
cana-1506	303	15	predictions	prediction	NOUN
cana-1506	303	16	of	of	ADP
cana-1506	303	17	legal	legal	ADJ
cana-1506	303	18	outcomes	outcome	NOUN
cana-1506	303	19	.	.	PUNCT
cana-1506	304	1	moreover	moreover	ADV
cana-1506	304	2	,	,	PUNCT
cana-1506	304	3	a	a	DET
cana-1506	304	4	significant	significant	ADJ
cana-1506	304	5	quantity	quantity	NOUN
cana-1506	304	6	of	of	ADP
cana-1506	304	7	data	datum	NOUN
cana-1506	304	8	was	be	AUX
cana-1506	304	9	collected	collect	VERB
cana-1506	304	10	while	while	SCONJ
cana-1506	304	11	evaluating	evaluate	VERB
cana-1506	304	12	the	the	DET
cana-1506	304	13	suggested	suggest	VERB
cana-1506	304	14	approach	approach	NOUN
cana-1506	304	15	,	,	PUNCT
cana-1506	304	16	while	while	SCONJ
cana-1506	304	17	all	all	DET
cana-1506	304	18	baseline	baseline	NOUN
cana-1506	304	19	models	model	NOUN
cana-1506	304	20	produce	produce	VERB
cana-1506	304	21	predictions	prediction	NOUN
cana-1506	304	22	for	for	ADP
cana-1506	304	23	a	a	DET
cana-1506	304	24	more	more	ADV
cana-1506	304	25	limited	limited	ADJ
cana-1506	304	26	range	range	NOUN
cana-1506	304	27	of	of	ADP
cana-1506	304	28	data	datum	NOUN
cana-1506	304	29	points	point	NOUN
cana-1506	304	30	.	.	PUNCT
cana-1506	305	1	furthermore	furthermore	ADV
cana-1506	305	2	,	,	PUNCT
cana-1506	305	3	the	the	DET
cana-1506	305	4	unique	unique	ADJ
cana-1506	305	5	strategy	strategy	NOUN
cana-1506	305	6	of	of	ADP
cana-1506	305	7	integrating	integrate	VERB
cana-1506	305	8	all	all	DET
cana-1506	305	9	previously	previously	ADV
cana-1506	305	10	mentioned	mention	VERB
cana-1506	305	11	approaches	approach	NOUN
cana-1506	305	12	into	into	ADP
cana-1506	305	13	one	one	NUM
cana-1506	305	14	enhances	enhance	NOUN
cana-1506	305	15	the	the	DET
cana-1506	305	16	model	model	NOUN
cana-1506	305	17	's	's	PART
cana-1506	305	18	accuracy	accuracy	NOUN
cana-1506	305	19	and	and	CCONJ
cana-1506	305	20	general	general	ADJ
cana-1506	305	21	functionality	functionality	NOUN
cana-1506	305	22	.	.	PUNCT
cana-1506	306	1	the	the	DET
cana-1506	306	2	suggested	suggest	VERB
cana-1506	306	3	strategy	strategy	NOUN
cana-1506	306	4	outperforms	outperform	NOUN
cana-1506	306	5	all	all	PRON
cana-1506	306	6	currently	currently	ADV
cana-1506	306	7	used	use	VERB
cana-1506	306	8	baseline	baseline	NOUN
cana-1506	306	9	methods	method	NOUN
cana-1506	306	10	since	since	SCONJ
cana-1506	306	11	one	one	NUM
cana-1506	306	12	algorithm	algorithm	NOUN
cana-1506	306	13	enhances	enhance	VERB
cana-1506	306	14	the	the	DET
cana-1506	306	15	others	other	NOUN
cana-1506	306	16	.	.	PUNCT
cana-1506	307	1	the	the	DET
cana-1506	307	2	reliability	reliability	NOUN
cana-1506	307	3	and	and	CCONJ
cana-1506	307	4	efficacy	efficacy	NOUN
cana-1506	307	5	of	of	ADP
cana-1506	307	6	the	the	DET
cana-1506	307	7	proposed	propose	VERB
cana-1506	307	8	methodology	methodology	NOUN
cana-1506	307	9	were	be	AUX
cana-1506	307	10	assessed	assess	VERB
cana-1506	307	11	through	through	ADP
cana-1506	307	12	three	three	NUM
cana-1506	307	13	key	key	ADJ
cana-1506	307	14	parameters	parameter	NOUN
cana-1506	307	15	:	:	PUNCT
cana-1506	307	16	accuracy	accuracy	NOUN
cana-1506	307	17	,	,	PUNCT
cana-1506	307	18	working	work	VERB
cana-1506	307	19	cost	cost	NOUN
cana-1506	307	20	,	,	PUNCT
cana-1506	307	21	and	and	CCONJ
cana-1506	307	22	time	time	NOUN
cana-1506	307	23	duration	duration	NOUN
cana-1506	307	24	associated	associate	VERB
cana-1506	307	25	with	with	ADP
cana-1506	307	26	court	court	NOUN
cana-1506	307	27	cases	case	NOUN
cana-1506	307	28	.	.	PUNCT
cana-1506	308	1	1	1	X
cana-1506	308	2	.	.	X
cana-1506	308	3	accuracy	accuracy	NOUN
cana-1506	308	4	assessment	assessment	NOUN
cana-1506	308	5	:	:	PUNCT
cana-1506	308	6	several	several	ADJ
cana-1506	308	7	metrics	metric	NOUN
cana-1506	308	8	,	,	PUNCT
cana-1506	308	9	such	such	ADJ
cana-1506	308	10	as	as	ADP
cana-1506	308	11	precision	precision	NOUN
cana-1506	308	12	,	,	PUNCT
cana-1506	308	13	recall	recall	NOUN
cana-1506	308	14	,	,	PUNCT
cana-1506	308	15	and	and	CCONJ
cana-1506	308	16	f1	f1	NOUN
cana-1506	308	17	-	-	PUNCT
cana-1506	308	18	score	score	NOUN
cana-1506	308	19	,	,	PUNCT
cana-1506	308	20	were	be	AUX
cana-1506	308	21	used	use	VERB
cana-1506	308	22	to	to	PART
cana-1506	308	23	assess	assess	VERB
cana-1506	308	24	the	the	DET
cana-1506	308	25	prediction	prediction	NOUN
cana-1506	308	26	models	model	NOUN
cana-1506	308	27	'	'	PART
cana-1506	308	28	accuracy	accuracy	NOUN
cana-1506	308	29	.	.	PUNCT
cana-1506	309	1	the	the	DET
cana-1506	309	2	findings	finding	NOUN
cana-1506	309	3	show	show	VERB
cana-1506	309	4	that	that	SCONJ
cana-1506	309	5	our	our	PRON
cana-1506	309	6	method	method	NOUN
cana-1506	309	7	is	be	AUX
cana-1506	309	8	highly	highly	ADV
cana-1506	309	9	accurate	accurate	ADJ
cana-1506	309	10	in	in	ADP
cana-1506	309	11	predicting	predict	VERB
cana-1506	309	12	case	case	NOUN
cana-1506	309	13	outcomes	outcome	NOUN
cana-1506	309	14	,	,	PUNCT
cana-1506	309	15	with	with	ADP
cana-1506	309	16	recall	recall	NOUN
cana-1506	309	17	continuously	continuously	ADV
cana-1506	309	18	above	above	ADP
cana-1506	309	19	85	85	NUM
cana-1506	309	20	%	%	NOUN
cana-1506	309	21	and	and	CCONJ
cana-1506	309	22	precision	precision	NOUN
cana-1506	309	23	surpassing	surpass	VERB
cana-1506	309	24	90	90	NUM
cana-1506	309	25	%	%	NOUN
cana-1506	309	26	.	.	PUNCT
cana-1506	310	1	2	2	X
cana-1506	310	2	.	.	X
cana-1506	310	3	working	work	VERB
cana-1506	310	4	cost	cost	NOUN
cana-1506	310	5	analysis	analysis	NOUN
cana-1506	310	6	:	:	PUNCT
cana-1506	310	7	a	a	DET
cana-1506	310	8	comprehensive	comprehensive	ADJ
cana-1506	310	9	analysis	analysis	NOUN
cana-1506	310	10	of	of	ADP
cana-1506	310	11	the	the	DET
cana-1506	310	12	working	work	VERB
cana-1506	310	13	cost	cost	NOUN
cana-1506	310	14	associated	associate	VERB
cana-1506	310	15	with	with	ADP
cana-1506	310	16	implementing	implement	VERB
cana-1506	310	17	our	our	PRON
cana-1506	310	18	methodology	methodology	NOUN
cana-1506	310	19	was	be	AUX
cana-1506	310	20	conducted	conduct	VERB
cana-1506	310	21	.	.	PUNCT
cana-1506	311	1	this	this	PRON
cana-1506	311	2	involved	involved	ADJ
cana-1506	311	3	examining	examine	VERB
cana-1506	311	4	the	the	DET
cana-1506	311	5	resources	resource	NOUN
cana-1506	311	6	,	,	PUNCT
cana-1506	311	7	computational	computational	ADJ
cana-1506	311	8	power	power	NOUN
cana-1506	311	9	,	,	PUNCT
cana-1506	311	10	and	and	CCONJ
cana-1506	311	11	personnel	personnel	NOUN
cana-1506	311	12	required	require	VERB
cana-1506	311	13	to	to	PART
cana-1506	311	14	deploy	deploy	VERB
cana-1506	311	15	and	and	CCONJ
cana-1506	311	16	maintain	maintain	VERB
cana-1506	311	17	the	the	DET
cana-1506	311	18	predictive	predictive	ADJ
cana-1506	311	19	analytics	analytic	NOUN
cana-1506	311	20	framework	framework	NOUN
cana-1506	311	21	.	.	PUNCT
cana-1506	312	1	our	our	PRON
cana-1506	312	2	findings	finding	NOUN
cana-1506	312	3	suggest	suggest	VERB
cana-1506	312	4	that	that	SCONJ
cana-1506	312	5	while	while	SCONJ
cana-1506	312	6	there	there	PRON
cana-1506	312	7	may	may	AUX
cana-1506	312	8	be	be	AUX
cana-1506	312	9	initial	initial	ADJ
cana-1506	312	10	investments	investment	NOUN
cana-1506	312	11	in	in	ADP
cana-1506	312	12	infrastructure	infrastructure	NOUN
cana-1506	312	13	and	and	CCONJ
cana-1506	312	14	training	training	NOUN
cana-1506	312	15	,	,	PUNCT
cana-1506	312	16	the	the	DET
cana-1506	312	17	long	long	ADJ
cana-1506	312	18	-	-	PUNCT
cana-1506	312	19	term	term	NOUN
cana-1506	312	20	benefits	benefit	NOUN
cana-1506	312	21	in	in	ADP
cana-1506	312	22	terms	term	NOUN
cana-1506	312	23	of	of	ADP
cana-1506	312	24	efficiency	efficiency	NOUN
cana-1506	312	25	and	and	CCONJ
cana-1506	312	26	decisionmaking	decisionmake	VERB
cana-1506	312	27	outweigh	outweigh	VERB
cana-1506	312	28	the	the	DET
cana-1506	312	29	associated	associate	VERB
cana-1506	312	30	costs	cost	NOUN
cana-1506	312	31	.	.	PUNCT
cana-1506	313	1	3	3	X
cana-1506	313	2	.	.	NOUN
cana-1506	313	3	time	time	NOUN
cana-1506	313	4	duration	duration	NOUN
cana-1506	313	5	prediction	prediction	NOUN
cana-1506	313	6	:	:	PUNCT
cana-1506	313	7	with	with	ADP
cana-1506	313	8	the	the	DET
cana-1506	313	9	help	help	NOUN
cana-1506	313	10	of	of	ADP
cana-1506	313	11	our	our	PRON
cana-1506	313	12	predictive	predictive	ADJ
cana-1506	313	13	analytics	analytic	NOUN
cana-1506	313	14	model	model	NOUN
cana-1506	313	15	,	,	PUNCT
cana-1506	313	16	we	we	PRON
cana-1506	313	17	were	be	AUX
cana-1506	313	18	able	able	ADJ
cana-1506	313	19	to	to	PART
cana-1506	313	20	anticipate	anticipate	VERB
cana-1506	313	21	how	how	SCONJ
cana-1506	313	22	long	long	ADJ
cana-1506	313	23	court	court	NOUN
cana-1506	313	24	cases	case	NOUN
cana-1506	313	25	would	would	AUX
cana-1506	313	26	take	take	VERB
cana-1506	313	27	to	to	PART
cana-1506	313	28	resolve	resolve	VERB
cana-1506	313	29	from	from	ADP
cana-1506	313	30	the	the	DET
cana-1506	313	31	start	start	NOUN
cana-1506	313	32	.	.	PUNCT
cana-1506	314	1	we	we	PRON
cana-1506	314	2	were	be	AUX
cana-1506	314	3	able	able	ADJ
cana-1506	314	4	to	to	PART
cana-1506	314	5	accurately	accurately	ADV
cana-1506	314	6	predict	predict	VERB
cana-1506	314	7	the	the	DET
cana-1506	314	8	length	length	NOUN
cana-1506	314	9	of	of	ADP
cana-1506	314	10	future	future	ADJ
cana-1506	314	11	cases	case	NOUN
cana-1506	314	12	by	by	ADP
cana-1506	314	13	utilizing	utilize	VERB
cana-1506	314	14	machine	machine	NOUN
cana-1506	314	15	learning	learn	VERB
cana-1506	314	16	techniques	technique	NOUN
cana-1506	314	17	and	and	CCONJ
cana-1506	314	18	historical	historical	ADJ
cana-1506	314	19	case	case	NOUN
cana-1506	314	20	data	datum	NOUN
cana-1506	314	21	.	.	PUNCT
cana-1506	315	1	for	for	ADP
cana-1506	315	2	example	example	NOUN
cana-1506	315	3	,	,	PUNCT
cana-1506	315	4	the	the	DET
cana-1506	315	5	expected	expect	VERB
cana-1506	315	6	length	length	NOUN
cana-1506	315	7	of	of	ADP
cana-1506	315	8	a	a	DET
cana-1506	315	9	communications	communication	NOUN
cana-1506	315	10	on	on	ADP
cana-1506	315	11	applied	apply	VERB
cana-1506	315	12	nonlinear	nonlinear	ADJ
cana-1506	315	13	analysis	analysis	NOUN
cana-1506	315	14	issn	issn	NOUN
cana-1506	315	15	:	:	PUNCT
cana-1506	315	16	1074	1074	NUM
cana-1506	315	17	-	-	PUNCT
cana-1506	315	18	133x	133x	NUM
cana-1506	315	19	vol	vol	NOUN
cana-1506	315	20	31	31	NUM
cana-1506	315	21	no	no	NOUN
cana-1506	315	22	.	.	PUNCT
cana-1506	316	1	8s	8s	PROPN
cana-1506	316	2	(	(	PUNCT
cana-1506	316	3	2024	2024	NUM
cana-1506	316	4	)	)	PUNCT
cana-1506	316	5	363	363	NUM
cana-1506	316	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	316	7	normal	normal	ADJ
cana-1506	316	8	civil	civil	ADJ
cana-1506	316	9	court	court	NOUN
cana-1506	316	10	case	case	NOUN
cana-1506	316	11	was	be	AUX
cana-1506	316	12	determined	determine	VERB
cana-1506	316	13	to	to	PART
cana-1506	316	14	be	be	AUX
cana-1506	316	15	between	between	ADP
cana-1506	316	16	six	six	NUM
cana-1506	316	17	and	and	CCONJ
cana-1506	316	18	twelve	twelve	NUM
cana-1506	316	19	months	month	NOUN
cana-1506	316	20	,	,	PUNCT
cana-1506	316	21	contingent	contingent	ADJ
cana-1506	316	22	upon	upon	SCONJ
cana-1506	316	23	the	the	DET
cana-1506	316	24	jurisdiction	jurisdiction	NOUN
cana-1506	316	25	and	and	CCONJ
cana-1506	316	26	case	case	NOUN
cana-1506	316	27	complexity	complexity	NOUN
cana-1506	316	28	.	.	PUNCT
cana-1506	317	1	legal	legal	ADJ
cana-1506	317	2	professionals	professional	NOUN
cana-1506	317	3	and	and	CCONJ
cana-1506	317	4	other	other	ADJ
cana-1506	317	5	interested	interested	ADJ
cana-1506	317	6	parties	party	NOUN
cana-1506	317	7	may	may	AUX
cana-1506	317	8	find	find	VERB
cana-1506	317	9	this	this	DET
cana-1506	317	10	information	information	NOUN
cana-1506	317	11	extremely	extremely	ADV
cana-1506	317	12	helpful	helpful	ADJ
cana-1506	317	13	in	in	ADP
cana-1506	317	14	managing	manage	VERB
cana-1506	317	15	caseloads	caseload	NOUN
cana-1506	317	16	,	,	PUNCT
cana-1506	317	17	arranging	arrange	VERB
cana-1506	317	18	court	court	NOUN
cana-1506	317	19	dates	date	NOUN
cana-1506	317	20	,	,	PUNCT
cana-1506	317	21	and	and	CCONJ
cana-1506	317	22	allocating	allocate	VERB
cana-1506	317	23	resources	resource	NOUN
cana-1506	317	24	as	as	ADV
cana-1506	317	25	efficiently	efficiently	ADV
cana-1506	317	26	as	as	ADP
cana-1506	317	27	possible	possible	ADJ
cana-1506	317	28	.	.	PUNCT
cana-1506	318	1	clearly	clearly	ADV
cana-1506	318	2	,	,	PUNCT
cana-1506	318	3	the	the	DET
cana-1506	318	4	method	method	NOUN
cana-1506	318	5	has	have	AUX
cana-1506	318	6	yielded	yield	VERB
cana-1506	318	7	some	some	DET
cana-1506	318	8	extremely	extremely	ADV
cana-1506	318	9	significant	significant	ADJ
cana-1506	318	10	and	and	CCONJ
cana-1506	318	11	remarkable	remarkable	ADJ
cana-1506	318	12	outcomes	outcome	NOUN
cana-1506	318	13	.	.	PUNCT
cana-1506	319	1	the	the	DET
cana-1506	319	2	suggested	suggest	VERB
cana-1506	319	3	methodology	methodology	NOUN
cana-1506	319	4	yields	yield	VERB
cana-1506	319	5	a	a	DET
cana-1506	319	6	precision	precision	NOUN
cana-1506	319	7	percentage	percentage	NOUN
cana-1506	319	8	against	against	ADP
cana-1506	319	9	right	right	ADJ
cana-1506	319	10	predictions	prediction	NOUN
cana-1506	319	11	of	of	ADP
cana-1506	319	12	95.12	95.12	NUM
cana-1506	319	13	%	%	NOUN
cana-1506	319	14	,	,	PUNCT
cana-1506	319	15	which	which	PRON
cana-1506	319	16	is	be	AUX
cana-1506	319	17	higher	high	ADJ
cana-1506	319	18	than	than	ADP
cana-1506	319	19	the	the	DET
cana-1506	319	20	other	other	ADJ
cana-1506	319	21	methods	method	NOUN
cana-1506	319	22	outlined	outline	VERB
cana-1506	319	23	above	above	ADV
cana-1506	319	24	.	.	PUNCT
cana-1506	320	1	one	one	PRON
cana-1506	320	2	may	may	AUX
cana-1506	320	3	argue	argue	VERB
cana-1506	320	4	that	that	SCONJ
cana-1506	320	5	the	the	DET
cana-1506	320	6	proposed	propose	VERB
cana-1506	320	7	method	method	NOUN
cana-1506	320	8	is	be	AUX
cana-1506	320	9	more	more	ADV
cana-1506	320	10	effective	effective	ADJ
cana-1506	320	11	than	than	ADP
cana-1506	320	12	the	the	DET
cana-1506	320	13	other	other	ADJ
cana-1506	320	14	frameworks	framework	NOUN
cana-1506	320	15	in	in	ADP
cana-1506	320	16	use	use	NOUN
cana-1506	320	17	when	when	SCONJ
cana-1506	320	18	all	all	DET
cana-1506	320	19	the	the	DET
cana-1506	320	20	data	datum	NOUN
cana-1506	320	21	and	and	CCONJ
cana-1506	320	22	related	relate	VERB
cana-1506	320	23	model	model	NOUN
cana-1506	320	24	performances	performance	NOUN
cana-1506	320	25	are	be	AUX
cana-1506	320	26	included	include	VERB
cana-1506	320	27	.	.	PUNCT
cana-1506	321	1	this	this	PRON
cana-1506	321	2	shows	show	VERB
cana-1506	321	3	that	that	SCONJ
cana-1506	321	4	the	the	DET
cana-1506	321	5	proposed	propose	VERB
cana-1506	321	6	framework	framework	NOUN
cana-1506	321	7	is	be	AUX
cana-1506	321	8	a	a	DET
cana-1506	321	9	very	very	ADV
cana-1506	321	10	effective	effective	ADJ
cana-1506	321	11	model	model	NOUN
cana-1506	321	12	for	for	ADP
cana-1506	321	13	predicting	predict	VERB
cana-1506	321	14	the	the	DET
cana-1506	321	15	results	result	NOUN
cana-1506	321	16	of	of	ADP
cana-1506	321	17	court	court	NOUN
cana-1506	321	18	cases	case	NOUN
cana-1506	321	19	.	.	PUNCT
cana-1506	322	1	5	5	X
cana-1506	322	2	.	.	X
cana-1506	322	3	conclusion	conclusion	NOUN
cana-1506	322	4	to	to	PART
cana-1506	322	5	sum	sum	VERB
cana-1506	322	6	up	up	ADP
cana-1506	322	7	,	,	PUNCT
cana-1506	322	8	this	this	DET
cana-1506	322	9	study	study	NOUN
cana-1506	322	10	offers	offer	VERB
cana-1506	322	11	a	a	DET
cana-1506	322	12	thorough	thorough	ADJ
cana-1506	322	13	framework	framework	NOUN
cana-1506	322	14	for	for	ADP
cana-1506	322	15	forecasting	forecasting	NOUN
cana-1506	322	16	court	court	NOUN
cana-1506	322	17	case	case	NOUN
cana-1506	322	18	results	result	VERB
cana-1506	322	19	through	through	ADP
cana-1506	322	20	sophisticated	sophisticated	ADJ
cana-1506	322	21	computer	computer	NOUN
cana-1506	322	22	methods	method	NOUN
cana-1506	322	23	.	.	PUNCT
cana-1506	323	1	we	we	PRON
cana-1506	323	2	have	have	AUX
cana-1506	323	3	created	create	VERB
cana-1506	323	4	a	a	DET
cana-1506	323	5	strong	strong	ADJ
cana-1506	323	6	model	model	NOUN
cana-1506	323	7	that	that	PRON
cana-1506	323	8	can	can	AUX
cana-1506	323	9	predict	predict	VERB
cana-1506	323	10	court	court	NOUN
cana-1506	323	11	case	case	NOUN
cana-1506	323	12	outcomes	outcome	NOUN
cana-1506	323	13	with	with	ADP
cana-1506	323	14	accuracy	accuracy	NOUN
cana-1506	323	15	by	by	ADP
cana-1506	323	16	utilizing	utilize	VERB
cana-1506	323	17	machine	machine	NOUN
cana-1506	323	18	learning	learning	NOUN
cana-1506	323	19	,	,	PUNCT
cana-1506	323	20	semantic	semantic	ADJ
cana-1506	323	21	analysis	analysis	NOUN
cana-1506	323	22	,	,	PUNCT
cana-1506	323	23	and	and	CCONJ
cana-1506	323	24	ensemble	ensemble	ADJ
cana-1506	323	25	learning	learning	NOUN
cana-1506	323	26	techniques	technique	NOUN
cana-1506	323	27	.	.	PUNCT
cana-1506	324	1	at	at	ADP
cana-1506	324	2	a	a	DET
cana-1506	324	3	low	low	ADJ
cana-1506	324	4	average	average	ADJ
cana-1506	324	5	fdr	fdr	PROPN
cana-1506	324	6	rate	rate	NOUN
cana-1506	324	7	of	of	ADP
cana-1506	324	8	0.09	0.09	NUM
cana-1506	324	9	%	%	NOUN
cana-1506	324	10	,	,	PUNCT
cana-1506	324	11	our	our	PRON
cana-1506	324	12	technique	technique	NOUN
cana-1506	324	13	has	have	AUX
cana-1506	324	14	shown	show	VERB
cana-1506	324	15	amazing	amazing	ADJ
cana-1506	324	16	performance	performance	NOUN
cana-1506	324	17	,	,	PUNCT
cana-1506	324	18	with	with	ADP
cana-1506	324	19	an	an	DET
cana-1506	324	20	average	average	ADJ
cana-1506	324	21	precision	precision	NOUN
cana-1506	324	22	of	of	ADP
cana-1506	324	23	91.17	91.17	NUM
cana-1506	324	24	%	%	NOUN
cana-1506	324	25	,	,	PUNCT
cana-1506	324	26	recall	recall	NOUN
cana-1506	324	27	of	of	ADP
cana-1506	324	28	90.32	90.32	NUM
cana-1506	324	29	%	%	NOUN
cana-1506	324	30	,	,	PUNCT
cana-1506	324	31	accuracy	accuracy	NOUN
cana-1506	324	32	of	of	ADP
cana-1506	324	33	89.7	89.7	NUM
cana-1506	324	34	%	%	NOUN
cana-1506	324	35	,	,	PUNCT
cana-1506	324	36	and	and	CCONJ
cana-1506	324	37	an	an	DET
cana-1506	324	38	f	f	ADJ
cana-1506	324	39	-	-	PUNCT
cana-1506	324	40	measure	measure	NOUN
cana-1506	324	41	score	score	NOUN
cana-1506	324	42	of	of	ADP
cana-1506	324	43	90.74	90.74	NUM
cana-1506	324	44	%	%	NOUN
cana-1506	324	45	.	.	PUNCT
cana-1506	325	1	by	by	ADP
cana-1506	325	2	means	mean	NOUN
cana-1506	325	3	of	of	ADP
cana-1506	325	4	extensive	extensive	ADJ
cana-1506	325	5	testing	testing	NOUN
cana-1506	325	6	and	and	CCONJ
cana-1506	325	7	research	research	NOUN
cana-1506	325	8	,	,	PUNCT
cana-1506	325	9	we	we	PRON
cana-1506	325	10	have	have	AUX
cana-1506	325	11	demonstrated	demonstrate	VERB
cana-1506	325	12	the	the	DET
cana-1506	325	13	effectiveness	effectiveness	NOUN
cana-1506	325	14	and	and	CCONJ
cana-1506	325	15	efficiency	efficiency	NOUN
cana-1506	325	16	of	of	ADP
cana-1506	325	17	our	our	PRON
cana-1506	325	18	technique	technique	NOUN
cana-1506	325	19	relative	relative	ADJ
cana-1506	325	20	to	to	ADP
cana-1506	325	21	alternative	alternative	ADJ
cana-1506	325	22	methods	method	NOUN
cana-1506	325	23	.	.	PUNCT
cana-1506	326	1	by	by	ADP
cana-1506	326	2	providing	provide	VERB
cana-1506	326	3	a	a	DET
cana-1506	326	4	dependable	dependable	ADJ
cana-1506	326	5	and	and	CCONJ
cana-1506	326	6	effective	effective	ADJ
cana-1506	326	7	strategy	strategy	NOUN
cana-1506	326	8	for	for	ADP
cana-1506	326	9	predicting	predict	VERB
cana-1506	326	10	the	the	DET
cana-1506	326	11	outcomes	outcome	NOUN
cana-1506	326	12	of	of	ADP
cana-1506	326	13	judicial	judicial	ADJ
cana-1506	326	14	cases	case	NOUN
cana-1506	326	15	,	,	PUNCT
cana-1506	326	16	this	this	DET
cana-1506	326	17	study	study	NOUN
cana-1506	326	18	makes	make	VERB
cana-1506	326	19	a	a	DET
cana-1506	326	20	substantial	substantial	ADJ
cana-1506	326	21	contribution	contribution	NOUN
cana-1506	326	22	to	to	ADP
cana-1506	326	23	the	the	DET
cana-1506	326	24	field	field	NOUN
cana-1506	326	25	of	of	ADP
cana-1506	326	26	legal	legal	ADJ
cana-1506	326	27	prediction	prediction	NOUN
cana-1506	326	28	.	.	PUNCT
cana-1506	327	1	in	in	ADP
cana-1506	327	2	addition	addition	NOUN
cana-1506	327	3	to	to	ADP
cana-1506	327	4	providing	provide	VERB
cana-1506	327	5	precise	precise	ADJ
cana-1506	327	6	forecasts	forecast	NOUN
cana-1506	327	7	,	,	PUNCT
cana-1506	327	8	our	our	PRON
cana-1506	327	9	model	model	NOUN
cana-1506	327	10	offers	offer	VERB
cana-1506	327	11	insightful	insightful	ADJ
cana-1506	327	12	information	information	NOUN
cana-1506	327	13	about	about	ADP
cana-1506	327	14	the	the	DET
cana-1506	327	15	variables	variable	NOUN
cana-1506	327	16	affecting	affect	VERB
cana-1506	327	17	court	court	NOUN
cana-1506	327	18	judgments	judgment	NOUN
cana-1506	327	19	.	.	PUNCT
cana-1506	328	1	furthermore	furthermore	ADV
cana-1506	328	2	,	,	PUNCT
cana-1506	328	3	our	our	PRON
cana-1506	328	4	predictions	prediction	NOUN
cana-1506	328	5	are	be	AUX
cana-1506	328	6	more	more	ADV
cana-1506	328	7	reliable	reliable	ADJ
cana-1506	328	8	and	and	CCONJ
cana-1506	328	9	interpretable	interpretable	ADJ
cana-1506	328	10	when	when	SCONJ
cana-1506	328	11	semantic	semantic	ADJ
cana-1506	328	12	analysis	analysis	NOUN
cana-1506	328	13	and	and	CCONJ
cana-1506	328	14	ensemble	ensemble	ADJ
cana-1506	328	15	learning	learning	NOUN
cana-1506	328	16	are	be	AUX
cana-1506	328	17	combined	combine	VERB
cana-1506	328	18	.	.	PUNCT
cana-1506	329	1	all	all	DET
cana-1506	329	2	things	thing	NOUN
cana-1506	329	3	considered	consider	VERB
cana-1506	329	4	,	,	PUNCT
cana-1506	329	5	this	this	DET
cana-1506	329	6	study	study	NOUN
cana-1506	329	7	adds	add	VERB
cana-1506	329	8	to	to	ADP
cana-1506	329	9	the	the	DET
cana-1506	329	10	expanding	expand	VERB
cana-1506	329	11	corpus	corpus	NOUN
cana-1506	329	12	of	of	ADP
cana-1506	329	13	research	research	NOUN
cana-1506	329	14	on	on	ADP
cana-1506	329	15	legal	legal	ADJ
cana-1506	329	16	prediction	prediction	NOUN
cana-1506	329	17	and	and	CCONJ
cana-1506	329	18	shows	show	VERB
cana-1506	329	19	how	how	SCONJ
cana-1506	329	20	computer	computer	NOUN
cana-1506	329	21	methods	method	NOUN
cana-1506	329	22	can	can	AUX
cana-1506	329	23	help	help	VERB
cana-1506	329	24	speed	speed	VERB
cana-1506	329	25	up	up	ADP
cana-1506	329	26	the	the	DET
cana-1506	329	27	legal	legal	ADJ
cana-1506	329	28	decision	decision	NOUN
cana-1506	329	29	-	-	PUNCT
cana-1506	329	30	making	make	VERB
cana-1506	329	31	process	process	NOUN
cana-1506	329	32	.	.	PUNCT
cana-1506	330	1	together	together	ADV
cana-1506	330	2	with	with	ADP
cana-1506	330	3	affordable	affordable	ADJ
cana-1506	330	4	installation	installation	NOUN
cana-1506	330	5	and	and	CCONJ
cana-1506	330	6	maintenance	maintenance	NOUN
cana-1506	330	7	expenses	expense	NOUN
cana-1506	330	8	,	,	PUNCT
cana-1506	330	9	the	the	DET
cana-1506	330	10	methodology	methodology	NOUN
cana-1506	330	11	demonstrates	demonstrate	VERB
cana-1506	330	12	strong	strong	ADJ
cana-1506	330	13	predictive	predictive	ADJ
cana-1506	330	14	accuracy	accuracy	NOUN
cana-1506	330	15	,	,	PUNCT
cana-1506	330	16	guaranteeing	guarantee	VERB
cana-1506	330	17	accurate	accurate	ADJ
cana-1506	330	18	and	and	CCONJ
cana-1506	330	19	effective	effective	ADJ
cana-1506	330	20	case	case	NOUN
cana-1506	330	21	outcome	outcome	NOUN
cana-1506	330	22	forecasts	forecast	NOUN
cana-1506	330	23	.	.	PUNCT
cana-1506	331	1	subsequent	subsequent	ADJ
cana-1506	331	2	efforts	effort	NOUN
cana-1506	331	3	could	could	AUX
cana-1506	331	4	entail	entail	VERB
cana-1506	331	5	enhancing	enhance	VERB
cana-1506	331	6	the	the	DET
cana-1506	331	7	model	model	NOUN
cana-1506	331	8	and	and	CCONJ
cana-1506	331	9	implementing	implement	VERB
cana-1506	331	10	it	it	PRON
cana-1506	331	11	throughout	throughout	ADP
cana-1506	331	12	many	many	ADJ
cana-1506	331	13	legal	legal	ADJ
cana-1506	331	14	fields	field	NOUN
cana-1506	331	15	,	,	PUNCT
cana-1506	331	16	ultimately	ultimately	ADV
cana-1506	331	17	propelling	propel	VERB
cana-1506	331	18	the	the	DET
cana-1506	331	19	legal	legal	ADJ
cana-1506	331	20	informatics	informatic	NOUN
cana-1506	331	21	sector	sector	VERB
cana-1506	331	22	forward	forward	ADV
cana-1506	331	23	and	and	CCONJ
cana-1506	331	24	augmenting	augment	VERB
cana-1506	331	25	justice	justice	NOUN
cana-1506	331	26	accessibility	accessibility	NOUN
cana-1506	331	27	.	.	PUNCT
cana-1506	332	1	references	reference	NOUN
cana-1506	332	2	[	[	X
cana-1506	332	3	1	1	NUM
cana-1506	332	4	]	]	X
cana-1506	332	5	medvedeva	medvedeva	NOUN
cana-1506	332	6	,	,	PUNCT
cana-1506	332	7	m.	m.	NOUN
cana-1506	332	8	,	,	PUNCT
cana-1506	332	9	wieling	wieling	NOUN
cana-1506	332	10	,	,	PUNCT
cana-1506	332	11	m.	m.	NOUN
cana-1506	332	12	&	&	CCONJ
cana-1506	332	13	vols	vol	NOUN
cana-1506	332	14	,	,	PUNCT
cana-1506	332	15	m.	m.	NOUN
cana-1506	332	16	rethinking	rethink	VERB
cana-1506	332	17	the	the	DET
cana-1506	332	18	field	field	NOUN
cana-1506	332	19	of	of	ADP
cana-1506	332	20	automatic	automatic	ADJ
cana-1506	332	21	prediction	prediction	NOUN
cana-1506	332	22	of	of	ADP
cana-1506	332	23	court	court	NOUN
cana-1506	332	24	decisions	decision	NOUN
cana-1506	332	25	.	.	PUNCT
cana-1506	333	1	artif	artif	PROPN
cana-1506	333	2	intell	intell	PROPN
cana-1506	333	3	law	law	PROPN
cana-1506	333	4	31	31	NUM
cana-1506	333	5	,	,	PUNCT
cana-1506	333	6	195–212	195–212	NUM
cana-1506	333	7	(	(	PUNCT
cana-1506	333	8	2023	2023	NUM
cana-1506	333	9	)	)	PUNCT
cana-1506	333	10	.	.	PUNCT
cana-1506	334	1	https://doi.org/10.1007/s10506-021-09306-3	https://doi.org/10.1007/s10506-021-09306-3	PRON
cana-1506	335	1	[	[	X
cana-1506	335	2	2	2	X
cana-1506	335	3	]	]	X
cana-1506	335	4	rafe	rafe	PROPN
cana-1506	335	5	athar	athar	PROPN
cana-1506	335	6	shaikh	shaikh	PROPN
cana-1506	335	7	,	,	PUNCT
cana-1506	335	8	tirath	tirath	NOUN
cana-1506	335	9	prasad	prasad	PROPN
cana-1506	335	10	sahu	sahu	PROPN
cana-1506	335	11	,	,	PUNCT
cana-1506	335	12	veena	veena	PROPN
cana-1506	335	13	anand	anand	PROPN
cana-1506	335	14	,	,	PUNCT
cana-1506	335	15	predicting	predict	VERB
cana-1506	335	16	outcomes	outcome	NOUN
cana-1506	335	17	of	of	ADP
cana-1506	335	18	legal	legal	ADJ
cana-1506	335	19	cases	case	NOUN
cana-1506	335	20	based	base	VERB
cana-1506	335	21	on	on	ADP
cana-1506	335	22	legal	legal	ADJ
cana-1506	335	23	factors	factor	NOUN
cana-1506	335	24	using	use	VERB
cana-1506	335	25	classifiers	classifier	NOUN
cana-1506	335	26	,	,	PUNCT
cana-1506	335	27	procedia	procedia	NOUN
cana-1506	335	28	computer	computer	NOUN
cana-1506	335	29	science	science	NOUN
cana-1506	335	30	,	,	PUNCT
cana-1506	335	31	volume	volume	NOUN
cana-1506	335	32	167,2020	167,2020	NUM
cana-1506	335	33	,	,	PUNCT
cana-1506	335	34	pages	page	NOUN
cana-1506	335	35	2393	2393	NUM
cana-1506	335	36	-	-	SYM
cana-1506	335	37	2402	2402	NUM
cana-1506	335	38	,	,	PUNCT
cana-1506	335	39	issn	issn	PROPN
cana-1506	335	40	1877	1877	NUM
cana-1506	335	41	-	-	SYM
cana-1506	335	42	0509	0509	NUM
cana-1506	335	43	,	,	PUNCT
cana-1506	335	44	https://doi.org/10.1016/j.procs.2020.03.292	https://doi.org/10.1016/j.procs.2020.03.292	NOUN
cana-1506	335	45	.	.	PUNCT
cana-1506	336	1	[	[	X
cana-1506	336	2	3	3	X
cana-1506	336	3	]	]	X
cana-1506	336	4	yi	yi	X
cana-1506	336	5	feng	feng	PROPN
cana-1506	336	6	,	,	PUNCT
cana-1506	336	7	chuanyi	chuanyi	PROPN
cana-1506	336	8	li	li	PROPN
cana-1506	336	9	,	,	PUNCT
cana-1506	336	10	and	and	CCONJ
cana-1506	336	11	vincent	vincent	PROPN
cana-1506	336	12	ng	ng	PROPN
cana-1506	336	13	.	.	PROPN
cana-1506	336	14	2022	2022	NUM
cana-1506	336	15	.	.	PUNCT
cana-1506	337	1	legal	legal	ADJ
cana-1506	337	2	judgment	judgment	NOUN
cana-1506	337	3	prediction	prediction	NOUN
cana-1506	337	4	via	via	ADP
cana-1506	337	5	event	event	NOUN
cana-1506	337	6	extraction	extraction	NOUN
cana-1506	337	7	with	with	ADP
cana-1506	337	8	constraints	constraint	NOUN
cana-1506	337	9	.	.	PUNCT
cana-1506	338	1	in	in	ADP
cana-1506	338	2	proceedings	proceeding	NOUN
cana-1506	338	3	of	of	ADP
cana-1506	338	4	the	the	DET
cana-1506	338	5	60th	60th	ADJ
cana-1506	338	6	annual	annual	ADJ
cana-1506	338	7	meeting	meeting	NOUN
cana-1506	338	8	of	of	ADP
cana-1506	338	9	the	the	DET
cana-1506	338	10	association	association	NOUN
cana-1506	338	11	for	for	ADP
cana-1506	338	12	computational	computational	ADJ
cana-1506	338	13	linguistics	linguistic	NOUN
cana-1506	338	14	(	(	PUNCT
cana-1506	338	15	volume	volume	NOUN
cana-1506	338	16	1	1	NUM
cana-1506	338	17	:	:	PUNCT
cana-1506	338	18	long	long	ADJ
cana-1506	338	19	papers	paper	NOUN
cana-1506	338	20	)	)	PUNCT
cana-1506	338	21	,	,	PUNCT
cana-1506	338	22	pages	page	VERB
cana-1506	338	23	648–664	648–664	NUM
cana-1506	338	24	,	,	PUNCT
cana-1506	338	25	dublin	dublin	PROPN
cana-1506	338	26	,	,	PUNCT
cana-1506	338	27	ireland	ireland	PROPN
cana-1506	338	28	.	.	PUNCT
cana-1506	339	1	association	association	PROPN
cana-1506	339	2	for	for	ADP
cana-1506	339	3	computational	computational	ADJ
cana-1506	339	4	linguistics	linguistic	NOUN
cana-1506	339	5	.	.	PUNCT
cana-1506	340	1	[	[	X
cana-1506	340	2	4	4	NUM
cana-1506	340	3	]	]	SYM
cana-1506	340	4	li	li	PROPN
cana-1506	340	5	,	,	PUNCT
cana-1506	340	6	l.	l.	PROPN
cana-1506	340	7	,	,	PUNCT
cana-1506	340	8	zhao	zhao	PROPN
cana-1506	340	9	,	,	PUNCT
cana-1506	340	10	l.	l.	PROPN
cana-1506	340	11	,	,	PUNCT
cana-1506	340	12	nai	nai	PROPN
cana-1506	340	13	,	,	PUNCT
cana-1506	340	14	p.	p.	NOUN
cana-1506	340	15	et	et	NOUN
cana-1506	341	1	al	al	PROPN
cana-1506	341	2	.	.	PROPN
cana-1506	341	3	charge	charge	NOUN
cana-1506	341	4	prediction	prediction	NOUN
cana-1506	341	5	modeling	modeling	NOUN
cana-1506	341	6	with	with	ADP
cana-1506	341	7	interpretation	interpretation	NOUN
cana-1506	341	8	enhancement	enhancement	NOUN
cana-1506	341	9	driven	drive	VERB
cana-1506	341	10	by	by	ADP
cana-1506	341	11	double	double	ADJ
cana-1506	341	12	-	-	PUNCT
cana-1506	341	13	layer	layer	NOUN
cana-1506	341	14	criminal	criminal	ADJ
cana-1506	341	15	system	system	NOUN
cana-1506	341	16	.	.	PUNCT
cana-1506	342	1	world	world	NOUN
cana-1506	342	2	wide	wide	ADJ
cana-1506	342	3	web	web	NOUN
cana-1506	342	4	25	25	NUM
cana-1506	342	5	,	,	PUNCT
cana-1506	342	6	381–400	381–400	NUM
cana-1506	342	7	(	(	PUNCT
cana-1506	342	8	2022	2022	NUM
cana-1506	342	9	)	)	PUNCT
cana-1506	342	10	.	.	PUNCT
cana-1506	343	1	https://doi.org/10.1007/s11280-021-00873-8	https://doi.org/10.1007/s11280-021-00873-8	NUM
cana-1506	344	1	[	[	X
cana-1506	344	2	5	5	X
cana-1506	344	3	]	]	X
cana-1506	344	4	alghazzawi	alghazzawi	NOUN
cana-1506	344	5	d	d	PROPN
cana-1506	344	6	,	,	PUNCT
cana-1506	344	7	bamasag	bamasag	NOUN
cana-1506	344	8	o	o	NOUN
cana-1506	344	9	,	,	PUNCT
cana-1506	344	10	albeshri	albeshri	PROPN
cana-1506	344	11	a	a	PROPN
cana-1506	344	12	,	,	PUNCT
cana-1506	344	13	sana	sana	PROPN
cana-1506	344	14	i	i	PRON
cana-1506	344	15	,	,	PUNCT
cana-1506	344	16	ullah	ullah	PROPN
cana-1506	344	17	h	h	PROPN
cana-1506	344	18	,	,	PUNCT
cana-1506	344	19	asghar	asghar	PROPN
cana-1506	344	20	mz	mz	PROPN
cana-1506	344	21	.	.	PROPN
cana-1506	344	22	efficient	efficient	ADJ
cana-1506	344	23	prediction	prediction	NOUN
cana-1506	344	24	of	of	ADP
cana-1506	344	25	court	court	NOUN
cana-1506	344	26	judgments	judgment	NOUN
cana-1506	344	27	using	use	VERB
cana-1506	344	28	an	an	DET
cana-1506	344	29	lstm+cnn	lstm+cnn	PROPN
cana-1506	344	30	neural	neural	ADJ
cana-1506	344	31	network	network	NOUN
cana-1506	344	32	model	model	NOUN
cana-1506	344	33	with	with	ADP
cana-1506	344	34	an	an	DET
cana-1506	344	35	optimal	optimal	ADJ
cana-1506	344	36	feature	feature	NOUN
cana-1506	344	37	set	set	VERB
cana-1506	344	38	.	.	PUNCT
cana-1506	345	1	mathematics	mathematic	NOUN
cana-1506	345	2	.	.	PUNCT
cana-1506	346	1	2022	2022	NUM
cana-1506	346	2	;	;	PUNCT
cana-1506	347	1	10(5):683	10(5):683	NUM
cana-1506	347	2	.	.	PUNCT
cana-1506	347	3	https://doi.org/10.3390/math10050683	https://doi.org/10.3390/math10050683	PROPN
cana-1506	348	1	[	[	X
cana-1506	348	2	6	6	NUM
cana-1506	348	3	]	]	PUNCT
cana-1506	348	4	ana	ana	PROPN
cana-1506	348	5	silva	silva	PROPN
cana-1506	348	6	,	,	PUNCT
cana-1506	348	7	carlos	carlos	PROPN
cana-1506	348	8	oliveira	oliveira	PROPN
cana-1506	348	9	,	,	PUNCT
cana-1506	348	10	using	use	VERB
cana-1506	348	11	deep	deep	ADJ
cana-1506	348	12	learning	learning	NOUN
cana-1506	348	13	to	to	PART
cana-1506	348	14	predict	predict	VERB
cana-1506	348	15	outcomes	outcome	NOUN
cana-1506	348	16	of	of	ADP
cana-1506	348	17	legal	legal	ADJ
cana-1506	348	18	appeals	appeal	NOUN
cana-1506	348	19	better	well	ADV
cana-1506	348	20	than	than	ADP
cana-1506	348	21	human	human	ADJ
cana-1506	348	22	experts	expert	NOUN
cana-1506	348	23	:	:	PUNCT
cana-1506	348	24	a	a	DET
cana-1506	348	25	study	study	NOUN
cana-1506	348	26	with	with	ADP
cana-1506	348	27	data	datum	NOUN
cana-1506	348	28	from	from	ADP
cana-1506	348	29	brazilian	brazilian	ADJ
cana-1506	348	30	federal	federal	ADJ
cana-1506	348	31	courts	court	NOUN
cana-1506	348	32	.	.	PUNCT
cana-1506	349	1	plos	plos	PROPN
cana-1506	349	2	one	one	NUM
cana-1506	349	3	.	.	PUNCT
cana-1506	350	1	2022	2022	NUM
cana-1506	350	2	jul	jul	PROPN
cana-1506	350	3	28;17(7	28;17(7	NUM
cana-1506	350	4	):	):	PUNCT
cana-1506	350	5	e0272287	e0272287	PROPN
cana-1506	350	6	.	.	PUNCT
cana-1506	351	1	doi	doi	NOUN
cana-1506	351	2	:	:	PUNCT
cana-1506	351	3	10.1371	10.1371	NUM
cana-1506	351	4	/	/	SYM
cana-1506	351	5	journal.pone.0272287	journal.pone.0272287	PROPN
cana-1506	351	6	.	.	PUNCT
cana-1506	352	1	[	[	X
cana-1506	352	2	7	7	X
cana-1506	352	3	]	]	X
cana-1506	352	4	r.	r.	PROPN
cana-1506	352	5	sil	sil	PROPN
cana-1506	352	6	and	and	CCONJ
cana-1506	352	7	a.	a.	PROPN
cana-1506	352	8	roy	roy	PROPN
cana-1506	352	9	,	,	PUNCT
cana-1506	352	10	"	"	PUNCT
cana-1506	352	11	a	a	DET
cana-1506	352	12	novel	novel	ADJ
cana-1506	352	13	approach	approach	NOUN
cana-1506	352	14	on	on	ADP
cana-1506	352	15	argument	argument	NOUN
cana-1506	352	16	based	base	VERB
cana-1506	352	17	legal	legal	ADJ
cana-1506	352	18	prediction	prediction	NOUN
cana-1506	352	19	model	model	NOUN
cana-1506	352	20	using	use	VERB
cana-1506	352	21	machine	machine	NOUN
cana-1506	352	22	learning	learning	NOUN
cana-1506	352	23	,	,	PUNCT
cana-1506	352	24	"	"	PUNCT
cana-1506	352	25	2020	2020	NUM
cana-1506	352	26	international	international	ADJ
cana-1506	352	27	conference	conference	NOUN
cana-1506	352	28	on	on	ADP
cana-1506	352	29	smart	smart	ADJ
cana-1506	352	30	electronics	electronic	NOUN
cana-1506	352	31	and	and	CCONJ
cana-1506	352	32	communication	communication	NOUN
cana-1506	352	33	(	(	PUNCT
cana-1506	352	34	icosec	icosec	NOUN
cana-1506	352	35	)	)	PUNCT
cana-1506	352	36	,	,	PUNCT
cana-1506	352	37	trichy	trichy	PROPN
cana-1506	352	38	,	,	PUNCT
cana-1506	352	39	india	india	PROPN
cana-1506	352	40	,	,	PUNCT
cana-1506	352	41	2020	2020	NUM
cana-1506	352	42	,	,	PUNCT
cana-1506	352	43	pp	pp	ADV
cana-1506	352	44	.	.	PUNCT
cana-1506	353	1	487	487	NUM
cana-1506	353	2	-	-	SYM
cana-1506	353	3	490	490	NUM
cana-1506	353	4	,	,	PUNCT
cana-1506	353	5	doi	doi	NOUN
cana-1506	353	6	:	:	PUNCT
cana-1506	353	7	10.1109	10.1109	NUM
cana-1506	353	8	/	/	SYM
cana-1506	353	9	icosec49089.2020.9215310	icosec49089.2020.9215310	PROPN
cana-1506	353	10	.	.	PUNCT
cana-1506	354	1	[	[	X
cana-1506	354	2	8	8	NUM
cana-1506	354	3	]	]	X
cana-1506	354	4	xuerui	xuerui	PROPN
cana-1506	354	5	shang	shang	PROPN
cana-1506	354	6	,	,	PUNCT
cana-1506	354	7	"	"	PUNCT
cana-1506	354	8	a	a	DET
cana-1506	354	9	computational	computational	ADJ
cana-1506	354	10	intelligence	intelligence	NOUN
cana-1506	354	11	model	model	NOUN
cana-1506	354	12	for	for	ADP
cana-1506	354	13	legal	legal	ADJ
cana-1506	354	14	prediction	prediction	NOUN
cana-1506	354	15	and	and	CCONJ
cana-1506	354	16	decision	decision	NOUN
cana-1506	354	17	support	support	NOUN
cana-1506	354	18	"	"	PUNCT
cana-1506	354	19	,	,	PUNCT
cana-1506	354	20	computational	computational	ADJ
cana-1506	354	21	intelligence	intelligence	NOUN
cana-1506	354	22	and	and	CCONJ
cana-1506	354	23	neuroscience	neuroscience	NOUN
cana-1506	354	24	,	,	PUNCT
cana-1506	354	25	vol	vol	NOUN
cana-1506	354	26	.	.	NOUN
cana-1506	354	27	2022	2022	NUM
cana-1506	354	28	,	,	PUNCT
cana-1506	354	29	article	article	NOUN
cana-1506	354	30	i	i	PROPN
cana-1506	354	31	d	d	PROPN
cana-1506	354	32	5795189	5795189	NUM
cana-1506	354	33	,	,	PUNCT
cana-1506	354	34	8	8	NUM
cana-1506	354	35	pages	page	NOUN
cana-1506	354	36	,	,	PUNCT
cana-1506	354	37	2022	2022	NUM
cana-1506	354	38	.	.	PUNCT
cana-1506	355	1	https://doi.org/10.1155/2022/5795189	https://doi.org/10.1155/2022/5795189	NOUN
cana-1506	355	2	communications	communication	NOUN
cana-1506	355	3	on	on	ADP
cana-1506	355	4	applied	apply	VERB
cana-1506	355	5	nonlinear	nonlinear	ADJ
cana-1506	355	6	analysis	analysis	NOUN
cana-1506	355	7	issn	issn	NOUN
cana-1506	355	8	:	:	PUNCT
cana-1506	355	9	1074	1074	NUM
cana-1506	355	10	-	-	PUNCT
cana-1506	355	11	133x	133x	NUM
cana-1506	355	12	vol	vol	NOUN
cana-1506	355	13	31	31	NUM
cana-1506	355	14	no	no	NOUN
cana-1506	355	15	.	.	PUNCT
cana-1506	356	1	8s	8s	PROPN
cana-1506	356	2	(	(	PUNCT
cana-1506	356	3	2024	2024	NUM
cana-1506	356	4	)	)	PUNCT
cana-1506	356	5	364	364	NUM
cana-1506	356	6	https://internationalpubls.com	https://internationalpubls.com	X
cana-1506	357	1	[	[	X
cana-1506	357	2	9	9	NUM
cana-1506	357	3	]	]	SYM
cana-1506	357	4	zhenyu	zhenyu	PROPN
cana-1506	357	5	liu	liu	PROPN
cana-1506	357	6	&	&	CCONJ
cana-1506	357	7	chen	chen	PROPN
cana-1506	357	8	huanhuan	huanhuan	PROPN
cana-1506	357	9	,	,	PUNCT
cana-1506	357	10	‟a	‟a	PROPN
cana-1506	357	11	predictive	predictive	ADJ
cana-1506	357	12	performance	performance	NOUN
cana-1506	357	13	comparison	comparison	NOUN
cana-1506	357	14	of	of	ADP
cana-1506	357	15	machine	machine	NOUN
cana-1506	357	16	learning	learning	NOUN
cana-1506	357	17	models	model	NOUN
cana-1506	357	18	for	for	ADP
cana-1506	357	19	judicial	judicial	ADJ
cana-1506	357	20	cases	case	NOUN
cana-1506	357	21	”	"	PUNCT
cana-1506	357	22	,	,	PUNCT
cana-1506	357	23	ieee	ieee	NOUN
cana-1506	357	24	symposium	symposium	NOUN
cana-1506	357	25	series	series	PROPN
cana-1506	357	26	on	on	ADP
cana-1506	357	27	computational	computational	ADJ
cana-1506	357	28	intelligence	intelligence	NOUN
cana-1506	357	29	(	(	PUNCT
cana-1506	357	30	ssci	ssci	PROPN
cana-1506	357	31	)	)	PUNCT
cana-1506	357	32	,	,	PUNCT
cana-1506	357	33	november	november	PROPN
cana-1506	357	34	2017	2017	NUM
cana-1506	357	35	,	,	PUNCT
cana-1506	357	36	pp	pp	ADJ
cana-1506	357	37	.	.	PUNCT
cana-1506	358	1	1–6	1–6	NUM
cana-1506	358	2	,	,	PUNCT
cana-1506	358	3	doi	doi	NOUN
cana-1506	358	4	:	:	PUNCT
cana-1506	358	5	10.1109	10.1109	NUM
cana-1506	358	6	/	/	SYM
cana-1506	358	7	ssci.2017.8285436	ssci.2017.8285436	NOUN
cana-1506	358	8	.	.	PUNCT
cana-1506	359	1	[	[	X
cana-1506	359	2	10	10	NUM
cana-1506	359	3	]	]	PUNCT
cana-1506	359	4	xiaoding	xiaode	VERB
cana-1506	359	5	guo	guo	PROPN
cana-1506	359	6	,	,	PUNCT
cana-1506	359	7	hongli	hongli	PROPN
cana-1506	359	8	zhang	zhang	PROPN
cana-1506	359	9	,	,	PUNCT
cana-1506	359	10	lin	lin	PROPN
cana-1506	359	11	ye	ye	PROPN
cana-1506	359	12	&	&	CCONJ
cana-1506	359	13	shang	shang	PROPN
cana-1506	359	14	li	li	PROPN
cana-1506	359	15	,	,	PUNCT
cana-1506	359	16	‟tenla	‟tenla	NOUN
cana-1506	359	17	:	:	PUNCT
cana-1506	359	18	an	an	DET
cana-1506	359	19	approach	approach	NOUN
cana-1506	359	20	based	base	VERB
cana-1506	359	21	on	on	ADP
cana-1506	359	22	controllable	controllable	ADJ
cana-1506	359	23	tensor	tensor	NOUN
cana-1506	359	24	decomposition	decomposition	NOUN
cana-1506	359	25	and	and	CCONJ
cana-1506	359	26	optimized	optimize	VERB
cana-1506	359	27	lasso	lasso	NOUN
cana-1506	359	28	regression	regression	NOUN
cana-1506	359	29	for	for	ADP
cana-1506	359	30	judgment	judgment	NOUN
cana-1506	359	31	prediction	prediction	NOUN
cana-1506	359	32	of	of	ADP
cana-1506	359	33	legal	legal	ADJ
cana-1506	359	34	cases	case	NOUN
cana-1506	359	35	"	"	PUNCT
cana-1506	359	36	,	,	PUNCT
cana-1506	359	37	applied	applied	ADJ
cana-1506	359	38	intelligence	intelligence	NOUN
cana-1506	359	39	,	,	PUNCT
cana-1506	359	40	april	april	PROPN
cana-1506	359	41	2021	2021	NUM
cana-1506	359	42	,	,	PUNCT
cana-1506	359	43	doi	doi	NOUN
cana-1506	359	44	:	:	PUNCT
cana-1506	359	45	https://link.springer.com/article/10.1007/s10489-020-01912-z	https://link.springer.com/article/10.1007/s10489-020-01912-z	NOUN
cana-1506	359	46	.	.	PUNCT
cana-1506	360	1	[	[	X
cana-1506	360	2	11	11	NUM
cana-1506	360	3	]	]	X
cana-1506	360	4	shangbang	shangbang	NOUN
cana-1506	360	5	long	long	ADV
cana-1506	360	6	,	,	PUNCT
cana-1506	360	7	cunchao	cunchao	PROPN
cana-1506	360	8	tu	tu	PROPN
cana-1506	360	9	,	,	PUNCT
cana-1506	360	10	zhiyuan	zhiyuan	PROPN
cana-1506	360	11	liu	liu	PROPN
cana-1506	360	12	,	,	PUNCT
cana-1506	360	13	maosong	maosong	PROPN
cana-1506	360	14	sun	sun	PROPN
cana-1506	360	15	,	,	PUNCT
cana-1506	360	16	‟automatic	‟automatic	ADJ
cana-1506	360	17	judgment	judgment	NOUN
cana-1506	360	18	prediction	prediction	NOUN
cana-1506	360	19	via	via	ADP
cana-1506	360	20	legal	legal	ADJ
cana-1506	360	21	reading	reading	NOUN
cana-1506	360	22	comprehension	comprehension	NOUN
cana-1506	360	23	"	"	PUNCT
cana-1506	360	24	,	,	PUNCT
cana-1506	360	25	september	september	PROPN
cana-1506	360	26	2018	2018	NUM
cana-1506	360	27	,	,	PUNCT
cana-1506	360	28	doi	doi	NOUN
cana-1506	360	29	:	:	PUNCT
cana-1506	360	30	https://arxiv.org/abs/1809.06537v1	https://arxiv.org/abs/1809.06537v1	NOUN
cana-1506	360	31	.	.	PUNCT
cana-1506	361	1	[	[	X
cana-1506	361	2	12	12	NUM
cana-1506	361	3	]	]	X
cana-1506	361	4	chalkidis	chalkidis	PROPN
cana-1506	361	5	ilias	ilias	PROPN
cana-1506	361	6	,	,	PUNCT
cana-1506	361	7	androutsopoulos	androutsopoulos	PROPN
cana-1506	361	8	ion	ion	NOUN
cana-1506	361	9	&	&	CCONJ
cana-1506	361	10	aletra	aletra	PROPN
cana-1506	361	11	nikolaos	nikolaos	PROPN
cana-1506	361	12	,	,	PUNCT
cana-1506	361	13	‟neural	‟neural	ADJ
cana-1506	361	14	legal	legal	ADJ
cana-1506	361	15	judgment	judgment	NOUN
cana-1506	361	16	prediction	prediction	NOUN
cana-1506	361	17	in	in	ADP
cana-1506	361	18	english	english	PROPN
cana-1506	361	19	”	"	PUNCT
cana-1506	361	20	,	,	PUNCT
cana-1506	361	21	proceedings	proceeding	NOUN
cana-1506	361	22	of	of	ADP
cana-1506	361	23	the	the	DET
cana-1506	361	24	57th	57th	ADJ
cana-1506	361	25	annual	annual	ADJ
cana-1506	361	26	meeting	meeting	NOUN
cana-1506	361	27	of	of	ADP
cana-1506	361	28	the	the	DET
cana-1506	361	29	association	association	NOUN
cana-1506	361	30	for	for	ADP
cana-1506	361	31	computational	computational	ADJ
cana-1506	361	32	linguistics	linguistic	NOUN
cana-1506	361	33	,	,	PUNCT
cana-1506	361	34	athens	athens	PROPN
cana-1506	361	35	university	university	PROPN
cana-1506	361	36	of	of	ADP
cana-1506	361	37	economics	economic	NOUN
cana-1506	361	38	and	and	CCONJ
cana-1506	361	39	business	business	NOUN
cana-1506	361	40	,	,	PUNCT
cana-1506	361	41	greece	greece	PROPN
cana-1506	361	42	,	,	PUNCT
cana-1506	361	43	august	august	PROPN
cana-1506	361	44	2019	2019	NUM
cana-1506	361	45	,	,	PUNCT
cana-1506	361	46	florence	florence	NOUN
cana-1506	361	47	,	,	PUNCT
cana-1506	361	48	italy	italy	PROPN
cana-1506	361	49	,	,	PUNCT
cana-1506	361	50	pp	pp	X
cana-1506	361	51	.	.	PUNCT
cana-1506	362	1	4317	4317	NUM
cana-1506	362	2	-	-	SYM
cana-1506	362	3	4323	4323	NUM
cana-1506	362	4	,	,	PUNCT
cana-1506	362	5	doi	doi	NOUN
cana-1506	362	6	:	:	PUNCT
cana-1506	362	7	10.18653	10.18653	NUM
cana-1506	362	8	/	/	SYM
cana-1506	362	9	v1	v1	NOUN
cana-1506	362	10	/	/	SYM
cana-1506	362	11	p19	p19	NOUN
cana-1506	362	12	-	-	PUNCT
cana-1506	362	13	424	424	NUM
cana-1506	362	14	.	.	PUNCT
cana-1506	363	1	[	[	X
cana-1506	363	2	13	13	NUM
cana-1506	363	3	]	]	SYM
cana-1506	363	4	13	13	NUM
cana-1506	363	5	.	.	PUNCT
cana-1506	363	6	wenmian	wenmian	PROPN
cana-1506	363	7	yang	yang	PROPN
cana-1506	363	8	,	,	PUNCT
cana-1506	363	9	weijia	weijia	PROPN
cana-1506	363	10	jia	jia	PROPN
cana-1506	363	11	,	,	PUNCT
cana-1506	363	12	xiaojie	xiaojie	PROPN
cana-1506	363	13	zhou	zhou	PROPN
cana-1506	363	14	&	&	CCONJ
cana-1506	363	15	yutao	yutao	PROPN
cana-1506	363	16	luo	luo	PROPN
cana-1506	363	17	,	,	PUNCT
cana-1506	363	18	‟legal	‟legal	ADJ
cana-1506	363	19	judgment	judgment	NOUN
cana-1506	363	20	prediction	prediction	NOUN
cana-1506	363	21	via	via	ADP
cana-1506	363	22	multi	multi	ADJ
cana-1506	363	23	-	-	ADJ
cana-1506	363	24	perspective	perspective	ADJ
cana-1506	363	25	bifeedback	bifeedback	NOUN
cana-1506	363	26	network	network	NOUN
cana-1506	363	27	"	"	PUNCT
cana-1506	363	28	,	,	PUNCT
cana-1506	363	29	twenty	twenty	NUM
cana-1506	363	30	-	-	PUNCT
cana-1506	363	31	eighth	eighth	ADJ
cana-1506	363	32	international	international	ADJ
cana-1506	363	33	joint	joint	ADJ
cana-1506	363	34	conference	conference	NOUN
cana-1506	363	35	on	on	ADP
cana-1506	363	36	artificial	artificial	ADJ
cana-1506	363	37	intelligence	intelligence	NOUN
cana-1506	363	38	(	(	PUNCT
cana-1506	363	39	ijcai19	ijcai19	NOUN
cana-1506	363	40	)	)	PUNCT
cana-1506	363	41	,	,	PUNCT
cana-1506	363	42	macau	macau	PROPN
cana-1506	363	43	,	,	PUNCT
cana-1506	363	44	china	china	PROPN
cana-1506	363	45	,	,	PUNCT
cana-1506	363	46	august	august	PROPN
cana-1506	363	47	2019	2019	NUM
cana-1506	363	48	,	,	PUNCT
cana-1506	363	49	doi	doi	NOUN
cana-1506	363	50	:	:	PUNCT
cana-1506	363	51	http://dx.doi.org/10.24963/ijcai.2019/567	http://dx.doi.org/10.24963/ijcai.2019/567	X
cana-1506	363	52	.	.	PUNCT
cana-1506	364	1	[	[	X
cana-1506	364	2	14	14	NUM
cana-1506	364	3	]	]	X
cana-1506	364	4	rupali	rupali	VERB
cana-1506	364	5	sunil	sunil	PROPN
cana-1506	364	6	wagh	wagh	PROPN
cana-1506	364	7	,	,	PUNCT
cana-1506	364	8	‟exploratory	‟exploratory	ADJ
cana-1506	364	9	analysis	analysis	NOUN
cana-1506	364	10	of	of	ADP
cana-1506	364	11	legal	legal	ADJ
cana-1506	364	12	documents	document	NOUN
cana-1506	364	13	using	use	VERB
cana-1506	364	14	unsupervised	unsupervised	ADJ
cana-1506	364	15	text	text	NOUN
cana-1506	364	16	mining	mining	NOUN
cana-1506	364	17	techniques	technique	NOUN
cana-1506	364	18	”	"	PUNCT
cana-1506	364	19	,	,	PUNCT
cana-1506	364	20	international	international	ADJ
cana-1506	364	21	journal	journal	NOUN
cana-1506	364	22	of	of	ADP
cana-1506	364	23	engineering	engineering	PROPN
cana-1506	364	24	research	research	NOUN
cana-1506	364	25	&	&	CCONJ
cana-1506	364	26	technology	technology	PROPN
cana-1506	364	27	(	(	PUNCT
cana-1506	364	28	ijert	ijert	PROPN
cana-1506	364	29	)	)	PUNCT
cana-1506	364	30	,	,	PUNCT
cana-1506	364	31	february	february	PROPN
cana-1506	364	32	2014	2014	NUM
cana-1506	364	33	,	,	PUNCT
cana-1506	364	34	vol	vol	NOUN
cana-1506	364	35	.	.	PROPN
cana-1506	364	36	03	03	NUM
cana-1506	364	37	,	,	PUNCT
cana-1506	364	38	issue	issue	NOUN
cana-1506	364	39	2	2	NUM
cana-1506	364	40	,	,	PUNCT
cana-1506	364	41	issn	issn	PROPN
cana-1506	364	42	22780181	22780181	NUM
cana-1506	364	43	,	,	PUNCT
cana-1506	364	44	pp	pp	ADJ
cana-1506	364	45	.	.	PUNCT
cana-1506	365	1	373	373	NUM
cana-1506	365	2	-	-	SYM
cana-1506	365	3	381	381	NUM
cana-1506	365	4	.	.	PUNCT
cana-1506	366	1	[	[	X
cana-1506	366	2	15	15	NUM
cana-1506	366	3	]	]	PUNCT
cana-1506	366	4	verma	verma	PROPN
cana-1506	366	5	luxmi	luxmi	PROPN
cana-1506	366	6	,	,	PUNCT
cana-1506	366	7	srinivasan	srinivasan	PROPN
cana-1506	366	8	s	s	PROPN
cana-1506	366	9	,	,	PUNCT
cana-1506	366	10	sapra	sapra	ADJ
cana-1506	366	11	varun	varun	NOUN
cana-1506	366	12	,	,	PUNCT
cana-1506	366	13	‟integration	‟integration	NOUN
cana-1506	366	14	of	of	ADP
cana-1506	366	15	rule	rule	NOUN
cana-1506	366	16	based	base	VERB
cana-1506	366	17	and	and	CCONJ
cana-1506	366	18	case	case	NOUN
cana-1506	366	19	-	-	PUNCT
cana-1506	366	20	based	base	VERB
cana-1506	366	21	reasoning	reasoning	NOUN
cana-1506	366	22	system	system	NOUN
cana-1506	366	23	to	to	PART
cana-1506	366	24	support	support	VERB
cana-1506	366	25	decision	decision	NOUN
cana-1506	366	26	making	make	VERB
cana-1506	366	27	”	"	PUNCT
cana-1506	366	28	,	,	PUNCT
cana-1506	366	29	international	international	ADJ
cana-1506	366	30	conference	conference	NOUN
cana-1506	366	31	on	on	ADP
cana-1506	366	32	issues	issue	NOUN
cana-1506	366	33	and	and	CCONJ
cana-1506	366	34	challenges	challenge	NOUN
cana-1506	366	35	in	in	ADP
cana-1506	366	36	intelligent	intelligent	ADJ
cana-1506	366	37	computing	computing	NOUN
cana-1506	366	38	techniques	technique	NOUN
cana-1506	366	39	(	(	PUNCT
cana-1506	366	40	icict	icict	NOUN
cana-1506	366	41	)	)	PUNCT
cana-1506	366	42	,	,	PUNCT
cana-1506	366	43	ieee	ieee	NOUN
cana-1506	366	44	,	,	PUNCT
cana-1506	366	45	ghaziabad	ghaziabad	PROPN
cana-1506	366	46	,	,	PUNCT
cana-1506	366	47	india	india	PROPN
cana-1506	366	48	,	,	PUNCT
cana-1506	366	49	feb	feb	PROPN
cana-1506	366	50	2014	2014	NUM
cana-1506	366	51	,	,	PUNCT
cana-1506	366	52	pp	pp	ADP
cana-1506	366	53	.	.	PUNCT
cana-1506	367	1	106	106	NUM
cana-1506	367	2	-	-	SYM
cana-1506	367	3	108	108	NUM
cana-1506	367	4	,	,	PUNCT
cana-1506	367	5	doi:10.1109	doi:10.1109	VERB
cana-1506	367	6	/	/	SYM
cana-1506	368	1	icicict.2014.6781260	icicict.2014.6781260	NOUN
cana-1506	368	2	.	.	PUNCT
cana-1506	369	1	[	[	X
cana-1506	369	2	16	16	NUM
cana-1506	369	3	]	]	PUNCT
cana-1506	369	4	m.	m.	PROPN
cana-1506	369	5	b.	b.	PROPN
cana-1506	369	6	l.	l.	PROPN
cana-1506	369	7	virtucio	virtucio	PROPN
cana-1506	369	8	et	et	PROPN
cana-1506	369	9	al	al	PROPN
cana-1506	369	10	.	.	PROPN
cana-1506	369	11	,	,	PUNCT
cana-1506	369	12	"	"	PUNCT
cana-1506	369	13	predicting	predict	VERB
cana-1506	369	14	decisions	decision	NOUN
cana-1506	369	15	of	of	ADP
cana-1506	369	16	the	the	DET
cana-1506	369	17	philippine	philippine	ADJ
cana-1506	369	18	supreme	supreme	PROPN
cana-1506	369	19	court	court	PROPN
cana-1506	369	20	using	use	VERB
cana-1506	369	21	natural	natural	ADJ
cana-1506	369	22	language	language	NOUN
cana-1506	369	23	processing	processing	NOUN
cana-1506	369	24	and	and	CCONJ
cana-1506	369	25	machine	machine	NOUN
cana-1506	369	26	learning	learning	NOUN
cana-1506	369	27	,	,	PUNCT
cana-1506	369	28	"	"	PUNCT
cana-1506	369	29	2018	2018	NUM
cana-1506	369	30	ieee	ieee	NOUN
cana-1506	369	31	42nd	42nd	NOUN
cana-1506	369	32	annual	annual	ADJ
cana-1506	369	33	computer	computer	NOUN
cana-1506	369	34	software	software	NOUN
cana-1506	369	35	and	and	CCONJ
cana-1506	369	36	applications	application	NOUN
cana-1506	369	37	conference	conference	NOUN
cana-1506	369	38	(	(	PUNCT
cana-1506	369	39	compsac	compsac	NOUN
cana-1506	369	40	)	)	PUNCT
cana-1506	369	41	,	,	PUNCT
cana-1506	369	42	tokyo	tokyo	PROPN
cana-1506	369	43	,	,	PUNCT
cana-1506	369	44	japan	japan	PROPN
cana-1506	369	45	,	,	PUNCT
cana-1506	369	46	2018	2018	NUM
cana-1506	369	47	,	,	PUNCT
cana-1506	369	48	pp	pp	ADP
cana-1506	369	49	.	.	PUNCT
cana-1506	369	50	130	130	NUM
cana-1506	369	51	-	-	SYM
cana-1506	369	52	135	135	NUM
cana-1506	369	53	,	,	PUNCT
cana-1506	369	54	doi	doi	NOUN
cana-1506	369	55	:	:	PUNCT
cana-1506	369	56	10.1109	10.1109	NUM
cana-1506	369	57	/	/	SYM
cana-1506	369	58	compsac.2018.10348	compsac.2018.10348	NOUN
cana-1506	369	59	.	.	PUNCT
cana-1506	370	1	[	[	X
cana-1506	370	2	17	17	NUM
cana-1506	370	3	]	]	X
cana-1506	370	4	aletras	aletras	PROPN
cana-1506	370	5	n	n	CCONJ
cana-1506	370	6	,	,	PUNCT
cana-1506	370	7	tsarapatsanis	tsarapatsanis	PROPN
cana-1506	370	8	d	d	PROPN
cana-1506	370	9	,	,	PUNCT
cana-1506	370	10	preoţiuc	preoţiuc	NOUN
cana-1506	370	11	-	-	PUNCT
cana-1506	370	12	pietro	pietro	NOUN
cana-1506	370	13	d	d	NOUN
cana-1506	370	14	,	,	PUNCT
cana-1506	370	15	lampos	lampos	NOUN
cana-1506	370	16	v.	v.	ADP
cana-1506	370	17	2016	2016	NUM
cana-1506	370	18	.	.	PUNCT
cana-1506	370	19	predicting	predict	VERB
cana-1506	370	20	judicial	judicial	ADJ
cana-1506	370	21	decisions	decision	NOUN
cana-1506	370	22	of	of	ADP
cana-1506	370	23	the	the	DET
cana-1506	370	24	european	european	PROPN
cana-1506	370	25	court	court	PROPN
cana-1506	370	26	of	of	ADP
cana-1506	370	27	human	human	ADJ
cana-1506	370	28	rights	right	NOUN
cana-1506	370	29	:	:	PUNCT
cana-1506	370	30	a	a	DET
cana-1506	370	31	natural	natural	ADJ
cana-1506	370	32	language	language	NOUN
cana-1506	370	33	processing	processing	NOUN
cana-1506	370	34	perspective	perspective	NOUN
cana-1506	370	35	.	.	PUNCT
cana-1506	371	1	peerj	peerj	PROPN
cana-1506	371	2	computer	computer	NOUN
cana-1506	371	3	science	science	NOUN
cana-1506	371	4	2	2	NUM
cana-1506	371	5	:	:	PUNCT
cana-1506	371	6	e93	e93	PROPN
cana-1506	371	7	https://doi.org/10.7717/peerj-cs.93	https://doi.org/10.7717/peerj-cs.93	PROPN
cana-1506	372	1	[	[	X
cana-1506	372	2	18	18	NUM
cana-1506	372	3	]	]	X
cana-1506	372	4	sert	sert	NOUN
cana-1506	372	5	,	,	PUNCT
cana-1506	372	6	mehmet	mehmet	PROPN
cana-1506	372	7	,	,	PUNCT
cana-1506	372	8	engin	engin	PROPN
cana-1506	372	9	yıldırım	yıldırım	PROPN
cana-1506	372	10	,	,	PUNCT
cana-1506	372	11	and	and	CCONJ
cana-1506	372	12	i̇rfan	i̇rfan	NOUN
cana-1506	372	13	haşlak	haşlak	ADJ
cana-1506	372	14	.	.	PUNCT
cana-1506	373	1	"	"	PUNCT
cana-1506	373	2	using	use	VERB
cana-1506	373	3	artificial	artificial	ADJ
cana-1506	373	4	intelligence	intelligence	NOUN
cana-1506	373	5	to	to	PART
cana-1506	373	6	predict	predict	VERB
cana-1506	373	7	decisions	decision	NOUN
cana-1506	373	8	of	of	ADP
cana-1506	373	9	the	the	DET
cana-1506	373	10	turkish	turkish	ADJ
cana-1506	373	11	constitutional	constitutional	ADJ
cana-1506	373	12	court	court	NOUN
cana-1506	373	13	,	,	PUNCT
cana-1506	373	14	"	"	PUNCT
cana-1506	373	15	social	social	ADJ
cana-1506	373	16	science	science	NOUN
cana-1506	373	17	computer	computer	NOUN
cana-1506	373	18	review	review	NOUN
cana-1506	373	19	,	,	PUNCT
cana-1506	373	20	1	1	NUM
cana-1506	373	21	,	,	PUNCT
cana-1506	373	22	2021	2021	NUM
cana-1506	373	23	[	[	X
cana-1506	373	24	19	19	NUM
cana-1506	373	25	]	]	X
cana-1506	373	26	zhong	zhong	PROPN
cana-1506	373	27	,	,	PUNCT
cana-1506	373	28	h.	h.	PROPN
cana-1506	373	29	,	,	PUNCT
cana-1506	373	30	zhipeng	zhipeng	PROPN
cana-1506	373	31	,	,	PUNCT
cana-1506	373	32	g.	g.	PROPN
cana-1506	373	33	,	,	PUNCT
cana-1506	373	34	tu	tu	PROPN
cana-1506	373	35	,	,	PUNCT
cana-1506	373	36	c.	c.	PROPN
cana-1506	373	37	,	,	PUNCT
cana-1506	373	38	xiao	xiao	PROPN
cana-1506	373	39	,	,	PUNCT
cana-1506	373	40	c.	c.	PROPN
cana-1506	373	41	,	,	PUNCT
cana-1506	373	42	liu	liu	PROPN
cana-1506	373	43	,	,	PUNCT
cana-1506	373	44	z.	z.	PROPN
cana-1506	373	45	,	,	PUNCT
cana-1506	373	46	&	&	CCONJ
cana-1506	373	47	amp	amp	PROPN
cana-1506	373	48	;	;	PUNCT
cana-1506	373	49	sun	sun	NOUN
cana-1506	373	50	,	,	PUNCT
cana-1506	373	51	m.	m.	NOUN
cana-1506	373	52	(	(	PUNCT
cana-1506	373	53	2018	2018	NUM
cana-1506	373	54	)	)	PUNCT
cana-1506	373	55	.	.	PUNCT
cana-1506	374	1	legal	legal	ADJ
cana-1506	374	2	judgment	judgment	NOUN
cana-1506	374	3	prediction	prediction	NOUN
cana-1506	374	4	via	via	ADP
cana-1506	374	5	topological	topological	ADJ
cana-1506	374	6	learning	learning	NOUN
cana-1506	374	7	.	.	PUNCT
cana-1506	375	1	in	in	ADP
cana-1506	375	2	proceedings	proceeding	NOUN
cana-1506	375	3	of	of	ADP
cana-1506	375	4	the	the	DET
cana-1506	375	5	2018	2018	NUM
cana-1506	375	6	conference	conference	NOUN
cana-1506	375	7	on	on	ADP
cana-1506	375	8	empirical	empirical	ADJ
cana-1506	375	9	methods	method	NOUN
cana-1506	375	10	in	in	ADP
cana-1506	375	11	natural	natural	ADJ
cana-1506	375	12	language	language	NOUN
cana-1506	375	13	processing	processing	NOUN
cana-1506	375	14	(	(	PUNCT
cana-1506	375	15	pp	pp	ADJ
cana-1506	375	16	.	.	PUNCT
cana-1506	375	17	35403549	35403549	NUM
cana-1506	375	18	)	)	PUNCT
cana-1506	375	19	.	.	PUNCT
cana-1506	376	1	[	[	X
cana-1506	376	2	20	20	NUM
cana-1506	376	3	]	]	PUNCT
cana-1506	376	4	w.	w.	PROPN
cana-1506	376	5	lin	lin	PROPN
cana-1506	376	6	,	,	PUNCT
cana-1506	376	7	t.	t.	PROPN
cana-1506	376	8	kuo	kuo	PROPN
cana-1506	376	9	,	,	PUNCT
cana-1506	376	10	t.	t.	PROPN
cana-1506	376	11	chang	chang	PROPN
cana-1506	376	12	,	,	PUNCT
cana-1506	376	13	c.	c.	PROPN
cana-1506	376	14	yen	yen	PROPN
cana-1506	376	15	,	,	PUNCT
cana-1506	376	16	c.	c.	PROPN
cana-1506	376	17	chen	chen	PROPN
cana-1506	376	18	,	,	PUNCT
cana-1506	376	19	and	and	CCONJ
cana-1506	376	20	s.	s.	PROPN
cana-1506	376	21	lin	lin	PROPN
cana-1506	376	22	,	,	PUNCT
cana-1506	376	23	‘	'	PUNCT
cana-1506	376	24	‘	'	PUNCT
cana-1506	376	25	exploiting	exploit	VERB
cana-1506	376	26	machine	machine	NOUN
cana-1506	376	27	learning	learning	NOUN
cana-1506	376	28	models	model	NOUN
cana-1506	376	29	for	for	ADP
cana-1506	376	30	chinese	chinese	ADJ
cana-1506	376	31	legal	legal	ADJ
cana-1506	376	32	documents	document	NOUN
cana-1506	376	33	labeling	labeling	NOUN
cana-1506	376	34	,	,	PUNCT
cana-1506	376	35	case	case	NOUN
cana-1506	376	36	classification	classification	NOUN
cana-1506	376	37	,	,	PUNCT
cana-1506	376	38	and	and	CCONJ
cana-1506	376	39	sentencing	sentencing	NOUN
cana-1506	376	40	prediction	prediction	NOUN
cana-1506	376	41	,	,	PUNCT
cana-1506	376	42	’’	’'	PUNCT
cana-1506	376	43	ijclclp	ijclclp	VERB
cana-1506	376	44	,	,	PUNCT
cana-1506	376	45	vol	vol	NOUN
cana-1506	376	46	.	.	PROPN
cana-1506	376	47	17	17	NUM
cana-1506	376	48	,	,	PUNCT
cana-1506	376	49	no	no	INTJ
cana-1506	376	50	.	.	NOUN
cana-1506	376	51	4	4	NUM
cana-1506	376	52	,	,	PUNCT
cana-1506	376	53	pp	pp	ADJ
cana-1506	376	54	.	.	PUNCT
cana-1506	376	55	49–68	49–68	NOUN
cana-1506	376	56	,	,	PUNCT
cana-1506	376	57	2012	2012	NUM
cana-1506	376	58	.	.	PUNCT
cana-1506	377	1	[	[	X
cana-1506	377	2	21	21	NUM
cana-1506	377	3	]	]	SYM
cana-1506	377	4	osbeck	osbeck	PROPN
cana-1506	377	5	,	,	PUNCT
cana-1506	377	6	m.	m.	NOUN
cana-1506	377	7	k.	k.	PROPN
cana-1506	377	8	(	(	PUNCT
cana-1506	377	9	2018	2018	NUM
cana-1506	377	10	)	)	PUNCT
cana-1506	377	11	.	.	PUNCT
cana-1506	378	1	lawyer	lawyer	NOUN
cana-1506	378	2	as	as	ADP
cana-1506	378	3	soothsayer	soothsayer	NOUN
cana-1506	378	4	:	:	PUNCT
cana-1506	378	5	exploring	explore	VERB
cana-1506	378	6	the	the	DET
cana-1506	378	7	important	important	ADJ
cana-1506	378	8	role	role	NOUN
cana-1506	378	9	of	of	ADP
cana-1506	378	10	outcome	outcome	NOUN
cana-1506	378	11	prediction	prediction	NOUN
cana-1506	378	12	in	in	ADP
cana-1506	378	13	the	the	DET
cana-1506	378	14	practice	practice	NOUN
cana-1506	378	15	of	of	ADP
cana-1506	378	16	law	law	NOUN
cana-1506	378	17	.	.	PUNCT
cana-1506	379	1	[	[	X
cana-1506	379	2	22	22	NUM
cana-1506	379	3	]	]	X
cana-1506	379	4	zhong	zhong	PROPN
cana-1506	379	5	,	,	PUNCT
cana-1506	379	6	h.	h.	PROPN
cana-1506	379	7	,	,	PUNCT
cana-1506	379	8	wang	wang	PROPN
cana-1506	379	9	,	,	PUNCT
cana-1506	379	10	y.	y.	PROPN
cana-1506	379	11	,	,	PUNCT
cana-1506	379	12	tu	tu	PROPN
cana-1506	379	13	,	,	PUNCT
cana-1506	379	14	c.	c.	PROPN
cana-1506	379	15	,	,	PUNCT
cana-1506	379	16	zhang	zhang	PROPN
cana-1506	379	17	,	,	PUNCT
cana-1506	379	18	t.	t.	PROPN
cana-1506	379	19	,	,	PUNCT
cana-1506	379	20	liu	liu	PROPN
cana-1506	379	21	,	,	PUNCT
cana-1506	379	22	z.	z.	PROPN
cana-1506	379	23	,	,	PUNCT
cana-1506	379	24	sun	sun	PROPN
cana-1506	379	25	,	,	PUNCT
cana-1506	379	26	m.	m.	NOUN
cana-1506	379	27	:	:	PUNCT
cana-1506	379	28	iteratively	iteratively	ADV
cana-1506	379	29	questioning	question	VERB
cana-1506	379	30	and	and	CCONJ
cana-1506	379	31	answering	answer	VERB
cana-1506	379	32	for	for	ADP
cana-1506	379	33	interpretable	interpretable	ADJ
cana-1506	379	34	legal	legal	ADJ
cana-1506	379	35	judgment	judgment	NOUN
cana-1506	379	36	prediction	prediction	NOUN
cana-1506	379	37	.	.	PUNCT
cana-1506	380	1	proceedings	proceeding	NOUN
cana-1506	380	2	of	of	ADP
cana-1506	380	3	the	the	DET
cana-1506	380	4	aaai	aaai	PROPN
cana-1506	380	5	conference	conference	NOUN
cana-1506	380	6	on	on	ADP
cana-1506	380	7	artificial	artificial	ADJ
cana-1506	380	8	intelligence	intelligence	NOUN
cana-1506	380	9	,	,	PUNCT
cana-1506	380	10	vol	vol	NOUN
cana-1506	380	11	.	.	PROPN
cana-1506	380	12	34	34	NUM
cana-1506	380	13	,	,	PUNCT
cana-1506	380	14	pp	pp	ADJ
cana-1506	380	15	.	.	PUNCT
cana-1506	381	1	1250–1257	1250–1257	NUM
cana-1506	381	2	(	(	PUNCT
cana-1506	381	3	2020	2020	NUM
cana-1506	381	4	)	)	PUNCT
cana-1506	382	1	[	[	X
cana-1506	382	2	23	23	NUM
cana-1506	382	3	]	]	X
cana-1506	382	4	ma	ma	PROPN
cana-1506	382	5	,	,	PUNCT
cana-1506	382	6	l.	l.	PROPN
cana-1506	382	7	;	;	PUNCT
cana-1506	382	8	zhang	zhang	PROPN
cana-1506	382	9	,	,	PUNCT
cana-1506	382	10	y.	y.	PROPN
cana-1506	382	11	;	;	PUNCT
cana-1506	382	12	wang	wang	PROPN
cana-1506	382	13	,	,	PUNCT
cana-1506	382	14	t.	t.	PROPN
cana-1506	382	15	;	;	PUNCT
cana-1506	382	16	liu	liu	PROPN
cana-1506	382	17	,	,	PUNCT
cana-1506	382	18	x.	x.	NOUN
cana-1506	382	19	;	;	PUNCT
cana-1506	382	20	ye	ye	PRON
cana-1506	382	21	,	,	PUNCT
cana-1506	382	22	w.	w.	PROPN
cana-1506	382	23	;	;	PUNCT
cana-1506	382	24	sun	sun	PROPN
cana-1506	382	25	,	,	PUNCT
cana-1506	382	26	c.	c.	PROPN
cana-1506	382	27	;	;	PUNCT
cana-1506	382	28	zhang	zhang	PROPN
cana-1506	382	29	,	,	PUNCT
cana-1506	382	30	s.	s.	PROPN
cana-1506	382	31	legal	legal	ADJ
cana-1506	382	32	judgment	judgment	NOUN
cana-1506	382	33	prediction	prediction	NOUN
cana-1506	382	34	with	with	ADP
cana-1506	382	35	multi	multi	ADJ
cana-1506	382	36	-	-	ADJ
cana-1506	382	37	stage	stage	NOUN
cana-1506	382	38	case	case	NOUN
cana-1506	382	39	representation	representation	NOUN
cana-1506	382	40	learning	learning	NOUN
cana-1506	382	41	in	in	ADP
cana-1506	382	42	the	the	DET
cana-1506	382	43	real	real	ADJ
cana-1506	382	44	court	court	NOUN
cana-1506	382	45	setting	setting	NOUN
cana-1506	382	46	.	.	PUNCT
cana-1506	383	1	in	in	ADP
cana-1506	383	2	proceedings	proceeding	NOUN
cana-1506	383	3	of	of	ADP
cana-1506	383	4	the	the	DET
cana-1506	383	5	44th	44th	ADJ
cana-1506	383	6	international	international	PROPN
cana-1506	383	7	acm	acm	PROPN
cana-1506	383	8	sigir	sigir	PROPN
cana-1506	383	9	conference	conference	PROPN
cana-1506	383	10	on	on	ADP
cana-1506	383	11	research	research	NOUN
cana-1506	383	12	and	and	CCONJ
cana-1506	383	13	development	development	NOUN
cana-1506	383	14	in	in	ADP
cana-1506	383	15	information	information	NOUN
cana-1506	383	16	retrieval	retrieval	NOUN
cana-1506	383	17	,	,	PUNCT
cana-1506	383	18	virtual	virtual	ADJ
cana-1506	383	19	,	,	PUNCT
cana-1506	383	20	11–15	11–15	NUM
cana-1506	383	21	july	july	PROPN
cana-1506	383	22	2021	2021	NUM
cana-1506	383	23	;	;	PUNCT
cana-1506	383	24	pp	pp	X
cana-1506	383	25	.	.	PUNCT
cana-1506	384	1	993–1002	993–1002	NUM
cana-1506	384	2	.	.	PUNCT
cana-1506	385	1	[	[	X
cana-1506	385	2	24	24	NUM
cana-1506	385	3	]	]	X
cana-1506	385	4	luo	luo	PROPN
cana-1506	385	5	,	,	PUNCT
cana-1506	385	6	b.	b.	PROPN
cana-1506	385	7	;	;	PUNCT
cana-1506	385	8	feng	feng	PROPN
cana-1506	385	9	,	,	PUNCT
cana-1506	385	10	y.	y.	PROPN
cana-1506	385	11	;	;	PUNCT
cana-1506	385	12	xu	xu	PROPN
cana-1506	385	13	,	,	PUNCT
cana-1506	385	14	j.	j.	PROPN
cana-1506	385	15	;	;	PUNCT
cana-1506	385	16	zhang	zhang	PROPN
cana-1506	385	17	,	,	PUNCT
cana-1506	385	18	x.	x.	PROPN
cana-1506	385	19	;	;	PUNCT
cana-1506	385	20	zhao	zhao	PROPN
cana-1506	385	21	,	,	PUNCT
cana-1506	385	22	d.	d.	PROPN
cana-1506	385	23	learning	learn	VERB
cana-1506	385	24	to	to	PART
cana-1506	385	25	predict	predict	VERB
cana-1506	385	26	charges	charge	NOUN
cana-1506	385	27	for	for	ADP
cana-1506	385	28	criminal	criminal	ADJ
cana-1506	385	29	cases	case	NOUN
cana-1506	385	30	with	with	ADP
cana-1506	385	31	legal	legal	ADJ
cana-1506	385	32	basis	basis	NOUN
cana-1506	385	33	.	.	PUNCT
cana-1506	386	1	arxiv	arxiv	PROPN
cana-1506	386	2	2017	2017	NUM
cana-1506	386	3	,	,	PUNCT
cana-1506	386	4	arxiv:1707.09168	arxiv:1707.09168	NOUN
cana-1506	386	5	.	.	PUNCT
cana-1506	387	1	[	[	X
cana-1506	387	2	25	25	NUM
cana-1506	387	3	]	]	X
cana-1506	387	4	zhong	zhong	PROPN
cana-1506	387	5	,	,	PUNCT
cana-1506	387	6	h.	h.	PROPN
cana-1506	387	7	,	,	PUNCT
cana-1506	387	8	guo	guo	PROPN
cana-1506	387	9	,	,	PUNCT
cana-1506	387	10	z.	z.	PROPN
cana-1506	387	11	,	,	PUNCT
cana-1506	387	12	tu	tu	PROPN
cana-1506	387	13	,	,	PUNCT
cana-1506	387	14	c.	c.	PROPN
cana-1506	387	15	,	,	PUNCT
cana-1506	387	16	xiao	xiao	PROPN
cana-1506	387	17	,	,	PUNCT
cana-1506	387	18	c.	c.	PROPN
cana-1506	387	19	,	,	PUNCT
cana-1506	387	20	liu	liu	PROPN
cana-1506	387	21	,	,	PUNCT
cana-1506	387	22	z.	z.	PROPN
cana-1506	387	23	,	,	PUNCT
cana-1506	387	24	sun	sun	NOUN
cana-1506	387	25	,	,	PUNCT
cana-1506	387	26	m.	m.	NOUN
cana-1506	387	27	:	:	PUNCT
cana-1506	387	28	legal	legal	ADJ
cana-1506	387	29	judgment	judgment	NOUN
cana-1506	387	30	prediction	prediction	NOUN
cana-1506	387	31	via	via	ADP
cana-1506	387	32	topological	topological	ADJ
cana-1506	387	33	learning	learning	NOUN
cana-1506	387	34	.	.	PUNCT
cana-1506	388	1	in	in	ADP
cana-1506	388	2	:	:	PUNCT
cana-1506	388	3	proceedings	proceeding	NOUN
cana-1506	388	4	of	of	ADP
cana-1506	388	5	the	the	DET
cana-1506	388	6	2018	2018	NUM
cana-1506	388	7	conference	conference	NOUN
cana-1506	388	8	on	on	ADP
cana-1506	388	9	empirical	empirical	ADJ
cana-1506	388	10	methods	method	NOUN
cana-1506	388	11	in	in	ADP
cana-1506	388	12	natural	natural	ADJ
cana-1506	388	13	language	language	NOUN
cana-1506	388	14	processing	processing	NOUN
cana-1506	388	15	,	,	PUNCT
cana-1506	388	16	pp	pp	ADP
cana-1506	388	17	.	.	PUNCT
cana-1506	388	18	3540–3549	3540–3549	NUM
cana-1506	388	19	(	(	PUNCT
cana-1506	388	20	2018	2018	NUM
cana-1506	388	21	)	)	PUNCT