id	sid	tid	token	lemma	pos
bracis-28428	1	1	police	police	NOUN
bracis-28428	1	2	report	report	NOUN
bracis-28428	1	3	similarity	similarity	NOUN
bracis-28428	1	4	search	search	NOUN
bracis-28428	1	5	:	:	PUNCT
bracis-28428	1	6	a	a	DET
bracis-28428	1	7	case	case	NOUN
bracis-28428	1	8	study	study	NOUN
bracis-28428	1	9	|	|	NOUN
bracis-28428	1	10	springer	springer	NOUN
bracis-28428	1	11	nature	nature	PROPN
bracis-28428	1	12	link	link	PROPN
bracis-28428	1	13	(	(	PUNCT
bracis-28428	1	14	formerly	formerly	ADV
bracis-28428	1	15	springerlink	springerlink	NOUN
bracis-28428	1	16	)	)	PUNCT
bracis-28428	1	17	skip	skip	VERB
bracis-28428	1	18	to	to	ADP
bracis-28428	1	19	main	main	ADJ
bracis-28428	1	20	content	content	NOUN
bracis-28428	1	21	advertisement	advertisement	NOUN
bracis-28428	1	22	log	log	NOUN
bracis-28428	1	23	in	in	ADP
bracis-28428	1	24	menu	menu	NOUN
bracis-28428	1	25	find	find	VERB
bracis-28428	1	26	a	a	DET
bracis-28428	1	27	journal	journal	NOUN
bracis-28428	1	28	publish	publish	VERB
bracis-28428	1	29	with	with	ADP
bracis-28428	1	30	us	we	PRON
bracis-28428	1	31	track	track	VERB
bracis-28428	1	32	your	your	PRON
bracis-28428	1	33	research	research	NOUN
bracis-28428	1	34	search	search	NOUN
bracis-28428	1	35	cart	cart	NOUN
bracis-28428	1	36	home	home	NOUN
bracis-28428	1	37	intelligent	intelligent	ADJ
bracis-28428	1	38	systems	system	NOUN
bracis-28428	1	39	conference	conference	NOUN
bracis-28428	1	40	paper	paper	NOUN
bracis-28428	1	41	police	police	NOUN
bracis-28428	1	42	report	report	NOUN
bracis-28428	1	43	similarity	similarity	NOUN
bracis-28428	1	44	search	search	NOUN
bracis-28428	1	45	:	:	PUNCT
bracis-28428	1	46	a	a	DET
bracis-28428	1	47	case	case	NOUN
bracis-28428	1	48	study	study	NOUN
bracis-28428	1	49	conference	conference	NOUN
bracis-28428	1	50	paper	paper	NOUN
bracis-28428	1	51	first	first	ADV
bracis-28428	1	52	online	online	ADV
bracis-28428	1	53	:	:	PUNCT
bracis-28428	1	54	12	12	NUM
bracis-28428	1	55	october	october	NOUN
bracis-28428	1	56	2023	2023	NUM
bracis-28428	1	57	pp	pp	ADP
bracis-28428	1	58	394–409	394–409	NUM
bracis-28428	1	59	cite	cite	VERB
bracis-28428	1	60	this	this	DET
bracis-28428	1	61	conference	conference	NOUN
bracis-28428	1	62	paper	paper	NOUN
bracis-28428	1	63	access	access	NOUN
bracis-28428	1	64	provided	provide	VERB
bracis-28428	1	65	by	by	ADP
bracis-28428	1	66	university	university	PROPN
bracis-28428	1	67	of	of	ADP
bracis-28428	1	68	notre	notre	PROPN
bracis-28428	1	69	dame	dame	PROPN
bracis-28428	1	70	hesburgh	hesburgh	PROPN
bracis-28428	1	71	library	library	PROPN
bracis-28428	1	72	download	download	PROPN
bracis-28428	1	73	book	book	NOUN
bracis-28428	1	74	pdf	pdf	PROPN
bracis-28428	1	75	download	download	NOUN
bracis-28428	1	76	book	book	NOUN
bracis-28428	1	77	epub	epub	PROPN
bracis-28428	1	78	intelligent	intelligent	ADJ
bracis-28428	1	79	systems	system	NOUN
bracis-28428	1	80	(	(	PUNCT
bracis-28428	1	81	bracis	bracis	NOUN
bracis-28428	1	82	2023	2023	NUM
bracis-28428	1	83	)	)	PUNCT
bracis-28428	1	84	police	police	NOUN
bracis-28428	1	85	report	report	NOUN
bracis-28428	1	86	similarity	similarity	NOUN
bracis-28428	1	87	search	search	NOUN
bracis-28428	1	88	:	:	PUNCT
bracis-28428	1	89	a	a	DET
bracis-28428	1	90	case	case	NOUN
bracis-28428	1	91	study	study	NOUN
bracis-28428	1	92	download	download	NOUN
bracis-28428	1	93	book	book	NOUN
bracis-28428	1	94	pdf	pdf	PROPN
bracis-28428	1	95	download	download	NOUN
bracis-28428	1	96	book	book	PROPN
bracis-28428	1	97	epub	epub	PROPN
bracis-28428	1	98	josé	josé	PROPN
bracis-28428	1	99	alan	alan	PROPN
bracis-28428	1	100	firmiano	firmiano	PROPN
bracis-28428	1	101	araújo9	araújo9	PROPN
bracis-28428	1	102	,	,	PUNCT
bracis-28428	1	103	ticiana	ticiana	PROPN
bracis-28428	1	104	l.	l.	PROPN
bracis-28428	1	105	coelho	coelho	PROPN
bracis-28428	1	106	da	da	PROPN
bracis-28428	1	107	silva9,10	silva9,10	PROPN
bracis-28428	1	108	,	,	PUNCT
bracis-28428	1	109	atslands	atsland	VERB
bracis-28428	1	110	rego	rego	PROPN
bracis-28428	1	111	da	da	PROPN
bracis-28428	1	112	rocha9	rocha9	PROPN
bracis-28428	1	113	&	&	CCONJ
bracis-28428	1	114	…	…	PUNCT
bracis-28428	1	115	vinicius	vinicius	PROPN
bracis-28428	1	116	cezar	cezar	NOUN
bracis-28428	1	117	monteiro	monteiro	PROPN
bracis-28428	1	118	de	de	PROPN
bracis-28428	1	119	lira10	lira10	PROPN
bracis-28428	1	120	  	  	SPACE
bracis-28428	1	121	show	show	NOUN
bracis-28428	1	122	authors	author	NOUN
bracis-28428	1	123	part	part	NOUN
bracis-28428	1	124	of	of	ADP
bracis-28428	1	125	the	the	DET
bracis-28428	1	126	book	book	NOUN
bracis-28428	1	127	series	series	NOUN
bracis-28428	1	128	:	:	PUNCT
bracis-28428	1	129	lecture	lecture	NOUN
bracis-28428	1	130	notes	note	NOUN
bracis-28428	1	131	in	in	ADP
bracis-28428	1	132	computer	computer	NOUN
bracis-28428	1	133	science	science	NOUN
bracis-28428	1	134	(	(	PUNCT
bracis-28428	1	135	(	(	PUNCT
bracis-28428	1	136	lnai	lnai	ADJ
bracis-28428	1	137	,	,	PUNCT
bracis-28428	1	138	volume	volume	NOUN
bracis-28428	1	139	14197	14197	NUM
bracis-28428	1	140	)	)	PUNCT
bracis-28428	1	141	)	)	PUNCT
bracis-28428	1	142	included	include	VERB
bracis-28428	1	143	in	in	ADP
bracis-28428	1	144	the	the	DET
bracis-28428	1	145	following	follow	VERB
bracis-28428	1	146	conference	conference	NOUN
bracis-28428	1	147	series	series	NOUN
bracis-28428	1	148	:	:	PUNCT
bracis-28428	1	149	brazilian	brazilian	ADJ
bracis-28428	1	150	conference	conference	NOUN
bracis-28428	1	151	on	on	ADP
bracis-28428	1	152	intelligent	intelligent	ADJ
bracis-28428	1	153	systems	system	NOUN
bracis-28428	1	154	531	531	NUM
bracis-28428	1	155	accesses	access	NOUN
bracis-28428	1	156	abstract	abstract	ADJ
bracis-28428	1	157	several	several	ADJ
bracis-28428	1	158	crimes	crime	NOUN
bracis-28428	1	159	occur	occur	VERB
bracis-28428	1	160	daily	daily	ADV
bracis-28428	1	161	,	,	PUNCT
bracis-28428	1	162	and	and	CCONJ
bracis-28428	1	163	the	the	DET
bracis-28428	1	164	initial	initial	ADJ
bracis-28428	1	165	investigation	investigation	NOUN
bracis-28428	1	166	begins	begin	VERB
bracis-28428	1	167	with	with	ADP
bracis-28428	1	168	a	a	DET
bracis-28428	1	169	police	police	NOUN
bracis-28428	1	170	report	report	NOUN
bracis-28428	1	171	.	.	PUNCT
bracis-28428	2	1	in	in	ADP
bracis-28428	2	2	cities	city	NOUN
bracis-28428	2	3	with	with	ADP
bracis-28428	2	4	high	high	ADJ
bracis-28428	2	5	crime	crime	NOUN
bracis-28428	2	6	rates	rate	NOUN
bracis-28428	2	7	,	,	PUNCT
bracis-28428	2	8	it	it	PRON
bracis-28428	2	9	is	be	AUX
bracis-28428	2	10	impractical	impractical	ADJ
bracis-28428	2	11	to	to	PART
bracis-28428	2	12	expect	expect	VERB
bracis-28428	2	13	the	the	DET
bracis-28428	2	14	police	police	NOUN
bracis-28428	2	15	to	to	PART
bracis-28428	2	16	read	read	VERB
bracis-28428	2	17	and	and	CCONJ
bracis-28428	2	18	analyze	analyze	VERB
bracis-28428	2	19	every	every	DET
bracis-28428	2	20	crime	crime	NOUN
bracis-28428	2	21	narrative	narrative	NOUN
bracis-28428	2	22	.	.	PUNCT
bracis-28428	3	1	some	some	DET
bracis-28428	3	2	police	police	NOUN
bracis-28428	3	3	reports	report	NOUN
bracis-28428	3	4	may	may	AUX
bracis-28428	3	5	involve	involve	VERB
bracis-28428	3	6	multiple	multiple	ADJ
bracis-28428	3	7	victims	victim	NOUN
bracis-28428	3	8	or	or	CCONJ
bracis-28428	3	9	the	the	DET
bracis-28428	3	10	same	same	ADJ
bracis-28428	3	11	crime	crime	NOUN
bracis-28428	3	12	may	may	AUX
bracis-28428	3	13	be	be	AUX
bracis-28428	3	14	reported	report	VERB
bracis-28428	3	15	more	more	ADJ
bracis-28428	3	16	than	than	ADP
bracis-28428	3	17	once	once	ADV
bracis-28428	3	18	.	.	PUNCT
bracis-28428	4	1	additionally	additionally	ADV
bracis-28428	4	2	,	,	PUNCT
bracis-28428	4	3	police	police	NOUN
bracis-28428	4	4	reports	report	NOUN
bracis-28428	4	5	may	may	AUX
bracis-28428	4	6	exhibit	exhibit	VERB
bracis-28428	4	7	similarities	similarity	NOUN
bracis-28428	4	8	due	due	ADJ
bracis-28428	4	9	to	to	ADP
bracis-28428	4	10	a	a	DET
bracis-28428	4	11	shared	share	VERB
bracis-28428	4	12	modus	modus	NOUN
bracis-28428	4	13	operandi	operandi	X
bracis-28428	4	14	.	.	PUNCT
bracis-28428	5	1	this	this	DET
bracis-28428	5	2	study	study	NOUN
bracis-28428	5	3	addresses	address	VERB
bracis-28428	5	4	the	the	DET
bracis-28428	5	5	challenge	challenge	NOUN
bracis-28428	5	6	of	of	ADP
bracis-28428	5	7	providing	provide	VERB
bracis-28428	5	8	a	a	DET
bracis-28428	5	9	police	police	NOUN
bracis-28428	5	10	report	report	NOUN
bracis-28428	5	11	and	and	CCONJ
bracis-28428	5	12	searching	search	VERB
bracis-28428	5	13	for	for	ADP
bracis-28428	5	14	the	the	DET
bracis-28428	5	15	most	most	ADV
bracis-28428	5	16	similar	similar	ADJ
bracis-28428	5	17	report	report	NOUN
bracis-28428	5	18	in	in	ADP
bracis-28428	5	19	the	the	DET
bracis-28428	5	20	database	database	NOUN
bracis-28428	5	21	.	.	PUNCT
bracis-28428	6	1	a	a	DET
bracis-28428	6	2	similar	similar	ADJ
bracis-28428	6	3	police	police	NOUN
bracis-28428	6	4	report	report	NOUN
bracis-28428	6	5	can	can	AUX
bracis-28428	6	6	be	be	AUX
bracis-28428	6	7	either	either	CCONJ
bracis-28428	6	8	another	another	DET
bracis-28428	6	9	report	report	NOUN
bracis-28428	6	10	with	with	ADP
bracis-28428	6	11	overlapping	overlap	VERB
bracis-28428	6	12	words	word	NOUN
bracis-28428	6	13	or	or	CCONJ
bracis-28428	6	14	one	one	NUM
bracis-28428	6	15	that	that	PRON
bracis-28428	6	16	shares	share	VERB
bracis-28428	6	17	a	a	DET
bracis-28428	6	18	similar	similar	ADJ
bracis-28428	6	19	modus	modus	X
bracis-28428	6	20	operandi	operandi	NOUN
bracis-28428	6	21	.	.	PUNCT
bracis-28428	7	1	one	one	NUM
bracis-28428	7	2	potential	potential	ADJ
bracis-28428	7	3	solution	solution	NOUN
bracis-28428	7	4	is	be	AUX
bracis-28428	7	5	to	to	PART
bracis-28428	7	6	represent	represent	VERB
bracis-28428	7	7	each	each	DET
bracis-28428	7	8	police	police	NOUN
bracis-28428	7	9	report	report	NOUN
bracis-28428	7	10	as	as	ADP
bracis-28428	7	11	a	a	DET
bracis-28428	7	12	feature	feature	NOUN
bracis-28428	7	13	vector	vector	NOUN
bracis-28428	7	14	and	and	CCONJ
bracis-28428	7	15	compare	compare	VERB
bracis-28428	7	16	these	these	DET
bracis-28428	7	17	vectors	vector	NOUN
bracis-28428	7	18	using	use	VERB
bracis-28428	7	19	a	a	DET
bracis-28428	7	20	similarity	similarity	NOUN
bracis-28428	7	21	function	function	NOUN
bracis-28428	7	22	.	.	PUNCT
bracis-28428	8	1	different	different	ADJ
bracis-28428	8	2	methods	method	NOUN
bracis-28428	8	3	can	can	AUX
bracis-28428	8	4	be	be	AUX
bracis-28428	8	5	employed	employ	VERB
bracis-28428	8	6	to	to	PART
bracis-28428	8	7	represent	represent	VERB
bracis-28428	8	8	the	the	DET
bracis-28428	8	9	narrative	narrative	NOUN
bracis-28428	8	10	,	,	PUNCT
bracis-28428	8	11	including	include	VERB
bracis-28428	8	12	embedding	embed	VERB
bracis-28428	8	13	vectors	vector	NOUN
bracis-28428	8	14	and	and	CCONJ
bracis-28428	8	15	count	count	NOUN
bracis-28428	8	16	-	-	PUNCT
bracis-28428	8	17	based	base	VERB
bracis-28428	8	18	approaches	approach	NOUN
bracis-28428	8	19	such	such	ADJ
bracis-28428	8	20	as	as	ADP
bracis-28428	8	21	tf	tf	PROPN
bracis-28428	8	22	-	-	PUNCT
bracis-28428	8	23	idf	idf	PROPN
bracis-28428	8	24	.	.	PUNCT
bracis-28428	9	1	this	this	DET
bracis-28428	9	2	research	research	NOUN
bracis-28428	9	3	explores	explore	VERB
bracis-28428	9	4	the	the	DET
bracis-28428	9	5	use	use	NOUN
bracis-28428	9	6	of	of	ADP
bracis-28428	9	7	pre	pre	ADJ
bracis-28428	9	8	-	-	ADJ
bracis-28428	9	9	trained	trained	ADJ
bracis-28428	9	10	embedding	embed	VERB
bracis-28428	9	11	representations	representation	NOUN
bracis-28428	9	12	at	at	ADP
bracis-28428	9	13	both	both	CCONJ
bracis-28428	9	14	the	the	DET
bracis-28428	9	15	word	word	NOUN
bracis-28428	9	16	and	and	CCONJ
bracis-28428	9	17	sentence	sentence	NOUN
bracis-28428	9	18	levels	level	NOUN
bracis-28428	9	19	,	,	PUNCT
bracis-28428	9	20	such	such	ADJ
bracis-28428	9	21	as	as	ADP
bracis-28428	9	22	universal	universal	ADJ
bracis-28428	9	23	sentence	sentence	NOUN
bracis-28428	9	24	encoder	encoder	NOUN
bracis-28428	9	25	,	,	PUNCT
bracis-28428	9	26	word2vec	word2vec	PROPN
bracis-28428	9	27	,	,	PUNCT
bracis-28428	9	28	roberta	roberta	PROPN
bracis-28428	9	29	,	,	PUNCT
bracis-28428	9	30	doc2vec	doc2vec	PROPN
bracis-28428	9	31	,	,	PUNCT
bracis-28428	9	32	among	among	ADP
bracis-28428	9	33	others	other	NOUN
bracis-28428	9	34	.	.	PUNCT
bracis-28428	10	1	we	we	PRON
bracis-28428	10	2	determine	determine	VERB
bracis-28428	10	3	the	the	DET
bracis-28428	10	4	most	most	ADV
bracis-28428	10	5	effective	effective	ADJ
bracis-28428	10	6	representation	representation	NOUN
bracis-28428	10	7	for	for	ADP
bracis-28428	10	8	capturing	capture	VERB
bracis-28428	10	9	semantic	semantic	ADJ
bracis-28428	10	10	and	and	CCONJ
bracis-28428	10	11	lexical	lexical	ADJ
bracis-28428	10	12	similarities	similarity	NOUN
bracis-28428	10	13	between	between	ADP
bracis-28428	10	14	police	police	NOUN
bracis-28428	10	15	reports	report	NOUN
bracis-28428	10	16	by	by	ADP
bracis-28428	10	17	comparing	compare	VERB
bracis-28428	10	18	different	different	ADJ
bracis-28428	10	19	embedding	embed	VERB
bracis-28428	10	20	models	model	NOUN
bracis-28428	10	21	.	.	PUNCT
bracis-28428	11	1	furthermore	furthermore	ADV
bracis-28428	11	2	,	,	PUNCT
bracis-28428	11	3	we	we	PRON
bracis-28428	11	4	compare	compare	VERB
bracis-28428	11	5	the	the	DET
bracis-28428	11	6	effectiveness	effectiveness	NOUN
bracis-28428	11	7	of	of	ADP
bracis-28428	11	8	available	available	ADJ
bracis-28428	11	9	pre	pre	ADJ
bracis-28428	11	10	-	-	ADJ
bracis-28428	11	11	trained	trained	ADJ
bracis-28428	11	12	embedding	embed	VERB
bracis-28428	11	13	models	model	NOUN
bracis-28428	11	14	with	with	ADP
bracis-28428	11	15	a	a	DET
bracis-28428	11	16	model	model	NOUN
bracis-28428	11	17	trained	train	VERB
bracis-28428	11	18	specifically	specifically	ADV
bracis-28428	11	19	on	on	ADP
bracis-28428	11	20	a	a	DET
bracis-28428	11	21	corpus	corpus	NOUN
bracis-28428	11	22	of	of	ADP
bracis-28428	11	23	police	police	NOUN
bracis-28428	11	24	reports	report	NOUN
bracis-28428	11	25	.	.	PUNCT
bracis-28428	12	1	another	another	DET
bracis-28428	12	2	contribution	contribution	NOUN
bracis-28428	12	3	of	of	ADP
bracis-28428	12	4	this	this	DET
bracis-28428	12	5	work	work	NOUN
bracis-28428	12	6	is	be	AUX
bracis-28428	12	7	the	the	DET
bracis-28428	12	8	development	development	NOUN
bracis-28428	12	9	of	of	ADP
bracis-28428	12	10	trained	train	VERB
bracis-28428	12	11	embedding	embed	VERB
bracis-28428	12	12	models	model	NOUN
bracis-28428	12	13	specifically	specifically	ADV
bracis-28428	12	14	tailored	tailor	VERB
bracis-28428	12	15	for	for	ADP
bracis-28428	12	16	the	the	DET
bracis-28428	12	17	domain	domain	NOUN
bracis-28428	12	18	of	of	ADP
bracis-28428	12	19	police	police	NOUN
bracis-28428	12	20	reports	report	NOUN
bracis-28428	12	21	.	.	PUNCT
bracis-28428	13	1	access	access	NOUN
bracis-28428	13	2	provided	provide	VERB
bracis-28428	13	3	by	by	ADP
bracis-28428	13	4	university	university	PROPN
bracis-28428	13	5	of	of	ADP
bracis-28428	13	6	notre	notre	PROPN
bracis-28428	13	7	dame	dame	PROPN
bracis-28428	13	8	hesburgh	hesburgh	PROPN
bracis-28428	13	9	library	library	PROPN
bracis-28428	13	10	.	.	PUNCT
bracis-28428	14	1	download	download	PROPN
bracis-28428	14	2	conference	conference	NOUN
bracis-28428	14	3	paper	paper	NOUN
bracis-28428	14	4	pdf	pdf	NOUN
bracis-28428	14	5	similar	similar	ADJ
bracis-28428	14	6	content	content	NOUN
bracis-28428	14	7	being	be	AUX
bracis-28428	14	8	viewed	view	VERB
bracis-28428	14	9	by	by	ADP
bracis-28428	14	10	others	other	NOUN
bracis-28428	14	11	crime	crime	NOUN
bracis-28428	14	12	analysis	analysis	NOUN
bracis-28428	14	13	and	and	CCONJ
bracis-28428	14	14	evidence	evidence	NOUN
bracis-28428	14	15	-	-	PUNCT
bracis-28428	14	16	based	base	VERB
bracis-28428	14	17	policing	policing	NOUN
bracis-28428	14	18	:	:	PUNCT
bracis-28428	14	19	challenges	challenge	NOUN
bracis-28428	14	20	and	and	CCONJ
bracis-28428	14	21	obstacles	obstacle	NOUN
bracis-28428	14	22	chapter	chapter	NOUN
bracis-28428	14	23	©	©	PROPN
bracis-28428	14	24	2022	2022	NUM
bracis-28428	14	25	owning	own	VERB
bracis-28428	14	26	police	police	NOUN
bracis-28428	14	27	reform	reform	NOUN
bracis-28428	14	28	:	:	PUNCT
bracis-28428	14	29	the	the	DET
bracis-28428	14	30	path	path	NOUN
bracis-28428	14	31	forward	forward	ADV
bracis-28428	14	32	for	for	ADP
bracis-28428	14	33	practitioners	practitioner	NOUN
bracis-28428	14	34	and	and	CCONJ
bracis-28428	14	35	researchers	researcher	NOUN
bracis-28428	14	36	article	article	NOUN
bracis-28428	14	37	15	15	NUM
bracis-28428	14	38	december	december	PROPN
bracis-28428	14	39	2022	2022	NUM
bracis-28428	14	40	measuring	measure	VERB
bracis-28428	14	41	the	the	DET
bracis-28428	14	42	impacts	impact	NOUN
bracis-28428	14	43	of	of	ADP
bracis-28428	14	44	everyday	everyday	ADJ
bracis-28428	14	45	police	police	NOUN
bracis-28428	14	46	proactive	proactive	ADJ
bracis-28428	14	47	activities	activity	NOUN
bracis-28428	14	48	:	:	PUNCT
bracis-28428	14	49	tackling	tackle	VERB
bracis-28428	14	50	the	the	DET
bracis-28428	14	51	endogeneity	endogeneity	NOUN
bracis-28428	14	52	problem	problem	NOUN
bracis-28428	14	53	article	article	NOUN
bracis-28428	14	54	16	16	NUM
bracis-28428	14	55	february	february	PROPN
bracis-28428	14	56	2021	2021	NUM
bracis-28428	14	57	explore	explore	VERB
bracis-28428	14	58	related	relate	VERB
bracis-28428	14	59	subjects	subject	NOUN
bracis-28428	14	60	discover	discover	VERB
bracis-28428	14	61	the	the	DET
bracis-28428	14	62	latest	late	ADJ
bracis-28428	14	63	articles	article	NOUN
bracis-28428	14	64	,	,	PUNCT
bracis-28428	14	65	books	book	NOUN
bracis-28428	14	66	and	and	CCONJ
bracis-28428	14	67	news	news	NOUN
bracis-28428	14	68	in	in	ADP
bracis-28428	14	69	related	related	ADJ
bracis-28428	14	70	subjects	subject	NOUN
bracis-28428	14	71	,	,	PUNCT
bracis-28428	14	72	suggested	suggest	VERB
bracis-28428	14	73	using	use	VERB
bracis-28428	14	74	machine	machine	NOUN
bracis-28428	14	75	learning	learning	NOUN
bracis-28428	14	76	.	.	PUNCT
bracis-28428	15	1	categorization	categorization	NOUN
bracis-28428	15	2	criminal	criminal	ADJ
bracis-28428	15	3	justice	justice	PROPN
bracis-28428	15	4	criminal	criminal	PROPN
bracis-28428	15	5	behavior	behavior	PROPN
bracis-28428	15	6	crime	crime	NOUN
bracis-28428	15	7	prevention	prevention	NOUN
bracis-28428	15	8	policing	police	VERB
bracis-28428	15	9	quantitative	quantitative	ADJ
bracis-28428	15	10	criminology	criminology	NOUN
bracis-28428	15	11	1	1	NUM
bracis-28428	15	12	introduction	introduction	NOUN
bracis-28428	15	13	usually	usually	ADV
bracis-28428	15	14	,	,	PUNCT
bracis-28428	15	15	victims	victim	NOUN
bracis-28428	15	16	and	and	CCONJ
bracis-28428	15	17	witnesses	witness	NOUN
bracis-28428	15	18	report	report	VERB
bracis-28428	15	19	the	the	DET
bracis-28428	15	20	crime	crime	NOUN
bracis-28428	15	21	events	event	NOUN
bracis-28428	15	22	on	on	ADP
bracis-28428	15	23	police	police	NOUN
bracis-28428	15	24	reports	report	NOUN
bracis-28428	15	25	for	for	ADP
bracis-28428	15	26	the	the	DET
bracis-28428	15	27	police	police	NOUN
bracis-28428	15	28	investigation	investigation	NOUN
bracis-28428	15	29	.	.	PUNCT
bracis-28428	16	1	the	the	DET
bracis-28428	16	2	police	police	NOUN
bracis-28428	16	3	report	report	NOUN
bracis-28428	16	4	also	also	ADV
bracis-28428	16	5	protects	protect	VERB
bracis-28428	16	6	the	the	DET
bracis-28428	16	7	police	police	NOUN
bracis-28428	16	8	action	action	NOUN
bracis-28428	16	9	,	,	PUNCT
bracis-28428	16	10	demonstrating	demonstrate	VERB
bracis-28428	16	11	where	where	SCONJ
bracis-28428	16	12	this	this	DET
bracis-28428	16	13	series	series	NOUN
bracis-28428	16	14	of	of	ADP
bracis-28428	16	15	investigative	investigative	ADJ
bracis-28428	16	16	efforts	effort	NOUN
bracis-28428	16	17	by	by	ADP
bracis-28428	16	18	the	the	DET
bracis-28428	16	19	police	police	NOUN
bracis-28428	16	20	department	department	NOUN
bracis-28428	16	21	began	begin	VERB
bracis-28428	16	22	.	.	PUNCT
bracis-28428	17	1	a	a	DET
bracis-28428	17	2	police	police	NOUN
bracis-28428	17	3	report	report	NOUN
bracis-28428	17	4	might	might	AUX
bracis-28428	17	5	even	even	ADV
bracis-28428	17	6	make	make	VERB
bracis-28428	17	7	it	it	PRON
bracis-28428	17	8	to	to	ADP
bracis-28428	17	9	the	the	DET
bracis-28428	17	10	supreme	supreme	PROPN
bracis-28428	17	11	court	court	PROPN
bracis-28428	17	12	in	in	ADP
bracis-28428	17	13	severe	severe	ADJ
bracis-28428	17	14	circumstances	circumstance	NOUN
bracis-28428	17	15	.	.	PUNCT
bracis-28428	18	1	consequently	consequently	ADV
bracis-28428	18	2	,	,	PUNCT
bracis-28428	18	3	a	a	DET
bracis-28428	18	4	police	police	NOUN
bracis-28428	18	5	report	report	NOUN
bracis-28428	18	6	needs	need	VERB
bracis-28428	18	7	to	to	PART
bracis-28428	18	8	be	be	AUX
bracis-28428	18	9	thorough	thorough	ADJ
bracis-28428	18	10	and	and	CCONJ
bracis-28428	18	11	factual	factual	ADJ
bracis-28428	18	12	when	when	SCONJ
bracis-28428	18	13	describing	describe	VERB
bracis-28428	18	14	an	an	DET
bracis-28428	18	15	occurrence	occurrence	NOUN
bracis-28428	18	16	of	of	ADP
bracis-28428	18	17	crime	crime	NOUN
bracis-28428	18	18	(	(	PUNCT
bracis-28428	18	19	for	for	ADP
bracis-28428	18	20	example	example	NOUN
bracis-28428	18	21	,	,	PUNCT
bracis-28428	18	22	accurate	accurate	ADJ
bracis-28428	18	23	,	,	PUNCT
bracis-28428	18	24	concise	concise	ADJ
bracis-28428	18	25	,	,	PUNCT
bracis-28428	18	26	clear	clear	ADJ
bracis-28428	18	27	,	,	PUNCT
bracis-28428	18	28	objective	objective	ADJ
bracis-28428	18	29	,	,	PUNCT
bracis-28428	18	30	timely	timely	ADJ
bracis-28428	18	31	and	and	CCONJ
bracis-28428	18	32	complete	complete	ADJ
bracis-28428	18	33	)	)	PUNCT
bracis-28428	18	34	.	.	PUNCT
bracis-28428	19	1	this	this	DET
bracis-28428	19	2	paper	paper	NOUN
bracis-28428	19	3	addresses	address	VERB
bracis-28428	19	4	the	the	DET
bracis-28428	19	5	challenge	challenge	NOUN
bracis-28428	19	6	of	of	ADP
bracis-28428	19	7	conducting	conduct	VERB
bracis-28428	19	8	a	a	DET
bracis-28428	19	9	search	search	NOUN
bracis-28428	19	10	for	for	ADP
bracis-28428	19	11	the	the	DET
bracis-28428	19	12	most	most	ADV
bracis-28428	19	13	similar	similar	ADJ
bracis-28428	19	14	police	police	NOUN
bracis-28428	19	15	report	report	NOUN
bracis-28428	19	16	in	in	ADP
bracis-28428	19	17	a	a	DET
bracis-28428	19	18	database	database	NOUN
bracis-28428	19	19	.	.	PUNCT
bracis-28428	20	1	when	when	SCONJ
bracis-28428	20	2	it	it	PRON
bracis-28428	20	3	comes	come	VERB
bracis-28428	20	4	to	to	ADP
bracis-28428	20	5	similarity	similarity	NOUN
bracis-28428	20	6	search	search	NOUN
bracis-28428	20	7	in	in	ADP
bracis-28428	20	8	text	text	NOUN
bracis-28428	20	9	data	datum	NOUN
bracis-28428	20	10	,	,	PUNCT
bracis-28428	20	11	the	the	DET
bracis-28428	20	12	goal	goal	NOUN
bracis-28428	20	13	is	be	AUX
bracis-28428	20	14	to	to	PART
bracis-28428	20	15	find	find	VERB
bracis-28428	20	16	the	the	DET
bracis-28428	20	17	most	most	ADV
bracis-28428	20	18	similar	similar	ADJ
bracis-28428	20	19	police	police	NOUN
bracis-28428	20	20	report(s	report(s	NOUN
bracis-28428	20	21	)	)	PUNCT
bracis-28428	20	22	based	base	VERB
bracis-28428	20	23	not	not	PART
bracis-28428	20	24	only	only	ADV
bracis-28428	20	25	on	on	ADP
bracis-28428	20	26	string	string	NOUN
bracis-28428	20	27	similarity	similarity	NOUN
bracis-28428	20	28	but	but	CCONJ
bracis-28428	20	29	also	also	ADV
bracis-28428	20	30	taking	take	VERB
bracis-28428	20	31	account	account	NOUN
bracis-28428	20	32	semantic	semantic	ADJ
bracis-28428	20	33	similarity	similarity	NOUN
bracis-28428	20	34	.	.	PUNCT
bracis-28428	21	1	a	a	DET
bracis-28428	21	2	similar	similar	ADJ
bracis-28428	21	3	police	police	NOUN
bracis-28428	21	4	report	report	NOUN
bracis-28428	21	5	can	can	AUX
bracis-28428	21	6	be	be	AUX
bracis-28428	21	7	a	a	DET
bracis-28428	21	8	police	police	NOUN
bracis-28428	21	9	report	report	NOUN
bracis-28428	21	10	with	with	ADP
bracis-28428	21	11	overlapping	overlap	VERB
bracis-28428	21	12	words	word	NOUN
bracis-28428	21	13	or	or	CCONJ
bracis-28428	21	14	one	one	NUM
bracis-28428	21	15	that	that	PRON
bracis-28428	21	16	describes	describe	VERB
bracis-28428	21	17	an	an	DET
bracis-28428	21	18	equivalent	equivalent	ADJ
bracis-28428	21	19	modus	modus	X
bracis-28428	21	20	operandi	operandi	NOUN
bracis-28428	21	21	,	,	PUNCT
bracis-28428	21	22	even	even	ADV
bracis-28428	21	23	if	if	SCONJ
bracis-28428	21	24	it	it	PRON
bracis-28428	21	25	does	do	AUX
bracis-28428	21	26	not	not	PART
bracis-28428	21	27	use	use	VERB
bracis-28428	21	28	the	the	DET
bracis-28428	21	29	exact	exact	ADJ
bracis-28428	21	30	words	word	NOUN
bracis-28428	21	31	.	.	PUNCT
bracis-28428	22	1	to	to	PART
bracis-28428	22	2	illustrate	illustrate	VERB
bracis-28428	22	3	both	both	DET
bracis-28428	22	4	cases	case	NOUN
bracis-28428	22	5	,	,	PUNCT
bracis-28428	22	6	let	let	VERB
bracis-28428	22	7	’s	’s	NOUN
bracis-28428	22	8	consider	consider	VERB
bracis-28428	22	9	the	the	DET
bracis-28428	22	10	following	follow	VERB
bracis-28428	22	11	two	two	NUM
bracis-28428	22	12	sentences	sentence	NOUN
bracis-28428	22	13	:	:	PUNCT
bracis-28428	22	14	“	"	PUNCT
bracis-28428	22	15	augusta	augusta	PROPN
bracis-28428	22	16	’s	’s	PART
bracis-28428	22	17	car	car	NOUN
bracis-28428	22	18	was	be	AUX
bracis-28428	22	19	stolen	steal	VERB
bracis-28428	22	20	yesterday	yesterday	NOUN
bracis-28428	22	21	at	at	ADP
bracis-28428	22	22	night	night	NOUN
bracis-28428	22	23	”	"	PUNCT
bracis-28428	22	24	and	and	CCONJ
bracis-28428	22	25	“	"	PUNCT
bracis-28428	22	26	yesterday	yesterday	NOUN
bracis-28428	22	27	night	night	NOUN
bracis-28428	22	28	,	,	PUNCT
bracis-28428	22	29	augusta	augusta	PROPN
bracis-28428	22	30	had	have	VERB
bracis-28428	22	31	her	her	PRON
bracis-28428	22	32	car	car	NOUN
bracis-28428	22	33	stolen	steal	VERB
bracis-28428	22	34	.	.	PUNCT
bracis-28428	22	35	”	"	PUNCT
bracis-28428	23	1	these	these	DET
bracis-28428	23	2	sentences	sentence	NOUN
bracis-28428	23	3	share	share	VERB
bracis-28428	23	4	almost	almost	ADV
bracis-28428	23	5	identical	identical	ADJ
bracis-28428	23	6	wording	wording	NOUN
bracis-28428	23	7	.	.	PUNCT
bracis-28428	24	1	now	now	ADV
bracis-28428	24	2	,	,	PUNCT
bracis-28428	24	3	let	let	VERB
bracis-28428	24	4	’s	’s	PRON
bracis-28428	24	5	examine	examine	VERB
bracis-28428	24	6	two	two	NUM
bracis-28428	24	7	different	different	ADJ
bracis-28428	24	8	sentences	sentence	NOUN
bracis-28428	24	9	that	that	PRON
bracis-28428	24	10	exhibit	exhibit	VERB
bracis-28428	24	11	the	the	DET
bracis-28428	24	12	same	same	ADJ
bracis-28428	24	13	modus	modus	X
bracis-28428	24	14	operandi	operandi	NOUN
bracis-28428	24	15	:	:	PUNCT
bracis-28428	24	16	“	"	PUNCT
bracis-28428	24	17	two	two	NUM
bracis-28428	24	18	armed	armed	ADJ
bracis-28428	24	19	men	man	NOUN
bracis-28428	24	20	on	on	ADP
bracis-28428	24	21	a	a	DET
bracis-28428	24	22	motorbike	motorbike	NOUN
bracis-28428	24	23	robbed	rob	VERB
bracis-28428	24	24	patricia	patricia	PROPN
bracis-28428	24	25	and	and	CCONJ
bracis-28428	24	26	took	take	VERB
bracis-28428	24	27	her	her	PRON
bracis-28428	24	28	mobile	mobile	ADJ
bracis-28428	24	29	phone	phone	NOUN
bracis-28428	24	30	”	"	PUNCT
bracis-28428	24	31	and	and	CCONJ
bracis-28428	24	32	“	"	PUNCT
bracis-28428	24	33	two	two	NUM
bracis-28428	24	34	men	man	NOUN
bracis-28428	24	35	with	with	ADP
bracis-28428	24	36	a	a	DET
bracis-28428	24	37	knife	knife	NOUN
bracis-28428	24	38	on	on	ADP
bracis-28428	24	39	a	a	DET
bracis-28428	24	40	motorbike	motorbike	NOUN
bracis-28428	24	41	approached	approach	VERB
bracis-28428	24	42	mary	mary	PROPN
bracis-28428	24	43	and	and	CCONJ
bracis-28428	24	44	stole	steal	VERB
bracis-28428	24	45	her	her	PRON
bracis-28428	24	46	personal	personal	ADJ
bracis-28428	24	47	belongings	belonging	NOUN
bracis-28428	24	48	.	.	PUNCT
bracis-28428	24	49	”	"	PUNCT
bracis-28428	25	1	these	these	DET
bracis-28428	25	2	police	police	NOUN
bracis-28428	25	3	reports	report	NOUN
bracis-28428	25	4	involve	involve	VERB
bracis-28428	25	5	the	the	DET
bracis-28428	25	6	same	same	ADJ
bracis-28428	25	7	type	type	NOUN
bracis-28428	25	8	of	of	ADP
bracis-28428	25	9	crime	crime	NOUN
bracis-28428	25	10	(	(	PUNCT
bracis-28428	25	11	robbery	robbery	NOUN
bracis-28428	25	12	)	)	PUNCT
bracis-28428	25	13	,	,	PUNCT
bracis-28428	25	14	a	a	DET
bracis-28428	25	15	female	female	ADJ
bracis-28428	25	16	victim	victim	NOUN
bracis-28428	25	17	,	,	PUNCT
bracis-28428	25	18	and	and	CCONJ
bracis-28428	25	19	a	a	DET
bracis-28428	25	20	similar	similar	ADJ
bracis-28428	25	21	criminal	criminal	ADJ
bracis-28428	25	22	approach	approach	NOUN
bracis-28428	25	23	(	(	PUNCT
bracis-28428	25	24	two	two	NUM
bracis-28428	25	25	individuals	individual	NOUN
bracis-28428	25	26	on	on	ADP
bracis-28428	25	27	a	a	DET
bracis-28428	25	28	motorbike	motorbike	NOUN
bracis-28428	25	29	)	)	PUNCT
bracis-28428	25	30	.	.	PUNCT
bracis-28428	26	1	one	one	NUM
bracis-28428	26	2	possible	possible	ADJ
bracis-28428	26	3	approach	approach	NOUN
bracis-28428	26	4	to	to	PART
bracis-28428	26	5	address	address	VERB
bracis-28428	26	6	this	this	DET
bracis-28428	26	7	issue	issue	NOUN
bracis-28428	26	8	is	be	AUX
bracis-28428	26	9	to	to	PART
bracis-28428	26	10	represent	represent	VERB
bracis-28428	26	11	each	each	DET
bracis-28428	26	12	police	police	NOUN
bracis-28428	26	13	report	report	NOUN
bracis-28428	26	14	as	as	ADP
bracis-28428	26	15	a	a	DET
bracis-28428	26	16	feature	feature	NOUN
bracis-28428	26	17	vector	vector	NOUN
bracis-28428	26	18	and	and	CCONJ
bracis-28428	26	19	compare	compare	VERB
bracis-28428	26	20	these	these	DET
bracis-28428	26	21	vectors	vector	NOUN
bracis-28428	26	22	using	use	VERB
bracis-28428	26	23	cosine	cosine	NOUN
bracis-28428	26	24	similarity	similarity	NOUN
bracis-28428	26	25	.	.	PUNCT
bracis-28428	27	1	pre	pre	VERB
bracis-28428	27	2	-	-	ADJ
bracis-28428	27	3	trained	train	VERB
bracis-28428	27	4	word	word	NOUN
bracis-28428	27	5	embeddings	embedding	NOUN
bracis-28428	27	6	are	be	AUX
bracis-28428	27	7	one	one	NUM
bracis-28428	27	8	of	of	ADP
bracis-28428	27	9	the	the	DET
bracis-28428	27	10	most	most	ADV
bracis-28428	27	11	commonly	commonly	ADV
bracis-28428	27	12	used	use	VERB
bracis-28428	27	13	representations	representation	NOUN
bracis-28428	27	14	for	for	ADP
bracis-28428	27	15	document	document	NOUN
bracis-28428	27	16	vocabulary	vocabulary	NOUN
bracis-28428	27	17	.	.	PUNCT
bracis-28428	28	1	there	there	PRON
bracis-28428	28	2	are	be	VERB
bracis-28428	28	3	various	various	ADJ
bracis-28428	28	4	pre	pre	ADJ
bracis-28428	28	5	-	-	ADJ
bracis-28428	28	6	trained	train	VERB
bracis-28428	28	7	word	word	NOUN
bracis-28428	28	8	embeddings	embedding	NOUN
bracis-28428	28	9	available	available	ADJ
bracis-28428	28	10	,	,	PUNCT
bracis-28428	28	11	such	such	ADJ
bracis-28428	28	12	as	as	ADP
bracis-28428	28	13	[	[	X
bracis-28428	28	14	13	13	NUM
bracis-28428	28	15	,	,	PUNCT
bracis-28428	28	16	16	16	NUM
bracis-28428	28	17	,	,	PUNCT
bracis-28428	28	18	17	17	NUM
bracis-28428	28	19	,	,	PUNCT
bracis-28428	28	20	19	19	NUM
bracis-28428	28	21	]	]	PUNCT
bracis-28428	28	22	.	.	PUNCT
bracis-28428	29	1	word	word	NOUN
bracis-28428	29	2	embeddings	embedding	NOUN
bracis-28428	29	3	can	can	AUX
bracis-28428	29	4	capture	capture	VERB
bracis-28428	29	5	a	a	DET
bracis-28428	29	6	word	word	NOUN
bracis-28428	29	7	’s	’s	PART
bracis-28428	29	8	relationships	relationship	NOUN
bracis-28428	29	9	with	with	ADP
bracis-28428	29	10	other	other	ADJ
bracis-28428	29	11	words	word	NOUN
bracis-28428	29	12	,	,	PUNCT
bracis-28428	29	13	its	its	PRON
bracis-28428	29	14	contextual	contextual	ADJ
bracis-28428	29	15	meaning	meaning	NOUN
bracis-28428	29	16	within	within	ADP
bracis-28428	29	17	a	a	DET
bracis-28428	29	18	document	document	NOUN
bracis-28428	29	19	,	,	PUNCT
bracis-28428	29	20	as	as	ADV
bracis-28428	29	21	well	well	ADV
bracis-28428	29	22	as	as	ADP
bracis-28428	29	23	its	its	PRON
bracis-28428	29	24	semantic	semantic	ADJ
bracis-28428	29	25	and	and	CCONJ
bracis-28428	29	26	syntactic	syntactic	ADJ
bracis-28428	29	27	similarities	similarity	NOUN
bracis-28428	29	28	.	.	PUNCT
bracis-28428	30	1	however	however	ADV
bracis-28428	30	2	,	,	PUNCT
bracis-28428	30	3	word	word	NOUN
bracis-28428	30	4	embeddings	embedding	NOUN
bracis-28428	30	5	alone	alone	ADV
bracis-28428	30	6	may	may	AUX
bracis-28428	30	7	struggle	struggle	VERB
bracis-28428	30	8	to	to	PART
bracis-28428	30	9	capture	capture	VERB
bracis-28428	30	10	nuanced	nuanced	ADJ
bracis-28428	30	11	shifts	shift	NOUN
bracis-28428	30	12	in	in	ADP
bracis-28428	30	13	meaning	meaning	NOUN
bracis-28428	30	14	when	when	SCONJ
bracis-28428	30	15	a	a	DET
bracis-28428	30	16	sentence	sentence	NOUN
bracis-28428	30	17	undergoes	undergo	VERB
bracis-28428	30	18	minor	minor	ADJ
bracis-28428	30	19	changes	change	NOUN
bracis-28428	30	20	.	.	PUNCT
bracis-28428	31	1	for	for	ADP
bracis-28428	31	2	example	example	NOUN
bracis-28428	31	3	,	,	PUNCT
bracis-28428	31	4	consider	consider	VERB
bracis-28428	31	5	the	the	DET
bracis-28428	31	6	sentences	sentence	NOUN
bracis-28428	31	7	“	"	PUNCT
bracis-28428	31	8	augusta	augusta	PROPN
bracis-28428	31	9	’s	’s	PART
bracis-28428	31	10	car	car	NOUN
bracis-28428	31	11	was	be	AUX
bracis-28428	31	12	stolen	steal	VERB
bracis-28428	31	13	”	"	PUNCT
bracis-28428	31	14	and	and	CCONJ
bracis-28428	31	15	“	"	PUNCT
bracis-28428	31	16	augusta	augusta	PROPN
bracis-28428	31	17	’s	’s	PART
bracis-28428	31	18	car	car	NOUN
bracis-28428	31	19	was	be	AUX
bracis-28428	31	20	not	not	PART
bracis-28428	31	21	stolen	steal	VERB
bracis-28428	31	22	.	.	PUNCT
bracis-28428	31	23	”	"	PUNCT
bracis-28428	32	1	despite	despite	SCONJ
bracis-28428	32	2	the	the	DET
bracis-28428	32	3	difference	difference	NOUN
bracis-28428	32	4	of	of	ADP
bracis-28428	32	5	only	only	ADV
bracis-28428	32	6	one	one	NUM
bracis-28428	32	7	word	word	NOUN
bracis-28428	32	8	,	,	PUNCT
bracis-28428	32	9	these	these	DET
bracis-28428	32	10	sentences	sentence	NOUN
bracis-28428	32	11	have	have	VERB
bracis-28428	32	12	completely	completely	ADV
bracis-28428	32	13	different	different	ADJ
bracis-28428	32	14	meanings	meaning	NOUN
bracis-28428	32	15	.	.	PUNCT
bracis-28428	33	1	nonetheless	nonetheless	ADV
bracis-28428	33	2	,	,	PUNCT
bracis-28428	33	3	when	when	SCONJ
bracis-28428	33	4	using	use	VERB
bracis-28428	33	5	word	word	NOUN
bracis-28428	33	6	embeddings	embedding	NOUN
bracis-28428	33	7	,	,	PUNCT
bracis-28428	33	8	the	the	DET
bracis-28428	33	9	cosine	cosine	NOUN
bracis-28428	33	10	similarity	similarity	NOUN
bracis-28428	33	11	between	between	ADP
bracis-28428	33	12	the	the	DET
bracis-28428	33	13	vectors	vector	NOUN
bracis-28428	33	14	obtained	obtain	VERB
bracis-28428	33	15	from	from	ADP
bracis-28428	33	16	these	these	DET
bracis-28428	33	17	sentences	sentence	NOUN
bracis-28428	33	18	might	might	AUX
bracis-28428	33	19	still	still	ADV
bracis-28428	33	20	be	be	AUX
bracis-28428	33	21	relatively	relatively	ADV
bracis-28428	33	22	high	high	ADJ
bracis-28428	33	23	,	,	PUNCT
bracis-28428	33	24	despite	despite	SCONJ
bracis-28428	33	25	being	be	AUX
bracis-28428	33	26	semantically	semantically	ADV
bracis-28428	33	27	opposite	opposite	ADJ
bracis-28428	33	28	.	.	PUNCT
bracis-28428	34	1	embedding	embed	VERB
bracis-28428	34	2	techniques	technique	NOUN
bracis-28428	34	3	should	should	AUX
bracis-28428	34	4	ideally	ideally	ADV
bracis-28428	34	5	be	be	AUX
bracis-28428	34	6	able	able	ADJ
bracis-28428	34	7	to	to	PART
bracis-28428	34	8	address	address	VERB
bracis-28428	34	9	this	this	DET
bracis-28428	34	10	issue	issue	NOUN
bracis-28428	34	11	and	and	CCONJ
bracis-28428	34	12	provide	provide	VERB
bracis-28428	34	13	more	more	ADV
bracis-28428	34	14	nuanced	nuanced	ADJ
bracis-28428	34	15	representations	representation	NOUN
bracis-28428	34	16	.	.	PUNCT
bracis-28428	35	1	one	one	NUM
bracis-28428	35	2	alternative	alternative	NOUN
bracis-28428	35	3	is	be	AUX
bracis-28428	35	4	to	to	PART
bracis-28428	35	5	encode	encode	VERB
bracis-28428	35	6	the	the	DET
bracis-28428	35	7	entire	entire	ADJ
bracis-28428	35	8	sentence	sentence	NOUN
bracis-28428	35	9	into	into	ADP
bracis-28428	35	10	embedding	embed	VERB
bracis-28428	35	11	vectors	vector	NOUN
bracis-28428	35	12	.	.	PUNCT
bracis-28428	36	1	this	this	DET
bracis-28428	36	2	method	method	NOUN
bracis-28428	36	3	is	be	AUX
bracis-28428	36	4	known	know	VERB
bracis-28428	36	5	as	as	ADP
bracis-28428	36	6	sentence	sentence	NOUN
bracis-28428	36	7	embedding	embed	VERB
bracis-28428	36	8	,	,	PUNCT
bracis-28428	36	9	and	and	CCONJ
bracis-28428	36	10	there	there	PRON
bracis-28428	36	11	are	be	VERB
bracis-28428	36	12	many	many	ADJ
bracis-28428	36	13	pre	pre	ADJ
bracis-28428	36	14	-	-	ADJ
bracis-28428	36	15	trained	train	VERB
bracis-28428	36	16	sentence	sentence	NOUN
bracis-28428	36	17	embedding	embed	VERB
bracis-28428	36	18	techniques	technique	NOUN
bracis-28428	36	19	available	available	ADJ
bracis-28428	36	20	,	,	PUNCT
bracis-28428	36	21	including	include	VERB
bracis-28428	36	22	doc2vec	doc2vec	NOUN
bracis-28428	36	23	[	[	X
bracis-28428	36	24	15	15	NUM
bracis-28428	36	25	]	]	PUNCT
bracis-28428	36	26	,	,	PUNCT
bracis-28428	36	27	sbert	sbert	NOUN
bracis-28428	37	1	[	[	X
bracis-28428	37	2	3	3	NUM
bracis-28428	37	3	]	]	PUNCT
bracis-28428	37	4	and	and	CCONJ
bracis-28428	37	5	universal	universal	ADJ
bracis-28428	37	6	sentence	sentence	NOUN
bracis-28428	37	7	encoder	encoder	NOUN
bracis-28428	38	1	[	[	X
bracis-28428	38	2	21	21	NUM
bracis-28428	38	3	]	]	PUNCT
bracis-28428	38	4	.	.	PUNCT
bracis-28428	39	1	these	these	DET
bracis-28428	39	2	models	model	NOUN
bracis-28428	39	3	take	take	VERB
bracis-28428	39	4	the	the	DET
bracis-28428	39	5	text	text	NOUN
bracis-28428	39	6	as	as	ADP
bracis-28428	39	7	input	input	NOUN
bracis-28428	39	8	and	and	CCONJ
bracis-28428	39	9	generate	generate	VERB
bracis-28428	39	10	a	a	DET
bracis-28428	39	11	fixed	fix	VERB
bracis-28428	39	12	-	-	PUNCT
bracis-28428	39	13	dimensional	dimensional	ADJ
bracis-28428	39	14	embedding	embed	VERB
bracis-28428	39	15	representation	representation	NOUN
bracis-28428	39	16	of	of	ADP
bracis-28428	39	17	the	the	DET
bracis-28428	39	18	sentence	sentence	NOUN
bracis-28428	39	19	.	.	PUNCT
bracis-28428	40	1	sentence	sentence	NOUN
bracis-28428	40	2	embedding	embed	VERB
bracis-28428	40	3	techniques	technique	NOUN
bracis-28428	40	4	aim	aim	VERB
bracis-28428	40	5	to	to	PART
bracis-28428	40	6	capture	capture	VERB
bracis-28428	40	7	the	the	DET
bracis-28428	40	8	full	full	ADJ
bracis-28428	40	9	sentences	sentence	NOUN
bracis-28428	40	10	and	and	CCONJ
bracis-28428	40	11	the	the	DET
bracis-28428	40	12	semantic	semantic	ADJ
bracis-28428	40	13	information	information	NOUN
bracis-28428	40	14	they	they	PRON
bracis-28428	40	15	contain	contain	VERB
bracis-28428	40	16	in	in	ADP
bracis-28428	40	17	the	the	DET
bracis-28428	40	18	form	form	NOUN
bracis-28428	40	19	of	of	ADP
bracis-28428	40	20	vectors	vector	NOUN
bracis-28428	40	21	.	.	PUNCT
bracis-28428	41	1	this	this	PRON
bracis-28428	41	2	helps	help	VERB
bracis-28428	41	3	the	the	DET
bracis-28428	41	4	machine	machine	NOUN
bracis-28428	41	5	understand	understand	VERB
bracis-28428	41	6	the	the	DET
bracis-28428	41	7	context	context	NOUN
bracis-28428	41	8	,	,	PUNCT
bracis-28428	41	9	intention	intention	NOUN
bracis-28428	41	10	,	,	PUNCT
bracis-28428	41	11	and	and	CCONJ
bracis-28428	41	12	other	other	ADJ
bracis-28428	41	13	nuances	nuance	NOUN
bracis-28428	41	14	of	of	ADP
bracis-28428	41	15	the	the	DET
bracis-28428	41	16	text	text	NOUN
bracis-28428	41	17	as	as	ADP
bracis-28428	41	18	a	a	DET
bracis-28428	41	19	whole	whole	NOUN
bracis-28428	41	20	.	.	PUNCT
bracis-28428	42	1	the	the	DET
bracis-28428	42	2	quality	quality	NOUN
bracis-28428	42	3	of	of	ADP
bracis-28428	42	4	the	the	DET
bracis-28428	42	5	training	training	NOUN
bracis-28428	42	6	data	datum	NOUN
bracis-28428	42	7	has	have	VERB
bracis-28428	42	8	a	a	DET
bracis-28428	42	9	significant	significant	ADJ
bracis-28428	42	10	impact	impact	NOUN
bracis-28428	42	11	on	on	ADP
bracis-28428	42	12	the	the	DET
bracis-28428	42	13	resulting	result	VERB
bracis-28428	42	14	sentence	sentence	NOUN
bracis-28428	42	15	embedding	embed	VERB
bracis-28428	42	16	vectors	vector	NOUN
bracis-28428	42	17	.	.	PUNCT
bracis-28428	43	1	for	for	ADP
bracis-28428	43	2	optimal	optimal	ADJ
bracis-28428	43	3	results	result	NOUN
bracis-28428	43	4	,	,	PUNCT
bracis-28428	43	5	the	the	DET
bracis-28428	43	6	sentences	sentence	NOUN
bracis-28428	43	7	in	in	ADP
bracis-28428	43	8	the	the	DET
bracis-28428	43	9	training	training	NOUN
bracis-28428	43	10	set	set	NOUN
bracis-28428	43	11	should	should	AUX
bracis-28428	43	12	be	be	AUX
bracis-28428	43	13	semantically	semantically	ADV
bracis-28428	43	14	related	relate	VERB
bracis-28428	43	15	[	[	X
bracis-28428	43	16	14	14	NUM
bracis-28428	43	17	]	]	PUNCT
bracis-28428	43	18	.	.	PUNCT
bracis-28428	44	1	this	this	DET
bracis-28428	44	2	study	study	NOUN
bracis-28428	44	3	focuses	focus	VERB
bracis-28428	44	4	on	on	ADP
bracis-28428	44	5	addressing	address	VERB
bracis-28428	44	6	the	the	DET
bracis-28428	44	7	challenge	challenge	NOUN
bracis-28428	44	8	of	of	ADP
bracis-28428	44	9	conducting	conduct	VERB
bracis-28428	44	10	similarity	similarity	NOUN
bracis-28428	44	11	searches	search	NOUN
bracis-28428	44	12	on	on	ADP
bracis-28428	44	13	police	police	NOUN
bracis-28428	44	14	report	report	NOUN
bracis-28428	44	15	documents	document	NOUN
bracis-28428	44	16	.	.	PUNCT
bracis-28428	45	1	the	the	DET
bracis-28428	45	2	primary	primary	ADJ
bracis-28428	45	3	objective	objective	NOUN
bracis-28428	45	4	is	be	AUX
bracis-28428	45	5	to	to	PART
bracis-28428	45	6	find	find	VERB
bracis-28428	45	7	similar	similar	ADJ
bracis-28428	45	8	police	police	NOUN
bracis-28428	45	9	reports	report	NOUN
bracis-28428	45	10	with	with	ADP
bracis-28428	45	11	overlapping	overlap	VERB
bracis-28428	45	12	words	word	NOUN
bracis-28428	45	13	or	or	CCONJ
bracis-28428	45	14	reports	report	NOUN
bracis-28428	45	15	that	that	PRON
bracis-28428	45	16	share	share	VERB
bracis-28428	45	17	the	the	DET
bracis-28428	45	18	same	same	ADJ
bracis-28428	45	19	modus	modus	X
bracis-28428	45	20	operandi	operandi	X
bracis-28428	45	21	.	.	PUNCT
bracis-28428	46	1	police	police	NOUN
bracis-28428	46	2	reports	report	NOUN
bracis-28428	46	3	pose	pose	VERB
bracis-28428	46	4	unique	unique	ADJ
bracis-28428	46	5	challenges	challenge	NOUN
bracis-28428	46	6	for	for	ADP
bracis-28428	46	7	similarity	similarity	NOUN
bracis-28428	46	8	search	search	NOUN
bracis-28428	46	9	due	due	ADP
bracis-28428	46	10	to	to	ADP
bracis-28428	46	11	specialized	specialized	ADJ
bracis-28428	46	12	language	language	NOUN
bracis-28428	46	13	and	and	CCONJ
bracis-28428	46	14	terminology	terminology	NOUN
bracis-28428	46	15	specific	specific	ADJ
bracis-28428	46	16	to	to	ADP
bracis-28428	46	17	law	law	NOUN
bracis-28428	46	18	enforcement	enforcement	NOUN
bracis-28428	46	19	,	,	PUNCT
bracis-28428	46	20	requiring	require	VERB
bracis-28428	46	21	tailored	tailor	VERB
bracis-28428	46	22	approaches	approach	NOUN
bracis-28428	46	23	.	.	PUNCT
bracis-28428	47	1	furthermore	furthermore	ADV
bracis-28428	47	2	,	,	PUNCT
bracis-28428	47	3	the	the	DET
bracis-28428	47	4	wealth	wealth	NOUN
bracis-28428	47	5	of	of	ADP
bracis-28428	47	6	highly	highly	ADV
bracis-28428	47	7	contextual	contextual	ADJ
bracis-28428	47	8	information	information	NOUN
bracis-28428	47	9	in	in	ADP
bracis-28428	47	10	these	these	DET
bracis-28428	47	11	reports	report	NOUN
bracis-28428	47	12	,	,	PUNCT
bracis-28428	47	13	encompassing	encompass	VERB
bracis-28428	47	14	location	location	NOUN
bracis-28428	47	15	,	,	PUNCT
bracis-28428	47	16	time	time	NOUN
bracis-28428	47	17	,	,	PUNCT
bracis-28428	47	18	individuals	individual	NOUN
bracis-28428	47	19	involved	involve	VERB
bracis-28428	47	20	,	,	PUNCT
bracis-28428	47	21	and	and	CCONJ
bracis-28428	47	22	preceding	precede	VERB
bracis-28428	47	23	events	event	NOUN
bracis-28428	47	24	,	,	PUNCT
bracis-28428	47	25	adds	add	VERB
bracis-28428	47	26	complexity	complexity	NOUN
bracis-28428	47	27	,	,	PUNCT
bracis-28428	47	28	necessitating	necessitate	VERB
bracis-28428	47	29	context	context	NOUN
bracis-28428	47	30	-	-	PUNCT
bracis-28428	47	31	aware	aware	ADJ
bracis-28428	47	32	techniques	technique	NOUN
bracis-28428	47	33	for	for	ADP
bracis-28428	47	34	accurate	accurate	ADJ
bracis-28428	47	35	assessment	assessment	NOUN
bracis-28428	47	36	.	.	PUNCT
bracis-28428	48	1	additionally	additionally	ADV
bracis-28428	48	2	,	,	PUNCT
bracis-28428	48	3	the	the	DET
bracis-28428	48	4	sensitivity	sensitivity	NOUN
bracis-28428	48	5	of	of	ADP
bracis-28428	48	6	confidential	confidential	ADJ
bracis-28428	48	7	police	police	NOUN
bracis-28428	48	8	reports	report	NOUN
bracis-28428	48	9	,	,	PUNCT
bracis-28428	48	10	containing	contain	VERB
bracis-28428	48	11	personal	personal	ADJ
bracis-28428	48	12	details	detail	NOUN
bracis-28428	48	13	and	and	CCONJ
bracis-28428	48	14	classified	classified	ADJ
bracis-28428	48	15	materials	material	NOUN
bracis-28428	48	16	,	,	PUNCT
bracis-28428	48	17	demands	demand	VERB
bracis-28428	48	18	privacy	privacy	NOUN
bracis-28428	48	19	protection	protection	NOUN
bracis-28428	48	20	measures	measure	NOUN
bracis-28428	48	21	during	during	ADP
bracis-28428	48	22	similarity	similarity	NOUN
bracis-28428	48	23	analysis	analysis	NOUN
bracis-28428	48	24	,	,	PUNCT
bracis-28428	48	25	adhering	adhere	VERB
bracis-28428	48	26	to	to	ADP
bracis-28428	48	27	legal	legal	ADJ
bracis-28428	48	28	and	and	CCONJ
bracis-28428	48	29	ethical	ethical	ADJ
bracis-28428	48	30	guidelines	guideline	NOUN
bracis-28428	48	31	through	through	ADP
bracis-28428	48	32	anonymization	anonymization	NOUN
bracis-28428	48	33	or	or	CCONJ
bracis-28428	48	34	aggregation	aggregation	NOUN
bracis-28428	48	35	techniques	technique	NOUN
bracis-28428	48	36	.	.	PUNCT
bracis-28428	49	1	to	to	PART
bracis-28428	49	2	guide	guide	VERB
bracis-28428	49	3	this	this	DET
bracis-28428	49	4	research	research	NOUN
bracis-28428	49	5	,	,	PUNCT
bracis-28428	49	6	we	we	PRON
bracis-28428	49	7	have	have	AUX
bracis-28428	49	8	formulated	formulate	VERB
bracis-28428	49	9	the	the	DET
bracis-28428	49	10	following	follow	VERB
bracis-28428	49	11	key	key	ADJ
bracis-28428	49	12	research	research	NOUN
bracis-28428	49	13	questions	question	NOUN
bracis-28428	49	14	:	:	PUNCT
bracis-28428	49	15	1	1	X
bracis-28428	49	16	.	.	PUNCT
bracis-28428	49	17	(	(	PUNCT
bracis-28428	49	18	rq1	rq1	NOUN
bracis-28428	49	19	)	)	PUNCT
bracis-28428	49	20	the	the	DET
bracis-28428	49	21	first	first	ADJ
bracis-28428	49	22	research	research	NOUN
bracis-28428	49	23	question	question	NOUN
bracis-28428	49	24	aims	aim	VERB
bracis-28428	49	25	to	to	PART
bracis-28428	49	26	identify	identify	VERB
bracis-28428	49	27	the	the	DET
bracis-28428	49	28	pre	pre	ADJ
bracis-28428	49	29	-	-	ADJ
bracis-28428	49	30	trained	train	VERB
bracis-28428	49	31	sentence	sentence	NOUN
bracis-28428	49	32	-	-	PUNCT
bracis-28428	49	33	level	level	NOUN
bracis-28428	49	34	representation	representation	NOUN
bracis-28428	49	35	that	that	PRON
bracis-28428	49	36	effectively	effectively	ADV
bracis-28428	49	37	captures	capture	VERB
bracis-28428	49	38	both	both	CCONJ
bracis-28428	49	39	the	the	DET
bracis-28428	49	40	syntactic	syntactic	ADJ
bracis-28428	49	41	and	and	CCONJ
bracis-28428	49	42	semantic	semantic	ADJ
bracis-28428	49	43	features	feature	NOUN
bracis-28428	49	44	of	of	ADP
bracis-28428	49	45	the	the	DET
bracis-28428	49	46	vocabulary	vocabulary	NOUN
bracis-28428	49	47	found	find	VERB
bracis-28428	49	48	in	in	ADP
bracis-28428	49	49	police	police	NOUN
bracis-28428	49	50	reports	report	NOUN
bracis-28428	49	51	while	while	SCONJ
bracis-28428	49	52	being	be	AUX
bracis-28428	49	53	able	able	ADJ
bracis-28428	49	54	to	to	PART
bracis-28428	49	55	differentiate	differentiate	VERB
bracis-28428	49	56	between	between	ADP
bracis-28428	49	57	similar	similar	ADJ
bracis-28428	49	58	reports	report	NOUN
bracis-28428	49	59	.	.	PUNCT
bracis-28428	50	1	in	in	ADP
bracis-28428	50	2	this	this	DET
bracis-28428	50	3	study	study	NOUN
bracis-28428	50	4	,	,	PUNCT
bracis-28428	50	5	we	we	PRON
bracis-28428	50	6	consider	consider	VERB
bracis-28428	50	7	various	various	ADJ
bracis-28428	50	8	approaches	approach	NOUN
bracis-28428	50	9	for	for	ADP
bracis-28428	50	10	input	input	NOUN
bracis-28428	50	11	sentence	sentence	NOUN
bracis-28428	50	12	representation	representation	NOUN
bracis-28428	50	13	,	,	PUNCT
bracis-28428	50	14	including	include	VERB
bracis-28428	50	15	word	word	NOUN
bracis-28428	50	16	-	-	PUNCT
bracis-28428	50	17	level	level	NOUN
bracis-28428	50	18	and	and	CCONJ
bracis-28428	50	19	sentence	sentence	NOUN
bracis-28428	50	20	-	-	PUNCT
bracis-28428	50	21	level	level	NOUN
bracis-28428	50	22	embeddings	embedding	NOUN
bracis-28428	50	23	,	,	PUNCT
bracis-28428	50	24	as	as	ADV
bracis-28428	50	25	well	well	ADV
bracis-28428	50	26	as	as	ADP
bracis-28428	50	27	count	count	NOUN
bracis-28428	50	28	-	-	PUNCT
bracis-28428	50	29	based	base	VERB
bracis-28428	50	30	text	text	NOUN
bracis-28428	50	31	representation	representation	NOUN
bracis-28428	50	32	techniques	technique	NOUN
bracis-28428	50	33	such	such	ADJ
bracis-28428	50	34	as	as	ADP
bracis-28428	50	35	tf	tf	PROPN
bracis-28428	50	36	-	-	PUNCT
bracis-28428	50	37	idf	idf	PROPN
bracis-28428	50	38	.	.	PUNCT
bracis-28428	51	1	additionally	additionally	ADV
bracis-28428	51	2	,	,	PUNCT
bracis-28428	51	3	we	we	PRON
bracis-28428	51	4	explore	explore	VERB
bracis-28428	51	5	lexical	lexical	ADJ
bracis-28428	51	6	-	-	PUNCT
bracis-28428	51	7	based	base	VERB
bracis-28428	51	8	similarities	similarity	NOUN
bracis-28428	51	9	,	,	PUNCT
bracis-28428	51	10	such	such	ADJ
bracis-28428	51	11	as	as	ADP
bracis-28428	51	12	jaccard	jaccard	ADJ
bracis-28428	51	13	similarity	similarity	NOUN
bracis-28428	51	14	,	,	PUNCT
bracis-28428	51	15	to	to	PART
bracis-28428	51	16	analyze	analyze	VERB
bracis-28428	51	17	the	the	DET
bracis-28428	51	18	effectiveness	effectiveness	NOUN
bracis-28428	51	19	of	of	ADP
bracis-28428	51	20	different	different	ADJ
bracis-28428	51	21	representation	representation	NOUN
bracis-28428	51	22	methods	method	NOUN
bracis-28428	51	23	.	.	PUNCT
bracis-28428	52	1	the	the	DET
bracis-28428	52	2	goal	goal	NOUN
bracis-28428	52	3	is	be	AUX
bracis-28428	52	4	to	to	PART
bracis-28428	52	5	determine	determine	VERB
bracis-28428	52	6	the	the	DET
bracis-28428	52	7	most	most	ADV
bracis-28428	52	8	suitable	suitable	ADJ
bracis-28428	52	9	approach	approach	NOUN
bracis-28428	52	10	that	that	PRON
bracis-28428	52	11	can	can	AUX
bracis-28428	52	12	accurately	accurately	ADV
bracis-28428	52	13	capture	capture	VERB
bracis-28428	52	14	the	the	DET
bracis-28428	52	15	essential	essential	ADJ
bracis-28428	52	16	characteristics	characteristic	NOUN
bracis-28428	52	17	of	of	ADP
bracis-28428	52	18	police	police	NOUN
bracis-28428	52	19	reports	report	NOUN
bracis-28428	52	20	and	and	CCONJ
bracis-28428	52	21	enable	enable	VERB
bracis-28428	52	22	the	the	DET
bracis-28428	52	23	detection	detection	NOUN
bracis-28428	52	24	of	of	ADP
bracis-28428	52	25	similar	similar	ADJ
bracis-28428	52	26	reports	report	NOUN
bracis-28428	52	27	.	.	PUNCT
bracis-28428	53	1	2	2	X
bracis-28428	53	2	.	.	X
bracis-28428	53	3	(	(	PUNCT
bracis-28428	53	4	rq2	rq2	NOUN
bracis-28428	53	5	)	)	PUNCT
bracis-28428	53	6	our	our	PRON
bracis-28428	53	7	second	second	ADJ
bracis-28428	53	8	research	research	NOUN
bracis-28428	53	9	question	question	NOUN
bracis-28428	53	10	delves	delf	NOUN
bracis-28428	53	11	into	into	ADP
bracis-28428	53	12	the	the	DET
bracis-28428	53	13	effectiveness	effectiveness	NOUN
bracis-28428	53	14	of	of	ADP
bracis-28428	53	15	embedding	embed	VERB
bracis-28428	53	16	models	model	NOUN
bracis-28428	53	17	that	that	PRON
bracis-28428	53	18	are	be	AUX
bracis-28428	53	19	trained	train	VERB
bracis-28428	53	20	from	from	ADP
bracis-28428	53	21	scratch	scratch	NOUN
bracis-28428	53	22	with	with	ADP
bracis-28428	53	23	police	police	NOUN
bracis-28428	53	24	report	report	NOUN
bracis-28428	53	25	documents	document	NOUN
bracis-28428	53	26	.	.	PUNCT
bracis-28428	54	1	we	we	PRON
bracis-28428	54	2	aim	aim	VERB
bracis-28428	54	3	to	to	PART
bracis-28428	54	4	determine	determine	VERB
bracis-28428	54	5	if	if	SCONJ
bracis-28428	54	6	these	these	DET
bracis-28428	54	7	models	model	NOUN
bracis-28428	54	8	are	be	AUX
bracis-28428	54	9	better	well	ADJ
bracis-28428	54	10	at	at	ADP
bracis-28428	54	11	representing	represent	VERB
bracis-28428	54	12	sentences	sentence	NOUN
bracis-28428	54	13	for	for	ADP
bracis-28428	54	14	similarity	similarity	NOUN
bracis-28428	54	15	searches	search	NOUN
bracis-28428	54	16	.	.	PUNCT
bracis-28428	55	1	furthermore	furthermore	ADV
bracis-28428	55	2	,	,	PUNCT
bracis-28428	55	3	we	we	PRON
bracis-28428	55	4	compare	compare	VERB
bracis-28428	55	5	the	the	DET
bracis-28428	55	6	pre	pre	ADJ
bracis-28428	55	7	-	-	ADJ
bracis-28428	55	8	trained	train	VERB
bracis-28428	55	9	models	model	NOUN
bracis-28428	55	10	used	use	VERB
bracis-28428	55	11	in	in	ADP
bracis-28428	55	12	rq1	rq1	NOUN
bracis-28428	55	13	with	with	ADP
bracis-28428	55	14	our	our	PRON
bracis-28428	55	15	own	own	ADJ
bracis-28428	55	16	data	data	NOUN
bracis-28428	55	17	-	-	PUNCT
bracis-28428	55	18	trained	train	VERB
bracis-28428	55	19	embeddings	embedding	NOUN
bracis-28428	55	20	.	.	PUNCT
bracis-28428	56	1	our	our	PRON
bracis-28428	56	2	primary	primary	ADJ
bracis-28428	56	3	goal	goal	NOUN
bracis-28428	56	4	is	be	AUX
bracis-28428	56	5	to	to	PART
bracis-28428	56	6	assess	assess	VERB
bracis-28428	56	7	the	the	DET
bracis-28428	56	8	performance	performance	NOUN
bracis-28428	56	9	of	of	ADP
bracis-28428	56	10	these	these	DET
bracis-28428	56	11	various	various	ADJ
bracis-28428	56	12	versions	version	NOUN
bracis-28428	56	13	when	when	SCONJ
bracis-28428	56	14	it	it	PRON
bracis-28428	56	15	comes	come	VERB
bracis-28428	56	16	to	to	ADP
bracis-28428	56	17	searching	search	VERB
bracis-28428	56	18	for	for	ADP
bracis-28428	56	19	similar	similar	ADJ
bracis-28428	56	20	police	police	NOUN
bracis-28428	56	21	reports	report	NOUN
bracis-28428	56	22	.	.	PUNCT
bracis-28428	57	1	3	3	X
bracis-28428	57	2	.	.	X
bracis-28428	57	3	(	(	PUNCT
bracis-28428	57	4	rq3	rq3	PROPN
bracis-28428	57	5	)	)	PUNCT
bracis-28428	57	6	the	the	DET
bracis-28428	57	7	third	third	ADJ
bracis-28428	57	8	research	research	NOUN
bracis-28428	57	9	question	question	NOUN
bracis-28428	57	10	explores	explore	NOUN
bracis-28428	57	11	whether	whether	SCONJ
bracis-28428	57	12	combining	combine	VERB
bracis-28428	57	13	embeddings	embedding	NOUN
bracis-28428	57	14	can	can	AUX
bracis-28428	57	15	enhance	enhance	VERB
bracis-28428	57	16	the	the	DET
bracis-28428	57	17	quality	quality	NOUN
bracis-28428	57	18	of	of	ADP
bracis-28428	57	19	searching	search	VERB
bracis-28428	57	20	for	for	ADP
bracis-28428	57	21	similar	similar	ADJ
bracis-28428	57	22	police	police	NOUN
bracis-28428	57	23	reports	report	NOUN
bracis-28428	57	24	.	.	PUNCT
bracis-28428	58	1	building	build	VERB
bracis-28428	58	2	on	on	ADP
bracis-28428	58	3	the	the	DET
bracis-28428	58	4	findings	finding	NOUN
bracis-28428	58	5	from	from	ADP
bracis-28428	58	6	[	[	X
bracis-28428	58	7	8	8	NUM
bracis-28428	58	8	]	]	PUNCT
bracis-28428	58	9	,	,	PUNCT
bracis-28428	58	10	which	which	PRON
bracis-28428	58	11	highlights	highlight	VERB
bracis-28428	58	12	the	the	DET
bracis-28428	58	13	benefits	benefit	NOUN
bracis-28428	58	14	of	of	ADP
bracis-28428	58	15	combining	combine	VERB
bracis-28428	58	16	different	different	ADJ
bracis-28428	58	17	embeddings	embedding	NOUN
bracis-28428	58	18	due	due	ADP
bracis-28428	58	19	to	to	ADP
bracis-28428	58	20	their	their	PRON
bracis-28428	58	21	complementarity	complementarity	NOUN
bracis-28428	58	22	,	,	PUNCT
bracis-28428	58	23	we	we	PRON
bracis-28428	58	24	investigate	investigate	VERB
bracis-28428	58	25	whether	whether	SCONJ
bracis-28428	58	26	combining	combine	VERB
bracis-28428	58	27	embeddings	embedding	NOUN
bracis-28428	58	28	can	can	AUX
bracis-28428	58	29	lead	lead	VERB
bracis-28428	58	30	to	to	ADP
bracis-28428	58	31	improved	improved	ADJ
bracis-28428	58	32	performance	performance	NOUN
bracis-28428	58	33	on	on	ADP
bracis-28428	58	34	the	the	DET
bracis-28428	58	35	task	task	NOUN
bracis-28428	58	36	at	at	ADP
bracis-28428	58	37	hand	hand	NOUN
bracis-28428	58	38	.	.	PUNCT
bracis-28428	59	1	based	base	VERB
bracis-28428	59	2	on	on	ADP
bracis-28428	59	3	the	the	DET
bracis-28428	59	4	analysis	analysis	NOUN
bracis-28428	59	5	conducted	conduct	VERB
bracis-28428	59	6	in	in	ADP
bracis-28428	59	7	the	the	DET
bracis-28428	59	8	previous	previous	ADJ
bracis-28428	59	9	research	research	NOUN
bracis-28428	59	10	questions	question	NOUN
bracis-28428	59	11	,	,	PUNCT
bracis-28428	59	12	we	we	PRON
bracis-28428	59	13	select	select	VERB
bracis-28428	59	14	the	the	DET
bracis-28428	59	15	two	two	NUM
bracis-28428	59	16	best	well	ADV
bracis-28428	59	17	-	-	PUNCT
bracis-28428	59	18	performing	perform	VERB
bracis-28428	59	19	embeddings	embedding	NOUN
bracis-28428	59	20	.	.	PUNCT
bracis-28428	60	1	we	we	PRON
bracis-28428	60	2	then	then	ADV
bracis-28428	60	3	compare	compare	VERB
bracis-28428	60	4	the	the	DET
bracis-28428	60	5	effectiveness	effectiveness	NOUN
bracis-28428	60	6	of	of	ADP
bracis-28428	60	7	combining	combine	VERB
bracis-28428	60	8	these	these	DET
bracis-28428	60	9	two	two	NUM
bracis-28428	60	10	embeddings	embedding	NOUN
bracis-28428	60	11	using	use	VERB
bracis-28428	60	12	different	different	ADJ
bracis-28428	60	13	aggregation	aggregation	NOUN
bracis-28428	60	14	techniques	technique	NOUN
bracis-28428	60	15	,	,	PUNCT
bracis-28428	60	16	such	such	ADJ
bracis-28428	60	17	as	as	ADP
bracis-28428	60	18	taking	take	VERB
bracis-28428	60	19	the	the	DET
bracis-28428	60	20	maximum	maximum	ADJ
bracis-28428	60	21	,	,	PUNCT
bracis-28428	60	22	minimum	minimum	ADJ
bracis-28428	60	23	,	,	PUNCT
bracis-28428	60	24	or	or	CCONJ
bracis-28428	60	25	average	average	ADJ
bracis-28428	60	26	vector	vector	NOUN
bracis-28428	60	27	.	.	PUNCT
bracis-28428	61	1	by	by	ADP
bracis-28428	61	2	investigating	investigate	VERB
bracis-28428	61	3	the	the	DET
bracis-28428	61	4	potential	potential	NOUN
bracis-28428	61	5	of	of	ADP
bracis-28428	61	6	combining	combine	VERB
bracis-28428	61	7	models	model	NOUN
bracis-28428	61	8	,	,	PUNCT
bracis-28428	61	9	we	we	PRON
bracis-28428	61	10	aim	aim	VERB
bracis-28428	61	11	to	to	PART
bracis-28428	61	12	determine	determine	VERB
bracis-28428	61	13	whether	whether	SCONJ
bracis-28428	61	14	it	it	PRON
bracis-28428	61	15	is	be	AUX
bracis-28428	61	16	possible	possible	ADJ
bracis-28428	61	17	to	to	PART
bracis-28428	61	18	achieve	achieve	VERB
bracis-28428	61	19	a	a	DET
bracis-28428	61	20	better	well	ADJ
bracis-28428	61	21	sentence	sentence	NOUN
bracis-28428	61	22	representation	representation	NOUN
bracis-28428	61	23	that	that	PRON
bracis-28428	61	24	captures	capture	VERB
bracis-28428	61	25	the	the	DET
bracis-28428	61	26	semantic	semantic	ADJ
bracis-28428	61	27	and	and	CCONJ
bracis-28428	61	28	syntactic	syntactic	ADJ
bracis-28428	61	29	features	feature	NOUN
bracis-28428	61	30	crucial	crucial	ADJ
bracis-28428	61	31	for	for	ADP
bracis-28428	61	32	searching	search	VERB
bracis-28428	61	33	similar	similar	ADJ
bracis-28428	61	34	police	police	NOUN
bracis-28428	61	35	reports	report	NOUN
bracis-28428	61	36	.	.	PUNCT
bracis-28428	62	1	the	the	DET
bracis-28428	62	2	remaining	remain	VERB
bracis-28428	62	3	sections	section	NOUN
bracis-28428	62	4	of	of	ADP
bracis-28428	62	5	this	this	DET
bracis-28428	62	6	article	article	NOUN
bracis-28428	62	7	are	be	AUX
bracis-28428	62	8	organized	organize	VERB
bracis-28428	62	9	as	as	SCONJ
bracis-28428	62	10	follows	follow	VERB
bracis-28428	62	11	.	.	PUNCT
bracis-28428	63	1	section	section	NOUN
bracis-28428	63	2	 	 	SPACE
bracis-28428	63	3	2	2	NUM
bracis-28428	63	4	presents	present	VERB
bracis-28428	63	5	the	the	DET
bracis-28428	63	6	background	background	NOUN
bracis-28428	63	7	and	and	CCONJ
bracis-28428	63	8	related	related	ADJ
bracis-28428	63	9	works	work	NOUN
bracis-28428	63	10	.	.	PUNCT
bracis-28428	64	1	section	section	NOUN
bracis-28428	64	2	 	 	SPACE
bracis-28428	64	3	3	3	NUM
bracis-28428	64	4	explains	explain	VERB
bracis-28428	64	5	the	the	DET
bracis-28428	64	6	data	datum	NOUN
bracis-28428	64	7	and	and	CCONJ
bracis-28428	64	8	the	the	DET
bracis-28428	64	9	solutions	solution	NOUN
bracis-28428	64	10	to	to	PART
bracis-28428	64	11	cope	cope	VERB
bracis-28428	64	12	with	with	ADP
bracis-28428	64	13	our	our	PRON
bracis-28428	64	14	problem	problem	NOUN
bracis-28428	64	15	.	.	PUNCT
bracis-28428	65	1	section	section	NOUN
bracis-28428	65	2	 	 	SPACE
bracis-28428	65	3	4	4	NUM
bracis-28428	65	4	explains	explain	VERB
bracis-28428	65	5	the	the	DET
bracis-28428	65	6	evaluation	evaluation	NOUN
bracis-28428	65	7	metrics	metric	NOUN
bracis-28428	65	8	used	use	VERB
bracis-28428	65	9	in	in	ADP
bracis-28428	65	10	the	the	DET
bracis-28428	65	11	comparisons	comparison	NOUN
bracis-28428	65	12	and	and	CCONJ
bracis-28428	65	13	shows	show	VERB
bracis-28428	65	14	the	the	DET
bracis-28428	65	15	analysis	analysis	NOUN
bracis-28428	65	16	performed	perform	VERB
bracis-28428	65	17	compared	compare	VERB
bracis-28428	65	18	to	to	ADP
bracis-28428	65	19	different	different	ADJ
bracis-28428	65	20	models	model	NOUN
bracis-28428	65	21	.	.	PUNCT
bracis-28428	66	1	finally	finally	ADV
bracis-28428	66	2	,	,	PUNCT
bracis-28428	66	3	sect	sect	NOUN
bracis-28428	66	4	.	.	PUNCT
bracis-28428	66	5	 	 	SPACE
bracis-28428	67	1	5	5	NUM
bracis-28428	67	2	summarizes	summarize	NOUN
bracis-28428	67	3	this	this	DET
bracis-28428	67	4	work	work	NOUN
bracis-28428	67	5	and	and	CCONJ
bracis-28428	67	6	proposes	propose	VERB
bracis-28428	67	7	future	future	ADJ
bracis-28428	67	8	developments	development	NOUN
bracis-28428	67	9	.	.	PUNCT
bracis-28428	68	1	2	2	NUM
bracis-28428	68	2	backgound	backgound	NOUN
bracis-28428	68	3	and	and	CCONJ
bracis-28428	68	4	 	 	SPACE
bracis-28428	68	5	related	relate	VERB
bracis-28428	68	6	works	work	VERB
bracis-28428	68	7	the	the	DET
bracis-28428	68	8	background	background	NOUN
bracis-28428	68	9	information	information	NOUN
bracis-28428	68	10	and	and	CCONJ
bracis-28428	68	11	studies	study	NOUN
bracis-28428	68	12	that	that	PRON
bracis-28428	68	13	are	be	AUX
bracis-28428	68	14	relevant	relevant	ADJ
bracis-28428	68	15	to	to	ADP
bracis-28428	68	16	our	our	PRON
bracis-28428	68	17	problem	problem	NOUN
bracis-28428	68	18	are	be	AUX
bracis-28428	68	19	covered	cover	VERB
bracis-28428	68	20	in	in	ADP
bracis-28428	68	21	this	this	DET
bracis-28428	68	22	section	section	NOUN
bracis-28428	68	23	.	.	PUNCT
bracis-28428	69	1	we	we	PRON
bracis-28428	69	2	divide	divide	VERB
bracis-28428	69	3	this	this	DET
bracis-28428	69	4	section	section	NOUN
bracis-28428	69	5	into	into	ADP
bracis-28428	69	6	four	four	NUM
bracis-28428	69	7	main	main	ADJ
bracis-28428	69	8	topics	topic	NOUN
bracis-28428	69	9	:	:	PUNCT
bracis-28428	69	10	traditional	traditional	ADJ
bracis-28428	69	11	text	text	NOUN
bracis-28428	69	12	representation	representation	NOUN
bracis-28428	69	13	,	,	PUNCT
bracis-28428	69	14	word	word	NOUN
bracis-28428	69	15	embedding	embedding	NOUN
bracis-28428	69	16	,	,	PUNCT
bracis-28428	69	17	sentence	sentence	NOUN
bracis-28428	69	18	embedding	embedding	NOUN
bracis-28428	69	19	and	and	CCONJ
bracis-28428	69	20	similarity	similarity	NOUN
bracis-28428	69	21	search	search	NOUN
bracis-28428	69	22	in	in	ADP
bracis-28428	69	23	text	text	NOUN
bracis-28428	69	24	data	datum	NOUN
bracis-28428	69	25	.	.	PUNCT
bracis-28428	70	1	traditional	traditional	ADJ
bracis-28428	70	2	text	text	NOUN
bracis-28428	70	3	representation	representation	NOUN
bracis-28428	70	4	.	.	PUNCT
bracis-28428	71	1	the	the	DET
bracis-28428	71	2	method	method	NOUN
bracis-28428	71	3	of	of	ADP
bracis-28428	71	4	vectorizing	vectorize	VERB
bracis-28428	71	5	text	text	NOUN
bracis-28428	71	6	involves	involve	VERB
bracis-28428	71	7	turning	turn	VERB
bracis-28428	71	8	text	text	NOUN
bracis-28428	71	9	into	into	ADP
bracis-28428	71	10	tensors	tensor	NOUN
bracis-28428	71	11	of	of	ADP
bracis-28428	71	12	numbers	number	NOUN
bracis-28428	71	13	.	.	PUNCT
bracis-28428	72	1	the	the	DET
bracis-28428	72	2	most	most	ADV
bracis-28428	72	3	frequent	frequent	ADJ
bracis-28428	72	4	and	and	CCONJ
bracis-28428	72	5	fundamental	fundamental	ADJ
bracis-28428	72	6	representation	representation	NOUN
bracis-28428	72	7	is	be	AUX
bracis-28428	72	8	one	one	NUM
bracis-28428	72	9	-	-	PUNCT
bracis-28428	72	10	hot	hot	ADJ
bracis-28428	72	11	encoding	encoding	NOUN
bracis-28428	72	12	.	.	PUNCT
bracis-28428	73	1	every	every	DET
bracis-28428	73	2	word	word	NOUN
bracis-28428	73	3	is	be	AUX
bracis-28428	73	4	given	give	VERB
bracis-28428	73	5	a	a	DET
bracis-28428	73	6	distinct	distinct	ADJ
bracis-28428	73	7	integer	integer	NOUN
bracis-28428	73	8	index	index	NOUN
bracis-28428	73	9	,	,	PUNCT
bracis-28428	73	10	and	and	CCONJ
bracis-28428	73	11	this	this	DET
bracis-28428	73	12	integer	integer	NOUN
bracis-28428	73	13	index	index	NOUN
bracis-28428	73	14	i	i	PRON
bracis-28428	73	15	is	be	AUX
bracis-28428	73	16	then	then	ADV
bracis-28428	73	17	converted	convert	VERB
bracis-28428	73	18	into	into	ADP
bracis-28428	73	19	a	a	DET
bracis-28428	73	20	binary	binary	ADJ
bracis-28428	73	21	vector	vector	NOUN
bracis-28428	73	22	of	of	ADP
bracis-28428	73	23	size	size	NOUN
bracis-28428	73	24	n	n	PRON
bracis-28428	73	25	(	(	PUNCT
bracis-28428	73	26	the	the	DET
bracis-28428	73	27	vocabulary	vocabulary	ADJ
bracis-28428	73	28	size	size	NOUN
bracis-28428	73	29	)	)	PUNCT
bracis-28428	73	30	.	.	PUNCT
bracis-28428	74	1	the	the	DET
bracis-28428	74	2	vector	vector	NOUN
bracis-28428	74	3	is	be	AUX
bracis-28428	74	4	all	all	DET
bracis-28428	74	5	zeros	zero	NOUN
bracis-28428	74	6	except	except	SCONJ
bracis-28428	74	7	for	for	ADP
bracis-28428	74	8	the	the	DET
bracis-28428	74	9	\(i	\(i	NOUN
bracis-28428	74	10	-	-	PUNCT
bracis-28428	74	11	th\	th\	ADJ
bracis-28428	74	12	)	)	PUNCT
bracis-28428	74	13	entry	entry	NOUN
bracis-28428	74	14	,	,	PUNCT
bracis-28428	74	15	which	which	PRON
bracis-28428	74	16	is	be	AUX
bracis-28428	74	17	1	1	NUM
bracis-28428	74	18	[	[	X
bracis-28428	74	19	4	4	NUM
bracis-28428	74	20	]	]	PUNCT
bracis-28428	74	21	.	.	PUNCT
bracis-28428	75	1	another	another	DET
bracis-28428	75	2	typical	typical	ADJ
bracis-28428	75	3	representation	representation	NOUN
bracis-28428	75	4	of	of	ADP
bracis-28428	75	5	text	text	NOUN
bracis-28428	75	6	data	datum	NOUN
bracis-28428	75	7	is	be	AUX
bracis-28428	75	8	the	the	DET
bracis-28428	75	9	use	use	NOUN
bracis-28428	75	10	of	of	ADP
bracis-28428	75	11	bag	bag	NOUN
bracis-28428	75	12	-	-	PUNCT
bracis-28428	75	13	of	of	ADP
bracis-28428	75	14	-	-	PUNCT
bracis-28428	75	15	words	word	NOUN
bracis-28428	75	16	or	or	CCONJ
bracis-28428	75	17	bag	bag	NOUN
bracis-28428	75	18	-	-	PUNCT
bracis-28428	75	19	of	of	ADP
bracis-28428	75	20	-	-	PUNCT
bracis-28428	75	21	n	n	CCONJ
bracis-28428	75	22	-	-	PUNCT
bracis-28428	75	23	words	word	NOUN
bracis-28428	75	24	[	[	X
bracis-28428	75	25	9	9	NUM
bracis-28428	75	26	]	]	PUNCT
bracis-28428	75	27	for	for	ADP
bracis-28428	75	28	simplicity	simplicity	NOUN
bracis-28428	75	29	.	.	PUNCT
bracis-28428	76	1	according	accord	VERB
bracis-28428	76	2	to	to	ADP
bracis-28428	76	3	this	this	DET
bracis-28428	76	4	paradigm	paradigm	NOUN
bracis-28428	76	5	,	,	PUNCT
bracis-28428	76	6	a	a	DET
bracis-28428	76	7	sentence	sentence	NOUN
bracis-28428	76	8	or	or	CCONJ
bracis-28428	76	9	text	text	NOUN
bracis-28428	76	10	is	be	AUX
bracis-28428	76	11	typically	typically	ADV
bracis-28428	76	12	depicted	depict	VERB
bracis-28428	76	13	as	as	ADP
bracis-28428	76	14	a	a	DET
bracis-28428	76	15	collection	collection	NOUN
bracis-28428	76	16	of	of	ADP
bracis-28428	76	17	words	word	NOUN
bracis-28428	76	18	,	,	PUNCT
bracis-28428	76	19	ignoring	ignore	VERB
bracis-28428	76	20	grammar	grammar	NOUN
bracis-28428	76	21	and	and	CCONJ
bracis-28428	76	22	word	word	NOUN
bracis-28428	76	23	order	order	NOUN
bracis-28428	76	24	but	but	CCONJ
bracis-28428	76	25	keeping	keep	VERB
bracis-28428	76	26	multiplicity	multiplicity	NOUN
bracis-28428	76	27	.	.	PUNCT
bracis-28428	77	1	there	there	PRON
bracis-28428	77	2	are	be	VERB
bracis-28428	77	3	some	some	DET
bracis-28428	77	4	alternatives	alternative	NOUN
bracis-28428	77	5	to	to	PART
bracis-28428	77	6	represent	represent	VERB
bracis-28428	77	7	each	each	DET
bracis-28428	77	8	word	word	NOUN
bracis-28428	77	9	in	in	ADP
bracis-28428	77	10	a	a	DET
bracis-28428	77	11	document	document	NOUN
bracis-28428	77	12	for	for	ADP
bracis-28428	77	13	such	such	DET
bracis-28428	77	14	a	a	DET
bracis-28428	77	15	model	model	NOUN
bracis-28428	77	16	:	:	PUNCT
bracis-28428	77	17	(	(	PUNCT
bracis-28428	77	18	i	i	NOUN
bracis-28428	77	19	)	)	PUNCT
bracis-28428	77	20	a	a	DET
bracis-28428	77	21	boolean	boolean	ADJ
bracis-28428	77	22	indicating	indicate	VERB
bracis-28428	77	23	the	the	DET
bracis-28428	77	24	presence	presence	NOUN
bracis-28428	77	25	or	or	CCONJ
bracis-28428	77	26	not	not	PART
bracis-28428	77	27	;	;	PUNCT
bracis-28428	77	28	(	(	PUNCT
bracis-28428	77	29	ii	ii	X
bracis-28428	77	30	)	)	PUNCT
bracis-28428	77	31	the	the	DET
bracis-28428	77	32	frequency	frequency	NOUN
bracis-28428	77	33	of	of	ADP
bracis-28428	77	34	the	the	DET
bracis-28428	77	35	word	word	NOUN
bracis-28428	77	36	in	in	ADP
bracis-28428	77	37	the	the	DET
bracis-28428	77	38	text	text	NOUN
bracis-28428	77	39	;	;	PUNCT
bracis-28428	77	40	(	(	PUNCT
bracis-28428	77	41	iii	iii	X
bracis-28428	77	42	)	)	PUNCT
bracis-28428	77	43	tf	tf	PROPN
bracis-28428	77	44	-	-	PUNCT
bracis-28428	77	45	idf	idf	ADJ
bracis-28428	77	46	(	(	PUNCT
bracis-28428	77	47	term	term	NOUN
bracis-28428	77	48	frequency	frequency	NOUN
bracis-28428	77	49	,	,	PUNCT
bracis-28428	77	50	inverse	inverse	ADJ
bracis-28428	77	51	document	document	NOUN
bracis-28428	77	52	frequency	frequency	NOUN
bracis-28428	77	53	)	)	PUNCT
bracis-28428	77	54	,	,	PUNCT
bracis-28428	77	55	a	a	DET
bracis-28428	77	56	statistical	statistical	ADJ
bracis-28428	77	57	tool	tool	NOUN
bracis-28428	77	58	that	that	PRON
bracis-28428	77	59	assesses	assess	VERB
bracis-28428	77	60	how	how	SCONJ
bracis-28428	77	61	pertinent	pertinent	ADJ
bracis-28428	77	62	a	a	DET
bracis-28428	77	63	word	word	NOUN
bracis-28428	77	64	is	be	AUX
bracis-28428	77	65	to	to	ADP
bracis-28428	77	66	a	a	DET
bracis-28428	77	67	document	document	NOUN
bracis-28428	77	68	within	within	ADP
bracis-28428	77	69	a	a	DET
bracis-28428	77	70	collection	collection	NOUN
bracis-28428	77	71	of	of	ADP
bracis-28428	77	72	documents	document	NOUN
bracis-28428	77	73	.	.	PUNCT
bracis-28428	78	1	the	the	DET
bracis-28428	78	2	two	two	NUM
bracis-28428	78	3	metrics	metric	NOUN
bracis-28428	78	4	are	be	AUX
bracis-28428	78	5	multiplied	multiply	VERB
bracis-28428	78	6	:	:	PUNCT
bracis-28428	78	7	how	how	SCONJ
bracis-28428	78	8	many	many	ADJ
bracis-28428	78	9	times	time	NOUN
bracis-28428	78	10	a	a	DET
bracis-28428	78	11	word	word	NOUN
bracis-28428	78	12	appears	appear	VERB
bracis-28428	78	13	in	in	ADP
bracis-28428	78	14	a	a	DET
bracis-28428	78	15	document	document	NOUN
bracis-28428	78	16	(	(	PUNCT
bracis-28428	78	17	tf	tf	NOUN
bracis-28428	78	18	)	)	PUNCT
bracis-28428	78	19	and	and	CCONJ
bracis-28428	78	20	the	the	DET
bracis-28428	78	21	inverse	inverse	NOUN
bracis-28428	78	22	document	document	NOUN
bracis-28428	78	23	frequency	frequency	NOUN
bracis-28428	78	24	of	of	ADP
bracis-28428	78	25	the	the	DET
bracis-28428	78	26	word	word	NOUN
bracis-28428	78	27	across	across	ADP
bracis-28428	78	28	a	a	DET
bracis-28428	78	29	set	set	NOUN
bracis-28428	78	30	of	of	ADP
bracis-28428	78	31	documents	document	NOUN
bracis-28428	78	32	(	(	PUNCT
bracis-28428	78	33	idf	idf	PROPN
bracis-28428	78	34	)	)	PUNCT
bracis-28428	78	35	.	.	PUNCT
bracis-28428	79	1	however	however	ADV
bracis-28428	79	2	,	,	PUNCT
bracis-28428	79	3	these	these	DET
bracis-28428	79	4	techniques	technique	NOUN
bracis-28428	79	5	have	have	VERB
bracis-28428	79	6	some	some	DET
bracis-28428	79	7	drawbacks	drawback	NOUN
bracis-28428	79	8	,	,	PUNCT
bracis-28428	79	9	such	such	ADJ
bracis-28428	79	10	as	as	ADP
bracis-28428	79	11	the	the	DET
bracis-28428	79	12	lack	lack	NOUN
bracis-28428	79	13	of	of	ADP
bracis-28428	79	14	semantics	semantic	NOUN
bracis-28428	79	15	over	over	ADP
bracis-28428	79	16	the	the	DET
bracis-28428	79	17	representation	representation	NOUN
bracis-28428	79	18	.	.	PUNCT
bracis-28428	80	1	in	in	ADP
bracis-28428	80	2	this	this	DET
bracis-28428	80	3	paper	paper	NOUN
bracis-28428	80	4	,	,	PUNCT
bracis-28428	80	5	we	we	PRON
bracis-28428	80	6	experimented	experiment	VERB
bracis-28428	80	7	with	with	ADP
bracis-28428	80	8	the	the	DET
bracis-28428	80	9	representation	representation	NOUN
bracis-28428	80	10	of	of	ADP
bracis-28428	80	11	each	each	DET
bracis-28428	80	12	word	word	NOUN
bracis-28428	80	13	in	in	ADP
bracis-28428	80	14	a	a	DET
bracis-28428	80	15	sentence	sentence	NOUN
bracis-28428	80	16	as	as	ADP
bracis-28428	80	17	its	its	PRON
bracis-28428	80	18	tf	tf	PROPN
bracis-28428	80	19	-	-	PUNCT
bracis-28428	80	20	idf	idf	PROPN
bracis-28428	80	21	value	value	NOUN
bracis-28428	80	22	.	.	PUNCT
bracis-28428	81	1	word	word	NOUN
bracis-28428	81	2	embeddings	embedding	NOUN
bracis-28428	81	3	.	.	PUNCT
bracis-28428	82	1	text	text	NOUN
bracis-28428	82	2	of	of	ADP
bracis-28428	82	3	various	various	ADJ
bracis-28428	82	4	lengths	length	NOUN
bracis-28428	82	5	(	(	PUNCT
bracis-28428	82	6	such	such	ADJ
bracis-28428	82	7	as	as	ADP
bracis-28428	82	8	a	a	DET
bracis-28428	82	9	document	document	NOUN
bracis-28428	82	10	,	,	PUNCT
bracis-28428	82	11	paragraph	paragraph	NOUN
bracis-28428	82	12	,	,	PUNCT
bracis-28428	82	13	sentence	sentence	NOUN
bracis-28428	82	14	,	,	PUNCT
bracis-28428	82	15	or	or	CCONJ
bracis-28428	82	16	even	even	ADV
bracis-28428	82	17	a	a	DET
bracis-28428	82	18	word	word	NOUN
bracis-28428	82	19	)	)	PUNCT
bracis-28428	82	20	is	be	AUX
bracis-28428	82	21	transformed	transform	VERB
bracis-28428	82	22	by	by	ADP
bracis-28428	82	23	embedding	embed	VERB
bracis-28428	82	24	models	model	NOUN
bracis-28428	82	25	into	into	ADP
bracis-28428	82	26	a	a	DET
bracis-28428	82	27	fixed	fix	VERB
bracis-28428	82	28	-	-	PUNCT
bracis-28428	82	29	length	length	NOUN
bracis-28428	82	30	numeric	numeric	ADJ
bracis-28428	82	31	vector	vector	NOUN
bracis-28428	82	32	that	that	PRON
bracis-28428	82	33	may	may	AUX
bracis-28428	82	34	be	be	AUX
bracis-28428	82	35	used	use	VERB
bracis-28428	82	36	to	to	PART
bracis-28428	82	37	train	train	VERB
bracis-28428	82	38	machine	machine	NOUN
bracis-28428	82	39	learning	learn	VERB
bracis-28428	82	40	algorithms	algorithm	NOUN
bracis-28428	82	41	like	like	ADP
bracis-28428	82	42	classification	classification	NOUN
bracis-28428	82	43	and	and	CCONJ
bracis-28428	82	44	clustering	clustering	NOUN
bracis-28428	82	45	models	model	NOUN
bracis-28428	82	46	.	.	PUNCT
bracis-28428	83	1	pre	pre	VERB
bracis-28428	83	2	-	-	ADJ
bracis-28428	83	3	trained	train	VERB
bracis-28428	83	4	word	word	NOUN
bracis-28428	83	5	embeddings	embedding	NOUN
bracis-28428	83	6	have	have	AUX
bracis-28428	83	7	been	be	AUX
bracis-28428	83	8	widely	widely	ADV
bracis-28428	83	9	used	use	VERB
bracis-28428	83	10	[	[	PUNCT
bracis-28428	83	11	1	1	NUM
bracis-28428	83	12	,	,	PUNCT
bracis-28428	83	13	16	16	NUM
bracis-28428	83	14	,	,	PUNCT
bracis-28428	83	15	17	17	NUM
bracis-28428	83	16	,	,	PUNCT
bracis-28428	83	17	19	19	NUM
bracis-28428	83	18	,	,	PUNCT
bracis-28428	83	19	24	24	NUM
bracis-28428	83	20	]	]	PUNCT
bracis-28428	83	21	due	due	ADP
bracis-28428	83	22	to	to	ADP
bracis-28428	83	23	their	their	PRON
bracis-28428	83	24	capacity	capacity	NOUN
bracis-28428	83	25	to	to	PART
bracis-28428	83	26	retain	retain	VERB
bracis-28428	83	27	a	a	DET
bracis-28428	83	28	word	word	NOUN
bracis-28428	83	29	’s	’s	PART
bracis-28428	83	30	context	context	NOUN
bracis-28428	83	31	inside	inside	ADP
bracis-28428	83	32	a	a	DET
bracis-28428	83	33	document	document	NOUN
bracis-28428	83	34	,	,	PUNCT
bracis-28428	83	35	as	as	ADV
bracis-28428	83	36	well	well	ADV
bracis-28428	83	37	as	as	ADP
bracis-28428	83	38	their	their	PRON
bracis-28428	83	39	semantic	semantic	ADJ
bracis-28428	83	40	and	and	CCONJ
bracis-28428	83	41	syntactic	syntactic	ADJ
bracis-28428	83	42	similarity	similarity	NOUN
bracis-28428	83	43	to	to	ADP
bracis-28428	83	44	other	other	ADJ
bracis-28428	83	45	words	word	NOUN
bracis-28428	83	46	.	.	PUNCT
bracis-28428	84	1	a	a	DET
bracis-28428	84	2	framework	framework	NOUN
bracis-28428	84	3	for	for	ADP
bracis-28428	84	4	learning	learn	VERB
bracis-28428	84	5	word	word	NOUN
bracis-28428	84	6	vectors	vector	NOUN
bracis-28428	84	7	is	be	AUX
bracis-28428	84	8	proposed	propose	VERB
bracis-28428	84	9	by	by	ADP
bracis-28428	84	10	[	[	X
bracis-28428	84	11	17	17	NUM
bracis-28428	84	12	]	]	PUNCT
bracis-28428	84	13	by	by	ADP
bracis-28428	84	14	training	train	VERB
bracis-28428	84	15	a	a	DET
bracis-28428	84	16	linguistic	linguistic	ADJ
bracis-28428	84	17	model	model	NOUN
bracis-28428	84	18	that	that	PRON
bracis-28428	84	19	predicts	predict	VERB
bracis-28428	84	20	a	a	DET
bracis-28428	84	21	word	word	NOUN
bracis-28428	84	22	given	give	VERB
bracis-28428	84	23	other	other	ADJ
bracis-28428	84	24	words	word	NOUN
bracis-28428	84	25	in	in	ADP
bracis-28428	84	26	a	a	DET
bracis-28428	84	27	context	context	NOUN
bracis-28428	84	28	.	.	PUNCT
bracis-28428	85	1	word2vec	word2vec	X
bracis-28428	85	2	is	be	AUX
bracis-28428	85	3	one	one	NUM
bracis-28428	85	4	specific	specific	ADJ
bracis-28428	85	5	implementation	implementation	NOUN
bracis-28428	85	6	of	of	ADP
bracis-28428	85	7	such	such	DET
bracis-28428	85	8	a	a	DET
bracis-28428	85	9	structure	structure	NOUN
bracis-28428	85	10	.	.	PUNCT
bracis-28428	86	1	the	the	DET
bracis-28428	86	2	main	main	ADJ
bracis-28428	86	3	disadvantage	disadvantage	NOUN
bracis-28428	86	4	is	be	AUX
bracis-28428	86	5	that	that	SCONJ
bracis-28428	86	6	[	[	X
bracis-28428	86	7	17	17	NUM
bracis-28428	86	8	]	]	SYM
bracis-28428	86	9	under	under	ADJ
bracis-28428	86	10	-	-	PUNCT
bracis-28428	86	11	utilizes	utilize	NOUN
bracis-28428	86	12	corpus	corpus	NOUN
bracis-28428	86	13	statistics	statistic	NOUN
bracis-28428	86	14	as	as	SCONJ
bracis-28428	86	15	the	the	DET
bracis-28428	86	16	model	model	NOUN
bracis-28428	86	17	is	be	AUX
bracis-28428	86	18	trained	train	VERB
bracis-28428	86	19	on	on	ADP
bracis-28428	86	20	a	a	DET
bracis-28428	86	21	separate	separate	ADJ
bracis-28428	86	22	local	local	ADJ
bracis-28428	86	23	context	context	NOUN
bracis-28428	86	24	window	window	NOUN
bracis-28428	86	25	rather	rather	ADV
bracis-28428	86	26	than	than	ADP
bracis-28428	86	27	on	on	ADP
bracis-28428	86	28	global	global	ADJ
bracis-28428	86	29	co	co	NOUN
bracis-28428	86	30	-	-	NOUN
bracis-28428	86	31	occurrence	occurrence	ADJ
bracis-28428	86	32	counts	count	NOUN
bracis-28428	86	33	.	.	PUNCT
bracis-28428	87	1	bypassing	bypass	VERB
bracis-28428	87	2	this	this	DET
bracis-28428	87	3	issue	issue	NOUN
bracis-28428	87	4	,	,	PUNCT
bracis-28428	87	5	[	[	X
bracis-28428	87	6	19	19	NUM
bracis-28428	87	7	]	]	PUNCT
bracis-28428	87	8	provide	provide	VERB
bracis-28428	87	9	a	a	DET
bracis-28428	87	10	model	model	NOUN
bracis-28428	87	11	that	that	PRON
bracis-28428	87	12	creates	create	VERB
bracis-28428	87	13	a	a	DET
bracis-28428	87	14	vector	vector	NOUN
bracis-28428	87	15	space	space	NOUN
bracis-28428	87	16	of	of	ADP
bracis-28428	87	17	words	word	NOUN
bracis-28428	87	18	by	by	ADP
bracis-28428	87	19	training	train	VERB
bracis-28428	87	20	it	it	PRON
bracis-28428	87	21	on	on	ADP
bracis-28428	87	22	the	the	DET
bracis-28428	87	23	worldwide	worldwide	ADJ
bracis-28428	87	24	count	count	NOUN
bracis-28428	87	25	of	of	ADP
bracis-28428	87	26	word	word	NOUN
bracis-28428	87	27	co	co	NOUN
bracis-28428	87	28	-	-	NOUN
bracis-28428	87	29	occurrence	occurrence	NOUN
bracis-28428	87	30	,	,	PUNCT
bracis-28428	87	31	making	make	VERB
bracis-28428	87	32	effective	effective	ADJ
bracis-28428	87	33	use	use	NOUN
bracis-28428	87	34	of	of	ADP
bracis-28428	87	35	statistical	statistical	ADJ
bracis-28428	87	36	data	datum	NOUN
bracis-28428	87	37	.	.	PUNCT
bracis-28428	88	1	another	another	DET
bracis-28428	88	2	word	word	NOUN
bracis-28428	88	3	embedding	embed	VERB
bracis-28428	88	4	proposal	proposal	NOUN
bracis-28428	88	5	is	be	AUX
bracis-28428	88	6	flair	flair	ADJ
bracis-28428	88	7	[	[	X
bracis-28428	88	8	1	1	NUM
bracis-28428	88	9	]	]	PUNCT
bracis-28428	88	10	,	,	PUNCT
bracis-28428	88	11	which	which	PRON
bracis-28428	88	12	abstracts	abstract	VERB
bracis-28428	88	13	away	away	ADV
bracis-28428	88	14	from	from	ADP
bracis-28428	88	15	the	the	DET
bracis-28428	88	16	particular	particular	ADJ
bracis-28428	88	17	engineering	engineering	NOUN
bracis-28428	88	18	difficulties	difficulty	NOUN
bracis-28428	88	19	that	that	PRON
bracis-28428	88	20	various	various	ADJ
bracis-28428	88	21	word	word	NOUN
bracis-28428	88	22	embeddings	embedding	NOUN
bracis-28428	88	23	bring	bring	VERB
bracis-28428	88	24	.	.	PUNCT
bracis-28428	89	1	it	it	PRON
bracis-28428	89	2	creates	create	VERB
bracis-28428	89	3	a	a	DET
bracis-28428	89	4	uniform	uniform	ADJ
bracis-28428	89	5	interface	interface	NOUN
bracis-28428	89	6	for	for	ADP
bracis-28428	89	7	all	all	DET
bracis-28428	89	8	word	word	NOUN
bracis-28428	89	9	,	,	PUNCT
bracis-28428	89	10	sentence	sentence	NOUN
bracis-28428	89	11	,	,	PUNCT
bracis-28428	89	12	and	and	CCONJ
bracis-28428	89	13	arbitrary	arbitrary	ADJ
bracis-28428	89	14	embedding	embed	VERB
bracis-28428	89	15	combinations	combination	NOUN
bracis-28428	89	16	.	.	PUNCT
bracis-28428	90	1	brazilian	brazilian	ADJ
bracis-28428	90	2	portuguese	portuguese	ADJ
bracis-28428	90	3	bert	bert	PROPN
bracis-28428	90	4	models	model	NOUN
bracis-28428	90	5	are	be	AUX
bracis-28428	90	6	provided	provide	VERB
bracis-28428	90	7	by	by	ADP
bracis-28428	90	8	bertimbau	bertimbau	NOUN
bracis-28428	90	9	[	[	X
bracis-28428	90	10	24	24	NUM
bracis-28428	90	11	]	]	PUNCT
bracis-28428	90	12	.	.	PUNCT
bracis-28428	91	1	three	three	NUM
bracis-28428	91	2	nlp	nlp	NOUN
bracis-28428	91	3	tasks	task	NOUN
bracis-28428	91	4	-	-	PUNCT
bracis-28428	91	5	textual	textual	ADJ
bracis-28428	91	6	similarity	similarity	NOUN
bracis-28428	91	7	of	of	ADP
bracis-28428	91	8	the	the	DET
bracis-28428	91	9	sentence	sentence	NOUN
bracis-28428	91	10	,	,	PUNCT
bracis-28428	91	11	textual	textual	ADJ
bracis-28428	91	12	linkage	linkage	NOUN
bracis-28428	91	13	recognition	recognition	NOUN
bracis-28428	91	14	,	,	PUNCT
bracis-28428	91	15	and	and	CCONJ
bracis-28428	91	16	named	name	VERB
bracis-28428	91	17	entity	entity	NOUN
bracis-28428	91	18	recognition	recognition	NOUN
bracis-28428	91	19	-	-	PUNCT
bracis-28428	91	20	were	be	AUX
bracis-28428	91	21	used	use	VERB
bracis-28428	91	22	to	to	PART
bracis-28428	91	23	assess	assess	VERB
bracis-28428	91	24	the	the	DET
bracis-28428	91	25	models	model	NOUN
bracis-28428	91	26	.	.	PUNCT
bracis-28428	92	1	compared	compare	VERB
bracis-28428	92	2	to	to	ADP
bracis-28428	92	3	bert	bert	PROPN
bracis-28428	92	4	multilingual	multilingual	ADJ
bracis-28428	92	5	and	and	CCONJ
bracis-28428	92	6	earlier	early	ADJ
bracis-28428	92	7	single	single	ADJ
bracis-28428	92	8	language	language	NOUN
bracis-28428	92	9	techniques	technique	NOUN
bracis-28428	92	10	,	,	PUNCT
bracis-28428	92	11	bertimbau	bertimbau	VERB
bracis-28428	92	12	advances	advance	NOUN
bracis-28428	92	13	state	state	NOUN
bracis-28428	92	14	-	-	PUNCT
bracis-28428	92	15	of	of	ADP
bracis-28428	92	16	-	-	PUNCT
bracis-28428	92	17	the	the	DET
bracis-28428	92	18	-	-	PUNCT
bracis-28428	92	19	art	art	NOUN
bracis-28428	92	20	in	in	ADP
bracis-28428	92	21	these	these	DET
bracis-28428	92	22	tasks	task	NOUN
bracis-28428	92	23	,	,	PUNCT
bracis-28428	92	24	demonstrating	demonstrate	VERB
bracis-28428	92	25	the	the	DET
bracis-28428	92	26	value	value	NOUN
bracis-28428	92	27	of	of	ADP
bracis-28428	92	28	large	large	ADJ
bracis-28428	92	29	pre	pre	ADJ
bracis-28428	92	30	-	-	ADJ
bracis-28428	92	31	trained	train	VERB
bracis-28428	92	32	language	language	NOUN
bracis-28428	92	33	models	model	NOUN
bracis-28428	92	34	for	for	ADP
bracis-28428	92	35	portuguese	portuguese	NOUN
bracis-28428	92	36	.	.	PUNCT
bracis-28428	93	1	we	we	PRON
bracis-28428	93	2	can	can	AUX
bracis-28428	93	3	obtain	obtain	VERB
bracis-28428	93	4	document	document	NOUN
bracis-28428	93	5	vectors	vector	NOUN
bracis-28428	93	6	from	from	ADP
bracis-28428	93	7	word	word	NOUN
bracis-28428	93	8	embeddings	embedding	NOUN
bracis-28428	93	9	.	.	PUNCT
bracis-28428	94	1	an	an	DET
bracis-28428	94	2	approach	approach	NOUN
bracis-28428	94	3	is	be	AUX
bracis-28428	94	4	to	to	PART
bracis-28428	94	5	average	average	VERB
bracis-28428	94	6	all	all	DET
bracis-28428	94	7	word	word	NOUN
bracis-28428	94	8	vectors	vector	NOUN
bracis-28428	94	9	collectively	collectively	ADV
bracis-28428	94	10	.	.	PUNCT
bracis-28428	95	1	however	however	ADV
bracis-28428	95	2	,	,	PUNCT
bracis-28428	95	3	this	this	DET
bracis-28428	95	4	process	process	NOUN
bracis-28428	95	5	weighs	weigh	VERB
bracis-28428	95	6	both	both	CCONJ
bracis-28428	95	7	significant	significant	ADJ
bracis-28428	95	8	and	and	CCONJ
bracis-28428	95	9	insignificant	insignificant	ADJ
bracis-28428	95	10	words	word	NOUN
bracis-28428	95	11	equally	equally	ADV
bracis-28428	95	12	.	.	PUNCT
bracis-28428	96	1	the	the	DET
bracis-28428	96	2	fact	fact	NOUN
bracis-28428	96	3	that	that	SCONJ
bracis-28428	96	4	each	each	DET
bracis-28428	96	5	word	word	NOUN
bracis-28428	96	6	would	would	AUX
bracis-28428	96	7	be	be	AUX
bracis-28428	96	8	represented	represent	VERB
bracis-28428	96	9	with	with	ADP
bracis-28428	96	10	the	the	DET
bracis-28428	96	11	same	same	ADJ
bracis-28428	96	12	vector	vector	NOUN
bracis-28428	96	13	,	,	PUNCT
bracis-28428	96	14	regardless	regardless	ADV
bracis-28428	96	15	of	of	ADP
bracis-28428	96	16	context	context	NOUN
bracis-28428	96	17	,	,	PUNCT
bracis-28428	96	18	is	be	AUX
bracis-28428	96	19	another	another	DET
bracis-28428	96	20	drawback	drawback	NOUN
bracis-28428	96	21	of	of	ADP
bracis-28428	96	22	utilizing	utilize	VERB
bracis-28428	96	23	word	word	NOUN
bracis-28428	96	24	embeddings	embedding	NOUN
bracis-28428	96	25	to	to	PART
bracis-28428	96	26	represent	represent	VERB
bracis-28428	96	27	text	text	NOUN
bracis-28428	96	28	.	.	PUNCT
bracis-28428	97	1	sentence	sentence	NOUN
bracis-28428	97	2	embedding	embed	VERB
bracis-28428	97	3	is	be	AUX
bracis-28428	97	4	an	an	DET
bracis-28428	97	5	improvement	improvement	NOUN
bracis-28428	97	6	from	from	ADP
bracis-28428	97	7	word	word	NOUN
bracis-28428	97	8	embedding	embed	VERB
bracis-28428	97	9	.	.	PUNCT
bracis-28428	98	1	sentence	sentence	NOUN
bracis-28428	98	2	embedding	embed	VERB
bracis-28428	98	3	.	.	PUNCT
bracis-28428	99	1	performs	perform	VERB
bracis-28428	99	2	the	the	DET
bracis-28428	99	3	encoding	encoding	NOUN
bracis-28428	99	4	of	of	ADP
bracis-28428	99	5	sentences	sentence	NOUN
bracis-28428	99	6	in	in	ADP
bracis-28428	99	7	an	an	DET
bracis-28428	99	8	n	n	ADV
bracis-28428	99	9	-	-	PUNCT
bracis-28428	99	10	dimensional	dimensional	ADJ
bracis-28428	99	11	vector	vector	NOUN
bracis-28428	99	12	space	space	NOUN
bracis-28428	99	13	,	,	PUNCT
bracis-28428	99	14	which	which	PRON
bracis-28428	99	15	might	might	AUX
bracis-28428	99	16	have	have	VERB
bracis-28428	99	17	several	several	ADJ
bracis-28428	99	18	word	word	NOUN
bracis-28428	99	19	representations	representation	NOUN
bracis-28428	99	20	based	base	VERB
bracis-28428	99	21	on	on	ADP
bracis-28428	99	22	context	context	NOUN
bracis-28428	99	23	.	.	PUNCT
bracis-28428	100	1	the	the	DET
bracis-28428	100	2	most	most	ADV
bracis-28428	100	3	widely	widely	ADV
bracis-28428	100	4	used	use	VERB
bracis-28428	100	5	sentence	sentence	NOUN
bracis-28428	100	6	embedding	embed	VERB
bracis-28428	100	7	proposals	proposal	NOUN
bracis-28428	100	8	are	be	AUX
bracis-28428	100	9	doc2vec	doc2vec	NOUN
bracis-28428	100	10	[	[	X
bracis-28428	100	11	15	15	NUM
bracis-28428	100	12	]	]	PUNCT
bracis-28428	100	13	,	,	PUNCT
bracis-28428	100	14	infersent	infersent	NOUN
bracis-28428	101	1	[	[	X
bracis-28428	101	2	5	5	NUM
bracis-28428	101	3	]	]	PUNCT
bracis-28428	101	4	,	,	PUNCT
bracis-28428	101	5	sbert	sbert	NOUN
bracis-28428	102	1	[	[	X
bracis-28428	102	2	3	3	NUM
bracis-28428	102	3	]	]	PUNCT
bracis-28428	102	4	,	,	PUNCT
bracis-28428	102	5	universal	universal	ADJ
bracis-28428	102	6	sentence	sentence	NOUN
bracis-28428	102	7	encoder	encoder	NOUN
bracis-28428	103	1	[	[	X
bracis-28428	103	2	21	21	NUM
bracis-28428	103	3	]	]	PUNCT
bracis-28428	103	4	and	and	CCONJ
bracis-28428	103	5	labse	labse	NOUN
bracis-28428	104	1	[	[	X
bracis-28428	104	2	7	7	NUM
bracis-28428	104	3	]	]	PUNCT
bracis-28428	104	4	,	,	PUNCT
bracis-28428	104	5	among	among	ADP
bracis-28428	104	6	others	other	NOUN
bracis-28428	104	7	.	.	PUNCT
bracis-28428	105	1	similar	similar	ADJ
bracis-28428	105	2	to	to	ADP
bracis-28428	105	3	word2vec	word2vec	PROPN
bracis-28428	105	4	,	,	PUNCT
bracis-28428	105	5	doc2vec	doc2vec	NOUN
bracis-28428	105	6	trains	train	NOUN
bracis-28428	105	7	sentence	sentence	NOUN
bracis-28428	105	8	embeddings	embedding	NOUN
bracis-28428	105	9	or	or	CCONJ
bracis-28428	105	10	paragraph	paragraph	NOUN
bracis-28428	105	11	vectors	vector	NOUN
bracis-28428	105	12	to	to	PART
bracis-28428	105	13	predict	predict	VERB
bracis-28428	105	14	the	the	DET
bracis-28428	105	15	following	follow	VERB
bracis-28428	105	16	word	word	NOUN
bracis-28428	105	17	,	,	PUNCT
bracis-28428	105	18	given	give	VERB
bracis-28428	105	19	a	a	DET
bracis-28428	105	20	variety	variety	NOUN
bracis-28428	105	21	of	of	ADP
bracis-28428	105	22	contexts	context	NOUN
bracis-28428	105	23	drawn	draw	VERB
bracis-28428	105	24	from	from	ADP
bracis-28428	105	25	the	the	DET
bracis-28428	105	26	paragraph	paragraph	NOUN
bracis-28428	105	27	.	.	PUNCT
bracis-28428	106	1	the	the	DET
bracis-28428	106	2	sentence	sentence	NOUN
bracis-28428	106	3	and	and	CCONJ
bracis-28428	106	4	word	word	NOUN
bracis-28428	106	5	vectors	vector	NOUN
bracis-28428	106	6	are	be	AUX
bracis-28428	106	7	combined	combine	VERB
bracis-28428	106	8	to	to	PART
bracis-28428	106	9	forecast	forecast	VERB
bracis-28428	106	10	the	the	DET
bracis-28428	106	11	next	next	ADJ
bracis-28428	106	12	word	word	NOUN
bracis-28428	106	13	in	in	ADP
bracis-28428	106	14	a	a	DET
bracis-28428	106	15	context	context	NOUN
bracis-28428	106	16	.	.	PUNCT
bracis-28428	107	1	the	the	DET
bracis-28428	107	2	pre	pre	ADJ
bracis-28428	107	3	-	-	ADJ
bracis-28428	107	4	trained	train	VERB
bracis-28428	107	5	bert	bert	NOUN
bracis-28428	107	6	network	network	NOUN
bracis-28428	107	7	is	be	AUX
bracis-28428	107	8	used	use	VERB
bracis-28428	107	9	by	by	ADP
bracis-28428	107	10	sbert	sbert	NOUN
bracis-28428	108	1	[	[	X
bracis-28428	108	2	3	3	NUM
bracis-28428	108	3	]	]	PUNCT
bracis-28428	108	4	,	,	PUNCT
bracis-28428	108	5	which	which	PRON
bracis-28428	108	6	adds	add	VERB
bracis-28428	108	7	a	a	DET
bracis-28428	108	8	grouping	group	VERB
bracis-28428	108	9	operation	operation	NOUN
bracis-28428	108	10	to	to	ADP
bracis-28428	108	11	the	the	DET
bracis-28428	108	12	output	output	NOUN
bracis-28428	108	13	to	to	PART
bracis-28428	108	14	create	create	VERB
bracis-28428	108	15	a	a	DET
bracis-28428	108	16	fixed	fix	VERB
bracis-28428	108	17	-	-	PUNCT
bracis-28428	108	18	length	length	NOUN
bracis-28428	108	19	sentence	sentence	NOUN
bracis-28428	108	20	embedding	embed	VERB
bracis-28428	108	21	.	.	PUNCT
bracis-28428	109	1	to	to	PART
bracis-28428	109	2	enhance	enhance	VERB
bracis-28428	109	3	bert	bert	NOUN
bracis-28428	109	4	and	and	CCONJ
bracis-28428	109	5	produce	produce	VERB
bracis-28428	109	6	semantically	semantically	ADV
bracis-28428	109	7	meaningful	meaningful	ADJ
bracis-28428	109	8	sentence	sentence	NOUN
bracis-28428	109	9	embeddings	embedding	NOUN
bracis-28428	109	10	that	that	PRON
bracis-28428	109	11	can	can	AUX
bracis-28428	109	12	be	be	AUX
bracis-28428	109	13	compared	compare	VERB
bracis-28428	109	14	using	use	VERB
bracis-28428	109	15	cosine	cosine	NOUN
bracis-28428	109	16	similarity	similarity	NOUN
bracis-28428	109	17	,	,	PUNCT
bracis-28428	109	18	sbert	sbert	NOUN
bracis-28428	109	19	introduces	introduce	VERB
bracis-28428	109	20	siamese	siamese	ADJ
bracis-28428	109	21	and	and	CCONJ
bracis-28428	109	22	triple	triple	ADJ
bracis-28428	109	23	lattice	lattice	NOUN
bracis-28428	109	24	structures	structure	NOUN
bracis-28428	109	25	.	.	PUNCT
bracis-28428	110	1	using	use	VERB
bracis-28428	110	2	the	the	DET
bracis-28428	110	3	output	output	NOUN
bracis-28428	110	4	of	of	ADP
bracis-28428	110	5	cls	cls	NOUN
bracis-28428	110	6	-	-	PUNCT
bracis-28428	110	7	token	token	VERB
bracis-28428	110	8	,	,	PUNCT
bracis-28428	110	9	the	the	DET
bracis-28428	110	10	developers	developer	NOUN
bracis-28428	110	11	of	of	ADP
bracis-28428	110	12	[	[	X
bracis-28428	110	13	3	3	NUM
bracis-28428	110	14	]	]	PUNCT
bracis-28428	110	15	experiment	experiment	NOUN
bracis-28428	110	16	with	with	ADP
bracis-28428	110	17	various	various	ADJ
bracis-28428	110	18	pooling	pool	VERB
bracis-28428	110	19	strategies	strategy	NOUN
bracis-28428	110	20	,	,	PUNCT
bracis-28428	110	21	such	such	ADJ
bracis-28428	110	22	as	as	ADP
bracis-28428	110	23	finding	find	VERB
bracis-28428	110	24	the	the	DET
bracis-28428	110	25	average	average	NOUN
bracis-28428	110	26	of	of	ADP
bracis-28428	110	27	all	all	DET
bracis-28428	110	28	output	output	NOUN
bracis-28428	110	29	vectors	vector	NOUN
bracis-28428	110	30	(	(	PUNCT
bracis-28428	110	31	the	the	DET
bracis-28428	110	32	default	default	NOUN
bracis-28428	110	33	strategy	strategy	NOUN
bracis-28428	110	34	)	)	PUNCT
bracis-28428	110	35	or	or	CCONJ
bracis-28428	110	36	computing	compute	VERB
bracis-28428	110	37	a	a	DET
bracis-28428	110	38	max	max	PROPN
bracis-28428	110	39	-	-	PUNCT
bracis-28428	110	40	over	over	ADP
bracis-28428	110	41	-	-	PUNCT
bracis-28428	110	42	time	time	NOUN
bracis-28428	110	43	of	of	ADP
bracis-28428	110	44	the	the	DET
bracis-28428	110	45	output	output	NOUN
bracis-28428	110	46	vectors	vector	NOUN
bracis-28428	110	47	(	(	PUNCT
bracis-28428	110	48	max	max	NOUN
bracis-28428	110	49	-	-	PUNCT
bracis-28428	110	50	strategy	strategy	NOUN
bracis-28428	110	51	)	)	PUNCT
bracis-28428	110	52	.	.	PUNCT
bracis-28428	111	1	the	the	DET
bracis-28428	111	2	trained	train	VERB
bracis-28428	111	3	labse	labse	NOUN
bracis-28428	111	4	model	model	NOUN
bracis-28428	111	5	is	be	AUX
bracis-28428	111	6	proposed	propose	VERB
bracis-28428	111	7	by	by	ADP
bracis-28428	111	8	[	[	X
bracis-28428	111	9	7	7	NUM
bracis-28428	111	10	]	]	PUNCT
bracis-28428	111	11	for	for	ADP
bracis-28428	111	12	sentence	sentence	NOUN
bracis-28428	111	13	embeddings	embedding	NOUN
bracis-28428	111	14	in	in	ADP
bracis-28428	111	15	several	several	ADJ
bracis-28428	111	16	languages	language	NOUN
bracis-28428	111	17	.	.	PUNCT
bracis-28428	112	1	only	only	ADV
bracis-28428	112	2	pairs	pair	NOUN
bracis-28428	112	3	of	of	ADP
bracis-28428	112	4	bilingual	bilingual	ADJ
bracis-28428	112	5	utterances	utterance	NOUN
bracis-28428	112	6	that	that	PRON
bracis-28428	112	7	are	be	AUX
bracis-28428	112	8	translations	translation	NOUN
bracis-28428	112	9	of	of	ADP
bracis-28428	112	10	one	one	NOUN
bracis-28428	112	11	another	another	PRON
bracis-28428	112	12	are	be	AUX
bracis-28428	112	13	used	use	VERB
bracis-28428	112	14	exclusively	exclusively	ADV
bracis-28428	112	15	in	in	ADP
bracis-28428	112	16	training	training	NOUN
bracis-28428	112	17	and	and	CCONJ
bracis-28428	112	18	optimizing	optimize	VERB
bracis-28428	112	19	labse	labse	NOUN
bracis-28428	112	20	to	to	PART
bracis-28428	112	21	generate	generate	VERB
bracis-28428	112	22	comparable	comparable	ADJ
bracis-28428	112	23	representations	representation	NOUN
bracis-28428	112	24	.	.	PUNCT
bracis-28428	113	1	the	the	DET
bracis-28428	113	2	source	source	NOUN
bracis-28428	113	3	and	and	CCONJ
bracis-28428	113	4	destination	destination	NOUN
bracis-28428	113	5	phrases	phrase	NOUN
bracis-28428	113	6	are	be	AUX
bracis-28428	113	7	independently	independently	ADV
bracis-28428	113	8	encoded	encode	VERB
bracis-28428	113	9	using	use	VERB
bracis-28428	113	10	a	a	DET
bracis-28428	113	11	shared	share	VERB
bracis-28428	113	12	bert	bert	NOUN
bracis-28428	113	13	-	-	PUNCT
bracis-28428	113	14	based	base	VERB
bracis-28428	113	15	encoder	encoder	NOUN
bracis-28428	113	16	in	in	ADP
bracis-28428	113	17	the	the	DET
bracis-28428	113	18	framework	framework	NOUN
bracis-28428	113	19	’s	’s	PART
bracis-28428	113	20	labse	labse	NOUN
bracis-28428	113	21	,	,	PUNCT
bracis-28428	113	22	then	then	ADV
bracis-28428	113	23	passed	pass	VERB
bracis-28428	113	24	into	into	ADP
bracis-28428	113	25	a	a	DET
bracis-28428	113	26	combination	combination	NOUN
bracis-28428	113	27	function	function	NOUN
bracis-28428	113	28	.	.	PUNCT
bracis-28428	114	1	this	this	PRON
bracis-28428	114	2	is	be	AUX
bracis-28428	114	3	known	know	VERB
bracis-28428	114	4	as	as	ADP
bracis-28428	114	5	a	a	DET
bracis-28428	114	6	dual	dual	ADJ
bracis-28428	114	7	encoder	encoder	NOUN
bracis-28428	114	8	.	.	PUNCT
bracis-28428	115	1	the	the	DET
bracis-28428	115	2	sentence	sentence	NOUN
bracis-28428	115	3	embedding	embed	VERB
bracis-28428	115	4	for	for	ADP
bracis-28428	115	5	each	each	DET
bracis-28428	115	6	entry	entry	NOUN
bracis-28428	115	7	is	be	AUX
bracis-28428	115	8	obtained	obtain	VERB
bracis-28428	115	9	from	from	ADP
bracis-28428	115	10	the	the	DET
bracis-28428	115	11	last	last	ADJ
bracis-28428	115	12	layer	layer	NOUN
bracis-28428	115	13	representations	representation	NOUN
bracis-28428	116	1	[	[	X
bracis-28428	116	2	cls	cls	NOUN
bracis-28428	116	3	]	]	PUNCT
bracis-28428	116	4	.	.	PUNCT
bracis-28428	117	1	the	the	DET
bracis-28428	117	2	cosine	cosine	NOUN
bracis-28428	117	3	over	over	ADP
bracis-28428	117	4	the	the	DET
bracis-28428	117	5	sentence	sentence	NOUN
bracis-28428	117	6	embedding	embed	VERB
bracis-28428	117	7	created	create	VERB
bracis-28428	117	8	by	by	ADP
bracis-28428	117	9	bert	bert	PROPN
bracis-28428	117	10	encoders	encoder	NOUN
bracis-28428	117	11	is	be	AUX
bracis-28428	117	12	used	use	VERB
bracis-28428	117	13	to	to	PART
bracis-28428	117	14	score	score	VERB
bracis-28428	117	15	how	how	SCONJ
bracis-28428	117	16	similar	similar	ADJ
bracis-28428	117	17	the	the	DET
bracis-28428	117	18	source	source	NOUN
bracis-28428	117	19	and	and	CCONJ
bracis-28428	117	20	destination	destination	NOUN
bracis-28428	117	21	phrases	phrase	NOUN
bracis-28428	117	22	are	be	AUX
bracis-28428	117	23	to	to	ADP
bracis-28428	117	24	each	each	DET
bracis-28428	117	25	other	other	ADJ
bracis-28428	117	26	.	.	PUNCT
bracis-28428	118	1	this	this	DET
bracis-28428	118	2	paper	paper	NOUN
bracis-28428	118	3	assesses	assess	VERB
bracis-28428	118	4	a	a	DET
bracis-28428	118	5	variety	variety	NOUN
bracis-28428	118	6	of	of	ADP
bracis-28428	118	7	embeddings	embedding	NOUN
bracis-28428	118	8	,	,	PUNCT
bracis-28428	118	9	including	include	VERB
bracis-28428	118	10	word2vec	word2vec	ADJ
bracis-28428	118	11	,	,	PUNCT
bracis-28428	118	12	flair	flair	NOUN
bracis-28428	118	13	,	,	PUNCT
bracis-28428	118	14	and	and	CCONJ
bracis-28428	118	15	bert	bert	NOUN
bracis-28428	118	16	as	as	ADP
bracis-28428	118	17	word	word	NOUN
bracis-28428	118	18	embeddings	embedding	NOUN
bracis-28428	118	19	,	,	PUNCT
bracis-28428	118	20	as	as	ADV
bracis-28428	118	21	well	well	ADV
bracis-28428	118	22	as	as	ADP
bracis-28428	118	23	doc2vec	doc2vec	NOUN
bracis-28428	118	24	,	,	PUNCT
bracis-28428	118	25	the	the	DET
bracis-28428	118	26	universal	universal	ADJ
bracis-28428	118	27	sentence	sentence	NOUN
bracis-28428	118	28	encoder	encoder	NOUN
bracis-28428	118	29	,	,	PUNCT
bracis-28428	118	30	and	and	CCONJ
bracis-28428	118	31	sbert	sbert	NOUN
bracis-28428	118	32	.	.	PUNCT
bracis-28428	119	1	similarity	similarity	NOUN
bracis-28428	119	2	search	search	NOUN
bracis-28428	119	3	in	in	ADP
bracis-28428	119	4	text	text	NOUN
bracis-28428	119	5	data	datum	NOUN
bracis-28428	119	6	.	.	PUNCT
bracis-28428	120	1	several	several	ADJ
bracis-28428	120	2	studies	study	NOUN
bracis-28428	120	3	have	have	AUX
bracis-28428	120	4	been	be	AUX
bracis-28428	120	5	conducted	conduct	VERB
bracis-28428	120	6	to	to	PART
bracis-28428	120	7	assess	assess	VERB
bracis-28428	120	8	the	the	DET
bracis-28428	120	9	effectiveness	effectiveness	NOUN
bracis-28428	120	10	of	of	ADP
bracis-28428	120	11	different	different	ADJ
bracis-28428	120	12	embeddings	embedding	NOUN
bracis-28428	120	13	for	for	ADP
bracis-28428	120	14	text	text	NOUN
bracis-28428	120	15	similarity	similarity	NOUN
bracis-28428	120	16	.	.	PUNCT
bracis-28428	121	1	one	one	NUM
bracis-28428	121	2	such	such	ADJ
bracis-28428	121	3	study	study	NOUN
bracis-28428	121	4	,	,	PUNCT
bracis-28428	121	5	as	as	SCONJ
bracis-28428	121	6	suggested	suggest	VERB
bracis-28428	121	7	by	by	ADP
bracis-28428	121	8	the	the	DET
bracis-28428	121	9	authors	author	NOUN
bracis-28428	121	10	of	of	ADP
bracis-28428	121	11	[	[	X
bracis-28428	121	12	23	23	NUM
bracis-28428	121	13	]	]	PUNCT
bracis-28428	121	14	,	,	PUNCT
bracis-28428	121	15	compares	compare	VERB
bracis-28428	121	16	the	the	DET
bracis-28428	121	17	semantic	semantic	ADJ
bracis-28428	121	18	similarity	similarity	NOUN
bracis-28428	121	19	between	between	ADP
bracis-28428	121	20	various	various	ADJ
bracis-28428	121	21	techniques	technique	NOUN
bracis-28428	121	22	in	in	ADP
bracis-28428	121	23	the	the	DET
bracis-28428	121	24	patent	patent	NOUN
bracis-28428	121	25	field	field	NOUN
bracis-28428	121	26	.	.	PUNCT
bracis-28428	122	1	this	this	DET
bracis-28428	122	2	study	study	NOUN
bracis-28428	122	3	utilizes	utilize	VERB
bracis-28428	122	4	three	three	NUM
bracis-28428	122	5	different	different	ADJ
bracis-28428	122	6	vector	vector	NOUN
bracis-28428	122	7	spaces	space	NOUN
bracis-28428	122	8	,	,	PUNCT
bracis-28428	122	9	including	include	VERB
bracis-28428	122	10	a	a	DET
bracis-28428	122	11	basic	basic	ADJ
bracis-28428	122	12	tf	tf	ADJ
bracis-28428	122	13	-	-	PUNCT
bracis-28428	122	14	idf	idf	PROPN
bracis-28428	122	15	baseline	baseline	NOUN
bracis-28428	122	16	,	,	PUNCT
bracis-28428	122	17	an	an	DET
bracis-28428	122	18	lsi	lsi	PROPN
bracis-28428	122	19	topic	topic	NOUN
bracis-28428	122	20	model	model	NOUN
bracis-28428	122	21	,	,	PUNCT
bracis-28428	122	22	and	and	CCONJ
bracis-28428	122	23	a	a	DET
bracis-28428	122	24	doc2vec	doc2vec	PROPN
bracis-28428	122	25	neural	neural	ADJ
bracis-28428	122	26	model	model	NOUN
bracis-28428	122	27	.	.	PUNCT
bracis-28428	123	1	another	another	DET
bracis-28428	123	2	article	article	NOUN
bracis-28428	123	3	,	,	PUNCT
bracis-28428	123	4	[	[	X
bracis-28428	123	5	18	18	NUM
bracis-28428	123	6	]	]	PUNCT
bracis-28428	123	7	,	,	PUNCT
bracis-28428	123	8	compares	compare	VERB
bracis-28428	123	9	different	different	ADJ
bracis-28428	123	10	learning	learn	VERB
bracis-28428	123	11	vector	vector	NOUN
bracis-28428	123	12	representations	representation	NOUN
bracis-28428	123	13	like	like	ADP
bracis-28428	123	14	latent	latent	NOUN
bracis-28428	123	15	semantic	semantic	ADJ
bracis-28428	123	16	analysis	analysis	NOUN
bracis-28428	123	17	(	(	PUNCT
bracis-28428	123	18	lsa	lsa	NOUN
bracis-28428	123	19	)	)	PUNCT
bracis-28428	123	20	,	,	PUNCT
bracis-28428	123	21	word2vec	word2vec	X
bracis-28428	123	22	,	,	PUNCT
bracis-28428	123	23	and	and	CCONJ
bracis-28428	123	24	glove	glove	NOUN
bracis-28428	123	25	to	to	PART
bracis-28428	123	26	identify	identify	VERB
bracis-28428	123	27	the	the	DET
bracis-28428	123	28	most	most	ADV
bracis-28428	123	29	efficient	efficient	ADJ
bracis-28428	123	30	technique	technique	NOUN
bracis-28428	123	31	in	in	ADP
bracis-28428	123	32	the	the	DET
bracis-28428	123	33	subject	subject	ADJ
bracis-28428	123	34	segmentation	segmentation	NOUN
bracis-28428	123	35	space	space	NOUN
bracis-28428	123	36	.	.	PUNCT
bracis-28428	124	1	[	[	X
bracis-28428	124	2	22	22	NUM
bracis-28428	124	3	]	]	PUNCT
bracis-28428	124	4	trains	train	VERB
bracis-28428	124	5	a	a	DET
bracis-28428	124	6	supervised	supervised	ADJ
bracis-28428	124	7	meta	meta	ADV
bracis-28428	124	8	-	-	PUNCT
bracis-28428	124	9	embedding	embed	VERB
bracis-28428	124	10	neural	neural	ADJ
bracis-28428	124	11	network	network	NOUN
bracis-28428	124	12	and	and	CCONJ
bracis-28428	124	13	combines	combine	VERB
bracis-28428	124	14	multiple	multiple	ADJ
bracis-28428	124	15	sentences	sentence	NOUN
bracis-28428	124	16	pre	pre	ADJ
bracis-28428	124	17	-	-	ADJ
bracis-28428	124	18	trained	trained	ADJ
bracis-28428	124	19	embedding	embedding	NOUN
bracis-28428	124	20	models	model	NOUN
bracis-28428	124	21	for	for	ADP
bracis-28428	124	22	sentence	sentence	NOUN
bracis-28428	124	23	similarity	similarity	NOUN
bracis-28428	124	24	recognition	recognition	NOUN
bracis-28428	124	25	.	.	PUNCT
bracis-28428	125	1	the	the	DET
bracis-28428	125	2	meta	meta	ADJ
bracis-28428	125	3	-	-	PUNCT
bracis-28428	125	4	model	model	NOUN
bracis-28428	125	5	outputs	output	NOUN
bracis-28428	125	6	the	the	DET
bracis-28428	125	7	distance	distance	NOUN
bracis-28428	125	8	between	between	ADP
bracis-28428	125	9	two	two	NUM
bracis-28428	125	10	given	give	VERB
bracis-28428	125	11	sentences	sentence	NOUN
bracis-28428	125	12	as	as	ADP
bracis-28428	125	13	input	input	NOUN
bracis-28428	125	14	.	.	PUNCT
bracis-28428	126	1	the	the	DET
bracis-28428	126	2	approach	approach	NOUN
bracis-28428	126	3	for	for	ADP
bracis-28428	126	4	selecting	select	VERB
bracis-28428	126	5	the	the	DET
bracis-28428	126	6	best	good	ADJ
bracis-28428	126	7	embedding	embed	VERB
bracis-28428	126	8	models	model	NOUN
bracis-28428	126	9	in	in	ADP
bracis-28428	126	10	our	our	PRON
bracis-28428	126	11	study	study	NOUN
bracis-28428	126	12	can	can	AUX
bracis-28428	126	13	be	be	AUX
bracis-28428	126	14	applied	apply	VERB
bracis-28428	126	15	to	to	ADP
bracis-28428	126	16	the	the	DET
bracis-28428	126	17	methodology	methodology	NOUN
bracis-28428	126	18	proposed	propose	VERB
bracis-28428	126	19	by	by	ADP
bracis-28428	126	20	[	[	X
bracis-28428	126	21	22	22	NUM
bracis-28428	126	22	]	]	PUNCT
bracis-28428	126	23	to	to	PART
bracis-28428	126	24	choose	choose	VERB
bracis-28428	126	25	the	the	DET
bracis-28428	126	26	embedding	embed	VERB
bracis-28428	126	27	models	model	NOUN
bracis-28428	126	28	for	for	ADP
bracis-28428	126	29	effectively	effectively	ADV
bracis-28428	126	30	creating	create	VERB
bracis-28428	126	31	their	their	PRON
bracis-28428	126	32	meta	meta	ADV
bracis-28428	126	33	-	-	PUNCT
bracis-28428	126	34	embedding	embed	VERB
bracis-28428	126	35	model	model	NOUN
bracis-28428	126	36	.	.	PUNCT
bracis-28428	127	1	in	in	ADP
bracis-28428	127	2	addition	addition	NOUN
bracis-28428	127	3	,	,	PUNCT
bracis-28428	127	4	[	[	X
bracis-28428	127	5	12	12	NUM
bracis-28428	127	6	]	]	PUNCT
bracis-28428	127	7	tackles	tackle	NOUN
bracis-28428	127	8	the	the	DET
bracis-28428	127	9	issue	issue	NOUN
bracis-28428	127	10	of	of	ADP
bracis-28428	127	11	recognizing	recognize	VERB
bracis-28428	127	12	duplicate	duplicate	ADJ
bracis-28428	127	13	questions	question	NOUN
bracis-28428	127	14	.	.	PUNCT
bracis-28428	128	1	this	this	DET
bracis-28428	128	2	article	article	NOUN
bracis-28428	128	3	proposes	propose	VERB
bracis-28428	128	4	a	a	DET
bracis-28428	128	5	method	method	NOUN
bracis-28428	128	6	that	that	PRON
bracis-28428	128	7	vectorizes	vectorize	VERB
bracis-28428	128	8	questions	question	NOUN
bracis-28428	128	9	based	base	VERB
bracis-28428	128	10	on	on	ADP
bracis-28428	128	11	the	the	DET
bracis-28428	128	12	combination	combination	NOUN
bracis-28428	128	13	and	and	CCONJ
bracis-28428	128	14	individual	individual	ADJ
bracis-28428	128	15	use	use	NOUN
bracis-28428	128	16	of	of	ADP
bracis-28428	128	17	fasttext	fasttext	PROPN
bracis-28428	128	18	mining	mining	PROPN
bracis-28428	128	19	subword	subword	PROPN
bracis-28428	128	20	integration	integration	NOUN
bracis-28428	128	21	,	,	PUNCT
bracis-28428	128	22	google	google	PROPN
bracis-28428	128	23	news	news	NOUN
bracis-28428	128	24	vector	vector	NOUN
bracis-28428	128	25	integration	integration	NOUN
bracis-28428	128	26	,	,	PUNCT
bracis-28428	128	27	and	and	CCONJ
bracis-28428	128	28	fasttext	fasttext	PROPN
bracis-28428	128	29	mining	mining	NOUN
bracis-28428	128	30	integration	integration	NOUN
bracis-28428	128	31	.	.	PUNCT
bracis-28428	129	1	these	these	DET
bracis-28428	129	2	question	question	NOUN
bracis-28428	129	3	word	word	NOUN
bracis-28428	129	4	vectors	vector	NOUN
bracis-28428	129	5	are	be	AUX
bracis-28428	129	6	then	then	ADV
bracis-28428	129	7	used	use	VERB
bracis-28428	129	8	to	to	PART
bracis-28428	129	9	determine	determine	VERB
bracis-28428	129	10	how	how	SCONJ
bracis-28428	129	11	similar	similar	ADJ
bracis-28428	129	12	words	word	NOUN
bracis-28428	129	13	are	be	AUX
bracis-28428	129	14	semantically	semantically	ADV
bracis-28428	129	15	.	.	PUNCT
bracis-28428	130	1	the	the	DET
bracis-28428	130	2	proposed	propose	VERB
bracis-28428	130	3	model	model	NOUN
bracis-28428	130	4	is	be	AUX
bracis-28428	130	5	trained	train	VERB
bracis-28428	130	6	on	on	ADP
bracis-28428	130	7	each	each	PRON
bracis-28428	130	8	of	of	ADP
bracis-28428	130	9	the	the	DET
bracis-28428	130	10	characteristics	characteristic	NOUN
bracis-28428	130	11	derived	derive	VERB
bracis-28428	130	12	from	from	ADP
bracis-28428	130	13	each	each	PRON
bracis-28428	130	14	of	of	ADP
bracis-28428	130	15	the	the	DET
bracis-28428	130	16	three	three	NUM
bracis-28428	130	17	words	word	NOUN
bracis-28428	130	18	separately	separately	ADV
bracis-28428	130	19	,	,	PUNCT
bracis-28428	130	20	and	and	CCONJ
bracis-28428	130	21	input	input	NOUN
bracis-28428	130	22	is	be	AUX
bracis-28428	130	23	received	receive	VERB
bracis-28428	130	24	by	by	ADP
bracis-28428	130	25	the	the	DET
bracis-28428	130	26	malstm	malstm	PROPN
bracis-28428	130	27	neural	neural	ADJ
bracis-28428	130	28	network	network	NOUN
bracis-28428	130	29	,	,	PUNCT
bracis-28428	130	30	which	which	PRON
bracis-28428	130	31	measures	measure	VERB
bracis-28428	130	32	the	the	DET
bracis-28428	130	33	manhattan	manhattan	PROPN
bracis-28428	130	34	distance	distance	NOUN
bracis-28428	130	35	to	to	PART
bracis-28428	130	36	assess	assess	VERB
bracis-28428	130	37	the	the	DET
bracis-28428	130	38	semantic	semantic	ADJ
bracis-28428	130	39	similarity	similarity	NOUN
bracis-28428	130	40	between	between	ADP
bracis-28428	130	41	questions	question	NOUN
bracis-28428	130	42	.	.	PUNCT
bracis-28428	131	1	various	various	ADJ
bracis-28428	131	2	studies	study	NOUN
bracis-28428	131	3	have	have	AUX
bracis-28428	131	4	utilized	utilize	VERB
bracis-28428	131	5	embeddings	embedding	NOUN
bracis-28428	131	6	to	to	PART
bracis-28428	131	7	map	map	VERB
bracis-28428	131	8	input	input	NOUN
bracis-28428	131	9	to	to	ADP
bracis-28428	131	10	low	low	ADJ
bracis-28428	131	11	-	-	PUNCT
bracis-28428	131	12	dimensional	dimensional	ADJ
bracis-28428	131	13	vectors	vector	NOUN
bracis-28428	131	14	and	and	CCONJ
bracis-28428	131	15	perform	perform	VERB
bracis-28428	131	16	similarity	similarity	NOUN
bracis-28428	131	17	searches	search	NOUN
bracis-28428	131	18	.	.	PUNCT
bracis-28428	132	1	for	for	ADP
bracis-28428	132	2	instance	instance	NOUN
bracis-28428	132	3	,	,	PUNCT
bracis-28428	132	4	[	[	X
bracis-28428	132	5	11	11	NUM
bracis-28428	132	6	]	]	PUNCT
bracis-28428	132	7	investigates	investigate	VERB
bracis-28428	132	8	embedding	embed	VERB
bracis-28428	132	9	complex	complex	ADJ
bracis-28428	132	10	data	datum	NOUN
bracis-28428	132	11	objects	object	NOUN
bracis-28428	132	12	like	like	ADP
bracis-28428	132	13	dna	dna	PROPN
bracis-28428	132	14	sequences	sequence	NOUN
bracis-28428	132	15	and	and	CCONJ
bracis-28428	132	16	images	image	NOUN
bracis-28428	132	17	in	in	ADP
bracis-28428	132	18	a	a	DET
bracis-28428	132	19	vector	vector	NOUN
bracis-28428	132	20	space	space	NOUN
bracis-28428	132	21	to	to	PART
bracis-28428	132	22	make	make	VERB
bracis-28428	132	23	their	their	PRON
bracis-28428	132	24	distances	distance	NOUN
bracis-28428	132	25	as	as	ADP
bracis-28428	132	26	close	close	ADV
bracis-28428	132	27	to	to	ADP
bracis-28428	132	28	their	their	PRON
bracis-28428	132	29	real	real	ADJ
bracis-28428	132	30	distances	distance	NOUN
bracis-28428	132	31	as	as	ADP
bracis-28428	132	32	possible	possible	ADJ
bracis-28428	132	33	.	.	PUNCT
bracis-28428	133	1	this	this	PRON
bracis-28428	133	2	allows	allow	VERB
bracis-28428	133	3	queries	query	NOUN
bracis-28428	133	4	to	to	PART
bracis-28428	133	5	be	be	AUX
bracis-28428	133	6	run	run	VERB
bracis-28428	133	7	on	on	ADP
bracis-28428	133	8	the	the	DET
bracis-28428	133	9	embedded	embed	VERB
bracis-28428	133	10	objects	object	NOUN
bracis-28428	133	11	in	in	ADP
bracis-28428	133	12	similarity	similarity	NOUN
bracis-28428	133	13	search	search	NOUN
bracis-28428	133	14	applications	application	NOUN
bracis-28428	133	15	.	.	PUNCT
bracis-28428	134	1	similarly	similarly	ADV
bracis-28428	134	2	,	,	PUNCT
bracis-28428	134	3	[	[	X
bracis-28428	134	4	6	6	NUM
bracis-28428	134	5	]	]	PUNCT
bracis-28428	134	6	conducts	conduct	VERB
bracis-28428	134	7	similarity	similarity	NOUN
bracis-28428	134	8	searches	search	NOUN
bracis-28428	134	9	in	in	ADP
bracis-28428	134	10	knowledge	knowledge	NOUN
bracis-28428	134	11	graphs	graph	NOUN
bracis-28428	134	12	(	(	PUNCT
bracis-28428	134	13	kg	kg	X
bracis-28428	134	14	)	)	PUNCT
bracis-28428	134	15	to	to	PART
bracis-28428	134	16	help	help	VERB
bracis-28428	134	17	users	user	NOUN
bracis-28428	134	18	identify	identify	VERB
bracis-28428	134	19	the	the	DET
bracis-28428	134	20	most	most	ADV
bracis-28428	134	21	significant	significant	ADJ
bracis-28428	134	22	entities	entity	NOUN
bracis-28428	134	23	to	to	ADP
bracis-28428	134	24	their	their	PRON
bracis-28428	134	25	query	query	NOUN
bracis-28428	134	26	.	.	PUNCT
bracis-28428	135	1	3	3	NUM
bracis-28428	135	2	data	datum	NOUN
bracis-28428	135	3	and	and	CCONJ
bracis-28428	135	4	 	 	SPACE
bracis-28428	135	5	methods	method	NOUN
bracis-28428	135	6	this	this	DET
bracis-28428	135	7	section	section	NOUN
bracis-28428	135	8	discusses	discuss	VERB
bracis-28428	135	9	our	our	PRON
bracis-28428	135	10	datasets	dataset	NOUN
bracis-28428	135	11	and	and	CCONJ
bracis-28428	135	12	methodology	methodology	NOUN
bracis-28428	135	13	for	for	ADP
bracis-28428	135	14	investigating	investigate	VERB
bracis-28428	135	15	the	the	DET
bracis-28428	135	16	research	research	NOUN
bracis-28428	135	17	questions	question	NOUN
bracis-28428	135	18	.	.	PUNCT
bracis-28428	136	1	we	we	PRON
bracis-28428	136	2	employ	employ	VERB
bracis-28428	136	3	a	a	DET
bracis-28428	136	4	two	two	NUM
bracis-28428	136	5	-	-	PUNCT
bracis-28428	136	6	step	step	NOUN
bracis-28428	136	7	approach	approach	NOUN
bracis-28428	136	8	:	:	PUNCT
bracis-28428	136	9	generating	generate	VERB
bracis-28428	136	10	similarity	similarity	NOUN
bracis-28428	136	11	matrices	matrix	NOUN
bracis-28428	136	12	for	for	ADP
bracis-28428	136	13	different	different	ADJ
bracis-28428	136	14	sentence	sentence	NOUN
bracis-28428	136	15	representations	representation	NOUN
bracis-28428	136	16	and	and	CCONJ
bracis-28428	136	17	validating	validate	VERB
bracis-28428	136	18	the	the	DET
bracis-28428	136	19	accuracy	accuracy	NOUN
bracis-28428	136	20	and	and	CCONJ
bracis-28428	136	21	mean	mean	VERB
bracis-28428	136	22	reciprocal	reciprocal	ADJ
bracis-28428	136	23	rank	rank	NOUN
bracis-28428	136	24	(	(	PUNCT
bracis-28428	136	25	mrr	mrr	PROPN
bracis-28428	136	26	)	)	PUNCT
bracis-28428	136	27	of	of	ADP
bracis-28428	136	28	police	police	NOUN
bracis-28428	136	29	report	report	NOUN
bracis-28428	136	30	representations	representation	NOUN
bracis-28428	136	31	.	.	PUNCT
bracis-28428	137	1	the	the	DET
bracis-28428	137	2	first	first	ADJ
bracis-28428	137	3	step	step	NOUN
bracis-28428	137	4	involves	involve	VERB
bracis-28428	137	5	data	datum	NOUN
bracis-28428	137	6	preprocessing	preprocessing	NOUN
bracis-28428	137	7	,	,	PUNCT
bracis-28428	137	8	sentence	sentence	NOUN
bracis-28428	137	9	representation	representation	NOUN
bracis-28428	137	10	,	,	PUNCT
bracis-28428	137	11	model	model	NOUN
bracis-28428	137	12	training	training	NOUN
bracis-28428	137	13	,	,	PUNCT
bracis-28428	137	14	and	and	CCONJ
bracis-28428	137	15	ranking	ranking	NOUN
bracis-28428	137	16	of	of	ADP
bracis-28428	137	17	the	the	DET
bracis-28428	137	18	top	top	NOUN
bracis-28428	137	19	k	k	ADP
bracis-28428	137	20	most	most	ADV
bracis-28428	137	21	similar	similar	ADJ
bracis-28428	137	22	sentences	sentence	NOUN
bracis-28428	137	23	using	use	VERB
bracis-28428	137	24	cosine	cosine	NOUN
bracis-28428	137	25	and	and	CCONJ
bracis-28428	137	26	jaccard	jaccard	ADJ
bracis-28428	137	27	similarity	similarity	NOUN
bracis-28428	137	28	.	.	PUNCT
bracis-28428	138	1	in	in	ADP
bracis-28428	138	2	the	the	DET
bracis-28428	138	3	second	second	ADJ
bracis-28428	138	4	step	step	NOUN
bracis-28428	138	5	,	,	PUNCT
bracis-28428	138	6	we	we	PRON
bracis-28428	138	7	evaluate	evaluate	VERB
bracis-28428	138	8	the	the	DET
bracis-28428	138	9	accuracy	accuracy	NOUN
bracis-28428	138	10	of	of	ADP
bracis-28428	138	11	each	each	DET
bracis-28428	138	12	police	police	NOUN
bracis-28428	138	13	report	report	NOUN
bracis-28428	138	14	representation	representation	NOUN
bracis-28428	138	15	by	by	ADP
bracis-28428	138	16	determining	determine	VERB
bracis-28428	138	17	if	if	SCONJ
bracis-28428	138	18	the	the	DET
bracis-28428	138	19	most	most	ADV
bracis-28428	138	20	similar	similar	ADJ
bracis-28428	138	21	report	report	NOUN
bracis-28428	138	22	is	be	AUX
bracis-28428	138	23	retrieved	retrieve	VERB
bracis-28428	138	24	within	within	ADP
bracis-28428	138	25	the	the	DET
bracis-28428	138	26	top	top	ADJ
bracis-28428	138	27	k	k	PROPN
bracis-28428	138	28	sentences	sentence	NOUN
bracis-28428	138	29	.	.	PUNCT
bracis-28428	139	1	we	we	PRON
bracis-28428	139	2	also	also	ADV
bracis-28428	139	3	calculate	calculate	VERB
bracis-28428	139	4	the	the	DET
bracis-28428	139	5	mrr	mrr	NOUN
bracis-28428	139	6	to	to	PART
bracis-28428	139	7	assess	assess	VERB
bracis-28428	139	8	the	the	DET
bracis-28428	139	9	retrieval	retrieval	NOUN
bracis-28428	139	10	performance	performance	NOUN
bracis-28428	139	11	.	.	PUNCT
bracis-28428	140	1	we	we	PRON
bracis-28428	140	2	provide	provide	VERB
bracis-28428	140	3	more	more	ADJ
bracis-28428	140	4	details	detail	NOUN
bracis-28428	140	5	about	about	ADP
bracis-28428	140	6	mrr	mrr	NOUN
bracis-28428	140	7	as	as	SCONJ
bracis-28428	140	8	follows	follow	VERB
bracis-28428	140	9	.	.	PUNCT
bracis-28428	141	1	figure	figure	VERB
bracis-28428	141	2	 	 	SPACE
bracis-28428	141	3	1	1	NUM
bracis-28428	141	4	presents	present	VERB
bracis-28428	141	5	the	the	DET
bracis-28428	141	6	steps	step	NOUN
bracis-28428	141	7	followed	follow	VERB
bracis-28428	141	8	by	by	ADP
bracis-28428	141	9	us	we	PRON
bracis-28428	141	10	in	in	ADP
bracis-28428	141	11	this	this	DET
bracis-28428	141	12	paper	paper	NOUN
bracis-28428	141	13	.	.	PUNCT
bracis-28428	142	1	fig	fig	NOUN
bracis-28428	142	2	.	.	PUNCT
bracis-28428	143	1	1	1	X
bracis-28428	143	2	.	.	X
bracis-28428	143	3	steps	step	NOUN
bracis-28428	143	4	followed	follow	VERB
bracis-28428	143	5	to	to	PART
bracis-28428	143	6	assess	assess	VERB
bracis-28428	143	7	the	the	DET
bracis-28428	143	8	research	research	NOUN
bracis-28428	143	9	questions	question	NOUN
bracis-28428	143	10	in	in	ADP
bracis-28428	143	11	our	our	PRON
bracis-28428	143	12	work	work	NOUN
bracis-28428	143	13	.	.	PUNCT
bracis-28428	144	1	full	full	ADJ
bracis-28428	144	2	size	size	NOUN
bracis-28428	144	3	image	image	NOUN
bracis-28428	144	4	data	datum	NOUN
bracis-28428	144	5	.	.	PUNCT
bracis-28428	145	1	two	two	NUM
bracis-28428	145	2	brazilian	brazilian	ADJ
bracis-28428	145	3	department	department	NOUN
bracis-28428	145	4	of	of	ADP
bracis-28428	145	5	public	public	ADJ
bracis-28428	145	6	security	security	NOUN
bracis-28428	145	7	organizations	organization	NOUN
bracis-28428	145	8	provided	provide	VERB
bracis-28428	145	9	the	the	DET
bracis-28428	145	10	datasets	dataset	NOUN
bracis-28428	145	11	utilized	utilize	VERB
bracis-28428	145	12	in	in	ADP
bracis-28428	145	13	this	this	DET
bracis-28428	145	14	study	study	NOUN
bracis-28428	145	15	.	.	PUNCT
bracis-28428	146	1	to	to	PART
bracis-28428	146	2	maintain	maintain	VERB
bracis-28428	146	3	anonymity	anonymity	NOUN
bracis-28428	146	4	during	during	ADP
bracis-28428	146	5	the	the	DET
bracis-28428	146	6	review	review	NOUN
bracis-28428	146	7	process	process	NOUN
bracis-28428	146	8	,	,	PUNCT
bracis-28428	146	9	we	we	PRON
bracis-28428	146	10	have	have	AUX
bracis-28428	146	11	omitted	omit	VERB
bracis-28428	146	12	their	their	PRON
bracis-28428	146	13	names	name	NOUN
bracis-28428	146	14	.	.	PUNCT
bracis-28428	147	1	the	the	DET
bracis-28428	147	2	datasets	dataset	NOUN
bracis-28428	147	3	comprise	comprise	VERB
bracis-28428	147	4	two	two	NUM
bracis-28428	147	5	corpora	corpus	NOUN
bracis-28428	147	6	:	:	PUNCT
bracis-28428	147	7	one	one	NUM
bracis-28428	147	8	with	with	ADP
bracis-28428	147	9	1,089	1,089	NUM
bracis-28428	147	10	police	police	NOUN
bracis-28428	147	11	reports	report	NOUN
bracis-28428	147	12	(	(	PUNCT
bracis-28428	147	13	1,065	1,065	NUM
bracis-28428	147	14	reports	report	NOUN
bracis-28428	147	15	are	be	AUX
bracis-28428	147	16	similar	similar	ADJ
bracis-28428	147	17	,	,	PUNCT
bracis-28428	147	18	containing	contain	VERB
bracis-28428	147	19	at	at	ADV
bracis-28428	147	20	least	least	ADV
bracis-28428	147	21	one	one	NUM
bracis-28428	147	22	copy	copy	NOUN
bracis-28428	147	23	for	for	ADP
bracis-28428	147	24	each	each	DET
bracis-28428	147	25	incident	incident	NOUN
bracis-28428	147	26	report	report	NOUN
bracis-28428	147	27	)	)	PUNCT
bracis-28428	147	28	,	,	PUNCT
bracis-28428	147	29	and	and	CCONJ
bracis-28428	147	30	another	another	PRON
bracis-28428	147	31	with	with	ADP
bracis-28428	147	32	30,011	30,011	NUM
bracis-28428	147	33	reports	report	NOUN
bracis-28428	147	34	,	,	PUNCT
bracis-28428	147	35	both	both	CCONJ
bracis-28428	147	36	electronic	electronic	ADJ
bracis-28428	147	37	and	and	CCONJ
bracis-28428	147	38	non	non	ADJ
bracis-28428	147	39	-	-	ADJ
bracis-28428	147	40	electronic	electronic	ADJ
bracis-28428	147	41	.	.	PUNCT
bracis-28428	148	1	these	these	DET
bracis-28428	148	2	corpora	corpora	PROPN
bracis-28428	148	3	cover	cover	NOUN
bracis-28428	148	4	incidents	incident	NOUN
bracis-28428	148	5	that	that	PRON
bracis-28428	148	6	occurred	occur	VERB
bracis-28428	148	7	between	between	ADP
bracis-28428	148	8	january	january	PROPN
bracis-28428	148	9	1	1	NUM
bracis-28428	148	10	,	,	PUNCT
bracis-28428	148	11	2020	2020	NUM
bracis-28428	148	12	,	,	PUNCT
bracis-28428	148	13	and	and	CCONJ
bracis-28428	148	14	march	march	PROPN
bracis-28428	148	15	29	29	NUM
bracis-28428	148	16	,	,	PUNCT
bracis-28428	148	17	2020	2020	NUM
bracis-28428	148	18	,	,	PUNCT
bracis-28428	148	19	encompassing	encompass	VERB
bracis-28428	148	20	various	various	ADJ
bracis-28428	148	21	types	type	NOUN
bracis-28428	148	22	of	of	ADP
bracis-28428	148	23	crimes	crime	NOUN
bracis-28428	148	24	such	such	ADJ
bracis-28428	148	25	as	as	ADP
bracis-28428	148	26	theft	theft	NOUN
bracis-28428	148	27	,	,	PUNCT
bracis-28428	148	28	murder	murder	NOUN
bracis-28428	148	29	,	,	PUNCT
bracis-28428	148	30	robbery	robbery	NOUN
bracis-28428	148	31	,	,	PUNCT
bracis-28428	148	32	attempted	attempt	VERB
bracis-28428	148	33	murder	murder	NOUN
bracis-28428	148	34	,	,	PUNCT
bracis-28428	148	35	and	and	CCONJ
bracis-28428	148	36	harassment	harassment	NOUN
bracis-28428	148	37	.	.	PUNCT
bracis-28428	149	1	the	the	DET
bracis-28428	149	2	first	first	ADJ
bracis-28428	149	3	corpus	corpus	NOUN
bracis-28428	149	4	with	with	ADP
bracis-28428	149	5	1,089	1,089	NUM
bracis-28428	149	6	police	police	NOUN
bracis-28428	149	7	reports	report	NOUN
bracis-28428	149	8	has	have	VERB
bracis-28428	149	9	1,065	1,065	NUM
bracis-28428	149	10	reports	report	NOUN
bracis-28428	149	11	in	in	ADP
bracis-28428	149	12	all	all	PRON
bracis-28428	149	13	,	,	PUNCT
bracis-28428	149	14	in	in	ADP
bracis-28428	149	15	which	which	PRON
bracis-28428	149	16	each	each	DET
bracis-28428	149	17	police	police	NOUN
bracis-28428	149	18	report	report	NOUN
bracis-28428	149	19	has	have	VERB
bracis-28428	149	20	a	a	DET
bracis-28428	149	21	duplicate	duplicate	NOUN
bracis-28428	149	22	in	in	ADP
bracis-28428	149	23	this	this	DET
bracis-28428	149	24	same	same	ADJ
bracis-28428	149	25	set	set	NOUN
bracis-28428	149	26	.	.	PUNCT
bracis-28428	150	1	another	another	DET
bracis-28428	150	2	24	24	NUM
bracis-28428	150	3	reports	report	NOUN
bracis-28428	150	4	did	do	AUX
bracis-28428	150	5	not	not	PART
bracis-28428	150	6	have	have	VERB
bracis-28428	150	7	similarities	similarity	NOUN
bracis-28428	150	8	and	and	CCONJ
bracis-28428	150	9	were	be	AUX
bracis-28428	150	10	discarded	discard	VERB
bracis-28428	150	11	from	from	ADP
bracis-28428	150	12	validation	validation	NOUN
bracis-28428	150	13	.	.	PUNCT
bracis-28428	151	1	figure	figure	NOUN
bracis-28428	151	2	 	 	SPACE
bracis-28428	151	3	2	2	NUM
bracis-28428	151	4	presents	present	VERB
bracis-28428	151	5	some	some	DET
bracis-28428	151	6	important	important	ADJ
bracis-28428	151	7	information	information	NOUN
bracis-28428	151	8	about	about	ADP
bracis-28428	151	9	the	the	DET
bracis-28428	151	10	first	first	ADJ
bracis-28428	151	11	dataset	dataset	NOUN
bracis-28428	151	12	(	(	PUNCT
bracis-28428	151	13	with	with	ADP
bracis-28428	151	14	1,065	1,065	NUM
bracis-28428	151	15	police	police	NOUN
bracis-28428	151	16	reports	report	NOUN
bracis-28428	151	17	):	):	PUNCT
bracis-28428	151	18	fig	fig	NOUN
bracis-28428	151	19	.	.	PUNCT
bracis-28428	152	1	2	2	X
bracis-28428	152	2	.	.	X
bracis-28428	152	3	distribution	distribution	NOUN
bracis-28428	152	4	of	of	ADP
bracis-28428	152	5	the	the	DET
bracis-28428	152	6	number	number	NOUN
bracis-28428	152	7	of	of	ADP
bracis-28428	152	8	documents	document	NOUN
bracis-28428	152	9	by	by	ADP
bracis-28428	152	10	the	the	DET
bracis-28428	152	11	word	word	NOUN
bracis-28428	152	12	lenghh	lenghh	NOUN
bracis-28428	152	13	full	full	ADJ
bracis-28428	152	14	size	size	NOUN
bracis-28428	152	15	image	image	NOUN
bracis-28428	152	16	each	each	DET
bracis-28428	152	17	column	column	NOUN
bracis-28428	152	18	bin	bin	PROPN
bracis-28428	152	19	varies	vary	VERB
bracis-28428	152	20	the	the	DET
bracis-28428	152	21	number	number	NOUN
bracis-28428	152	22	of	of	ADP
bracis-28428	152	23	words	word	NOUN
bracis-28428	152	24	to	to	ADP
bracis-28428	152	25	20	20	NUM
bracis-28428	152	26	;	;	PUNCT
bracis-28428	152	27	for	for	ADP
bracis-28428	152	28	instance	instance	NOUN
bracis-28428	152	29	,	,	PUNCT
bracis-28428	152	30	the	the	DET
bracis-28428	152	31	first	first	ADJ
bracis-28428	152	32	column	column	NOUN
bracis-28428	152	33	contains	contain	VERB
bracis-28428	152	34	38	38	NUM
bracis-28428	152	35	reports	report	NOUN
bracis-28428	152	36	(	(	PUNCT
bracis-28428	152	37	for	for	ADP
bracis-28428	152	38	up	up	ADP
bracis-28428	152	39	to	to	PART
bracis-28428	152	40	20	20	NUM
bracis-28428	152	41	words	word	NOUN
bracis-28428	152	42	in	in	ADP
bracis-28428	152	43	each	each	DET
bracis-28428	152	44	report	report	NOUN
bracis-28428	152	45	)	)	PUNCT
bracis-28428	152	46	.	.	PUNCT
bracis-28428	153	1	it	it	PRON
bracis-28428	153	2	is	be	AUX
bracis-28428	153	3	possible	possible	ADJ
bracis-28428	153	4	to	to	PART
bracis-28428	153	5	observe	observe	VERB
bracis-28428	153	6	that	that	SCONJ
bracis-28428	153	7	the	the	DET
bracis-28428	153	8	number	number	NOUN
bracis-28428	153	9	of	of	ADP
bracis-28428	153	10	documents	document	NOUN
bracis-28428	153	11	decreases	decrease	VERB
bracis-28428	153	12	as	as	SCONJ
bracis-28428	153	13	we	we	PRON
bracis-28428	153	14	move	move	VERB
bracis-28428	153	15	to	to	ADP
bracis-28428	153	16	subsequent	subsequent	ADJ
bracis-28428	153	17	columns	column	NOUN
bracis-28428	153	18	,	,	PUNCT
bracis-28428	153	19	i.e.	i.e.	X
bracis-28428	153	20	,	,	PUNCT
bracis-28428	153	21	fewer	few	ADJ
bracis-28428	153	22	documents	document	NOUN
bracis-28428	153	23	with	with	ADP
bracis-28428	153	24	a	a	DET
bracis-28428	153	25	high	high	ADJ
bracis-28428	153	26	number	number	NOUN
bracis-28428	153	27	of	of	ADP
bracis-28428	153	28	words	word	NOUN
bracis-28428	153	29	.	.	PUNCT
bracis-28428	154	1	in	in	ADP
bracis-28428	154	2	addition	addition	NOUN
bracis-28428	154	3	,	,	PUNCT
bracis-28428	154	4	fig	fig	NOUN
bracis-28428	154	5	.	.	PUNCT
bracis-28428	154	6	 	 	SPACE
bracis-28428	154	7	2	2	NUM
bracis-28428	154	8	presents	present	VERB
bracis-28428	154	9	an	an	DET
bracis-28428	154	10	asymmetry	asymmetry	NOUN
bracis-28428	154	11	to	to	ADP
bracis-28428	154	12	the	the	DET
bracis-28428	154	13	right	right	NOUN
bracis-28428	154	14	,	,	PUNCT
bracis-28428	154	15	suggesting	suggest	VERB
bracis-28428	154	16	a	a	DET
bracis-28428	154	17	greater	great	ADJ
bracis-28428	154	18	concentration	concentration	NOUN
bracis-28428	154	19	of	of	ADP
bracis-28428	154	20	documents	document	NOUN
bracis-28428	154	21	with	with	ADP
bracis-28428	154	22	fewer	few	ADJ
bracis-28428	154	23	words	word	NOUN
bracis-28428	154	24	and	and	CCONJ
bracis-28428	154	25	a	a	DET
bracis-28428	154	26	smaller	small	ADJ
bracis-28428	154	27	number	number	NOUN
bracis-28428	154	28	of	of	ADP
bracis-28428	154	29	documents	document	NOUN
bracis-28428	154	30	with	with	ADP
bracis-28428	154	31	a	a	DET
bracis-28428	154	32	more	more	ADV
bracis-28428	154	33	significant	significant	ADJ
bracis-28428	154	34	number	number	NOUN
bracis-28428	154	35	of	of	ADP
bracis-28428	154	36	words	word	NOUN
bracis-28428	154	37	in	in	ADP
bracis-28428	154	38	the	the	DET
bracis-28428	154	39	documents	document	NOUN
bracis-28428	154	40	.	.	PUNCT
bracis-28428	155	1	some	some	DET
bracis-28428	155	2	statistical	statistical	ADJ
bracis-28428	155	3	measures	measure	NOUN
bracis-28428	155	4	from	from	ADP
bracis-28428	155	5	our	our	PRON
bracis-28428	155	6	dataset	dataset	NOUN
bracis-28428	155	7	:	:	PUNCT
bracis-28428	155	8	the	the	DET
bracis-28428	155	9	maximum	maximum	ADJ
bracis-28428	155	10	document	document	NOUN
bracis-28428	155	11	length	length	NOUN
bracis-28428	155	12	in	in	ADP
bracis-28428	155	13	terms	term	NOUN
bracis-28428	155	14	of	of	ADP
bracis-28428	155	15	the	the	DET
bracis-28428	155	16	number	number	NOUN
bracis-28428	155	17	of	of	ADP
bracis-28428	155	18	words	word	NOUN
bracis-28428	155	19	is	be	AUX
bracis-28428	155	20	1,019	1,019	NUM
bracis-28428	155	21	;	;	PUNCT
bracis-28428	155	22	on	on	ADP
bracis-28428	155	23	average	average	ADJ
bracis-28428	155	24	,	,	PUNCT
bracis-28428	155	25	each	each	DET
bracis-28428	155	26	document	document	NOUN
bracis-28428	155	27	contains	contain	VERB
bracis-28428	155	28	119	119	NUM
bracis-28428	155	29	words	word	NOUN
bracis-28428	155	30	and	and	CCONJ
bracis-28428	155	31	around	around	ADP
bracis-28428	155	32	597	597	NUM
bracis-28428	155	33	characters	character	NOUN
bracis-28428	155	34	.	.	PUNCT
bracis-28428	156	1	to	to	PART
bracis-28428	156	2	provide	provide	VERB
bracis-28428	156	3	an	an	DET
bracis-28428	156	4	example	example	NOUN
bracis-28428	156	5	of	of	ADP
bracis-28428	156	6	a	a	DET
bracis-28428	156	7	police	police	NOUN
bracis-28428	156	8	report	report	NOUN
bracis-28428	156	9	and	and	CCONJ
bracis-28428	156	10	its	its	PRON
bracis-28428	156	11	duplication	duplication	NOUN
bracis-28428	156	12	:	:	PUNCT
bracis-28428	156	13	original	original	ADJ
bracis-28428	156	14	report	report	NOUN
bracis-28428	156	15	:	:	PUNCT
bracis-28428	156	16	“	"	PUNCT
bracis-28428	156	17	the	the	DET
bracis-28428	156	18	reporting	reporting	NOUN
bracis-28428	156	19	party	party	NOUN
bracis-28428	156	20	,	,	PUNCT
bracis-28428	156	21	identified	identify	VERB
bracis-28428	156	22	above	above	ADV
bracis-28428	156	23	,	,	PUNCT
bracis-28428	156	24	informs	inform	VERB
bracis-28428	156	25	via	via	ADP
bracis-28428	156	26	the	the	DET
bracis-28428	156	27	virtual	virtual	ADJ
bracis-28428	156	28	police	police	NOUN
bracis-28428	156	29	station	station	NOUN
bracis-28428	156	30	that	that	SCONJ
bracis-28428	156	31	on	on	ADP
bracis-28428	156	32	the	the	DET
bracis-28428	156	33	specified	specify	VERB
bracis-28428	156	34	date	date	NOUN
bracis-28428	156	35	and	and	CCONJ
bracis-28428	156	36	time	time	NOUN
bracis-28428	156	37	,	,	PUNCT
bracis-28428	156	38	they	they	PRON
bracis-28428	156	39	were	be	AUX
bracis-28428	156	40	the	the	DET
bracis-28428	156	41	victim	victim	NOUN
bracis-28428	156	42	of	of	ADP
bracis-28428	156	43	a	a	DET
bracis-28428	156	44	robbery	robbery	NOUN
bracis-28428	156	45	.	.	PUNCT
bracis-28428	157	1	the	the	DET
bracis-28428	157	2	incident	incident	NOUN
bracis-28428	157	3	occurred	occur	VERB
bracis-28428	157	4	as	as	SCONJ
bracis-28428	157	5	follows	follow	VERB
bracis-28428	157	6	:	:	PUNCT
bracis-28428	157	7	two	two	NUM
bracis-28428	157	8	individuals	individual	NOUN
bracis-28428	157	9	on	on	ADP
bracis-28428	157	10	a	a	DET
bracis-28428	157	11	black	black	ADJ
bracis-28428	157	12	motorcycle	motorcycle	NOUN
bracis-28428	157	13	,	,	PUNCT
bracis-28428	157	14	wearing	wear	VERB
bracis-28428	157	15	helmets	helmet	NOUN
bracis-28428	157	16	and	and	CCONJ
bracis-28428	157	17	armed	arm	VERB
bracis-28428	157	18	with	with	ADP
bracis-28428	157	19	a	a	DET
bracis-28428	157	20	knife	knife	NOUN
bracis-28428	157	21	,	,	PUNCT
bracis-28428	157	22	approached	approach	VERB
bracis-28428	157	23	and	and	CCONJ
bracis-28428	157	24	demanded	demand	VERB
bracis-28428	157	25	the	the	DET
bracis-28428	157	26	cell	cell	NOUN
bracis-28428	157	27	phone	phone	NOUN
bracis-28428	157	28	.	.	PUNCT
bracis-28428	158	1	they	they	PRON
bracis-28428	158	2	took	take	VERB
bracis-28428	158	3	a	a	DET
bracis-28428	158	4	samsung	samsung	PROPN
bracis-28428	158	5	phone	phone	NOUN
bracis-28428	158	6	,	,	PUNCT
bracis-28428	158	7	model	model	NOUN
bracis-28428	158	8	a205gt	a205gt	PROPN
bracis-28428	158	9	,	,	PUNCT
bracis-28428	158	10	with	with	ADP
bracis-28428	158	11	the	the	DET
bracis-28428	158	12	serial	serial	ADJ
bracis-28428	158	13	number	number	NOUN
bracis-28428	158	14	:	:	PUNCT
bracis-28428	158	15	357621102968577	357621102968577	NUM
bracis-28428	158	16	.	.	PUNCT
bracis-28428	159	1	when	when	SCONJ
bracis-28428	159	2	asked	ask	VERB
bracis-28428	159	3	about	about	ADP
bracis-28428	159	4	identifying	identify	VERB
bracis-28428	159	5	or	or	CCONJ
bracis-28428	159	6	describing	describe	VERB
bracis-28428	159	7	the	the	DET
bracis-28428	159	8	suspects	suspect	NOUN
bracis-28428	159	9	,	,	PUNCT
bracis-28428	159	10	the	the	DET
bracis-28428	159	11	reporting	reporting	NOUN
bracis-28428	159	12	party	party	NOUN
bracis-28428	159	13	stated	state	VERB
bracis-28428	159	14	that	that	SCONJ
bracis-28428	159	15	it	it	PRON
bracis-28428	159	16	was	be	AUX
bracis-28428	159	17	not	not	PART
bracis-28428	159	18	possible	possible	ADJ
bracis-28428	159	19	due	due	ADP
bracis-28428	159	20	to	to	ADP
bracis-28428	159	21	their	their	PRON
bracis-28428	159	22	helmets	helmet	NOUN
bracis-28428	159	23	.	.	PUNCT
bracis-28428	159	24	”	"	PUNCT
bracis-28428	160	1	duplicated	duplicate	VERB
bracis-28428	160	2	report	report	NOUN
bracis-28428	160	3	:	:	PUNCT
bracis-28428	160	4	“	"	PUNCT
bracis-28428	160	5	the	the	DET
bracis-28428	160	6	reporting	reporting	NOUN
bracis-28428	160	7	party	party	NOUN
bracis-28428	160	8	,	,	PUNCT
bracis-28428	160	9	identified	identify	VERB
bracis-28428	160	10	as	as	ADP
bracis-28428	160	11	mentioned	mention	VERB
bracis-28428	160	12	above	above	ADV
bracis-28428	160	13	,	,	PUNCT
bracis-28428	160	14	reports	report	NOUN
bracis-28428	160	15	via	via	ADP
bracis-28428	160	16	the	the	DET
bracis-28428	160	17	virtual	virtual	ADJ
bracis-28428	160	18	police	police	NOUN
bracis-28428	160	19	station	station	NOUN
bracis-28428	160	20	that	that	SCONJ
bracis-28428	160	21	on	on	ADP
bracis-28428	160	22	the	the	DET
bracis-28428	160	23	mentioned	mention	VERB
bracis-28428	160	24	date	date	NOUN
bracis-28428	160	25	and	and	CCONJ
bracis-28428	160	26	time	time	NOUN
bracis-28428	160	27	,	,	PUNCT
bracis-28428	160	28	they	they	PRON
bracis-28428	160	29	were	be	AUX
bracis-28428	160	30	the	the	DET
bracis-28428	160	31	victim	victim	NOUN
bracis-28428	160	32	of	of	ADP
bracis-28428	160	33	a	a	DET
bracis-28428	160	34	robbery	robbery	NOUN
bracis-28428	160	35	.	.	PUNCT
bracis-28428	161	1	the	the	DET
bracis-28428	161	2	incident	incident	NOUN
bracis-28428	161	3	occurred	occur	VERB
bracis-28428	161	4	as	as	SCONJ
bracis-28428	161	5	follows	follow	VERB
bracis-28428	161	6	:	:	PUNCT
bracis-28428	161	7	two	two	NUM
bracis-28428	161	8	individuals	individual	NOUN
bracis-28428	161	9	on	on	ADP
bracis-28428	161	10	a	a	DET
bracis-28428	161	11	black	black	ADJ
bracis-28428	161	12	motorcycle	motorcycle	NOUN
bracis-28428	161	13	,	,	PUNCT
bracis-28428	161	14	identified	identify	VERB
bracis-28428	161	15	as	as	ADP
bracis-28428	161	16	pop	pop	NOUN
bracis-28428	161	17	,	,	PUNCT
bracis-28428	161	18	with	with	ADP
bracis-28428	161	19	a	a	DET
bracis-28428	161	20	knife	knife	NOUN
bracis-28428	161	21	,	,	PUNCT
bracis-28428	161	22	threatened	threaten	VERB
bracis-28428	161	23	the	the	DET
bracis-28428	161	24	reporting	reporting	NOUN
bracis-28428	161	25	party	party	NOUN
bracis-28428	161	26	and	and	CCONJ
bracis-28428	161	27	demanded	demand	VERB
bracis-28428	161	28	the	the	DET
bracis-28428	161	29	cell	cell	NOUN
bracis-28428	161	30	phone	phone	NOUN
bracis-28428	161	31	.	.	PUNCT
bracis-28428	162	1	when	when	SCONJ
bracis-28428	162	2	asked	ask	VERB
bracis-28428	162	3	about	about	ADP
bracis-28428	162	4	identifying	identify	VERB
bracis-28428	162	5	or	or	CCONJ
bracis-28428	162	6	describing	describe	VERB
bracis-28428	162	7	the	the	DET
bracis-28428	162	8	suspects	suspect	NOUN
bracis-28428	162	9	,	,	PUNCT
bracis-28428	162	10	the	the	DET
bracis-28428	162	11	reporting	reporting	NOUN
bracis-28428	162	12	party	party	NOUN
bracis-28428	162	13	stated	state	VERB
bracis-28428	162	14	that	that	SCONJ
bracis-28428	162	15	they	they	PRON
bracis-28428	162	16	were	be	AUX
bracis-28428	162	17	unable	unable	ADJ
bracis-28428	162	18	to	to	PART
bracis-28428	162	19	do	do	VERB
bracis-28428	162	20	so	so	ADV
bracis-28428	162	21	as	as	SCONJ
bracis-28428	162	22	the	the	DET
bracis-28428	162	23	suspects	suspect	NOUN
bracis-28428	162	24	were	be	AUX
bracis-28428	162	25	wearing	wear	VERB
bracis-28428	162	26	helmets	helmet	NOUN
bracis-28428	162	27	.	.	PUNCT
bracis-28428	162	28	”	"	PUNCT
bracis-28428	163	1	duplications	duplication	NOUN
bracis-28428	163	2	of	of	ADP
bracis-28428	163	3	police	police	NOUN
bracis-28428	163	4	reports	report	NOUN
bracis-28428	163	5	can	can	AUX
bracis-28428	163	6	happen	happen	VERB
bracis-28428	163	7	due	due	ADP
bracis-28428	163	8	to	to	ADP
bracis-28428	163	9	several	several	ADJ
bracis-28428	163	10	factors	factor	NOUN
bracis-28428	163	11	:	:	PUNCT
bracis-28428	163	12	(	(	PUNCT
bracis-28428	163	13	i	i	NOUN
bracis-28428	163	14	)	)	PUNCT
bracis-28428	163	15	the	the	DET
bracis-28428	163	16	same	same	ADJ
bracis-28428	163	17	occurrence	occurrence	NOUN
bracis-28428	163	18	may	may	AUX
bracis-28428	163	19	have	have	AUX
bracis-28428	163	20	happened	happen	VERB
bracis-28428	163	21	to	to	ADP
bracis-28428	163	22	different	different	ADJ
bracis-28428	163	23	victims	victim	NOUN
bracis-28428	163	24	,	,	PUNCT
bracis-28428	163	25	and	and	CCONJ
bracis-28428	163	26	thus	thus	ADV
bracis-28428	163	27	each	each	DET
bracis-28428	163	28	victim	victim	NOUN
bracis-28428	163	29	records	record	VERB
bracis-28428	163	30	the	the	DET
bracis-28428	163	31	same	same	ADJ
bracis-28428	163	32	event	event	NOUN
bracis-28428	163	33	,	,	PUNCT
bracis-28428	163	34	however	however	ADV
bracis-28428	163	35	,	,	PUNCT
bracis-28428	163	36	with	with	ADP
bracis-28428	163	37	different	different	ADJ
bracis-28428	163	38	words	word	NOUN
bracis-28428	163	39	;	;	PUNCT
bracis-28428	163	40	(	(	PUNCT
bracis-28428	163	41	ii	ii	NOUN
bracis-28428	163	42	)	)	PUNCT
bracis-28428	163	43	electronic	electronic	ADJ
bracis-28428	163	44	police	police	NOUN
bracis-28428	163	45	reports	report	NOUN
bracis-28428	163	46	can	can	AUX
bracis-28428	163	47	be	be	AUX
bracis-28428	163	48	made	make	VERB
bracis-28428	163	49	due	due	ADJ
bracis-28428	163	50	to	to	ADP
bracis-28428	163	51	system	system	NOUN
bracis-28428	163	52	or	or	CCONJ
bracis-28428	163	53	user	user	NOUN
bracis-28428	163	54	failure	failure	NOUN
bracis-28428	163	55	,	,	PUNCT
bracis-28428	163	56	these	these	DET
bracis-28428	163	57	police	police	NOUN
bracis-28428	163	58	reports	report	NOUN
bracis-28428	163	59	can	can	AUX
bracis-28428	163	60	be	be	AUX
bracis-28428	163	61	registered	register	VERB
bracis-28428	163	62	more	more	ADV
bracis-28428	163	63	than	than	ADP
bracis-28428	163	64	once	once	ADV
bracis-28428	163	65	,	,	PUNCT
bracis-28428	163	66	among	among	ADP
bracis-28428	163	67	other	other	ADJ
bracis-28428	163	68	possibilities	possibility	NOUN
bracis-28428	163	69	.	.	PUNCT
bracis-28428	164	1	during	during	ADP
bracis-28428	164	2	the	the	DET
bracis-28428	164	3	pre	pre	ADJ
bracis-28428	164	4	-	-	ADJ
bracis-28428	164	5	processing	processing	ADJ
bracis-28428	164	6	phase	phase	NOUN
bracis-28428	164	7	,	,	PUNCT
bracis-28428	164	8	we	we	PRON
bracis-28428	164	9	conducted	conduct	VERB
bracis-28428	164	10	several	several	ADJ
bracis-28428	164	11	steps	step	NOUN
bracis-28428	164	12	.	.	PUNCT
bracis-28428	165	1	these	these	PRON
bracis-28428	165	2	included	include	VERB
bracis-28428	165	3	the	the	DET
bracis-28428	165	4	removal	removal	NOUN
bracis-28428	165	5	of	of	ADP
bracis-28428	165	6	special	special	ADJ
bracis-28428	165	7	characters	character	NOUN
bracis-28428	165	8	,	,	PUNCT
bracis-28428	165	9	such	such	ADJ
bracis-28428	165	10	as	as	ADP
bracis-28428	165	11	html	html	NOUN
bracis-28428	165	12	tags	tag	NOUN
bracis-28428	165	13	and	and	CCONJ
bracis-28428	165	14	non	non	ADJ
bracis-28428	165	15	-	-	ADJ
bracis-28428	165	16	ascii	ascii	ADJ
bracis-28428	165	17	characters	character	NOUN
bracis-28428	165	18	,	,	PUNCT
bracis-28428	165	19	as	as	ADV
bracis-28428	165	20	well	well	ADV
bracis-28428	165	21	as	as	ADP
bracis-28428	165	22	the	the	DET
bracis-28428	165	23	elimination	elimination	NOUN
bracis-28428	165	24	of	of	ADP
bracis-28428	165	25	terms	term	NOUN
bracis-28428	165	26	containing	contain	VERB
bracis-28428	165	27	digits	digit	NOUN
bracis-28428	165	28	.	.	PUNCT
bracis-28428	166	1	additionally	additionally	ADV
bracis-28428	166	2	,	,	PUNCT
bracis-28428	166	3	we	we	PRON
bracis-28428	166	4	eliminated	eliminate	VERB
bracis-28428	166	5	stopwords	stopword	NOUN
bracis-28428	166	6	and	and	CCONJ
bracis-28428	166	7	converted	convert	VERB
bracis-28428	166	8	all	all	DET
bracis-28428	166	9	characters	character	NOUN
bracis-28428	166	10	to	to	PART
bracis-28428	166	11	lowercase	lowercase	VERB
bracis-28428	166	12	.	.	PUNCT
bracis-28428	167	1	to	to	PART
bracis-28428	167	2	represent	represent	VERB
bracis-28428	167	3	the	the	DET
bracis-28428	167	4	police	police	NOUN
bracis-28428	167	5	reports	report	NOUN
bracis-28428	167	6	using	use	VERB
bracis-28428	167	7	embedding	embed	VERB
bracis-28428	167	8	models	model	NOUN
bracis-28428	167	9	,	,	PUNCT
bracis-28428	167	10	we	we	PRON
bracis-28428	167	11	explored	explore	VERB
bracis-28428	167	12	three	three	NUM
bracis-28428	167	13	potential	potential	ADJ
bracis-28428	167	14	solutions	solution	NOUN
bracis-28428	167	15	:	:	PUNCT
bracis-28428	167	16	utilizing	utilize	VERB
bracis-28428	167	17	pre	pre	ADJ
bracis-28428	167	18	-	-	ADJ
bracis-28428	167	19	trained	train	VERB
bracis-28428	167	20	embeddings	embedding	NOUN
bracis-28428	167	21	,	,	PUNCT
bracis-28428	167	22	training	training	NOUN
bracis-28428	167	23	embeddings	embedding	NOUN
bracis-28428	167	24	from	from	ADP
bracis-28428	167	25	scratch	scratch	NOUN
bracis-28428	167	26	using	use	VERB
bracis-28428	167	27	our	our	PRON
bracis-28428	167	28	data	datum	NOUN
bracis-28428	167	29	,	,	PUNCT
bracis-28428	167	30	and	and	CCONJ
bracis-28428	167	31	combining	combine	VERB
bracis-28428	167	32	different	different	ADJ
bracis-28428	167	33	embeddings	embedding	NOUN
bracis-28428	167	34	to	to	PART
bracis-28428	167	35	represent	represent	VERB
bracis-28428	167	36	the	the	DET
bracis-28428	167	37	text	text	NOUN
bracis-28428	167	38	.	.	PUNCT
bracis-28428	168	1	methods	method	NOUN
bracis-28428	168	2	.	.	PUNCT
bracis-28428	169	1	in	in	ADP
bracis-28428	169	2	this	this	DET
bracis-28428	169	3	paper	paper	NOUN
bracis-28428	169	4	,	,	PUNCT
bracis-28428	169	5	we	we	PRON
bracis-28428	169	6	utilize	utilize	VERB
bracis-28428	169	7	pre	pre	ADJ
bracis-28428	169	8	-	-	ADJ
bracis-28428	169	9	trained	train	VERB
bracis-28428	169	10	neural	neural	ADJ
bracis-28428	169	11	embedding	embed	VERB
bracis-28428	169	12	models	model	NOUN
bracis-28428	169	13	,	,	PUNCT
bracis-28428	169	14	including	include	VERB
bracis-28428	169	15	flair	flair	NOUN
bracis-28428	169	16	,	,	PUNCT
bracis-28428	169	17	universal	universal	ADJ
bracis-28428	169	18	sentence	sentence	NOUN
bracis-28428	169	19	encoder	encoder	NOUN
bracis-28428	169	20	(	(	PUNCT
bracis-28428	169	21	use	use	NOUN
bracis-28428	169	22	)	)	PUNCT
bracis-28428	169	23	,	,	PUNCT
bracis-28428	169	24	doc2vec	doc2vec	PROPN
bracis-28428	169	25	,	,	PUNCT
bracis-28428	169	26	word2vec	word2vec	X
bracis-28428	169	27	,	,	PUNCT
bracis-28428	169	28	and	and	CCONJ
bracis-28428	169	29	sbert	sbert	NOUN
bracis-28428	169	30	.	.	PUNCT
bracis-28428	170	1	firstly	firstly	ADV
bracis-28428	170	2	,	,	PUNCT
bracis-28428	170	3	we	we	PRON
bracis-28428	170	4	employ	employ	VERB
bracis-28428	170	5	word	word	NOUN
bracis-28428	170	6	embeddings	embedding	NOUN
bracis-28428	170	7	by	by	ADP
bracis-28428	170	8	computing	compute	VERB
bracis-28428	170	9	the	the	DET
bracis-28428	170	10	average	average	NOUN
bracis-28428	170	11	of	of	ADP
bracis-28428	170	12	word	word	NOUN
bracis-28428	170	13	representations	representation	NOUN
bracis-28428	170	14	to	to	PART
bracis-28428	170	15	describe	describe	VERB
bracis-28428	170	16	the	the	DET
bracis-28428	170	17	narrative	narrative	NOUN
bracis-28428	170	18	of	of	ADP
bracis-28428	170	19	each	each	DET
bracis-28428	170	20	police	police	NOUN
bracis-28428	170	21	report	report	NOUN
bracis-28428	170	22	using	use	VERB
bracis-28428	170	23	models	model	NOUN
bracis-28428	170	24	such	such	ADJ
bracis-28428	170	25	as	as	ADP
bracis-28428	170	26	word2vec	word2vec	X
bracis-28428	170	27	.	.	PUNCT
bracis-28428	171	1	additionally	additionally	ADV
bracis-28428	171	2	,	,	PUNCT
bracis-28428	171	3	we	we	PRON
bracis-28428	171	4	investigate	investigate	VERB
bracis-28428	171	5	the	the	DET
bracis-28428	171	6	performance	performance	NOUN
bracis-28428	171	7	of	of	ADP
bracis-28428	171	8	word2vec	word2vec	PROPN
bracis-28428	171	9	,	,	PUNCT
bracis-28428	171	10	doc2vec	doc2vec	NOUN
bracis-28428	171	11	,	,	PUNCT
bracis-28428	171	12	and	and	CCONJ
bracis-28428	171	13	roberta	roberta	PROPN
bracis-28428	171	14	when	when	SCONJ
bracis-28428	171	15	trained	train	VERB
bracis-28428	171	16	from	from	ADP
bracis-28428	171	17	scratch	scratch	NOUN
bracis-28428	171	18	using	use	VERB
bracis-28428	171	19	our	our	PRON
bracis-28428	171	20	dataset	dataset	NOUN
bracis-28428	171	21	,	,	PUNCT
bracis-28428	171	22	which	which	PRON
bracis-28428	171	23	consists	consist	VERB
bracis-28428	171	24	of	of	ADP
bracis-28428	171	25	approximately	approximately	ADV
bracis-28428	171	26	30,011	30,011	NUM
bracis-28428	171	27	reports	report	NOUN
bracis-28428	171	28	obtained	obtain	VERB
bracis-28428	171	29	.	.	PUNCT
bracis-28428	172	1	each	each	DET
bracis-28428	172	2	word	word	NOUN
bracis-28428	172	3	is	be	AUX
bracis-28428	172	4	assigned	assign	VERB
bracis-28428	172	5	an	an	DET
bracis-28428	172	6	initial	initial	ADJ
bracis-28428	172	7	representation	representation	NOUN
bracis-28428	172	8	,	,	PUNCT
bracis-28428	172	9	and	and	CCONJ
bracis-28428	172	10	the	the	DET
bracis-28428	172	11	models	model	NOUN
bracis-28428	172	12	refine	refine	VERB
bracis-28428	172	13	these	these	DET
bracis-28428	172	14	representations	representation	NOUN
bracis-28428	172	15	through	through	ADP
bracis-28428	172	16	training	training	NOUN
bracis-28428	172	17	iterations	iteration	NOUN
bracis-28428	172	18	to	to	PART
bracis-28428	172	19	enhance	enhance	VERB
bracis-28428	172	20	their	their	PRON
bracis-28428	172	21	quality	quality	NOUN
bracis-28428	172	22	.	.	PUNCT
bracis-28428	173	1	to	to	PART
bracis-28428	173	2	compare	compare	VERB
bracis-28428	173	3	the	the	DET
bracis-28428	173	4	performance	performance	NOUN
bracis-28428	173	5	of	of	ADP
bracis-28428	173	6	the	the	DET
bracis-28428	173	7	embedding	embed	VERB
bracis-28428	173	8	models	model	NOUN
bracis-28428	173	9	and	and	CCONJ
bracis-28428	173	10	lexical	lexical	ADJ
bracis-28428	173	11	approaches	approach	NOUN
bracis-28428	173	12	,	,	PUNCT
bracis-28428	173	13	we	we	PRON
bracis-28428	173	14	evaluate	evaluate	VERB
bracis-28428	173	15	the	the	DET
bracis-28428	173	16	use	use	NOUN
bracis-28428	173	17	of	of	ADP
bracis-28428	173	18	a	a	DET
bracis-28428	173	19	count	count	NOUN
bracis-28428	173	20	-	-	PUNCT
bracis-28428	173	21	based	base	VERB
bracis-28428	173	22	method	method	NOUN
bracis-28428	173	23	,	,	PUNCT
bracis-28428	173	24	tf	tf	PROPN
bracis-28428	173	25	-	-	PUNCT
bracis-28428	173	26	idf	idf	PROPN
bracis-28428	173	27	,	,	PUNCT
bracis-28428	173	28	where	where	SCONJ
bracis-28428	173	29	each	each	DET
bracis-28428	173	30	word	word	NOUN
bracis-28428	173	31	in	in	ADP
bracis-28428	173	32	a	a	DET
bracis-28428	173	33	sentence	sentence	NOUN
bracis-28428	173	34	is	be	AUX
bracis-28428	173	35	represented	represent	VERB
bracis-28428	173	36	by	by	ADP
bracis-28428	173	37	its	its	PRON
bracis-28428	173	38	tf	tf	PROPN
bracis-28428	173	39	-	-	PUNCT
bracis-28428	173	40	idf	idf	PROPN
bracis-28428	173	41	value	value	NOUN
bracis-28428	173	42	.	.	PUNCT
bracis-28428	174	1	after	after	ADP
bracis-28428	174	2	representing	represent	VERB
bracis-28428	174	3	each	each	DET
bracis-28428	174	4	police	police	NOUN
bracis-28428	174	5	report	report	NOUN
bracis-28428	174	6	as	as	ADP
bracis-28428	174	7	a	a	DET
bracis-28428	174	8	vector	vector	NOUN
bracis-28428	174	9	using	use	VERB
bracis-28428	174	10	either	either	CCONJ
bracis-28428	174	11	an	an	DET
bracis-28428	174	12	embedding	embed	VERB
bracis-28428	174	13	model	model	NOUN
bracis-28428	174	14	or	or	CCONJ
bracis-28428	174	15	tf	tf	PROPN
bracis-28428	174	16	-	-	PUNCT
bracis-28428	174	17	idf	idf	PROPN
bracis-28428	174	18	,	,	PUNCT
bracis-28428	174	19	we	we	PRON
bracis-28428	174	20	compare	compare	VERB
bracis-28428	174	21	the	the	DET
bracis-28428	174	22	reports	report	NOUN
bracis-28428	174	23	to	to	PART
bracis-28428	174	24	identify	identify	VERB
bracis-28428	174	25	the	the	DET
bracis-28428	174	26	most	most	ADV
bracis-28428	174	27	similar	similar	ADJ
bracis-28428	174	28	ones	one	NOUN
bracis-28428	174	29	.	.	PUNCT
bracis-28428	175	1	for	for	ADP
bracis-28428	175	2	each	each	DET
bracis-28428	175	3	representation	representation	NOUN
bracis-28428	175	4	approach	approach	NOUN
bracis-28428	175	5	investigated	investigate	VERB
bracis-28428	175	6	,	,	PUNCT
bracis-28428	175	7	we	we	PRON
bracis-28428	175	8	generate	generate	VERB
bracis-28428	175	9	an	an	DET
bracis-28428	175	10	n	n	NOUN
bracis-28428	175	11	x	x	SYM
bracis-28428	175	12	n	n	PRON
bracis-28428	175	13	matrix	matrix	NOUN
bracis-28428	175	14	to	to	PART
bracis-28428	175	15	rank	rank	VERB
bracis-28428	175	16	the	the	DET
bracis-28428	175	17	top	top	NOUN
bracis-28428	175	18	k	k	ADP
bracis-28428	175	19	most	most	ADV
bracis-28428	175	20	similar	similar	ADJ
bracis-28428	175	21	police	police	NOUN
bracis-28428	175	22	reports	report	NOUN
bracis-28428	175	23	for	for	ADP
bracis-28428	175	24	each	each	DET
bracis-28428	175	25	report	report	NOUN
bracis-28428	175	26	.	.	PUNCT
bracis-28428	176	1	for	for	ADP
bracis-28428	176	2	example	example	NOUN
bracis-28428	176	3	,	,	PUNCT
bracis-28428	176	4	in	in	ADP
bracis-28428	176	5	the	the	DET
bracis-28428	176	6	case	case	NOUN
bracis-28428	176	7	of	of	ADP
bracis-28428	176	8	the	the	DET
bracis-28428	176	9	dataset	dataset	NOUN
bracis-28428	176	10	containing	contain	VERB
bracis-28428	176	11	1,065	1,065	NUM
bracis-28428	176	12	police	police	NOUN
bracis-28428	176	13	reports	report	NOUN
bracis-28428	176	14	represented	represent	VERB
bracis-28428	176	15	with	with	ADP
bracis-28428	176	16	word2vec	word2vec	NOUN
bracis-28428	176	17	,	,	PUNCT
bracis-28428	176	18	we	we	PRON
bracis-28428	176	19	calculate	calculate	VERB
bracis-28428	176	20	the	the	DET
bracis-28428	176	21	cosine	cosine	NOUN
bracis-28428	176	22	similarity	similarity	NOUN
bracis-28428	176	23	between	between	ADP
bracis-28428	176	24	all	all	DET
bracis-28428	176	25	1,065	1,065	NUM
bracis-28428	176	26	sentences	sentence	NOUN
bracis-28428	176	27	,	,	PUNCT
bracis-28428	176	28	resulting	result	VERB
bracis-28428	176	29	in	in	ADP
bracis-28428	176	30	a	a	DET
bracis-28428	176	31	1,065\(\,\times	1,065\(\,\times	NUM
bracis-28428	176	32	\,\)1,065	\,\)1,065	NOUN
bracis-28428	176	33	matrix	matrix	NOUN
bracis-28428	176	34	that	that	PRON
bracis-28428	176	35	represents	represent	VERB
bracis-28428	176	36	the	the	DET
bracis-28428	176	37	similarity	similarity	NOUN
bracis-28428	176	38	percentage	percentage	NOUN
bracis-28428	176	39	.	.	PUNCT
bracis-28428	177	1	we	we	PRON
bracis-28428	177	2	disregard	disregard	VERB
bracis-28428	177	3	the	the	DET
bracis-28428	177	4	diagonal	diagonal	NOUN
bracis-28428	177	5	of	of	ADP
bracis-28428	177	6	the	the	DET
bracis-28428	177	7	matrix	matrix	NOUN
bracis-28428	177	8	since	since	SCONJ
bracis-28428	177	9	the	the	DET
bracis-28428	177	10	similarity	similarity	NOUN
bracis-28428	177	11	between	between	ADP
bracis-28428	177	12	identical	identical	ADJ
bracis-28428	177	13	sentences	sentence	NOUN
bracis-28428	177	14	would	would	AUX
bracis-28428	177	15	always	always	ADV
bracis-28428	177	16	be	be	AUX
bracis-28428	177	17	100	100	NUM
bracis-28428	177	18	%	%	NOUN
bracis-28428	177	19	.	.	PUNCT
bracis-28428	178	1	this	this	DET
bracis-28428	178	2	similarity	similarity	NOUN
bracis-28428	178	3	matrix	matrix	NOUN
bracis-28428	178	4	is	be	AUX
bracis-28428	178	5	generated	generate	VERB
bracis-28428	178	6	for	for	ADP
bracis-28428	178	7	each	each	DET
bracis-28428	178	8	representation	representation	NOUN
bracis-28428	178	9	approach	approach	NOUN
bracis-28428	178	10	,	,	PUNCT
bracis-28428	178	11	including	include	VERB
bracis-28428	178	12	word2vec	word2vec	ADJ
bracis-28428	178	13	,	,	PUNCT
bracis-28428	178	14	flair	flair	NOUN
bracis-28428	178	15	,	,	PUNCT
bracis-28428	178	16	use	use	NOUN
bracis-28428	178	17	,	,	PUNCT
bracis-28428	178	18	doc2vec	doc2vec	NOUN
bracis-28428	178	19	,	,	PUNCT
bracis-28428	178	20	sbert	sbert	NOUN
bracis-28428	178	21	,	,	PUNCT
bracis-28428	178	22	roberta	roberta	PROPN
bracis-28428	178	23	,	,	PUNCT
bracis-28428	178	24	and	and	CCONJ
bracis-28428	178	25	tf	tf	PROPN
bracis-28428	178	26	-	-	PUNCT
bracis-28428	178	27	idf	idf	PROPN
bracis-28428	178	28	.	.	PUNCT
bracis-28428	179	1	furthermore	furthermore	ADV
bracis-28428	179	2	,	,	PUNCT
bracis-28428	179	3	we	we	PRON
bracis-28428	179	4	explore	explore	VERB
bracis-28428	179	5	an	an	DET
bracis-28428	179	6	alternative	alternative	ADJ
bracis-28428	179	7	approach	approach	NOUN
bracis-28428	179	8	that	that	PRON
bracis-28428	179	9	retains	retain	VERB
bracis-28428	179	10	the	the	DET
bracis-28428	179	11	words	word	NOUN
bracis-28428	179	12	in	in	ADP
bracis-28428	179	13	the	the	DET
bracis-28428	179	14	sentences	sentence	NOUN
bracis-28428	179	15	without	without	ADP
bracis-28428	179	16	representing	represent	VERB
bracis-28428	179	17	them	they	PRON
bracis-28428	179	18	as	as	ADP
bracis-28428	179	19	vectors	vector	NOUN
bracis-28428	179	20	.	.	PUNCT
bracis-28428	180	1	in	in	ADP
bracis-28428	180	2	this	this	DET
bracis-28428	180	3	case	case	NOUN
bracis-28428	180	4	,	,	PUNCT
bracis-28428	180	5	we	we	PRON
bracis-28428	180	6	compute	compute	VERB
bracis-28428	180	7	the	the	DET
bracis-28428	180	8	jaccard	jaccard	ADJ
bracis-28428	180	9	similarity	similarity	NOUN
bracis-28428	180	10	matrix	matrix	NOUN
bracis-28428	180	11	,	,	PUNCT
bracis-28428	180	12	which	which	PRON
bracis-28428	180	13	compares	compare	VERB
bracis-28428	180	14	two	two	NUM
bracis-28428	180	15	sentences	sentence	NOUN
bracis-28428	180	16	by	by	ADP
bracis-28428	180	17	assessing	assess	VERB
bracis-28428	180	18	if	if	SCONJ
bracis-28428	180	19	they	they	PRON
bracis-28428	180	20	contain	contain	VERB
bracis-28428	180	21	identical	identical	ADJ
bracis-28428	180	22	words	word	NOUN
bracis-28428	180	23	.	.	PUNCT
bracis-28428	181	1	the	the	DET
bracis-28428	181	2	jaccard	jaccard	ADJ
bracis-28428	181	3	similarity	similarity	NOUN
bracis-28428	181	4	ranges	range	VERB
bracis-28428	181	5	from	from	ADP
bracis-28428	181	6	0	0	NUM
bracis-28428	181	7	%	%	NOUN
bracis-28428	181	8	to	to	PART
bracis-28428	181	9	100	100	NUM
bracis-28428	181	10	%	%	NOUN
bracis-28428	181	11	,	,	PUNCT
bracis-28428	181	12	with	with	ADP
bracis-28428	181	13	a	a	DET
bracis-28428	181	14	higher	high	ADJ
bracis-28428	181	15	percentage	percentage	NOUN
bracis-28428	181	16	indicating	indicate	VERB
bracis-28428	181	17	a	a	DET
bracis-28428	181	18	greater	great	ADJ
bracis-28428	181	19	similarity	similarity	NOUN
bracis-28428	181	20	between	between	ADP
bracis-28428	181	21	the	the	DET
bracis-28428	181	22	sentences	sentence	NOUN
bracis-28428	181	23	.	.	PUNCT
bracis-28428	182	1	evaluation	evaluation	NOUN
bracis-28428	182	2	metrics	metric	NOUN
bracis-28428	182	3	.	.	PUNCT
bracis-28428	183	1	the	the	DET
bracis-28428	183	2	ranking	ranking	ADJ
bracis-28428	183	3	step	step	NOUN
bracis-28428	183	4	in	in	ADP
bracis-28428	183	5	our	our	PRON
bracis-28428	183	6	evaluation	evaluation	NOUN
bracis-28428	183	7	involves	involve	VERB
bracis-28428	183	8	analyzing	analyze	VERB
bracis-28428	183	9	the	the	DET
bracis-28428	183	10	top	top	ADJ
bracis-28428	183	11	k	k	NOUN
bracis-28428	183	12	(	(	PUNCT
bracis-28428	183	13	top	top	NOUN
bracis-28428	183	14	1	1	NUM
bracis-28428	183	15	,	,	PUNCT
bracis-28428	183	16	top	top	ADJ
bracis-28428	183	17	5	5	NUM
bracis-28428	183	18	,	,	PUNCT
bracis-28428	183	19	and	and	CCONJ
bracis-28428	183	20	top	top	ADJ
bracis-28428	183	21	10	10	NUM
bracis-28428	183	22	)	)	PUNCT
bracis-28428	183	23	most	most	ADV
bracis-28428	183	24	similar	similar	ADJ
bracis-28428	183	25	sentences	sentence	NOUN
bracis-28428	183	26	and	and	CCONJ
bracis-28428	183	27	calculating	calculate	VERB
bracis-28428	183	28	the	the	DET
bracis-28428	183	29	mean	mean	ADJ
bracis-28428	183	30	reciprocal	reciprocal	ADJ
bracis-28428	183	31	rank	rank	NOUN
bracis-28428	183	32	(	(	PUNCT
bracis-28428	183	33	mrr	mrr	PROPN
bracis-28428	183	34	)	)	PUNCT
bracis-28428	183	35	.	.	PUNCT
bracis-28428	184	1	for	for	ADP
bracis-28428	184	2	each	each	DET
bracis-28428	184	3	value	value	NOUN
bracis-28428	184	4	of	of	ADP
bracis-28428	184	5	k	k	PROPN
bracis-28428	184	6	,	,	PUNCT
bracis-28428	184	7	a	a	DET
bracis-28428	184	8	list	list	NOUN
bracis-28428	184	9	of	of	ADP
bracis-28428	184	10	the	the	DET
bracis-28428	184	11	most	most	ADV
bracis-28428	184	12	similar	similar	ADJ
bracis-28428	184	13	police	police	NOUN
bracis-28428	184	14	report	report	NOUN
bracis-28428	184	15	ids	id	NOUN
bracis-28428	184	16	is	be	AUX
bracis-28428	184	17	generated	generate	VERB
bracis-28428	184	18	.	.	PUNCT
bracis-28428	185	1	in	in	ADP
bracis-28428	185	2	the	the	DET
bracis-28428	185	3	case	case	NOUN
bracis-28428	185	4	of	of	ADP
bracis-28428	185	5	top	top	ADJ
bracis-28428	185	6	1	1	NUM
bracis-28428	185	7	,	,	PUNCT
bracis-28428	185	8	the	the	DET
bracis-28428	185	9	list	list	NOUN
bracis-28428	185	10	contains	contain	VERB
bracis-28428	185	11	only	only	ADV
bracis-28428	185	12	the	the	DET
bracis-28428	185	13	most	most	ADV
bracis-28428	185	14	similar	similar	ADJ
bracis-28428	185	15	sentence	sentence	NOUN
bracis-28428	185	16	,	,	PUNCT
bracis-28428	185	17	while	while	SCONJ
bracis-28428	185	18	in	in	ADP
bracis-28428	185	19	the	the	DET
bracis-28428	185	20	case	case	NOUN
bracis-28428	185	21	of	of	ADP
bracis-28428	185	22	top	top	ADJ
bracis-28428	185	23	5	5	NUM
bracis-28428	185	24	,	,	PUNCT
bracis-28428	185	25	the	the	DET
bracis-28428	185	26	list	list	NOUN
bracis-28428	185	27	includes	include	VERB
bracis-28428	185	28	the	the	DET
bracis-28428	185	29	five	five	NUM
bracis-28428	185	30	most	most	ADV
bracis-28428	185	31	similar	similar	ADJ
bracis-28428	185	32	sentences	sentence	NOUN
bracis-28428	185	33	,	,	PUNCT
bracis-28428	185	34	and	and	CCONJ
bracis-28428	185	35	so	so	ADV
bracis-28428	185	36	on	on	ADV
bracis-28428	185	37	.	.	PUNCT
bracis-28428	186	1	if	if	SCONJ
bracis-28428	186	2	the	the	DET
bracis-28428	186	3	list	list	NOUN
bracis-28428	186	4	of	of	ADP
bracis-28428	186	5	most	most	ADV
bracis-28428	186	6	similar	similar	ADJ
bracis-28428	186	7	police	police	NOUN
bracis-28428	186	8	report	report	NOUN
bracis-28428	186	9	ids	id	NOUN
bracis-28428	186	10	includes	include	VERB
bracis-28428	186	11	the	the	DET
bracis-28428	186	12	correct	correct	ADJ
bracis-28428	186	13	duplicate	duplicate	ADJ
bracis-28428	186	14	police	police	NOUN
bracis-28428	186	15	report	report	NOUN
bracis-28428	186	16	,	,	PUNCT
bracis-28428	186	17	it	it	PRON
bracis-28428	186	18	is	be	AUX
bracis-28428	186	19	considered	consider	VERB
bracis-28428	186	20	a	a	DET
bracis-28428	186	21	hit	hit	NOUN
bracis-28428	186	22	for	for	ADP
bracis-28428	186	23	the	the	DET
bracis-28428	186	24	respective	respective	ADJ
bracis-28428	186	25	approach	approach	NOUN
bracis-28428	186	26	used	use	VERB
bracis-28428	186	27	for	for	ADP
bracis-28428	186	28	sentence	sentence	NOUN
bracis-28428	186	29	representation	representation	NOUN
bracis-28428	186	30	.	.	PUNCT
bracis-28428	187	1	the	the	DET
bracis-28428	187	2	approach	approach	NOUN
bracis-28428	187	3	’s	’s	PART
bracis-28428	187	4	accuracy	accuracy	NOUN
bracis-28428	187	5	is	be	AUX
bracis-28428	187	6	calculated	calculate	VERB
bracis-28428	187	7	as	as	ADP
bracis-28428	187	8	the	the	DET
bracis-28428	187	9	percentage	percentage	NOUN
bracis-28428	187	10	of	of	ADP
bracis-28428	187	11	hits	hit	NOUN
bracis-28428	187	12	achieved	achieve	VERB
bracis-28428	187	13	by	by	ADP
bracis-28428	187	14	the	the	DET
bracis-28428	187	15	approach	approach	NOUN
bracis-28428	187	16	across	across	ADP
bracis-28428	187	17	the	the	DET
bracis-28428	187	18	entire	entire	ADJ
bracis-28428	187	19	dataset	dataset	NOUN
bracis-28428	187	20	.	.	PUNCT
bracis-28428	188	1	the	the	DET
bracis-28428	188	2	formula	formula	NOUN
bracis-28428	188	3	of	of	ADP
bracis-28428	188	4	mrr	mrr	NOUN
bracis-28428	188	5	is	be	AUX
bracis-28428	188	6	shown	show	VERB
bracis-28428	188	7	below	below	ADP
bracis-28428	188	8	:	:	PUNCT
bracis-28428	188	9	$	$	SYM
bracis-28428	188	10	$	$	SYM
bracis-28428	188	11	\begin{aligned	\begin{aligne	VERB
bracis-28428	188	12	}	}	PUNCT
bracis-28428	188	13	\text	\text	ADP
bracis-28428	188	14	{	{	PUNCT
bracis-28428	188	15	mrr	mrr	PROPN
bracis-28428	188	16	}	}	PUNCT
bracis-28428	188	17	=	=	PUNCT
bracis-28428	188	18	\frac{1}{|d|	\frac{1}{|d|	NOUN
bracis-28428	188	19	}	}	PUNCT
bracis-28428	188	20	\sum	\sum	NOUN
bracis-28428	189	1	_	_	PUNCT
bracis-28428	189	2	{	{	PUNCT
bracis-28428	189	3	i=1}^{|d|	i=1}^{|d|	PROPN
bracis-28428	189	4	}	}	PUNCT
bracis-28428	189	5	\frac{1}{\text	\frac{1}{\text	PROPN
bracis-28428	189	6	{	{	PUNCT
bracis-28428	189	7	rank}_i	rank}_i	PROPN
bracis-28428	189	8	}	}	PUNCT
bracis-28428	189	9	,	,	PUNCT
bracis-28428	189	10	\end{aligned}$$	\end{aligned}$$	X
bracis-28428	189	11	(	(	PUNCT
bracis-28428	189	12	1	1	NUM
bracis-28428	189	13	)	)	PUNCT
bracis-28428	189	14	where	where	SCONJ
bracis-28428	189	15	d	d	NOUN
bracis-28428	189	16	is	be	AUX
bracis-28428	189	17	the	the	DET
bracis-28428	189	18	dataset	dataset	NOUN
bracis-28428	189	19	of	of	ADP
bracis-28428	189	20	police	police	NOUN
bracis-28428	189	21	reports	report	NOUN
bracis-28428	189	22	and	and	CCONJ
bracis-28428	189	23	\(\text	\(\text	NOUN
bracis-28428	189	24	{	{	PUNCT
bracis-28428	189	25	rank}_{i}\	rank}_{i}\	PROPN
bracis-28428	189	26	)	)	PUNCT
bracis-28428	189	27	refers	refer	VERB
bracis-28428	189	28	to	to	ADP
bracis-28428	189	29	the	the	DET
bracis-28428	189	30	rank	rank	NOUN
bracis-28428	189	31	position	position	NOUN
bracis-28428	189	32	of	of	ADP
bracis-28428	189	33	the	the	DET
bracis-28428	189	34	first	first	ADJ
bracis-28428	189	35	relevant	relevant	ADJ
bracis-28428	189	36	document	document	NOUN
bracis-28428	189	37	(	(	PUNCT
bracis-28428	189	38	most	most	ADV
bracis-28428	189	39	similar	similar	ADJ
bracis-28428	189	40	)	)	PUNCT
bracis-28428	189	41	for	for	ADP
bracis-28428	189	42	the	the	DET
bracis-28428	189	43	\(i	\(i	NOUN
bracis-28428	189	44	-	-	PUNCT
bracis-28428	189	45	th\	th\	ADJ
bracis-28428	189	46	)	)	PUNCT
bracis-28428	189	47	police	police	NOUN
bracis-28428	189	48	report	report	NOUN
bracis-28428	189	49	.	.	PUNCT
bracis-28428	190	1	additionally	additionally	ADV
bracis-28428	190	2	,	,	PUNCT
bracis-28428	190	3	the	the	DET
bracis-28428	190	4	mrr	mrr	NOUN
bracis-28428	190	5	is	be	AUX
bracis-28428	190	6	computed	compute	VERB
bracis-28428	190	7	for	for	ADP
bracis-28428	190	8	each	each	DET
bracis-28428	190	9	method	method	NOUN
bracis-28428	190	10	,	,	PUNCT
bracis-28428	190	11	providing	provide	VERB
bracis-28428	190	12	a	a	DET
bracis-28428	190	13	harmonic	harmonic	ADJ
bracis-28428	190	14	mean	mean	NOUN
bracis-28428	190	15	of	of	ADP
bracis-28428	190	16	the	the	DET
bracis-28428	190	17	ranks	rank	NOUN
bracis-28428	190	18	.	.	PUNCT
bracis-28428	191	1	comparative	comparative	ADJ
bracis-28428	191	2	studies	study	NOUN
bracis-28428	191	3	of	of	ADP
bracis-28428	191	4	word	word	NOUN
bracis-28428	191	5	embedding	embed	VERB
bracis-28428	191	6	vectors	vector	NOUN
bracis-28428	191	7	,	,	PUNCT
bracis-28428	191	8	such	such	ADJ
bracis-28428	191	9	as	as	ADP
bracis-28428	191	10	those	those	PRON
bracis-28428	191	11	conducted	conduct	VERB
bracis-28428	191	12	by	by	ADP
bracis-28428	191	13	[	[	X
bracis-28428	191	14	2	2	NUM
bracis-28428	191	15	,	,	PUNCT
bracis-28428	191	16	25	25	NUM
bracis-28428	191	17	]	]	PUNCT
bracis-28428	191	18	,	,	PUNCT
bracis-28428	191	19	play	play	VERB
bracis-28428	191	20	a	a	DET
bracis-28428	191	21	vital	vital	ADJ
bracis-28428	191	22	role	role	NOUN
bracis-28428	191	23	in	in	ADP
bracis-28428	191	24	ensuring	ensure	VERB
bracis-28428	191	25	the	the	DET
bracis-28428	191	26	quality	quality	NOUN
bracis-28428	191	27	of	of	ADP
bracis-28428	191	28	word	word	NOUN
bracis-28428	191	29	representation	representation	NOUN
bracis-28428	191	30	before	before	ADP
bracis-28428	191	31	their	their	PRON
bracis-28428	191	32	utilization	utilization	NOUN
bracis-28428	191	33	in	in	ADP
bracis-28428	191	34	machine	machine	NOUN
bracis-28428	191	35	learning	learning	NOUN
bracis-28428	191	36	tasks	task	NOUN
bracis-28428	191	37	.	.	PUNCT
bracis-28428	192	1	evaluation	evaluation	NOUN
bracis-28428	192	2	methods	method	NOUN
bracis-28428	192	3	for	for	ADP
bracis-28428	192	4	word	word	NOUN
bracis-28428	192	5	vectors	vector	NOUN
bracis-28428	192	6	can	can	AUX
bracis-28428	192	7	be	be	AUX
bracis-28428	192	8	categorized	categorize	VERB
bracis-28428	192	9	as	as	ADP
bracis-28428	192	10	intrinsic	intrinsic	ADJ
bracis-28428	192	11	or	or	CCONJ
bracis-28428	192	12	extrinsic	extrinsic	ADJ
bracis-28428	192	13	[	[	X
bracis-28428	192	14	20	20	NUM
bracis-28428	192	15	,	,	PUNCT
bracis-28428	192	16	26	26	NUM
bracis-28428	192	17	]	]	PUNCT
bracis-28428	192	18	.	.	PUNCT
bracis-28428	193	1	intrinsic	intrinsic	ADJ
bracis-28428	193	2	evaluation	evaluation	NOUN
bracis-28428	193	3	focuses	focus	VERB
bracis-28428	193	4	on	on	ADP
bracis-28428	193	5	assessing	assess	VERB
bracis-28428	193	6	word	word	NOUN
bracis-28428	193	7	relationships	relationship	NOUN
bracis-28428	193	8	based	base	VERB
bracis-28428	193	9	on	on	ADP
bracis-28428	193	10	syntax	syntax	NOUN
bracis-28428	193	11	or	or	CCONJ
bracis-28428	193	12	semantics	semantic	NOUN
bracis-28428	193	13	and	and	CCONJ
bracis-28428	193	14	is	be	AUX
bracis-28428	193	15	independent	independent	ADJ
bracis-28428	193	16	of	of	ADP
bracis-28428	193	17	a	a	DET
bracis-28428	193	18	particular	particular	ADJ
bracis-28428	193	19	nlp	nlp	NOUN
bracis-28428	193	20	task	task	NOUN
bracis-28428	193	21	.	.	PUNCT
bracis-28428	194	1	human	human	NOUN
bracis-28428	194	2	-	-	PUNCT
bracis-28428	194	3	curated	curate	VERB
bracis-28428	194	4	benchmark	benchmark	NOUN
bracis-28428	194	5	datasets	dataset	NOUN
bracis-28428	194	6	are	be	AUX
bracis-28428	194	7	used	use	VERB
bracis-28428	194	8	to	to	PART
bracis-28428	194	9	compare	compare	VERB
bracis-28428	194	10	words	word	NOUN
bracis-28428	194	11	in	in	ADP
bracis-28428	194	12	terms	term	NOUN
bracis-28428	194	13	of	of	ADP
bracis-28428	194	14	similarity	similarity	NOUN
bracis-28428	194	15	and	and	CCONJ
bracis-28428	194	16	relatedness	relatedness	NOUN
bracis-28428	194	17	.	.	PUNCT
bracis-28428	195	1	on	on	ADP
bracis-28428	195	2	the	the	DET
bracis-28428	195	3	other	other	ADJ
bracis-28428	195	4	hand	hand	NOUN
bracis-28428	195	5	,	,	PUNCT
bracis-28428	195	6	extrinsic	extrinsic	ADJ
bracis-28428	195	7	evaluation	evaluation	NOUN
bracis-28428	195	8	involves	involve	VERB
bracis-28428	195	9	incorporating	incorporate	VERB
bracis-28428	195	10	word	word	NOUN
bracis-28428	195	11	vectors	vector	NOUN
bracis-28428	195	12	into	into	ADP
bracis-28428	195	13	an	an	DET
bracis-28428	195	14	nlp	nlp	NOUN
bracis-28428	195	15	task	task	NOUN
bracis-28428	195	16	,	,	PUNCT
bracis-28428	195	17	such	such	ADJ
bracis-28428	195	18	as	as	ADP
bracis-28428	195	19	sentiment	sentiment	NOUN
bracis-28428	195	20	analysis	analysis	NOUN
bracis-28428	195	21	or	or	CCONJ
bracis-28428	195	22	natural	natural	ADJ
bracis-28428	195	23	language	language	NOUN
bracis-28428	195	24	inference	inference	NOUN
bracis-28428	195	25	.	.	PUNCT
bracis-28428	196	1	the	the	DET
bracis-28428	196	2	performance	performance	NOUN
bracis-28428	196	3	of	of	ADP
bracis-28428	196	4	the	the	DET
bracis-28428	196	5	embedding	embed	VERB
bracis-28428	196	6	models	model	NOUN
bracis-28428	196	7	is	be	AUX
bracis-28428	196	8	then	then	ADV
bracis-28428	196	9	evaluated	evaluate	VERB
bracis-28428	196	10	using	use	VERB
bracis-28428	196	11	task	task	NOUN
bracis-28428	196	12	-	-	PUNCT
bracis-28428	196	13	specific	specific	ADJ
bracis-28428	196	14	metrics	metric	NOUN
bracis-28428	196	15	like	like	ADP
bracis-28428	196	16	accuracy	accuracy	NOUN
bracis-28428	196	17	,	,	PUNCT
bracis-28428	196	18	f1	f1	NOUN
bracis-28428	196	19	-	-	PUNCT
bracis-28428	196	20	score	score	NOUN
bracis-28428	196	21	,	,	PUNCT
bracis-28428	196	22	or	or	CCONJ
bracis-28428	196	23	other	other	ADJ
bracis-28428	196	24	relevant	relevant	ADJ
bracis-28428	196	25	measures	measure	NOUN
bracis-28428	196	26	.	.	PUNCT
bracis-28428	197	1	this	this	DET
bracis-28428	197	2	type	type	NOUN
bracis-28428	197	3	of	of	ADP
bracis-28428	197	4	evaluation	evaluation	NOUN
bracis-28428	197	5	assesses	assess	VERB
bracis-28428	197	6	the	the	DET
bracis-28428	197	7	usefulness	usefulness	NOUN
bracis-28428	197	8	and	and	CCONJ
bracis-28428	197	9	effectiveness	effectiveness	NOUN
bracis-28428	197	10	of	of	ADP
bracis-28428	197	11	the	the	DET
bracis-28428	197	12	embeddings	embedding	NOUN
bracis-28428	197	13	in	in	ADP
bracis-28428	197	14	real	real	ADJ
bracis-28428	197	15	-	-	PUNCT
bracis-28428	197	16	world	world	NOUN
bracis-28428	197	17	applications	application	NOUN
bracis-28428	197	18	and	and	CCONJ
bracis-28428	197	19	can	can	AUX
bracis-28428	197	20	assist	assist	VERB
bracis-28428	197	21	data	datum	NOUN
bracis-28428	197	22	scientists	scientist	NOUN
bracis-28428	197	23	.	.	PUNCT
bracis-28428	198	1	4	4	NUM
bracis-28428	198	2	experimental	experimental	ADJ
bracis-28428	198	3	results	result	NOUN
bracis-28428	198	4	in	in	ADP
bracis-28428	198	5	this	this	DET
bracis-28428	198	6	section	section	NOUN
bracis-28428	198	7	,	,	PUNCT
bracis-28428	198	8	we	we	PRON
bracis-28428	198	9	analyze	analyze	VERB
bracis-28428	198	10	and	and	CCONJ
bracis-28428	198	11	evaluate	evaluate	VERB
bracis-28428	198	12	the	the	DET
bracis-28428	198	13	results	result	NOUN
bracis-28428	198	14	obtained	obtain	VERB
bracis-28428	198	15	using	use	VERB
bracis-28428	198	16	pre	pre	ADJ
bracis-28428	198	17	-	-	ADJ
bracis-28428	198	18	trained	trained	ADJ
bracis-28428	198	19	embedding	embedding	NOUN
bracis-28428	198	20	models	model	NOUN
bracis-28428	198	21	as	as	ADV
bracis-28428	198	22	well	well	ADV
bracis-28428	198	23	as	as	ADP
bracis-28428	198	24	embedding	embed	VERB
bracis-28428	198	25	models	model	NOUN
bracis-28428	198	26	trained	train	VERB
bracis-28428	198	27	on	on	ADP
bracis-28428	198	28	a	a	DET
bracis-28428	198	29	separate	separate	ADJ
bracis-28428	198	30	dataset	dataset	NOUN
bracis-28428	198	31	of	of	ADP
bracis-28428	198	32	police	police	NOUN
bracis-28428	198	33	reports	report	NOUN
bracis-28428	198	34	.	.	PUNCT
bracis-28428	199	1	we	we	PRON
bracis-28428	199	2	investigate	investigate	VERB
bracis-28428	199	3	the	the	DET
bracis-28428	199	4	impact	impact	NOUN
bracis-28428	199	5	of	of	ADP
bracis-28428	199	6	these	these	DET
bracis-28428	199	7	models	model	NOUN
bracis-28428	199	8	on	on	ADP
bracis-28428	199	9	identifying	identify	VERB
bracis-28428	199	10	similar	similar	ADJ
bracis-28428	199	11	sentences	sentence	NOUN
bracis-28428	199	12	,	,	PUNCT
bracis-28428	199	13	including	include	VERB
bracis-28428	199	14	the	the	DET
bracis-28428	199	15	ones	one	NOUN
bracis-28428	199	16	with	with	ADP
bracis-28428	199	17	the	the	DET
bracis-28428	199	18	same	same	ADJ
bracis-28428	199	19	modus	modus	X
bracis-28428	199	20	operandi	operandi	X
bracis-28428	199	21	.	.	PUNCT
bracis-28428	200	1	additionally	additionally	ADV
bracis-28428	200	2	,	,	PUNCT
bracis-28428	200	3	we	we	PRON
bracis-28428	200	4	examine	examine	VERB
bracis-28428	200	5	the	the	DET
bracis-28428	200	6	behavior	behavior	NOUN
bracis-28428	200	7	of	of	ADP
bracis-28428	200	8	count	count	NOUN
bracis-28428	200	9	-	-	PUNCT
bracis-28428	200	10	based	base	VERB
bracis-28428	200	11	methods	method	NOUN
bracis-28428	200	12	,	,	PUNCT
bracis-28428	200	13	such	such	ADJ
bracis-28428	200	14	as	as	ADP
bracis-28428	200	15	tf	tf	PROPN
bracis-28428	200	16	-	-	PUNCT
bracis-28428	200	17	idf	idf	PROPN
bracis-28428	200	18	,	,	PUNCT
bracis-28428	200	19	in	in	ADP
bracis-28428	200	20	representing	represent	VERB
bracis-28428	200	21	the	the	DET
bracis-28428	200	22	text	text	NOUN
bracis-28428	200	23	.	.	PUNCT
bracis-28428	201	1	furthermore	furthermore	ADV
bracis-28428	201	2	,	,	PUNCT
bracis-28428	201	3	we	we	PRON
bracis-28428	201	4	explore	explore	VERB
bracis-28428	201	5	the	the	DET
bracis-28428	201	6	potential	potential	ADJ
bracis-28428	201	7	benefits	benefit	NOUN
bracis-28428	201	8	of	of	ADP
bracis-28428	201	9	combining	combine	VERB
bracis-28428	201	10	different	different	ADJ
bracis-28428	201	11	embeddings	embedding	NOUN
bracis-28428	201	12	to	to	PART
bracis-28428	201	13	improve	improve	VERB
bracis-28428	201	14	the	the	DET
bracis-28428	201	15	search	search	NOUN
bracis-28428	201	16	for	for	ADP
bracis-28428	201	17	similar	similar	ADJ
bracis-28428	201	18	police	police	NOUN
bracis-28428	201	19	reports	report	NOUN
bracis-28428	201	20	.	.	PUNCT
bracis-28428	202	1	the	the	DET
bracis-28428	202	2	research	research	NOUN
bracis-28428	202	3	questions	question	NOUN
bracis-28428	202	4	defined	define	VERB
bracis-28428	202	5	in	in	ADP
bracis-28428	202	6	the	the	DET
bracis-28428	202	7	introduction	introduction	NOUN
bracis-28428	202	8	guide	guide	VERB
bracis-28428	202	9	our	our	PRON
bracis-28428	202	10	analysis	analysis	NOUN
bracis-28428	202	11	in	in	ADP
bracis-28428	202	12	this	this	DET
bracis-28428	202	13	section	section	NOUN
bracis-28428	202	14	.	.	PUNCT
bracis-28428	203	1	by	by	ADP
bracis-28428	203	2	addressing	address	VERB
bracis-28428	203	3	these	these	DET
bracis-28428	203	4	questions	question	NOUN
bracis-28428	203	5	,	,	PUNCT
bracis-28428	203	6	we	we	PRON
bracis-28428	203	7	gain	gain	VERB
bracis-28428	203	8	insights	insight	NOUN
bracis-28428	203	9	into	into	ADP
bracis-28428	203	10	the	the	DET
bracis-28428	203	11	performance	performance	NOUN
bracis-28428	203	12	and	and	CCONJ
bracis-28428	203	13	effectiveness	effectiveness	NOUN
bracis-28428	203	14	of	of	ADP
bracis-28428	203	15	various	various	ADJ
bracis-28428	203	16	embedding	embed	VERB
bracis-28428	203	17	models	model	NOUN
bracis-28428	203	18	and	and	CCONJ
bracis-28428	203	19	representation	representation	NOUN
bracis-28428	203	20	techniques	technique	NOUN
bracis-28428	203	21	in	in	ADP
bracis-28428	203	22	the	the	DET
bracis-28428	203	23	context	context	NOUN
bracis-28428	203	24	of	of	ADP
bracis-28428	203	25	police	police	NOUN
bracis-28428	203	26	reports	report	NOUN
bracis-28428	203	27	.	.	PUNCT
bracis-28428	204	1	this	this	DET
bracis-28428	204	2	evaluation	evaluation	NOUN
bracis-28428	204	3	allows	allow	VERB
bracis-28428	204	4	us	we	PRON
bracis-28428	204	5	to	to	PART
bracis-28428	204	6	understand	understand	VERB
bracis-28428	204	7	the	the	DET
bracis-28428	204	8	strengths	strength	NOUN
bracis-28428	204	9	and	and	CCONJ
bracis-28428	204	10	limitations	limitation	NOUN
bracis-28428	204	11	of	of	ADP
bracis-28428	204	12	different	different	ADJ
bracis-28428	204	13	approaches	approach	NOUN
bracis-28428	204	14	and	and	CCONJ
bracis-28428	204	15	provides	provide	VERB
bracis-28428	204	16	valuable	valuable	ADJ
bracis-28428	204	17	information	information	NOUN
bracis-28428	204	18	for	for	ADP
bracis-28428	204	19	researchers	researcher	NOUN
bracis-28428	204	20	and	and	CCONJ
bracis-28428	204	21	practitioners	practitioner	NOUN
bracis-28428	204	22	working	work	VERB
bracis-28428	204	23	in	in	ADP
bracis-28428	204	24	the	the	DET
bracis-28428	204	25	field	field	NOUN
bracis-28428	204	26	of	of	ADP
bracis-28428	204	27	natural	natural	ADJ
bracis-28428	204	28	language	language	NOUN
bracis-28428	204	29	processing	processing	NOUN
bracis-28428	204	30	and	and	CCONJ
bracis-28428	204	31	law	law	NOUN
bracis-28428	204	32	enforcement	enforcement	NOUN
bracis-28428	204	33	.	.	PUNCT
bracis-28428	205	1	study	study	NOUN
bracis-28428	205	2	on	on	ADP
bracis-28428	205	3	the	the	DET
bracis-28428	205	4	results	result	NOUN
bracis-28428	205	5	of	of	ADP
bracis-28428	205	6	rq1	rq1	NOUN
bracis-28428	205	7	.	.	PUNCT
bracis-28428	206	1	the	the	DET
bracis-28428	206	2	first	first	ADJ
bracis-28428	206	3	research	research	NOUN
bracis-28428	206	4	question	question	NOUN
bracis-28428	206	5	aims	aim	VERB
bracis-28428	206	6	to	to	PART
bracis-28428	206	7	determine	determine	VERB
bracis-28428	206	8	the	the	DET
bracis-28428	206	9	most	most	ADV
bracis-28428	206	10	effective	effective	ADJ
bracis-28428	206	11	representation	representation	NOUN
bracis-28428	206	12	method	method	NOUN
bracis-28428	206	13	for	for	ADP
bracis-28428	206	14	capturing	capture	VERB
bracis-28428	206	15	syntactic	syntactic	ADJ
bracis-28428	206	16	and	and	CCONJ
bracis-28428	206	17	semantic	semantic	ADJ
bracis-28428	206	18	similarity	similarity	NOUN
bracis-28428	206	19	between	between	ADP
bracis-28428	206	20	police	police	NOUN
bracis-28428	206	21	reports	report	NOUN
bracis-28428	206	22	.	.	PUNCT
bracis-28428	207	1	to	to	PART
bracis-28428	207	2	investigate	investigate	VERB
bracis-28428	207	3	this	this	DET
bracis-28428	207	4	question	question	NOUN
bracis-28428	207	5	,	,	PUNCT
bracis-28428	207	6	we	we	PRON
bracis-28428	207	7	utilize	utilize	VERB
bracis-28428	207	8	a	a	DET
bracis-28428	207	9	dataset	dataset	NOUN
bracis-28428	207	10	containing	contain	VERB
bracis-28428	207	11	1,065	1,065	NUM
bracis-28428	207	12	police	police	NOUN
bracis-28428	207	13	reports	report	NOUN
bracis-28428	207	14	.	.	PUNCT
bracis-28428	208	1	this	this	DET
bracis-28428	208	2	dataset	dataset	NOUN
bracis-28428	208	3	is	be	AUX
bracis-28428	208	4	accompanied	accompany	VERB
bracis-28428	208	5	by	by	ADP
bracis-28428	208	6	ground	ground	NOUN
bracis-28428	208	7	truth	truth	NOUN
bracis-28428	208	8	annotations	annotation	NOUN
bracis-28428	208	9	,	,	PUNCT
bracis-28428	208	10	meaning	mean	VERB
bracis-28428	208	11	that	that	SCONJ
bracis-28428	208	12	we	we	PRON
bracis-28428	208	13	have	have	VERB
bracis-28428	208	14	information	information	NOUN
bracis-28428	208	15	about	about	ADP
bracis-28428	208	16	the	the	DET
bracis-28428	208	17	most	most	ADV
bracis-28428	208	18	similar	similar	ADJ
bracis-28428	208	19	police	police	NOUN
bracis-28428	208	20	report	report	NOUN
bracis-28428	208	21	for	for	ADP
bracis-28428	208	22	each	each	DET
bracis-28428	208	23	entry	entry	NOUN
bracis-28428	208	24	.	.	PUNCT
bracis-28428	209	1	in	in	ADP
bracis-28428	209	2	our	our	PRON
bracis-28428	209	3	evaluation	evaluation	NOUN
bracis-28428	209	4	,	,	PUNCT
bracis-28428	209	5	we	we	PRON
bracis-28428	209	6	consider	consider	VERB
bracis-28428	209	7	various	various	ADJ
bracis-28428	209	8	pre	pre	ADJ
bracis-28428	209	9	-	-	ADJ
bracis-28428	209	10	trained	train	VERB
bracis-28428	209	11	models	model	NOUN
bracis-28428	209	12	,	,	PUNCT
bracis-28428	209	13	including	include	VERB
bracis-28428	209	14	universal	universal	ADJ
bracis-28428	209	15	sentence	sentence	NOUN
bracis-28428	209	16	encoder	encoder	NOUN
bracis-28428	209	17	(	(	PUNCT
bracis-28428	209	18	use	use	NOUN
bracis-28428	209	19	)	)	PUNCT
bracis-28428	209	20	,	,	PUNCT
bracis-28428	209	21	word2vec	word2vec	X
bracis-28428	209	22	,	,	PUNCT
bracis-28428	209	23	doc2vec	doc2vec	NOUN
bracis-28428	209	24	,	,	PUNCT
bracis-28428	209	25	bert	bert	PROPN
bracis-28428	209	26	,	,	PUNCT
bracis-28428	209	27	sbert	sbert	NOUN
bracis-28428	209	28	,	,	PUNCT
bracis-28428	209	29	and	and	CCONJ
bracis-28428	209	30	flair	flair	NOUN
bracis-28428	209	31	.	.	PUNCT
bracis-28428	210	1	for	for	ADP
bracis-28428	210	2	each	each	DET
bracis-28428	210	3	approach	approach	NOUN
bracis-28428	210	4	,	,	PUNCT
bracis-28428	210	5	we	we	PRON
bracis-28428	210	6	compare	compare	VERB
bracis-28428	210	7	the	the	DET
bracis-28428	210	8	sentences	sentence	NOUN
bracis-28428	210	9	using	use	VERB
bracis-28428	210	10	cosine	cosine	NOUN
bracis-28428	210	11	similarity	similarity	NOUN
bracis-28428	210	12	.	.	PUNCT
bracis-28428	211	1	additionally	additionally	ADV
bracis-28428	211	2	,	,	PUNCT
bracis-28428	211	3	we	we	PRON
bracis-28428	211	4	explore	explore	VERB
bracis-28428	211	5	the	the	DET
bracis-28428	211	6	option	option	NOUN
bracis-28428	211	7	of	of	ADP
bracis-28428	211	8	keeping	keep	VERB
bracis-28428	211	9	the	the	DET
bracis-28428	211	10	words	word	NOUN
bracis-28428	211	11	in	in	ADP
bracis-28428	211	12	the	the	DET
bracis-28428	211	13	sentences	sentence	NOUN
bracis-28428	211	14	without	without	ADP
bracis-28428	211	15	converting	convert	VERB
bracis-28428	211	16	them	they	PRON
bracis-28428	211	17	into	into	ADP
bracis-28428	211	18	vector	vector	NOUN
bracis-28428	211	19	representations	representation	NOUN
bracis-28428	211	20	.	.	PUNCT
bracis-28428	212	1	in	in	ADP
bracis-28428	212	2	this	this	DET
bracis-28428	212	3	case	case	NOUN
bracis-28428	212	4	,	,	PUNCT
bracis-28428	212	5	we	we	PRON
bracis-28428	212	6	utilize	utilize	VERB
bracis-28428	212	7	jaccard	jaccard	ADJ
bracis-28428	212	8	similarity	similarity	NOUN
bracis-28428	212	9	to	to	PART
bracis-28428	212	10	identify	identify	VERB
bracis-28428	212	11	the	the	DET
bracis-28428	212	12	most	most	ADV
bracis-28428	212	13	similar	similar	ADJ
bracis-28428	212	14	sentences	sentence	NOUN
bracis-28428	212	15	.	.	PUNCT
bracis-28428	213	1	table	table	NOUN
bracis-28428	213	2	 	 	SPACE
bracis-28428	213	3	1	1	NUM
bracis-28428	213	4	presents	present	VERB
bracis-28428	213	5	the	the	DET
bracis-28428	213	6	accuracy	accuracy	NOUN
bracis-28428	213	7	and	and	CCONJ
bracis-28428	213	8	mrr	mrr	NOUN
bracis-28428	213	9	results	result	NOUN
bracis-28428	213	10	obtained	obtain	VERB
bracis-28428	213	11	by	by	ADP
bracis-28428	213	12	these	these	DET
bracis-28428	213	13	approaches	approach	NOUN
bracis-28428	213	14	.	.	PUNCT
bracis-28428	214	1	these	these	DET
bracis-28428	214	2	metrics	metric	NOUN
bracis-28428	214	3	allow	allow	VERB
bracis-28428	214	4	us	we	PRON
bracis-28428	214	5	to	to	PART
bracis-28428	214	6	assess	assess	VERB
bracis-28428	214	7	the	the	DET
bracis-28428	214	8	performance	performance	NOUN
bracis-28428	214	9	and	and	CCONJ
bracis-28428	214	10	effectiveness	effectiveness	NOUN
bracis-28428	214	11	of	of	ADP
bracis-28428	214	12	each	each	DET
bracis-28428	214	13	representation	representation	NOUN
bracis-28428	214	14	method	method	NOUN
bracis-28428	214	15	in	in	ADP
bracis-28428	214	16	capturing	capture	VERB
bracis-28428	214	17	the	the	DET
bracis-28428	214	18	similarity	similarity	NOUN
bracis-28428	214	19	between	between	ADP
bracis-28428	214	20	police	police	NOUN
bracis-28428	214	21	reports	report	NOUN
bracis-28428	214	22	.	.	PUNCT
bracis-28428	215	1	table	table	NOUN
bracis-28428	215	2	1	1	NUM
bracis-28428	215	3	.	.	PUNCT
bracis-28428	215	4	results	result	NOUN
bracis-28428	215	5	from	from	ADP
bracis-28428	215	6	the	the	DET
bracis-28428	215	7	approaches	approach	NOUN
bracis-28428	215	8	for	for	ADP
bracis-28428	215	9	rq1full	rq1full	NOUN
bracis-28428	215	10	size	size	NOUN
bracis-28428	215	11	table	table	NOUN
bracis-28428	215	12	the	the	DET
bracis-28428	215	13	use	use	NOUN
bracis-28428	215	14	(	(	PUNCT
bracis-28428	215	15	universal	universal	ADJ
bracis-28428	215	16	sentence	sentence	NOUN
bracis-28428	215	17	encoder	encoder	NOUN
bracis-28428	215	18	)	)	PUNCT
bracis-28428	215	19	model	model	NOUN
bracis-28428	215	20	demonstrated	demonstrate	VERB
bracis-28428	215	21	the	the	DET
bracis-28428	215	22	best	good	ADJ
bracis-28428	215	23	performance	performance	NOUN
bracis-28428	215	24	among	among	ADP
bracis-28428	215	25	the	the	DET
bracis-28428	215	26	embedding	embed	VERB
bracis-28428	215	27	models	model	NOUN
bracis-28428	215	28	evaluated	evaluate	VERB
bracis-28428	215	29	.	.	PUNCT
bracis-28428	216	1	it	it	PRON
bracis-28428	216	2	is	be	AUX
bracis-28428	216	3	based	base	VERB
bracis-28428	216	4	on	on	ADP
bracis-28428	216	5	a	a	DET
bracis-28428	216	6	transformer	transformer	NOUN
bracis-28428	216	7	encoder	encoder	NOUN
bracis-28428	216	8	and	and	CCONJ
bracis-28428	216	9	achieved	achieve	VERB
bracis-28428	216	10	higher	high	ADJ
bracis-28428	216	11	accuracy	accuracy	NOUN
bracis-28428	216	12	compared	compare	VERB
bracis-28428	216	13	to	to	ADP
bracis-28428	216	14	the	the	DET
bracis-28428	216	15	deep	deep	ADJ
bracis-28428	216	16	averaging	averaging	NOUN
bracis-28428	216	17	network	network	NOUN
bracis-28428	216	18	(	(	PUNCT
bracis-28428	216	19	dan	dan	PROPN
bracis-28428	216	20	)	)	PUNCT
bracis-28428	216	21	model	model	NOUN
bracis-28428	216	22	.	.	PUNCT
bracis-28428	217	1	the	the	DET
bracis-28428	217	2	accuracy	accuracy	NOUN
bracis-28428	217	3	achieved	achieve	VERB
bracis-28428	217	4	by	by	ADP
bracis-28428	217	5	use	use	NOUN
bracis-28428	217	6	is	be	AUX
bracis-28428	217	7	similar	similar	ADJ
bracis-28428	217	8	to	to	ADP
bracis-28428	217	9	the	the	DET
bracis-28428	217	10	results	result	NOUN
bracis-28428	217	11	reported	report	VERB
bracis-28428	217	12	in	in	ADP
bracis-28428	217	13	the	the	DET
bracis-28428	217	14	paper	paper	NOUN
bracis-28428	217	15	by	by	ADP
bracis-28428	217	16	[	[	X
bracis-28428	217	17	3	3	NUM
bracis-28428	217	18	]	]	PUNCT
bracis-28428	217	19	for	for	ADP
bracis-28428	217	20	the	the	DET
bracis-28428	217	21	sts	sts	ADJ
bracis-28428	217	22	bench	bench	NOUN
bracis-28428	217	23	(	(	PUNCT
bracis-28428	217	24	semantic	semantic	ADJ
bracis-28428	217	25	textual	textual	ADJ
bracis-28428	217	26	similarity	similarity	NOUN
bracis-28428	217	27	benchmark	benchmark	NOUN
bracis-28428	217	28	)	)	PUNCT
bracis-28428	217	29	.	.	PUNCT
bracis-28428	218	1	the	the	DET
bracis-28428	218	2	use	use	NOUN
bracis-28428	218	3	model	model	NOUN
bracis-28428	218	4	incorporates	incorporate	VERB
bracis-28428	218	5	sentences	sentence	NOUN
bracis-28428	218	6	into	into	ADP
bracis-28428	218	7	a	a	DET
bracis-28428	218	8	512	512	NUM
bracis-28428	218	9	-	-	PUNCT
bracis-28428	218	10	dimensional	dimensional	ADJ
bracis-28428	218	11	vector	vector	NOUN
bracis-28428	218	12	,	,	PUNCT
bracis-28428	218	13	enabling	enable	VERB
bracis-28428	218	14	a	a	DET
bracis-28428	218	15	more	more	ADV
bracis-28428	218	16	robust	robust	ADJ
bracis-28428	218	17	semantic	semantic	ADJ
bracis-28428	218	18	representation	representation	NOUN
bracis-28428	218	19	.	.	PUNCT
bracis-28428	219	1	moreover	moreover	ADV
bracis-28428	219	2	,	,	PUNCT
bracis-28428	219	3	the	the	DET
bracis-28428	219	4	multilingual	multilingual	ADJ
bracis-28428	219	5	use	use	NOUN
bracis-28428	219	6	model	model	NOUN
bracis-28428	219	7	allows	allow	VERB
bracis-28428	219	8	for	for	ADP
bracis-28428	219	9	the	the	DET
bracis-28428	219	10	representation	representation	NOUN
bracis-28428	219	11	of	of	ADP
bracis-28428	219	12	words	word	NOUN
bracis-28428	219	13	from	from	ADP
bracis-28428	219	14	different	different	ADJ
bracis-28428	219	15	languages	language	NOUN
bracis-28428	219	16	.	.	PUNCT
bracis-28428	220	1	bert	bert	PROPN
bracis-28428	220	2	,	,	PUNCT
bracis-28428	220	3	another	another	DET
bracis-28428	220	4	transformer	transformer	NOUN
bracis-28428	220	5	-	-	PUNCT
bracis-28428	220	6	based	base	VERB
bracis-28428	220	7	model	model	NOUN
bracis-28428	220	8	,	,	PUNCT
bracis-28428	220	9	obtained	obtain	VERB
bracis-28428	220	10	the	the	DET
bracis-28428	220	11	second	second	ADV
bracis-28428	220	12	-	-	PUNCT
bracis-28428	220	13	best	good	ADJ
bracis-28428	220	14	results	result	NOUN
bracis-28428	220	15	among	among	ADP
bracis-28428	220	16	the	the	DET
bracis-28428	220	17	models	model	NOUN
bracis-28428	220	18	in	in	ADP
bracis-28428	220	19	capturing	capture	VERB
bracis-28428	220	20	syntactic	syntactic	ADJ
bracis-28428	220	21	and	and	CCONJ
bracis-28428	220	22	semantic	semantic	ADJ
bracis-28428	220	23	information	information	NOUN
bracis-28428	220	24	.	.	PUNCT
bracis-28428	221	1	the	the	DET
bracis-28428	221	2	pre	pre	ADJ
bracis-28428	221	3	-	-	ADJ
bracis-28428	221	4	trained	train	VERB
bracis-28428	221	5	bert	bert	NOUN
bracis-28428	221	6	model	model	NOUN
bracis-28428	221	7	from	from	ADP
bracis-28428	221	8	[	[	X
bracis-28428	221	9	24]footnote	24]footnote	NUM
bracis-28428	221	10	1	1	NUM
bracis-28428	221	11	slightly	slightly	ADV
bracis-28428	221	12	outperformed	outperform	VERB
bracis-28428	221	13	the	the	DET
bracis-28428	221	14	pre	pre	ADJ
bracis-28428	221	15	-	-	ADJ
bracis-28428	221	16	trained	train	VERB
bracis-28428	221	17	word2vec	word2vec	PROPN
bracis-28428	221	18	model	model	NOUN
bracis-28428	221	19	from	from	ADP
bracis-28428	221	20	[	[	X
bracis-28428	221	21	10]footnote	10]footnote	NUM
bracis-28428	221	22	2	2	NUM
bracis-28428	221	23	.	.	PUNCT
bracis-28428	221	24	sbert	sbert	NOUN
bracis-28428	221	25	and	and	CCONJ
bracis-28428	221	26	flair	flair	NOUN
bracis-28428	221	27	models	model	NOUN
bracis-28428	221	28	showed	show	VERB
bracis-28428	221	29	similar	similar	ADJ
bracis-28428	221	30	performance	performance	NOUN
bracis-28428	221	31	,	,	PUNCT
bracis-28428	221	32	likely	likely	ADJ
bracis-28428	221	33	because	because	SCONJ
bracis-28428	221	34	they	they	PRON
bracis-28428	221	35	are	be	AUX
bracis-28428	221	36	both	both	PRON
bracis-28428	221	37	based	base	VERB
bracis-28428	221	38	on	on	ADP
bracis-28428	221	39	the	the	DET
bracis-28428	221	40	same	same	ADJ
bracis-28428	221	41	training	training	NOUN
bracis-28428	221	42	base	base	NOUN
bracis-28428	221	43	.	.	PUNCT
bracis-28428	222	1	however	however	ADV
bracis-28428	222	2	,	,	PUNCT
bracis-28428	222	3	the	the	DET
bracis-28428	222	4	doc2vec	doc2vec	NOUN
bracis-28428	222	5	model	model	NOUN
bracis-28428	222	6	performed	perform	VERB
bracis-28428	222	7	poorly	poorly	ADV
bracis-28428	222	8	compared	compare	VERB
bracis-28428	222	9	to	to	ADP
bracis-28428	222	10	the	the	DET
bracis-28428	222	11	other	other	ADJ
bracis-28428	222	12	models	model	NOUN
bracis-28428	222	13	and	and	CCONJ
bracis-28428	222	14	ranked	rank	VERB
bracis-28428	222	15	last	last	ADV
bracis-28428	222	16	.	.	PUNCT
bracis-28428	223	1	this	this	PRON
bracis-28428	223	2	could	could	AUX
bracis-28428	223	3	be	be	AUX
bracis-28428	223	4	attributed	attribute	VERB
bracis-28428	223	5	to	to	ADP
bracis-28428	223	6	the	the	DET
bracis-28428	223	7	use	use	NOUN
bracis-28428	223	8	of	of	ADP
bracis-28428	223	9	portuguese	portuguese	PROPN
bracis-28428	223	10	wikipedia	wikipedia	PROPN
bracis-28428	223	11	data	data	PROPN
bracis-28428	223	12	for	for	ADP
bracis-28428	223	13	training	training	NOUN
bracis-28428	223	14	,	,	PUNCT
bracis-28428	223	15	which	which	PRON
bracis-28428	223	16	may	may	AUX
bracis-28428	223	17	have	have	AUX
bracis-28428	223	18	introduced	introduce	VERB
bracis-28428	223	19	variations	variation	NOUN
bracis-28428	223	20	in	in	ADP
bracis-28428	223	21	phrase	phrase	NOUN
bracis-28428	223	22	usage	usage	NOUN
bracis-28428	223	23	across	across	ADP
bracis-28428	223	24	different	different	ADJ
bracis-28428	223	25	contexts	contexts	NOUN
bracis-28428	223	26	.	.	PUNCT
bracis-28428	224	1	tf	tf	X
bracis-28428	224	2	-	-	PUNCT
bracis-28428	224	3	idf	idf	PROPN
bracis-28428	224	4	was	be	AUX
bracis-28428	224	5	computed	compute	VERB
bracis-28428	224	6	using	use	VERB
bracis-28428	224	7	the	the	DET
bracis-28428	224	8	tfidfvectorizerfootnote	tfidfvectorizerfootnote	NOUN
bracis-28428	224	9	3	3	NUM
bracis-28428	224	10	to	to	PART
bracis-28428	224	11	represent	represent	VERB
bracis-28428	224	12	the	the	DET
bracis-28428	224	13	sentences	sentence	NOUN
bracis-28428	224	14	.	.	PUNCT
bracis-28428	225	1	this	this	PRON
bracis-28428	225	2	involved	involve	VERB
bracis-28428	225	3	creating	create	VERB
bracis-28428	225	4	a	a	DET
bracis-28428	225	5	dictionary	dictionary	NOUN
bracis-28428	225	6	of	of	ADP
bracis-28428	225	7	words	word	NOUN
bracis-28428	225	8	from	from	ADP
bracis-28428	225	9	the	the	DET
bracis-28428	225	10	sentences	sentence	NOUN
bracis-28428	225	11	and	and	CCONJ
bracis-28428	225	12	calculating	calculate	VERB
bracis-28428	225	13	the	the	DET
bracis-28428	225	14	frequency	frequency	NOUN
bracis-28428	225	15	of	of	ADP
bracis-28428	225	16	each	each	DET
bracis-28428	225	17	term	term	NOUN
bracis-28428	225	18	.	.	PUNCT
bracis-28428	226	1	portuguese	portuguese	ADJ
bracis-28428	226	2	stopwords	stopword	NOUN
bracis-28428	226	3	were	be	AUX
bracis-28428	226	4	removed	remove	VERB
bracis-28428	226	5	to	to	PART
bracis-28428	226	6	ensure	ensure	VERB
bracis-28428	226	7	consistency	consistency	NOUN
bracis-28428	226	8	in	in	ADP
bracis-28428	226	9	similarity	similarity	NOUN
bracis-28428	226	10	calculations	calculation	NOUN
bracis-28428	226	11	.	.	PUNCT
bracis-28428	227	1	the	the	DET
bracis-28428	227	2	tf	tf	PROPN
bracis-28428	227	3	-	-	PUNCT
bracis-28428	227	4	idf	idf	PROPN
bracis-28428	227	5	representation	representation	NOUN
bracis-28428	227	6	yielded	yield	VERB
bracis-28428	227	7	promising	promising	ADJ
bracis-28428	227	8	results	result	NOUN
bracis-28428	227	9	.	.	PUNCT
bracis-28428	228	1	one	one	NUM
bracis-28428	228	2	key	key	ADJ
bracis-28428	228	3	takeaway	takeaway	NOUN
bracis-28428	228	4	from	from	ADP
bracis-28428	228	5	this	this	DET
bracis-28428	228	6	experiment	experiment	NOUN
bracis-28428	228	7	:	:	PUNCT
bracis-28428	228	8	it	it	PRON
bracis-28428	228	9	is	be	AUX
bracis-28428	228	10	indeed	indeed	ADV
bracis-28428	228	11	expected	expect	VERB
bracis-28428	228	12	that	that	SCONJ
bracis-28428	228	13	the	the	DET
bracis-28428	228	14	embeddings	embedding	NOUN
bracis-28428	228	15	used	use	VERB
bracis-28428	228	16	would	would	AUX
bracis-28428	228	17	be	be	AUX
bracis-28428	228	18	able	able	ADJ
bracis-28428	228	19	to	to	PART
bracis-28428	228	20	capture	capture	VERB
bracis-28428	228	21	the	the	DET
bracis-28428	228	22	context	context	NOUN
bracis-28428	228	23	of	of	ADP
bracis-28428	228	24	the	the	DET
bracis-28428	228	25	sentences	sentence	NOUN
bracis-28428	228	26	and	and	CCONJ
bracis-28428	228	27	identify	identify	VERB
bracis-28428	228	28	duplications	duplication	NOUN
bracis-28428	228	29	as	as	ADV
bracis-28428	228	30	accurately	accurately	ADV
bracis-28428	228	31	as	as	ADP
bracis-28428	228	32	,	,	PUNCT
bracis-28428	228	33	if	if	SCONJ
bracis-28428	228	34	not	not	PART
bracis-28428	228	35	better	well	ADJ
bracis-28428	228	36	than	than	ADP
bracis-28428	228	37	,	,	PUNCT
bracis-28428	228	38	count	count	NOUN
bracis-28428	228	39	-	-	PUNCT
bracis-28428	228	40	based	base	VERB
bracis-28428	228	41	and	and	CCONJ
bracis-28428	228	42	lexical	lexical	ADJ
bracis-28428	228	43	methods	method	NOUN
bracis-28428	228	44	.	.	PUNCT
bracis-28428	229	1	however	however	ADV
bracis-28428	229	2	,	,	PUNCT
bracis-28428	229	3	in	in	ADP
bracis-28428	229	4	the	the	DET
bracis-28428	229	5	case	case	NOUN
bracis-28428	229	6	of	of	ADP
bracis-28428	229	7	police	police	NOUN
bracis-28428	229	8	reports	report	NOUN
bracis-28428	229	9	,	,	PUNCT
bracis-28428	229	10	the	the	DET
bracis-28428	229	11	text	text	NOUN
bracis-28428	229	12	may	may	AUX
bracis-28428	229	13	not	not	PART
bracis-28428	229	14	be	be	AUX
bracis-28428	229	15	exactly	exactly	ADV
bracis-28428	229	16	the	the	DET
bracis-28428	229	17	same	same	ADJ
bracis-28428	229	18	in	in	ADP
bracis-28428	229	19	terms	term	NOUN
bracis-28428	229	20	of	of	ADP
bracis-28428	229	21	words	word	NOUN
bracis-28428	229	22	,	,	PUNCT
bracis-28428	229	23	as	as	SCONJ
bracis-28428	229	24	demonstrated	demonstrate	VERB
bracis-28428	229	25	in	in	ADP
bracis-28428	229	26	the	the	DET
bracis-28428	229	27	previous	previous	ADJ
bracis-28428	229	28	section	section	NOUN
bracis-28428	229	29	.	.	PUNCT
bracis-28428	230	1	there	there	PRON
bracis-28428	230	2	may	may	AUX
bracis-28428	230	3	be	be	AUX
bracis-28428	230	4	repetitions	repetition	NOUN
bracis-28428	230	5	of	of	ADP
bracis-28428	230	6	words	word	NOUN
bracis-28428	230	7	,	,	PUNCT
bracis-28428	230	8	but	but	CCONJ
bracis-28428	230	9	they	they	PRON
bracis-28428	230	10	can	can	AUX
bracis-28428	230	11	occur	occur	VERB
bracis-28428	230	12	in	in	ADP
bracis-28428	230	13	a	a	DET
bracis-28428	230	14	different	different	ADJ
bracis-28428	230	15	order	order	NOUN
bracis-28428	230	16	within	within	ADP
bracis-28428	230	17	the	the	DET
bracis-28428	230	18	text	text	NOUN
bracis-28428	230	19	,	,	PUNCT
bracis-28428	230	20	which	which	PRON
bracis-28428	230	21	is	be	AUX
bracis-28428	230	22	a	a	DET
bracis-28428	230	23	characteristic	characteristic	NOUN
bracis-28428	230	24	of	of	ADP
bracis-28428	230	25	this	this	DET
bracis-28428	230	26	type	type	NOUN
bracis-28428	230	27	of	of	ADP
bracis-28428	230	28	dataset	dataset	NOUN
bracis-28428	230	29	.	.	PUNCT
bracis-28428	231	1	embeddings	embedding	NOUN
bracis-28428	231	2	that	that	PRON
bracis-28428	231	3	are	be	AUX
bracis-28428	231	4	pre	pre	ADJ
bracis-28428	231	5	-	-	VERB
bracis-28428	231	6	trained	train	VERB
bracis-28428	231	7	on	on	ADP
bracis-28428	231	8	non	non	ADJ
bracis-28428	231	9	-	-	ADJ
bracis-28428	231	10	police	police	ADJ
bracis-28428	231	11	data	datum	NOUN
bracis-28428	231	12	may	may	AUX
bracis-28428	231	13	not	not	PART
bracis-28428	231	14	capture	capture	VERB
bracis-28428	231	15	this	this	DET
bracis-28428	231	16	particularity	particularity	NOUN
bracis-28428	231	17	of	of	ADP
bracis-28428	231	18	the	the	DET
bracis-28428	231	19	police	police	NOUN
bracis-28428	231	20	reports	report	VERB
bracis-28428	231	21	as	as	ADV
bracis-28428	231	22	effectively	effectively	ADV
bracis-28428	231	23	as	as	ADP
bracis-28428	231	24	count	count	NOUN
bracis-28428	231	25	-	-	PUNCT
bracis-28428	231	26	based	base	VERB
bracis-28428	231	27	and	and	CCONJ
bracis-28428	231	28	lexical	lexical	ADJ
bracis-28428	231	29	methods	method	NOUN
bracis-28428	231	30	.	.	PUNCT
bracis-28428	232	1	the	the	DET
bracis-28428	232	2	pre	pre	ADJ
bracis-28428	232	3	-	-	ADJ
bracis-28428	232	4	trained	train	VERB
bracis-28428	232	5	embeddings	embedding	NOUN
bracis-28428	232	6	may	may	AUX
bracis-28428	232	7	have	have	AUX
bracis-28428	232	8	learned	learn	VERB
bracis-28428	232	9	general	general	ADJ
bracis-28428	232	10	language	language	NOUN
bracis-28428	232	11	patterns	pattern	NOUN
bracis-28428	232	12	,	,	PUNCT
bracis-28428	232	13	but	but	CCONJ
bracis-28428	232	14	they	they	PRON
bracis-28428	232	15	may	may	AUX
bracis-28428	232	16	not	not	PART
bracis-28428	232	17	have	have	AUX
bracis-28428	232	18	specifically	specifically	ADV
bracis-28428	232	19	captured	capture	VERB
bracis-28428	232	20	the	the	DET
bracis-28428	232	21	nuances	nuance	NOUN
bracis-28428	232	22	and	and	CCONJ
bracis-28428	232	23	variations	variation	NOUN
bracis-28428	232	24	present	present	ADJ
bracis-28428	232	25	in	in	ADP
bracis-28428	232	26	police	police	NOUN
bracis-28428	232	27	reports	report	NOUN
bracis-28428	232	28	.	.	PUNCT
bracis-28428	233	1	this	this	PRON
bracis-28428	233	2	can	can	AUX
bracis-28428	233	3	result	result	VERB
bracis-28428	233	4	in	in	ADP
bracis-28428	233	5	lower	low	ADJ
bracis-28428	233	6	accuracy	accuracy	NOUN
bracis-28428	233	7	when	when	SCONJ
bracis-28428	233	8	identifying	identify	VERB
bracis-28428	233	9	similar	similar	ADJ
bracis-28428	233	10	sentences	sentence	NOUN
bracis-28428	233	11	.	.	PUNCT
bracis-28428	234	1	in	in	ADP
bracis-28428	234	2	such	such	ADJ
bracis-28428	234	3	cases	case	NOUN
bracis-28428	234	4	,	,	PUNCT
bracis-28428	234	5	count	count	NOUN
bracis-28428	234	6	-	-	PUNCT
bracis-28428	234	7	based	base	VERB
bracis-28428	234	8	and	and	CCONJ
bracis-28428	234	9	lexical	lexical	ADJ
bracis-28428	234	10	methods	method	NOUN
bracis-28428	234	11	,	,	PUNCT
bracis-28428	234	12	like	like	ADP
bracis-28428	234	13	tf	tf	PROPN
bracis-28428	234	14	-	-	PUNCT
bracis-28428	234	15	idf	idf	PROPN
bracis-28428	234	16	and	and	CCONJ
bracis-28428	234	17	jaccard	jaccard	ADJ
bracis-28428	234	18	similarity	similarity	NOUN
bracis-28428	234	19	,	,	PUNCT
bracis-28428	234	20	tend	tend	VERB
bracis-28428	234	21	to	to	PART
bracis-28428	234	22	perform	perform	VERB
bracis-28428	234	23	better	well	ADV
bracis-28428	234	24	because	because	SCONJ
bracis-28428	234	25	they	they	PRON
bracis-28428	234	26	directly	directly	ADV
bracis-28428	234	27	compare	compare	VERB
bracis-28428	234	28	the	the	DET
bracis-28428	234	29	presence	presence	NOUN
bracis-28428	234	30	or	or	CCONJ
bracis-28428	234	31	absence	absence	NOUN
bracis-28428	234	32	of	of	ADP
bracis-28428	234	33	words	word	NOUN
bracis-28428	234	34	in	in	ADP
bracis-28428	234	35	the	the	DET
bracis-28428	234	36	sentences	sentence	NOUN
bracis-28428	234	37	.	.	PUNCT
bracis-28428	235	1	they	they	PRON
bracis-28428	235	2	are	be	AUX
bracis-28428	235	3	not	not	PART
bracis-28428	235	4	reliant	reliant	ADJ
bracis-28428	235	5	on	on	ADP
bracis-28428	235	6	capturing	capture	VERB
bracis-28428	235	7	contextual	contextual	ADJ
bracis-28428	235	8	information	information	NOUN
bracis-28428	235	9	and	and	CCONJ
bracis-28428	235	10	can	can	AUX
bracis-28428	235	11	handle	handle	VERB
bracis-28428	235	12	cases	case	NOUN
bracis-28428	235	13	where	where	SCONJ
bracis-28428	235	14	word	word	NOUN
bracis-28428	235	15	order	order	NOUN
bracis-28428	235	16	varies	vary	VERB
bracis-28428	235	17	within	within	ADP
bracis-28428	235	18	the	the	DET
bracis-28428	235	19	text	text	NOUN
bracis-28428	235	20	.	.	PUNCT
bracis-28428	236	1	therefore	therefore	ADV
bracis-28428	236	2	,	,	PUNCT
bracis-28428	236	3	it	it	PRON
bracis-28428	236	4	is	be	AUX
bracis-28428	236	5	important	important	ADJ
bracis-28428	236	6	to	to	PART
bracis-28428	236	7	consider	consider	VERB
bracis-28428	236	8	the	the	DET
bracis-28428	236	9	specific	specific	ADJ
bracis-28428	236	10	characteristics	characteristic	NOUN
bracis-28428	236	11	of	of	ADP
bracis-28428	236	12	the	the	DET
bracis-28428	236	13	dataset	dataset	NOUN
bracis-28428	236	14	and	and	CCONJ
bracis-28428	236	15	the	the	DET
bracis-28428	236	16	task	task	NOUN
bracis-28428	236	17	at	at	ADP
bracis-28428	236	18	hand	hand	NOUN
bracis-28428	236	19	when	when	SCONJ
bracis-28428	236	20	choosing	choose	VERB
bracis-28428	236	21	an	an	DET
bracis-28428	236	22	appropriate	appropriate	ADJ
bracis-28428	236	23	representation	representation	NOUN
bracis-28428	236	24	method	method	NOUN
bracis-28428	236	25	.	.	PUNCT
bracis-28428	237	1	while	while	SCONJ
bracis-28428	237	2	pre	pre	ADJ
bracis-28428	237	3	-	-	ADJ
bracis-28428	237	4	trained	train	VERB
bracis-28428	237	5	embeddings	embedding	NOUN
bracis-28428	237	6	offer	offer	VERB
bracis-28428	237	7	many	many	ADJ
bracis-28428	237	8	advantages	advantage	NOUN
bracis-28428	237	9	,	,	PUNCT
bracis-28428	237	10	they	they	PRON
bracis-28428	237	11	may	may	AUX
bracis-28428	237	12	not	not	PART
bracis-28428	237	13	always	always	ADV
bracis-28428	237	14	be	be	AUX
bracis-28428	237	15	the	the	DET
bracis-28428	237	16	optimal	optimal	ADJ
bracis-28428	237	17	choice	choice	NOUN
bracis-28428	237	18	for	for	ADP
bracis-28428	237	19	certain	certain	ADJ
bracis-28428	237	20	types	type	NOUN
bracis-28428	237	21	of	of	ADP
bracis-28428	237	22	text	text	NOUN
bracis-28428	237	23	,	,	PUNCT
bracis-28428	237	24	such	such	ADJ
bracis-28428	237	25	as	as	ADP
bracis-28428	237	26	police	police	NOUN
bracis-28428	237	27	reports	report	NOUN
bracis-28428	237	28	with	with	ADP
bracis-28428	237	29	specific	specific	ADJ
bracis-28428	237	30	structural	structural	ADJ
bracis-28428	237	31	patterns	pattern	NOUN
bracis-28428	237	32	and	and	CCONJ
bracis-28428	237	33	word	word	NOUN
bracis-28428	237	34	repetitions	repetition	NOUN
bracis-28428	237	35	.	.	PUNCT
bracis-28428	238	1	study	study	NOUN
bracis-28428	238	2	on	on	ADP
bracis-28428	238	3	the	the	DET
bracis-28428	238	4	results	result	NOUN
bracis-28428	238	5	of	of	ADP
bracis-28428	238	6	rq2	rq2	NOUN
bracis-28428	238	7	.	.	PUNCT
bracis-28428	239	1	the	the	DET
bracis-28428	239	2	second	second	ADJ
bracis-28428	239	3	research	research	NOUN
bracis-28428	239	4	question	question	NOUN
bracis-28428	239	5	investigates	investigate	VERB
bracis-28428	239	6	whether	whether	SCONJ
bracis-28428	239	7	the	the	DET
bracis-28428	239	8	embedding	embed	VERB
bracis-28428	239	9	models	model	NOUN
bracis-28428	239	10	are	be	AUX
bracis-28428	239	11	more	more	ADV
bracis-28428	239	12	effective	effective	ADJ
bracis-28428	239	13	in	in	ADP
bracis-28428	239	14	representing	represent	VERB
bracis-28428	239	15	the	the	DET
bracis-28428	239	16	sentences	sentence	NOUN
bracis-28428	239	17	when	when	SCONJ
bracis-28428	239	18	trained	train	VERB
bracis-28428	239	19	with	with	ADP
bracis-28428	239	20	a	a	DET
bracis-28428	239	21	police	police	NOUN
bracis-28428	239	22	report	report	NOUN
bracis-28428	239	23	dataset	dataset	VERB
bracis-28428	239	24	.	.	PUNCT
bracis-28428	240	1	using	use	VERB
bracis-28428	240	2	an	an	DET
bracis-28428	240	3	unsupervised	unsupervised	ADJ
bracis-28428	240	4	approach	approach	NOUN
bracis-28428	240	5	,	,	PUNCT
bracis-28428	240	6	this	this	DET
bracis-28428	240	7	study	study	NOUN
bracis-28428	240	8	trained	train	VERB
bracis-28428	240	9	the	the	DET
bracis-28428	240	10	roberta	roberta	PROPN
bracis-28428	240	11	(	(	PUNCT
bracis-28428	240	12	an	an	DET
bracis-28428	240	13	improvement	improvement	NOUN
bracis-28428	240	14	of	of	ADP
bracis-28428	240	15	the	the	DET
bracis-28428	240	16	bert	bert	PROPN
bracis-28428	240	17	model	model	PROPN
bracis-28428	240	18	)	)	PUNCT
bracis-28428	240	19	,	,	PUNCT
bracis-28428	240	20	doc2vec	doc2vec	NOUN
bracis-28428	240	21	,	,	PUNCT
bracis-28428	240	22	and	and	CCONJ
bracis-28428	240	23	word2vec	word2vec	X
bracis-28428	240	24	embedding	embed	VERB
bracis-28428	240	25	models	model	NOUN
bracis-28428	240	26	.	.	PUNCT
bracis-28428	241	1	the	the	DET
bracis-28428	241	2	data	datum	NOUN
bracis-28428	241	3	for	for	ADP
bracis-28428	241	4	training	training	NOUN
bracis-28428	241	5	is	be	AUX
bracis-28428	241	6	around	around	ADP
bracis-28428	241	7	30,011	30,011	NUM
bracis-28428	241	8	police	police	NOUN
bracis-28428	241	9	reports	report	NOUN
bracis-28428	241	10	provided	provide	VERB
bracis-28428	241	11	by	by	ADP
bracis-28428	241	12	brazilian	brazilian	ADJ
bracis-28428	241	13	department	department	PROPN
bracis-28428	241	14	of	of	ADP
bracis-28428	241	15	public	public	ADJ
bracis-28428	241	16	security	security	NOUN
bracis-28428	241	17	.	.	PUNCT
bracis-28428	242	1	to	to	PART
bracis-28428	242	2	investigate	investigate	VERB
bracis-28428	242	3	rq2	rq2	NOUN
bracis-28428	242	4	,	,	PUNCT
bracis-28428	242	5	we	we	PRON
bracis-28428	242	6	use	use	VERB
bracis-28428	242	7	the	the	DET
bracis-28428	242	8	dataset	dataset	NOUN
bracis-28428	242	9	with	with	ADP
bracis-28428	242	10	1,065	1,065	NUM
bracis-28428	242	11	police	police	NOUN
bracis-28428	242	12	reports	report	NOUN
bracis-28428	242	13	(	(	PUNCT
bracis-28428	242	14	the	the	DET
bracis-28428	242	15	same	same	ADJ
bracis-28428	242	16	used	use	VERB
bracis-28428	242	17	for	for	ADP
bracis-28428	242	18	rq1	rq1	NOUN
bracis-28428	242	19	)	)	PUNCT
bracis-28428	242	20	.	.	PUNCT
bracis-28428	243	1	the	the	DET
bracis-28428	243	2	roberta	roberta	PROPN
bracis-28428	243	3	trained	train	VERB
bracis-28428	243	4	model	model	NOUN
bracis-28428	243	5	was	be	AUX
bracis-28428	243	6	more	more	ADV
bracis-28428	243	7	assertive	assertive	ADJ
bracis-28428	243	8	in	in	ADP
bracis-28428	243	9	identifying	identify	VERB
bracis-28428	243	10	similar	similar	ADJ
bracis-28428	243	11	sentences	sentence	NOUN
bracis-28428	243	12	;	;	PUNCT
bracis-28428	243	13	we	we	PRON
bracis-28428	243	14	trained	train	VERB
bracis-28428	243	15	the	the	DET
bracis-28428	243	16	roberta	roberta	PROPN
bracis-28428	243	17	model	model	NOUN
bracis-28428	243	18	for	for	ADP
bracis-28428	243	19	13	13	NUM
bracis-28428	243	20	epochs	epoch	NOUN
bracis-28428	243	21	when	when	SCONJ
bracis-28428	243	22	the	the	DET
bracis-28428	243	23	difference	difference	NOUN
bracis-28428	243	24	between	between	ADP
bracis-28428	243	25	the	the	DET
bracis-28428	243	26	current	current	ADJ
bracis-28428	243	27	and	and	CCONJ
bracis-28428	243	28	last	last	ADJ
bracis-28428	243	29	epoch	epoch	NOUN
bracis-28428	243	30	loss	loss	NOUN
bracis-28428	243	31	was	be	AUX
bracis-28428	243	32	not	not	PART
bracis-28428	243	33	more	more	ADV
bracis-28428	243	34	significant	significant	ADJ
bracis-28428	243	35	than	than	ADP
bracis-28428	243	36	0.01	0.01	NUM
bracis-28428	243	37	.	.	PUNCT
bracis-28428	244	1	roberta	roberta	PROPN
bracis-28428	244	2	embodied	embody	VERB
bracis-28428	244	3	each	each	DET
bracis-28428	244	4	word	word	NOUN
bracis-28428	244	5	in	in	ADP
bracis-28428	244	6	512	512	NUM
bracis-28428	244	7	dimensions	dimension	NOUN
bracis-28428	244	8	.	.	PUNCT
bracis-28428	245	1	the	the	DET
bracis-28428	245	2	representation	representation	NOUN
bracis-28428	245	3	of	of	ADP
bracis-28428	245	4	the	the	DET
bracis-28428	245	5	police	police	NOUN
bracis-28428	245	6	reports	report	NOUN
bracis-28428	245	7	for	for	ADP
bracis-28428	245	8	word2vec	word2vec	NUM
bracis-28428	245	9	was	be	AUX
bracis-28428	245	10	made	make	VERB
bracis-28428	245	11	with	with	ADP
bracis-28428	245	12	vectors	vector	NOUN
bracis-28428	245	13	of	of	ADP
bracis-28428	245	14	50	50	NUM
bracis-28428	245	15	dimensions	dimension	NOUN
bracis-28428	245	16	,	,	PUNCT
bracis-28428	245	17	trained	train	VERB
bracis-28428	245	18	for	for	ADP
bracis-28428	245	19	100	100	NUM
bracis-28428	245	20	epochs	epoch	NOUN
bracis-28428	245	21	.	.	PUNCT
bracis-28428	246	1	for	for	ADP
bracis-28428	246	2	the	the	DET
bracis-28428	246	3	doc2vec	doc2vec	PROPN
bracis-28428	246	4	model	model	NOUN
bracis-28428	246	5	,	,	PUNCT
bracis-28428	246	6	the	the	DET
bracis-28428	246	7	representations	representation	NOUN
bracis-28428	246	8	of	of	ADP
bracis-28428	246	9	the	the	DET
bracis-28428	246	10	sentences	sentence	NOUN
bracis-28428	246	11	were	be	AUX
bracis-28428	246	12	with	with	ADP
bracis-28428	246	13	vectors	vector	NOUN
bracis-28428	246	14	of	of	ADP
bracis-28428	246	15	150	150	NUM
bracis-28428	246	16	dimensions	dimension	NOUN
bracis-28428	246	17	,	,	PUNCT
bracis-28428	246	18	trained	train	VERB
bracis-28428	246	19	for	for	ADP
bracis-28428	246	20	100	100	NUM
bracis-28428	246	21	epochs	epoch	NOUN
bracis-28428	246	22	,	,	PUNCT
bracis-28428	246	23	with	with	ADP
bracis-28428	246	24	a	a	DET
bracis-28428	246	25	training	training	NOUN
bracis-28428	246	26	window	window	NOUN
bracis-28428	246	27	of	of	ADP
bracis-28428	246	28	size	size	NOUN
bracis-28428	246	29	10	10	NUM
bracis-28428	246	30	.	.	PUNCT
bracis-28428	247	1	the	the	DET
bracis-28428	247	2	findings	finding	NOUN
bracis-28428	247	3	of	of	ADP
bracis-28428	247	4	the	the	DET
bracis-28428	247	5	study	study	NOUN
bracis-28428	247	6	suggest	suggest	VERB
bracis-28428	247	7	that	that	SCONJ
bracis-28428	247	8	training	training	NOUN
bracis-28428	247	9	embedding	embed	VERB
bracis-28428	247	10	models	model	NOUN
bracis-28428	247	11	with	with	ADP
bracis-28428	247	12	a	a	DET
bracis-28428	247	13	specific	specific	ADJ
bracis-28428	247	14	dataset	dataset	NOUN
bracis-28428	247	15	from	from	ADP
bracis-28428	247	16	the	the	DET
bracis-28428	247	17	same	same	ADJ
bracis-28428	247	18	context	context	NOUN
bracis-28428	247	19	,	,	PUNCT
bracis-28428	247	20	in	in	ADP
bracis-28428	247	21	this	this	DET
bracis-28428	247	22	case	case	NOUN
bracis-28428	247	23	,	,	PUNCT
bracis-28428	247	24	the	the	DET
bracis-28428	247	25	police	police	NOUN
bracis-28428	247	26	report	report	NOUN
bracis-28428	247	27	dataset	dataset	VERB
bracis-28428	247	28	,	,	PUNCT
bracis-28428	247	29	improves	improve	VERB
bracis-28428	247	30	their	their	PRON
bracis-28428	247	31	effectiveness	effectiveness	NOUN
bracis-28428	247	32	in	in	ADP
bracis-28428	247	33	representing	represent	VERB
bracis-28428	247	34	sentences	sentence	NOUN
bracis-28428	247	35	and	and	CCONJ
bracis-28428	247	36	capturing	capture	VERB
bracis-28428	247	37	syntactic	syntactic	ADJ
bracis-28428	247	38	,	,	PUNCT
bracis-28428	247	39	semantic	semantic	ADJ
bracis-28428	247	40	,	,	PUNCT
bracis-28428	247	41	and	and	CCONJ
bracis-28428	247	42	morphological	morphological	ADJ
bracis-28428	247	43	relationships	relationship	NOUN
bracis-28428	247	44	.	.	PUNCT
bracis-28428	248	1	the	the	DET
bracis-28428	248	2	word2vec	word2vec	X
bracis-28428	248	3	,	,	PUNCT
bracis-28428	248	4	roberta	roberta	PROPN
bracis-28428	248	5	,	,	PUNCT
bracis-28428	248	6	and	and	CCONJ
bracis-28428	248	7	doc2vec	doc2vec	NOUN
bracis-28428	248	8	models	model	NOUN
bracis-28428	248	9	trained	train	VERB
bracis-28428	248	10	with	with	ADP
bracis-28428	248	11	the	the	DET
bracis-28428	248	12	30,011	30,011	NUM
bracis-28428	248	13	police	police	NOUN
bracis-28428	248	14	reports	report	NOUN
bracis-28428	248	15	achieved	achieve	VERB
bracis-28428	248	16	slightly	slightly	ADV
bracis-28428	248	17	better	well	ADJ
bracis-28428	248	18	results	result	NOUN
bracis-28428	248	19	compared	compare	VERB
bracis-28428	248	20	to	to	ADP
bracis-28428	248	21	their	their	PRON
bracis-28428	248	22	pre	pre	ADJ
bracis-28428	248	23	-	-	ADJ
bracis-28428	248	24	trained	train	VERB
bracis-28428	248	25	counterparts	counterpart	NOUN
bracis-28428	248	26	,	,	PUNCT
bracis-28428	248	27	which	which	PRON
bracis-28428	248	28	were	be	AUX
bracis-28428	248	29	trained	train	VERB
bracis-28428	248	30	on	on	ADP
bracis-28428	248	31	a	a	DET
bracis-28428	248	32	much	much	ADV
bracis-28428	248	33	larger	large	ADJ
bracis-28428	248	34	and	and	CCONJ
bracis-28428	248	35	diverse	diverse	ADJ
bracis-28428	248	36	corpus	corpus	NOUN
bracis-28428	248	37	.	.	PUNCT
bracis-28428	249	1	the	the	DET
bracis-28428	249	2	advantage	advantage	NOUN
bracis-28428	249	3	of	of	ADP
bracis-28428	249	4	training	training	NOUN
bracis-28428	249	5	embedding	embed	VERB
bracis-28428	249	6	models	model	NOUN
bracis-28428	249	7	with	with	ADP
bracis-28428	249	8	domain	domain	NOUN
bracis-28428	249	9	-	-	PUNCT
bracis-28428	249	10	specific	specific	ADJ
bracis-28428	249	11	data	data	NOUN
bracis-28428	249	12	is	be	AUX
bracis-28428	249	13	that	that	SCONJ
bracis-28428	249	14	they	they	PRON
bracis-28428	249	15	can	can	AUX
bracis-28428	249	16	better	well	ADV
bracis-28428	249	17	capture	capture	VERB
bracis-28428	249	18	the	the	DET
bracis-28428	249	19	specific	specific	ADJ
bracis-28428	249	20	language	language	NOUN
bracis-28428	249	21	patterns	pattern	NOUN
bracis-28428	249	22	,	,	PUNCT
bracis-28428	249	23	vocabulary	vocabulary	NOUN
bracis-28428	249	24	,	,	PUNCT
bracis-28428	249	25	and	and	CCONJ
bracis-28428	249	26	contextual	contextual	ADJ
bracis-28428	249	27	relationships	relationship	NOUN
bracis-28428	249	28	present	present	ADJ
bracis-28428	249	29	in	in	ADP
bracis-28428	249	30	that	that	DET
bracis-28428	249	31	particular	particular	ADJ
bracis-28428	249	32	domain	domain	NOUN
bracis-28428	249	33	.	.	PUNCT
bracis-28428	250	1	the	the	DET
bracis-28428	250	2	embeddings	embedding	NOUN
bracis-28428	250	3	trained	train	VERB
bracis-28428	250	4	on	on	ADP
bracis-28428	250	5	the	the	DET
bracis-28428	250	6	police	police	NOUN
bracis-28428	250	7	report	report	NOUN
bracis-28428	250	8	dataset	dataset	VERB
bracis-28428	250	9	were	be	AUX
bracis-28428	250	10	able	able	ADJ
bracis-28428	250	11	to	to	PART
bracis-28428	250	12	maintain	maintain	VERB
bracis-28428	250	13	proximity	proximity	NOUN
bracis-28428	250	14	between	between	ADP
bracis-28428	250	15	vectors	vector	NOUN
bracis-28428	250	16	representing	represent	VERB
bracis-28428	250	17	syntactic	syntactic	ADJ
bracis-28428	250	18	,	,	PUNCT
bracis-28428	250	19	semantic	semantic	ADJ
bracis-28428	250	20	,	,	PUNCT
bracis-28428	250	21	and	and	CCONJ
bracis-28428	250	22	morphological	morphological	ADJ
bracis-28428	250	23	relationships	relationship	NOUN
bracis-28428	250	24	relevant	relevant	ADJ
bracis-28428	250	25	to	to	ADP
bracis-28428	250	26	police	police	NOUN
bracis-28428	250	27	reports	report	NOUN
bracis-28428	250	28	.	.	PUNCT
bracis-28428	251	1	this	this	DET
bracis-28428	251	2	proximity	proximity	NOUN
bracis-28428	251	3	allows	allow	VERB
bracis-28428	251	4	for	for	ADP
bracis-28428	251	5	better	well	ADJ
bracis-28428	251	6	identification	identification	NOUN
bracis-28428	251	7	of	of	ADP
bracis-28428	251	8	similar	similar	ADJ
bracis-28428	251	9	sentences	sentence	NOUN
bracis-28428	251	10	and	and	CCONJ
bracis-28428	251	11	captures	capture	VERB
bracis-28428	251	12	the	the	DET
bracis-28428	251	13	nuances	nuance	NOUN
bracis-28428	251	14	of	of	ADP
bracis-28428	251	15	language	language	NOUN
bracis-28428	251	16	specific	specific	ADJ
bracis-28428	251	17	to	to	ADP
bracis-28428	251	18	the	the	DET
bracis-28428	251	19	domain	domain	NOUN
bracis-28428	251	20	.	.	PUNCT
bracis-28428	252	1	the	the	DET
bracis-28428	252	2	results	result	NOUN
bracis-28428	252	3	obtained	obtain	VERB
bracis-28428	252	4	with	with	ADP
bracis-28428	252	5	the	the	DET
bracis-28428	252	6	trained	train	VERB
bracis-28428	252	7	models	model	NOUN
bracis-28428	252	8	were	be	AUX
bracis-28428	252	9	considered	consider	VERB
bracis-28428	252	10	satisfactory	satisfactory	ADJ
bracis-28428	252	11	,	,	PUNCT
bracis-28428	252	12	considering	consider	VERB
bracis-28428	252	13	that	that	SCONJ
bracis-28428	252	14	the	the	DET
bracis-28428	252	15	pre	pre	ADJ
bracis-28428	252	16	-	-	ADJ
bracis-28428	252	17	trained	train	VERB
bracis-28428	252	18	versions	version	NOUN
bracis-28428	252	19	of	of	ADP
bracis-28428	252	20	word2vec	word2vec	PROPN
bracis-28428	252	21	,	,	PUNCT
bracis-28428	252	22	bert	bert	NOUN
bracis-28428	252	23	,	,	PUNCT
bracis-28428	252	24	and	and	CCONJ
bracis-28428	252	25	doc2vec	doc2vec	NOUN
bracis-28428	252	26	were	be	AUX
bracis-28428	252	27	trained	train	VERB
bracis-28428	252	28	on	on	ADP
bracis-28428	252	29	a	a	DET
bracis-28428	252	30	much	much	ADV
bracis-28428	252	31	larger	large	ADJ
bracis-28428	252	32	corpus	corpus	NOUN
bracis-28428	252	33	with	with	ADP
bracis-28428	252	34	a	a	DET
bracis-28428	252	35	significantly	significantly	ADV
bracis-28428	252	36	larger	large	ADJ
bracis-28428	252	37	number	number	NOUN
bracis-28428	252	38	of	of	ADP
bracis-28428	252	39	tokens	token	NOUN
bracis-28428	252	40	.	.	PUNCT
bracis-28428	253	1	the	the	DET
bracis-28428	253	2	pre	pre	ADJ
bracis-28428	253	3	-	-	ADJ
bracis-28428	253	4	trained	train	VERB
bracis-28428	253	5	versions	version	NOUN
bracis-28428	253	6	of	of	ADP
bracis-28428	253	7	word2vec	word2vec	PROPN
bracis-28428	253	8	,	,	PUNCT
bracis-28428	253	9	bert	bert	NOUN
bracis-28428	253	10	,	,	PUNCT
bracis-28428	253	11	and	and	CCONJ
bracis-28428	253	12	doc2vec	doc2vec	NOUN
bracis-28428	253	13	were	be	AUX
bracis-28428	253	14	trained	train	VERB
bracis-28428	253	15	with	with	ADP
bracis-28428	253	16	1,395,926,282	1,395,926,282	NUM
bracis-28428	253	17	tokens	token	NOUN
bracis-28428	253	18	.	.	PUNCT
bracis-28428	254	1	our	our	PRON
bracis-28428	254	2	30k	30k	ADJ
bracis-28428	254	3	police	police	NOUN
bracis-28428	254	4	reports	report	NOUN
bracis-28428	254	5	are	be	AUX
bracis-28428	254	6	much	much	ADV
bracis-28428	254	7	smaller	small	ADJ
bracis-28428	254	8	(	(	PUNCT
bracis-28428	254	9	with	with	ADP
bracis-28428	254	10	2,579,815	2,579,815	NUM
bracis-28428	254	11	tokens	token	NOUN
bracis-28428	254	12	)	)	PUNCT
bracis-28428	254	13	.	.	PUNCT
bracis-28428	255	1	despite	despite	SCONJ
bracis-28428	255	2	the	the	DET
bracis-28428	255	3	smaller	small	ADJ
bracis-28428	255	4	size	size	NOUN
bracis-28428	255	5	of	of	ADP
bracis-28428	255	6	the	the	DET
bracis-28428	255	7	police	police	NOUN
bracis-28428	255	8	report	report	NOUN
bracis-28428	255	9	dataset	dataset	VERB
bracis-28428	255	10	,	,	PUNCT
bracis-28428	255	11	it	it	PRON
bracis-28428	255	12	still	still	ADV
bracis-28428	255	13	proved	prove	VERB
bracis-28428	255	14	to	to	PART
bracis-28428	255	15	be	be	AUX
bracis-28428	255	16	effective	effective	ADJ
bracis-28428	255	17	in	in	ADP
bracis-28428	255	18	capturing	capture	VERB
bracis-28428	255	19	the	the	DET
bracis-28428	255	20	relevant	relevant	ADJ
bracis-28428	255	21	patterns	pattern	NOUN
bracis-28428	255	22	and	and	CCONJ
bracis-28428	255	23	relationships	relationship	NOUN
bracis-28428	255	24	needed	need	VERB
bracis-28428	255	25	for	for	ADP
bracis-28428	255	26	the	the	DET
bracis-28428	255	27	task	task	NOUN
bracis-28428	255	28	at	at	ADP
bracis-28428	255	29	hand	hand	NOUN
bracis-28428	255	30	.	.	PUNCT
bracis-28428	256	1	this	this	PRON
bracis-28428	256	2	highlights	highlight	VERB
bracis-28428	256	3	the	the	DET
bracis-28428	256	4	importance	importance	NOUN
bracis-28428	256	5	of	of	ADP
bracis-28428	256	6	training	training	NOUN
bracis-28428	256	7	embedding	embed	VERB
bracis-28428	256	8	models	model	NOUN
bracis-28428	256	9	on	on	ADP
bracis-28428	256	10	data	datum	NOUN
bracis-28428	256	11	that	that	PRON
bracis-28428	256	12	is	be	AUX
bracis-28428	256	13	specifically	specifically	ADV
bracis-28428	256	14	relevant	relevant	ADJ
bracis-28428	256	15	to	to	ADP
bracis-28428	256	16	the	the	DET
bracis-28428	256	17	target	target	NOUN
bracis-28428	256	18	domain	domain	NOUN
bracis-28428	256	19	,	,	PUNCT
bracis-28428	256	20	as	as	SCONJ
bracis-28428	256	21	it	it	PRON
bracis-28428	256	22	can	can	AUX
bracis-28428	256	23	lead	lead	VERB
bracis-28428	256	24	to	to	ADP
bracis-28428	256	25	improved	improved	ADJ
bracis-28428	256	26	performance	performance	NOUN
bracis-28428	256	27	and	and	CCONJ
bracis-28428	256	28	accuracy	accuracy	NOUN
bracis-28428	256	29	in	in	ADP
bracis-28428	256	30	representing	represent	VERB
bracis-28428	256	31	and	and	CCONJ
bracis-28428	256	32	analyzing	analyze	VERB
bracis-28428	256	33	text	text	NOUN
bracis-28428	256	34	data	datum	NOUN
bracis-28428	256	35	(	(	PUNCT
bracis-28428	256	36	table	table	NOUN
bracis-28428	256	37	 	 	SPACE
bracis-28428	256	38	2	2	NUM
bracis-28428	256	39	)	)	PUNCT
bracis-28428	256	40	.	.	PUNCT
bracis-28428	257	1	table	table	NOUN
bracis-28428	257	2	2	2	NUM
bracis-28428	257	3	.	.	PUNCT
bracis-28428	257	4	results	result	NOUN
bracis-28428	257	5	from	from	ADP
bracis-28428	257	6	the	the	DET
bracis-28428	257	7	approaches	approach	NOUN
bracis-28428	257	8	for	for	ADP
bracis-28428	257	9	rq2full	rq2full	NOUN
bracis-28428	257	10	size	size	NOUN
bracis-28428	257	11	table	table	NOUN
bracis-28428	257	12	study	study	NOUN
bracis-28428	257	13	on	on	ADP
bracis-28428	257	14	the	the	DET
bracis-28428	257	15	results	result	NOUN
bracis-28428	257	16	of	of	ADP
bracis-28428	257	17	rq3	rq3	NOUN
bracis-28428	257	18	.	.	PUNCT
bracis-28428	258	1	the	the	DET
bracis-28428	258	2	third	third	ADJ
bracis-28428	258	3	research	research	NOUN
bracis-28428	258	4	question	question	NOUN
bracis-28428	258	5	explores	explore	VERB
bracis-28428	258	6	the	the	DET
bracis-28428	258	7	potential	potential	NOUN
bracis-28428	258	8	of	of	ADP
bracis-28428	258	9	combining	combine	VERB
bracis-28428	258	10	embeddings	embedding	NOUN
bracis-28428	258	11	to	to	PART
bracis-28428	258	12	enhance	enhance	VERB
bracis-28428	258	13	the	the	DET
bracis-28428	258	14	search	search	NOUN
bracis-28428	258	15	for	for	ADP
bracis-28428	258	16	similar	similar	ADJ
bracis-28428	258	17	police	police	NOUN
bracis-28428	258	18	reports	report	NOUN
bracis-28428	258	19	and	and	CCONJ
bracis-28428	258	20	improve	improve	VERB
bracis-28428	258	21	the	the	DET
bracis-28428	258	22	retrieval	retrieval	NOUN
bracis-28428	258	23	of	of	ADP
bracis-28428	258	24	similar	similar	ADJ
bracis-28428	258	25	reports	report	NOUN
bracis-28428	258	26	.	.	PUNCT
bracis-28428	259	1	in	in	ADP
bracis-28428	259	2	this	this	DET
bracis-28428	259	3	study	study	NOUN
bracis-28428	259	4	,	,	PUNCT
bracis-28428	259	5	the	the	DET
bracis-28428	259	6	embeddings	embedding	NOUN
bracis-28428	259	7	from	from	ADP
bracis-28428	259	8	the	the	DET
bracis-28428	259	9	use	use	NOUN
bracis-28428	259	10	model	model	NOUN
bracis-28428	259	11	and	and	CCONJ
bracis-28428	259	12	word2vec	word2vec	ADV
bracis-28428	259	13	-	-	PUNCT
bracis-28428	259	14	trained	train	VERB
bracis-28428	259	15	model	model	NOUN
bracis-28428	259	16	,	,	PUNCT
bracis-28428	259	17	both	both	PRON
bracis-28428	259	18	trained	train	VERB
bracis-28428	259	19	with	with	ADP
bracis-28428	259	20	the	the	DET
bracis-28428	259	21	30,011	30,011	NUM
bracis-28428	259	22	police	police	NOUN
bracis-28428	259	23	reports	report	NOUN
bracis-28428	259	24	,	,	PUNCT
bracis-28428	259	25	were	be	AUX
bracis-28428	259	26	combined	combine	VERB
bracis-28428	259	27	to	to	PART
bracis-28428	259	28	create	create	VERB
bracis-28428	259	29	a	a	DET
bracis-28428	259	30	new	new	ADJ
bracis-28428	259	31	embedding	embed	VERB
bracis-28428	259	32	model	model	NOUN
bracis-28428	259	33	called	call	VERB
bracis-28428	259	34	usew2v	usew2v	NOUN
bracis-28428	259	35	.	.	PUNCT
bracis-28428	260	1	to	to	PART
bracis-28428	260	2	ensure	ensure	VERB
bracis-28428	260	3	compatibility	compatibility	NOUN
bracis-28428	260	4	in	in	ADP
bracis-28428	260	5	dimensionality	dimensionality	NOUN
bracis-28428	260	6	,	,	PUNCT
bracis-28428	260	7	the	the	DET
bracis-28428	260	8	word2vec	word2vec	PROPN
bracis-28428	260	9	model	model	NOUN
bracis-28428	260	10	was	be	AUX
bracis-28428	260	11	adjusted	adjust	VERB
bracis-28428	260	12	to	to	PART
bracis-28428	260	13	generate	generate	VERB
bracis-28428	260	14	embeddings	embedding	NOUN
bracis-28428	260	15	with	with	ADP
bracis-28428	260	16	512	512	NUM
bracis-28428	260	17	dimensions	dimension	NOUN
bracis-28428	260	18	,	,	PUNCT
bracis-28428	260	19	matching	match	VERB
bracis-28428	260	20	the	the	DET
bracis-28428	260	21	dimensionality	dimensionality	NOUN
bracis-28428	260	22	of	of	ADP
bracis-28428	260	23	the	the	DET
bracis-28428	260	24	embeddings	embedding	NOUN
bracis-28428	260	25	generated	generate	VERB
bracis-28428	260	26	by	by	ADP
bracis-28428	260	27	the	the	DET
bracis-28428	260	28	use	use	NOUN
bracis-28428	260	29	model	model	NOUN
bracis-28428	260	30	.	.	PUNCT
bracis-28428	261	1	by	by	ADP
bracis-28428	261	2	combining	combine	VERB
bracis-28428	261	3	the	the	DET
bracis-28428	261	4	embeddings	embedding	NOUN
bracis-28428	261	5	of	of	ADP
bracis-28428	261	6	both	both	DET
bracis-28428	261	7	models	model	NOUN
bracis-28428	261	8	,	,	PUNCT
bracis-28428	261	9	the	the	DET
bracis-28428	261	10	usew2v	usew2v	ADJ
bracis-28428	261	11	model	model	NOUN
bracis-28428	261	12	was	be	AUX
bracis-28428	261	13	created	create	VERB
bracis-28428	261	14	.	.	PUNCT
bracis-28428	262	1	the	the	DET
bracis-28428	262	2	performance	performance	NOUN
bracis-28428	262	3	of	of	ADP
bracis-28428	262	4	the	the	DET
bracis-28428	262	5	usew2v	usew2v	ADJ
bracis-28428	262	6	model	model	NOUN
bracis-28428	262	7	was	be	AUX
bracis-28428	262	8	compared	compare	VERB
bracis-28428	262	9	against	against	ADP
bracis-28428	262	10	the	the	DET
bracis-28428	262	11	individual	individual	ADJ
bracis-28428	262	12	use	use	NOUN
bracis-28428	262	13	and	and	CCONJ
bracis-28428	262	14	word2vec	word2vec	NOUN
bracis-28428	262	15	models	model	NOUN
bracis-28428	262	16	.	.	PUNCT
bracis-28428	263	1	the	the	DET
bracis-28428	263	2	evaluation	evaluation	NOUN
bracis-28428	263	3	focused	focus	VERB
bracis-28428	263	4	on	on	ADP
bracis-28428	263	5	assessing	assess	VERB
bracis-28428	263	6	the	the	DET
bracis-28428	263	7	accuracy	accuracy	NOUN
bracis-28428	263	8	and	and	CCONJ
bracis-28428	263	9	effectiveness	effectiveness	NOUN
bracis-28428	263	10	of	of	ADP
bracis-28428	263	11	the	the	DET
bracis-28428	263	12	combined	combined	ADJ
bracis-28428	263	13	embedding	embed	VERB
bracis-28428	263	14	model	model	NOUN
bracis-28428	263	15	in	in	ADP
bracis-28428	263	16	identifying	identify	VERB
bracis-28428	263	17	similar	similar	ADJ
bracis-28428	263	18	police	police	NOUN
bracis-28428	263	19	reports	report	NOUN
bracis-28428	263	20	and	and	CCONJ
bracis-28428	263	21	retrieving	retrieve	VERB
bracis-28428	263	22	similar	similar	ADJ
bracis-28428	263	23	reports	report	NOUN
bracis-28428	263	24	.	.	PUNCT
bracis-28428	264	1	by	by	ADP
bracis-28428	264	2	combining	combine	VERB
bracis-28428	264	3	the	the	DET
bracis-28428	264	4	strengths	strength	NOUN
bracis-28428	264	5	and	and	CCONJ
bracis-28428	264	6	features	feature	NOUN
bracis-28428	264	7	of	of	ADP
bracis-28428	264	8	both	both	DET
bracis-28428	264	9	models	model	NOUN
bracis-28428	264	10	,	,	PUNCT
bracis-28428	264	11	it	it	PRON
bracis-28428	264	12	was	be	AUX
bracis-28428	264	13	expected	expect	VERB
bracis-28428	264	14	that	that	SCONJ
bracis-28428	264	15	the	the	DET
bracis-28428	264	16	usew2v	usew2v	ADJ
bracis-28428	264	17	model	model	NOUN
bracis-28428	264	18	could	could	AUX
bracis-28428	264	19	outperform	outperform	VERB
bracis-28428	264	20	the	the	DET
bracis-28428	264	21	individual	individual	ADJ
bracis-28428	264	22	models	model	NOUN
bracis-28428	264	23	in	in	ADP
bracis-28428	264	24	terms	term	NOUN
bracis-28428	264	25	of	of	ADP
bracis-28428	264	26	accuracy	accuracy	NOUN
bracis-28428	264	27	and	and	CCONJ
bracis-28428	264	28	retrieval	retrieval	NOUN
bracis-28428	264	29	performance	performance	NOUN
bracis-28428	264	30	.	.	PUNCT
bracis-28428	265	1	table	table	NOUN
bracis-28428	265	2	3	3	NUM
bracis-28428	265	3	.	.	PUNCT
bracis-28428	265	4	results	result	NOUN
bracis-28428	265	5	from	from	ADP
bracis-28428	265	6	the	the	DET
bracis-28428	265	7	approaches	approach	NOUN
bracis-28428	265	8	for	for	ADP
bracis-28428	265	9	rq3full	rq3full	NOUN
bracis-28428	265	10	size	size	NOUN
bracis-28428	265	11	table	table	NOUN
bracis-28428	265	12	table	table	NOUN
bracis-28428	265	13	 	 	SPACE
bracis-28428	265	14	3	3	NUM
bracis-28428	265	15	presents	present	VERB
bracis-28428	265	16	the	the	DET
bracis-28428	265	17	results	result	NOUN
bracis-28428	265	18	of	of	ADP
bracis-28428	265	19	the	the	DET
bracis-28428	265	20	usew2v	usew2v	ADJ
bracis-28428	265	21	models	model	NOUN
bracis-28428	265	22	(	(	PUNCT
bracis-28428	265	23	max	max	PROPN
bracis-28428	265	24	,	,	PUNCT
bracis-28428	265	25	min	min	PROPN
bracis-28428	265	26	,	,	PUNCT
bracis-28428	265	27	mean	mean	NOUN
bracis-28428	265	28	)	)	PUNCT
bracis-28428	265	29	compared	compare	VERB
bracis-28428	265	30	to	to	ADP
bracis-28428	265	31	the	the	DET
bracis-28428	265	32	individual	individual	ADJ
bracis-28428	265	33	use	use	NOUN
bracis-28428	265	34	and	and	CCONJ
bracis-28428	265	35	word2vec	word2vec	AUX
bracis-28428	265	36	models	model	NOUN
bracis-28428	265	37	for	for	ADP
bracis-28428	265	38	the	the	DET
bracis-28428	265	39	1,065	1,065	NUM
bracis-28428	265	40	police	police	NOUN
bracis-28428	265	41	reports	report	NOUN
bracis-28428	265	42	dataset	dataset	VERB
bracis-28428	265	43	.	.	PUNCT
bracis-28428	266	1	it	it	PRON
bracis-28428	266	2	can	can	AUX
bracis-28428	266	3	be	be	AUX
bracis-28428	266	4	observed	observe	VERB
bracis-28428	266	5	that	that	SCONJ
bracis-28428	266	6	the	the	DET
bracis-28428	266	7	combination	combination	NOUN
bracis-28428	266	8	of	of	ADP
bracis-28428	266	9	the	the	DET
bracis-28428	266	10	two	two	NUM
bracis-28428	266	11	best	good	ADJ
bracis-28428	266	12	embedding	embed	VERB
bracis-28428	266	13	models	model	NOUN
bracis-28428	266	14	,	,	PUNCT
bracis-28428	266	15	referred	refer	VERB
bracis-28428	266	16	to	to	ADP
bracis-28428	266	17	as	as	ADP
bracis-28428	266	18	usew2v	usew2v	ADJ
bracis-28428	266	19	models	model	NOUN
bracis-28428	266	20	,	,	PUNCT
bracis-28428	266	21	yielded	yield	VERB
bracis-28428	266	22	similar	similar	ADJ
bracis-28428	266	23	results	result	NOUN
bracis-28428	266	24	to	to	ADP
bracis-28428	266	25	those	those	PRON
bracis-28428	266	26	obtained	obtain	VERB
bracis-28428	266	27	using	use	VERB
bracis-28428	266	28	only	only	ADV
bracis-28428	266	29	the	the	DET
bracis-28428	266	30	use	use	NOUN
bracis-28428	266	31	model	model	NOUN
bracis-28428	266	32	.	.	PUNCT
bracis-28428	267	1	since	since	SCONJ
bracis-28428	267	2	the	the	DET
bracis-28428	267	3	1,065	1,065	NUM
bracis-28428	267	4	sentences	sentence	NOUN
bracis-28428	267	5	in	in	ADP
bracis-28428	267	6	the	the	DET
bracis-28428	267	7	dataset	dataset	NOUN
bracis-28428	267	8	share	share	NOUN
bracis-28428	267	9	a	a	DET
bracis-28428	267	10	similar	similar	ADJ
bracis-28428	267	11	writing	writing	NOUN
bracis-28428	267	12	syntax	syntax	NOUN
bracis-28428	267	13	,	,	PUNCT
bracis-28428	267	14	the	the	DET
bracis-28428	267	15	improvement	improvement	NOUN
bracis-28428	267	16	achieved	achieve	VERB
bracis-28428	267	17	by	by	ADP
bracis-28428	267	18	combining	combine	VERB
bracis-28428	267	19	the	the	DET
bracis-28428	267	20	two	two	NUM
bracis-28428	267	21	models	model	NOUN
bracis-28428	267	22	to	to	PART
bracis-28428	267	23	represent	represent	VERB
bracis-28428	267	24	the	the	DET
bracis-28428	267	25	sentences	sentence	NOUN
bracis-28428	267	26	was	be	AUX
bracis-28428	267	27	not	not	PART
bracis-28428	267	28	significant	significant	ADJ
bracis-28428	267	29	.	.	PUNCT
bracis-28428	268	1	however	however	ADV
bracis-28428	268	2	,	,	PUNCT
bracis-28428	268	3	it	it	PRON
bracis-28428	268	4	is	be	AUX
bracis-28428	268	5	worth	worth	ADJ
bracis-28428	268	6	noting	note	VERB
bracis-28428	268	7	that	that	SCONJ
bracis-28428	268	8	combining	combine	VERB
bracis-28428	268	9	embeddings	embedding	NOUN
bracis-28428	268	10	can	can	AUX
bracis-28428	268	11	sometimes	sometimes	ADV
bracis-28428	268	12	yield	yield	VERB
bracis-28428	268	13	results	result	NOUN
bracis-28428	268	14	that	that	PRON
bracis-28428	268	15	are	be	AUX
bracis-28428	268	16	on	on	ADP
bracis-28428	268	17	par	par	NOUN
bracis-28428	268	18	with	with	ADP
bracis-28428	268	19	or	or	CCONJ
bracis-28428	268	20	even	even	ADV
bracis-28428	268	21	better	well	ADJ
bracis-28428	268	22	than	than	ADP
bracis-28428	268	23	the	the	DET
bracis-28428	268	24	individual	individual	ADJ
bracis-28428	268	25	models	model	NOUN
bracis-28428	268	26	.	.	PUNCT
bracis-28428	269	1	this	this	DET
bracis-28428	269	2	experiment	experiment	NOUN
bracis-28428	269	3	demonstrates	demonstrate	VERB
bracis-28428	269	4	that	that	SCONJ
bracis-28428	269	5	combining	combine	VERB
bracis-28428	269	6	different	different	ADJ
bracis-28428	269	7	embedding	embed	VERB
bracis-28428	269	8	models	model	NOUN
bracis-28428	269	9	can	can	AUX
bracis-28428	269	10	be	be	AUX
bracis-28428	269	11	a	a	DET
bracis-28428	269	12	viable	viable	ADJ
bracis-28428	269	13	approach	approach	NOUN
bracis-28428	269	14	,	,	PUNCT
bracis-28428	269	15	and	and	CCONJ
bracis-28428	269	16	there	there	PRON
bracis-28428	269	17	are	be	VERB
bracis-28428	269	18	various	various	ADJ
bracis-28428	269	19	methods	method	NOUN
bracis-28428	269	20	available	available	ADJ
bracis-28428	269	21	for	for	ADP
bracis-28428	269	22	combining	combine	VERB
bracis-28428	269	23	embeddings	embedding	NOUN
bracis-28428	269	24	.	.	PUNCT
bracis-28428	270	1	exploring	explore	VERB
bracis-28428	270	2	these	these	DET
bracis-28428	270	3	options	option	NOUN
bracis-28428	270	4	and	and	CCONJ
bracis-28428	270	5	evaluating	evaluate	VERB
bracis-28428	270	6	their	their	PRON
bracis-28428	270	7	effectiveness	effectiveness	NOUN
bracis-28428	270	8	can	can	AUX
bracis-28428	270	9	be	be	AUX
bracis-28428	270	10	a	a	DET
bracis-28428	270	11	valuable	valuable	ADJ
bracis-28428	270	12	direction	direction	NOUN
bracis-28428	270	13	for	for	ADP
bracis-28428	270	14	future	future	ADJ
bracis-28428	270	15	research	research	NOUN
bracis-28428	270	16	in	in	ADP
bracis-28428	270	17	the	the	DET
bracis-28428	270	18	field	field	NOUN
bracis-28428	270	19	.	.	PUNCT
bracis-28428	271	1	5	5	NUM
bracis-28428	271	2	conclusion	conclusion	NOUN
bracis-28428	271	3	and	and	CCONJ
bracis-28428	271	4	 	 	SPACE
bracis-28428	271	5	future	future	NOUN
bracis-28428	271	6	works	work	VERB
bracis-28428	271	7	this	this	DET
bracis-28428	271	8	paper	paper	NOUN
bracis-28428	271	9	addresses	address	NOUN
bracis-28428	271	10	the	the	DET
bracis-28428	271	11	problem	problem	NOUN
bracis-28428	271	12	of	of	ADP
bracis-28428	271	13	finding	find	VERB
bracis-28428	271	14	the	the	DET
bracis-28428	271	15	most	most	ADV
bracis-28428	271	16	similar	similar	ADJ
bracis-28428	271	17	police	police	NOUN
bracis-28428	271	18	report	report	NOUN
bracis-28428	271	19	in	in	ADP
bracis-28428	271	20	a	a	DET
bracis-28428	271	21	database	database	NOUN
bracis-28428	271	22	given	give	VERB
bracis-28428	271	23	a	a	DET
bracis-28428	271	24	specific	specific	ADJ
bracis-28428	271	25	report	report	NOUN
bracis-28428	271	26	.	.	PUNCT
bracis-28428	272	1	the	the	DET
bracis-28428	272	2	goal	goal	NOUN
bracis-28428	272	3	is	be	AUX
bracis-28428	272	4	to	to	PART
bracis-28428	272	5	consider	consider	VERB
bracis-28428	272	6	not	not	PART
bracis-28428	272	7	only	only	ADV
bracis-28428	272	8	lexical	lexical	ADJ
bracis-28428	272	9	similarity	similarity	NOUN
bracis-28428	272	10	but	but	CCONJ
bracis-28428	272	11	also	also	ADV
bracis-28428	272	12	syntactic	syntactic	ADJ
bracis-28428	272	13	and	and	CCONJ
bracis-28428	272	14	semantic	semantic	ADJ
bracis-28428	272	15	similarity	similarity	NOUN
bracis-28428	272	16	.	.	PUNCT
bracis-28428	273	1	the	the	DET
bracis-28428	273	2	experiments	experiment	NOUN
bracis-28428	273	3	conducted	conduct	VERB
bracis-28428	273	4	in	in	ADP
bracis-28428	273	5	this	this	DET
bracis-28428	273	6	paper	paper	NOUN
bracis-28428	273	7	showed	show	VERB
bracis-28428	273	8	that	that	SCONJ
bracis-28428	273	9	the	the	DET
bracis-28428	273	10	use	use	NOUN
bracis-28428	273	11	model	model	NOUN
bracis-28428	273	12	,	,	PUNCT
bracis-28428	273	13	a	a	DET
bracis-28428	273	14	pre	pre	ADJ
bracis-28428	273	15	-	-	ADJ
bracis-28428	273	16	trained	train	VERB
bracis-28428	273	17	transformer	transformer	NOUN
bracis-28428	273	18	-	-	PUNCT
bracis-28428	273	19	based	base	VERB
bracis-28428	273	20	sentence	sentence	NOUN
bracis-28428	273	21	embedding	embed	VERB
bracis-28428	273	22	model	model	NOUN
bracis-28428	273	23	in	in	ADP
bracis-28428	273	24	its	its	PRON
bracis-28428	273	25	multilingual	multilingual	ADJ
bracis-28428	273	26	version	version	NOUN
bracis-28428	273	27	,	,	PUNCT
bracis-28428	273	28	outperformed	outperform	VERB
bracis-28428	273	29	the	the	DET
bracis-28428	273	30	other	other	ADJ
bracis-28428	273	31	embedding	embed	VERB
bracis-28428	273	32	models	model	NOUN
bracis-28428	273	33	.	.	PUNCT
bracis-28428	274	1	interestingly	interestingly	ADV
bracis-28428	274	2	,	,	PUNCT
bracis-28428	274	3	even	even	ADV
bracis-28428	274	4	the	the	DET
bracis-28428	274	5	raw	raw	ADJ
bracis-28428	274	6	comparison	comparison	NOUN
bracis-28428	274	7	methods	method	NOUN
bracis-28428	274	8	using	use	VERB
bracis-28428	274	9	tf	tf	PROPN
bracis-28428	274	10	-	-	PUNCT
bracis-28428	274	11	idf	idf	PROPN
bracis-28428	274	12	and	and	CCONJ
bracis-28428	274	13	jaccard	jaccard	ADJ
bracis-28428	274	14	similarity	similarity	NOUN
bracis-28428	274	15	achieved	achieve	VERB
bracis-28428	274	16	similar	similar	ADJ
bracis-28428	274	17	results	result	NOUN
bracis-28428	274	18	to	to	ADP
bracis-28428	274	19	the	the	DET
bracis-28428	274	20	use	use	NOUN
bracis-28428	274	21	model	model	NOUN
bracis-28428	274	22	.	.	PUNCT
bracis-28428	275	1	furthermore	furthermore	ADV
bracis-28428	275	2	,	,	PUNCT
bracis-28428	275	3	the	the	DET
bracis-28428	275	4	study	study	NOUN
bracis-28428	275	5	found	find	VERB
bracis-28428	275	6	that	that	SCONJ
bracis-28428	275	7	training	train	VERB
bracis-28428	275	8	an	an	DET
bracis-28428	275	9	embedding	embed	VERB
bracis-28428	275	10	model	model	NOUN
bracis-28428	275	11	with	with	ADP
bracis-28428	275	12	data	datum	NOUN
bracis-28428	275	13	from	from	ADP
bracis-28428	275	14	the	the	DET
bracis-28428	275	15	same	same	ADJ
bracis-28428	275	16	context	context	NOUN
bracis-28428	275	17	as	as	SCONJ
bracis-28428	275	18	the	the	DET
bracis-28428	275	19	target	target	NOUN
bracis-28428	275	20	dataset	dataset	NOUN
bracis-28428	275	21	is	be	AUX
bracis-28428	275	22	more	more	ADV
bracis-28428	275	23	effective	effective	ADJ
bracis-28428	275	24	than	than	ADP
bracis-28428	275	25	using	use	VERB
bracis-28428	275	26	pre	pre	ADJ
bracis-28428	275	27	-	-	ADJ
bracis-28428	275	28	trained	train	VERB
bracis-28428	275	29	embeddings	embedding	NOUN
bracis-28428	275	30	.	.	PUNCT
bracis-28428	276	1	the	the	DET
bracis-28428	276	2	paper	paper	NOUN
bracis-28428	276	3	also	also	ADV
bracis-28428	276	4	explored	explore	VERB
bracis-28428	276	5	the	the	DET
bracis-28428	276	6	combination	combination	NOUN
bracis-28428	276	7	of	of	ADP
bracis-28428	276	8	different	different	ADJ
bracis-28428	276	9	embeddings	embedding	NOUN
bracis-28428	276	10	using	use	VERB
bracis-28428	276	11	various	various	ADJ
bracis-28428	276	12	aggregation	aggregation	NOUN
bracis-28428	276	13	functions	function	NOUN
bracis-28428	276	14	such	such	ADJ
bracis-28428	276	15	as	as	ADP
bracis-28428	276	16	max	max	PROPN
bracis-28428	276	17	,	,	PUNCT
bracis-28428	276	18	min	min	PROPN
bracis-28428	276	19	,	,	PUNCT
bracis-28428	276	20	and	and	CCONJ
bracis-28428	276	21	average	average	ADJ
bracis-28428	276	22	.	.	PUNCT
bracis-28428	277	1	however	however	ADV
bracis-28428	277	2	,	,	PUNCT
bracis-28428	277	3	it	it	PRON
bracis-28428	277	4	was	be	AUX
bracis-28428	277	5	observed	observe	VERB
bracis-28428	277	6	that	that	SCONJ
bracis-28428	277	7	while	while	SCONJ
bracis-28428	277	8	combining	combine	VERB
bracis-28428	277	9	embeddings	embedding	NOUN
bracis-28428	277	10	can	can	AUX
bracis-28428	277	11	be	be	AUX
bracis-28428	277	12	competitive	competitive	ADJ
bracis-28428	277	13	with	with	ADP
bracis-28428	277	14	using	use	VERB
bracis-28428	277	15	individual	individual	ADJ
bracis-28428	277	16	models	model	NOUN
bracis-28428	277	17	,	,	PUNCT
bracis-28428	277	18	it	it	PRON
bracis-28428	277	19	might	might	AUX
bracis-28428	277	20	not	not	PART
bracis-28428	277	21	surpass	surpass	VERB
bracis-28428	277	22	their	their	PRON
bracis-28428	277	23	performance	performance	NOUN
bracis-28428	277	24	as	as	SCONJ
bracis-28428	277	25	expected	expect	VERB
bracis-28428	277	26	.	.	PUNCT
bracis-28428	278	1	future	future	ADJ
bracis-28428	278	2	directions	direction	NOUN
bracis-28428	278	3	for	for	ADP
bracis-28428	278	4	research	research	NOUN
bracis-28428	278	5	include	include	VERB
bracis-28428	278	6	evaluating	evaluate	VERB
bracis-28428	278	7	the	the	DET
bracis-28428	278	8	proposed	propose	VERB
bracis-28428	278	9	approaches	approach	NOUN
bracis-28428	278	10	with	with	ADP
bracis-28428	278	11	different	different	ADJ
bracis-28428	278	12	datasets	dataset	NOUN
bracis-28428	278	13	,	,	PUNCT
bracis-28428	278	14	exploring	explore	VERB
bracis-28428	278	15	embeddings	embedding	NOUN
bracis-28428	278	16	from	from	ADP
bracis-28428	278	17	different	different	ADJ
bracis-28428	278	18	architectures	architecture	NOUN
bracis-28428	278	19	like	like	ADP
bracis-28428	278	20	graph	graph	NOUN
bracis-28428	278	21	embeddings	embedding	NOUN
bracis-28428	278	22	,	,	PUNCT
bracis-28428	278	23	and	and	CCONJ
bracis-28428	278	24	investigating	investigate	VERB
bracis-28428	278	25	metrics	metric	NOUN
bracis-28428	278	26	to	to	PART
bracis-28428	278	27	compare	compare	VERB
bracis-28428	278	28	embeddings	embedding	NOUN
bracis-28428	278	29	and	and	CCONJ
bracis-28428	278	30	assess	assess	VERB
bracis-28428	278	31	their	their	PRON
bracis-28428	278	32	suitability	suitability	NOUN
bracis-28428	278	33	for	for	ADP
bracis-28428	278	34	specific	specific	ADJ
bracis-28428	278	35	datasets	dataset	NOUN
bracis-28428	278	36	and	and	CCONJ
bracis-28428	278	37	machine	machine	NOUN
bracis-28428	278	38	learning	learning	NOUN
bracis-28428	278	39	problems	problem	NOUN
bracis-28428	278	40	.	.	PUNCT
bracis-28428	279	1	these	these	DET
bracis-28428	279	2	directions	direction	NOUN
bracis-28428	279	3	can	can	AUX
bracis-28428	279	4	contribute	contribute	VERB
bracis-28428	279	5	to	to	ADP
bracis-28428	279	6	further	further	ADJ
bracis-28428	279	7	advancements	advancement	NOUN
bracis-28428	279	8	in	in	ADP
bracis-28428	279	9	the	the	DET
bracis-28428	279	10	field	field	NOUN
bracis-28428	279	11	of	of	ADP
bracis-28428	279	12	similarity	similarity	NOUN
bracis-28428	279	13	search	search	NOUN
bracis-28428	279	14	and	and	CCONJ
bracis-28428	279	15	text	text	NOUN
bracis-28428	279	16	representation	representation	NOUN
bracis-28428	279	17	.	.	PUNCT
bracis-28428	280	1	another	another	DET
bracis-28428	280	2	potential	potential	ADJ
bracis-28428	280	3	future	future	ADJ
bracis-28428	280	4	direction	direction	NOUN
bracis-28428	280	5	is	be	AUX
bracis-28428	280	6	to	to	PART
bracis-28428	280	7	explore	explore	VERB
bracis-28428	280	8	the	the	DET
bracis-28428	280	9	utilization	utilization	NOUN
bracis-28428	280	10	of	of	ADP
bracis-28428	280	11	our	our	PRON
bracis-28428	280	12	dataset	dataset	NOUN
bracis-28428	280	13	with	with	ADP
bracis-28428	280	14	30,011	30,011	NUM
bracis-28428	280	15	police	police	NOUN
bracis-28428	280	16	reports	report	NOUN
bracis-28428	280	17	for	for	ADP
bracis-28428	280	18	fine	fine	ADV
bracis-28428	280	19	-	-	PUNCT
bracis-28428	280	20	tuning	tune	VERB
bracis-28428	280	21	the	the	DET
bracis-28428	280	22	models	model	NOUN
bracis-28428	280	23	studied	study	VERB
bracis-28428	280	24	in	in	ADP
bracis-28428	280	25	the	the	DET
bracis-28428	280	26	first	first	ADJ
bracis-28428	280	27	research	research	NOUN
bracis-28428	280	28	question	question	NOUN
bracis-28428	280	29	.	.	PUNCT
bracis-28428	281	1	another	another	DET
bracis-28428	281	2	suggestion	suggestion	NOUN
bracis-28428	281	3	about	about	ADP
bracis-28428	281	4	combining	combine	VERB
bracis-28428	281	5	embeddings	embedding	NOUN
bracis-28428	281	6	would	would	AUX
bracis-28428	281	7	be	be	AUX
bracis-28428	281	8	to	to	PART
bracis-28428	281	9	concatenate	concatenate	VERB
bracis-28428	281	10	two	two	NUM
bracis-28428	281	11	embeddings	embedding	NOUN
bracis-28428	281	12	generated	generate	VERB
bracis-28428	281	13	by	by	ADP
bracis-28428	281	14	different	different	ADJ
bracis-28428	281	15	models	model	NOUN
bracis-28428	281	16	and	and	CCONJ
bracis-28428	281	17	assess	assess	VERB
bracis-28428	281	18	whether	whether	SCONJ
bracis-28428	281	19	it	it	PRON
bracis-28428	281	20	is	be	AUX
bracis-28428	281	21	possible	possible	ADJ
bracis-28428	281	22	to	to	PART
bracis-28428	281	23	obtain	obtain	VERB
bracis-28428	281	24	a	a	DET
bracis-28428	281	25	better	well	ADJ
bracis-28428	281	26	representation	representation	NOUN
bracis-28428	281	27	.	.	PUNCT
bracis-28428	282	1	notes	note	VERB
bracis-28428	282	2	1.available	1.available	NUM
bracis-28428	282	3	at	at	ADP
bracis-28428	282	4	https://huggingface.co/neuralmind/bert-base-portuguese-cased	https://huggingface.co/neuralmind/bert-base-portuguese-cased	ADJ
bracis-28428	282	5	.	.	PUNCT
bracis-28428	283	1	2.available	2.available	NUM
bracis-28428	283	2	at	at	ADP
bracis-28428	283	3	https://nilc.icmc.usp.br/embeddings	https://nilc.icmc.usp.br/embedding	NOUN
bracis-28428	283	4	.	.	PUNCT
bracis-28428	284	1	3.https://shorturl.at/lmcxy	3.https://shorturl.at/lmcxy	NUM
bracis-28428	284	2	.	.	PUNCT
bracis-28428	285	1	references	reference	NOUN
bracis-28428	285	2	akbik	akbik	PROPN
bracis-28428	285	3	,	,	PUNCT
bracis-28428	285	4	a.	a.	PROPN
bracis-28428	285	5	,	,	PUNCT
bracis-28428	285	6	bergmann	bergmann	PROPN
bracis-28428	285	7	,	,	PUNCT
bracis-28428	285	8	t.	t.	PROPN
bracis-28428	285	9	,	,	PUNCT
bracis-28428	285	10	blythe	blythe	PROPN
bracis-28428	285	11	,	,	PUNCT
bracis-28428	285	12	d.	d.	PROPN
bracis-28428	285	13	,	,	PUNCT
bracis-28428	285	14	rasul	rasul	PROPN
bracis-28428	285	15	,	,	PUNCT
bracis-28428	285	16	k.	k.	PROPN
bracis-28428	285	17	,	,	PUNCT
bracis-28428	285	18	schweter	schweter	ADV
bracis-28428	285	19	,	,	PUNCT
bracis-28428	285	20	s.	s.	PROPN
bracis-28428	285	21	,	,	PUNCT
bracis-28428	285	22	vollgraf	vollgraf	PROPN
bracis-28428	285	23	,	,	PUNCT
bracis-28428	285	24	r.	r.	PROPN
bracis-28428	285	25	:	:	PUNCT
bracis-28428	285	26	flair	flair	NOUN
bracis-28428	285	27	:	:	PUNCT
bracis-28428	285	28	an	an	DET
bracis-28428	285	29	easy	easy	ADJ
bracis-28428	285	30	-	-	PUNCT
bracis-28428	285	31	to	to	ADP
bracis-28428	285	32	-	-	PUNCT
bracis-28428	285	33	use	use	VERB
bracis-28428	285	34	framework	framework	NOUN
bracis-28428	285	35	for	for	ADP
bracis-28428	285	36	state	state	NOUN
bracis-28428	285	37	-	-	PUNCT
bracis-28428	285	38	of	of	ADP
bracis-28428	285	39	-	-	PUNCT
bracis-28428	285	40	the	the	DET
bracis-28428	285	41	-	-	PUNCT
bracis-28428	285	42	art	art	NOUN
bracis-28428	285	43	nlp	nlp	NOUN
bracis-28428	285	44	.	.	PUNCT
bracis-28428	286	1	in	in	ADP
bracis-28428	286	2	:	:	PUNCT
bracis-28428	286	3	proceedings	proceeding	NOUN
bracis-28428	286	4	of	of	ADP
bracis-28428	286	5	naacl	naacl	PROPN
bracis-28428	286	6	(	(	PUNCT
bracis-28428	286	7	demonstrations	demonstration	NOUN
bracis-28428	286	8	)	)	PUNCT
bracis-28428	286	9	,	,	PUNCT
bracis-28428	286	10	pp	pp	ADV
bracis-28428	286	11	.	.	PUNCT
bracis-28428	287	1	54–59	54–59	NUM
bracis-28428	287	2	(	(	PUNCT
bracis-28428	287	3	2019	2019	NUM
bracis-28428	287	4	)	)	PUNCT
bracis-28428	287	5	google	google	NOUN
bracis-28428	287	6	scholar	scholar	NOUN
bracis-28428	287	7	  	  	SPACE
bracis-28428	287	8	boggust	boggust	PROPN
bracis-28428	287	9	,	,	PUNCT
bracis-28428	287	10	a.	a.	NOUN
bracis-28428	287	11	,	,	PUNCT
bracis-28428	287	12	carter	carter	PROPN
bracis-28428	287	13	,	,	PUNCT
bracis-28428	287	14	b.	b.	PROPN
bracis-28428	287	15	,	,	PUNCT
bracis-28428	287	16	satyanarayan	satyanarayan	ADJ
bracis-28428	287	17	,	,	PUNCT
bracis-28428	287	18	a.	a.	NOUN
bracis-28428	287	19	:	:	PUNCT
bracis-28428	287	20	embedding	embed	VERB
bracis-28428	287	21	comparator	comparator	NOUN
bracis-28428	287	22	:	:	PUNCT
bracis-28428	287	23	visualizing	visualize	VERB
bracis-28428	287	24	differences	difference	NOUN
bracis-28428	287	25	in	in	ADP
bracis-28428	287	26	global	global	ADJ
bracis-28428	287	27	structure	structure	NOUN
bracis-28428	287	28	and	and	CCONJ
bracis-28428	287	29	local	local	ADJ
bracis-28428	287	30	neighborhoods	neighborhood	NOUN
bracis-28428	287	31	via	via	ADP
bracis-28428	287	32	small	small	ADJ
bracis-28428	287	33	multiples	multiple	NOUN
bracis-28428	287	34	.	.	PUNCT
bracis-28428	288	1	in	in	ADP
bracis-28428	288	2	:	:	PUNCT
bracis-28428	288	3	27th	27th	ADJ
bracis-28428	288	4	international	international	ADJ
bracis-28428	288	5	conference	conference	NOUN
bracis-28428	288	6	on	on	ADP
bracis-28428	288	7	intelligent	intelligent	ADJ
bracis-28428	288	8	user	user	NOUN
bracis-28428	288	9	interfaces	interface	NOUN
bracis-28428	288	10	,	,	PUNCT
bracis-28428	288	11	pp	pp	ADJ
bracis-28428	288	12	.	.	PUNCT
bracis-28428	289	1	746–766	746–766	NUM
bracis-28428	289	2	(	(	PUNCT
bracis-28428	289	3	2022	2022	NUM
bracis-28428	289	4	)	)	PUNCT
bracis-28428	289	5	google	google	PROPN
bracis-28428	289	6	scholar	scholar	NOUN
bracis-28428	289	7	  	  	SPACE
bracis-28428	289	8	cer	cer	PROPN
bracis-28428	289	9	,	,	PUNCT
bracis-28428	289	10	d.	d.	PROPN
bracis-28428	289	11	,	,	PUNCT
bracis-28428	289	12	et	et	PROPN
bracis-28428	289	13	al	al	PROPN
bracis-28428	289	14	.	.	PUNCT
bracis-28428	289	15	:	:	PUNCT
bracis-28428	290	1	universal	universal	ADJ
bracis-28428	290	2	sentence	sentence	NOUN
bracis-28428	290	3	encoder	encoder	NOUN
bracis-28428	290	4	.	.	PUNCT
bracis-28428	291	1	arxiv	arxiv	PROPN
bracis-28428	291	2	preprint	preprint	NOUN
bracis-28428	291	3	arxiv:1803.11175	arxiv:1803.11175	NOUN
bracis-28428	291	4	(	(	PUNCT
bracis-28428	291	5	2018	2018	NUM
bracis-28428	291	6	)	)	PUNCT
bracis-28428	291	7	chollet	chollet	NOUN
bracis-28428	291	8	,	,	PUNCT
bracis-28428	291	9	f.	f.	PROPN
bracis-28428	291	10	:	:	PUNCT
bracis-28428	291	11	deep	deep	ADJ
bracis-28428	291	12	learning	learn	VERB
bracis-28428	291	13	with	with	ADP
bracis-28428	291	14	python	python	PROPN
bracis-28428	291	15	.	.	PUNCT
bracis-28428	292	1	simon	simon	PROPN
bracis-28428	292	2	and	and	CCONJ
bracis-28428	292	3	schuster	schuster	PROPN
bracis-28428	292	4	(	(	PUNCT
bracis-28428	292	5	2021	2021	NUM
bracis-28428	292	6	)	)	PUNCT
bracis-28428	292	7	google	google	NOUN
bracis-28428	292	8	scholar	scholar	NOUN
bracis-28428	292	9	  	  	SPACE
bracis-28428	292	10	conneau	conneau	NOUN
bracis-28428	292	11	,	,	PUNCT
bracis-28428	292	12	a.	a.	NOUN
bracis-28428	292	13	,	,	PUNCT
bracis-28428	292	14	kiela	kiela	PROPN
bracis-28428	292	15	,	,	PUNCT
bracis-28428	292	16	d.	d.	PROPN
bracis-28428	292	17	,	,	PUNCT
bracis-28428	292	18	schwenk	schwenk	PROPN
bracis-28428	292	19	,	,	PUNCT
bracis-28428	292	20	h.	h.	PROPN
bracis-28428	292	21	,	,	PUNCT
bracis-28428	292	22	barrault	barrault	PROPN
bracis-28428	292	23	,	,	PUNCT
bracis-28428	292	24	l.	l.	PROPN
bracis-28428	292	25	,	,	PUNCT
bracis-28428	292	26	bordes	borde	NOUN
bracis-28428	292	27	,	,	PUNCT
bracis-28428	292	28	a.	a.	NOUN
bracis-28428	292	29	:	:	PUNCT
bracis-28428	292	30	supervised	supervised	ADJ
bracis-28428	292	31	learning	learning	NOUN
bracis-28428	292	32	of	of	ADP
bracis-28428	292	33	universal	universal	ADJ
bracis-28428	292	34	sentence	sentence	NOUN
bracis-28428	292	35	representations	representation	NOUN
bracis-28428	292	36	from	from	ADP
bracis-28428	292	37	natural	natural	ADJ
bracis-28428	292	38	language	language	NOUN
bracis-28428	292	39	inference	inference	NOUN
bracis-28428	292	40	data	datum	NOUN
bracis-28428	292	41	.	.	PUNCT
bracis-28428	293	1	in	in	ADP
bracis-28428	293	2	:	:	PUNCT
bracis-28428	293	3	proceedings	proceeding	NOUN
bracis-28428	293	4	of	of	ADP
bracis-28428	293	5	the	the	DET
bracis-28428	293	6	2017	2017	NUM
bracis-28428	293	7	emnlp	emnlp	NOUN
bracis-28428	293	8	,	,	PUNCT
bracis-28428	293	9	pp	pp	ADJ
bracis-28428	293	10	.	.	PUNCT
bracis-28428	294	1	670–680	670–680	NUM
bracis-28428	294	2	(	(	PUNCT
bracis-28428	294	3	2017	2017	NUM
bracis-28428	294	4	)	)	PUNCT
bracis-28428	294	5	google	google	PROPN
bracis-28428	294	6	scholar	scholar	NOUN
bracis-28428	294	7	  	  	SPACE
bracis-28428	294	8	do	do	VERB
bracis-28428	294	9	,	,	PUNCT
bracis-28428	294	10	p.	p.	PROPN
bracis-28428	294	11	,	,	PUNCT
bracis-28428	294	12	pham	pham	PROPN
bracis-28428	294	13	,	,	PUNCT
bracis-28428	294	14	p.	p.	NOUN
bracis-28428	294	15	:	:	PUNCT
bracis-28428	295	1	w	w	X
bracis-28428	295	2	-	-	PUNCT
bracis-28428	295	3	kg2vec	kg2vec	NOUN
bracis-28428	295	4	:	:	PUNCT
bracis-28428	295	5	a	a	DET
bracis-28428	295	6	weighted	weight	VERB
bracis-28428	295	7	text	text	NOUN
bracis-28428	295	8	-	-	PUNCT
bracis-28428	295	9	enhanced	enhance	VERB
bracis-28428	295	10	meta	meta	ADJ
bracis-28428	295	11	-	-	PUNCT
bracis-28428	295	12	path	path	NOUN
bracis-28428	295	13	-	-	PUNCT
bracis-28428	295	14	based	base	VERB
bracis-28428	295	15	knowledge	knowledge	NOUN
bracis-28428	295	16	graph	graph	NOUN
bracis-28428	295	17	embedding	embed	VERB
bracis-28428	295	18	for	for	ADP
bracis-28428	295	19	similarity	similarity	NOUN
bracis-28428	295	20	search	search	NOUN
bracis-28428	295	21	.	.	PUNCT
bracis-28428	296	1	neural	neural	ADJ
bracis-28428	296	2	comput	comput	NOUN
bracis-28428	296	3	.	.	PUNCT
bracis-28428	297	1	appl	appl	PROPN
bracis-28428	297	2	.	.	PUNCT
bracis-28428	298	1	33(23	33(23	NOUN
bracis-28428	298	2	)	)	PUNCT
bracis-28428	298	3	,	,	PUNCT
bracis-28428	298	4	16533–16555	16533–16555	NUM
bracis-28428	298	5	(	(	PUNCT
bracis-28428	298	6	2021	2021	NUM
bracis-28428	298	7	)	)	PUNCT
bracis-28428	298	8	article	article	NOUN
bracis-28428	298	9	  	  	SPACE
bracis-28428	298	10	google	google	PROPN
bracis-28428	298	11	scholar	scholar	NOUN
bracis-28428	298	12	  	  	SPACE
bracis-28428	298	13	feng	feng	PROPN
bracis-28428	298	14	,	,	PUNCT
bracis-28428	298	15	f.	f.	PROPN
bracis-28428	298	16	,	,	PUNCT
bracis-28428	298	17	yang	yang	PROPN
bracis-28428	298	18	,	,	PUNCT
bracis-28428	298	19	y.	y.	PROPN
bracis-28428	298	20	,	,	PUNCT
bracis-28428	298	21	cer	cer	PROPN
bracis-28428	298	22	,	,	PUNCT
bracis-28428	298	23	d.	d.	PROPN
bracis-28428	298	24	,	,	PUNCT
bracis-28428	298	25	arivazhagan	arivazhagan	VERB
bracis-28428	298	26	,	,	PUNCT
bracis-28428	298	27	n.	n.	PROPN
bracis-28428	298	28	,	,	PUNCT
bracis-28428	298	29	wang	wang	PROPN
bracis-28428	298	30	,	,	PUNCT
bracis-28428	298	31	w.	w.	PROPN
bracis-28428	298	32	:	:	PUNCT
bracis-28428	298	33	language	language	NOUN
bracis-28428	298	34	-	-	PUNCT
bracis-28428	298	35	agnostic	agnostic	ADJ
bracis-28428	298	36	bert	bert	NOUN
bracis-28428	298	37	sentence	sentence	NOUN
bracis-28428	298	38	embedding	embed	VERB
bracis-28428	298	39	.	.	PUNCT
bracis-28428	299	1	arxiv	arxiv	PROPN
bracis-28428	299	2	preprint	preprint	VERB
bracis-28428	299	3	arxiv:2007.01852	arxiv:2007.01852	NUM
bracis-28428	299	4	(	(	PUNCT
bracis-28428	299	5	2020	2020	NUM
bracis-28428	299	6	)	)	PUNCT
bracis-28428	299	7	ghannay	ghannay	PROPN
bracis-28428	299	8	,	,	PUNCT
bracis-28428	299	9	s.	s.	PROPN
bracis-28428	299	10	,	,	PUNCT
bracis-28428	299	11	favre	favre	PROPN
bracis-28428	299	12	,	,	PUNCT
bracis-28428	299	13	b.	b.	PROPN
bracis-28428	299	14	,	,	PUNCT
bracis-28428	299	15	esteve	esteve	PROPN
bracis-28428	299	16	,	,	PUNCT
bracis-28428	299	17	y.	y.	PROPN
bracis-28428	299	18	,	,	PUNCT
bracis-28428	299	19	camelin	camelin	NOUN
bracis-28428	299	20	,	,	PUNCT
bracis-28428	299	21	n.	n.	NOUN
bracis-28428	299	22	:	:	PUNCT
bracis-28428	299	23	word	word	NOUN
bracis-28428	299	24	embedding	embed	VERB
bracis-28428	299	25	evaluation	evaluation	NOUN
bracis-28428	299	26	and	and	CCONJ
bracis-28428	299	27	combination	combination	NOUN
bracis-28428	299	28	.	.	PUNCT
bracis-28428	300	1	in	in	ADP
bracis-28428	300	2	:	:	PUNCT
bracis-28428	300	3	proceedings	proceeding	NOUN
bracis-28428	300	4	of	of	ADP
bracis-28428	300	5	the	the	DET
bracis-28428	300	6	tenth	tenth	ADJ
bracis-28428	300	7	international	international	ADJ
bracis-28428	300	8	conference	conference	NOUN
bracis-28428	300	9	on	on	ADP
bracis-28428	300	10	language	language	NOUN
bracis-28428	300	11	resources	resource	NOUN
bracis-28428	300	12	and	and	CCONJ
bracis-28428	300	13	evaluation	evaluation	NOUN
bracis-28428	300	14	(	(	PUNCT
bracis-28428	300	15	lrec	lrec	PROPN
bracis-28428	300	16	2016	2016	NUM
bracis-28428	300	17	)	)	PUNCT
bracis-28428	300	18	,	,	PUNCT
bracis-28428	300	19	pp	pp	ADP
bracis-28428	300	20	.	.	PUNCT
bracis-28428	301	1	300–305	300–305	NUM
bracis-28428	301	2	(	(	PUNCT
bracis-28428	301	3	2016	2016	NUM
bracis-28428	301	4	)	)	PUNCT
bracis-28428	301	5	google	google	PROPN
bracis-28428	301	6	scholar	scholar	NOUN
bracis-28428	301	7	  	  	SPACE
bracis-28428	301	8	harris	harris	PROPN
bracis-28428	301	9	,	,	PUNCT
bracis-28428	301	10	z.s	z.s	PROPN
bracis-28428	301	11	.	.	PROPN
bracis-28428	301	12	:	:	PUNCT
bracis-28428	301	13	distributional	distributional	ADJ
bracis-28428	301	14	structure	structure	NOUN
bracis-28428	301	15	.	.	PUNCT
bracis-28428	302	1	word	word	NOUN
bracis-28428	302	2	10(2–3	10(2–3	PROPN
bracis-28428	302	3	)	)	PUNCT
bracis-28428	302	4	,	,	PUNCT
bracis-28428	302	5	146–162	146–162	NUM
bracis-28428	302	6	(	(	PUNCT
bracis-28428	302	7	1954	1954	NUM
bracis-28428	302	8	)	)	PUNCT
bracis-28428	302	9	article	article	NOUN
bracis-28428	302	10	  	  	SPACE
bracis-28428	302	11	google	google	PROPN
bracis-28428	302	12	scholar	scholar	NOUN
bracis-28428	302	13	  	  	SPACE
bracis-28428	302	14	hartmann	hartmann	PROPN
bracis-28428	302	15	,	,	PUNCT
bracis-28428	302	16	n.	n.	PROPN
bracis-28428	302	17	,	,	PUNCT
bracis-28428	302	18	fonseca	fonseca	PROPN
bracis-28428	302	19	,	,	PUNCT
bracis-28428	302	20	e.	e.	PROPN
bracis-28428	302	21	,	,	PUNCT
bracis-28428	302	22	shulby	shulby	PROPN
bracis-28428	302	23	,	,	PUNCT
bracis-28428	302	24	c.	c.	PROPN
bracis-28428	302	25	,	,	PUNCT
bracis-28428	302	26	treviso	treviso	PROPN
bracis-28428	302	27	,	,	PUNCT
bracis-28428	302	28	m.	m.	NOUN
bracis-28428	302	29	,	,	PUNCT
bracis-28428	302	30	silva	silva	PROPN
bracis-28428	302	31	,	,	PUNCT
bracis-28428	302	32	j.	j.	PROPN
bracis-28428	302	33	,	,	PUNCT
bracis-28428	302	34	aluísio	aluísio	PROPN
bracis-28428	302	35	,	,	PUNCT
bracis-28428	302	36	s.	s.	PROPN
bracis-28428	302	37	:	:	PUNCT
bracis-28428	302	38	portuguese	portuguese	ADJ
bracis-28428	302	39	word	word	NOUN
bracis-28428	302	40	embeddings	embedding	NOUN
bracis-28428	302	41	:	:	PUNCT
bracis-28428	302	42	evaluating	evaluate	VERB
bracis-28428	302	43	on	on	ADP
bracis-28428	302	44	word	word	NOUN
bracis-28428	302	45	analogies	analogy	NOUN
bracis-28428	302	46	and	and	CCONJ
bracis-28428	302	47	natural	natural	ADJ
bracis-28428	302	48	language	language	NOUN
bracis-28428	302	49	tasks	task	NOUN
bracis-28428	302	50	.	.	PUNCT
bracis-28428	303	1	in	in	ADP
bracis-28428	303	2	:	:	PUNCT
bracis-28428	303	3	proceedings	proceeding	NOUN
bracis-28428	303	4	of	of	ADP
bracis-28428	303	5	the	the	DET
bracis-28428	303	6	11th	11th	NOUN
bracis-28428	303	7	stil	stil	ADV
bracis-28428	303	8	,	,	PUNCT
bracis-28428	303	9	pp	pp	ADV
bracis-28428	303	10	.	.	PUNCT
bracis-28428	304	1	122–131	122–131	NUM
bracis-28428	304	2	(	(	PUNCT
bracis-28428	304	3	2017	2017	NUM
bracis-28428	304	4	)	)	PUNCT
bracis-28428	304	5	google	google	NOUN
bracis-28428	304	6	scholar	scholar	NOUN
bracis-28428	304	7	  	  	SPACE
bracis-28428	304	8	hjaltason	hjaltason	PROPN
bracis-28428	304	9	,	,	PUNCT
bracis-28428	304	10	g.r	g.r	PROPN
bracis-28428	304	11	.	.	PROPN
bracis-28428	304	12	,	,	PUNCT
bracis-28428	304	13	samet	samet	PROPN
bracis-28428	304	14	,	,	PUNCT
bracis-28428	304	15	h.	h.	NOUN
bracis-28428	304	16	:	:	PUNCT
bracis-28428	304	17	properties	property	NOUN
bracis-28428	304	18	of	of	ADP
bracis-28428	304	19	embedding	embed	VERB
bracis-28428	304	20	methods	method	NOUN
bracis-28428	304	21	for	for	ADP
bracis-28428	304	22	similarity	similarity	NOUN
bracis-28428	304	23	searching	search	VERB
bracis-28428	304	24	in	in	ADP
bracis-28428	304	25	metric	metric	ADJ
bracis-28428	304	26	spaces	space	NOUN
bracis-28428	304	27	.	.	PUNCT
bracis-28428	305	1	ieee	ieee	PROPN
bracis-28428	305	2	trans	trans	PROPN
bracis-28428	305	3	.	.	PUNCT
bracis-28428	305	4	pattern	pattern	PROPN
bracis-28428	305	5	anal	anal	PROPN
bracis-28428	305	6	.	.	PUNCT
bracis-28428	306	1	mach	mach	PROPN
bracis-28428	306	2	.	.	PUNCT
bracis-28428	307	1	intell	intell	PROPN
bracis-28428	307	2	.	.	PUNCT
bracis-28428	308	1	25(5	25(5	NUM
bracis-28428	308	2	)	)	PUNCT
bracis-28428	308	3	,	,	PUNCT
bracis-28428	309	1	530–549	530–549	NUM
bracis-28428	309	2	(	(	PUNCT
bracis-28428	309	3	2003	2003	NUM
bracis-28428	309	4	)	)	PUNCT
bracis-28428	309	5	article	article	NOUN
bracis-28428	309	6	  	  	SPACE
bracis-28428	309	7	google	google	PROPN
bracis-28428	309	8	scholar	scholar	NOUN
bracis-28428	309	9	  	  	SPACE
bracis-28428	309	10	imtiaz	imtiaz	PROPN
bracis-28428	309	11	,	,	PUNCT
bracis-28428	309	12	z.	z.	PROPN
bracis-28428	309	13	,	,	PUNCT
bracis-28428	309	14	umer	umer	PROPN
bracis-28428	309	15	,	,	PUNCT
bracis-28428	309	16	m.	m.	NOUN
bracis-28428	309	17	,	,	PUNCT
bracis-28428	309	18	ahmad	ahmad	PROPN
bracis-28428	309	19	,	,	PUNCT
bracis-28428	309	20	m.	m.	NOUN
bracis-28428	309	21	,	,	PUNCT
bracis-28428	309	22	ullah	ullah	PROPN
bracis-28428	309	23	,	,	PUNCT
bracis-28428	309	24	s.	s.	PROPN
bracis-28428	309	25	,	,	PUNCT
bracis-28428	309	26	choi	choi	NOUN
bracis-28428	309	27	,	,	PUNCT
bracis-28428	309	28	g.s	g.s	PROPN
bracis-28428	309	29	.	.	PROPN
bracis-28428	309	30	,	,	PUNCT
bracis-28428	309	31	mehmood	mehmood	PROPN
bracis-28428	309	32	,	,	PUNCT
bracis-28428	309	33	a.	a.	NOUN
bracis-28428	309	34	:	:	PUNCT
bracis-28428	309	35	duplicate	duplicate	VERB
bracis-28428	309	36	questions	question	NOUN
bracis-28428	309	37	pair	pair	NOUN
bracis-28428	309	38	detection	detection	NOUN
bracis-28428	309	39	using	use	VERB
bracis-28428	309	40	siamese	siamese	ADJ
bracis-28428	309	41	malstm	malstm	PROPN
bracis-28428	309	42	.	.	PUNCT
bracis-28428	310	1	ieee	ieee	PROPN
bracis-28428	310	2	access	access	NOUN
bracis-28428	310	3	8	8	NUM
bracis-28428	310	4	,	,	PUNCT
bracis-28428	310	5	21932–21942	21932–21942	NUM
bracis-28428	310	6	(	(	PUNCT
bracis-28428	310	7	2020	2020	NUM
bracis-28428	310	8	)	)	PUNCT
bracis-28428	310	9	article	article	NOUN
bracis-28428	310	10	  	  	SPACE
bracis-28428	310	11	google	google	PROPN
bracis-28428	310	12	scholar	scholar	NOUN
bracis-28428	310	13	  	  	SPACE
bracis-28428	310	14	kenton	kenton	PROPN
bracis-28428	310	15	,	,	PUNCT
bracis-28428	310	16	j.d.m.w.c	j.d.m.w.c	NOUN
bracis-28428	310	17	.	.	PROPN
bracis-28428	310	18	,	,	PUNCT
bracis-28428	310	19	toutanova	toutanova	PROPN
bracis-28428	310	20	,	,	PUNCT
bracis-28428	310	21	l.k	l.k	PROPN
bracis-28428	310	22	.	.	PROPN
bracis-28428	310	23	:	:	PUNCT
bracis-28428	311	1	bert	bert	PROPN
bracis-28428	311	2	:	:	PUNCT
bracis-28428	311	3	pre	pre	ADJ
bracis-28428	311	4	-	-	NOUN
bracis-28428	311	5	training	training	NOUN
bracis-28428	311	6	of	of	ADP
bracis-28428	311	7	deep	deep	ADJ
bracis-28428	311	8	bidirectional	bidirectional	ADJ
bracis-28428	311	9	transformers	transformer	NOUN
bracis-28428	311	10	for	for	ADP
bracis-28428	311	11	language	language	NOUN
bracis-28428	311	12	understanding	understanding	NOUN
bracis-28428	311	13	.	.	PUNCT
bracis-28428	312	1	in	in	ADP
bracis-28428	312	2	:	:	PUNCT
bracis-28428	312	3	proceedings	proceeding	NOUN
bracis-28428	312	4	of	of	ADP
bracis-28428	312	5	naacl	naacl	PROPN
bracis-28428	312	6	-	-	PUNCT
bracis-28428	312	7	hlt	hlt	NOUN
bracis-28428	312	8	,	,	PUNCT
bracis-28428	312	9	pp	pp	ADJ
bracis-28428	312	10	.	.	PUNCT
bracis-28428	313	1	4171–4186	4171–4186	NUM
bracis-28428	313	2	(	(	PUNCT
bracis-28428	313	3	2019	2019	NUM
bracis-28428	313	4	)	)	PUNCT
bracis-28428	313	5	google	google	PROPN
bracis-28428	313	6	scholar	scholar	NOUN
bracis-28428	313	7	  	  	SPACE
bracis-28428	313	8	kiros	kiros	PROPN
bracis-28428	313	9	,	,	PUNCT
bracis-28428	313	10	r.	r.	PROPN
bracis-28428	313	11	,	,	PUNCT
bracis-28428	313	12	et	et	PROPN
bracis-28428	313	13	al	al	PROPN
bracis-28428	313	14	.	.	PROPN
bracis-28428	313	15	:	:	PUNCT
bracis-28428	314	1	skip	skip	VERB
bracis-28428	314	2	-	-	PUNCT
bracis-28428	314	3	thought	think	VERB
bracis-28428	314	4	vectors	vector	NOUN
bracis-28428	314	5	.	.	PUNCT
bracis-28428	315	1	in	in	ADP
bracis-28428	315	2	:	:	PUNCT
bracis-28428	315	3	advances	advance	NOUN
bracis-28428	315	4	in	in	ADP
bracis-28428	315	5	neural	neural	ADJ
bracis-28428	315	6	information	information	NOUN
bracis-28428	315	7	processing	processing	NOUN
bracis-28428	315	8	systems	system	NOUN
bracis-28428	315	9	(	(	PUNCT
bracis-28428	315	10	nips	nip	NOUN
bracis-28428	315	11	)	)	PUNCT
bracis-28428	315	12	,	,	PUNCT
bracis-28428	315	13	pp	pp	ADJ
bracis-28428	315	14	.	.	PUNCT
bracis-28428	316	1	3294–3302	3294–3302	NUM
bracis-28428	316	2	(	(	PUNCT
bracis-28428	316	3	2015	2015	NUM
bracis-28428	316	4	)	)	PUNCT
bracis-28428	316	5	google	google	PROPN
bracis-28428	316	6	scholar	scholar	NOUN
bracis-28428	316	7	  	  	SPACE
bracis-28428	316	8	le	le	PROPN
bracis-28428	316	9	,	,	PUNCT
bracis-28428	316	10	q.	q.	PROPN
bracis-28428	316	11	,	,	PUNCT
bracis-28428	316	12	mikolov	mikolov	NOUN
bracis-28428	316	13	,	,	PUNCT
bracis-28428	316	14	t.	t.	PROPN
bracis-28428	316	15	:	:	PUNCT
bracis-28428	316	16	distributed	distribute	VERB
bracis-28428	316	17	representations	representation	NOUN
bracis-28428	316	18	of	of	ADP
bracis-28428	316	19	sentences	sentence	NOUN
bracis-28428	316	20	and	and	CCONJ
bracis-28428	316	21	documents	document	NOUN
bracis-28428	316	22	.	.	PUNCT
bracis-28428	317	1	in	in	ADP
bracis-28428	317	2	:	:	PUNCT
bracis-28428	317	3	proceedings	proceeding	NOUN
bracis-28428	317	4	of	of	ADP
bracis-28428	317	5	the	the	DET
bracis-28428	317	6	31st	31st	ADJ
bracis-28428	317	7	international	international	ADJ
bracis-28428	317	8	conference	conference	NOUN
bracis-28428	317	9	on	on	ADP
bracis-28428	317	10	machine	machine	NOUN
bracis-28428	317	11	learning	learning	NOUN
bracis-28428	317	12	(	(	PUNCT
bracis-28428	317	13	icml	icml	PROPN
bracis-28428	317	14	)	)	PUNCT
bracis-28428	317	15	,	,	PUNCT
bracis-28428	317	16	pp	pp	ADJ
bracis-28428	317	17	.	.	PUNCT
bracis-28428	317	18	1188–1196	1188–1196	NUM
bracis-28428	317	19	.	.	PUNCT
bracis-28428	318	1	pmlr	pmlr	NOUN
bracis-28428	318	2	(	(	PUNCT
bracis-28428	318	3	2014	2014	NUM
bracis-28428	318	4	)	)	PUNCT
bracis-28428	318	5	google	google	PROPN
bracis-28428	318	6	scholar	scholar	NOUN
bracis-28428	318	7	  	  	SPACE
bracis-28428	318	8	liu	liu	PROPN
bracis-28428	318	9	,	,	PUNCT
bracis-28428	318	10	y.	y.	PROPN
bracis-28428	318	11	,	,	PUNCT
bracis-28428	318	12	et	et	PROPN
bracis-28428	318	13	al	al	PROPN
bracis-28428	318	14	.	.	PUNCT
bracis-28428	318	15	:	:	PUNCT
bracis-28428	319	1	roberta	roberta	NOUN
bracis-28428	319	2	:	:	PUNCT
bracis-28428	319	3	a	a	DET
bracis-28428	319	4	robustly	robustly	ADV
bracis-28428	319	5	optimized	optimize	VERB
bracis-28428	319	6	bert	bert	NOUN
bracis-28428	319	7	pretraining	pretraine	VERB
bracis-28428	319	8	approach	approach	NOUN
bracis-28428	319	9	.	.	PUNCT
bracis-28428	320	1	arxiv	arxiv	PROPN
bracis-28428	320	2	preprint	preprint	NOUN
bracis-28428	320	3	arxiv:1907.11692	arxiv:1907.11692	NOUN
bracis-28428	320	4	(	(	PUNCT
bracis-28428	320	5	2019	2019	NUM
bracis-28428	320	6	)	)	PUNCT
bracis-28428	320	7	mikolov	mikolov	PROPN
bracis-28428	320	8	,	,	PUNCT
bracis-28428	320	9	t.	t.	PROPN
bracis-28428	320	10	,	,	PUNCT
bracis-28428	320	11	sutskever	sutskever	PROPN
bracis-28428	320	12	,	,	PUNCT
bracis-28428	320	13	i.	i.	PROPN
bracis-28428	320	14	,	,	PUNCT
bracis-28428	320	15	chen	chen	PROPN
bracis-28428	320	16	,	,	PUNCT
bracis-28428	320	17	k.	k.	PROPN
bracis-28428	320	18	,	,	PUNCT
bracis-28428	320	19	corrado	corrado	PROPN
bracis-28428	320	20	,	,	PUNCT
bracis-28428	320	21	g.s	g.s	PROPN
bracis-28428	320	22	.	.	PROPN
bracis-28428	320	23	,	,	PUNCT
bracis-28428	320	24	dean	dean	PROPN
bracis-28428	320	25	,	,	PUNCT
bracis-28428	320	26	j.	j.	PROPN
bracis-28428	320	27	:	:	PUNCT
bracis-28428	320	28	distributed	distribute	VERB
bracis-28428	320	29	representations	representation	NOUN
bracis-28428	320	30	of	of	ADP
bracis-28428	320	31	words	word	NOUN
bracis-28428	320	32	and	and	CCONJ
bracis-28428	320	33	phrases	phrase	NOUN
bracis-28428	320	34	and	and	CCONJ
bracis-28428	320	35	their	their	PRON
bracis-28428	320	36	compositionality	compositionality	NOUN
bracis-28428	320	37	.	.	PUNCT
bracis-28428	321	1	in	in	ADP
bracis-28428	321	2	:	:	PUNCT
bracis-28428	321	3	advances	advance	NOUN
bracis-28428	321	4	in	in	ADP
bracis-28428	321	5	neural	neural	ADJ
bracis-28428	321	6	information	information	NOUN
bracis-28428	321	7	processing	processing	NOUN
bracis-28428	321	8	systems	system	NOUN
bracis-28428	321	9	(	(	PUNCT
bracis-28428	321	10	nips	nip	NOUN
bracis-28428	321	11	)	)	PUNCT
bracis-28428	321	12	,	,	PUNCT
bracis-28428	321	13	pp	pp	ADJ
bracis-28428	321	14	.	.	PUNCT
bracis-28428	322	1	3111–3119	3111–3119	NUM
bracis-28428	322	2	(	(	PUNCT
bracis-28428	322	3	2013	2013	NUM
bracis-28428	322	4	)	)	PUNCT
bracis-28428	322	5	google	google	PROPN
bracis-28428	322	6	scholar	scholar	NOUN
bracis-28428	322	7	  	  	SPACE
bracis-28428	322	8	naili	naili	NOUN
bracis-28428	322	9	,	,	PUNCT
bracis-28428	322	10	m.	m.	NOUN
bracis-28428	322	11	,	,	PUNCT
bracis-28428	322	12	chaibi	chaibi	NOUN
bracis-28428	322	13	,	,	PUNCT
bracis-28428	322	14	a.h	a.h	PROPN
bracis-28428	322	15	.	.	PROPN
bracis-28428	322	16	,	,	PUNCT
bracis-28428	322	17	ghezala	ghezala	NOUN
bracis-28428	322	18	,	,	PUNCT
bracis-28428	322	19	h.h.b	h.h.b	PROPN
bracis-28428	322	20	.	.	PUNCT
bracis-28428	322	21	:	:	PUNCT
bracis-28428	323	1	comparative	comparative	ADJ
bracis-28428	323	2	study	study	NOUN
bracis-28428	323	3	of	of	ADP
bracis-28428	323	4	word	word	NOUN
bracis-28428	323	5	embedding	embed	VERB
bracis-28428	323	6	methods	method	NOUN
bracis-28428	323	7	in	in	ADP
bracis-28428	323	8	topic	topic	NOUN
bracis-28428	323	9	segmentation	segmentation	NOUN
bracis-28428	323	10	.	.	PUNCT
bracis-28428	324	1	procedia	procedia	PROPN
bracis-28428	324	2	comput	comput	PROPN
bracis-28428	324	3	.	.	PUNCT
bracis-28428	325	1	sci	sci	PROPN
bracis-28428	325	2	.	.	PROPN
bracis-28428	326	1	112	112	NUM
bracis-28428	326	2	,	,	PUNCT
bracis-28428	326	3	340–349	340–349	NUM
bracis-28428	326	4	(	(	PUNCT
bracis-28428	326	5	2017	2017	NUM
bracis-28428	326	6	)	)	PUNCT
bracis-28428	326	7	article	article	NOUN
bracis-28428	326	8	  	  	SPACE
bracis-28428	326	9	google	google	PROPN
bracis-28428	326	10	scholar	scholar	NOUN
bracis-28428	326	11	  	  	SPACE
bracis-28428	326	12	pennington	pennington	PROPN
bracis-28428	326	13	,	,	PUNCT
bracis-28428	326	14	j.	j.	PROPN
bracis-28428	326	15	,	,	PUNCT
bracis-28428	326	16	socher	socher	PROPN
bracis-28428	326	17	,	,	PUNCT
bracis-28428	326	18	r.	r.	PROPN
bracis-28428	326	19	,	,	PUNCT
bracis-28428	326	20	manning	manning	NOUN
bracis-28428	326	21	,	,	PUNCT
bracis-28428	326	22	c.d	c.d	PROPN
bracis-28428	326	23	.	.	PROPN
bracis-28428	326	24	:	:	PUNCT
bracis-28428	326	25	glove	glove	NOUN
bracis-28428	326	26	:	:	PUNCT
bracis-28428	326	27	global	global	ADJ
bracis-28428	326	28	vectors	vector	NOUN
bracis-28428	326	29	for	for	ADP
bracis-28428	326	30	word	word	NOUN
bracis-28428	326	31	representation	representation	NOUN
bracis-28428	326	32	.	.	PUNCT
bracis-28428	327	1	in	in	ADP
bracis-28428	327	2	:	:	PUNCT
bracis-28428	327	3	proceedings	proceeding	NOUN
bracis-28428	327	4	of	of	ADP
bracis-28428	327	5	the	the	DET
bracis-28428	327	6	2014	2014	NUM
bracis-28428	327	7	emnlp	emnlp	NOUN
bracis-28428	327	8	,	,	PUNCT
bracis-28428	327	9	pp	pp	ADJ
bracis-28428	327	10	.	.	PUNCT
bracis-28428	328	1	1532–1543	1532–1543	NUM
bracis-28428	328	2	(	(	PUNCT
bracis-28428	328	3	2014	2014	NUM
bracis-28428	328	4	)	)	PUNCT
bracis-28428	328	5	google	google	PROPN
bracis-28428	328	6	scholar	scholar	NOUN
bracis-28428	328	7	  	  	SPACE
bracis-28428	328	8	qiu	qiu	PROPN
bracis-28428	328	9	,	,	PUNCT
bracis-28428	328	10	y.	y.	PROPN
bracis-28428	328	11	,	,	PUNCT
bracis-28428	328	12	li	li	PROPN
bracis-28428	328	13	,	,	PUNCT
bracis-28428	328	14	h.	h.	PROPN
bracis-28428	328	15	,	,	PUNCT
bracis-28428	328	16	li	li	PROPN
bracis-28428	328	17	,	,	PUNCT
bracis-28428	328	18	s.	s.	PROPN
bracis-28428	328	19	,	,	PUNCT
bracis-28428	328	20	jiang	jiang	PROPN
bracis-28428	328	21	,	,	PUNCT
bracis-28428	328	22	y.	y.	PROPN
bracis-28428	328	23	,	,	PUNCT
bracis-28428	328	24	hu	hu	PROPN
bracis-28428	328	25	,	,	PUNCT
bracis-28428	328	26	r.	r.	PROPN
bracis-28428	328	27	,	,	PUNCT
bracis-28428	328	28	yang	yang	PROPN
bracis-28428	328	29	,	,	PUNCT
bracis-28428	328	30	l.	l.	PROPN
bracis-28428	328	31	:	:	PUNCT
bracis-28428	328	32	revisiting	revisiting	ADJ
bracis-28428	328	33	correlations	correlation	NOUN
bracis-28428	328	34	between	between	ADP
bracis-28428	328	35	intrinsic	intrinsic	ADJ
bracis-28428	328	36	and	and	CCONJ
bracis-28428	328	37	extrinsic	extrinsic	ADJ
bracis-28428	328	38	evaluations	evaluation	NOUN
bracis-28428	328	39	of	of	ADP
bracis-28428	328	40	word	word	NOUN
bracis-28428	328	41	embeddings	embedding	NOUN
bracis-28428	328	42	.	.	PUNCT
bracis-28428	329	1	in	in	ADP
bracis-28428	329	2	:	:	PUNCT
bracis-28428	329	3	sun	sun	NOUN
bracis-28428	329	4	,	,	PUNCT
bracis-28428	329	5	m.	m.	NOUN
bracis-28428	329	6	,	,	PUNCT
bracis-28428	329	7	liu	liu	PROPN
bracis-28428	329	8	,	,	PUNCT
bracis-28428	329	9	t.	t.	PROPN
bracis-28428	329	10	,	,	PUNCT
bracis-28428	329	11	wang	wang	PROPN
bracis-28428	329	12	,	,	PUNCT
bracis-28428	329	13	x.	x.	PROPN
bracis-28428	329	14	,	,	PUNCT
bracis-28428	329	15	liu	liu	PROPN
bracis-28428	329	16	,	,	PUNCT
bracis-28428	329	17	z.	z.	PROPN
bracis-28428	329	18	,	,	PUNCT
bracis-28428	329	19	liu	liu	PROPN
bracis-28428	329	20	,	,	PUNCT
bracis-28428	329	21	y.	y.	PROPN
bracis-28428	329	22	(	(	PUNCT
bracis-28428	329	23	eds	eds	PROPN
bracis-28428	329	24	.	.	PUNCT
bracis-28428	329	25	)	)	PUNCT
bracis-28428	329	26	ccl	ccl	PROPN
bracis-28428	329	27	/	/	SYM
bracis-28428	329	28	nlp	nlp	NOUN
bracis-28428	329	29	-	-	PUNCT
bracis-28428	329	30	nabd	nabd	NOUN
bracis-28428	329	31	-2018	-2018	PROPN
bracis-28428	329	32	.	.	PUNCT
bracis-28428	330	1	lncs	lncs	PROPN
bracis-28428	330	2	(	(	PUNCT
bracis-28428	330	3	lnai	lnai	ADJ
bracis-28428	330	4	)	)	PUNCT
bracis-28428	330	5	,	,	PUNCT
bracis-28428	330	6	vol	vol	NOUN
bracis-28428	330	7	.	.	NOUN
bracis-28428	330	8	11221	11221	NUM
bracis-28428	330	9	,	,	PUNCT
bracis-28428	330	10	pp	pp	ADP
bracis-28428	330	11	.	.	PUNCT
bracis-28428	331	1	209–221	209–221	NUM
bracis-28428	331	2	.	.	PUNCT
bracis-28428	332	1	springer	springer	NOUN
bracis-28428	332	2	,	,	PUNCT
bracis-28428	332	3	cham	cham	PROPN
bracis-28428	332	4	(	(	PUNCT
bracis-28428	332	5	2018	2018	NUM
bracis-28428	332	6	)	)	PUNCT
bracis-28428	332	7	.	.	PUNCT
bracis-28428	333	1	https://doi.org/10.1007/978-3-030-01716-3_18	https://doi.org/10.1007/978-3-030-01716-3_18	PROPN
bracis-28428	333	2	chapter	chapter	NOUN
bracis-28428	333	3	  	  	SPACE
bracis-28428	333	4	google	google	PROPN
bracis-28428	333	5	scholar	scholar	NOUN
bracis-28428	333	6	  	  	SPACE
bracis-28428	333	7	reimers	reimer	NOUN
bracis-28428	333	8	,	,	PUNCT
bracis-28428	333	9	n.	n.	NOUN
bracis-28428	333	10	,	,	PUNCT
bracis-28428	333	11	gurevych	gurevych	NOUN
bracis-28428	333	12	,	,	PUNCT
bracis-28428	333	13	i.	i.	NOUN
bracis-28428	333	14	:	:	PUNCT
bracis-28428	333	15	sentence	sentence	NOUN
bracis-28428	333	16	-	-	PUNCT
bracis-28428	333	17	bert	bert	PROPN
bracis-28428	333	18	:	:	PUNCT
bracis-28428	333	19	sentence	sentence	NOUN
bracis-28428	333	20	embeddings	embedding	NOUN
bracis-28428	333	21	using	use	VERB
bracis-28428	333	22	siamese	siamese	ADJ
bracis-28428	333	23	bert	bert	NOUN
bracis-28428	333	24	-	-	PUNCT
bracis-28428	333	25	networks	network	NOUN
bracis-28428	333	26	.	.	PUNCT
bracis-28428	334	1	arxiv	arxiv	PROPN
bracis-28428	334	2	preprint	preprint	NOUN
bracis-28428	334	3	arxiv:1908.10084	arxiv:1908.10084	NOUN
bracis-28428	334	4	(	(	PUNCT
bracis-28428	334	5	2019	2019	NUM
bracis-28428	334	6	)	)	PUNCT
bracis-28428	334	7	rodrigues	rodrigue	NOUN
bracis-28428	334	8	,	,	PUNCT
bracis-28428	334	9	a.c	a.c	PROPN
bracis-28428	334	10	.	.	PROPN
bracis-28428	334	11	,	,	PUNCT
bracis-28428	334	12	marcacini	marcacini	PROPN
bracis-28428	334	13	,	,	PUNCT
bracis-28428	334	14	r.m	r.m	PROPN
bracis-28428	334	15	.	.	PROPN
bracis-28428	334	16	:	:	PUNCT
bracis-28428	335	1	sentence	sentence	NOUN
bracis-28428	335	2	similarity	similarity	NOUN
bracis-28428	335	3	recognition	recognition	NOUN
bracis-28428	335	4	in	in	ADP
bracis-28428	335	5	portuguese	portuguese	PROPN
bracis-28428	335	6	from	from	ADP
bracis-28428	335	7	multiple	multiple	ADJ
bracis-28428	335	8	embedding	embed	VERB
bracis-28428	335	9	models	model	NOUN
bracis-28428	335	10	.	.	PUNCT
bracis-28428	336	1	in	in	ADP
bracis-28428	336	2	:	:	PUNCT
bracis-28428	336	3	2022	2022	NUM
bracis-28428	336	4	21st	21st	NOUN
bracis-28428	336	5	ieee	ieee	PROPN
bracis-28428	336	6	international	international	ADJ
bracis-28428	336	7	conference	conference	NOUN
bracis-28428	336	8	on	on	ADP
bracis-28428	336	9	machine	machine	NOUN
bracis-28428	336	10	learning	learning	NOUN
bracis-28428	336	11	and	and	CCONJ
bracis-28428	336	12	applications	application	NOUN
bracis-28428	336	13	(	(	PUNCT
bracis-28428	336	14	icmla	icmla	NOUN
bracis-28428	336	15	)	)	PUNCT
bracis-28428	336	16	,	,	PUNCT
bracis-28428	336	17	pp	pp	ADP
bracis-28428	336	18	.	.	PUNCT
bracis-28428	337	1	154–159	154–159	NUM
bracis-28428	337	2	.	.	PUNCT
bracis-28428	337	3	ieee	ieee	NOUN
bracis-28428	337	4	(	(	PUNCT
bracis-28428	337	5	2022	2022	NUM
bracis-28428	337	6	)	)	PUNCT
bracis-28428	337	7	google	google	NOUN
bracis-28428	337	8	scholar	scholar	NOUN
bracis-28428	337	9	  	  	SPACE
bracis-28428	337	10	shahmirzadi	shahmirzadi	NOUN
bracis-28428	337	11	,	,	PUNCT
bracis-28428	337	12	o.	o.	INTJ
bracis-28428	337	13	,	,	PUNCT
bracis-28428	337	14	lugowski	lugowski	PROPN
bracis-28428	337	15	,	,	PUNCT
bracis-28428	337	16	a.	a.	NOUN
bracis-28428	337	17	,	,	PUNCT
bracis-28428	337	18	younge	younge	PROPN
bracis-28428	337	19	,	,	PUNCT
bracis-28428	337	20	k.	k.	PROPN
bracis-28428	337	21	:	:	PUNCT
bracis-28428	337	22	text	text	NOUN
bracis-28428	337	23	similarity	similarity	NOUN
bracis-28428	337	24	in	in	ADP
bracis-28428	337	25	vector	vector	NOUN
bracis-28428	337	26	space	space	NOUN
bracis-28428	337	27	models	model	NOUN
bracis-28428	337	28	:	:	PUNCT
bracis-28428	337	29	a	a	DET
bracis-28428	337	30	comparative	comparative	ADJ
bracis-28428	337	31	study	study	NOUN
bracis-28428	337	32	.	.	PUNCT
bracis-28428	338	1	in	in	ADP
bracis-28428	338	2	:	:	PUNCT
bracis-28428	338	3	2019	2019	NUM
bracis-28428	338	4	18th	18th	ADJ
bracis-28428	338	5	ieee	ieee	NOUN
bracis-28428	338	6	icmla	icmla	NOUN
bracis-28428	338	7	,	,	PUNCT
bracis-28428	338	8	pp	pp	ADV
bracis-28428	338	9	.	.	PUNCT
bracis-28428	339	1	659–666	659–666	NUM
bracis-28428	339	2	.	.	PUNCT
bracis-28428	340	1	ieee	ieee	NOUN
bracis-28428	340	2	(	(	PUNCT
bracis-28428	340	3	2019	2019	NUM
bracis-28428	340	4	)	)	PUNCT
bracis-28428	340	5	google	google	PROPN
bracis-28428	340	6	scholar	scholar	NOUN
bracis-28428	340	7	  	  	SPACE
bracis-28428	340	8	souza	souza	PROPN
bracis-28428	340	9	,	,	PUNCT
bracis-28428	340	10	f.	f.	PROPN
bracis-28428	340	11	,	,	PUNCT
bracis-28428	340	12	nogueira	nogueira	PROPN
bracis-28428	340	13	,	,	PUNCT
bracis-28428	340	14	r.	r.	PROPN
bracis-28428	340	15	,	,	PUNCT
bracis-28428	340	16	lotufo	lotufo	PROPN
bracis-28428	340	17	,	,	PUNCT
bracis-28428	340	18	r.	r.	PROPN
bracis-28428	340	19	:	:	PUNCT
bracis-28428	340	20	bertimbau	bertimbau	PROPN
bracis-28428	340	21	:	:	PUNCT
bracis-28428	340	22	pretrained	pretraine	VERB
bracis-28428	340	23	bert	bert	NOUN
bracis-28428	340	24	models	model	NOUN
bracis-28428	340	25	for	for	ADP
bracis-28428	340	26	brazilian	brazilian	ADJ
bracis-28428	340	27	portuguese	portuguese	NOUN
bracis-28428	340	28	.	.	PUNCT
bracis-28428	341	1	in	in	ADP
bracis-28428	341	2	:	:	PUNCT
bracis-28428	341	3	9th	9th	ADJ
bracis-28428	341	4	bracis	bracis	NOUN
bracis-28428	341	5	(	(	PUNCT
bracis-28428	341	6	2020	2020	NUM
bracis-28428	341	7	)	)	PUNCT
bracis-28428	341	8	google	google	PROPN
bracis-28428	341	9	scholar	scholar	NOUN
bracis-28428	341	10	  	  	SPACE
bracis-28428	341	11	toshevska	toshevska	NOUN
bracis-28428	341	12	,	,	PUNCT
bracis-28428	341	13	m.	m.	NOUN
bracis-28428	341	14	,	,	PUNCT
bracis-28428	341	15	stojanovska	stojanovska	PROPN
bracis-28428	341	16	,	,	PUNCT
bracis-28428	341	17	f.	f.	PROPN
bracis-28428	341	18	,	,	PUNCT
bracis-28428	341	19	kalajdjieski	kalajdjieski	PROPN
bracis-28428	341	20	,	,	PUNCT
bracis-28428	341	21	j.	j.	PROPN
bracis-28428	341	22	:	:	PUNCT
bracis-28428	341	23	comparative	comparative	ADJ
bracis-28428	341	24	analysis	analysis	NOUN
bracis-28428	341	25	of	of	ADP
bracis-28428	341	26	word	word	NOUN
bracis-28428	341	27	embeddings	embedding	NOUN
bracis-28428	341	28	for	for	ADP
bracis-28428	341	29	capturing	capture	VERB
bracis-28428	341	30	word	word	NOUN
bracis-28428	341	31	similarities	similarity	NOUN
bracis-28428	341	32	.	.	PUNCT
bracis-28428	342	1	arxiv	arxiv	PROPN
bracis-28428	342	2	preprint	preprint	NOUN
bracis-28428	342	3	arxiv:2005.03812	arxiv:2005.03812	NOUN
bracis-28428	342	4	(	(	PUNCT
bracis-28428	342	5	2020	2020	NUM
bracis-28428	342	6	)	)	PUNCT
bracis-28428	342	7	zhai	zhai	PROPN
bracis-28428	342	8	,	,	PUNCT
bracis-28428	342	9	m.	m.	NOUN
bracis-28428	342	10	,	,	PUNCT
bracis-28428	342	11	tan	tan	PROPN
bracis-28428	342	12	,	,	PUNCT
bracis-28428	342	13	j.	j.	PROPN
bracis-28428	342	14	,	,	PUNCT
bracis-28428	342	15	choi	choi	PROPN
bracis-28428	342	16	,	,	PUNCT
bracis-28428	342	17	j.	j.	PROPN
bracis-28428	342	18	:	:	PUNCT
bracis-28428	342	19	intrinsic	intrinsic	ADJ
bracis-28428	342	20	and	and	CCONJ
bracis-28428	342	21	extrinsic	extrinsic	ADJ
bracis-28428	342	22	evaluations	evaluation	NOUN
bracis-28428	342	23	of	of	ADP
bracis-28428	342	24	word	word	NOUN
bracis-28428	342	25	embeddings	embedding	NOUN
bracis-28428	342	26	.	.	PUNCT
bracis-28428	343	1	in	in	ADP
bracis-28428	343	2	:	:	PUNCT
bracis-28428	343	3	proceedings	proceeding	NOUN
bracis-28428	343	4	of	of	ADP
bracis-28428	343	5	the	the	DET
bracis-28428	343	6	aaai	aaai	PROPN
bracis-28428	343	7	conference	conference	NOUN
bracis-28428	343	8	on	on	ADP
bracis-28428	343	9	artificial	artificial	ADJ
bracis-28428	343	10	intelligence	intelligence	NOUN
bracis-28428	343	11	,	,	PUNCT
bracis-28428	343	12	vol	vol	NOUN
bracis-28428	343	13	.	.	PROPN
bracis-28428	343	14	30	30	NUM
bracis-28428	343	15	(	(	PUNCT
bracis-28428	343	16	2016	2016	NUM
bracis-28428	343	17	)	)	PUNCT
bracis-28428	343	18	google	google	PROPN
bracis-28428	343	19	scholar	scholar	NOUN
bracis-28428	343	20	  	  	SPACE
bracis-28428	343	21	download	download	NOUN
bracis-28428	343	22	references	reference	NOUN
bracis-28428	343	23	acknowledgments	acknowledgment	NOUN
bracis-28428	343	24	the	the	DET
bracis-28428	343	25	research	research	NOUN
bracis-28428	343	26	reported	report	VERB
bracis-28428	343	27	in	in	ADP
bracis-28428	343	28	this	this	DET
bracis-28428	343	29	work	work	NOUN
bracis-28428	343	30	received	receive	VERB
bracis-28428	343	31	support	support	NOUN
bracis-28428	343	32	from	from	ADP
bracis-28428	343	33	the	the	DET
bracis-28428	343	34	funcap	funcap	NOUN
bracis-28428	343	35	project	project	NOUN
bracis-28428	343	36	titled	title	VERB
bracis-28428	343	37	“	"	PUNCT
bracis-28428	343	38	big	big	ADJ
bracis-28428	343	39	data	datum	NOUN
bracis-28428	343	40	platform	platform	NOUN
bracis-28428	343	41	to	to	PART
bracis-28428	343	42	accelerate	accelerate	VERB
bracis-28428	343	43	the	the	DET
bracis-28428	343	44	digital	digital	ADJ
bracis-28428	343	45	transformation	transformation	NOUN
bracis-28428	343	46	of	of	ADP
bracis-28428	343	47	ceará	ceará	NOUN
bracis-28428	343	48	state	state	NOUN
bracis-28428	343	49	"	"	PUNCT
bracis-28428	343	50	04772551/2020	04772551/2020	NUM
bracis-28428	343	51	.	.	PUNCT
bracis-28428	344	1	part	part	NOUN
bracis-28428	344	2	of	of	ADP
bracis-28428	344	3	the	the	DET
bracis-28428	344	4	results	result	NOUN
bracis-28428	344	5	presented	present	VERB
bracis-28428	344	6	in	in	ADP
bracis-28428	344	7	this	this	DET
bracis-28428	344	8	work	work	NOUN
bracis-28428	344	9	were	be	AUX
bracis-28428	344	10	also	also	ADV
bracis-28428	344	11	obtained	obtain	VERB
bracis-28428	344	12	through	through	ADP
bracis-28428	344	13	the	the	DET
bracis-28428	344	14	ufc	ufc	PROPN
bracis-28428	344	15	-	-	PUNCT
bracis-28428	344	16	fastef	fastef	PROPN
bracis-28428	344	17	31/2019	31/2019	PROPN
bracis-28428	344	18	.	.	PUNCT
bracis-28428	345	1	author	author	NOUN
bracis-28428	345	2	information	information	NOUN
bracis-28428	345	3	authors	author	NOUN
bracis-28428	345	4	and	and	CCONJ
bracis-28428	345	5	affiliations	affiliation	NOUN
bracis-28428	345	6	federal	federal	PROPN
bracis-28428	345	7	university	university	PROPN
bracis-28428	345	8	of	of	ADP
bracis-28428	345	9	ceará	ceará	NOUN
bracis-28428	345	10	,	,	PUNCT
bracis-28428	345	11	fortaleza	fortaleza	PROPN
bracis-28428	345	12	,	,	PUNCT
bracis-28428	345	13	brazil	brazil	PROPN
bracis-28428	345	14	josé	josé	PROPN
bracis-28428	345	15	alan	alan	PROPN
bracis-28428	345	16	firmiano	firmiano	PROPN
bracis-28428	345	17	araújo	araújo	PROPN
bracis-28428	345	18	,	,	PUNCT
bracis-28428	345	19	 	 	SPACE
bracis-28428	345	20	ticiana	ticiana	PROPN
bracis-28428	345	21	l.	l.	PROPN
bracis-28428	345	22	coelho	coelho	PROPN
bracis-28428	345	23	da	da	PROPN
bracis-28428	345	24	silva	silva	PROPN
bracis-28428	345	25	 	 	SPACE
bracis-28428	345	26	&	&	CCONJ
bracis-28428	345	27	 	 	SPACE
bracis-28428	345	28	atslands	atsland	VERB
bracis-28428	345	29	rego	rego	PROPN
bracis-28428	345	30	da	da	PROPN
bracis-28428	345	31	rocha	rocha	PROPN
bracis-28428	345	32	insight	insight	PROPN
bracis-28428	345	33	data	data	PROPN
bracis-28428	345	34	science	science	NOUN
bracis-28428	345	35	lab	lab	PROPN
bracis-28428	345	36	,	,	PUNCT
bracis-28428	345	37	fortaleza	fortaleza	PROPN
bracis-28428	345	38	,	,	PUNCT
bracis-28428	345	39	brazil	brazil	PROPN
bracis-28428	345	40	ticiana	ticiana	PROPN
bracis-28428	345	41	l.	l.	PROPN
bracis-28428	345	42	coelho	coelho	PROPN
bracis-28428	345	43	da	da	PROPN
bracis-28428	345	44	silva	silva	PROPN
bracis-28428	345	45	 	 	SPACE
bracis-28428	345	46	&	&	CCONJ
bracis-28428	345	47	 	 	SPACE
bracis-28428	345	48	vinicius	vinicius	PROPN
bracis-28428	345	49	cezar	cezar	PROPN
bracis-28428	345	50	monteiro	monteiro	PROPN
bracis-28428	345	51	de	de	PROPN
bracis-28428	345	52	lira	lira	PROPN
bracis-28428	345	53	authors	author	NOUN
bracis-28428	345	54	josé	josé	PROPN
bracis-28428	345	55	alan	alan	PROPN
bracis-28428	345	56	firmiano	firmiano	PROPN
bracis-28428	345	57	araújoview	araújoview	PROPN
bracis-28428	345	58	author	author	NOUN
bracis-28428	345	59	publications	publication	NOUN
bracis-28428	345	60	search	search	NOUN
bracis-28428	345	61	author	author	NOUN
bracis-28428	345	62	on	on	ADP
bracis-28428	345	63	:	:	PUNCT
bracis-28428	345	64	pubmed	pubmed	PROPN
bracis-28428	345	65	 	 	SPACE
bracis-28428	345	66	google	google	PROPN
bracis-28428	345	67	scholar	scholar	PROPN
bracis-28428	345	68	ticiana	ticiana	PROPN
bracis-28428	345	69	l.	l.	PROPN
bracis-28428	345	70	coelho	coelho	PROPN
bracis-28428	345	71	da	da	PROPN
bracis-28428	345	72	silvaview	silvaview	PROPN
bracis-28428	345	73	author	author	NOUN
bracis-28428	345	74	publications	publication	NOUN
bracis-28428	345	75	search	search	NOUN
bracis-28428	345	76	author	author	NOUN
bracis-28428	345	77	on	on	ADP
bracis-28428	345	78	:	:	PUNCT
bracis-28428	345	79	pubmed	pubmed	PROPN
bracis-28428	345	80	 	 	SPACE
bracis-28428	345	81	google	google	PROPN
bracis-28428	345	82	scholar	scholar	NOUN
bracis-28428	345	83	atslands	atsland	VERB
bracis-28428	345	84	rego	rego	PROPN
bracis-28428	345	85	da	da	PROPN
bracis-28428	345	86	rochaview	rochaview	PROPN
bracis-28428	345	87	author	author	NOUN
bracis-28428	345	88	publications	publication	NOUN
bracis-28428	345	89	search	search	NOUN
bracis-28428	345	90	author	author	NOUN
bracis-28428	345	91	on	on	ADP
bracis-28428	345	92	:	:	PUNCT
bracis-28428	345	93	pubmed	pubmed	PROPN
bracis-28428	345	94	 	 	SPACE
bracis-28428	345	95	google	google	PROPN
bracis-28428	345	96	scholar	scholar	PROPN
bracis-28428	345	97	vinicius	vinicius	PROPN
bracis-28428	345	98	cezar	cezar	PROPN
bracis-28428	345	99	monteiro	monteiro	PROPN
bracis-28428	345	100	de	de	PROPN
bracis-28428	345	101	liraview	liraview	PROPN
bracis-28428	345	102	author	author	NOUN
bracis-28428	345	103	publications	publication	NOUN
bracis-28428	345	104	search	search	NOUN
bracis-28428	345	105	author	author	NOUN
bracis-28428	345	106	on	on	ADP
bracis-28428	345	107	:	:	PUNCT
bracis-28428	345	108	pubmed	pubmed	PROPN
bracis-28428	345	109	 	 	SPACE
bracis-28428	345	110	google	google	PROPN
bracis-28428	345	111	scholar	scholar	NOUN
bracis-28428	345	112	corresponding	correspond	VERB
bracis-28428	345	113	author	author	NOUN
bracis-28428	345	114	correspondence	correspondence	NOUN
bracis-28428	345	115	to	to	ADP
bracis-28428	345	116	ticiana	ticiana	PROPN
bracis-28428	345	117	l.	l.	PROPN
bracis-28428	345	118	coelho	coelho	PROPN
bracis-28428	345	119	da	da	PROPN
bracis-28428	345	120	silva	silva	PROPN
bracis-28428	345	121	.	.	PUNCT
bracis-28428	346	1	editor	editor	NOUN
bracis-28428	346	2	information	information	NOUN
bracis-28428	346	3	editors	editor	NOUN
bracis-28428	346	4	and	and	CCONJ
bracis-28428	346	5	affiliations	affiliation	NOUN
bracis-28428	346	6	federal	federal	PROPN
bracis-28428	346	7	university	university	PROPN
bracis-28428	346	8	of	of	ADP
bracis-28428	346	9	são	são	PROPN
bracis-28428	346	10	carlos	carlos	PROPN
bracis-28428	346	11	,	,	PUNCT
bracis-28428	346	12	são	são	PROPN
bracis-28428	346	13	carlos	carlos	PROPN
bracis-28428	346	14	,	,	PUNCT
bracis-28428	346	15	brazil	brazil	PROPN
bracis-28428	346	16	murilo	murilo	PROPN
bracis-28428	346	17	c.	c.	PROPN
bracis-28428	346	18	naldi	naldi	PROPN
bracis-28428	346	19	centro	centro	PROPN
bracis-28428	346	20	universitario	universitario	PROPN
bracis-28428	346	21	da	da	PROPN
bracis-28428	346	22	fei	fei	PROPN
bracis-28428	346	23	,	,	PUNCT
bracis-28428	346	24	são	são	PROPN
bracis-28428	346	25	bernardo	bernardo	PROPN
bracis-28428	346	26	do	do	AUX
bracis-28428	346	27	campo	campo	PROPN
bracis-28428	346	28	,	,	PUNCT
bracis-28428	346	29	brazil	brazil	PROPN
bracis-28428	346	30	reinaldo	reinaldo	PROPN
bracis-28428	346	31	a.	a.	PROPN
bracis-28428	346	32	c.	c.	PROPN
bracis-28428	346	33	bianchi	bianchi	PROPN
bracis-28428	346	34	rights	right	NOUN
bracis-28428	346	35	and	and	CCONJ
bracis-28428	346	36	permissions	permission	NOUN
bracis-28428	346	37	reprints	reprint	NOUN
bracis-28428	346	38	and	and	CCONJ
bracis-28428	346	39	permissions	permission	VERB
bracis-28428	346	40	copyright	copyright	NOUN
bracis-28428	346	41	information	information	NOUN
bracis-28428	346	42	©	©	ADP
bracis-28428	346	43	2023	2023	NUM
bracis-28428	346	44	the	the	DET
bracis-28428	346	45	author(s	author(s	NOUN
bracis-28428	346	46	)	)	PUNCT
bracis-28428	346	47	,	,	PUNCT
bracis-28428	346	48	under	under	ADP
bracis-28428	346	49	exclusive	exclusive	ADJ
bracis-28428	346	50	license	license	NOUN
bracis-28428	346	51	to	to	ADP
bracis-28428	346	52	springer	springer	NOUN
bracis-28428	346	53	nature	nature	PROPN
bracis-28428	346	54	switzerland	switzerland	PROPN
bracis-28428	346	55	ag	ag	PROPN
bracis-28428	346	56	about	about	ADP
bracis-28428	346	57	this	this	DET
bracis-28428	346	58	paper	paper	NOUN
bracis-28428	346	59	cite	cite	VERB
bracis-28428	346	60	this	this	DET
bracis-28428	346	61	paper	paper	NOUN
bracis-28428	346	62	araújo	araújo	NOUN
bracis-28428	346	63	,	,	PUNCT
bracis-28428	346	64	j.a.f	j.a.f	NOUN
bracis-28428	346	65	.	.	PUNCT
bracis-28428	346	66	,	,	PUNCT
bracis-28428	346	67	coelho	coelho	PROPN
bracis-28428	346	68	da	da	PROPN
bracis-28428	346	69	silva	silva	PROPN
bracis-28428	346	70	,	,	PUNCT
bracis-28428	346	71	t.l	t.l	PROPN
bracis-28428	346	72	.	.	PROPN
bracis-28428	346	73	,	,	PUNCT
bracis-28428	346	74	da	da	PROPN
bracis-28428	346	75	rocha	rocha	PROPN
bracis-28428	346	76	,	,	PUNCT
bracis-28428	346	77	a.r	a.r	PROPN
bracis-28428	346	78	.	.	PROPN
bracis-28428	346	79	,	,	PUNCT
bracis-28428	346	80	de	de	PROPN
bracis-28428	346	81	lira	lira	PROPN
bracis-28428	346	82	,	,	PUNCT
bracis-28428	346	83	v.c.m	v.c.m	INTJ
bracis-28428	346	84	.	.	PUNCT
bracis-28428	347	1	(	(	PUNCT
bracis-28428	347	2	2023	2023	NUM
bracis-28428	347	3	)	)	PUNCT
bracis-28428	347	4	.	.	PUNCT
bracis-28428	348	1	police	police	NOUN
bracis-28428	348	2	report	report	NOUN
bracis-28428	348	3	similarity	similarity	NOUN
bracis-28428	348	4	search	search	NOUN
bracis-28428	348	5	:	:	PUNCT
bracis-28428	348	6	a	a	DET
bracis-28428	348	7	case	case	NOUN
bracis-28428	348	8	study	study	NOUN
bracis-28428	348	9	.	.	PUNCT
bracis-28428	349	1	in	in	ADP
bracis-28428	349	2	:	:	PUNCT
bracis-28428	349	3	naldi	naldi	PROPN
bracis-28428	349	4	,	,	PUNCT
bracis-28428	349	5	m.c	m.c	PROPN
bracis-28428	349	6	.	.	PROPN
bracis-28428	349	7	,	,	PUNCT
bracis-28428	349	8	bianchi	bianchi	PROPN
bracis-28428	349	9	,	,	PUNCT
bracis-28428	349	10	r.a.c	r.a.c	ADP
bracis-28428	349	11	.	.	PUNCT
bracis-28428	349	12	(	(	PUNCT
bracis-28428	349	13	eds	ed	NOUN
bracis-28428	349	14	)	)	PUNCT
bracis-28428	349	15	intelligent	intelligent	ADJ
bracis-28428	349	16	systems	system	NOUN
bracis-28428	349	17	.	.	PUNCT
bracis-28428	350	1	bracis	bracis	PROPN
bracis-28428	350	2	2023	2023	NUM
bracis-28428	350	3	.	.	PUNCT
bracis-28428	351	1	lecture	lecture	NOUN
bracis-28428	351	2	notes	note	NOUN
bracis-28428	351	3	in	in	ADP
bracis-28428	351	4	computer	computer	NOUN
bracis-28428	351	5	science	science	NOUN
bracis-28428	351	6	(	(	PUNCT
bracis-28428	351	7	)	)	PUNCT
bracis-28428	351	8	,	,	PUNCT
bracis-28428	351	9	vol	vol	NOUN
bracis-28428	351	10	14197	14197	NUM
bracis-28428	351	11	.	.	PUNCT
bracis-28428	352	1	springer	springer	NOUN
bracis-28428	352	2	,	,	PUNCT
bracis-28428	352	3	cham	cham	PROPN
bracis-28428	352	4	.	.	PUNCT
bracis-28428	353	1	https://doi.org/10.1007/978-3-031-45392-2_26	https://doi.org/10.1007/978-3-031-45392-2_26	PROPN
bracis-28428	353	2	download	download	NOUN
bracis-28428	353	3	citation	citation	NOUN
bracis-28428	353	4	.ris	.ris	PUNCT
bracis-28428	353	5	.enw	.enw	PROPN
bracis-28428	353	6	.bib	.bib	PUNCT
bracis-28428	354	1	doi	doi	PROPN
bracis-28428	354	2	:	:	PUNCT
bracis-28428	354	3	https://doi.org/10.1007/978-3-031-45392-2_26	https://doi.org/10.1007/978-3-031-45392-2_26	PROPN
bracis-28428	354	4	published	publish	VERB
bracis-28428	354	5	:	:	PUNCT
bracis-28428	354	6	12	12	NUM
bracis-28428	354	7	october	october	PROPN
bracis-28428	354	8	2023	2023	NUM
bracis-28428	354	9	publisher	publisher	NOUN
bracis-28428	354	10	name	name	NOUN
bracis-28428	354	11	:	:	PUNCT
bracis-28428	354	12	springer	springer	NOUN
bracis-28428	354	13	,	,	PUNCT
bracis-28428	354	14	cham	cham	PROPN
bracis-28428	354	15	print	print	PROPN
bracis-28428	354	16	isbn	isbn	PROPN
bracis-28428	354	17	:	:	PUNCT
bracis-28428	354	18	978	978	NUM
bracis-28428	354	19	-	-	SYM
bracis-28428	354	20	3	3	NUM
bracis-28428	354	21	-	-	PUNCT
bracis-28428	354	22	031	031	NUM
bracis-28428	354	23	-	-	PUNCT
bracis-28428	354	24	45391	45391	NUM
bracis-28428	354	25	-	-	SYM
bracis-28428	354	26	5	5	NUM
bracis-28428	354	27	online	online	ADJ
bracis-28428	354	28	isbn	isbn	NOUN
bracis-28428	354	29	:	:	PUNCT
bracis-28428	354	30	978	978	NUM
bracis-28428	354	31	-	-	SYM
bracis-28428	354	32	3	3	NUM
bracis-28428	354	33	-	-	PUNCT
bracis-28428	354	34	031	031	NUM
bracis-28428	354	35	-	-	PUNCT
bracis-28428	354	36	45392	45392	NUM
bracis-28428	354	37	-	-	SYM
bracis-28428	354	38	2	2	NUM
bracis-28428	354	39	ebook	ebook	NOUN
bracis-28428	354	40	packages	package	NOUN
bracis-28428	354	41	:	:	PUNCT
bracis-28428	354	42	computer	computer	NOUN
bracis-28428	354	43	sciencecomputer	sciencecomputer	NOUN
bracis-28428	354	44	science	science	NOUN
bracis-28428	354	45	(	(	PUNCT
bracis-28428	354	46	r0	r0	NOUN
bracis-28428	354	47	)	)	PUNCT
bracis-28428	354	48	share	share	VERB
bracis-28428	354	49	this	this	DET
bracis-28428	354	50	paper	paper	NOUN
bracis-28428	354	51	anyone	anyone	PRON
bracis-28428	354	52	you	you	PRON
bracis-28428	354	53	share	share	VERB
bracis-28428	354	54	the	the	DET
bracis-28428	354	55	following	follow	VERB
bracis-28428	354	56	link	link	NOUN
bracis-28428	354	57	with	with	ADP
bracis-28428	354	58	will	will	AUX
bracis-28428	354	59	be	be	AUX
bracis-28428	354	60	able	able	ADJ
bracis-28428	354	61	to	to	PART
bracis-28428	354	62	read	read	VERB
bracis-28428	354	63	this	this	DET
bracis-28428	354	64	content	content	NOUN
bracis-28428	354	65	:	:	PUNCT
bracis-28428	354	66	get	get	VERB
bracis-28428	354	67	shareable	shareable	ADJ
bracis-28428	354	68	linksorry	linksorry	NOUN
bracis-28428	354	69	,	,	PUNCT
bracis-28428	354	70	a	a	DET
bracis-28428	354	71	shareable	shareable	ADJ
bracis-28428	354	72	link	link	NOUN
bracis-28428	354	73	is	be	AUX
bracis-28428	354	74	not	not	PART
bracis-28428	354	75	currently	currently	ADV
bracis-28428	354	76	available	available	ADJ
bracis-28428	354	77	for	for	ADP
bracis-28428	354	78	this	this	DET
bracis-28428	354	79	article	article	NOUN
bracis-28428	354	80	.	.	PUNCT
bracis-28428	355	1	copy	copy	VERB
bracis-28428	355	2	shareable	shareable	ADJ
bracis-28428	355	3	link	link	NOUN
bracis-28428	355	4	to	to	PART
bracis-28428	355	5	clipboard	clipboard	NOUN
bracis-28428	355	6	provided	provide	VERB
bracis-28428	355	7	by	by	ADP
bracis-28428	355	8	the	the	DET
bracis-28428	355	9	springer	springer	NOUN
bracis-28428	355	10	nature	nature	PROPN
bracis-28428	355	11	sharedit	sharedit	PROPN
bracis-28428	355	12	content	content	NOUN
bracis-28428	355	13	-	-	PUNCT
bracis-28428	355	14	sharing	share	VERB
bracis-28428	355	15	initiative	initiative	NOUN
bracis-28428	355	16	publish	publish	VERB
bracis-28428	355	17	with	with	ADP
bracis-28428	355	18	us	us	PROPN
bracis-28428	355	19	policies	policy	NOUN
bracis-28428	355	20	and	and	CCONJ
bracis-28428	355	21	ethics	ethic	NOUN
bracis-28428	355	22	profiles	profile	NOUN
bracis-28428	355	23	atslands	atsland	VERB
bracis-28428	355	24	rego	rego	PROPN
bracis-28428	355	25	da	da	PROPN
bracis-28428	355	26	rocha	rocha	PROPN
bracis-28428	355	27	view	view	PROPN
bracis-28428	355	28	author	author	NOUN
bracis-28428	355	29	profile	profile	NOUN
bracis-28428	355	30	search	search	NOUN
bracis-28428	355	31	search	search	NOUN
bracis-28428	355	32	by	by	ADP
bracis-28428	355	33	keyword	keyword	NOUN
bracis-28428	355	34	or	or	CCONJ
bracis-28428	355	35	author	author	NOUN
bracis-28428	355	36	search	search	NOUN
bracis-28428	355	37	navigation	navigation	NOUN
bracis-28428	355	38	find	find	VERB
bracis-28428	355	39	a	a	DET
bracis-28428	355	40	journal	journal	NOUN
bracis-28428	355	41	publish	publish	VERB
bracis-28428	355	42	with	with	ADP
bracis-28428	355	43	us	we	PRON
bracis-28428	355	44	track	track	VERB
bracis-28428	355	45	your	your	PRON
bracis-28428	355	46	research	research	NOUN
bracis-28428	355	47	discover	discover	VERB
bracis-28428	355	48	content	content	NOUN
bracis-28428	355	49	journals	journal	NOUN
bracis-28428	355	50	a	a	DET
bracis-28428	355	51	-	-	PUNCT
bracis-28428	355	52	z	z	NOUN
bracis-28428	355	53	books	book	NOUN
bracis-28428	355	54	a	a	DET
bracis-28428	355	55	-	-	PUNCT
bracis-28428	355	56	z	z	NOUN
bracis-28428	355	57	publish	publish	NOUN
bracis-28428	355	58	with	with	ADP
bracis-28428	355	59	us	us	PROPN
bracis-28428	355	60	journal	journal	PROPN
bracis-28428	355	61	finder	finder	PROPN
bracis-28428	355	62	publish	publish	VERB
bracis-28428	355	63	your	your	PRON
bracis-28428	355	64	research	research	NOUN
bracis-28428	355	65	language	language	NOUN
bracis-28428	355	66	editing	edit	VERB
bracis-28428	355	67	open	open	ADJ
bracis-28428	355	68	access	access	NOUN
bracis-28428	355	69	publishing	publishing	NOUN
bracis-28428	355	70	products	product	NOUN
bracis-28428	355	71	and	and	CCONJ
bracis-28428	355	72	services	service	NOUN
bracis-28428	355	73	our	our	PRON
bracis-28428	355	74	products	product	NOUN
bracis-28428	355	75	librarians	librarian	VERB
bracis-28428	355	76	societies	society	NOUN
bracis-28428	355	77	partners	partner	NOUN
bracis-28428	355	78	and	and	CCONJ
bracis-28428	355	79	advertisers	advertiser	NOUN
bracis-28428	355	80	our	our	PRON
bracis-28428	355	81	brands	brand	NOUN
bracis-28428	355	82	springer	springer	NOUN
bracis-28428	355	83	nature	nature	PROPN
bracis-28428	355	84	portfolio	portfolio	PROPN
bracis-28428	355	85	bmc	bmc	PROPN
bracis-28428	355	86	palgrave	palgrave	PROPN
bracis-28428	355	87	macmillan	macmillan	PROPN
bracis-28428	355	88	apress	apress	PROPN
bracis-28428	355	89	discover	discover	VERB
bracis-28428	355	90	your	your	PRON
bracis-28428	355	91	privacy	privacy	NOUN
bracis-28428	355	92	choices	choice	NOUN
bracis-28428	355	93	/	/	SYM
bracis-28428	355	94	manage	manage	NOUN
bracis-28428	355	95	cookies	cookie	NOUN
bracis-28428	355	96	your	your	PRON
bracis-28428	355	97	us	us	PROPN
bracis-28428	356	1	state	state	NOUN
bracis-28428	356	2	privacy	privacy	NOUN
bracis-28428	356	3	rights	right	NOUN
bracis-28428	356	4	accessibility	accessibility	NOUN
bracis-28428	356	5	statement	statement	NOUN
bracis-28428	356	6	terms	term	NOUN
bracis-28428	356	7	and	and	CCONJ
bracis-28428	356	8	conditions	condition	NOUN
bracis-28428	356	9	privacy	privacy	NOUN
bracis-28428	356	10	policy	policy	NOUN
bracis-28428	356	11	help	help	NOUN
bracis-28428	356	12	and	and	CCONJ
bracis-28428	356	13	support	support	VERB
bracis-28428	356	14	legal	legal	ADJ
bracis-28428	356	15	notice	notice	NOUN
bracis-28428	356	16	cancel	cancel	VERB
bracis-28428	356	17	contracts	contract	NOUN
bracis-28428	356	18	here	here	ADV
bracis-28428	356	19	129.74.145.123	129.74.145.123	NUM
bracis-28428	356	20	hesburgh	hesburgh	PROPN
bracis-28428	356	21	library	library	PROPN
bracis-28428	356	22	er	er	INTJ
bracis-28428	356	23	unit	unit	NOUN
bracis-28428	356	24	(	(	PUNCT
bracis-28428	356	25	3005732405	3005732405	NUM
bracis-28428	356	26	)	)	PUNCT
bracis-28428	356	27	northeast	northeast	ADJ
bracis-28428	356	28	research	research	NOUN
bracis-28428	356	29	libraries	library	NOUN
bracis-28428	356	30	(	(	PUNCT
bracis-28428	356	31	nerl	nerl	PROPN
bracis-28428	356	32	)	)	PUNCT
bracis-28428	356	33	(	(	PUNCT
bracis-28428	356	34	8200828607	8200828607	NUM
bracis-28428	356	35	)	)	PUNCT
bracis-28428	356	36	nerl	nerl	VERB
bracis-28428	356	37	ta	ta	X
bracis-28428	356	38	account	account	NOUN
bracis-28428	356	39	(	(	PUNCT
bracis-28428	356	40	3006206169	3006206169	NUM
bracis-28428	356	41	)	)	PUNCT
bracis-28428	356	42	university	university	NOUN
bracis-28428	356	43	of	of	ADP
bracis-28428	356	44	notre	notre	PROPN
bracis-28428	356	45	dame	dame	PROPN
bracis-28428	356	46	hesburgh	hesburgh	PROPN
bracis-28428	356	47	library	library	NOUN
bracis-28428	356	48	(	(	PUNCT
bracis-28428	356	49	3000184373	3000184373	NUM
bracis-28428	356	50	)	)	PUNCT
bracis-28428	357	1	©	©	ADP
bracis-28428	357	2	2025	2025	NUM
bracis-28428	357	3	springer	springer	NOUN
bracis-28428	357	4	nature	nature	NOUN