id	sid	tid	token	lemma	pos
bracis-33571	1	1	dual	dual	ADJ
bracis-33571	1	2	-	-	PUNCT
bracis-33571	1	3	bandwidth	bandwidth	ADJ
bracis-33571	1	4	spectrogram	spectrogram	NOUN
bracis-33571	1	5	analysis	analysis	NOUN
bracis-33571	1	6	for	for	ADP
bracis-33571	1	7	 	 	SPACE
bracis-33571	1	8	speaker	speaker	NOUN
bracis-33571	1	9	verification	verification	NOUN
bracis-33571	1	10	|	|	NOUN
bracis-33571	1	11	springer	springer	NOUN
bracis-33571	1	12	nature	nature	PROPN
bracis-33571	1	13	link	link	PROPN
bracis-33571	1	14	(	(	PUNCT
bracis-33571	1	15	formerly	formerly	ADV
bracis-33571	1	16	springerlink	springerlink	NOUN
bracis-33571	1	17	)	)	PUNCT
bracis-33571	1	18	skip	skip	VERB
bracis-33571	1	19	to	to	ADP
bracis-33571	1	20	main	main	ADJ
bracis-33571	1	21	content	content	NOUN
bracis-33571	1	22	advertisement	advertisement	NOUN
bracis-33571	1	23	log	log	NOUN
bracis-33571	1	24	in	in	ADP
bracis-33571	1	25	menu	menu	NOUN
bracis-33571	1	26	find	find	VERB
bracis-33571	1	27	a	a	DET
bracis-33571	1	28	journal	journal	NOUN
bracis-33571	1	29	publish	publish	VERB
bracis-33571	1	30	with	with	ADP
bracis-33571	1	31	us	we	PRON
bracis-33571	1	32	track	track	VERB
bracis-33571	1	33	your	your	PRON
bracis-33571	1	34	research	research	NOUN
bracis-33571	1	35	search	search	NOUN
bracis-33571	1	36	cart	cart	NOUN
bracis-33571	1	37	home	home	NOUN
bracis-33571	1	38	intelligent	intelligent	ADJ
bracis-33571	1	39	systems	system	NOUN
bracis-33571	1	40	conference	conference	NOUN
bracis-33571	1	41	paper	paper	NOUN
bracis-33571	1	42	dual	dual	ADJ
bracis-33571	1	43	-	-	PUNCT
bracis-33571	1	44	bandwidth	bandwidth	ADJ
bracis-33571	1	45	spectrogram	spectrogram	NOUN
bracis-33571	1	46	analysis	analysis	NOUN
bracis-33571	1	47	for	for	ADP
bracis-33571	1	48	 	 	SPACE
bracis-33571	1	49	speaker	speaker	NOUN
bracis-33571	1	50	verification	verification	NOUN
bracis-33571	1	51	conference	conference	NOUN
bracis-33571	1	52	paper	paper	NOUN
bracis-33571	1	53	first	first	ADV
bracis-33571	1	54	online	online	ADV
bracis-33571	1	55	:	:	PUNCT
bracis-33571	1	56	30	30	NUM
bracis-33571	1	57	january	january	NOUN
bracis-33571	1	58	2025	2025	NUM
bracis-33571	1	59	pp	pp	PRON
bracis-33571	1	60	340–351	340–351	NUM
bracis-33571	1	61	cite	cite	VERB
bracis-33571	1	62	this	this	DET
bracis-33571	1	63	conference	conference	NOUN
bracis-33571	1	64	paper	paper	NOUN
bracis-33571	1	65	access	access	NOUN
bracis-33571	1	66	provided	provide	VERB
bracis-33571	1	67	by	by	ADP
bracis-33571	1	68	university	university	PROPN
bracis-33571	1	69	of	of	ADP
bracis-33571	1	70	notre	notre	PROPN
bracis-33571	1	71	dame	dame	PROPN
bracis-33571	1	72	hesburgh	hesburgh	PROPN
bracis-33571	1	73	library	library	PROPN
bracis-33571	1	74	download	download	PROPN
bracis-33571	1	75	book	book	NOUN
bracis-33571	1	76	pdf	pdf	PROPN
bracis-33571	1	77	download	download	NOUN
bracis-33571	1	78	book	book	NOUN
bracis-33571	1	79	epub	epub	PROPN
bracis-33571	1	80	intelligent	intelligent	ADJ
bracis-33571	1	81	systems	system	NOUN
bracis-33571	1	82	(	(	PUNCT
bracis-33571	1	83	bracis	bracis	NOUN
bracis-33571	1	84	2024	2024	NUM
bracis-33571	1	85	)	)	PUNCT
bracis-33571	1	86	dual	dual	ADJ
bracis-33571	1	87	-	-	PUNCT
bracis-33571	1	88	bandwidth	bandwidth	ADJ
bracis-33571	1	89	spectrogram	spectrogram	NOUN
bracis-33571	1	90	analysis	analysis	NOUN
bracis-33571	1	91	for	for	ADP
bracis-33571	1	92	 	 	SPACE
bracis-33571	1	93	speaker	speaker	NOUN
bracis-33571	1	94	verification	verification	NOUN
bracis-33571	1	95	download	download	NOUN
bracis-33571	1	96	book	book	NOUN
bracis-33571	1	97	pdf	pdf	PROPN
bracis-33571	1	98	download	download	NOUN
bracis-33571	1	99	book	book	PROPN
bracis-33571	1	100	epub	epub	PROPN
bracis-33571	1	101	rafaello	rafaello	PROPN
bracis-33571	1	102	virgilli9	virgilli9	PROPN
bracis-33571	1	103	,	,	PUNCT
bracis-33571	1	104	arnaldo	arnaldo	PROPN
bracis-33571	1	105	candido	candido	PROPN
bracis-33571	1	106	junior10	junior10	PROPN
bracis-33571	1	107	,	,	PUNCT
bracis-33571	1	108	augusto	augusto	PROPN
bracis-33571	1	109	seben	seben	PROPN
bracis-33571	1	110	da	da	PROPN
bracis-33571	1	111	rosa11	rosa11	PROPN
bracis-33571	1	112	,	,	PUNCT
bracis-33571	1	113	frederico	frederico	PROPN
bracis-33571	1	114	s.	s.	PROPN
bracis-33571	1	115	oliveira9	oliveira9	PROPN
bracis-33571	1	116	&	&	CCONJ
bracis-33571	1	117	…	…	PUNCT
bracis-33571	1	118	anderson	anderson	PROPN
bracis-33571	1	119	da	da	PROPN
bracis-33571	1	120	silva	silva	PROPN
bracis-33571	1	121	soares9	soares9	PROPN
bracis-33571	1	122	  	  	SPACE
bracis-33571	1	123	show	show	VERB
bracis-33571	1	124	authors	author	NOUN
bracis-33571	1	125	part	part	NOUN
bracis-33571	1	126	of	of	ADP
bracis-33571	1	127	the	the	DET
bracis-33571	1	128	book	book	NOUN
bracis-33571	1	129	series	series	NOUN
bracis-33571	1	130	:	:	PUNCT
bracis-33571	1	131	lecture	lecture	NOUN
bracis-33571	1	132	notes	note	NOUN
bracis-33571	1	133	in	in	ADP
bracis-33571	1	134	computer	computer	NOUN
bracis-33571	1	135	science	science	NOUN
bracis-33571	1	136	(	(	PUNCT
bracis-33571	1	137	(	(	PUNCT
bracis-33571	1	138	lnai	lnai	ADJ
bracis-33571	1	139	,	,	PUNCT
bracis-33571	1	140	volume	volume	NOUN
bracis-33571	1	141	15412	15412	NUM
bracis-33571	1	142	)	)	PUNCT
bracis-33571	1	143	)	)	PUNCT
bracis-33571	1	144	included	include	VERB
bracis-33571	1	145	in	in	ADP
bracis-33571	1	146	the	the	DET
bracis-33571	1	147	following	follow	VERB
bracis-33571	1	148	conference	conference	NOUN
bracis-33571	1	149	series	series	NOUN
bracis-33571	1	150	:	:	PUNCT
bracis-33571	1	151	brazilian	brazilian	ADJ
bracis-33571	1	152	conference	conference	NOUN
bracis-33571	1	153	on	on	ADP
bracis-33571	1	154	intelligent	intelligent	ADJ
bracis-33571	1	155	systems	system	NOUN
bracis-33571	1	156	483	483	NUM
bracis-33571	1	157	accesses	access	NOUN
bracis-33571	1	158	abstract	abstract	VERB
bracis-33571	1	159	the	the	DET
bracis-33571	1	160	variability	variability	NOUN
bracis-33571	1	161	of	of	ADP
bracis-33571	1	162	the	the	DET
bracis-33571	1	163	human	human	ADJ
bracis-33571	1	164	voice	voice	NOUN
bracis-33571	1	165	is	be	AUX
bracis-33571	1	166	a	a	DET
bracis-33571	1	167	challenge	challenge	NOUN
bracis-33571	1	168	for	for	ADP
bracis-33571	1	169	speaker	speaker	NOUN
bracis-33571	1	170	verification	verification	NOUN
bracis-33571	1	171	systems	system	NOUN
bracis-33571	1	172	,	,	PUNCT
bracis-33571	1	173	influenced	influence	VERB
bracis-33571	1	174	by	by	ADP
bracis-33571	1	175	individual	individual	ADJ
bracis-33571	1	176	traits	trait	NOUN
bracis-33571	1	177	and	and	CCONJ
bracis-33571	1	178	environmental	environmental	ADJ
bracis-33571	1	179	conditions	condition	NOUN
bracis-33571	1	180	.	.	PUNCT
bracis-33571	2	1	this	this	DET
bracis-33571	2	2	research	research	NOUN
bracis-33571	2	3	introduces	introduce	VERB
bracis-33571	2	4	a	a	DET
bracis-33571	2	5	novel	novel	ADJ
bracis-33571	2	6	approach	approach	NOUN
bracis-33571	2	7	that	that	PRON
bracis-33571	2	8	uses	use	VERB
bracis-33571	2	9	dual	dual	ADJ
bracis-33571	2	10	-	-	PUNCT
bracis-33571	2	11	bandwidth	bandwidth	ADJ
bracis-33571	2	12	spectrograms	spectrogram	NOUN
bracis-33571	2	13	with	with	ADP
bracis-33571	2	14	the	the	DET
bracis-33571	2	15	fast	fast	ADJ
bracis-33571	2	16	resnet-34	resnet-34	PROPN
bracis-33571	2	17	neural	neural	ADJ
bracis-33571	2	18	network	network	NOUN
bracis-33571	2	19	architecture	architecture	NOUN
bracis-33571	2	20	for	for	ADP
bracis-33571	2	21	speaker	speaker	NOUN
bracis-33571	2	22	verification	verification	NOUN
bracis-33571	2	23	.	.	PUNCT
bracis-33571	3	1	dual	dual	ADJ
bracis-33571	3	2	-	-	PUNCT
bracis-33571	3	3	bandwidth	bandwidth	ADJ
bracis-33571	3	4	spectrograms	spectrogram	NOUN
bracis-33571	3	5	are	be	AUX
bracis-33571	3	6	data	datum	NOUN
bracis-33571	3	7	structures	structure	NOUN
bracis-33571	3	8	similar	similar	ADJ
bracis-33571	3	9	to	to	ADP
bracis-33571	3	10	multi	multi	ADJ
bracis-33571	3	11	-	-	ADJ
bracis-33571	3	12	channel	channel	NOUN
bracis-33571	3	13	images	image	NOUN
bracis-33571	3	14	,	,	PUNCT
bracis-33571	3	15	generated	generate	VERB
bracis-33571	3	16	by	by	ADP
bracis-33571	3	17	stacking	stack	VERB
bracis-33571	3	18	spectrograms	spectrogram	NOUN
bracis-33571	3	19	derived	derive	VERB
bracis-33571	3	20	from	from	ADP
bracis-33571	3	21	the	the	DET
bracis-33571	3	22	same	same	ADJ
bracis-33571	3	23	audio	audio	ADJ
bracis-33571	3	24	segment	segment	NOUN
bracis-33571	3	25	using	use	VERB
bracis-33571	3	26	two	two	NUM
bracis-33571	3	27	different	different	ADJ
bracis-33571	3	28	window	window	NOUN
bracis-33571	3	29	sizes	size	NOUN
bracis-33571	3	30	.	.	PUNCT
bracis-33571	4	1	in	in	ADP
bracis-33571	4	2	this	this	DET
bracis-33571	4	3	study	study	NOUN
bracis-33571	4	4	,	,	PUNCT
bracis-33571	4	5	we	we	PRON
bracis-33571	4	6	employed	employ	VERB
bracis-33571	4	7	window	window	NOUN
bracis-33571	4	8	sizes	size	NOUN
bracis-33571	4	9	of	of	ADP
bracis-33571	4	10	5	5	NUM
bracis-33571	4	11	 	 	SPACE
bracis-33571	4	12	ms	ms	NOUN
bracis-33571	4	13	and	and	CCONJ
bracis-33571	4	14	30	30	NUM
bracis-33571	4	15	 	 	SPACE
bracis-33571	4	16	ms	ms	PROPN
bracis-33571	4	17	.	.	PROPN
bracis-33571	5	1	this	this	DET
bracis-33571	5	2	approach	approach	NOUN
bracis-33571	5	3	captures	capture	VERB
bracis-33571	5	4	a	a	DET
bracis-33571	5	5	wider	wide	ADJ
bracis-33571	5	6	range	range	NOUN
bracis-33571	5	7	of	of	ADP
bracis-33571	5	8	voice	voice	NOUN
bracis-33571	5	9	features	feature	VERB
bracis-33571	5	10	across	across	ADP
bracis-33571	5	11	multiple	multiple	ADJ
bracis-33571	5	12	temporal	temporal	ADJ
bracis-33571	5	13	and	and	CCONJ
bracis-33571	5	14	spectral	spectral	ADJ
bracis-33571	5	15	resolutions	resolution	NOUN
bracis-33571	5	16	.	.	PUNCT
bracis-33571	6	1	our	our	PRON
bracis-33571	6	2	findings	finding	NOUN
bracis-33571	6	3	demonstrate	demonstrate	VERB
bracis-33571	6	4	a	a	DET
bracis-33571	6	5	statistically	statistically	ADV
bracis-33571	6	6	significant	significant	ADJ
bracis-33571	6	7	improvement	improvement	NOUN
bracis-33571	6	8	in	in	ADP
bracis-33571	6	9	system	system	NOUN
bracis-33571	6	10	performance	performance	NOUN
bracis-33571	6	11	,	,	PUNCT
bracis-33571	6	12	achieving	achieve	VERB
bracis-33571	6	13	an	an	DET
bracis-33571	6	14	equal	equal	ADJ
bracis-33571	6	15	error	error	NOUN
bracis-33571	6	16	rate	rate	NOUN
bracis-33571	6	17	(	(	PUNCT
bracis-33571	6	18	eer	eer	NOUN
bracis-33571	6	19	)	)	PUNCT
bracis-33571	6	20	of	of	ADP
bracis-33571	6	21	1.64	1.64	NUM
bracis-33571	6	22	%	%	NOUN
bracis-33571	6	23	±0.13	±0.13	NUM
bracis-33571	6	24	%	%	NOUN
bracis-33571	6	25	.	.	PUNCT
bracis-33571	7	1	this	this	PRON
bracis-33571	7	2	represents	represent	VERB
bracis-33571	7	3	a	a	DET
bracis-33571	7	4	26	26	NUM
bracis-33571	7	5	%	%	NOUN
bracis-33571	7	6	enhancement	enhancement	NOUN
bracis-33571	7	7	over	over	ADP
bracis-33571	7	8	the	the	DET
bracis-33571	7	9	previously	previously	ADV
bracis-33571	7	10	reported	report	VERB
bracis-33571	7	11	benchmark	benchmark	NOUN
bracis-33571	7	12	eer	eer	NOUN
bracis-33571	7	13	of	of	ADP
bracis-33571	7	14	2.22	2.22	NUM
bracis-33571	7	15	%	%	NOUN
bracis-33571	7	16	±0.05	±0.05	NOUN
bracis-33571	7	17	%	%	NOUN
bracis-33571	7	18	,	,	PUNCT
bracis-33571	7	19	validating	validate	VERB
bracis-33571	7	20	our	our	PRON
bracis-33571	7	21	hypothesis	hypothesis	NOUN
bracis-33571	7	22	that	that	SCONJ
bracis-33571	7	23	dual	dual	ADJ
bracis-33571	7	24	-	-	PUNCT
bracis-33571	7	25	bandwidth	bandwidth	ADJ
bracis-33571	7	26	spectrograms	spectrogram	NOUN
bracis-33571	7	27	offer	offer	VERB
bracis-33571	7	28	a	a	DET
bracis-33571	7	29	more	more	ADV
bracis-33571	7	30	detailed	detailed	ADJ
bracis-33571	7	31	and	and	CCONJ
bracis-33571	7	32	comprehensive	comprehensive	ADJ
bracis-33571	7	33	representation	representation	NOUN
bracis-33571	7	34	of	of	ADP
bracis-33571	7	35	voice	voice	NOUN
bracis-33571	7	36	features	feature	VERB
bracis-33571	7	37	for	for	ADP
bracis-33571	7	38	accurate	accurate	ADJ
bracis-33571	7	39	speaker	speaker	NOUN
bracis-33571	7	40	verification	verification	NOUN
bracis-33571	7	41	.	.	PUNCT
bracis-33571	8	1	analysis	analysis	NOUN
bracis-33571	8	2	of	of	ADP
bracis-33571	8	3	individual	individual	ADJ
bracis-33571	8	4	bandwidth	bandwidth	ADJ
bracis-33571	8	5	contributions	contribution	NOUN
bracis-33571	8	6	reveals	reveal	VERB
bracis-33571	8	7	that	that	SCONJ
bracis-33571	8	8	narrowband	narrowband	NOUN
bracis-33571	8	9	spectrograms	spectrogram	NOUN
bracis-33571	8	10	carry	carry	VERB
bracis-33571	8	11	more	more	ADV
bracis-33571	8	12	relevant	relevant	ADJ
bracis-33571	8	13	features	feature	NOUN
bracis-33571	8	14	for	for	ADP
bracis-33571	8	15	speaker	speaker	NOUN
bracis-33571	8	16	verification	verification	NOUN
bracis-33571	8	17	,	,	PUNCT
bracis-33571	8	18	while	while	SCONJ
bracis-33571	8	19	the	the	DET
bracis-33571	8	20	combination	combination	NOUN
bracis-33571	8	21	with	with	ADP
bracis-33571	8	22	broadband	broadband	NOUN
bracis-33571	8	23	spectrograms	spectrogram	NOUN
bracis-33571	8	24	provides	provide	VERB
bracis-33571	8	25	complementary	complementary	ADJ
bracis-33571	8	26	information	information	NOUN
bracis-33571	8	27	.	.	PUNCT
bracis-33571	9	1	access	access	NOUN
bracis-33571	9	2	provided	provide	VERB
bracis-33571	9	3	by	by	ADP
bracis-33571	9	4	university	university	PROPN
bracis-33571	9	5	of	of	ADP
bracis-33571	9	6	notre	notre	PROPN
bracis-33571	9	7	dame	dame	PROPN
bracis-33571	9	8	hesburgh	hesburgh	PROPN
bracis-33571	9	9	library	library	PROPN
bracis-33571	9	10	.	.	PUNCT
bracis-33571	10	1	download	download	PROPN
bracis-33571	10	2	conference	conference	NOUN
bracis-33571	10	3	paper	paper	NOUN
bracis-33571	10	4	pdf	pdf	NOUN
bracis-33571	10	5	similar	similar	ADJ
bracis-33571	10	6	content	content	NOUN
bracis-33571	10	7	being	be	AUX
bracis-33571	10	8	viewed	view	VERB
bracis-33571	10	9	by	by	ADP
bracis-33571	10	10	others	other	NOUN
bracis-33571	10	11	speech	speech	NOUN
bracis-33571	10	12	bandwidth	bandwidth	NOUN
bracis-33571	10	13	extension	extension	NOUN
bracis-33571	10	14	using	use	VERB
bracis-33571	10	15	spectral	spectral	ADJ
bracis-33571	10	16	data	datum	NOUN
bracis-33571	10	17	masking	masking	NOUN
bracis-33571	10	18	chapter	chapter	NOUN
bracis-33571	10	19	©	©	PROPN
bracis-33571	10	20	2025	2025	NUM
bracis-33571	10	21	detecting	detect	VERB
bracis-33571	10	22	speaker	speaker	NOUN
bracis-33571	10	23	-	-	PUNCT
bracis-33571	10	24	discriminative	discriminative	NOUN
bracis-33571	10	25	spectral	spectral	ADJ
bracis-33571	10	26	content	content	NOUN
bracis-33571	10	27	in	in	ADP
bracis-33571	10	28	wideband	wideband	NOUN
bracis-33571	10	29	for	for	ADP
bracis-33571	10	30	automatic	automatic	ADJ
bracis-33571	10	31	speaker	speaker	NOUN
bracis-33571	10	32	recognition	recognition	NOUN
bracis-33571	10	33	chapter	chapter	NOUN
bracis-33571	10	34	©	©	PROPN
bracis-33571	10	35	2016	2016	NUM
bracis-33571	10	36	conclusions	conclusion	NOUN
bracis-33571	10	37	and	and	CCONJ
bracis-33571	10	38	future	future	ADJ
bracis-33571	10	39	work	work	NOUN
bracis-33571	10	40	chapter	chapter	NOUN
bracis-33571	10	41	©	©	ADP
bracis-33571	10	42	2016	2016	NUM
bracis-33571	10	43	1	1	NUM
bracis-33571	10	44	introduction	introduction	NOUN
bracis-33571	10	45	speaker	speaker	NOUN
bracis-33571	10	46	verification	verification	NOUN
bracis-33571	10	47	(	(	PUNCT
bracis-33571	10	48	sv	sv	NOUN
bracis-33571	10	49	)	)	PUNCT
bracis-33571	10	50	is	be	AUX
bracis-33571	10	51	the	the	DET
bracis-33571	10	52	task	task	NOUN
bracis-33571	10	53	of	of	ADP
bracis-33571	10	54	determining	determine	VERB
bracis-33571	10	55	whether	whether	SCONJ
bracis-33571	10	56	two	two	NUM
bracis-33571	10	57	voice	voice	NOUN
bracis-33571	10	58	samples	sample	NOUN
bracis-33571	10	59	belong	belong	VERB
bracis-33571	10	60	to	to	ADP
bracis-33571	10	61	the	the	DET
bracis-33571	10	62	same	same	ADJ
bracis-33571	10	63	speaker	speaker	NOUN
bracis-33571	10	64	.	.	PUNCT
bracis-33571	11	1	unlike	unlike	ADP
bracis-33571	11	2	speaker	speaker	NOUN
bracis-33571	11	3	identification	identification	NOUN
bracis-33571	11	4	[	[	X
bracis-33571	11	5	1	1	NUM
bracis-33571	11	6	]	]	PUNCT
bracis-33571	11	7	,	,	PUNCT
bracis-33571	11	8	which	which	PRON
bracis-33571	11	9	attempts	attempt	VERB
bracis-33571	11	10	to	to	PART
bracis-33571	11	11	identify	identify	VERB
bracis-33571	11	12	a	a	DET
bracis-33571	11	13	speaker	speaker	NOUN
bracis-33571	11	14	from	from	ADP
bracis-33571	11	15	a	a	DET
bracis-33571	11	16	closed	closed	ADJ
bracis-33571	11	17	set	set	NOUN
bracis-33571	11	18	of	of	ADP
bracis-33571	11	19	individuals	individual	NOUN
bracis-33571	11	20	,	,	PUNCT
bracis-33571	11	21	sv	sv	PROPN
bracis-33571	11	22	compares	compare	VERB
bracis-33571	11	23	the	the	DET
bracis-33571	11	24	features	feature	NOUN
bracis-33571	11	25	extracted	extract	VERB
bracis-33571	11	26	from	from	ADP
bracis-33571	11	27	any	any	DET
bracis-33571	11	28	pair	pair	NOUN
bracis-33571	11	29	of	of	ADP
bracis-33571	11	30	voices	voice	NOUN
bracis-33571	11	31	to	to	PART
bracis-33571	11	32	assess	assess	VERB
bracis-33571	11	33	their	their	PRON
bracis-33571	11	34	similarity	similarity	NOUN
bracis-33571	11	35	.	.	PUNCT
bracis-33571	12	1	this	this	DET
bracis-33571	12	2	open	open	ADJ
bracis-33571	12	3	-	-	PUNCT
bracis-33571	12	4	set	set	VERB
bracis-33571	12	5	approach	approach	NOUN
bracis-33571	12	6	offers	offer	VERB
bracis-33571	12	7	greater	great	ADJ
bracis-33571	12	8	flexibility	flexibility	NOUN
bracis-33571	12	9	and	and	CCONJ
bracis-33571	12	10	applicability	applicability	NOUN
bracis-33571	12	11	in	in	ADP
bracis-33571	12	12	biometric	biometric	ADJ
bracis-33571	12	13	systems	system	NOUN
bracis-33571	12	14	[	[	X
bracis-33571	12	15	2	2	NUM
bracis-33571	12	16	]	]	PUNCT
bracis-33571	12	17	.	.	PUNCT
bracis-33571	13	1	the	the	DET
bracis-33571	13	2	variability	variability	NOUN
bracis-33571	13	3	of	of	ADP
bracis-33571	13	4	the	the	DET
bracis-33571	13	5	human	human	ADJ
bracis-33571	13	6	voice	voice	NOUN
bracis-33571	13	7	poses	pose	VERB
bracis-33571	13	8	a	a	DET
bracis-33571	13	9	significant	significant	ADJ
bracis-33571	13	10	challenge	challenge	NOUN
bracis-33571	13	11	for	for	ADP
bracis-33571	13	12	sv	sv	PROPN
bracis-33571	13	13	systems	system	NOUN
bracis-33571	13	14	.	.	PUNCT
bracis-33571	14	1	individual	individual	ADJ
bracis-33571	14	2	traits	trait	NOUN
bracis-33571	14	3	such	such	ADJ
bracis-33571	14	4	as	as	ADP
bracis-33571	14	5	age	age	NOUN
bracis-33571	14	6	,	,	PUNCT
bracis-33571	14	7	accent	accent	ADJ
bracis-33571	14	8	,	,	PUNCT
bracis-33571	14	9	emotional	emotional	ADJ
bracis-33571	14	10	state	state	NOUN
bracis-33571	14	11	,	,	PUNCT
bracis-33571	14	12	intonation	intonation	NOUN
bracis-33571	14	13	,	,	PUNCT
bracis-33571	14	14	and	and	CCONJ
bracis-33571	14	15	language	language	NOUN
bracis-33571	14	16	,	,	PUNCT
bracis-33571	14	17	as	as	ADV
bracis-33571	14	18	well	well	ADV
bracis-33571	14	19	as	as	ADP
bracis-33571	14	20	environmental	environmental	ADJ
bracis-33571	14	21	factors	factor	NOUN
bracis-33571	14	22	like	like	ADP
bracis-33571	14	23	background	background	NOUN
bracis-33571	14	24	noise	noise	NOUN
bracis-33571	14	25	,	,	PUNCT
bracis-33571	14	26	reverberation	reverberation	NOUN
bracis-33571	14	27	,	,	PUNCT
bracis-33571	14	28	and	and	CCONJ
bracis-33571	14	29	recording	recording	NOUN
bracis-33571	14	30	devices	device	NOUN
bracis-33571	14	31	,	,	PUNCT
bracis-33571	14	32	can	can	AUX
bracis-33571	14	33	influence	influence	VERB
bracis-33571	14	34	the	the	DET
bracis-33571	14	35	voice	voice	NOUN
bracis-33571	14	36	signal	signal	NOUN
bracis-33571	15	1	[	[	X
bracis-33571	15	2	3	3	NUM
bracis-33571	15	3	,	,	PUNCT
bracis-33571	15	4	4	4	NUM
bracis-33571	15	5	]	]	PUNCT
bracis-33571	15	6	.	.	PUNCT
bracis-33571	16	1	despite	despite	SCONJ
bracis-33571	16	2	these	these	DET
bracis-33571	16	3	variations	variation	NOUN
bracis-33571	16	4	,	,	PUNCT
bracis-33571	16	5	the	the	DET
bracis-33571	16	6	voice	voice	NOUN
bracis-33571	16	7	possesses	possess	VERB
bracis-33571	16	8	unique	unique	ADJ
bracis-33571	16	9	attributes	attribute	NOUN
bracis-33571	16	10	that	that	PRON
bracis-33571	16	11	remain	remain	VERB
bracis-33571	16	12	relatively	relatively	ADV
bracis-33571	16	13	stable	stable	ADJ
bracis-33571	16	14	,	,	PUNCT
bracis-33571	16	15	primarily	primarily	ADV
bracis-33571	16	16	due	due	ADP
bracis-33571	16	17	to	to	ADP
bracis-33571	16	18	the	the	DET
bracis-33571	16	19	anatomical	anatomical	ADJ
bracis-33571	16	20	characteristics	characteristic	NOUN
bracis-33571	16	21	of	of	ADP
bracis-33571	16	22	the	the	DET
bracis-33571	16	23	speaker	speaker	NOUN
bracis-33571	16	24	’s	’s	PART
bracis-33571	16	25	vocal	vocal	ADJ
bracis-33571	16	26	tract	tract	NOUN
bracis-33571	16	27	.	.	PUNCT
bracis-33571	17	1	in	in	ADP
bracis-33571	17	2	the	the	DET
bracis-33571	17	3	context	context	NOUN
bracis-33571	17	4	of	of	ADP
bracis-33571	17	5	machine	machine	NOUN
bracis-33571	17	6	learning	learning	NOUN
bracis-33571	17	7	,	,	PUNCT
bracis-33571	17	8	sv	sv	PROPN
bracis-33571	17	9	is	be	AUX
bracis-33571	17	10	typically	typically	ADV
bracis-33571	17	11	addressed	address	VERB
bracis-33571	17	12	by	by	ADP
bracis-33571	17	13	training	train	VERB
bracis-33571	17	14	a	a	DET
bracis-33571	17	15	model	model	NOUN
bracis-33571	17	16	to	to	PART
bracis-33571	17	17	extract	extract	VERB
bracis-33571	17	18	individualized	individualized	ADJ
bracis-33571	17	19	voice	voice	NOUN
bracis-33571	17	20	characteristics	characteristic	NOUN
bracis-33571	17	21	and	and	CCONJ
bracis-33571	17	22	compare	compare	VERB
bracis-33571	17	23	them	they	PRON
bracis-33571	17	24	to	to	PART
bracis-33571	17	25	determine	determine	VERB
bracis-33571	17	26	a	a	DET
bracis-33571	17	27	similarity	similarity	NOUN
bracis-33571	17	28	score	score	NOUN
bracis-33571	17	29	between	between	ADP
bracis-33571	17	30	two	two	NUM
bracis-33571	17	31	voice	voice	NOUN
bracis-33571	17	32	samples	sample	NOUN
bracis-33571	17	33	.	.	PUNCT
bracis-33571	18	1	this	this	DET
bracis-33571	18	2	score	score	NOUN
bracis-33571	18	3	is	be	AUX
bracis-33571	18	4	then	then	ADV
bracis-33571	18	5	compared	compare	VERB
bracis-33571	18	6	to	to	ADP
bracis-33571	18	7	a	a	DET
bracis-33571	18	8	decision	decision	NOUN
bracis-33571	18	9	threshold	threshold	NOUN
bracis-33571	18	10	to	to	PART
bracis-33571	18	11	classify	classify	VERB
bracis-33571	18	12	the	the	DET
bracis-33571	18	13	samples	sample	NOUN
bracis-33571	18	14	as	as	ADP
bracis-33571	18	15	originating	originate	VERB
bracis-33571	18	16	from	from	ADP
bracis-33571	18	17	the	the	DET
bracis-33571	18	18	same	same	ADJ
bracis-33571	18	19	speaker	speaker	NOUN
bracis-33571	18	20	or	or	CCONJ
bracis-33571	18	21	different	different	ADJ
bracis-33571	18	22	speakers	speaker	NOUN
bracis-33571	18	23	.	.	PUNCT
bracis-33571	19	1	the	the	DET
bracis-33571	19	2	equal	equal	ADJ
bracis-33571	19	3	error	error	NOUN
bracis-33571	19	4	rate	rate	NOUN
bracis-33571	19	5	(	(	PUNCT
bracis-33571	19	6	eer	eer	PROPN
bracis-33571	19	7	)	)	PUNCT
bracis-33571	19	8	is	be	AUX
bracis-33571	19	9	a	a	DET
bracis-33571	19	10	commonly	commonly	ADV
bracis-33571	19	11	used	use	VERB
bracis-33571	19	12	metric	metric	NOUN
bracis-33571	19	13	for	for	ADP
bracis-33571	19	14	calibrating	calibrate	VERB
bracis-33571	19	15	the	the	DET
bracis-33571	19	16	decision	decision	NOUN
bracis-33571	19	17	threshold	threshold	NOUN
bracis-33571	19	18	.	.	PUNCT
bracis-33571	20	1	it	it	PRON
bracis-33571	20	2	balances	balance	VERB
bracis-33571	20	3	the	the	DET
bracis-33571	20	4	rate	rate	NOUN
bracis-33571	20	5	of	of	ADP
bracis-33571	20	6	false	false	ADJ
bracis-33571	20	7	positives	positive	NOUN
bracis-33571	20	8	and	and	CCONJ
bracis-33571	20	9	false	false	ADJ
bracis-33571	20	10	negatives	negative	NOUN
bracis-33571	20	11	.	.	PUNCT
bracis-33571	21	1	in	in	ADP
bracis-33571	21	2	this	this	DET
bracis-33571	21	3	work	work	NOUN
bracis-33571	21	4	,	,	PUNCT
bracis-33571	21	5	our	our	PRON
bracis-33571	21	6	primary	primary	ADJ
bracis-33571	21	7	contribution	contribution	NOUN
bracis-33571	21	8	is	be	AUX
bracis-33571	21	9	the	the	DET
bracis-33571	21	10	exploration	exploration	NOUN
bracis-33571	21	11	of	of	ADP
bracis-33571	21	12	dual	dual	ADJ
bracis-33571	21	13	-	-	PUNCT
bracis-33571	21	14	bandwidth	bandwidth	ADJ
bracis-33571	21	15	spectrograms	spectrogram	NOUN
bracis-33571	21	16	for	for	ADP
bracis-33571	21	17	speaker	speaker	NOUN
bracis-33571	21	18	verification	verification	NOUN
bracis-33571	21	19	.	.	PUNCT
bracis-33571	22	1	we	we	PRON
bracis-33571	22	2	propose	propose	VERB
bracis-33571	22	3	adapting	adapt	VERB
bracis-33571	22	4	an	an	DET
bracis-33571	22	5	existing	exist	VERB
bracis-33571	22	6	deep	deep	ADJ
bracis-33571	22	7	neural	neural	ADJ
bracis-33571	22	8	network	network	NOUN
bracis-33571	22	9	architecture	architecture	NOUN
bracis-33571	22	10	for	for	SCONJ
bracis-33571	22	11	sv	sv	PROPN
bracis-33571	22	12	to	to	PART
bracis-33571	22	13	process	process	VERB
bracis-33571	22	14	a	a	DET
bracis-33571	22	15	combination	combination	NOUN
bracis-33571	22	16	of	of	ADP
bracis-33571	22	17	two	two	NUM
bracis-33571	22	18	spectrograms	spectrogram	NOUN
bracis-33571	22	19	generated	generate	VERB
bracis-33571	22	20	from	from	ADP
bracis-33571	22	21	the	the	DET
bracis-33571	22	22	same	same	ADJ
bracis-33571	22	23	audio	audio	ADJ
bracis-33571	22	24	segment	segment	NOUN
bracis-33571	22	25	.	.	PUNCT
bracis-33571	23	1	our	our	PRON
bracis-33571	23	2	hypothesis	hypothesis	NOUN
bracis-33571	23	3	is	be	AUX
bracis-33571	23	4	that	that	SCONJ
bracis-33571	23	5	the	the	DET
bracis-33571	23	6	integration	integration	NOUN
bracis-33571	23	7	of	of	ADP
bracis-33571	23	8	narrowband	narrowband	NOUN
bracis-33571	23	9	and	and	CCONJ
bracis-33571	23	10	broadband	broadband	NOUN
bracis-33571	23	11	spectrograms	spectrogram	NOUN
bracis-33571	23	12	will	will	AUX
bracis-33571	23	13	significantly	significantly	ADV
bracis-33571	23	14	enhance	enhance	VERB
bracis-33571	23	15	the	the	DET
bracis-33571	23	16	accuracy	accuracy	NOUN
bracis-33571	23	17	of	of	ADP
bracis-33571	23	18	sv	sv	PROPN
bracis-33571	23	19	tasks	task	NOUN
bracis-33571	23	20	by	by	ADP
bracis-33571	23	21	leveraging	leverage	VERB
bracis-33571	23	22	the	the	DET
bracis-33571	23	23	complementary	complementary	ADJ
bracis-33571	23	24	nature	nature	NOUN
bracis-33571	23	25	of	of	ADP
bracis-33571	23	26	these	these	DET
bracis-33571	23	27	two	two	NUM
bracis-33571	23	28	spectrogram	spectrogram	NOUN
bracis-33571	23	29	types	type	NOUN
bracis-33571	23	30	.	.	PUNCT
bracis-33571	24	1	our	our	PRON
bracis-33571	24	2	dual	dual	ADJ
bracis-33571	24	3	-	-	PUNCT
bracis-33571	24	4	bandwidth	bandwidth	ADJ
bracis-33571	24	5	approach	approach	NOUN
bracis-33571	24	6	combines	combine	VERB
bracis-33571	24	7	narrowband	narrowband	NOUN
bracis-33571	24	8	spectrograms	spectrogram	NOUN
bracis-33571	24	9	,	,	PUNCT
bracis-33571	24	10	generated	generate	VERB
bracis-33571	24	11	with	with	ADP
bracis-33571	24	12	longer	long	ADJ
bracis-33571	24	13	analysis	analysis	NOUN
bracis-33571	24	14	windows	window	NOUN
bracis-33571	24	15	(	(	PUNCT
bracis-33571	24	16	approximately	approximately	ADV
bracis-33571	24	17	30	30	NUM
bracis-33571	24	18	ms	ms	NOUN
bracis-33571	24	19	)	)	PUNCT
bracis-33571	24	20	,	,	PUNCT
bracis-33571	24	21	and	and	CCONJ
bracis-33571	24	22	broadband	broadband	NOUN
bracis-33571	24	23	spectrograms	spectrogram	NOUN
bracis-33571	24	24	,	,	PUNCT
bracis-33571	24	25	generated	generate	VERB
bracis-33571	24	26	with	with	ADP
bracis-33571	24	27	shorter	short	ADJ
bracis-33571	24	28	windows	window	NOUN
bracis-33571	24	29	(	(	PUNCT
bracis-33571	24	30	around	around	ADV
bracis-33571	24	31	5	5	NUM
bracis-33571	24	32	ms	ms	NOUN
bracis-33571	24	33	)	)	PUNCT
bracis-33571	24	34	.	.	PUNCT
bracis-33571	25	1	narrowband	narrowband	NOUN
bracis-33571	25	2	spectrograms	spectrogram	NOUN
bracis-33571	25	3	offer	offer	VERB
bracis-33571	25	4	higher	high	ADJ
bracis-33571	25	5	frequency	frequency	NOUN
bracis-33571	25	6	resolution	resolution	NOUN
bracis-33571	25	7	,	,	PUNCT
bracis-33571	25	8	allowing	allow	VERB
bracis-33571	25	9	better	well	ADJ
bracis-33571	25	10	visualization	visualization	NOUN
bracis-33571	25	11	of	of	ADP
bracis-33571	25	12	harmonic	harmonic	ADJ
bracis-33571	25	13	structures	structure	NOUN
bracis-33571	25	14	related	relate	VERB
bracis-33571	25	15	to	to	ADP
bracis-33571	25	16	the	the	DET
bracis-33571	25	17	speaker	speaker	NOUN
bracis-33571	25	18	’s	’s	PART
bracis-33571	25	19	fundamental	fundamental	ADJ
bracis-33571	25	20	frequency	frequency	NOUN
bracis-33571	25	21	.	.	PUNCT
bracis-33571	26	1	conversely	conversely	ADV
bracis-33571	26	2	,	,	PUNCT
bracis-33571	26	3	broadband	broadband	NOUN
bracis-33571	26	4	spectrograms	spectrogram	NOUN
bracis-33571	26	5	provide	provide	VERB
bracis-33571	26	6	better	well	ADJ
bracis-33571	26	7	temporal	temporal	ADJ
bracis-33571	26	8	resolution	resolution	NOUN
bracis-33571	26	9	,	,	PUNCT
bracis-33571	26	10	capturing	capture	VERB
bracis-33571	26	11	rapid	rapid	ADJ
bracis-33571	26	12	acoustic	acoustic	ADJ
bracis-33571	26	13	events	event	NOUN
bracis-33571	26	14	and	and	CCONJ
bracis-33571	26	15	broader	broad	ADJ
bracis-33571	26	16	spectral	spectral	ADJ
bracis-33571	26	17	patterns	pattern	NOUN
bracis-33571	26	18	like	like	ADP
bracis-33571	26	19	formants	formant	NOUN
bracis-33571	26	20	.	.	PUNCT
bracis-33571	27	1	by	by	ADP
bracis-33571	27	2	exploring	explore	VERB
bracis-33571	27	3	this	this	DET
bracis-33571	27	4	novel	novel	ADJ
bracis-33571	27	5	combination	combination	NOUN
bracis-33571	27	6	of	of	ADP
bracis-33571	27	7	representations	representation	NOUN
bracis-33571	27	8	,	,	PUNCT
bracis-33571	27	9	we	we	PRON
bracis-33571	27	10	aim	aim	VERB
bracis-33571	27	11	to	to	PART
bracis-33571	27	12	capture	capture	VERB
bracis-33571	27	13	a	a	DET
bracis-33571	27	14	more	more	ADV
bracis-33571	27	15	comprehensive	comprehensive	ADJ
bracis-33571	27	16	set	set	NOUN
bracis-33571	27	17	of	of	ADP
bracis-33571	27	18	speaker	speaker	NOUN
bracis-33571	27	19	-	-	PUNCT
bracis-33571	27	20	specific	specific	ADJ
bracis-33571	27	21	features	feature	NOUN
bracis-33571	27	22	across	across	ADP
bracis-33571	27	23	different	different	ADJ
bracis-33571	27	24	temporal	temporal	ADJ
bracis-33571	27	25	and	and	CCONJ
bracis-33571	27	26	spectral	spectral	ADJ
bracis-33571	27	27	resolutions	resolution	NOUN
bracis-33571	27	28	.	.	PUNCT
bracis-33571	28	1	this	this	DET
bracis-33571	28	2	dual	dual	ADJ
bracis-33571	28	3	-	-	PUNCT
bracis-33571	28	4	bandwidth	bandwidth	ADJ
bracis-33571	28	5	approach	approach	NOUN
bracis-33571	28	6	potentially	potentially	ADV
bracis-33571	28	7	allows	allow	VERB
bracis-33571	28	8	the	the	DET
bracis-33571	28	9	model	model	NOUN
bracis-33571	28	10	to	to	PART
bracis-33571	28	11	leverage	leverage	VERB
bracis-33571	28	12	both	both	PRON
bracis-33571	28	13	fine	fine	ADV
bracis-33571	28	14	-	-	PUNCT
bracis-33571	28	15	grained	grain	VERB
bracis-33571	28	16	frequency	frequency	NOUN
bracis-33571	28	17	information	information	NOUN
bracis-33571	28	18	and	and	CCONJ
bracis-33571	28	19	broader	broad	ADJ
bracis-33571	28	20	spectral	spectral	ADJ
bracis-33571	28	21	patterns	pattern	NOUN
bracis-33571	28	22	,	,	PUNCT
bracis-33571	28	23	leading	lead	VERB
bracis-33571	28	24	to	to	ADP
bracis-33571	28	25	more	more	ADV
bracis-33571	28	26	robust	robust	ADJ
bracis-33571	28	27	speaker	speaker	NOUN
bracis-33571	28	28	verification	verification	NOUN
bracis-33571	28	29	performance	performance	NOUN
bracis-33571	28	30	.	.	PUNCT
bracis-33571	29	1	while	while	SCONJ
bracis-33571	29	2	combined	combined	ADJ
bracis-33571	29	3	spectrograms	spectrogram	NOUN
bracis-33571	29	4	have	have	AUX
bracis-33571	29	5	shown	show	VERB
bracis-33571	29	6	success	success	NOUN
bracis-33571	29	7	in	in	ADP
bracis-33571	29	8	related	related	ADJ
bracis-33571	29	9	tasks	task	NOUN
bracis-33571	29	10	such	such	ADJ
bracis-33571	29	11	as	as	ADP
bracis-33571	29	12	keyword	keyword	NOUN
bracis-33571	29	13	detection	detection	NOUN
bracis-33571	29	14	,	,	PUNCT
bracis-33571	29	15	voice	voice	NOUN
bracis-33571	29	16	activity	activity	NOUN
bracis-33571	29	17	detection	detection	NOUN
bracis-33571	29	18	,	,	PUNCT
bracis-33571	29	19	and	and	CCONJ
bracis-33571	29	20	emotion	emotion	NOUN
bracis-33571	29	21	recognition	recognition	NOUN
bracis-33571	29	22	,	,	PUNCT
bracis-33571	29	23	our	our	PRON
bracis-33571	29	24	work	work	NOUN
bracis-33571	29	25	is	be	AUX
bracis-33571	29	26	the	the	DET
bracis-33571	29	27	first	first	ADJ
bracis-33571	29	28	to	to	PART
bracis-33571	29	29	thoroughly	thoroughly	ADV
bracis-33571	29	30	investigate	investigate	VERB
bracis-33571	29	31	their	their	PRON
bracis-33571	29	32	potential	potential	NOUN
bracis-33571	29	33	in	in	ADP
bracis-33571	29	34	speaker	speaker	NOUN
bracis-33571	29	35	verification	verification	NOUN
bracis-33571	29	36	.	.	PUNCT
bracis-33571	30	1	we	we	PRON
bracis-33571	30	2	chose	choose	VERB
bracis-33571	30	3	the	the	DET
bracis-33571	30	4	model	model	NOUN
bracis-33571	30	5	presented	present	VERB
bracis-33571	30	6	in	in	ADP
bracis-33571	30	7	[	[	X
bracis-33571	30	8	5	5	NUM
bracis-33571	30	9	]	]	PUNCT
bracis-33571	30	10	,	,	PUNCT
bracis-33571	30	11	which	which	PRON
bracis-33571	30	12	achieved	achieve	VERB
bracis-33571	30	13	state	state	NOUN
bracis-33571	30	14	-	-	PUNCT
bracis-33571	30	15	of	of	ADP
bracis-33571	30	16	-	-	PUNCT
bracis-33571	30	17	the	the	DET
bracis-33571	30	18	-	-	PUNCT
bracis-33571	30	19	art	art	NOUN
bracis-33571	30	20	sv	sv	NOUN
bracis-33571	30	21	performance	performance	NOUN
bracis-33571	30	22	in	in	ADP
bracis-33571	30	23	2020	2020	NUM
bracis-33571	30	24	,	,	PUNCT
bracis-33571	30	25	as	as	ADP
bracis-33571	30	26	the	the	DET
bracis-33571	30	27	reference	reference	NOUN
bracis-33571	30	28	to	to	PART
bracis-33571	30	29	validate	validate	VERB
bracis-33571	30	30	our	our	PRON
bracis-33571	30	31	hypothesis	hypothesis	NOUN
bracis-33571	30	32	.	.	PUNCT
bracis-33571	31	1	although	although	SCONJ
bracis-33571	31	2	more	more	ADJ
bracis-33571	31	3	recent	recent	ADJ
bracis-33571	31	4	models	model	NOUN
bracis-33571	31	5	with	with	ADP
bracis-33571	31	6	better	well	ADJ
bracis-33571	31	7	performance	performance	NOUN
bracis-33571	31	8	exist	exist	VERB
bracis-33571	31	9	,	,	PUNCT
bracis-33571	31	10	the	the	DET
bracis-33571	31	11	simplicity	simplicity	NOUN
bracis-33571	31	12	of	of	ADP
bracis-33571	31	13	this	this	DET
bracis-33571	31	14	model	model	NOUN
bracis-33571	31	15	’s	’s	PART
bracis-33571	31	16	construction	construction	NOUN
bracis-33571	31	17	facilitates	facilitate	VERB
bracis-33571	31	18	the	the	DET
bracis-33571	31	19	isolation	isolation	NOUN
bracis-33571	31	20	of	of	ADP
bracis-33571	31	21	the	the	DET
bracis-33571	31	22	input	input	NOUN
bracis-33571	31	23	’s	’s	PART
bracis-33571	31	24	influence	influence	NOUN
bracis-33571	31	25	during	during	ADP
bracis-33571	31	26	experiments	experiment	NOUN
bracis-33571	31	27	.	.	PUNCT
bracis-33571	32	1	moreover	moreover	ADV
bracis-33571	32	2	,	,	PUNCT
bracis-33571	32	3	its	its	PRON
bracis-33571	32	4	relatively	relatively	ADV
bracis-33571	32	5	low	low	ADJ
bracis-33571	32	6	computational	computational	ADJ
bracis-33571	32	7	cost	cost	NOUN
bracis-33571	32	8	enables	enable	VERB
bracis-33571	32	9	training	training	NOUN
bracis-33571	32	10	on	on	ADP
bracis-33571	32	11	available	available	ADJ
bracis-33571	32	12	hardware	hardware	NOUN
bracis-33571	32	13	resources	resource	NOUN
bracis-33571	32	14	.	.	PUNCT
bracis-33571	33	1	the	the	DET
bracis-33571	33	2	remainder	remainder	NOUN
bracis-33571	33	3	of	of	ADP
bracis-33571	33	4	this	this	DET
bracis-33571	33	5	paper	paper	NOUN
bracis-33571	33	6	is	be	AUX
bracis-33571	33	7	organized	organize	VERB
bracis-33571	33	8	as	as	SCONJ
bracis-33571	33	9	follows	follow	VERB
bracis-33571	33	10	.	.	PUNCT
bracis-33571	34	1	section	section	NOUN
bracis-33571	34	2	 	 	SPACE
bracis-33571	34	3	2	2	NUM
bracis-33571	34	4	presents	present	NOUN
bracis-33571	34	5	related	relate	VERB
bracis-33571	34	6	work	work	NOUN
bracis-33571	34	7	,	,	PUNCT
bracis-33571	34	8	positioning	position	VERB
bracis-33571	34	9	our	our	PRON
bracis-33571	34	10	research	research	NOUN
bracis-33571	34	11	within	within	ADP
bracis-33571	34	12	the	the	DET
bracis-33571	34	13	current	current	ADJ
bracis-33571	34	14	landscape	landscape	NOUN
bracis-33571	34	15	of	of	ADP
bracis-33571	34	16	speaker	speaker	NOUN
bracis-33571	34	17	verification	verification	NOUN
bracis-33571	34	18	techniques	technique	NOUN
bracis-33571	34	19	.	.	PUNCT
bracis-33571	35	1	section	section	NOUN
bracis-33571	35	2	 	 	SPACE
bracis-33571	35	3	3	3	NUM
bracis-33571	35	4	describes	describe	VERB
bracis-33571	35	5	our	our	PRON
bracis-33571	35	6	proposed	propose	VERB
bracis-33571	35	7	method	method	NOUN
bracis-33571	35	8	in	in	ADP
bracis-33571	35	9	detail	detail	NOUN
bracis-33571	35	10	,	,	PUNCT
bracis-33571	35	11	elaborating	elaborate	VERB
bracis-33571	35	12	on	on	ADP
bracis-33571	35	13	the	the	DET
bracis-33571	35	14	dual	dual	ADJ
bracis-33571	35	15	-	-	PUNCT
bracis-33571	35	16	bandwidth	bandwidth	ADJ
bracis-33571	35	17	spectrogram	spectrogram	NOUN
bracis-33571	35	18	approach	approach	NOUN
bracis-33571	35	19	and	and	CCONJ
bracis-33571	35	20	the	the	DET
bracis-33571	35	21	neural	neural	ADJ
bracis-33571	35	22	network	network	NOUN
bracis-33571	35	23	model	model	NOUN
bracis-33571	35	24	created	create	VERB
bracis-33571	35	25	to	to	PART
bracis-33571	35	26	validate	validate	VERB
bracis-33571	35	27	our	our	PRON
bracis-33571	35	28	hypothesis	hypothesis	NOUN
bracis-33571	35	29	.	.	PUNCT
bracis-33571	36	1	section	section	NOUN
bracis-33571	36	2	 	 	SPACE
bracis-33571	36	3	4	4	NUM
bracis-33571	36	4	outlines	outline	VERB
bracis-33571	36	5	the	the	DET
bracis-33571	36	6	experimental	experimental	ADJ
bracis-33571	36	7	setup	setup	NOUN
bracis-33571	36	8	,	,	PUNCT
bracis-33571	36	9	including	include	VERB
bracis-33571	36	10	the	the	DET
bracis-33571	36	11	dataset	dataset	NOUN
bracis-33571	36	12	,	,	PUNCT
bracis-33571	36	13	hardware	hardware	NOUN
bracis-33571	36	14	configuration	configuration	NOUN
bracis-33571	36	15	,	,	PUNCT
bracis-33571	36	16	and	and	CCONJ
bracis-33571	36	17	training	training	NOUN
bracis-33571	36	18	procedure	procedure	NOUN
bracis-33571	36	19	.	.	PUNCT
bracis-33571	37	1	section	section	NOUN
bracis-33571	37	2	 	 	SPACE
bracis-33571	37	3	5	5	NUM
bracis-33571	37	4	presents	present	NOUN
bracis-33571	37	5	and	and	CCONJ
bracis-33571	37	6	discusses	discuss	VERB
bracis-33571	37	7	the	the	DET
bracis-33571	37	8	results	result	NOUN
bracis-33571	37	9	,	,	PUNCT
bracis-33571	37	10	covering	cover	VERB
bracis-33571	37	11	the	the	DET
bracis-33571	37	12	evaluation	evaluation	NOUN
bracis-33571	37	13	protocol	protocol	NOUN
bracis-33571	37	14	,	,	PUNCT
bracis-33571	37	15	performance	performance	NOUN
bracis-33571	37	16	metrics	metric	NOUN
bracis-33571	37	17	,	,	PUNCT
bracis-33571	37	18	and	and	CCONJ
bracis-33571	37	19	a	a	DET
bracis-33571	37	20	comparison	comparison	NOUN
bracis-33571	37	21	of	of	ADP
bracis-33571	37	22	the	the	DET
bracis-33571	37	23	proposed	propose	VERB
bracis-33571	37	24	model	model	NOUN
bracis-33571	37	25	with	with	ADP
bracis-33571	37	26	the	the	DET
bracis-33571	37	27	baseline	baseline	NOUN
bracis-33571	37	28	.	.	PUNCT
bracis-33571	38	1	this	this	DET
bracis-33571	38	2	section	section	NOUN
bracis-33571	38	3	also	also	ADV
bracis-33571	38	4	addresses	address	VERB
bracis-33571	38	5	the	the	DET
bracis-33571	38	6	limitations	limitation	NOUN
bracis-33571	38	7	of	of	ADP
bracis-33571	38	8	our	our	PRON
bracis-33571	38	9	current	current	ADJ
bracis-33571	38	10	approach	approach	NOUN
bracis-33571	38	11	and	and	CCONJ
bracis-33571	38	12	outlines	outline	VERB
bracis-33571	38	13	potential	potential	ADJ
bracis-33571	38	14	directions	direction	NOUN
bracis-33571	38	15	for	for	ADP
bracis-33571	38	16	future	future	ADJ
bracis-33571	38	17	work	work	NOUN
bracis-33571	38	18	.	.	PUNCT
bracis-33571	39	1	finally	finally	ADV
bracis-33571	39	2	,	,	PUNCT
bracis-33571	39	3	sect	sect	NOUN
bracis-33571	39	4	.	.	PUNCT
bracis-33571	39	5	 	 	SPACE
bracis-33571	39	6	6	6	NUM
bracis-33571	39	7	concludes	conclude	VERB
bracis-33571	39	8	the	the	DET
bracis-33571	39	9	paper	paper	NOUN
bracis-33571	39	10	,	,	PUNCT
bracis-33571	39	11	summarizing	summarize	VERB
bracis-33571	39	12	the	the	DET
bracis-33571	39	13	main	main	ADJ
bracis-33571	39	14	findings	finding	NOUN
bracis-33571	39	15	and	and	CCONJ
bracis-33571	39	16	their	their	PRON
bracis-33571	39	17	implications	implication	NOUN
bracis-33571	39	18	for	for	ADP
bracis-33571	39	19	the	the	DET
bracis-33571	39	20	field	field	NOUN
bracis-33571	39	21	of	of	ADP
bracis-33571	39	22	speaker	speaker	NOUN
bracis-33571	39	23	verification	verification	NOUN
bracis-33571	39	24	.	.	PUNCT
bracis-33571	40	1	2	2	NUM
bracis-33571	40	2	related	relate	VERB
bracis-33571	40	3	work	work	NOUN
bracis-33571	40	4	speaker	speaker	NOUN
bracis-33571	40	5	verification	verification	NOUN
bracis-33571	40	6	has	have	AUX
bracis-33571	40	7	seen	see	VERB
bracis-33571	40	8	significant	significant	ADJ
bracis-33571	40	9	advancements	advancement	NOUN
bracis-33571	40	10	through	through	ADP
bracis-33571	40	11	various	various	ADJ
bracis-33571	40	12	techniques	technique	NOUN
bracis-33571	40	13	including	include	VERB
bracis-33571	40	14	data	datum	NOUN
bracis-33571	40	15	augmentation	augmentation	NOUN
bracis-33571	40	16	,	,	PUNCT
bracis-33571	40	17	novel	novel	ADJ
bracis-33571	40	18	neural	neural	ADJ
bracis-33571	40	19	network	network	NOUN
bracis-33571	40	20	architectures	architecture	NOUN
bracis-33571	40	21	,	,	PUNCT
bracis-33571	40	22	and	and	CCONJ
bracis-33571	40	23	multi	multi	ADJ
bracis-33571	40	24	-	-	ADJ
bracis-33571	40	25	bandwidth	bandwidth	ADJ
bracis-33571	40	26	spectrogram	spectrogram	NOUN
bracis-33571	40	27	approaches	approach	NOUN
bracis-33571	40	28	.	.	PUNCT
bracis-33571	41	1	in	in	ADP
bracis-33571	41	2	terms	term	NOUN
bracis-33571	41	3	of	of	ADP
bracis-33571	41	4	data	datum	NOUN
bracis-33571	41	5	augmentation	augmentation	NOUN
bracis-33571	41	6	for	for	ADP
bracis-33571	41	7	speaker	speaker	NOUN
bracis-33571	41	8	recognition	recognition	NOUN
bracis-33571	41	9	,	,	PUNCT
bracis-33571	41	10	[	[	X
bracis-33571	41	11	6	6	NUM
bracis-33571	41	12	]	]	PUNCT
bracis-33571	41	13	proposed	propose	VERB
bracis-33571	41	14	using	use	VERB
bracis-33571	41	15	a	a	DET
bracis-33571	41	16	voice	voice	NOUN
bracis-33571	41	17	conversion	conversion	NOUN
bracis-33571	41	18	model	model	NOUN
bracis-33571	41	19	to	to	PART
bracis-33571	41	20	generate	generate	VERB
bracis-33571	41	21	additional	additional	ADJ
bracis-33571	41	22	data	datum	NOUN
bracis-33571	41	23	.	.	PUNCT
bracis-33571	42	1	they	they	PRON
bracis-33571	42	2	also	also	ADV
bracis-33571	42	3	applied	apply	VERB
bracis-33571	42	4	a	a	DET
bracis-33571	42	5	bandwidth	bandwidth	ADJ
bracis-33571	42	6	extension	extension	NOUN
bracis-33571	42	7	to	to	PART
bracis-33571	42	8	augment	augment	VERB
bracis-33571	42	9	narrowband	narrowband	NOUN
bracis-33571	42	10	speech	speech	NOUN
bracis-33571	42	11	,	,	PUNCT
bracis-33571	42	12	generating	generate	VERB
bracis-33571	42	13	missing	miss	VERB
bracis-33571	42	14	frequency	frequency	NOUN
bracis-33571	42	15	bands	band	NOUN
bracis-33571	42	16	from	from	ADP
bracis-33571	42	17	lowband	lowband	PROPN
bracis-33571	42	18	information	information	NOUN
bracis-33571	42	19	.	.	PUNCT
bracis-33571	43	1	regarding	regard	VERB
bracis-33571	43	2	neural	neural	ADJ
bracis-33571	43	3	network	network	NOUN
bracis-33571	43	4	architectures	architecture	NOUN
bracis-33571	43	5	,	,	PUNCT
bracis-33571	43	6	[	[	X
bracis-33571	43	7	7	7	X
bracis-33571	43	8	]	]	PUNCT
bracis-33571	43	9	and	and	CCONJ
bracis-33571	43	10	[	[	X
bracis-33571	43	11	8	8	NUM
bracis-33571	43	12	]	]	PUNCT
bracis-33571	43	13	introduced	introduce	VERB
bracis-33571	43	14	different	different	ADJ
bracis-33571	43	15	attention	attention	NOUN
bracis-33571	43	16	layers	layer	NOUN
bracis-33571	43	17	on	on	ADP
bracis-33571	43	18	top	top	NOUN
bracis-33571	43	19	of	of	ADP
bracis-33571	43	20	the	the	DET
bracis-33571	43	21	feature	feature	NOUN
bracis-33571	43	22	extractor	extractor	NOUN
bracis-33571	43	23	to	to	PART
bracis-33571	43	24	better	well	ADJ
bracis-33571	43	25	encode	encode	VERB
bracis-33571	43	26	variable	variable	ADJ
bracis-33571	43	27	-	-	PUNCT
bracis-33571	43	28	length	length	NOUN
bracis-33571	43	29	vector	vector	NOUN
bracis-33571	43	30	representations	representation	NOUN
bracis-33571	43	31	compared	compare	VERB
bracis-33571	43	32	to	to	ADP
bracis-33571	43	33	global	global	ADJ
bracis-33571	43	34	average	average	ADJ
bracis-33571	43	35	pooling	pooling	NOUN
bracis-33571	43	36	.	.	PUNCT
bracis-33571	44	1	further	far	ADV
bracis-33571	44	2	advancing	advance	VERB
bracis-33571	44	3	this	this	DET
bracis-33571	44	4	concept	concept	NOUN
bracis-33571	44	5	,	,	PUNCT
bracis-33571	44	6	[	[	X
bracis-33571	44	7	9	9	NUM
bracis-33571	44	8	]	]	PUNCT
bracis-33571	44	9	adapted	adapt	VERB
bracis-33571	44	10	selective	selective	ADJ
bracis-33571	44	11	kernel	kernel	NOUN
bracis-33571	44	12	attention	attention	NOUN
bracis-33571	44	13	(	(	PUNCT
bracis-33571	44	14	ska	ska	NOUN
bracis-33571	44	15	)	)	PUNCT
bracis-33571	44	16	modules	module	NOUN
bracis-33571	44	17	with	with	ADP
bracis-33571	44	18	a	a	DET
bracis-33571	44	19	multi	multi	ADJ
bracis-33571	44	20	-	-	ADJ
bracis-33571	44	21	scale	scale	ADJ
bracis-33571	44	22	frequency	frequency	NOUN
bracis-33571	44	23	and	and	CCONJ
bracis-33571	44	24	channel	channel	NOUN
bracis-33571	44	25	module	module	NOUN
bracis-33571	44	26	,	,	PUNCT
bracis-33571	44	27	modifying	modify	VERB
bracis-33571	44	28	feature	feature	NOUN
bracis-33571	44	29	extractor	extractor	NOUN
bracis-33571	44	30	blocks	block	NOUN
bracis-33571	44	31	to	to	PART
bracis-33571	44	32	use	use	VERB
bracis-33571	44	33	an	an	DET
bracis-33571	44	34	attention	attention	NOUN
bracis-33571	44	35	mechanism	mechanism	NOUN
bracis-33571	44	36	that	that	PRON
bracis-33571	44	37	selects	select	VERB
bracis-33571	44	38	from	from	ADP
bracis-33571	44	39	multiple	multiple	ADJ
bracis-33571	44	40	1d	1d	NUM
bracis-33571	44	41	convolutional	convolutional	ADJ
bracis-33571	44	42	kernel	kernel	NOUN
bracis-33571	44	43	sizes	size	NOUN
bracis-33571	44	44	.	.	PUNCT
bracis-33571	45	1	the	the	DET
bracis-33571	45	2	use	use	NOUN
bracis-33571	45	3	of	of	ADP
bracis-33571	45	4	multiple	multiple	ADJ
bracis-33571	45	5	spectrograms	spectrogram	NOUN
bracis-33571	45	6	as	as	ADP
bracis-33571	45	7	input	input	NOUN
bracis-33571	45	8	to	to	ADP
bracis-33571	45	9	neural	neural	ADJ
bracis-33571	45	10	network	network	NOUN
bracis-33571	45	11	models	model	NOUN
bracis-33571	45	12	has	have	AUX
bracis-33571	45	13	been	be	AUX
bracis-33571	45	14	explored	explore	VERB
bracis-33571	45	15	by	by	ADP
bracis-33571	45	16	[	[	X
bracis-33571	45	17	10	10	NUM
bracis-33571	45	18	]	]	PUNCT
bracis-33571	45	19	.	.	PUNCT
bracis-33571	46	1	they	they	PRON
bracis-33571	46	2	combined	combine	VERB
bracis-33571	46	3	mel	mel	PROPN
bracis-33571	46	4	spectrograms	spectrograms	PROPN
bracis-33571	46	5	,	,	PUNCT
bracis-33571	46	6	gammatone	gammatone	NOUN
bracis-33571	46	7	spectrograms	spectrogram	NOUN
bracis-33571	46	8	,	,	PUNCT
bracis-33571	46	9	and	and	CCONJ
bracis-33571	46	10	spectrograms	spectrogram	NOUN
bracis-33571	46	11	extracted	extract	VERB
bracis-33571	46	12	with	with	ADP
bracis-33571	46	13	continuous	continuous	ADJ
bracis-33571	46	14	wavelet	wavelet	NOUN
bracis-33571	46	15	transform	transform	NOUN
bracis-33571	46	16	into	into	ADP
bracis-33571	46	17	a	a	DET
bracis-33571	46	18	single	single	ADJ
bracis-33571	46	19	3d	3d	NUM
bracis-33571	46	20	-	-	PUNCT
bracis-33571	46	21	channel	channel	NOUN
bracis-33571	46	22	spectrogram	spectrogram	NOUN
bracis-33571	46	23	for	for	ADP
bracis-33571	46	24	a	a	DET
bracis-33571	46	25	convolutional	convolutional	ADJ
bracis-33571	46	26	neural	neural	ADJ
bracis-33571	46	27	network	network	NOUN
bracis-33571	46	28	(	(	PUNCT
bracis-33571	46	29	cnn	cnn	PROPN
bracis-33571	46	30	)	)	PUNCT
bracis-33571	46	31	.	.	PUNCT
bracis-33571	47	1	multi	multi	ADJ
bracis-33571	47	2	-	-	ADJ
bracis-33571	47	3	bandwidth	bandwidth	ADJ
bracis-33571	47	4	spectrograms	spectrogram	NOUN
bracis-33571	47	5	,	,	PUNCT
bracis-33571	47	6	which	which	PRON
bracis-33571	47	7	combine	combine	VERB
bracis-33571	47	8	multiple	multiple	ADJ
bracis-33571	47	9	frequency	frequency	NOUN
bracis-33571	47	10	bandwidths	bandwidth	NOUN
bracis-33571	47	11	to	to	PART
bracis-33571	47	12	capture	capture	VERB
bracis-33571	47	13	a	a	DET
bracis-33571	47	14	broader	broad	ADJ
bracis-33571	47	15	range	range	NOUN
bracis-33571	47	16	of	of	ADP
bracis-33571	47	17	audio	audio	ADJ
bracis-33571	47	18	features	feature	NOUN
bracis-33571	47	19	,	,	PUNCT
bracis-33571	47	20	have	have	AUX
bracis-33571	47	21	shown	show	VERB
bracis-33571	47	22	promise	promise	NOUN
bracis-33571	47	23	in	in	ADP
bracis-33571	47	24	various	various	ADJ
bracis-33571	47	25	speech	speech	NOUN
bracis-33571	47	26	and	and	CCONJ
bracis-33571	47	27	audio	audio	NOUN
bracis-33571	47	28	processing	processing	NOUN
bracis-33571	47	29	tasks	task	NOUN
bracis-33571	47	30	.	.	PUNCT
bracis-33571	48	1	[	[	X
bracis-33571	48	2	11	11	NUM
bracis-33571	48	3	]	]	PUNCT
bracis-33571	48	4	analyzed	analyze	VERB
bracis-33571	48	5	combined	combined	ADJ
bracis-33571	48	6	spectrograms	spectrogram	NOUN
bracis-33571	48	7	and	and	CCONJ
bracis-33571	48	8	proposed	propose	VERB
bracis-33571	48	9	a	a	DET
bracis-33571	48	10	new	new	ADJ
bracis-33571	48	11	representation	representation	NOUN
bracis-33571	48	12	obtained	obtain	VERB
bracis-33571	48	13	by	by	ADP
bracis-33571	48	14	computing	compute	VERB
bracis-33571	48	15	the	the	DET
bracis-33571	48	16	pixel	pixel	ADJ
bracis-33571	48	17	-	-	ADJ
bracis-33571	48	18	wise	wise	ADJ
bracis-33571	48	19	geometric	geometric	ADJ
bracis-33571	48	20	mean	mean	NOUN
bracis-33571	48	21	of	of	ADP
bracis-33571	48	22	narrowband	narrowband	NOUN
bracis-33571	48	23	and	and	CCONJ
bracis-33571	48	24	broadband	broadband	NOUN
bracis-33571	48	25	spectrograms	spectrogram	NOUN
bracis-33571	48	26	from	from	ADP
bracis-33571	48	27	the	the	DET
bracis-33571	48	28	same	same	ADJ
bracis-33571	48	29	audio	audio	NOUN
bracis-33571	48	30	signal	signal	NOUN
bracis-33571	48	31	.	.	PUNCT
bracis-33571	49	1	in	in	ADP
bracis-33571	49	2	the	the	DET
bracis-33571	49	3	work	work	NOUN
bracis-33571	49	4	of	of	ADP
bracis-33571	49	5	[	[	X
bracis-33571	49	6	12	12	NUM
bracis-33571	49	7	]	]	PUNCT
bracis-33571	49	8	,	,	PUNCT
bracis-33571	49	9	multi	multi	ADJ
bracis-33571	49	10	-	-	ADJ
bracis-33571	49	11	bandwidth	bandwidth	ADJ
bracis-33571	49	12	spectrograms	spectrogram	NOUN
bracis-33571	49	13	were	be	AUX
bracis-33571	49	14	applied	apply	VERB
bracis-33571	49	15	to	to	ADP
bracis-33571	49	16	voiced	voice	VERB
bracis-33571	49	17	and	and	CCONJ
bracis-33571	49	18	unvoiced	unvoiced	ADJ
bracis-33571	49	19	sound	sound	ADJ
bracis-33571	49	20	detection	detection	NOUN
bracis-33571	49	21	.	.	PUNCT
bracis-33571	50	1	the	the	DET
bracis-33571	50	2	authors	author	NOUN
bracis-33571	50	3	used	use	VERB
bracis-33571	50	4	different	different	ADJ
bracis-33571	50	5	window	window	NOUN
bracis-33571	50	6	analyses	analysis	NOUN
bracis-33571	50	7	depending	depend	VERB
bracis-33571	50	8	on	on	ADP
bracis-33571	50	9	the	the	DET
bracis-33571	50	10	frequency	frequency	NOUN
bracis-33571	50	11	range	range	NOUN
bracis-33571	50	12	,	,	PUNCT
bracis-33571	50	13	resulting	result	VERB
bracis-33571	50	14	in	in	ADP
bracis-33571	50	15	performance	performance	NOUN
bracis-33571	50	16	improvements	improvement	NOUN
bracis-33571	50	17	compared	compare	VERB
bracis-33571	50	18	to	to	ADP
bracis-33571	50	19	classical	classical	ADJ
bracis-33571	50	20	spectrogram	spectrogram	NOUN
bracis-33571	50	21	generation	generation	NOUN
bracis-33571	50	22	approaches	approach	NOUN
bracis-33571	50	23	.	.	PUNCT
bracis-33571	51	1	while	while	SCONJ
bracis-33571	51	2	multi	multi	ADJ
bracis-33571	51	3	-	-	ADJ
bracis-33571	51	4	bandwidth	bandwidth	ADJ
bracis-33571	51	5	spectrograms	spectrogram	NOUN
bracis-33571	51	6	focus	focus	VERB
bracis-33571	51	7	on	on	ADP
bracis-33571	51	8	combining	combine	VERB
bracis-33571	51	9	different	different	ADJ
bracis-33571	51	10	frequency	frequency	NOUN
bracis-33571	51	11	representations	representation	NOUN
bracis-33571	51	12	,	,	PUNCT
bracis-33571	51	13	other	other	ADJ
bracis-33571	51	14	researchers	researcher	NOUN
bracis-33571	51	15	have	have	AUX
bracis-33571	51	16	explored	explore	VERB
bracis-33571	51	17	combining	combine	VERB
bracis-33571	51	18	different	different	ADJ
bracis-33571	51	19	types	type	NOUN
bracis-33571	51	20	of	of	ADP
bracis-33571	51	21	features	feature	NOUN
bracis-33571	51	22	to	to	PART
bracis-33571	51	23	improve	improve	VERB
bracis-33571	51	24	speaker	speaker	NOUN
bracis-33571	51	25	recognition	recognition	NOUN
bracis-33571	51	26	performance	performance	NOUN
bracis-33571	51	27	.	.	PUNCT
bracis-33571	52	1	feature	feature	NOUN
bracis-33571	52	2	fusion	fusion	NOUN
bracis-33571	52	3	techniques	technique	NOUN
bracis-33571	52	4	have	have	AUX
bracis-33571	52	5	been	be	AUX
bracis-33571	52	6	explored	explore	VERB
bracis-33571	52	7	in	in	ADP
bracis-33571	52	8	speaker	speaker	NOUN
bracis-33571	52	9	recognition	recognition	NOUN
bracis-33571	52	10	.	.	PUNCT
bracis-33571	53	1	[	[	X
bracis-33571	53	2	13	13	NUM
bracis-33571	53	3	]	]	PUNCT
bracis-33571	53	4	proposed	propose	VERB
bracis-33571	53	5	fusing	fuse	VERB
bracis-33571	53	6	mel	mel	PROPN
bracis-33571	53	7	frequency	frequency	PROPN
bracis-33571	53	8	cepstral	cepstral	ADJ
bracis-33571	53	9	coefficients	coefficient	NOUN
bracis-33571	53	10	(	(	PUNCT
bracis-33571	53	11	mfccs	mfccs	PROPN
bracis-33571	53	12	)	)	PUNCT
bracis-33571	53	13	with	with	ADP
bracis-33571	53	14	new	new	ADJ
bracis-33571	53	15	features	feature	NOUN
bracis-33571	53	16	based	base	VERB
bracis-33571	53	17	on	on	ADP
bracis-33571	53	18	temporal	temporal	ADJ
bracis-33571	53	19	domain	domain	NOUN
bracis-33571	53	20	statistical	statistical	ADJ
bracis-33571	53	21	indicators	indicator	NOUN
bracis-33571	53	22	such	such	ADJ
bracis-33571	53	23	as	as	ADP
bracis-33571	53	24	mean	mean	ADJ
bracis-33571	53	25	,	,	PUNCT
bracis-33571	53	26	median	median	ADJ
bracis-33571	53	27	,	,	PUNCT
bracis-33571	53	28	and	and	CCONJ
bracis-33571	53	29	standard	standard	ADJ
bracis-33571	53	30	deviation	deviation	NOUN
bracis-33571	53	31	.	.	PUNCT
bracis-33571	54	1	their	their	PRON
bracis-33571	54	2	model	model	NOUN
bracis-33571	54	3	,	,	PUNCT
bracis-33571	54	4	trained	train	VERB
bracis-33571	54	5	and	and	CCONJ
bracis-33571	54	6	evaluated	evaluate	VERB
bracis-33571	54	7	on	on	ADP
bracis-33571	54	8	different	different	ADJ
bracis-33571	54	9	subsets	subset	NOUN
bracis-33571	54	10	of	of	ADP
bracis-33571	54	11	librispeech	librispeech	NOUN
bracis-33571	54	12	[	[	X
bracis-33571	54	13	14	14	NUM
bracis-33571	54	14	]	]	PUNCT
bracis-33571	54	15	,	,	PUNCT
bracis-33571	54	16	outperformed	outperform	VERB
bracis-33571	54	17	the	the	DET
bracis-33571	54	18	baseline	baseline	NOUN
bracis-33571	54	19	models	model	NOUN
bracis-33571	54	20	they	they	PRON
bracis-33571	54	21	evaluated	evaluate	VERB
bracis-33571	54	22	.	.	PUNCT
bracis-33571	55	1	these	these	DET
bracis-33571	55	2	studies	study	NOUN
bracis-33571	55	3	demonstrate	demonstrate	VERB
bracis-33571	55	4	the	the	DET
bracis-33571	55	5	potential	potential	NOUN
bracis-33571	55	6	of	of	ADP
bracis-33571	55	7	multi	multi	ADJ
bracis-33571	55	8	-	-	ADJ
bracis-33571	55	9	bandwidth	bandwidth	ADJ
bracis-33571	55	10	spectrograms	spectrogram	NOUN
bracis-33571	55	11	and	and	CCONJ
bracis-33571	55	12	feature	feature	NOUN
bracis-33571	55	13	fusion	fusion	NOUN
bracis-33571	55	14	techniques	technique	NOUN
bracis-33571	55	15	in	in	ADP
bracis-33571	55	16	various	various	ADJ
bracis-33571	55	17	speech	speech	NOUN
bracis-33571	55	18	and	and	CCONJ
bracis-33571	55	19	audio	audio	NOUN
bracis-33571	55	20	processing	processing	NOUN
bracis-33571	55	21	tasks	task	NOUN
bracis-33571	55	22	,	,	PUNCT
bracis-33571	55	23	motivating	motivate	VERB
bracis-33571	55	24	further	further	ADJ
bracis-33571	55	25	exploration	exploration	NOUN
bracis-33571	55	26	in	in	ADP
bracis-33571	55	27	speaker	speaker	NOUN
bracis-33571	55	28	verification	verification	NOUN
bracis-33571	55	29	applications	application	NOUN
bracis-33571	55	30	.	.	PUNCT
bracis-33571	56	1	our	our	PRON
bracis-33571	56	2	research	research	NOUN
bracis-33571	56	3	indicates	indicate	VERB
bracis-33571	56	4	that	that	SCONJ
bracis-33571	56	5	the	the	DET
bracis-33571	56	6	use	use	NOUN
bracis-33571	56	7	of	of	ADP
bracis-33571	56	8	dual	dual	ADJ
bracis-33571	56	9	-	-	PUNCT
bracis-33571	56	10	bandwidth	bandwidth	ADJ
bracis-33571	56	11	spectrograms	spectrogram	NOUN
bracis-33571	56	12	,	,	PUNCT
bracis-33571	56	13	as	as	SCONJ
bracis-33571	56	14	defined	define	VERB
bracis-33571	56	15	in	in	ADP
bracis-33571	56	16	this	this	DET
bracis-33571	56	17	work	work	NOUN
bracis-33571	56	18	,	,	PUNCT
bracis-33571	56	19	has	have	AUX
bracis-33571	56	20	not	not	PART
bracis-33571	56	21	been	be	AUX
bracis-33571	56	22	previously	previously	ADV
bracis-33571	56	23	applied	apply	VERB
bracis-33571	56	24	to	to	ADP
bracis-33571	56	25	speaker	speaker	NOUN
bracis-33571	56	26	verification	verification	NOUN
bracis-33571	56	27	tasks	task	NOUN
bracis-33571	56	28	.	.	PUNCT
bracis-33571	57	1	while	while	SCONJ
bracis-33571	57	2	studies	study	NOUN
bracis-33571	57	3	such	such	ADJ
bracis-33571	57	4	as	as	ADP
bracis-33571	57	5	[	[	X
bracis-33571	57	6	10	10	NUM
bracis-33571	57	7	]	]	PUNCT
bracis-33571	57	8	and	and	CCONJ
bracis-33571	57	9	[	[	X
bracis-33571	57	10	11	11	NUM
bracis-33571	57	11	]	]	PUNCT
bracis-33571	57	12	have	have	AUX
bracis-33571	57	13	explored	explore	VERB
bracis-33571	57	14	various	various	ADJ
bracis-33571	57	15	combinations	combination	NOUN
bracis-33571	57	16	of	of	ADP
bracis-33571	57	17	spectral	spectral	ADJ
bracis-33571	57	18	representations	representation	NOUN
bracis-33571	57	19	in	in	ADP
bracis-33571	57	20	speech	speech	NOUN
bracis-33571	57	21	processing	processing	NOUN
bracis-33571	57	22	,	,	PUNCT
bracis-33571	57	23	they	they	PRON
bracis-33571	57	24	have	have	AUX
bracis-33571	57	25	primarily	primarily	ADV
bracis-33571	57	26	focused	focus	VERB
bracis-33571	57	27	on	on	ADP
bracis-33571	57	28	speech	speech	NOUN
bracis-33571	57	29	recognition	recognition	NOUN
bracis-33571	57	30	or	or	CCONJ
bracis-33571	57	31	general	general	ADJ
bracis-33571	57	32	audio	audio	ADJ
bracis-33571	57	33	processing	processing	NOUN
bracis-33571	57	34	tasks	task	NOUN
bracis-33571	57	35	.	.	PUNCT
bracis-33571	58	1	the	the	DET
bracis-33571	58	2	specific	specific	ADJ
bracis-33571	58	3	application	application	NOUN
bracis-33571	58	4	of	of	ADP
bracis-33571	58	5	dual	dual	ADJ
bracis-33571	58	6	-	-	PUNCT
bracis-33571	58	7	bandwidth	bandwidth	ADJ
bracis-33571	58	8	spectrograms	spectrogram	NOUN
bracis-33571	58	9	to	to	ADP
bracis-33571	58	10	speaker	speaker	NOUN
bracis-33571	58	11	verification	verification	NOUN
bracis-33571	58	12	appears	appear	VERB
bracis-33571	58	13	to	to	PART
bracis-33571	58	14	be	be	AUX
bracis-33571	58	15	novel	novel	ADJ
bracis-33571	58	16	.	.	PUNCT
bracis-33571	59	1	this	this	DET
bracis-33571	59	2	approach	approach	NOUN
bracis-33571	59	3	,	,	PUNCT
bracis-33571	59	4	combining	combine	VERB
bracis-33571	59	5	narrowband	narrowband	NOUN
bracis-33571	59	6	and	and	CCONJ
bracis-33571	59	7	broadband	broadband	NOUN
bracis-33571	59	8	spectrograms	spectrogram	NOUN
bracis-33571	59	9	,	,	PUNCT
bracis-33571	59	10	extends	extend	VERB
bracis-33571	59	11	the	the	DET
bracis-33571	59	12	existing	exist	VERB
bracis-33571	59	13	work	work	NOUN
bracis-33571	59	14	on	on	ADP
bracis-33571	59	15	spectral	spectral	ADJ
bracis-33571	59	16	analysis	analysis	NOUN
bracis-33571	59	17	in	in	ADP
bracis-33571	59	18	speaker	speaker	NOUN
bracis-33571	59	19	recognition	recognition	NOUN
bracis-33571	59	20	systems	system	NOUN
bracis-33571	59	21	.	.	PUNCT
bracis-33571	60	1	by	by	ADP
bracis-33571	60	2	leveraging	leverage	VERB
bracis-33571	60	3	complementary	complementary	ADJ
bracis-33571	60	4	information	information	NOUN
bracis-33571	60	5	from	from	ADP
bracis-33571	60	6	different	different	ADJ
bracis-33571	60	7	spectral	spectral	ADJ
bracis-33571	60	8	resolutions	resolution	NOUN
bracis-33571	60	9	,	,	PUNCT
bracis-33571	60	10	our	our	PRON
bracis-33571	60	11	method	method	NOUN
bracis-33571	60	12	aims	aim	VERB
bracis-33571	60	13	to	to	PART
bracis-33571	60	14	enhance	enhance	VERB
bracis-33571	60	15	the	the	DET
bracis-33571	60	16	accuracy	accuracy	NOUN
bracis-33571	60	17	of	of	ADP
bracis-33571	60	18	speaker	speaker	NOUN
bracis-33571	60	19	verification	verification	NOUN
bracis-33571	60	20	tasks	task	NOUN
bracis-33571	60	21	.	.	PUNCT
bracis-33571	61	1	our	our	PRON
bracis-33571	61	2	approach	approach	NOUN
bracis-33571	61	3	addresses	address	VERB
bracis-33571	61	4	limitations	limitation	NOUN
bracis-33571	61	5	in	in	ADP
bracis-33571	61	6	previous	previous	ADJ
bracis-33571	61	7	works	work	NOUN
bracis-33571	61	8	by	by	ADP
bracis-33571	61	9	providing	provide	VERB
bracis-33571	61	10	a	a	DET
bracis-33571	61	11	simple	simple	ADJ
bracis-33571	61	12	yet	yet	CCONJ
bracis-33571	61	13	effective	effective	ADJ
bracis-33571	61	14	means	mean	NOUN
bracis-33571	61	15	of	of	ADP
bracis-33571	61	16	improving	improve	VERB
bracis-33571	61	17	speaker	speaker	NOUN
bracis-33571	61	18	verification	verification	NOUN
bracis-33571	61	19	performance	performance	NOUN
bracis-33571	61	20	using	use	VERB
bracis-33571	61	21	readily	readily	ADV
bracis-33571	61	22	available	available	ADJ
bracis-33571	61	23	spectral	spectral	ADJ
bracis-33571	61	24	information	information	NOUN
bracis-33571	61	25	.	.	PUNCT
bracis-33571	62	1	3	3	NUM
bracis-33571	62	2	method	method	NOUN
bracis-33571	62	3	this	this	DET
bracis-33571	62	4	study	study	NOUN
bracis-33571	62	5	introduces	introduce	VERB
bracis-33571	62	6	a	a	DET
bracis-33571	62	7	novel	novel	ADJ
bracis-33571	62	8	approach	approach	NOUN
bracis-33571	62	9	to	to	ADP
bracis-33571	62	10	sv	sv	PROPN
bracis-33571	62	11	analysis	analysis	NOUN
bracis-33571	62	12	,	,	PUNCT
bracis-33571	62	13	leveraging	leverage	VERB
bracis-33571	62	14	a	a	DET
bracis-33571	62	15	deep	deep	ADJ
bracis-33571	62	16	neural	neural	ADJ
bracis-33571	62	17	network	network	NOUN
bracis-33571	62	18	model	model	NOUN
bracis-33571	62	19	that	that	PRON
bracis-33571	62	20	processes	process	VERB
bracis-33571	62	21	combined	combine	VERB
bracis-33571	62	22	narrowband	narrowband	NOUN
bracis-33571	62	23	and	and	CCONJ
bracis-33571	62	24	broadband	broadband	NOUN
bracis-33571	62	25	spectrograms	spectrogram	NOUN
bracis-33571	62	26	.	.	PUNCT
bracis-33571	63	1	narrowband	narrowband	NOUN
bracis-33571	63	2	spectrograms	spectrogram	NOUN
bracis-33571	63	3	are	be	AUX
bracis-33571	63	4	generated	generate	VERB
bracis-33571	63	5	with	with	ADP
bracis-33571	63	6	longer	long	ADJ
bracis-33571	63	7	analysis	analysis	VERB
bracis-33571	63	8	windows	window	NOUN
bracis-33571	63	9	of	of	ADP
bracis-33571	63	10	30ms	30ms	NOUN
bracis-33571	63	11	.	.	PUNCT
bracis-33571	64	1	they	they	PRON
bracis-33571	64	2	capture	capture	VERB
bracis-33571	64	3	finer	fine	ADJ
bracis-33571	64	4	harmonic	harmonic	ADJ
bracis-33571	64	5	details	detail	NOUN
bracis-33571	64	6	.	.	PUNCT
bracis-33571	65	1	whereas	whereas	SCONJ
bracis-33571	65	2	broadband	broadband	NOUN
bracis-33571	65	3	spectrograms	spectrogram	NOUN
bracis-33571	65	4	are	be	AUX
bracis-33571	65	5	generated	generate	VERB
bracis-33571	65	6	with	with	ADP
bracis-33571	65	7	shorter	short	ADJ
bracis-33571	65	8	windows	window	NOUN
bracis-33571	65	9	of	of	ADP
bracis-33571	65	10	5ms	5ms	ADJ
bracis-33571	65	11	.	.	PUNCT
bracis-33571	66	1	they	they	PRON
bracis-33571	66	2	better	well	ADV
bracis-33571	66	3	represent	represent	VERB
bracis-33571	66	4	rapid	rapid	ADJ
bracis-33571	66	5	temporal	temporal	ADJ
bracis-33571	66	6	variations	variation	NOUN
bracis-33571	66	7	and	and	CCONJ
bracis-33571	66	8	spectral	spectral	ADJ
bracis-33571	66	9	envelopes	envelope	NOUN
bracis-33571	66	10	.	.	PUNCT
bracis-33571	67	1	the	the	DET
bracis-33571	67	2	window	window	NOUN
bracis-33571	67	3	lengths	length	NOUN
bracis-33571	67	4	of	of	ADP
bracis-33571	67	5	30ms	30ms	NOUN
bracis-33571	67	6	for	for	ADP
bracis-33571	67	7	narrowband	narrowband	NOUN
bracis-33571	67	8	and	and	CCONJ
bracis-33571	67	9	5ms	5ms	ADV
bracis-33571	67	10	for	for	ADP
bracis-33571	67	11	broadband	broadband	NOUN
bracis-33571	67	12	spectrograms	spectrogram	NOUN
bracis-33571	67	13	are	be	AUX
bracis-33571	67	14	defined	define	VERB
bracis-33571	67	15	in	in	ADP
bracis-33571	67	16	[	[	X
bracis-33571	67	17	15	15	NUM
bracis-33571	67	18	]	]	PUNCT
bracis-33571	67	19	and	and	CCONJ
bracis-33571	67	20	[	[	X
bracis-33571	67	21	16	16	NUM
bracis-33571	67	22	]	]	PUNCT
bracis-33571	67	23	.	.	PUNCT
bracis-33571	68	1	the	the	DET
bracis-33571	68	2	baseline	baseline	NOUN
bracis-33571	68	3	for	for	ADP
bracis-33571	68	4	this	this	DET
bracis-33571	68	5	study	study	NOUN
bracis-33571	68	6	is	be	AUX
bracis-33571	68	7	the	the	DET
bracis-33571	68	8	fast	fast	ADJ
bracis-33571	68	9	resnet-34	resnet-34	PROPN
bracis-33571	68	10	architecture	architecture	NOUN
bracis-33571	68	11	proposed	propose	VERB
bracis-33571	68	12	by	by	ADP
bracis-33571	68	13	[	[	X
bracis-33571	68	14	5	5	NUM
bracis-33571	68	15	]	]	PUNCT
bracis-33571	68	16	.	.	PUNCT
bracis-33571	69	1	we	we	PRON
bracis-33571	69	2	have	have	AUX
bracis-33571	69	3	implemented	implement	VERB
bracis-33571	69	4	it	it	PRON
bracis-33571	69	5	using	use	VERB
bracis-33571	69	6	the	the	DET
bracis-33571	69	7	original	original	ADJ
bracis-33571	69	8	code	code	NOUN
bracis-33571	69	9	provided	provide	VERB
bracis-33571	69	10	by	by	ADP
bracis-33571	69	11	the	the	DET
bracis-33571	69	12	authors	author	NOUN
bracis-33571	69	13	.	.	PUNCT
bracis-33571	70	1	this	this	DET
bracis-33571	70	2	model	model	NOUN
bracis-33571	70	3	is	be	AUX
bracis-33571	70	4	a	a	DET
bracis-33571	70	5	streamlined	streamlined	ADJ
bracis-33571	70	6	version	version	NOUN
bracis-33571	70	7	of	of	ADP
bracis-33571	70	8	the	the	DET
bracis-33571	70	9	traditional	traditional	ADJ
bracis-33571	70	10	resnet-34	resnet-34	PROPN
bracis-33571	71	1	[	[	X
bracis-33571	71	2	17	17	NUM
bracis-33571	71	3	]	]	PUNCT
bracis-33571	71	4	,	,	PUNCT
bracis-33571	71	5	characterized	characterize	VERB
bracis-33571	71	6	by	by	ADP
bracis-33571	71	7	a	a	DET
bracis-33571	71	8	significant	significant	ADJ
bracis-33571	71	9	reduction	reduction	NOUN
bracis-33571	71	10	in	in	ADP
bracis-33571	71	11	complexity	complexity	NOUN
bracis-33571	71	12	.	.	PUNCT
bracis-33571	72	1	fast	fast	ADJ
bracis-33571	72	2	resnet-34	resnet-34	PROPN
bracis-33571	72	3	has	have	AUX
bracis-33571	72	4	been	be	AUX
bracis-33571	72	5	optimized	optimize	VERB
bracis-33571	72	6	to	to	PART
bracis-33571	72	7	use	use	VERB
bracis-33571	72	8	only	only	ADV
bracis-33571	72	9	1.4	1.4	NUM
bracis-33571	72	10	million	million	NUM
bracis-33571	72	11	parameters	parameter	NOUN
bracis-33571	72	12	,	,	PUNCT
bracis-33571	72	13	while	while	SCONJ
bracis-33571	72	14	the	the	DET
bracis-33571	72	15	classical	classical	ADJ
bracis-33571	72	16	resnet-34	resnet-34	PROPN
bracis-33571	72	17	comprises	comprise	VERB
bracis-33571	72	18	63.5	63.5	NUM
bracis-33571	72	19	million	million	NUM
bracis-33571	72	20	parameters	parameter	NOUN
bracis-33571	72	21	.	.	PUNCT
bracis-33571	73	1	this	this	DET
bracis-33571	73	2	efficient	efficient	ADJ
bracis-33571	73	3	design	design	NOUN
bracis-33571	73	4	greatly	greatly	ADV
bracis-33571	73	5	enhances	enhance	VERB
bracis-33571	73	6	computational	computational	ADJ
bracis-33571	73	7	efficiency	efficiency	NOUN
bracis-33571	73	8	and	and	CCONJ
bracis-33571	73	9	simplifies	simplify	VERB
bracis-33571	73	10	the	the	DET
bracis-33571	73	11	training	training	NOUN
bracis-33571	73	12	process	process	NOUN
bracis-33571	73	13	,	,	PUNCT
bracis-33571	73	14	enabling	enable	VERB
bracis-33571	73	15	us	we	PRON
bracis-33571	73	16	to	to	PART
bracis-33571	73	17	explore	explore	VERB
bracis-33571	73	18	our	our	PRON
bracis-33571	73	19	hypothesis	hypothesis	NOUN
bracis-33571	73	20	without	without	ADP
bracis-33571	73	21	requiring	require	VERB
bracis-33571	73	22	high	high	ADJ
bracis-33571	73	23	-	-	PUNCT
bracis-33571	73	24	end	end	NOUN
bracis-33571	73	25	hardware	hardware	NOUN
bracis-33571	73	26	resources	resource	NOUN
bracis-33571	73	27	.	.	PUNCT
bracis-33571	74	1	the	the	DET
bracis-33571	74	2	baseline	baseline	NOUN
bracis-33571	74	3	for	for	ADP
bracis-33571	74	4	this	this	DET
bracis-33571	74	5	study	study	NOUN
bracis-33571	74	6	is	be	AUX
bracis-33571	74	7	the	the	DET
bracis-33571	74	8	fast	fast	ADJ
bracis-33571	74	9	resnet-34	resnet-34	PROPN
bracis-33571	74	10	architecture	architecture	NOUN
bracis-33571	74	11	proposed	propose	VERB
bracis-33571	74	12	by	by	ADP
bracis-33571	74	13	[	[	X
bracis-33571	74	14	5	5	NUM
bracis-33571	74	15	]	]	PUNCT
bracis-33571	74	16	.	.	PUNCT
bracis-33571	75	1	we	we	PRON
bracis-33571	75	2	have	have	AUX
bracis-33571	75	3	implemented	implement	VERB
bracis-33571	75	4	it	it	PRON
bracis-33571	75	5	using	use	VERB
bracis-33571	75	6	the	the	DET
bracis-33571	75	7	original	original	ADJ
bracis-33571	75	8	code	code	NOUN
bracis-33571	75	9	provided	provide	VERB
bracis-33571	75	10	by	by	ADP
bracis-33571	75	11	the	the	DET
bracis-33571	75	12	authors	author	NOUN
bracis-33571	75	13	.	.	PUNCT
bracis-33571	76	1	this	this	DET
bracis-33571	76	2	model	model	NOUN
bracis-33571	76	3	is	be	AUX
bracis-33571	76	4	a	a	DET
bracis-33571	76	5	streamlined	streamlined	ADJ
bracis-33571	76	6	version	version	NOUN
bracis-33571	76	7	of	of	ADP
bracis-33571	76	8	the	the	DET
bracis-33571	76	9	traditional	traditional	ADJ
bracis-33571	76	10	resnet-34	resnet-34	PROPN
bracis-33571	77	1	[	[	X
bracis-33571	77	2	17	17	NUM
bracis-33571	77	3	]	]	PUNCT
bracis-33571	77	4	,	,	PUNCT
bracis-33571	77	5	characterized	characterize	VERB
bracis-33571	77	6	by	by	ADP
bracis-33571	77	7	a	a	DET
bracis-33571	77	8	significant	significant	ADJ
bracis-33571	77	9	reduction	reduction	NOUN
bracis-33571	77	10	in	in	ADP
bracis-33571	77	11	complexity	complexity	NOUN
bracis-33571	77	12	.	.	PUNCT
bracis-33571	78	1	fast	fast	ADJ
bracis-33571	78	2	resnet-34	resnet-34	PROPN
bracis-33571	78	3	has	have	AUX
bracis-33571	78	4	been	be	AUX
bracis-33571	78	5	optimized	optimize	VERB
bracis-33571	78	6	to	to	PART
bracis-33571	78	7	use	use	VERB
bracis-33571	78	8	only	only	ADV
bracis-33571	78	9	1.4	1.4	NUM
bracis-33571	78	10	million	million	NUM
bracis-33571	78	11	parameters	parameter	NOUN
bracis-33571	78	12	,	,	PUNCT
bracis-33571	78	13	while	while	SCONJ
bracis-33571	78	14	the	the	DET
bracis-33571	78	15	classical	classical	ADJ
bracis-33571	78	16	resnet-34	resnet-34	PROPN
bracis-33571	78	17	comprises	comprise	VERB
bracis-33571	78	18	63.5	63.5	NUM
bracis-33571	78	19	million	million	NUM
bracis-33571	78	20	parameters	parameter	NOUN
bracis-33571	78	21	.	.	PUNCT
bracis-33571	79	1	this	this	DET
bracis-33571	79	2	efficient	efficient	ADJ
bracis-33571	79	3	design	design	NOUN
bracis-33571	79	4	allows	allow	VERB
bracis-33571	79	5	us	we	PRON
bracis-33571	79	6	to	to	PART
bracis-33571	79	7	explore	explore	VERB
bracis-33571	79	8	our	our	PRON
bracis-33571	79	9	dual	dual	ADJ
bracis-33571	79	10	-	-	PUNCT
bracis-33571	79	11	bandwidth	bandwidth	ADJ
bracis-33571	79	12	hypothesis	hypothesis	NOUN
bracis-33571	79	13	while	while	SCONJ
bracis-33571	79	14	maintaining	maintain	VERB
bracis-33571	79	15	reasonable	reasonable	ADJ
bracis-33571	79	16	computational	computational	ADJ
bracis-33571	79	17	requirements	requirement	NOUN
bracis-33571	79	18	,	,	PUNCT
bracis-33571	79	19	even	even	ADV
bracis-33571	79	20	with	with	ADP
bracis-33571	79	21	the	the	DET
bracis-33571	79	22	additional	additional	ADJ
bracis-33571	79	23	preprocessing	preprocessing	NOUN
bracis-33571	79	24	step	step	NOUN
bracis-33571	79	25	of	of	ADP
bracis-33571	79	26	generating	generate	VERB
bracis-33571	79	27	two	two	NUM
bracis-33571	79	28	spectrograms	spectrogram	NOUN
bracis-33571	79	29	per	per	ADP
bracis-33571	79	30	audio	audio	NOUN
bracis-33571	79	31	sample	sample	NOUN
bracis-33571	79	32	.	.	PUNCT
bracis-33571	80	1	3.1	3.1	NUM
bracis-33571	80	2	adaptation	adaptation	NOUN
bracis-33571	80	3	for	for	ADP
bracis-33571	80	4	 	 	SPACE
bracis-33571	80	5	dual	dual	ADJ
bracis-33571	80	6	-	-	PUNCT
bracis-33571	80	7	bandwidth	bandwidth	ADJ
bracis-33571	80	8	spectrograms	spectrogram	NOUN
bracis-33571	80	9	to	to	PART
bracis-33571	80	10	accommodate	accommodate	VERB
bracis-33571	80	11	our	our	PRON
bracis-33571	80	12	dual	dual	ADJ
bracis-33571	80	13	-	-	PUNCT
bracis-33571	80	14	bandwidth	bandwidth	ADJ
bracis-33571	80	15	spectrogram	spectrogram	NOUN
bracis-33571	80	16	approach	approach	NOUN
bracis-33571	80	17	,	,	PUNCT
bracis-33571	80	18	we	we	PRON
bracis-33571	80	19	modified	modify	VERB
bracis-33571	80	20	the	the	DET
bracis-33571	80	21	baseline	baseline	NOUN
bracis-33571	80	22	fast	fast	ADJ
bracis-33571	80	23	resnet-34	resnet-34	PROPN
bracis-33571	80	24	model	model	NOUN
bracis-33571	80	25	.	.	PUNCT
bracis-33571	81	1	this	this	DET
bracis-33571	81	2	adaptation	adaptation	NOUN
bracis-33571	81	3	primarily	primarily	ADV
bracis-33571	81	4	involved	involve	VERB
bracis-33571	81	5	changing	change	VERB
bracis-33571	81	6	the	the	DET
bracis-33571	81	7	initial	initial	ADJ
bracis-33571	81	8	convolutional	convolutional	ADJ
bracis-33571	81	9	layer	layer	NOUN
bracis-33571	81	10	to	to	PART
bracis-33571	81	11	accept	accept	VERB
bracis-33571	81	12	two	two	NUM
bracis-33571	81	13	input	input	NOUN
bracis-33571	81	14	channels	channel	NOUN
bracis-33571	81	15	instead	instead	ADV
bracis-33571	81	16	of	of	ADP
bracis-33571	81	17	one	one	NUM
bracis-33571	81	18	,	,	PUNCT
bracis-33571	81	19	corresponding	correspond	VERB
bracis-33571	81	20	to	to	ADP
bracis-33571	81	21	the	the	DET
bracis-33571	81	22	narrowband	narrowband	NOUN
bracis-33571	81	23	and	and	CCONJ
bracis-33571	81	24	broadband	broadband	NOUN
bracis-33571	81	25	spectrograms	spectrogram	NOUN
bracis-33571	81	26	.	.	PUNCT
bracis-33571	82	1	despite	despite	SCONJ
bracis-33571	82	2	this	this	DET
bracis-33571	82	3	modification	modification	NOUN
bracis-33571	82	4	,	,	PUNCT
bracis-33571	82	5	the	the	DET
bracis-33571	82	6	number	number	NOUN
bracis-33571	82	7	of	of	ADP
bracis-33571	82	8	output	output	NOUN
bracis-33571	82	9	channels	channel	NOUN
bracis-33571	82	10	in	in	ADP
bracis-33571	82	11	this	this	DET
bracis-33571	82	12	layer	layer	NOUN
bracis-33571	82	13	remained	remain	VERB
bracis-33571	82	14	the	the	DET
bracis-33571	82	15	same	same	ADJ
bracis-33571	82	16	as	as	ADP
bracis-33571	82	17	in	in	ADP
bracis-33571	82	18	the	the	DET
bracis-33571	82	19	original	original	ADJ
bracis-33571	82	20	model	model	NOUN
bracis-33571	82	21	.	.	PUNCT
bracis-33571	83	1	consequently	consequently	ADV
bracis-33571	83	2	,	,	PUNCT
bracis-33571	83	3	the	the	DET
bracis-33571	83	4	dimensions	dimension	NOUN
bracis-33571	83	5	of	of	ADP
bracis-33571	83	6	the	the	DET
bracis-33571	83	7	tensor	tensor	NOUN
bracis-33571	83	8	after	after	ADP
bracis-33571	83	9	the	the	DET
bracis-33571	83	10	first	first	ADJ
bracis-33571	83	11	layer	layer	NOUN
bracis-33571	83	12	,	,	PUNCT
bracis-33571	83	13	and	and	CCONJ
bracis-33571	83	14	throughout	throughout	ADP
bracis-33571	83	15	the	the	DET
bracis-33571	83	16	rest	rest	NOUN
bracis-33571	83	17	of	of	ADP
bracis-33571	83	18	the	the	DET
bracis-33571	83	19	network	network	NOUN
bracis-33571	83	20	,	,	PUNCT
bracis-33571	83	21	remain	remain	VERB
bracis-33571	83	22	unchanged	unchanged	ADJ
bracis-33571	83	23	.	.	PUNCT
bracis-33571	84	1	this	this	PRON
bracis-33571	84	2	allows	allow	VERB
bracis-33571	84	3	the	the	DET
bracis-33571	84	4	subsequent	subsequent	ADJ
bracis-33571	84	5	layers	layer	NOUN
bracis-33571	84	6	to	to	PART
bracis-33571	84	7	process	process	VERB
bracis-33571	84	8	the	the	DET
bracis-33571	84	9	combined	combine	VERB
bracis-33571	84	10	information	information	NOUN
bracis-33571	84	11	from	from	ADP
bracis-33571	84	12	both	both	DET
bracis-33571	84	13	spectrograms	spectrogram	NOUN
bracis-33571	84	14	seamlessly	seamlessly	ADV
bracis-33571	84	15	,	,	PUNCT
bracis-33571	84	16	without	without	ADP
bracis-33571	84	17	requiring	require	VERB
bracis-33571	84	18	further	further	ADJ
bracis-33571	84	19	architectural	architectural	ADJ
bracis-33571	84	20	changes	change	NOUN
bracis-33571	84	21	.	.	PUNCT
bracis-33571	85	1	our	our	PRON
bracis-33571	85	2	modified	modified	ADJ
bracis-33571	85	3	model	model	NOUN
bracis-33571	85	4	processes	process	NOUN
bracis-33571	85	5	and	and	CCONJ
bracis-33571	85	6	combines	combine	VERB
bracis-33571	85	7	features	feature	NOUN
bracis-33571	85	8	from	from	ADP
bracis-33571	85	9	both	both	CCONJ
bracis-33571	85	10	narrowband	narrowband	NOUN
bracis-33571	85	11	and	and	CCONJ
bracis-33571	85	12	broadband	broadband	NOUN
bracis-33571	85	13	spectrograms	spectrogram	NOUN
bracis-33571	85	14	from	from	ADP
bracis-33571	85	15	the	the	DET
bracis-33571	85	16	very	very	ADV
bracis-33571	85	17	first	first	ADJ
bracis-33571	85	18	layer	layer	NOUN
bracis-33571	85	19	,	,	PUNCT
bracis-33571	85	20	enabling	enable	VERB
bracis-33571	85	21	it	it	PRON
bracis-33571	85	22	to	to	PART
bracis-33571	85	23	simultaneously	simultaneously	ADV
bracis-33571	85	24	capture	capture	VERB
bracis-33571	85	25	fine	fine	ADJ
bracis-33571	85	26	spectral	spectral	ADJ
bracis-33571	85	27	details	detail	NOUN
bracis-33571	85	28	and	and	CCONJ
bracis-33571	85	29	broader	broad	ADJ
bracis-33571	85	30	temporal	temporal	ADJ
bracis-33571	85	31	patterns	pattern	NOUN
bracis-33571	85	32	.	.	PUNCT
bracis-33571	86	1	additionally	additionally	ADV
bracis-33571	86	2	,	,	PUNCT
bracis-33571	86	3	we	we	PRON
bracis-33571	86	4	incorporated	incorporate	VERB
bracis-33571	86	5	self	self	NOUN
bracis-33571	86	6	-	-	PUNCT
bracis-33571	86	7	attentive	attentive	ADJ
bracis-33571	86	8	pooling	pooling	NOUN
bracis-33571	86	9	(	(	PUNCT
bracis-33571	86	10	sap	sap	PROPN
bracis-33571	86	11	)	)	PUNCT
bracis-33571	87	1	[	[	X
bracis-33571	87	2	7	7	X
bracis-33571	87	3	]	]	PUNCT
bracis-33571	87	4	for	for	ADP
bracis-33571	87	5	temporal	temporal	ADJ
bracis-33571	87	6	aggregation	aggregation	NOUN
bracis-33571	87	7	,	,	PUNCT
bracis-33571	87	8	utilizing	utilize	VERB
bracis-33571	87	9	attention	attention	NOUN
bracis-33571	87	10	mechanisms	mechanism	NOUN
bracis-33571	87	11	to	to	PART
bracis-33571	87	12	emphasize	emphasize	VERB
bracis-33571	87	13	critical	critical	ADJ
bracis-33571	87	14	segments	segment	NOUN
bracis-33571	87	15	in	in	ADP
bracis-33571	87	16	the	the	DET
bracis-33571	87	17	sv	sv	PROPN
bracis-33571	87	18	process	process	NOUN
bracis-33571	87	19	.	.	PUNCT
bracis-33571	88	1	despite	despite	SCONJ
bracis-33571	88	2	these	these	DET
bracis-33571	88	3	adaptations	adaptation	NOUN
bracis-33571	88	4	,	,	PUNCT
bracis-33571	88	5	the	the	DET
bracis-33571	88	6	modified	modify	VERB
bracis-33571	88	7	model	model	NOUN
bracis-33571	88	8	maintains	maintain	VERB
bracis-33571	88	9	the	the	DET
bracis-33571	88	10	parameter	parameter	NOUN
bracis-33571	88	11	efficiency	efficiency	NOUN
bracis-33571	88	12	of	of	ADP
bracis-33571	88	13	the	the	DET
bracis-33571	88	14	original	original	ADJ
bracis-33571	88	15	fast	fast	ADJ
bracis-33571	88	16	resnet-34	resnet-34	PROPN
bracis-33571	88	17	,	,	PUNCT
bracis-33571	88	18	retaining	retain	VERB
bracis-33571	88	19	a	a	DET
bracis-33571	88	20	total	total	NOUN
bracis-33571	88	21	of	of	ADP
bracis-33571	88	22	1.4	1.4	NUM
bracis-33571	88	23	million	million	NUM
bracis-33571	88	24	parameters	parameter	NOUN
bracis-33571	88	25	.	.	PUNCT
bracis-33571	89	1	this	this	DET
bracis-33571	89	2	efficient	efficient	ADJ
bracis-33571	89	3	design	design	NOUN
bracis-33571	89	4	allows	allow	VERB
bracis-33571	89	5	us	we	PRON
bracis-33571	89	6	to	to	PART
bracis-33571	89	7	investigate	investigate	VERB
bracis-33571	89	8	the	the	DET
bracis-33571	89	9	potential	potential	NOUN
bracis-33571	89	10	of	of	ADP
bracis-33571	89	11	dual	dual	ADJ
bracis-33571	89	12	-	-	PUNCT
bracis-33571	89	13	bandwidth	bandwidth	ADJ
bracis-33571	89	14	spectrogram	spectrogram	NOUN
bracis-33571	89	15	input	input	NOUN
bracis-33571	89	16	for	for	ADP
bracis-33571	89	17	improved	improved	ADJ
bracis-33571	89	18	sv	sv	NOUN
bracis-33571	89	19	performance	performance	NOUN
bracis-33571	89	20	without	without	ADP
bracis-33571	89	21	significantly	significantly	ADV
bracis-33571	89	22	increasing	increase	VERB
bracis-33571	89	23	computational	computational	ADJ
bracis-33571	89	24	requirements	requirement	NOUN
bracis-33571	89	25	.	.	PUNCT
bracis-33571	90	1	3.2	3.2	NUM
bracis-33571	90	2	angular	angular	ADJ
bracis-33571	90	3	prototypical	prototypical	ADJ
bracis-33571	90	4	loss	loss	NOUN
bracis-33571	90	5	function	function	NOUN
bracis-33571	90	6	in	in	ADP
bracis-33571	90	7	this	this	DET
bracis-33571	90	8	study	study	NOUN
bracis-33571	90	9	,	,	PUNCT
bracis-33571	90	10	we	we	PRON
bracis-33571	90	11	employ	employ	VERB
bracis-33571	90	12	the	the	DET
bracis-33571	90	13	angular	angular	ADJ
bracis-33571	90	14	prototypical	prototypical	ADJ
bracis-33571	90	15	loss	loss	NOUN
bracis-33571	90	16	function	function	NOUN
bracis-33571	90	17	for	for	ADP
bracis-33571	90	18	metric	metric	ADJ
bracis-33571	90	19	learning	learning	NOUN
bracis-33571	90	20	,	,	PUNCT
bracis-33571	90	21	as	as	SCONJ
bracis-33571	90	22	introduced	introduce	VERB
bracis-33571	90	23	by	by	ADP
bracis-33571	90	24	[	[	X
bracis-33571	90	25	5	5	NUM
bracis-33571	90	26	]	]	PUNCT
bracis-33571	90	27	.	.	PUNCT
bracis-33571	91	1	this	this	DET
bracis-33571	91	2	method	method	NOUN
bracis-33571	91	3	involves	involve	VERB
bracis-33571	91	4	using	use	VERB
bracis-33571	91	5	m	m	PRON
bracis-33571	91	6	audio	audio	ADJ
bracis-33571	91	7	clips	clip	NOUN
bracis-33571	91	8	from	from	ADP
bracis-33571	91	9	each	each	DET
bracis-33571	91	10	speaker	speaker	NOUN
bracis-33571	91	11	per	per	ADP
bracis-33571	91	12	training	training	NOUN
bracis-33571	91	13	batchfootnote	batchfootnote	NOUN
bracis-33571	91	14	1	1	NUM
bracis-33571	91	15	.	.	PUNCT
bracis-33571	92	1	these	these	DET
bracis-33571	92	2	m	m	NOUN
bracis-33571	92	3	clips	clip	NOUN
bracis-33571	92	4	are	be	AUX
bracis-33571	92	5	divided	divide	VERB
bracis-33571	92	6	into	into	ADP
bracis-33571	92	7	two	two	NUM
bracis-33571	92	8	sets	set	NOUN
bracis-33571	92	9	:	:	PUNCT
bracis-33571	92	10	s	s	VERB
bracis-33571	92	11	clips	clip	NOUN
bracis-33571	92	12	for	for	SCONJ
bracis-33571	92	13	the	the	DET
bracis-33571	92	14	support	support	NOUN
bracis-33571	92	15	set	set	VERB
bracis-33571	92	16	and	and	CCONJ
bracis-33571	92	17	q	q	NOUN
bracis-33571	92	18	clips	clip	NOUN
bracis-33571	92	19	for	for	ADP
bracis-33571	92	20	the	the	DET
bracis-33571	92	21	query	query	NOUN
bracis-33571	92	22	set	set	VERB
bracis-33571	92	23	,	,	PUNCT
bracis-33571	92	24	with	with	ADP
bracis-33571	92	25	q	q	PROPN
bracis-33571	92	26	set	set	VERB
bracis-33571	92	27	to	to	ADP
bracis-33571	92	28	1	1	NUM
bracis-33571	92	29	,	,	PUNCT
bracis-33571	92	30	following	follow	VERB
bracis-33571	92	31	the	the	DET
bracis-33571	92	32	approach	approach	NOUN
bracis-33571	92	33	in	in	ADP
bracis-33571	92	34	[	[	X
bracis-33571	92	35	5	5	NUM
bracis-33571	92	36	]	]	PUNCT
bracis-33571	92	37	.	.	PUNCT
bracis-33571	93	1	as	as	SCONJ
bracis-33571	93	2	described	describe	VERB
bracis-33571	93	3	in	in	ADP
bracis-33571	93	4	[	[	X
bracis-33571	93	5	5	5	NUM
bracis-33571	93	6	]	]	PUNCT
bracis-33571	93	7	,	,	PUNCT
bracis-33571	93	8	a	a	DET
bracis-33571	93	9	class	class	NOUN
bracis-33571	93	10	prototype	prototype	NOUN
bracis-33571	93	11	,	,	PUNCT
bracis-33571	93	12	or	or	CCONJ
bracis-33571	93	13	centroid	centroid	NOUN
bracis-33571	93	14	,	,	PUNCT
bracis-33571	93	15	is	be	AUX
bracis-33571	93	16	calculated	calculate	VERB
bracis-33571	93	17	from	from	ADP
bracis-33571	93	18	the	the	DET
bracis-33571	93	19	support	support	NOUN
bracis-33571	93	20	set	set	VERB
bracis-33571	93	21	to	to	PART
bracis-33571	93	22	represent	represent	VERB
bracis-33571	93	23	each	each	DET
bracis-33571	93	24	speaker	speaker	NOUN
bracis-33571	93	25	class	class	NOUN
bracis-33571	93	26	using	use	VERB
bracis-33571	93	27	the	the	DET
bracis-33571	93	28	formula	formula	NOUN
bracis-33571	93	29	:	:	PUNCT
bracis-33571	93	30	$	$	SYM
bracis-33571	93	31	$	$	SYM
bracis-33571	93	32	\begin{aligned	\begin{aligne	VERB
bracis-33571	93	33	}	}	PUNCT
bracis-33571	93	34	\displaystyle	\displaystyle	PROPN
bracis-33571	93	35	c_j	c_j	SYM
bracis-33571	93	36	=	=	PROPN
bracis-33571	93	37	\frac{1}{m-1}\sum	\frac{1}{m-1}\sum	PROPN
bracis-33571	93	38	_	_	PUNCT
bracis-33571	93	39	{	{	PUNCT
bracis-33571	93	40	m=1}^{m-1	m=1}^{m-1	X
bracis-33571	93	41	}	}	PUNCT
bracis-33571	93	42	{	{	PUNCT
bracis-33571	93	43	\textbf	\textbf	PROPN
bracis-33571	93	44	{	{	PUNCT
bracis-33571	93	45	x}}_{j	x}}_{j	PROPN
bracis-33571	93	46	,	,	PUNCT
bracis-33571	93	47	m	m	VERB
bracis-33571	93	48	}	}	PUNCT
bracis-33571	93	49	\end{aligned}$$	\end{aligned}$$	ADP
bracis-33571	93	50	here	here	ADV
bracis-33571	93	51	,	,	PUNCT
bracis-33571	93	52	\({\textbf	\({\textbf	PROPN
bracis-33571	93	53	{	{	PUNCT
bracis-33571	93	54	x}}_{j	x}}_{j	PROPN
bracis-33571	93	55	,	,	PUNCT
bracis-33571	93	56	m}\	m}\	PROPN
bracis-33571	93	57	)	)	PUNCT
bracis-33571	93	58	is	be	AUX
bracis-33571	93	59	the	the	DET
bracis-33571	93	60	feature	feature	NOUN
bracis-33571	93	61	from	from	ADP
bracis-33571	93	62	the	the	DET
bracis-33571	93	63	m	m	PROPN
bracis-33571	93	64	-	-	PUNCT
bracis-33571	93	65	th	th	X
bracis-33571	93	66	audio	audio	NOUN
bracis-33571	93	67	of	of	ADP
bracis-33571	93	68	the	the	DET
bracis-33571	93	69	j	j	PROPN
bracis-33571	93	70	-	-	PUNCT
bracis-33571	93	71	th	th	PROPN
bracis-33571	93	72	speaker	speaker	NOUN
bracis-33571	93	73	,	,	PUNCT
bracis-33571	93	74	and	and	CCONJ
bracis-33571	93	75	\(m-1\	\(m-1\	NUM
bracis-33571	93	76	)	)	PUNCT
bracis-33571	94	1	represents	represent	VERB
bracis-33571	94	2	the	the	DET
bracis-33571	94	3	number	number	NOUN
bracis-33571	94	4	of	of	ADP
bracis-33571	94	5	clips	clip	NOUN
bracis-33571	94	6	in	in	ADP
bracis-33571	94	7	the	the	DET
bracis-33571	94	8	support	support	NOUN
bracis-33571	94	9	set	set	VERB
bracis-33571	94	10	.	.	PUNCT
bracis-33571	95	1	the	the	DET
bracis-33571	95	2	similarity	similarity	NOUN
bracis-33571	95	3	between	between	ADP
bracis-33571	95	4	each	each	DET
bracis-33571	95	5	class	class	NOUN
bracis-33571	95	6	centroid	centroid	NOUN
bracis-33571	95	7	,	,	PUNCT
bracis-33571	95	8	\(c_j\	\(c_j\	NOUN
bracis-33571	95	9	)	)	PUNCT
bracis-33571	95	10	,	,	PUNCT
bracis-33571	95	11	and	and	CCONJ
bracis-33571	95	12	the	the	DET
bracis-33571	95	13	query	query	NOUN
bracis-33571	95	14	audio	audio	ADJ
bracis-33571	95	15	feature	feature	NOUN
bracis-33571	95	16	,	,	PUNCT
bracis-33571	95	17	\(x_{j	\(x_{j	NOUN
bracis-33571	95	18	,	,	PUNCT
bracis-33571	95	19	m}\	m}\	PROPN
bracis-33571	95	20	)	)	PUNCT
bracis-33571	95	21	,	,	PUNCT
bracis-33571	95	22	is	be	AUX
bracis-33571	95	23	then	then	ADV
bracis-33571	95	24	measured	measure	VERB
bracis-33571	95	25	using	using	NOUN
bracis-33571	95	26	:	:	PUNCT
bracis-33571	95	27	$	$	SYM
bracis-33571	95	28	$	$	SYM
bracis-33571	95	29	\begin{aligned	\begin{aligne	VERB
bracis-33571	95	30	}	}	PUNCT
bracis-33571	95	31	\displaystyle	\displaystyle	PROPN
bracis-33571	95	32	s_{j	s_{j	NOUN
bracis-33571	95	33	,	,	PUNCT
bracis-33571	95	34	k	k	NOUN
bracis-33571	95	35	}	}	PUNCT
bracis-33571	95	36	=	=	SYM
bracis-33571	95	37	w	w	PROPN
bracis-33571	95	38	\cdot	\cdot	NOUN
bracis-33571	95	39	\cos	\cos	PROPN
bracis-33571	95	40	(	(	PUNCT
bracis-33571	95	41	x_{_{j	x_{_{j	PROPN
bracis-33571	95	42	,	,	PUNCT
bracis-33571	95	43	m	m	NOUN
bracis-33571	95	44	}	}	PUNCT
bracis-33571	95	45	}	}	PUNCT
bracis-33571	95	46	,	,	PUNCT
bracis-33571	95	47	c_k	c_k	NUM
bracis-33571	95	48	)	)	PUNCT
bracis-33571	96	1	+	+	NUM
bracis-33571	96	2	b	b	X
bracis-33571	96	3	\end{aligned}$$	\end{aligned}$$	X
bracis-33571	96	4	(	(	PUNCT
bracis-33571	96	5	1	1	NUM
bracis-33571	96	6	)	)	PUNCT
bracis-33571	96	7	where	where	SCONJ
bracis-33571	96	8	w	w	NOUN
bracis-33571	96	9	and	and	CCONJ
bracis-33571	96	10	b	b	NOUN
bracis-33571	96	11	are	be	AUX
bracis-33571	96	12	learnable	learnable	ADJ
bracis-33571	96	13	parameters	parameter	NOUN
bracis-33571	96	14	.	.	PUNCT
bracis-33571	97	1	finally	finally	ADV
bracis-33571	97	2	,	,	PUNCT
bracis-33571	97	3	the	the	DET
bracis-33571	97	4	angular	angular	ADJ
bracis-33571	97	5	prototypical	prototypical	ADJ
bracis-33571	97	6	loss	loss	NOUN
bracis-33571	97	7	is	be	AUX
bracis-33571	97	8	calculated	calculate	VERB
bracis-33571	97	9	by	by	ADP
bracis-33571	97	10	comparing	compare	VERB
bracis-33571	97	11	these	these	DET
bracis-33571	97	12	similarity	similarity	NOUN
bracis-33571	97	13	scores	score	NOUN
bracis-33571	97	14	across	across	ADP
bracis-33571	97	15	all	all	DET
bracis-33571	97	16	classes	class	NOUN
bracis-33571	97	17	within	within	ADP
bracis-33571	97	18	a	a	DET
bracis-33571	97	19	batch	batch	NOUN
bracis-33571	97	20	,	,	PUNCT
bracis-33571	97	21	as	as	SCONJ
bracis-33571	97	22	defined	define	VERB
bracis-33571	97	23	in	in	ADP
bracis-33571	97	24	[	[	X
bracis-33571	97	25	5	5	NUM
bracis-33571	97	26	]	]	NOUN
bracis-33571	97	27	:	:	PUNCT
bracis-33571	97	28	$	$	SYM
bracis-33571	97	29	$	$	SYM
bracis-33571	97	30	\begin{aligned	\begin{aligne	VERB
bracis-33571	97	31	}	}	PUNCT
bracis-33571	97	32	\displaystyle	\displaystyle	PROPN
bracis-33571	97	33	l_p	l_p	PUNCT
bracis-33571	97	34	=	=	PUNCT
bracis-33571	97	35	-\frac{1}{n}\sum	-\frac{1}{n}\sum	PROPN
bracis-33571	97	36	_	_	PUNCT
bracis-33571	97	37	{	{	PUNCT
bracis-33571	97	38	j	j	PROPN
bracis-33571	97	39	=	=	SYM
bracis-33571	97	40	1}^{n}\log	1}^{n}\log	NUM
bracis-33571	97	41	\frac{e^{s_{j	\frac{e^{s_{j	PROPN
bracis-33571	97	42	,	,	PUNCT
bracis-33571	97	43	j}}}{\sum	j}}}{\sum	NOUN
bracis-33571	97	44	_	_	PUNCT
bracis-33571	97	45	{	{	PUNCT
bracis-33571	97	46	k=1}^n	k=1}^n	NOUN
bracis-33571	97	47	e^{s_{j	e^{s_{j	NOUN
bracis-33571	97	48	,	,	PUNCT
bracis-33571	97	49	k	k	NOUN
bracis-33571	97	50	}	}	PUNCT
bracis-33571	97	51	}	}	PUNCT
bracis-33571	97	52	}	}	PUNCT
bracis-33571	97	53	\end{aligned}$$	\end{aligned}$$	ADP
bracis-33571	97	54	here	here	ADV
bracis-33571	97	55	,	,	PUNCT
bracis-33571	97	56	\(s_{j	\(s_{j	NOUN
bracis-33571	97	57	,	,	PUNCT
bracis-33571	97	58	j}\	j}\	PROPN
bracis-33571	97	59	)	)	PUNCT
bracis-33571	97	60	is	be	AUX
bracis-33571	97	61	the	the	DET
bracis-33571	97	62	similarity	similarity	NOUN
bracis-33571	97	63	between	between	ADP
bracis-33571	97	64	the	the	DET
bracis-33571	97	65	centroid	centroid	NOUN
bracis-33571	97	66	and	and	CCONJ
bracis-33571	97	67	the	the	DET
bracis-33571	97	68	query	query	NOUN
bracis-33571	97	69	vector	vector	NOUN
bracis-33571	97	70	of	of	ADP
bracis-33571	97	71	the	the	DET
bracis-33571	97	72	same	same	ADJ
bracis-33571	97	73	class	class	NOUN
bracis-33571	97	74	,	,	PUNCT
bracis-33571	97	75	as	as	SCONJ
bracis-33571	97	76	defined	define	VERB
bracis-33571	97	77	in	in	ADP
bracis-33571	97	78	eq	eq	PROPN
bracis-33571	97	79	.	.	PUNCT
bracis-33571	97	80	 	 	SPACE
bracis-33571	98	1	1	1	NUM
bracis-33571	98	2	.	.	PUNCT
bracis-33571	99	1	the	the	DET
bracis-33571	99	2	remaining	remain	VERB
bracis-33571	99	3	terms	term	NOUN
bracis-33571	99	4	\(s_{j	\(s_{j	ADP
bracis-33571	99	5	,	,	PUNCT
bracis-33571	99	6	k}\	k}\	NOUN
bracis-33571	99	7	)	)	PUNCT
bracis-33571	99	8	represent	represent	VERB
bracis-33571	99	9	comparisons	comparison	NOUN
bracis-33571	99	10	with	with	ADP
bracis-33571	99	11	centroids	centroid	NOUN
bracis-33571	99	12	of	of	ADP
bracis-33571	99	13	other	other	ADJ
bracis-33571	99	14	classes	class	NOUN
bracis-33571	99	15	.	.	PUNCT
bracis-33571	100	1	3.3	3.3	NUM
bracis-33571	100	2	dual	dual	ADJ
bracis-33571	100	3	-	-	PUNCT
bracis-33571	100	4	bandwidth	bandwidth	NOUN
bracis-33571	100	5	spectrogram	spectrogram	NOUN
bracis-33571	100	6	representation	representation	NOUN
bracis-33571	100	7	we	we	PRON
bracis-33571	100	8	represent	represent	VERB
bracis-33571	100	9	the	the	DET
bracis-33571	100	10	input	input	NOUN
bracis-33571	100	11	audio	audio	NOUN
bracis-33571	100	12	as	as	ADP
bracis-33571	100	13	a	a	DET
bracis-33571	100	14	dual	dual	ADJ
bracis-33571	100	15	-	-	PUNCT
bracis-33571	100	16	bandwidth	bandwidth	NOUN
bracis-33571	100	17	spectrogram	spectrogram	NOUN
bracis-33571	100	18	,	,	PUNCT
bracis-33571	100	19	which	which	PRON
bracis-33571	100	20	is	be	AUX
bracis-33571	100	21	a	a	DET
bracis-33571	100	22	data	data	NOUN
bracis-33571	100	23	structure	structure	NOUN
bracis-33571	100	24	similar	similar	ADJ
bracis-33571	100	25	to	to	ADP
bracis-33571	100	26	a	a	DET
bracis-33571	100	27	multi	multi	ADJ
bracis-33571	100	28	-	-	ADJ
bracis-33571	100	29	channel	channel	ADJ
bracis-33571	100	30	image	image	NOUN
bracis-33571	100	31	with	with	ADP
bracis-33571	100	32	dimensions	dimension	NOUN
bracis-33571	100	33	of	of	ADP
bracis-33571	100	34	width	width	NOUN
bracis-33571	100	35	,	,	PUNCT
bracis-33571	100	36	height	height	NOUN
bracis-33571	100	37	,	,	PUNCT
bracis-33571	100	38	and	and	CCONJ
bracis-33571	100	39	number	number	NOUN
bracis-33571	100	40	of	of	ADP
bracis-33571	100	41	channels	channel	NOUN
bracis-33571	100	42	,	,	PUNCT
bracis-33571	100	43	i.e.	i.e.	X
bracis-33571	100	44	,	,	PUNCT
bracis-33571	100	45	\(x	\(x	ADJ
bracis-33571	100	46	\in	\in	PROPN
bracis-33571	101	1	\mathbb	\mathbb	PROPN
bracis-33571	101	2	{	{	PUNCT
bracis-33571	101	3	r}^{c	r}^{c	VERB
bracis-33571	101	4	\times	\time	VERB
bracis-33571	101	5	h	h	NOUN
bracis-33571	101	6	\times	\times	ADP
bracis-33571	101	7	w}\	w}\	PROPN
bracis-33571	101	8	)	)	PUNCT
bracis-33571	101	9	.	.	PUNCT
bracis-33571	102	1	the	the	DET
bracis-33571	102	2	way	way	NOUN
bracis-33571	102	3	we	we	PRON
bracis-33571	102	4	do	do	VERB
bracis-33571	102	5	so	so	ADV
bracis-33571	102	6	is	be	AUX
bracis-33571	102	7	the	the	DET
bracis-33571	102	8	following	following	NOUN
bracis-33571	102	9	,	,	PUNCT
bracis-33571	102	10	we	we	PRON
bracis-33571	102	11	combine	combine	VERB
bracis-33571	102	12	narrowband	narrowband	NOUN
bracis-33571	102	13	and	and	CCONJ
bracis-33571	102	14	broadband	broadband	NOUN
bracis-33571	102	15	spectrograms	spectrogram	NOUN
bracis-33571	102	16	extracted	extract	VERB
bracis-33571	102	17	from	from	ADP
bracis-33571	102	18	the	the	DET
bracis-33571	102	19	same	same	ADJ
bracis-33571	102	20	audio	audio	ADJ
bracis-33571	102	21	segment	segment	NOUN
bracis-33571	102	22	.	.	PUNCT
bracis-33571	103	1	we	we	PRON
bracis-33571	103	2	apply	apply	VERB
bracis-33571	103	3	the	the	DET
bracis-33571	103	4	hamming	hamming	NOUN
bracis-33571	103	5	window	window	NOUN
bracis-33571	103	6	function	function	NOUN
bracis-33571	103	7	[	[	X
bracis-33571	103	8	18	18	NUM
bracis-33571	103	9	]	]	PUNCT
bracis-33571	103	10	with	with	ADP
bracis-33571	103	11	a	a	DET
bracis-33571	103	12	window	window	NOUN
bracis-33571	103	13	width	width	NOUN
bracis-33571	103	14	of	of	ADP
bracis-33571	103	15	30	30	NUM
bracis-33571	103	16	 	 	SPACE
bracis-33571	103	17	ms	ms	NOUN
bracis-33571	103	18	for	for	ADP
bracis-33571	103	19	the	the	DET
bracis-33571	103	20	narrowband	narrowband	NOUN
bracis-33571	103	21	spectrogram	spectrogram	NOUN
bracis-33571	103	22	and	and	CCONJ
bracis-33571	103	23	5	5	NUM
bracis-33571	103	24	 	 	SPACE
bracis-33571	103	25	ms	ms	NOUN
bracis-33571	103	26	for	for	ADP
bracis-33571	103	27	the	the	DET
bracis-33571	103	28	broadband	broadband	NOUN
bracis-33571	103	29	spectrogram	spectrogram	NOUN
bracis-33571	103	30	.	.	PUNCT
bracis-33571	104	1	the	the	DET
bracis-33571	104	2	step	step	NOUN
bracis-33571	104	3	size	size	NOUN
bracis-33571	104	4	between	between	ADP
bracis-33571	104	5	consecutive	consecutive	ADJ
bracis-33571	104	6	windows	window	NOUN
bracis-33571	104	7	is	be	AUX
bracis-33571	104	8	set	set	VERB
bracis-33571	104	9	to	to	ADP
bracis-33571	104	10	6.25	6.25	NUM
bracis-33571	104	11	 	 	SPACE
bracis-33571	104	12	ms	ms	PROPN
bracis-33571	104	13	.	.	PROPN
bracis-33571	104	14	considering	consider	VERB
bracis-33571	104	15	the	the	DET
bracis-33571	104	16	audio	audio	ADJ
bracis-33571	104	17	data	data	NOUN
bracis-33571	104	18	sampling	sample	VERB
bracis-33571	104	19	rate	rate	NOUN
bracis-33571	104	20	of	of	ADP
bracis-33571	104	21	16,000	16,000	NUM
bracis-33571	104	22	 	 	SPACE
bracis-33571	104	23	hz	hz	NOUN
bracis-33571	104	24	,	,	PUNCT
bracis-33571	104	25	the	the	DET
bracis-33571	104	26	window	window	NOUN
bracis-33571	104	27	lengths	length	NOUN
bracis-33571	104	28	correspond	correspond	VERB
bracis-33571	104	29	to	to	ADP
bracis-33571	104	30	480	480	NUM
bracis-33571	104	31	samples	sample	NOUN
bracis-33571	104	32	for	for	ADP
bracis-33571	104	33	the	the	DET
bracis-33571	104	34	narrowband	narrowband	NOUN
bracis-33571	104	35	spectrogram	spectrogram	NOUN
bracis-33571	104	36	,	,	PUNCT
bracis-33571	104	37	80	80	NUM
bracis-33571	104	38	samples	sample	NOUN
bracis-33571	104	39	for	for	ADP
bracis-33571	104	40	the	the	DET
bracis-33571	104	41	broadband	broadband	NOUN
bracis-33571	104	42	spectrogram	spectrogram	NOUN
bracis-33571	104	43	,	,	PUNCT
bracis-33571	104	44	and	and	CCONJ
bracis-33571	104	45	a	a	DET
bracis-33571	104	46	step	step	NOUN
bracis-33571	104	47	size	size	NOUN
bracis-33571	104	48	of	of	ADP
bracis-33571	104	49	100	100	NUM
bracis-33571	104	50	samples	sample	NOUN
bracis-33571	104	51	.	.	PUNCT
bracis-33571	105	1	we	we	PRON
bracis-33571	105	2	then	then	ADV
bracis-33571	105	3	apply	apply	VERB
bracis-33571	105	4	the	the	DET
bracis-33571	105	5	mel	mel	NOUN
bracis-33571	105	6	-	-	PUNCT
bracis-33571	105	7	function	function	NOUN
bracis-33571	105	8	to	to	ADP
bracis-33571	105	9	both	both	CCONJ
bracis-33571	105	10	narrowband	narrowband	NOUN
bracis-33571	105	11	and	and	CCONJ
bracis-33571	105	12	broadband	broadband	NOUN
bracis-33571	105	13	spectrograms	spectrogram	NOUN
bracis-33571	105	14	,	,	PUNCT
bracis-33571	105	15	resulting	result	VERB
bracis-33571	105	16	in	in	ADP
bracis-33571	105	17	40	40	NUM
bracis-33571	105	18	mel	mel	PROPN
bracis-33571	105	19	channels	channel	NOUN
bracis-33571	105	20	each	each	PRON
bracis-33571	105	21	.	.	PUNCT
bracis-33571	106	1	hence	hence	ADV
bracis-33571	106	2	,	,	PUNCT
bracis-33571	106	3	let	let	VERB
bracis-33571	106	4	\(x_n	\(x_n	PROPN
bracis-33571	106	5	\in	\in	VERB
bracis-33571	106	6	\mathbb	\mathbb	PROPN
bracis-33571	106	7	{	{	PUNCT
bracis-33571	106	8	r}^{m	r}^{m	VERB
bracis-33571	106	9	\times	\time	VERB
bracis-33571	106	10	t}\	t}\	NOUN
bracis-33571	106	11	)	)	PUNCT
bracis-33571	106	12	and	and	CCONJ
bracis-33571	106	13	\(x_b	\(x_b	AUX
bracis-33571	106	14	\in	\in	ADJ
bracis-33571	106	15	\mathbb	\mathbb	PROPN
bracis-33571	106	16	{	{	PUNCT
bracis-33571	106	17	r}^{m	r}^{m	VERB
bracis-33571	106	18	\times	\time	VERB
bracis-33571	106	19	t}\	t}\	NOUN
bracis-33571	106	20	)	)	PUNCT
bracis-33571	106	21	denote	denote	VERB
bracis-33571	106	22	the	the	DET
bracis-33571	106	23	narrowband	narrowband	NOUN
bracis-33571	106	24	and	and	CCONJ
bracis-33571	106	25	broadband	broadband	PROPN
bracis-33571	106	26	mel	mel	PROPN
bracis-33571	106	27	-	-	PUNCT
bracis-33571	106	28	spectrograms	spectrograms	PROPN
bracis-33571	106	29	,	,	PUNCT
bracis-33571	106	30	respectively	respectively	ADV
bracis-33571	106	31	,	,	PUNCT
bracis-33571	106	32	where	where	SCONJ
bracis-33571	106	33	m	m	NOUN
bracis-33571	106	34	is	be	AUX
bracis-33571	106	35	the	the	DET
bracis-33571	106	36	number	number	NOUN
bracis-33571	106	37	of	of	ADP
bracis-33571	106	38	mel	mel	PROPN
bracis-33571	106	39	channels	channel	NOUN
bracis-33571	106	40	,	,	PUNCT
bracis-33571	106	41	and	and	CCONJ
bracis-33571	106	42	t	t	PROPN
bracis-33571	106	43	is	be	AUX
bracis-33571	106	44	the	the	DET
bracis-33571	106	45	variable	variable	ADJ
bracis-33571	106	46	length	length	NOUN
bracis-33571	106	47	dimension	dimension	NOUN
bracis-33571	106	48	determined	determine	VERB
bracis-33571	106	49	by	by	ADP
bracis-33571	106	50	the	the	DET
bracis-33571	106	51	audio	audio	ADJ
bracis-33571	106	52	segment	segment	NOUN
bracis-33571	106	53	duration	duration	NOUN
bracis-33571	106	54	.	.	PUNCT
bracis-33571	107	1	to	to	PART
bracis-33571	107	2	construct	construct	VERB
bracis-33571	107	3	the	the	DET
bracis-33571	107	4	dual	dual	ADJ
bracis-33571	107	5	-	-	PUNCT
bracis-33571	107	6	bandwidth	bandwidth	ADJ
bracis-33571	107	7	spectrogram	spectrogram	NOUN
bracis-33571	107	8	,	,	PUNCT
bracis-33571	107	9	\(x_n\	\(x_n\	NOUN
bracis-33571	107	10	)	)	PUNCT
bracis-33571	107	11	and	and	CCONJ
bracis-33571	107	12	\(x_b\	\(x_b\	ADV
bracis-33571	107	13	)	)	PUNCT
bracis-33571	108	1	are	be	AUX
bracis-33571	108	2	concatenated	concatenate	VERB
bracis-33571	108	3	along	along	ADP
bracis-33571	108	4	a	a	DET
bracis-33571	108	5	new	new	ADJ
bracis-33571	108	6	channel	channel	NOUN
bracis-33571	108	7	dimension	dimension	NOUN
bracis-33571	108	8	c	c	NOUN
bracis-33571	108	9	,	,	PUNCT
bracis-33571	108	10	yielding	yield	VERB
bracis-33571	108	11	\(x	\(x	ADJ
bracis-33571	108	12	\in	\in	PROPN
bracis-33571	108	13	\mathbb	\mathbb	PROPN
bracis-33571	108	14	{	{	PUNCT
bracis-33571	108	15	r}^{c	r}^{c	VERB
bracis-33571	108	16	\times	\time	NOUN
bracis-33571	108	17	m	m	VERB
bracis-33571	108	18	\times	\time	NOUN
bracis-33571	108	19	t}\	t}\	NOUN
bracis-33571	108	20	)	)	PUNCT
bracis-33571	108	21	with	with	ADP
bracis-33571	108	22	\(c=2\	\(c=2\	PROPN
bracis-33571	108	23	)	)	PUNCT
bracis-33571	108	24	.	.	PUNCT
bracis-33571	109	1	figure	figure	NOUN
bracis-33571	109	2	 	 	SPACE
bracis-33571	109	3	1	1	NUM
bracis-33571	109	4	illustrates	illustrate	VERB
bracis-33571	109	5	this	this	DET
bracis-33571	109	6	construction	construction	NOUN
bracis-33571	109	7	process	process	NOUN
bracis-33571	109	8	for	for	ADP
bracis-33571	109	9	a	a	DET
bracis-33571	109	10	2	2	NUM
bracis-33571	109	11	-	-	PUNCT
bracis-33571	109	12	s	s	NOUN
bracis-33571	109	13	audio	audio	ADJ
bracis-33571	109	14	segment	segment	NOUN
bracis-33571	109	15	,	,	PUNCT
bracis-33571	109	16	resulting	result	VERB
bracis-33571	109	17	in	in	ADP
bracis-33571	109	18	a	a	DET
bracis-33571	109	19	dual	dual	ADJ
bracis-33571	109	20	-	-	PUNCT
bracis-33571	109	21	bandwidth	bandwidth	ADJ
bracis-33571	109	22	spectrogram	spectrogram	NOUN
bracis-33571	109	23	.	.	PUNCT
bracis-33571	110	1	fig	fig	NOUN
bracis-33571	110	2	.	.	PUNCT
bracis-33571	111	1	1	1	X
bracis-33571	111	2	.	.	X
bracis-33571	111	3	construction	construction	NOUN
bracis-33571	111	4	of	of	ADP
bracis-33571	111	5	the	the	DET
bracis-33571	111	6	dual	dual	ADJ
bracis-33571	111	7	-	-	PUNCT
bracis-33571	111	8	bandwidth	bandwidth	NOUN
bracis-33571	111	9	spectrogram	spectrogram	NOUN
bracis-33571	111	10	by	by	ADP
bracis-33571	111	11	concatenating	concatenate	VERB
bracis-33571	111	12	narrowband	narrowband	NOUN
bracis-33571	111	13	and	and	CCONJ
bracis-33571	111	14	broadband	broadband	NOUN
bracis-33571	111	15	spectrograms	spectrogram	NOUN
bracis-33571	111	16	along	along	ADP
bracis-33571	111	17	a	a	DET
bracis-33571	111	18	new	new	ADJ
bracis-33571	111	19	channel	channel	NOUN
bracis-33571	111	20	dimension	dimension	NOUN
bracis-33571	111	21	.	.	PUNCT
bracis-33571	112	1	full	full	ADJ
bracis-33571	112	2	size	size	NOUN
bracis-33571	112	3	image	image	NOUN
bracis-33571	112	4	4	4	NUM
bracis-33571	112	5	experiments	experiment	NOUN
bracis-33571	112	6	we	we	PRON
bracis-33571	112	7	conducted	conduct	VERB
bracis-33571	112	8	three	three	NUM
bracis-33571	112	9	distinct	distinct	ADJ
bracis-33571	112	10	experiments	experiment	NOUN
bracis-33571	112	11	to	to	PART
bracis-33571	112	12	evaluate	evaluate	VERB
bracis-33571	112	13	sv	sv	NOUN
bracis-33571	112	14	models	model	NOUN
bracis-33571	112	15	using	use	VERB
bracis-33571	112	16	the	the	DET
bracis-33571	112	17	voxceleb2	voxceleb2	NOUN
bracis-33571	112	18	[	[	X
bracis-33571	112	19	19	19	NUM
bracis-33571	112	20	]	]	PUNCT
bracis-33571	112	21	dataset	dataset	PROPN
bracis-33571	112	22	’s	’s	PROPN
bracis-33571	112	23	development	development	NOUN
bracis-33571	112	24	subset	subset	NOUN
bracis-33571	112	25	.	.	PUNCT
bracis-33571	113	1	this	this	DET
bracis-33571	113	2	dataset	dataset	NOUN
bracis-33571	113	3	features	feature	VERB
bracis-33571	113	4	5,994	5,994	NUM
bracis-33571	113	5	unique	unique	ADJ
bracis-33571	113	6	speakers	speaker	NOUN
bracis-33571	113	7	and	and	CCONJ
bracis-33571	113	8	over	over	ADP
bracis-33571	113	9	one	one	NUM
bracis-33571	113	10	million	million	NUM
bracis-33571	113	11	audio	audio	ADJ
bracis-33571	113	12	clips	clip	NOUN
bracis-33571	113	13	from	from	ADP
bracis-33571	113	14	youtube	youtube	NOUN
bracis-33571	113	15	videos	video	NOUN
bracis-33571	113	16	,	,	PUNCT
bracis-33571	113	17	varying	vary	VERB
bracis-33571	113	18	in	in	ADP
bracis-33571	113	19	quality	quality	NOUN
bracis-33571	113	20	,	,	PUNCT
bracis-33571	113	21	presenting	present	VERB
bracis-33571	113	22	a	a	DET
bracis-33571	113	23	gender	gender	NOUN
bracis-33571	113	24	imbalance	imbalance	NOUN
bracis-33571	113	25	,	,	PUNCT
bracis-33571	113	26	and	and	CCONJ
bracis-33571	113	27	predominantly	predominantly	ADV
bracis-33571	113	28	in	in	ADP
bracis-33571	113	29	english	english	PROPN
bracis-33571	113	30	.	.	PUNCT
bracis-33571	114	1	for	for	ADP
bracis-33571	114	2	each	each	DET
bracis-33571	114	3	experiment	experiment	NOUN
bracis-33571	114	4	,	,	PUNCT
bracis-33571	114	5	the	the	DET
bracis-33571	114	6	models	model	NOUN
bracis-33571	114	7	were	be	AUX
bracis-33571	114	8	initialized	initialize	VERB
bracis-33571	114	9	with	with	ADP
bracis-33571	114	10	random	random	ADJ
bracis-33571	114	11	weights	weight	NOUN
bracis-33571	114	12	.	.	PUNCT
bracis-33571	115	1	the	the	DET
bracis-33571	115	2	training	training	NOUN
bracis-33571	115	3	was	be	AUX
bracis-33571	115	4	conducted	conduct	VERB
bracis-33571	115	5	on	on	ADP
bracis-33571	115	6	a	a	DET
bracis-33571	115	7	setup	setup	NOUN
bracis-33571	115	8	with	with	ADP
bracis-33571	115	9	a	a	DET
bracis-33571	115	10	single	single	ADJ
bracis-33571	115	11	v100	v100	PROPN
bracis-33571	115	12	gpu	gpu	NOUN
bracis-33571	115	13	with	with	ADP
bracis-33571	115	14	64	64	NUM
bracis-33571	115	15	gb	gb	NOUN
bracis-33571	115	16	of	of	ADP
bracis-33571	115	17	memory	memory	NOUN
bracis-33571	115	18	and	and	CCONJ
bracis-33571	115	19	8	8	NUM
bracis-33571	115	20	cpu	cpu	NOUN
bracis-33571	115	21	cores	core	NOUN
bracis-33571	115	22	,	,	PUNCT
bracis-33571	115	23	allowing	allow	VERB
bracis-33571	115	24	for	for	ADP
bracis-33571	115	25	batch	batch	NOUN
bracis-33571	115	26	sizes	size	NOUN
bracis-33571	115	27	of	of	ADP
bracis-33571	115	28	240	240	NUM
bracis-33571	115	29	audio	audio	ADJ
bracis-33571	115	30	samples	sample	NOUN
bracis-33571	115	31	.	.	PUNCT
bracis-33571	116	1	we	we	PRON
bracis-33571	116	2	used	use	VERB
bracis-33571	116	3	the	the	DET
bracis-33571	116	4	adam	adam	PROPN
bracis-33571	116	5	optimizer	optimizer	NOUN
bracis-33571	116	6	[	[	X
bracis-33571	116	7	20	20	NUM
bracis-33571	116	8	]	]	PUNCT
bracis-33571	116	9	with	with	ADP
bracis-33571	116	10	an	an	DET
bracis-33571	116	11	initial	initial	ADJ
bracis-33571	116	12	learning	learning	NOUN
bracis-33571	116	13	rate	rate	NOUN
bracis-33571	116	14	of	of	ADP
bracis-33571	116	15	0.001	0.001	NUM
bracis-33571	116	16	,	,	PUNCT
bracis-33571	116	17	which	which	PRON
bracis-33571	116	18	was	be	AUX
bracis-33571	116	19	decreased	decrease	VERB
bracis-33571	116	20	by	by	ADP
bracis-33571	116	21	a	a	DET
bracis-33571	116	22	factor	factor	NOUN
bracis-33571	116	23	of	of	ADP
bracis-33571	116	24	0.95	0.95	NUM
bracis-33571	116	25	every	every	DET
bracis-33571	116	26	10	10	NUM
bracis-33571	116	27	epochs	epoch	NOUN
bracis-33571	116	28	over	over	ADP
bracis-33571	116	29	200	200	NUM
bracis-33571	116	30	epochs	epoch	NOUN
bracis-33571	116	31	.	.	PUNCT
bracis-33571	117	1	we	we	PRON
bracis-33571	117	2	observed	observe	VERB
bracis-33571	117	3	a	a	DET
bracis-33571	117	4	significant	significant	ADJ
bracis-33571	117	5	reduction	reduction	NOUN
bracis-33571	117	6	in	in	ADP
bracis-33571	117	7	training	training	NOUN
bracis-33571	117	8	loss	loss	NOUN
bracis-33571	117	9	early	early	ADV
bracis-33571	117	10	on	on	ADV
bracis-33571	117	11	,	,	PUNCT
bracis-33571	117	12	leading	lead	VERB
bracis-33571	117	13	to	to	ADP
bracis-33571	117	14	stabilized	stabilize	VERB
bracis-33571	117	15	training	training	NOUN
bracis-33571	117	16	progress	progress	NOUN
bracis-33571	117	17	.	.	PUNCT
bracis-33571	118	1	the	the	DET
bracis-33571	118	2	average	average	ADJ
bracis-33571	118	3	training	training	NOUN
bracis-33571	118	4	duration	duration	NOUN
bracis-33571	118	5	was	be	AUX
bracis-33571	118	6	1.8	1.8	NUM
bracis-33571	118	7	 	 	SPACE
bracis-33571	118	8	h	h	NOUN
bracis-33571	118	9	per	per	ADP
bracis-33571	118	10	epoch	epoch	NOUN
bracis-33571	118	11	for	for	ADP
bracis-33571	118	12	single	single	ADJ
bracis-33571	118	13	spectrogram	spectrogram	NOUN
bracis-33571	118	14	models	model	NOUN
bracis-33571	118	15	and	and	CCONJ
bracis-33571	118	16	2.21	2.21	NUM
bracis-33571	118	17	 	 	SPACE
bracis-33571	118	18	h	h	NOUN
bracis-33571	118	19	for	for	ADP
bracis-33571	118	20	dual	dual	ADJ
bracis-33571	118	21	-	-	PUNCT
bracis-33571	118	22	bandwidth	bandwidth	ADJ
bracis-33571	118	23	spectrogram	spectrogram	NOUN
bracis-33571	118	24	models	model	NOUN
bracis-33571	118	25	.	.	PUNCT
bracis-33571	119	1	this	this	PRON
bracis-33571	119	2	sums	sum	VERB
bracis-33571	119	3	to	to	ADP
bracis-33571	119	4	360	360	NUM
bracis-33571	119	5	 	 	SPACE
bracis-33571	119	6	h	h	NOUN
bracis-33571	119	7	for	for	ADP
bracis-33571	119	8	single	single	ADJ
bracis-33571	119	9	spectrogram	spectrogram	NOUN
bracis-33571	119	10	models	model	NOUN
bracis-33571	119	11	and	and	CCONJ
bracis-33571	119	12	442	442	NUM
bracis-33571	119	13	 	 	SPACE
bracis-33571	119	14	h	h	NOUN
bracis-33571	119	15	for	for	ADP
bracis-33571	119	16	dual	dual	ADJ
bracis-33571	119	17	-	-	PUNCT
bracis-33571	119	18	bandwidth	bandwidth	ADJ
bracis-33571	119	19	models	model	NOUN
bracis-33571	119	20	.	.	PUNCT
bracis-33571	120	1	we	we	PRON
bracis-33571	120	2	performed	perform	VERB
bracis-33571	120	3	three	three	NUM
bracis-33571	120	4	experiments	experiment	NOUN
bracis-33571	120	5	with	with	ADP
bracis-33571	120	6	the	the	DET
bracis-33571	120	7	models	model	NOUN
bracis-33571	120	8	detailed	detail	VERB
bracis-33571	120	9	in	in	ADP
bracis-33571	120	10	[	[	X
bracis-33571	120	11	5	5	NUM
bracis-33571	120	12	]	]	SYM
bracis-33571	120	13	1	1	NUM
bracis-33571	120	14	.	.	PUNCT
bracis-33571	121	1	we	we	PRON
bracis-33571	121	2	have	have	AUX
bracis-33571	121	3	explored	explore	VERB
bracis-33571	121	4	broadband	broadband	NOUN
bracis-33571	121	5	mel	mel	PROPN
bracis-33571	121	6	-	-	PUNCT
bracis-33571	121	7	spectrograms	spectrogram	NOUN
bracis-33571	121	8	with	with	ADP
bracis-33571	121	9	an	an	DET
bracis-33571	121	10	80	80	NUM
bracis-33571	121	11	-	-	PUNCT
bracis-33571	121	12	sample	sample	NOUN
bracis-33571	121	13	window	window	NOUN
bracis-33571	121	14	2	2	NUM
bracis-33571	121	15	.	.	PUNCT
bracis-33571	121	16	narrowband	narrowband	PROPN
bracis-33571	121	17	mel	mel	PROPN
bracis-33571	121	18	-	-	PUNCT
bracis-33571	121	19	spectrograms	spectrograms	PROPN
bracis-33571	121	20	with	with	ADP
bracis-33571	121	21	a	a	DET
bracis-33571	121	22	480	480	NUM
bracis-33571	121	23	-	-	PUNCT
bracis-33571	121	24	sample	sample	NOUN
bracis-33571	121	25	window	window	NOUN
bracis-33571	121	26	3	3	NUM
bracis-33571	121	27	.	.	PUNCT
bracis-33571	121	28	dual	dual	ADJ
bracis-33571	121	29	-	-	PUNCT
bracis-33571	121	30	bandwidth	bandwidth	ADJ
bracis-33571	121	31	mel	mel	PROPN
bracis-33571	121	32	-	-	PUNCT
bracis-33571	121	33	spectrograms	spectrograms	PROPN
bracis-33571	121	34	.	.	PUNCT
bracis-33571	122	1	the	the	DET
bracis-33571	122	2	core	core	NOUN
bracis-33571	122	3	of	of	ADP
bracis-33571	122	4	our	our	PRON
bracis-33571	122	5	study	study	NOUN
bracis-33571	122	6	is	be	AUX
bracis-33571	122	7	the	the	DET
bracis-33571	122	8	exploration	exploration	NOUN
bracis-33571	122	9	of	of	ADP
bracis-33571	122	10	a	a	DET
bracis-33571	122	11	dual	dual	ADJ
bracis-33571	122	12	-	-	PUNCT
bracis-33571	122	13	bandwidth	bandwidth	ADJ
bracis-33571	122	14	mel	mel	NOUN
bracis-33571	122	15	-	-	PUNCT
bracis-33571	122	16	spectrogram	spectrogram	NOUN
bracis-33571	122	17	approach	approach	NOUN
bracis-33571	122	18	that	that	PRON
bracis-33571	122	19	combines	combine	VERB
bracis-33571	122	20	both	both	PRON
bracis-33571	122	21	80	80	NUM
bracis-33571	122	22	and	and	CCONJ
bracis-33571	122	23	480	480	NUM
bracis-33571	122	24	sample	sample	NOUN
bracis-33571	122	25	windows	window	NOUN
bracis-33571	122	26	,	,	PUNCT
bracis-33571	122	27	highlighting	highlight	VERB
bracis-33571	122	28	our	our	PRON
bracis-33571	122	29	innovative	innovative	ADJ
bracis-33571	122	30	proposal	proposal	NOUN
bracis-33571	122	31	.	.	PUNCT
bracis-33571	123	1	in	in	ADP
bracis-33571	123	2	the	the	DET
bracis-33571	123	3	context	context	NOUN
bracis-33571	123	4	of	of	ADP
bracis-33571	123	5	metric	metric	ADJ
bracis-33571	123	6	learning	learning	NOUN
bracis-33571	123	7	,	,	PUNCT
bracis-33571	123	8	accuracy	accuracy	NOUN
bracis-33571	123	9	is	be	AUX
bracis-33571	123	10	defined	define	VERB
bracis-33571	123	11	by	by	ADP
bracis-33571	123	12	calculating	calculate	VERB
bracis-33571	123	13	class	class	NOUN
bracis-33571	123	14	centroids	centroid	NOUN
bracis-33571	123	15	(	(	PUNCT
bracis-33571	123	16	prototypes	prototype	NOUN
bracis-33571	123	17	)	)	PUNCT
bracis-33571	123	18	from	from	ADP
bracis-33571	123	19	the	the	DET
bracis-33571	123	20	support	support	NOUN
bracis-33571	123	21	set	set	VERB
bracis-33571	123	22	and	and	CCONJ
bracis-33571	123	23	classifying	classify	VERB
bracis-33571	123	24	feature	feature	NOUN
bracis-33571	123	25	vectors	vector	NOUN
bracis-33571	123	26	inferred	infer	VERB
bracis-33571	123	27	by	by	ADP
bracis-33571	123	28	the	the	DET
bracis-33571	123	29	model	model	NOUN
bracis-33571	123	30	from	from	ADP
bracis-33571	123	31	the	the	DET
bracis-33571	123	32	query	query	NOUN
bracis-33571	123	33	set	set	VERB
bracis-33571	123	34	based	base	VERB
bracis-33571	123	35	on	on	ADP
bracis-33571	123	36	the	the	DET
bracis-33571	123	37	most	most	ADV
bracis-33571	123	38	similar	similar	ADJ
bracis-33571	123	39	centroid	centroid	NOUN
bracis-33571	123	40	for	for	ADP
bracis-33571	123	41	each	each	DET
bracis-33571	123	42	batch	batch	NOUN
bracis-33571	123	43	.	.	PUNCT
bracis-33571	124	1	at	at	ADP
bracis-33571	124	2	the	the	DET
bracis-33571	124	3	end	end	NOUN
bracis-33571	124	4	of	of	ADP
bracis-33571	124	5	the	the	DET
bracis-33571	124	6	training	training	NOUN
bracis-33571	124	7	,	,	PUNCT
bracis-33571	124	8	the	the	DET
bracis-33571	124	9	model	model	NOUN
bracis-33571	124	10	based	base	VERB
bracis-33571	124	11	on	on	ADP
bracis-33571	124	12	broadband	broadband	NOUN
bracis-33571	124	13	spectrograms	spectrogram	NOUN
bracis-33571	124	14	achieved	achieve	VERB
bracis-33571	124	15	an	an	DET
bracis-33571	124	16	accuracy	accuracy	NOUN
bracis-33571	124	17	of	of	ADP
bracis-33571	124	18	81.94	81.94	NUM
bracis-33571	124	19	%	%	NOUN
bracis-33571	124	20	,	,	PUNCT
bracis-33571	124	21	the	the	DET
bracis-33571	124	22	narrowband	narrowband	NOUN
bracis-33571	124	23	-	-	PUNCT
bracis-33571	124	24	based	base	VERB
bracis-33571	124	25	model	model	NOUN
bracis-33571	124	26	obtained	obtain	VERB
bracis-33571	124	27	85.19	85.19	NUM
bracis-33571	124	28	%	%	NOUN
bracis-33571	124	29	accuracy	accuracy	NOUN
bracis-33571	124	30	,	,	PUNCT
bracis-33571	124	31	and	and	CCONJ
bracis-33571	124	32	the	the	DET
bracis-33571	124	33	model	model	NOUN
bracis-33571	124	34	using	use	VERB
bracis-33571	124	35	both	both	DET
bracis-33571	124	36	spectrograms	spectrogram	NOUN
bracis-33571	124	37	resulted	result	VERB
bracis-33571	124	38	in	in	ADP
bracis-33571	124	39	an	an	DET
bracis-33571	124	40	accuracy	accuracy	NOUN
bracis-33571	124	41	of	of	ADP
bracis-33571	124	42	88.22	88.22	NUM
bracis-33571	124	43	%	%	NOUN
bracis-33571	124	44	.	.	PUNCT
bracis-33571	125	1	5	5	NUM
bracis-33571	125	2	results	result	NOUN
bracis-33571	125	3	and	and	CCONJ
bracis-33571	125	4	 	 	SPACE
bracis-33571	125	5	discussion	discussion	NOUN
bracis-33571	125	6	this	this	DET
bracis-33571	125	7	section	section	NOUN
bracis-33571	125	8	presents	present	VERB
bracis-33571	125	9	the	the	DET
bracis-33571	125	10	main	main	ADJ
bracis-33571	125	11	findings	finding	NOUN
bracis-33571	125	12	of	of	ADP
bracis-33571	125	13	our	our	PRON
bracis-33571	125	14	study	study	NOUN
bracis-33571	125	15	,	,	PUNCT
bracis-33571	125	16	including	include	VERB
bracis-33571	125	17	the	the	DET
bracis-33571	125	18	evaluation	evaluation	NOUN
bracis-33571	125	19	protocol	protocol	NOUN
bracis-33571	125	20	,	,	PUNCT
bracis-33571	125	21	performance	performance	NOUN
bracis-33571	125	22	metrics	metric	NOUN
bracis-33571	125	23	,	,	PUNCT
bracis-33571	125	24	and	and	CCONJ
bracis-33571	125	25	a	a	DET
bracis-33571	125	26	comparison	comparison	NOUN
bracis-33571	125	27	of	of	ADP
bracis-33571	125	28	the	the	DET
bracis-33571	125	29	proposed	propose	VERB
bracis-33571	125	30	models	model	NOUN
bracis-33571	125	31	with	with	ADP
bracis-33571	125	32	the	the	DET
bracis-33571	125	33	baseline	baseline	NOUN
bracis-33571	125	34	.	.	PUNCT
bracis-33571	126	1	we	we	PRON
bracis-33571	126	2	also	also	ADV
bracis-33571	126	3	discuss	discuss	VERB
bracis-33571	126	4	the	the	DET
bracis-33571	126	5	significance	significance	NOUN
bracis-33571	126	6	of	of	ADP
bracis-33571	126	7	the	the	DET
bracis-33571	126	8	results	result	NOUN
bracis-33571	126	9	and	and	CCONJ
bracis-33571	126	10	their	their	PRON
bracis-33571	126	11	implications	implication	NOUN
bracis-33571	126	12	for	for	ADP
bracis-33571	126	13	sv	sv	PROPN
bracis-33571	126	14	.	.	PROPN
bracis-33571	126	15	5.1	5.1	NUM
bracis-33571	126	16	evaluation	evaluation	NOUN
bracis-33571	126	17	protocol	protocol	NOUN
bracis-33571	126	18	the	the	DET
bracis-33571	126	19	trained	train	VERB
bracis-33571	126	20	models	model	NOUN
bracis-33571	126	21	were	be	AUX
bracis-33571	126	22	evaluated	evaluate	VERB
bracis-33571	126	23	using	use	VERB
bracis-33571	126	24	the	the	DET
bracis-33571	126	25	test	test	NOUN
bracis-33571	126	26	set	set	VERB
bracis-33571	126	27	and	and	CCONJ
bracis-33571	126	28	following	follow	VERB
bracis-33571	126	29	the	the	DET
bracis-33571	126	30	protocol	protocol	NOUN
bracis-33571	126	31	proposed	propose	VERB
bracis-33571	126	32	in	in	ADP
bracis-33571	126	33	[	[	X
bracis-33571	126	34	5	5	NUM
bracis-33571	126	35	]	]	PUNCT
bracis-33571	126	36	,	,	PUNCT
bracis-33571	126	37	which	which	PRON
bracis-33571	126	38	utilizes	utilize	VERB
bracis-33571	126	39	a	a	DET
bracis-33571	126	40	list	list	NOUN
bracis-33571	126	41	of	of	ADP
bracis-33571	126	42	test	test	NOUN
bracis-33571	126	43	cases	case	NOUN
bracis-33571	126	44	developed	develop	VERB
bracis-33571	126	45	by	by	ADP
bracis-33571	126	46	the	the	DET
bracis-33571	126	47	authors	author	NOUN
bracis-33571	126	48	of	of	ADP
bracis-33571	126	49	voxceleb1	voxceleb1	NOUN
bracis-33571	127	1	[	[	X
bracis-33571	127	2	21	21	NUM
bracis-33571	127	3	]	]	PUNCT
bracis-33571	127	4	.	.	PUNCT
bracis-33571	128	1	each	each	DET
bracis-33571	128	2	test	test	NOUN
bracis-33571	128	3	case	case	NOUN
bracis-33571	128	4	specifies	specify	VERB
bracis-33571	128	5	two	two	NUM
bracis-33571	128	6	audio	audio	ADJ
bracis-33571	128	7	files	file	NOUN
bracis-33571	128	8	and	and	CCONJ
bracis-33571	128	9	a	a	DET
bracis-33571	128	10	label	label	NOUN
bracis-33571	128	11	indicating	indicate	VERB
bracis-33571	128	12	if	if	SCONJ
bracis-33571	128	13	they	they	PRON
bracis-33571	128	14	belong	belong	VERB
bracis-33571	128	15	to	to	ADP
bracis-33571	128	16	the	the	DET
bracis-33571	128	17	same	same	ADJ
bracis-33571	128	18	or	or	CCONJ
bracis-33571	128	19	different	different	ADJ
bracis-33571	128	20	speakers	speaker	NOUN
bracis-33571	128	21	.	.	PUNCT
bracis-33571	129	1	the	the	DET
bracis-33571	129	2	test	test	NOUN
bracis-33571	129	3	files	file	NOUN
bracis-33571	129	4	are	be	AUX
bracis-33571	129	5	from	from	ADP
bracis-33571	129	6	the	the	DET
bracis-33571	129	7	voxceleb1	voxceleb1	NOUN
bracis-33571	129	8	test	test	NOUN
bracis-33571	129	9	set	set	NOUN
bracis-33571	129	10	,	,	PUNCT
bracis-33571	129	11	comprising	comprise	VERB
bracis-33571	129	12	40	40	NUM
bracis-33571	129	13	classes	class	NOUN
bracis-33571	129	14	and	and	CCONJ
bracis-33571	129	15	4,874	4,874	NUM
bracis-33571	129	16	files	file	NOUN
bracis-33571	129	17	.	.	PUNCT
bracis-33571	130	1	the	the	DET
bracis-33571	130	2	list	list	NOUN
bracis-33571	130	3	encompasses	encompass	VERB
bracis-33571	130	4	8	8	NUM
bracis-33571	130	5	tests	test	NOUN
bracis-33571	130	6	for	for	ADP
bracis-33571	130	7	each	each	DET
bracis-33571	130	8	file	file	NOUN
bracis-33571	130	9	,	,	PUNCT
bracis-33571	130	10	with	with	ADP
bracis-33571	130	11	an	an	DET
bracis-33571	130	12	equal	equal	ADJ
bracis-33571	130	13	division	division	NOUN
bracis-33571	130	14	between	between	ADP
bracis-33571	130	15	intra	intra	ADJ
bracis-33571	130	16	-	-	ADJ
bracis-33571	130	17	class	class	ADJ
bracis-33571	130	18	and	and	CCONJ
bracis-33571	130	19	inter	inter	ADJ
bracis-33571	130	20	-	-	ADJ
bracis-33571	130	21	class	class	ADJ
bracis-33571	130	22	comparisons	comparison	NOUN
bracis-33571	130	23	.	.	PUNCT
bracis-33571	131	1	for	for	ADP
bracis-33571	131	2	each	each	DET
bracis-33571	131	3	audio	audio	ADJ
bracis-33571	131	4	file	file	NOUN
bracis-33571	131	5	in	in	ADP
bracis-33571	131	6	the	the	DET
bracis-33571	131	7	list	list	NOUN
bracis-33571	131	8	of	of	ADP
bracis-33571	131	9	test	test	NOUN
bracis-33571	131	10	cases	case	NOUN
bracis-33571	131	11	,	,	PUNCT
bracis-33571	131	12	10	10	NUM
bracis-33571	131	13	two	two	NUM
bracis-33571	131	14	-	-	PUNCT
bracis-33571	131	15	second	second	NOUN
bracis-33571	131	16	segments	segment	NOUN
bracis-33571	131	17	were	be	AUX
bracis-33571	131	18	extracted	extract	VERB
bracis-33571	131	19	,	,	PUNCT
bracis-33571	131	20	evenly	evenly	ADV
bracis-33571	131	21	distributed	distribute	VERB
bracis-33571	131	22	(	(	PUNCT
bracis-33571	131	23	overlap	overlap	NOUN
bracis-33571	131	24	may	may	AUX
bracis-33571	131	25	occur	occur	VERB
bracis-33571	131	26	)	)	PUNCT
bracis-33571	131	27	.	.	PUNCT
bracis-33571	132	1	a	a	DET
bracis-33571	132	2	feature	feature	NOUN
bracis-33571	132	3	vector	vector	NOUN
bracis-33571	132	4	was	be	AUX
bracis-33571	132	5	extracted	extract	VERB
bracis-33571	132	6	from	from	ADP
bracis-33571	132	7	each	each	DET
bracis-33571	132	8	segment	segment	NOUN
bracis-33571	132	9	using	use	VERB
bracis-33571	132	10	the	the	DET
bracis-33571	132	11	trained	train	VERB
bracis-33571	132	12	model	model	NOUN
bracis-33571	132	13	,	,	PUNCT
bracis-33571	132	14	resulting	result	VERB
bracis-33571	132	15	in	in	ADP
bracis-33571	132	16	10	10	NUM
bracis-33571	132	17	vectors	vector	NOUN
bracis-33571	132	18	per	per	ADP
bracis-33571	132	19	audio	audio	NOUN
bracis-33571	132	20	,	,	PUNCT
bracis-33571	132	21	which	which	PRON
bracis-33571	132	22	were	be	AUX
bracis-33571	132	23	then	then	ADV
bracis-33571	132	24	normalized	normalize	VERB
bracis-33571	132	25	.	.	PUNCT
bracis-33571	133	1	the	the	DET
bracis-33571	133	2	similarity	similarity	NOUN
bracis-33571	133	3	between	between	ADP
bracis-33571	133	4	two	two	NUM
bracis-33571	133	5	audios	audio	NOUN
bracis-33571	133	6	was	be	AUX
bracis-33571	133	7	calculated	calculate	VERB
bracis-33571	133	8	using	use	VERB
bracis-33571	133	9	the	the	DET
bracis-33571	133	10	average	average	ADJ
bracis-33571	133	11	euclidean	euclidean	ADJ
bracis-33571	133	12	distance	distance	NOUN
bracis-33571	133	13	among	among	ADP
bracis-33571	133	14	all	all	DET
bracis-33571	133	15	100	100	NUM
bracis-33571	133	16	possible	possible	ADJ
bracis-33571	133	17	vector	vector	NOUN
bracis-33571	133	18	pairs	pair	NOUN
bracis-33571	133	19	.	.	PUNCT
bracis-33571	134	1	the	the	DET
bracis-33571	134	2	decision	decision	NOUN
bracis-33571	134	3	threshold	threshold	NOUN
bracis-33571	134	4	l	l	NOUN
bracis-33571	134	5	,	,	PUNCT
bracis-33571	134	6	set	set	VERB
bracis-33571	134	7	between	between	ADP
bracis-33571	134	8	0	0	NUM
bracis-33571	134	9	and	and	CCONJ
bracis-33571	134	10	2	2	NUM
bracis-33571	134	11	,	,	PUNCT
bracis-33571	134	12	classifies	classify	VERB
bracis-33571	134	13	audios	audio	NOUN
bracis-33571	134	14	as	as	ADV
bracis-33571	134	15	same	same	ADJ
bracis-33571	134	16	or	or	CCONJ
bracis-33571	134	17	different	different	ADJ
bracis-33571	134	18	classes	class	NOUN
bracis-33571	134	19	based	base	VERB
bracis-33571	134	20	on	on	ADP
bracis-33571	134	21	similarity	similarity	NOUN
bracis-33571	134	22	values	value	NOUN
bracis-33571	134	23	being	be	AUX
bracis-33571	134	24	less	less	ADJ
bracis-33571	134	25	than	than	ADP
bracis-33571	134	26	/	/	SYM
bracis-33571	134	27	greater	great	ADJ
bracis-33571	134	28	than	than	ADP
bracis-33571	134	29	l.	l.	PROPN
bracis-33571	134	30	5.2	5.2	NUM
bracis-33571	134	31	performance	performance	NOUN
bracis-33571	134	32	metrics	metric	NOUN
bracis-33571	134	33	we	we	PRON
bracis-33571	134	34	evaluated	evaluate	VERB
bracis-33571	134	35	the	the	DET
bracis-33571	134	36	models	model	NOUN
bracis-33571	134	37	using	use	VERB
bracis-33571	134	38	two	two	NUM
bracis-33571	134	39	main	main	ADJ
bracis-33571	134	40	performance	performance	NOUN
bracis-33571	134	41	metrics	metric	NOUN
bracis-33571	134	42	:	:	PUNCT
bracis-33571	134	43	equal	equal	ADJ
bracis-33571	134	44	error	error	NOUN
bracis-33571	134	45	rate	rate	NOUN
bracis-33571	134	46	(	(	PUNCT
bracis-33571	134	47	eer	eer	NOUN
bracis-33571	134	48	)	)	PUNCT
bracis-33571	134	49	and	and	CCONJ
bracis-33571	134	50	minimum	minimum	NOUN
bracis-33571	134	51	detection	detection	NOUN
bracis-33571	134	52	cost	cost	NOUN
bracis-33571	134	53	function	function	NOUN
bracis-33571	134	54	(	(	PUNCT
bracis-33571	134	55	mindcf	mindcf	NOUN
bracis-33571	134	56	)	)	PUNCT
bracis-33571	135	1	[	[	X
bracis-33571	135	2	22	22	NUM
bracis-33571	135	3	]	]	PUNCT
bracis-33571	135	4	.	.	PUNCT
bracis-33571	136	1	table	table	NOUN
bracis-33571	136	2	1	1	NUM
bracis-33571	136	3	.	.	PUNCT
bracis-33571	136	4	equal	equal	ADJ
bracis-33571	136	5	error	error	NOUN
bracis-33571	136	6	rate	rate	NOUN
bracis-33571	136	7	and	and	CCONJ
bracis-33571	136	8	mindcf	mindcf	NOUN
bracis-33571	136	9	from	from	ADP
bracis-33571	136	10	the	the	DET
bracis-33571	136	11	trained	train	VERB
bracis-33571	136	12	models	model	NOUN
bracis-33571	136	13	and	and	CCONJ
bracis-33571	136	14	from	from	ADP
bracis-33571	136	15	the	the	DET
bracis-33571	136	16	baseline	baseline	NOUN
bracis-33571	137	1	[	[	X
bracis-33571	137	2	5	5	NUM
bracis-33571	137	3	]	]	PUNCT
bracis-33571	137	4	.	.	PUNCT
bracis-33571	138	1	to	to	PART
bracis-33571	138	2	calculate	calculate	VERB
bracis-33571	138	3	the	the	DET
bracis-33571	138	4	95	95	NUM
bracis-33571	138	5	%	%	NOUN
bracis-33571	138	6	confidence	confidence	NOUN
bracis-33571	138	7	intervals	interval	NOUN
bracis-33571	138	8	for	for	ADP
bracis-33571	138	9	the	the	DET
bracis-33571	138	10	eers	eer	NOUN
bracis-33571	138	11	of	of	ADP
bracis-33571	138	12	our	our	PRON
bracis-33571	138	13	trained	train	VERB
bracis-33571	138	14	models	model	NOUN
bracis-33571	138	15	,	,	PUNCT
bracis-33571	138	16	we	we	PRON
bracis-33571	138	17	considered	consider	VERB
bracis-33571	138	18	the	the	DET
bracis-33571	138	19	eer	eer	NOUN
bracis-33571	138	20	as	as	ADP
bracis-33571	138	21	a	a	DET
bracis-33571	138	22	random	random	ADJ
bracis-33571	138	23	variable	variable	NOUN
bracis-33571	138	24	following	follow	VERB
bracis-33571	138	25	a	a	DET
bracis-33571	138	26	bernoulli	bernoulli	NOUN
bracis-33571	138	27	distribution	distribution	NOUN
bracis-33571	138	28	,	,	PUNCT
bracis-33571	138	29	approximated	approximate	VERB
bracis-33571	138	30	by	by	ADP
bracis-33571	138	31	a	a	DET
bracis-33571	138	32	normal	normal	ADJ
bracis-33571	138	33	distribution	distribution	NOUN
bracis-33571	138	34	for	for	ADP
bracis-33571	138	35	our	our	PRON
bracis-33571	138	36	large	large	ADJ
bracis-33571	138	37	test	test	NOUN
bracis-33571	138	38	set	set	NOUN
bracis-33571	138	39	(	(	PUNCT
bracis-33571	138	40	37,720	37,720	NUM
bracis-33571	138	41	instances	instance	NOUN
bracis-33571	138	42	)	)	PUNCT
bracis-33571	139	1	[	[	X
bracis-33571	139	2	23	23	NUM
bracis-33571	139	3	]	]	PUNCT
bracis-33571	139	4	.	.	PUNCT
bracis-33571	140	1	in	in	ADP
bracis-33571	140	2	[	[	X
bracis-33571	140	3	5	5	NUM
bracis-33571	140	4	]	]	PUNCT
bracis-33571	140	5	,	,	PUNCT
bracis-33571	140	6	the	the	DET
bracis-33571	140	7	authors	author	NOUN
bracis-33571	140	8	repeated	repeat	VERB
bracis-33571	140	9	all	all	DET
bracis-33571	140	10	experiments	experiment	NOUN
bracis-33571	140	11	three	three	NUM
bracis-33571	140	12	times	time	NOUN
bracis-33571	140	13	and	and	CCONJ
bracis-33571	140	14	reported	report	VERB
bracis-33571	140	15	the	the	DET
bracis-33571	140	16	mean	mean	ADJ
bracis-33571	140	17	and	and	CCONJ
bracis-33571	140	18	standard	standard	ADJ
bracis-33571	140	19	deviation	deviation	NOUN
bracis-33571	140	20	to	to	PART
bracis-33571	140	21	account	account	VERB
bracis-33571	140	22	for	for	ADP
bracis-33571	140	23	random	random	ADJ
bracis-33571	140	24	initialization.full	initialization.full	NOUN
bracis-33571	140	25	size	size	NOUN
bracis-33571	140	26	table	table	NOUN
bracis-33571	140	27	the	the	DET
bracis-33571	140	28	system	system	NOUN
bracis-33571	140	29	is	be	AUX
bracis-33571	140	30	calibrated	calibrate	VERB
bracis-33571	140	31	to	to	PART
bracis-33571	140	32	equate	equate	VERB
bracis-33571	140	33	the	the	DET
bracis-33571	140	34	costs	cost	NOUN
bracis-33571	140	35	of	of	ADP
bracis-33571	140	36	both	both	DET
bracis-33571	140	37	errors	error	NOUN
bracis-33571	140	38	,	,	PUNCT
bracis-33571	140	39	setting	set	VERB
bracis-33571	140	40	the	the	DET
bracis-33571	140	41	prior	prior	ADJ
bracis-33571	140	42	probability	probability	NOUN
bracis-33571	140	43	of	of	ADP
bracis-33571	140	44	the	the	DET
bracis-33571	140	45	target	target	NOUN
bracis-33571	140	46	speaker	speaker	NOUN
bracis-33571	140	47	at	at	ADP
bracis-33571	140	48	5	5	NUM
bracis-33571	140	49	%	%	NOUN
bracis-33571	140	50	for	for	ADP
bracis-33571	140	51	defining	define	VERB
bracis-33571	140	52	mindcf	mindcf	NOUN
bracis-33571	140	53	.	.	PUNCT
bracis-33571	141	1	figure	figure	NOUN
bracis-33571	141	2	 	 	SPACE
bracis-33571	141	3	2	2	NUM
bracis-33571	141	4	presents	present	VERB
bracis-33571	141	5	the	the	DET
bracis-33571	141	6	probability	probability	NOUN
bracis-33571	141	7	distributions	distribution	NOUN
bracis-33571	141	8	of	of	ADP
bracis-33571	141	9	similarity	similarity	NOUN
bracis-33571	141	10	scores	score	NOUN
bracis-33571	141	11	obtained	obtain	VERB
bracis-33571	141	12	for	for	ADP
bracis-33571	141	13	the	the	DET
bracis-33571	141	14	audio	audio	ADJ
bracis-33571	141	15	test	test	NOUN
bracis-33571	141	16	cases	case	NOUN
bracis-33571	141	17	using	use	VERB
bracis-33571	141	18	the	the	DET
bracis-33571	141	19	model	model	NOUN
bracis-33571	141	20	trained	train	VERB
bracis-33571	141	21	with	with	ADP
bracis-33571	141	22	dual	dual	ADJ
bracis-33571	141	23	-	-	PUNCT
bracis-33571	141	24	bandwidth	bandwidth	ADJ
bracis-33571	141	25	spectrograms	spectrogram	NOUN
bracis-33571	141	26	.	.	PUNCT
bracis-33571	142	1	it	it	PRON
bracis-33571	142	2	demonstrates	demonstrate	VERB
bracis-33571	142	3	the	the	DET
bracis-33571	142	4	overlap	overlap	NOUN
bracis-33571	142	5	between	between	ADP
bracis-33571	142	6	same	same	ADJ
bracis-33571	142	7	-	-	PUNCT
bracis-33571	142	8	speaker	speaker	NOUN
bracis-33571	142	9	and	and	CCONJ
bracis-33571	142	10	different	different	ADJ
bracis-33571	142	11	-	-	PUNCT
bracis-33571	142	12	speaker	speaker	NOUN
bracis-33571	142	13	cases	case	NOUN
bracis-33571	142	14	.	.	PUNCT
bracis-33571	143	1	fig	fig	NOUN
bracis-33571	143	2	.	.	PUNCT
bracis-33571	144	1	2	2	X
bracis-33571	144	2	.	.	X
bracis-33571	144	3	distribution	distribution	NOUN
bracis-33571	144	4	of	of	ADP
bracis-33571	144	5	similarity	similarity	NOUN
bracis-33571	144	6	scores	score	NOUN
bracis-33571	144	7	obtained	obtain	VERB
bracis-33571	144	8	for	for	ADP
bracis-33571	144	9	the	the	DET
bracis-33571	144	10	test	test	NOUN
bracis-33571	144	11	cases	case	NOUN
bracis-33571	144	12	from	from	ADP
bracis-33571	144	13	the	the	DET
bracis-33571	144	14	list	list	NOUN
bracis-33571	144	15	provided	provide	VERB
bracis-33571	144	16	in	in	ADP
bracis-33571	144	17	[	[	X
bracis-33571	144	18	21	21	NUM
bracis-33571	144	19	]	]	PUNCT
bracis-33571	144	20	using	use	VERB
bracis-33571	144	21	the	the	DET
bracis-33571	144	22	model	model	NOUN
bracis-33571	144	23	trained	train	VERB
bracis-33571	144	24	with	with	ADP
bracis-33571	144	25	dual	dual	ADJ
bracis-33571	144	26	-	-	PUNCT
bracis-33571	144	27	bandwidth	bandwidth	ADJ
bracis-33571	144	28	spectrograms	spectrogram	NOUN
bracis-33571	144	29	.	.	PUNCT
bracis-33571	145	1	full	full	ADJ
bracis-33571	145	2	size	size	NOUN
bracis-33571	145	3	image	image	NOUN
bracis-33571	145	4	figure	figure	NOUN
bracis-33571	145	5	 	 	SPACE
bracis-33571	145	6	3	3	NUM
bracis-33571	145	7	displays	display	VERB
bracis-33571	145	8	the	the	DET
bracis-33571	145	9	variation	variation	NOUN
bracis-33571	145	10	of	of	ADP
bracis-33571	145	11	true	true	ADJ
bracis-33571	145	12	positive	positive	ADJ
bracis-33571	145	13	rate	rate	NOUN
bracis-33571	145	14	(	(	PUNCT
bracis-33571	145	15	tpr	tpr	NOUN
bracis-33571	145	16	)	)	PUNCT
bracis-33571	145	17	,	,	PUNCT
bracis-33571	145	18	true	true	ADJ
bracis-33571	145	19	negative	negative	ADJ
bracis-33571	145	20	rate	rate	NOUN
bracis-33571	145	21	(	(	PUNCT
bracis-33571	145	22	tnr	tnr	PROPN
bracis-33571	145	23	)	)	PUNCT
bracis-33571	145	24	,	,	PUNCT
bracis-33571	145	25	and	and	CCONJ
bracis-33571	145	26	detection	detection	NOUN
bracis-33571	145	27	cost	cost	NOUN
bracis-33571	145	28	function	function	NOUN
bracis-33571	145	29	(	(	PUNCT
bracis-33571	145	30	dcf	dcf	PROPN
bracis-33571	145	31	)	)	PUNCT
bracis-33571	145	32	with	with	ADP
bracis-33571	145	33	respect	respect	NOUN
bracis-33571	145	34	to	to	ADP
bracis-33571	145	35	the	the	DET
bracis-33571	145	36	decision	decision	NOUN
bracis-33571	145	37	threshold	threshold	NOUN
bracis-33571	145	38	for	for	ADP
bracis-33571	145	39	the	the	DET
bracis-33571	145	40	model	model	NOUN
bracis-33571	145	41	trained	train	VERB
bracis-33571	145	42	with	with	ADP
bracis-33571	145	43	dual	dual	ADJ
bracis-33571	145	44	-	-	PUNCT
bracis-33571	145	45	bandwidth	bandwidth	ADJ
bracis-33571	145	46	spectrograms	spectrogram	NOUN
bracis-33571	145	47	,	,	PUNCT
bracis-33571	145	48	as	as	SCONJ
bracis-33571	145	49	observed	observe	VERB
bracis-33571	145	50	in	in	ADP
bracis-33571	145	51	our	our	PRON
bracis-33571	145	52	experiments	experiment	NOUN
bracis-33571	145	53	.	.	PUNCT
bracis-33571	146	1	fig	fig	NOUN
bracis-33571	146	2	.	.	PUNCT
bracis-33571	147	1	3	3	X
bracis-33571	147	2	.	.	X
bracis-33571	147	3	success	success	NOUN
bracis-33571	147	4	rate	rate	NOUN
bracis-33571	147	5	curves	curve	NOUN
bracis-33571	147	6	for	for	ADP
bracis-33571	147	7	positive	positive	ADJ
bracis-33571	147	8	cases	case	NOUN
bracis-33571	147	9	(	(	PUNCT
bracis-33571	147	10	tpr	tpr	NOUN
bracis-33571	147	11	)	)	PUNCT
bracis-33571	147	12	and	and	CCONJ
bracis-33571	147	13	for	for	ADP
bracis-33571	147	14	negative	negative	ADJ
bracis-33571	147	15	cases	case	NOUN
bracis-33571	147	16	(	(	PUNCT
bracis-33571	147	17	tnr	tnr	PROPN
bracis-33571	147	18	)	)	PUNCT
bracis-33571	147	19	and	and	CCONJ
bracis-33571	147	20	equal	equal	ADJ
bracis-33571	147	21	error	error	NOUN
bracis-33571	147	22	rate	rate	NOUN
bracis-33571	147	23	(	(	PUNCT
bracis-33571	147	24	red	red	ADJ
bracis-33571	147	25	arrow	arrow	NOUN
bracis-33571	147	26	)	)	PUNCT
bracis-33571	147	27	;	;	PUNCT
bracis-33571	147	28	(	(	PUNCT
bracis-33571	147	29	3(a	3(a	NUM
bracis-33571	147	30	)	)	PUNCT
bracis-33571	147	31	)	)	PUNCT
bracis-33571	147	32	and	and	CCONJ
bracis-33571	147	33	detection	detection	NOUN
bracis-33571	147	34	cost	cost	NOUN
bracis-33571	147	35	[	[	X
bracis-33571	147	36	22	22	NUM
bracis-33571	147	37	]	]	PUNCT
bracis-33571	147	38	with	with	ADP
bracis-33571	147	39	minimum	minimum	ADJ
bracis-33571	147	40	mindcf	mindcf	NOUN
bracis-33571	147	41	(	(	PUNCT
bracis-33571	147	42	red	red	ADJ
bracis-33571	147	43	arrow	arrow	NOUN
bracis-33571	147	44	)	)	PUNCT
bracis-33571	147	45	for	for	ADP
bracis-33571	147	46	the	the	DET
bracis-33571	147	47	model	model	NOUN
bracis-33571	147	48	trained	train	VERB
bracis-33571	147	49	with	with	ADP
bracis-33571	147	50	dual	dual	ADJ
bracis-33571	147	51	-	-	PUNCT
bracis-33571	147	52	bandwidth	bandwidth	ADJ
bracis-33571	147	53	spectrograms	spectrogram	NOUN
bracis-33571	147	54	.	.	PUNCT
bracis-33571	148	1	(	(	PUNCT
bracis-33571	148	2	color	color	NOUN
bracis-33571	148	3	figure	figure	NOUN
bracis-33571	148	4	online	online	ADV
bracis-33571	148	5	)	)	PUNCT
bracis-33571	148	6	full	full	ADJ
bracis-33571	148	7	size	size	NOUN
bracis-33571	148	8	image	image	NOUN
bracis-33571	148	9	the	the	DET
bracis-33571	148	10	eer	eer	NOUN
bracis-33571	148	11	and	and	CCONJ
bracis-33571	148	12	mindcf	mindcf	PROPN
bracis-33571	148	13	values	value	NOUN
bracis-33571	148	14	monitored	monitor	VERB
bracis-33571	148	15	during	during	ADP
bracis-33571	148	16	the	the	DET
bracis-33571	148	17	training	training	NOUN
bracis-33571	148	18	of	of	ADP
bracis-33571	148	19	each	each	DET
bracis-33571	148	20	model	model	NOUN
bracis-33571	148	21	are	be	AUX
bracis-33571	148	22	shown	show	VERB
bracis-33571	148	23	in	in	ADP
bracis-33571	148	24	fig	fig	NOUN
bracis-33571	148	25	.	.	PUNCT
bracis-33571	148	26	 	 	SPACE
bracis-33571	149	1	4	4	NUM
bracis-33571	149	2	.	.	X
bracis-33571	149	3	5.3	5.3	NUM
bracis-33571	149	4	results	result	NOUN
bracis-33571	149	5	and	and	CCONJ
bracis-33571	149	6	 	 	SPACE
bracis-33571	149	7	comparison	comparison	NOUN
bracis-33571	149	8	table	table	NOUN
bracis-33571	149	9	 	 	SPACE
bracis-33571	149	10	1	1	NUM
bracis-33571	149	11	presents	present	VERB
bracis-33571	149	12	the	the	DET
bracis-33571	149	13	eer	eer	NOUN
bracis-33571	149	14	and	and	CCONJ
bracis-33571	149	15	mindcf	mindcf	PROPN
bracis-33571	149	16	values	value	NOUN
bracis-33571	149	17	obtained	obtain	VERB
bracis-33571	149	18	for	for	ADP
bracis-33571	149	19	the	the	DET
bracis-33571	149	20	trained	train	VERB
bracis-33571	149	21	models	model	NOUN
bracis-33571	149	22	,	,	PUNCT
bracis-33571	149	23	along	along	ADP
bracis-33571	149	24	with	with	ADP
bracis-33571	149	25	the	the	DET
bracis-33571	149	26	results	result	NOUN
bracis-33571	149	27	from	from	ADP
bracis-33571	149	28	the	the	DET
bracis-33571	149	29	baseline	baseline	NOUN
bracis-33571	149	30	[	[	X
bracis-33571	149	31	5	5	NUM
bracis-33571	149	32	]	]	PUNCT
bracis-33571	149	33	.	.	PUNCT
bracis-33571	150	1	among	among	ADP
bracis-33571	150	2	the	the	DET
bracis-33571	150	3	single	single	ADJ
bracis-33571	150	4	spectrogram	spectrogram	NOUN
bracis-33571	150	5	models	model	NOUN
bracis-33571	150	6	,	,	PUNCT
bracis-33571	150	7	the	the	DET
bracis-33571	150	8	narrowband	narrowband	PROPN
bracis-33571	150	9	mel	mel	PROPN
bracis-33571	150	10	-	-	PUNCT
bracis-33571	150	11	spectrogram	spectrogram	NOUN
bracis-33571	150	12	model	model	NOUN
bracis-33571	150	13	(	(	PUNCT
bracis-33571	150	14	eer	eer	PROPN
bracis-33571	150	15	2.01	2.01	NUM
bracis-33571	150	16	%	%	NOUN
bracis-33571	150	17	±0.14	±0.14	PROPN
bracis-33571	150	18	%	%	NOUN
bracis-33571	150	19	)	)	PUNCT
bracis-33571	150	20	significantly	significantly	ADV
bracis-33571	150	21	outperformed	outperform	VERB
bracis-33571	150	22	the	the	DET
bracis-33571	150	23	broadband	broadband	NOUN
bracis-33571	150	24	mel	mel	PROPN
bracis-33571	150	25	-	-	PUNCT
bracis-33571	150	26	spectrogram	spectrogram	NOUN
bracis-33571	150	27	model	model	NOUN
bracis-33571	150	28	(	(	PUNCT
bracis-33571	150	29	eer	eer	PROPN
bracis-33571	150	30	2.65	2.65	NUM
bracis-33571	150	31	%	%	NOUN
bracis-33571	150	32	±0.16	±0.16	PROPN
bracis-33571	150	33	%	%	NOUN
bracis-33571	150	34	)	)	PUNCT
bracis-33571	150	35	.	.	PUNCT
bracis-33571	151	1	the	the	DET
bracis-33571	151	2	minimal	minimal	ADJ
bracis-33571	151	3	overlap	overlap	NOUN
bracis-33571	151	4	in	in	ADP
bracis-33571	151	5	their	their	PRON
bracis-33571	151	6	confidence	confidence	NOUN
bracis-33571	151	7	intervals	interval	NOUN
bracis-33571	151	8	suggests	suggest	VERB
bracis-33571	151	9	that	that	SCONJ
bracis-33571	151	10	this	this	DET
bracis-33571	151	11	difference	difference	NOUN
bracis-33571	151	12	is	be	AUX
bracis-33571	151	13	statistically	statistically	ADV
bracis-33571	151	14	significant	significant	ADJ
bracis-33571	151	15	.	.	PUNCT
bracis-33571	152	1	this	this	PRON
bracis-33571	152	2	indicates	indicate	VERB
bracis-33571	152	3	that	that	SCONJ
bracis-33571	152	4	the	the	DET
bracis-33571	152	5	narrowband	narrowband	NOUN
bracis-33571	152	6	representation	representation	NOUN
bracis-33571	152	7	likely	likely	ADV
bracis-33571	152	8	carries	carry	VERB
bracis-33571	152	9	more	more	ADV
bracis-33571	152	10	relevant	relevant	ADJ
bracis-33571	152	11	features	feature	NOUN
bracis-33571	152	12	for	for	ADP
bracis-33571	152	13	sv	sv	PROPN
bracis-33571	152	14	,	,	PUNCT
bracis-33571	152	15	aligning	align	VERB
bracis-33571	152	16	with	with	ADP
bracis-33571	152	17	the	the	DET
bracis-33571	152	18	baseline	baseline	NOUN
bracis-33571	152	19	model	model	NOUN
bracis-33571	152	20	[	[	X
bracis-33571	152	21	5	5	NUM
bracis-33571	152	22	]	]	PUNCT
bracis-33571	152	23	which	which	PRON
bracis-33571	152	24	used	use	VERB
bracis-33571	152	25	a	a	DET
bracis-33571	152	26	25	25	NUM
bracis-33571	152	27	ms	ms	NOUN
bracis-33571	152	28	window	window	NOUN
bracis-33571	152	29	(	(	PUNCT
bracis-33571	152	30	eer	eer	NOUN
bracis-33571	152	31	2.22	2.22	NUM
bracis-33571	152	32	%	%	NOUN
bracis-33571	152	33	)	)	PUNCT
bracis-33571	152	34	.	.	PUNCT
bracis-33571	153	1	the	the	DET
bracis-33571	153	2	superior	superior	ADJ
bracis-33571	153	3	performance	performance	NOUN
bracis-33571	153	4	of	of	ADP
bracis-33571	153	5	narrowband	narrowband	NOUN
bracis-33571	153	6	spectrograms	spectrogram	NOUN
bracis-33571	153	7	suggests	suggest	VERB
bracis-33571	153	8	that	that	SCONJ
bracis-33571	153	9	fine	fine	ADJ
bracis-33571	153	10	-	-	PUNCT
bracis-33571	153	11	grained	grain	VERB
bracis-33571	153	12	frequency	frequency	NOUN
bracis-33571	153	13	resolution	resolution	NOUN
bracis-33571	153	14	may	may	AUX
bracis-33571	153	15	be	be	AUX
bracis-33571	153	16	more	more	ADV
bracis-33571	153	17	critical	critical	ADJ
bracis-33571	153	18	for	for	ADP
bracis-33571	153	19	speaker	speaker	NOUN
bracis-33571	153	20	verification	verification	NOUN
bracis-33571	153	21	than	than	ADP
bracis-33571	153	22	high	high	ADJ
bracis-33571	153	23	temporal	temporal	ADJ
bracis-33571	153	24	resolution	resolution	NOUN
bracis-33571	153	25	,	,	PUNCT
bracis-33571	153	26	as	as	SCONJ
bracis-33571	153	27	it	it	PRON
bracis-33571	153	28	better	well	ADV
bracis-33571	153	29	captures	capture	VERB
bracis-33571	153	30	certain	certain	ADJ
bracis-33571	153	31	speaker	speaker	NOUN
bracis-33571	153	32	-	-	PUNCT
bracis-33571	153	33	specific	specific	ADJ
bracis-33571	153	34	characteristics	characteristic	NOUN
bracis-33571	153	35	in	in	ADP
bracis-33571	153	36	speech	speech	NOUN
bracis-33571	153	37	signals	signal	NOUN
bracis-33571	153	38	.	.	PUNCT
bracis-33571	154	1	the	the	DET
bracis-33571	154	2	dual	dual	ADJ
bracis-33571	154	3	-	-	PUNCT
bracis-33571	154	4	bandwidth	bandwidth	ADJ
bracis-33571	154	5	mel	mel	NOUN
bracis-33571	154	6	-	-	PUNCT
bracis-33571	154	7	spectrogram	spectrogram	NOUN
bracis-33571	154	8	model	model	NOUN
bracis-33571	154	9	achieved	achieve	VERB
bracis-33571	154	10	the	the	DET
bracis-33571	154	11	lowest	low	ADJ
bracis-33571	154	12	eer	eer	NOUN
bracis-33571	154	13	of	of	ADP
bracis-33571	154	14	1.64	1.64	NUM
bracis-33571	154	15	%	%	NOUN
bracis-33571	155	1	±0.13	±0.13	NUM
bracis-33571	156	1	%	%	NOUN
bracis-33571	156	2	,	,	PUNCT
bracis-33571	156	3	representing	represent	VERB
bracis-33571	156	4	a	a	DET
bracis-33571	156	5	26	26	NUM
bracis-33571	156	6	%	%	NOUN
bracis-33571	156	7	relative	relative	ADJ
bracis-33571	156	8	improvement	improvement	NOUN
bracis-33571	156	9	compared	compare	VERB
bracis-33571	156	10	to	to	ADP
bracis-33571	156	11	the	the	DET
bracis-33571	156	12	baseline	baseline	NOUN
bracis-33571	156	13	.	.	PUNCT
bracis-33571	157	1	this	this	DET
bracis-33571	157	2	further	further	ADJ
bracis-33571	157	3	improvement	improvement	NOUN
bracis-33571	157	4	demonstrates	demonstrate	VERB
bracis-33571	157	5	that	that	SCONJ
bracis-33571	157	6	while	while	SCONJ
bracis-33571	157	7	narrowband	narrowband	ADJ
bracis-33571	157	8	information	information	NOUN
bracis-33571	157	9	is	be	AUX
bracis-33571	157	10	more	more	ADV
bracis-33571	157	11	relevant	relevant	ADJ
bracis-33571	157	12	,	,	PUNCT
bracis-33571	157	13	the	the	DET
bracis-33571	157	14	temporal	temporal	ADJ
bracis-33571	157	15	resolution	resolution	NOUN
bracis-33571	157	16	provided	provide	VERB
bracis-33571	157	17	by	by	ADP
bracis-33571	157	18	broadband	broadband	NOUN
bracis-33571	157	19	spectrograms	spectrogram	NOUN
bracis-33571	157	20	contributes	contribute	VERB
bracis-33571	157	21	valuable	valuable	ADJ
bracis-33571	157	22	complementary	complementary	ADJ
bracis-33571	157	23	information	information	NOUN
bracis-33571	157	24	.	.	PUNCT
bracis-33571	158	1	the	the	DET
bracis-33571	158	2	statistically	statistically	ADV
bracis-33571	158	3	significant	significant	ADJ
bracis-33571	158	4	differences	difference	NOUN
bracis-33571	158	5	between	between	ADP
bracis-33571	158	6	these	these	DET
bracis-33571	158	7	models	model	NOUN
bracis-33571	158	8	,	,	PUNCT
bracis-33571	158	9	evidenced	evidence	VERB
bracis-33571	158	10	by	by	ADP
bracis-33571	158	11	the	the	DET
bracis-33571	158	12	minimal	minimal	ADJ
bracis-33571	158	13	overlap	overlap	NOUN
bracis-33571	158	14	in	in	ADP
bracis-33571	158	15	confidence	confidence	NOUN
bracis-33571	158	16	intervals	interval	NOUN
bracis-33571	158	17	,	,	PUNCT
bracis-33571	158	18	validate	validate	VERB
bracis-33571	158	19	the	the	DET
bracis-33571	158	20	potential	potential	NOUN
bracis-33571	158	21	of	of	ADP
bracis-33571	158	22	multi	multi	ADJ
bracis-33571	158	23	-	-	ADJ
bracis-33571	158	24	resolution	resolution	NOUN
bracis-33571	158	25	approaches	approach	NOUN
bracis-33571	158	26	in	in	ADP
bracis-33571	158	27	capturing	capture	VERB
bracis-33571	158	28	the	the	DET
bracis-33571	158	29	complex	complex	ADJ
bracis-33571	158	30	nature	nature	NOUN
bracis-33571	158	31	of	of	ADP
bracis-33571	158	32	speaker	speaker	NOUN
bracis-33571	158	33	-	-	PUNCT
bracis-33571	158	34	specific	specific	ADJ
bracis-33571	158	35	information	information	NOUN
bracis-33571	158	36	in	in	ADP
bracis-33571	158	37	speech	speech	NOUN
bracis-33571	158	38	signals	signal	NOUN
bracis-33571	158	39	.	.	PUNCT
bracis-33571	159	1	these	these	DET
bracis-33571	159	2	confidence	confidence	NOUN
bracis-33571	159	3	intervals	interval	NOUN
bracis-33571	159	4	were	be	AUX
bracis-33571	159	5	calculated	calculate	VERB
bracis-33571	159	6	considering	consider	VERB
bracis-33571	159	7	the	the	DET
bracis-33571	159	8	eer	eer	NOUN
bracis-33571	159	9	as	as	ADP
bracis-33571	159	10	a	a	DET
bracis-33571	159	11	random	random	ADJ
bracis-33571	159	12	variable	variable	NOUN
bracis-33571	159	13	following	follow	VERB
bracis-33571	159	14	a	a	DET
bracis-33571	159	15	bernoulli	bernoulli	NOUN
bracis-33571	159	16	distribution	distribution	NOUN
bracis-33571	159	17	,	,	PUNCT
bracis-33571	159	18	approximated	approximate	VERB
bracis-33571	159	19	by	by	ADP
bracis-33571	159	20	a	a	DET
bracis-33571	159	21	normal	normal	ADJ
bracis-33571	159	22	distribution	distribution	NOUN
bracis-33571	159	23	given	give	VERB
bracis-33571	159	24	our	our	PRON
bracis-33571	159	25	large	large	ADJ
bracis-33571	159	26	test	test	NOUN
bracis-33571	159	27	set	set	NOUN
bracis-33571	159	28	(	(	PUNCT
bracis-33571	159	29	37,720	37,720	NUM
bracis-33571	159	30	instances	instance	NOUN
bracis-33571	159	31	)	)	PUNCT
bracis-33571	159	32	.	.	PUNCT
bracis-33571	160	1	this	this	DET
bracis-33571	160	2	statistical	statistical	ADJ
bracis-33571	160	3	approach	approach	NOUN
bracis-33571	160	4	allows	allow	VERB
bracis-33571	160	5	us	we	PRON
bracis-33571	160	6	to	to	PART
bracis-33571	160	7	confidently	confidently	ADV
bracis-33571	160	8	state	state	VERB
bracis-33571	160	9	that	that	SCONJ
bracis-33571	160	10	the	the	DET
bracis-33571	160	11	observed	observed	ADJ
bracis-33571	160	12	improvements	improvement	NOUN
bracis-33571	160	13	,	,	PUNCT
bracis-33571	160	14	particularly	particularly	ADV
bracis-33571	160	15	with	with	ADP
bracis-33571	160	16	the	the	DET
bracis-33571	160	17	dual	dual	ADJ
bracis-33571	160	18	-	-	PUNCT
bracis-33571	160	19	bandwidth	bandwidth	ADJ
bracis-33571	160	20	model	model	NOUN
bracis-33571	160	21	,	,	PUNCT
bracis-33571	160	22	are	be	AUX
bracis-33571	160	23	statistically	statistically	ADV
bracis-33571	160	24	significant	significant	ADJ
bracis-33571	160	25	and	and	CCONJ
bracis-33571	160	26	unlikely	unlikely	ADJ
bracis-33571	160	27	due	due	ADJ
bracis-33571	160	28	to	to	ADP
bracis-33571	160	29	random	random	ADJ
bracis-33571	160	30	chance	chance	NOUN
bracis-33571	160	31	.	.	PUNCT
bracis-33571	161	1	5.4	5.4	NUM
bracis-33571	161	2	limitations	limitation	NOUN
bracis-33571	161	3	and	and	CCONJ
bracis-33571	161	4	 	 	SPACE
bracis-33571	161	5	future	future	ADJ
bracis-33571	161	6	work	work	NOUN
bracis-33571	161	7	while	while	SCONJ
bracis-33571	161	8	our	our	PRON
bracis-33571	161	9	study	study	NOUN
bracis-33571	161	10	demonstrates	demonstrate	VERB
bracis-33571	161	11	the	the	DET
bracis-33571	161	12	effectiveness	effectiveness	NOUN
bracis-33571	161	13	of	of	ADP
bracis-33571	161	14	dual	dual	ADJ
bracis-33571	161	15	-	-	PUNCT
bracis-33571	161	16	bandwidth	bandwidth	ADJ
bracis-33571	161	17	spectrograms	spectrogram	NOUN
bracis-33571	161	18	in	in	ADP
bracis-33571	161	19	enhancing	enhance	VERB
bracis-33571	161	20	sv	sv	PROPN
bracis-33571	161	21	performance	performance	NOUN
bracis-33571	161	22	,	,	PUNCT
bracis-33571	161	23	there	there	PRON
bracis-33571	161	24	are	be	VERB
bracis-33571	161	25	areas	area	NOUN
bracis-33571	161	26	that	that	PRON
bracis-33571	161	27	could	could	AUX
bracis-33571	161	28	benefit	benefit	VERB
bracis-33571	161	29	from	from	ADP
bracis-33571	161	30	further	further	ADJ
bracis-33571	161	31	exploration	exploration	NOUN
bracis-33571	161	32	to	to	PART
bracis-33571	161	33	optimize	optimize	VERB
bracis-33571	161	34	and	and	CCONJ
bracis-33571	161	35	expand	expand	VERB
bracis-33571	161	36	upon	upon	SCONJ
bracis-33571	161	37	the	the	DET
bracis-33571	161	38	current	current	ADJ
bracis-33571	161	39	findings	finding	NOUN
bracis-33571	161	40	.	.	PUNCT
bracis-33571	162	1	our	our	PRON
bracis-33571	162	2	investigation	investigation	NOUN
bracis-33571	162	3	primarily	primarily	ADV
bracis-33571	162	4	focused	focus	VERB
bracis-33571	162	5	on	on	ADP
bracis-33571	162	6	two	two	NUM
bracis-33571	162	7	specific	specific	ADJ
bracis-33571	162	8	bandwidth	bandwidth	ADJ
bracis-33571	162	9	configurations-5ms	configurations-5m	NOUN
bracis-33571	162	10	and	and	CCONJ
bracis-33571	162	11	30ms	30ms	ADJ
bracis-33571	162	12	windows	window	NOUN
bracis-33571	162	13	-	-	PUNCT
bracis-33571	162	14	which	which	PRON
bracis-33571	162	15	were	be	AUX
bracis-33571	162	16	selected	select	VERB
bracis-33571	162	17	based	base	VERB
bracis-33571	162	18	on	on	ADP
bracis-33571	162	19	their	their	PRON
bracis-33571	162	20	promising	promising	ADJ
bracis-33571	162	21	results	result	NOUN
bracis-33571	162	22	.	.	PUNCT
bracis-33571	163	1	however	however	ADV
bracis-33571	163	2	,	,	PUNCT
bracis-33571	163	3	exploring	explore	VERB
bracis-33571	163	4	a	a	DET
bracis-33571	163	5	wider	wide	ADJ
bracis-33571	163	6	range	range	NOUN
bracis-33571	163	7	of	of	ADP
bracis-33571	163	8	window	window	NOUN
bracis-33571	163	9	sizes	size	NOUN
bracis-33571	163	10	could	could	AUX
bracis-33571	163	11	reveal	reveal	VERB
bracis-33571	163	12	more	more	ADV
bracis-33571	163	13	effective	effective	ADJ
bracis-33571	163	14	combinations	combination	NOUN
bracis-33571	163	15	for	for	ADP
bracis-33571	163	16	various	various	ADJ
bracis-33571	163	17	sv	sv	PROPN
bracis-33571	163	18	tasks	task	NOUN
bracis-33571	163	19	.	.	PUNCT
bracis-33571	164	1	additionally	additionally	ADV
bracis-33571	164	2	,	,	PUNCT
bracis-33571	164	3	integrating	integrate	VERB
bracis-33571	164	4	our	our	PRON
bracis-33571	164	5	dual	dual	ADJ
bracis-33571	164	6	-	-	PUNCT
bracis-33571	164	7	bandwidth	bandwidth	ADJ
bracis-33571	164	8	approach	approach	NOUN
bracis-33571	164	9	with	with	ADP
bracis-33571	164	10	more	more	ADV
bracis-33571	164	11	recent	recent	ADJ
bracis-33571	164	12	sv	sv	PROPN
bracis-33571	164	13	architectures	architecture	NOUN
bracis-33571	164	14	might	might	AUX
bracis-33571	164	15	yield	yield	VERB
bracis-33571	164	16	further	further	ADJ
bracis-33571	164	17	performance	performance	NOUN
bracis-33571	164	18	enhancements	enhancement	NOUN
bracis-33571	164	19	,	,	PUNCT
bracis-33571	164	20	as	as	SCONJ
bracis-33571	164	21	the	the	DET
bracis-33571	164	22	current	current	ADJ
bracis-33571	164	23	comparisons	comparison	NOUN
bracis-33571	164	24	were	be	AUX
bracis-33571	164	25	primarily	primarily	ADV
bracis-33571	164	26	against	against	ADP
bracis-33571	164	27	a	a	DET
bracis-33571	164	28	single	single	ADJ
bracis-33571	164	29	baseline	baseline	NOUN
bracis-33571	164	30	model	model	NOUN
bracis-33571	164	31	from	from	ADP
bracis-33571	164	32	2020	2020	NUM
bracis-33571	164	33	.	.	PUNCT
bracis-33571	165	1	moreover	moreover	ADV
bracis-33571	165	2	,	,	PUNCT
bracis-33571	165	3	the	the	DET
bracis-33571	165	4	potential	potential	NOUN
bracis-33571	165	5	of	of	ADP
bracis-33571	165	6	multi	multi	ADJ
bracis-33571	165	7	-	-	ADJ
bracis-33571	165	8	bandwidth	bandwidth	ADJ
bracis-33571	165	9	spectrograms	spectrogram	NOUN
bracis-33571	165	10	,	,	PUNCT
bracis-33571	165	11	extending	extend	VERB
bracis-33571	165	12	beyond	beyond	ADP
bracis-33571	165	13	two	two	NUM
bracis-33571	165	14	bandwidths	bandwidth	NOUN
bracis-33571	165	15	,	,	PUNCT
bracis-33571	165	16	offers	offer	VERB
bracis-33571	165	17	a	a	DET
bracis-33571	165	18	promising	promising	ADJ
bracis-33571	165	19	direction	direction	NOUN
bracis-33571	165	20	for	for	ADP
bracis-33571	165	21	future	future	ADJ
bracis-33571	165	22	research	research	NOUN
bracis-33571	165	23	.	.	PUNCT
bracis-33571	166	1	this	this	PRON
bracis-33571	166	2	could	could	AUX
bracis-33571	166	3	involve	involve	VERB
bracis-33571	166	4	investigating	investigate	VERB
bracis-33571	166	5	spectrograms	spectrogram	NOUN
bracis-33571	166	6	with	with	ADP
bracis-33571	166	7	three	three	NUM
bracis-33571	166	8	or	or	CCONJ
bracis-33571	166	9	more	more	ADJ
bracis-33571	166	10	bandwidths	bandwidth	NOUN
bracis-33571	166	11	to	to	PART
bracis-33571	166	12	assess	assess	VERB
bracis-33571	166	13	potential	potential	ADJ
bracis-33571	166	14	performance	performance	NOUN
bracis-33571	166	15	gains	gain	NOUN
bracis-33571	166	16	and	and	CCONJ
bracis-33571	166	17	identify	identify	VERB
bracis-33571	166	18	points	point	NOUN
bracis-33571	166	19	of	of	ADP
bracis-33571	166	20	diminishing	diminish	VERB
bracis-33571	166	21	returns	return	NOUN
bracis-33571	166	22	.	.	PUNCT
bracis-33571	167	1	alternative	alternative	ADJ
bracis-33571	167	2	techniques	technique	NOUN
bracis-33571	167	3	for	for	ADP
bracis-33571	167	4	combining	combine	VERB
bracis-33571	167	5	spectrograms	spectrogram	NOUN
bracis-33571	167	6	may	may	AUX
bracis-33571	167	7	also	also	ADV
bracis-33571	167	8	present	present	VERB
bracis-33571	167	9	opportunities	opportunity	NOUN
bracis-33571	167	10	for	for	ADP
bracis-33571	167	11	more	more	ADV
bracis-33571	167	12	optimal	optimal	ADJ
bracis-33571	167	13	representations	representation	NOUN
bracis-33571	167	14	of	of	ADP
bracis-33571	167	15	multi	multi	ADJ
bracis-33571	167	16	-	-	ADJ
bracis-33571	167	17	bandwidth	bandwidth	ADJ
bracis-33571	167	18	information	information	NOUN
bracis-33571	167	19	.	.	PUNCT
bracis-33571	168	1	fig	fig	NOUN
bracis-33571	168	2	.	.	PUNCT
bracis-33571	169	1	4	4	X
bracis-33571	169	2	.	.	X
bracis-33571	169	3	eer	eer	PROPN
bracis-33571	169	4	(	(	PUNCT
bracis-33571	169	5	4(a	4(a	NUM
bracis-33571	169	6	)	)	PUNCT
bracis-33571	169	7	)	)	PUNCT
bracis-33571	169	8	and	and	CCONJ
bracis-33571	169	9	mindcf	mindcf	NOUN
bracis-33571	169	10	(	(	PUNCT
bracis-33571	169	11	4(b	4(b	NUM
bracis-33571	169	12	)	)	PUNCT
bracis-33571	169	13	)	)	PUNCT
bracis-33571	169	14	evolution	evolution	NOUN
bracis-33571	169	15	during	during	ADP
bracis-33571	169	16	the	the	DET
bracis-33571	169	17	training	training	NOUN
bracis-33571	169	18	.	.	PUNCT
bracis-33571	170	1	full	full	ADJ
bracis-33571	170	2	size	size	NOUN
bracis-33571	170	3	image	image	NOUN
bracis-33571	170	4	finally	finally	ADV
bracis-33571	170	5	,	,	PUNCT
bracis-33571	170	6	while	while	SCONJ
bracis-33571	170	7	our	our	PRON
bracis-33571	170	8	experiments	experiment	NOUN
bracis-33571	170	9	were	be	AUX
bracis-33571	170	10	conducted	conduct	VERB
bracis-33571	170	11	on	on	ADP
bracis-33571	170	12	the	the	DET
bracis-33571	170	13	widely	widely	ADV
bracis-33571	170	14	used	use	VERB
bracis-33571	170	15	voxceleb2	voxceleb2	NOUN
bracis-33571	170	16	dataset	dataset	NOUN
bracis-33571	170	17	,	,	PUNCT
bracis-33571	170	18	extending	extend	VERB
bracis-33571	170	19	the	the	DET
bracis-33571	170	20	evaluation	evaluation	NOUN
bracis-33571	170	21	to	to	PART
bracis-33571	170	22	include	include	VERB
bracis-33571	170	23	more	more	ADV
bracis-33571	170	24	diverse	diverse	ADJ
bracis-33571	170	25	datasets	dataset	NOUN
bracis-33571	170	26	and	and	CCONJ
bracis-33571	170	27	real	real	ADJ
bracis-33571	170	28	-	-	PUNCT
bracis-33571	170	29	world	world	NOUN
bracis-33571	170	30	scenarios	scenario	NOUN
bracis-33571	170	31	could	could	AUX
bracis-33571	170	32	help	help	VERB
bracis-33571	170	33	to	to	ADP
bracis-33571	170	34	establishing	establish	VERB
bracis-33571	170	35	the	the	DET
bracis-33571	170	36	robustness	robustness	NOUN
bracis-33571	170	37	and	and	CCONJ
bracis-33571	170	38	broader	broad	ADJ
bracis-33571	170	39	applicability	applicability	NOUN
bracis-33571	170	40	of	of	ADP
bracis-33571	170	41	the	the	DET
bracis-33571	170	42	approach	approach	NOUN
bracis-33571	170	43	.	.	PUNCT
bracis-33571	171	1	by	by	ADP
bracis-33571	171	2	addressing	address	VERB
bracis-33571	171	3	these	these	DET
bracis-33571	171	4	considerations	consideration	NOUN
bracis-33571	171	5	,	,	PUNCT
bracis-33571	171	6	future	future	ADJ
bracis-33571	171	7	research	research	NOUN
bracis-33571	171	8	can	can	AUX
bracis-33571	171	9	continue	continue	VERB
bracis-33571	171	10	to	to	PART
bracis-33571	171	11	advance	advance	VERB
bracis-33571	171	12	the	the	DET
bracis-33571	171	13	understanding	understanding	NOUN
bracis-33571	171	14	and	and	CCONJ
bracis-33571	171	15	application	application	NOUN
bracis-33571	171	16	of	of	ADP
bracis-33571	171	17	multi	multi	ADJ
bracis-33571	171	18	-	-	ADJ
bracis-33571	171	19	bandwidth	bandwidth	ADJ
bracis-33571	171	20	spectrogram	spectrogram	NOUN
bracis-33571	171	21	approaches	approach	NOUN
bracis-33571	171	22	in	in	ADP
bracis-33571	171	23	speaker	speaker	NOUN
bracis-33571	171	24	verification	verification	NOUN
bracis-33571	171	25	.	.	PUNCT
bracis-33571	172	1	6	6	NUM
bracis-33571	172	2	conclusion	conclusion	NOUN
bracis-33571	172	3	this	this	DET
bracis-33571	172	4	study	study	NOUN
bracis-33571	172	5	investigated	investigate	VERB
bracis-33571	172	6	the	the	DET
bracis-33571	172	7	impact	impact	NOUN
bracis-33571	172	8	of	of	ADP
bracis-33571	172	9	using	use	VERB
bracis-33571	172	10	dual	dual	ADJ
bracis-33571	172	11	-	-	PUNCT
bracis-33571	172	12	bandwidth	bandwidth	ADJ
bracis-33571	172	13	spectrograms	spectrogram	NOUN
bracis-33571	172	14	on	on	ADP
bracis-33571	172	15	the	the	DET
bracis-33571	172	16	performance	performance	NOUN
bracis-33571	172	17	of	of	ADP
bracis-33571	172	18	speaker	speaker	NOUN
bracis-33571	172	19	verification	verification	NOUN
bracis-33571	172	20	(	(	PUNCT
bracis-33571	172	21	sv	sv	NOUN
bracis-33571	172	22	)	)	PUNCT
bracis-33571	172	23	models	model	NOUN
bracis-33571	172	24	.	.	PUNCT
bracis-33571	173	1	our	our	PRON
bracis-33571	173	2	research	research	NOUN
bracis-33571	173	3	validated	validate	VERB
bracis-33571	173	4	the	the	DET
bracis-33571	173	5	hypothesis	hypothesis	NOUN
bracis-33571	173	6	that	that	SCONJ
bracis-33571	173	7	combining	combine	VERB
bracis-33571	173	8	narrowband	narrowband	NOUN
bracis-33571	173	9	and	and	CCONJ
bracis-33571	173	10	broadband	broadband	NOUN
bracis-33571	173	11	spectrograms	spectrogram	NOUN
bracis-33571	173	12	provides	provide	VERB
bracis-33571	173	13	complementary	complementary	ADJ
bracis-33571	173	14	information	information	NOUN
bracis-33571	173	15	,	,	PUNCT
bracis-33571	173	16	leading	lead	VERB
bracis-33571	173	17	to	to	ADP
bracis-33571	173	18	improved	improve	VERB
bracis-33571	173	19	sv	sv	PROPN
bracis-33571	173	20	accuracy	accuracy	NOUN
bracis-33571	173	21	.	.	PUNCT
bracis-33571	174	1	the	the	DET
bracis-33571	174	2	proposed	propose	VERB
bracis-33571	174	3	dual	dual	ADJ
bracis-33571	174	4	-	-	PUNCT
bracis-33571	174	5	bandwidth	bandwidth	ADJ
bracis-33571	174	6	spectrograms	spectrogram	NOUN
bracis-33571	174	7	model	model	NOUN
bracis-33571	174	8	achieved	achieve	VERB
bracis-33571	174	9	an	an	DET
bracis-33571	174	10	equal	equal	ADJ
bracis-33571	174	11	error	error	NOUN
bracis-33571	174	12	rate	rate	NOUN
bracis-33571	174	13	(	(	PUNCT
bracis-33571	174	14	eer	eer	NOUN
bracis-33571	174	15	)	)	PUNCT
bracis-33571	174	16	of	of	ADP
bracis-33571	174	17	1.64	1.64	NUM
bracis-33571	174	18	%	%	NOUN
bracis-33571	174	19	±0.13	±0.13	NUM
bracis-33571	174	20	%	%	NOUN
bracis-33571	174	21	,	,	PUNCT
bracis-33571	174	22	outperforming	outperform	VERB
bracis-33571	174	23	the	the	DET
bracis-33571	174	24	reference	reference	NOUN
bracis-33571	174	25	model	model	NOUN
bracis-33571	174	26	from	from	ADP
bracis-33571	174	27	[	[	X
bracis-33571	174	28	5	5	NUM
bracis-33571	174	29	]	]	PUNCT
bracis-33571	174	30	which	which	PRON
bracis-33571	174	31	had	have	VERB
bracis-33571	174	32	an	an	DET
bracis-33571	174	33	eer	eer	NOUN
bracis-33571	174	34	of	of	ADP
bracis-33571	174	35	2.22	2.22	NUM
bracis-33571	174	36	%	%	NOUN
bracis-33571	174	37	±0.05	±0.05	NOUN
bracis-33571	174	38	%	%	NOUN
bracis-33571	174	39	.	.	PUNCT
bracis-33571	175	1	this	this	PRON
bracis-33571	175	2	represents	represent	VERB
bracis-33571	175	3	a	a	DET
bracis-33571	175	4	26	26	NUM
bracis-33571	175	5	%	%	NOUN
bracis-33571	175	6	relative	relative	ADJ
bracis-33571	175	7	improvement	improvement	NOUN
bracis-33571	175	8	in	in	ADP
bracis-33571	175	9	performance	performance	NOUN
bracis-33571	175	10	.	.	PUNCT
bracis-33571	176	1	the	the	DET
bracis-33571	176	2	statistical	statistical	ADJ
bracis-33571	176	3	analysis	analysis	NOUN
bracis-33571	176	4	,	,	PUNCT
bracis-33571	176	5	based	base	VERB
bracis-33571	176	6	on	on	ADP
bracis-33571	176	7	95	95	NUM
bracis-33571	176	8	%	%	NOUN
bracis-33571	176	9	confidence	confidence	NOUN
bracis-33571	176	10	intervals	interval	NOUN
bracis-33571	176	11	,	,	PUNCT
bracis-33571	176	12	supports	support	VERB
bracis-33571	176	13	the	the	DET
bracis-33571	176	14	robustness	robustness	NOUN
bracis-33571	176	15	of	of	ADP
bracis-33571	176	16	these	these	DET
bracis-33571	176	17	findings	finding	NOUN
bracis-33571	176	18	,	,	PUNCT
bracis-33571	176	19	indicating	indicate	VERB
bracis-33571	176	20	that	that	SCONJ
bracis-33571	176	21	the	the	DET
bracis-33571	176	22	performance	performance	NOUN
bracis-33571	176	23	differences	difference	NOUN
bracis-33571	176	24	observed	observe	VERB
bracis-33571	176	25	are	be	AUX
bracis-33571	176	26	unlikely	unlikely	ADJ
bracis-33571	176	27	to	to	PART
bracis-33571	176	28	be	be	AUX
bracis-33571	176	29	due	due	ADJ
bracis-33571	176	30	to	to	ADP
bracis-33571	176	31	random	random	ADJ
bracis-33571	176	32	variation	variation	NOUN
bracis-33571	176	33	.	.	PUNCT
bracis-33571	177	1	our	our	PRON
bracis-33571	177	2	analysis	analysis	NOUN
bracis-33571	177	3	revealed	reveal	VERB
bracis-33571	177	4	that	that	SCONJ
bracis-33571	177	5	narrowband	narrowband	NOUN
bracis-33571	177	6	spectrograms	spectrogram	NOUN
bracis-33571	177	7	(	(	PUNCT
bracis-33571	177	8	eer	eer	PROPN
bracis-33571	177	9	2.01	2.01	NUM
bracis-33571	177	10	%	%	NOUN
bracis-33571	177	11	±0.14	±0.14	PROPN
bracis-33571	177	12	%	%	NOUN
bracis-33571	177	13	)	)	PUNCT
bracis-33571	177	14	carry	carry	VERB
bracis-33571	177	15	more	more	ADV
bracis-33571	177	16	relevant	relevant	ADJ
bracis-33571	177	17	features	feature	NOUN
bracis-33571	177	18	for	for	ADP
bracis-33571	177	19	sv	sv	INTJ
bracis-33571	177	20	compared	compare	VERB
bracis-33571	177	21	to	to	ADP
bracis-33571	177	22	broadband	broadband	NOUN
bracis-33571	177	23	spectrograms	spectrogram	NOUN
bracis-33571	177	24	(	(	PUNCT
bracis-33571	177	25	eer	eer	PROPN
bracis-33571	177	26	2.65	2.65	NUM
bracis-33571	177	27	%	%	NOUN
bracis-33571	177	28	±0.16	±0.16	PROPN
bracis-33571	177	29	%	%	NOUN
bracis-33571	177	30	)	)	PUNCT
bracis-33571	177	31	.	.	PUNCT
bracis-33571	178	1	this	this	PRON
bracis-33571	178	2	suggests	suggest	VERB
bracis-33571	178	3	that	that	SCONJ
bracis-33571	178	4	when	when	SCONJ
bracis-33571	178	5	using	use	VERB
bracis-33571	178	6	conventional	conventional	ADJ
bracis-33571	178	7	spectrograms	spectrogram	NOUN
bracis-33571	178	8	,	,	PUNCT
bracis-33571	178	9	opting	opt	VERB
bracis-33571	178	10	for	for	ADP
bracis-33571	178	11	analysis	analysis	NOUN
bracis-33571	178	12	windows	window	NOUN
bracis-33571	178	13	around	around	ADP
bracis-33571	178	14	30	30	NUM
bracis-33571	178	15	ms	ms	NOUN
bracis-33571	178	16	,	,	PUNCT
bracis-33571	178	17	which	which	PRON
bracis-33571	178	18	produce	produce	VERB
bracis-33571	178	19	narrowband	narrowband	NOUN
bracis-33571	178	20	spectrograms	spectrogram	NOUN
bracis-33571	178	21	,	,	PUNCT
bracis-33571	178	22	is	be	AUX
bracis-33571	178	23	preferable	preferable	ADJ
bracis-33571	178	24	.	.	PUNCT
bracis-33571	179	1	however	however	ADV
bracis-33571	179	2	,	,	PUNCT
bracis-33571	179	3	the	the	DET
bracis-33571	179	4	superior	superior	ADJ
bracis-33571	179	5	performance	performance	NOUN
bracis-33571	179	6	of	of	ADP
bracis-33571	179	7	the	the	DET
bracis-33571	179	8	dual	dual	ADJ
bracis-33571	179	9	-	-	PUNCT
bracis-33571	179	10	bandwidth	bandwidth	ADJ
bracis-33571	179	11	approach	approach	NOUN
bracis-33571	179	12	demonstrates	demonstrate	VERB
bracis-33571	179	13	that	that	SCONJ
bracis-33571	179	14	while	while	SCONJ
bracis-33571	179	15	narrowband	narrowband	ADJ
bracis-33571	179	16	information	information	NOUN
bracis-33571	179	17	is	be	AUX
bracis-33571	179	18	more	more	ADV
bracis-33571	179	19	relevant	relevant	ADJ
bracis-33571	179	20	,	,	PUNCT
bracis-33571	179	21	the	the	DET
bracis-33571	179	22	temporal	temporal	ADJ
bracis-33571	179	23	resolution	resolution	NOUN
bracis-33571	179	24	provided	provide	VERB
bracis-33571	179	25	by	by	ADP
bracis-33571	179	26	broadband	broadband	NOUN
bracis-33571	179	27	spectrograms	spectrogram	NOUN
bracis-33571	179	28	contributes	contribute	VERB
bracis-33571	179	29	valuable	valuable	ADJ
bracis-33571	179	30	complementary	complementary	ADJ
bracis-33571	179	31	information	information	NOUN
bracis-33571	179	32	.	.	PUNCT
bracis-33571	180	1	the	the	DET
bracis-33571	180	2	limitations	limitation	NOUN
bracis-33571	180	3	of	of	ADP
bracis-33571	180	4	our	our	PRON
bracis-33571	180	5	study	study	NOUN
bracis-33571	180	6	,	,	PUNCT
bracis-33571	180	7	including	include	VERB
bracis-33571	180	8	the	the	DET
bracis-33571	180	9	exploration	exploration	NOUN
bracis-33571	180	10	of	of	ADP
bracis-33571	180	11	only	only	ADV
bracis-33571	180	12	two	two	NUM
bracis-33571	180	13	bandwidth	bandwidth	ADJ
bracis-33571	180	14	configurations	configuration	NOUN
bracis-33571	180	15	and	and	CCONJ
bracis-33571	180	16	the	the	DET
bracis-33571	180	17	use	use	NOUN
bracis-33571	180	18	of	of	ADP
bracis-33571	180	19	a	a	DET
bracis-33571	180	20	single	single	ADJ
bracis-33571	180	21	dataset	dataset	NOUN
bracis-33571	180	22	,	,	PUNCT
bracis-33571	180	23	have	have	AUX
bracis-33571	180	24	been	be	AUX
bracis-33571	180	25	acknowledged	acknowledge	VERB
bracis-33571	180	26	.	.	PUNCT
bracis-33571	181	1	these	these	DET
bracis-33571	181	2	limitations	limitation	NOUN
bracis-33571	181	3	,	,	PUNCT
bracis-33571	181	4	along	along	ADP
bracis-33571	181	5	with	with	ADP
bracis-33571	181	6	the	the	DET
bracis-33571	181	7	promising	promising	ADJ
bracis-33571	181	8	results	result	NOUN
bracis-33571	181	9	obtained	obtain	VERB
bracis-33571	181	10	,	,	PUNCT
bracis-33571	181	11	pave	pave	VERB
bracis-33571	181	12	the	the	DET
bracis-33571	181	13	way	way	NOUN
bracis-33571	181	14	for	for	ADP
bracis-33571	181	15	future	future	ADJ
bracis-33571	181	16	research	research	NOUN
bracis-33571	181	17	.	.	PUNCT
bracis-33571	182	1	these	these	PRON
bracis-33571	182	2	include	include	VERB
bracis-33571	182	3	exploring	explore	VERB
bracis-33571	182	4	additional	additional	ADJ
bracis-33571	182	5	bandwidth	bandwidth	ADJ
bracis-33571	182	6	configurations	configuration	NOUN
bracis-33571	182	7	,	,	PUNCT
bracis-33571	182	8	integrating	integrate	VERB
bracis-33571	182	9	our	our	PRON
bracis-33571	182	10	approach	approach	NOUN
bracis-33571	182	11	with	with	ADP
bracis-33571	182	12	more	more	ADV
bracis-33571	182	13	recent	recent	ADJ
bracis-33571	182	14	state	state	NOUN
bracis-33571	182	15	-	-	PUNCT
bracis-33571	182	16	of	of	ADP
bracis-33571	182	17	-	-	PUNCT
bracis-33571	182	18	the	the	DET
bracis-33571	182	19	-	-	PUNCT
bracis-33571	182	20	art	art	NOUN
bracis-33571	182	21	models	model	NOUN
bracis-33571	182	22	,	,	PUNCT
bracis-33571	182	23	and	and	CCONJ
bracis-33571	182	24	investigating	investigate	VERB
bracis-33571	182	25	the	the	DET
bracis-33571	182	26	potential	potential	NOUN
bracis-33571	182	27	of	of	ADP
bracis-33571	182	28	multi	multi	ADJ
bracis-33571	182	29	-	-	ADJ
bracis-33571	182	30	bandwidth	bandwidth	ADJ
bracis-33571	182	31	spectrograms	spectrogram	NOUN
bracis-33571	182	32	beyond	beyond	ADP
bracis-33571	182	33	dual	dual	ADJ
bracis-33571	182	34	-	-	PUNCT
bracis-33571	182	35	bandwidth	bandwidth	ADJ
bracis-33571	182	36	.	.	PUNCT
bracis-33571	183	1	in	in	ADP
bracis-33571	183	2	summary	summary	NOUN
bracis-33571	183	3	,	,	PUNCT
bracis-33571	183	4	this	this	DET
bracis-33571	183	5	study	study	NOUN
bracis-33571	183	6	demonstrates	demonstrate	VERB
bracis-33571	183	7	the	the	DET
bracis-33571	183	8	effectiveness	effectiveness	NOUN
bracis-33571	183	9	of	of	ADP
bracis-33571	183	10	dual	dual	ADJ
bracis-33571	183	11	-	-	PUNCT
bracis-33571	183	12	bandwidth	bandwidth	ADJ
bracis-33571	183	13	spectrograms	spectrogram	NOUN
bracis-33571	183	14	in	in	ADP
bracis-33571	183	15	enhancing	enhance	VERB
bracis-33571	183	16	sv	sv	PROPN
bracis-33571	183	17	performance	performance	NOUN
bracis-33571	183	18	.	.	PUNCT
bracis-33571	184	1	the	the	DET
bracis-33571	184	2	statistically	statistically	ADV
bracis-33571	184	3	significant	significant	ADJ
bracis-33571	184	4	improvements	improvement	NOUN
bracis-33571	184	5	achieved	achieve	VERB
bracis-33571	184	6	by	by	ADP
bracis-33571	184	7	our	our	PRON
bracis-33571	184	8	approach	approach	NOUN
bracis-33571	184	9	highlight	highlight	VERB
bracis-33571	184	10	its	its	PRON
bracis-33571	184	11	potential	potential	NOUN
bracis-33571	184	12	to	to	PART
bracis-33571	184	13	advance	advance	VERB
bracis-33571	184	14	the	the	DET
bracis-33571	184	15	state	state	NOUN
bracis-33571	184	16	-	-	PUNCT
bracis-33571	184	17	of	of	ADP
bracis-33571	184	18	-	-	PUNCT
bracis-33571	184	19	the	the	DET
bracis-33571	184	20	-	-	PUNCT
bracis-33571	184	21	art	art	NOUN
bracis-33571	184	22	in	in	ADP
bracis-33571	184	23	sv	sv	PROPN
bracis-33571	184	24	systems	systems	PROPN
bracis-33571	184	25	.	.	PUNCT
bracis-33571	185	1	notes	note	NOUN
bracis-33571	185	2	1.here	1.here	NUM
bracis-33571	185	3	,	,	PUNCT
bracis-33571	185	4	a	a	DET
bracis-33571	185	5	“	"	PUNCT
bracis-33571	185	6	batch	batch	NOUN
bracis-33571	185	7	”	"	PUNCT
bracis-33571	185	8	refers	refer	VERB
bracis-33571	185	9	to	to	ADP
bracis-33571	185	10	a	a	DET
bracis-33571	185	11	subset	subset	NOUN
bracis-33571	185	12	of	of	ADP
bracis-33571	185	13	data	datum	NOUN
bracis-33571	185	14	for	for	ADP
bracis-33571	185	15	one	one	NUM
bracis-33571	185	16	training	training	NOUN
bracis-33571	185	17	iteration	iteration	NOUN
bracis-33571	185	18	,	,	PUNCT
bracis-33571	185	19	sometimes	sometimes	ADV
bracis-33571	185	20	called	call	VERB
bracis-33571	185	21	a	a	DET
bracis-33571	185	22	“	"	PUNCT
bracis-33571	185	23	mini	mini	NOUN
bracis-33571	185	24	-	-	NOUN
bracis-33571	185	25	batch	batch	NOUN
bracis-33571	185	26	”	"	PUNCT
bracis-33571	185	27	in	in	ADP
bracis-33571	185	28	other	other	ADJ
bracis-33571	185	29	studies	study	NOUN
bracis-33571	185	30	.	.	PUNCT
bracis-33571	186	1	references	reference	NOUN
bracis-33571	186	2	reynolds	reynolds	PROPN
bracis-33571	186	3	,	,	PUNCT
bracis-33571	186	4	d.a	d.a	PROPN
bracis-33571	186	5	.	.	PROPN
bracis-33571	186	6	:	:	PUNCT
bracis-33571	187	1	an	an	DET
bracis-33571	187	2	overview	overview	NOUN
bracis-33571	187	3	of	of	ADP
bracis-33571	187	4	automatic	automatic	ADJ
bracis-33571	187	5	speaker	speaker	NOUN
bracis-33571	187	6	recognition	recognition	NOUN
bracis-33571	187	7	technology	technology	NOUN
bracis-33571	187	8	.	.	PUNCT
bracis-33571	188	1	in	in	ADP
bracis-33571	188	2	:	:	PUNCT
bracis-33571	188	3	2002	2002	NUM
bracis-33571	188	4	ieee	ieee	PROPN
bracis-33571	188	5	international	international	ADJ
bracis-33571	188	6	conference	conference	NOUN
bracis-33571	188	7	on	on	ADP
bracis-33571	188	8	acoustics	acoustic	NOUN
bracis-33571	188	9	,	,	PUNCT
bracis-33571	188	10	speech	speech	NOUN
bracis-33571	188	11	,	,	PUNCT
bracis-33571	188	12	and	and	CCONJ
bracis-33571	188	13	signal	signal	NOUN
bracis-33571	188	14	processing	processing	NOUN
bracis-33571	188	15	,	,	PUNCT
bracis-33571	188	16	vol	vol	NOUN
bracis-33571	188	17	.	.	PUNCT
bracis-33571	188	18	 	 	SPACE
bracis-33571	188	19	4	4	NUM
bracis-33571	188	20	,	,	PUNCT
bracis-33571	188	21	pp	pp	ADJ
bracis-33571	188	22	.	.	PUNCT
bracis-33571	189	1	iv–4072	iv–4072	NOUN
bracis-33571	189	2	.	.	PUNCT
bracis-33571	190	1	ieee	ieee	NOUN
bracis-33571	190	2	(	(	PUNCT
bracis-33571	190	3	2002	2002	NUM
bracis-33571	190	4	)	)	PUNCT
bracis-33571	190	5	google	google	PROPN
bracis-33571	190	6	scholar	scholar	NOUN
bracis-33571	190	7	  	  	SPACE
bracis-33571	190	8	jain	jain	PROPN
bracis-33571	190	9	,	,	PUNCT
bracis-33571	190	10	a.k	a.k	PROPN
bracis-33571	190	11	.	.	PROPN
bracis-33571	190	12	,	,	PUNCT
bracis-33571	190	13	flynn	flynn	PROPN
bracis-33571	190	14	,	,	PUNCT
bracis-33571	190	15	p.	p.	PROPN
bracis-33571	190	16	,	,	PUNCT
bracis-33571	190	17	ross	ross	PROPN
bracis-33571	190	18	,	,	PUNCT
bracis-33571	190	19	a.a	a.a	PROPN
bracis-33571	190	20	.	.	PROPN
bracis-33571	190	21	:	:	PUNCT
bracis-33571	190	22	handbook	handbook	NOUN
bracis-33571	190	23	of	of	ADP
bracis-33571	190	24	biometrics	biometric	NOUN
bracis-33571	190	25	.	.	PUNCT
bracis-33571	191	1	springer	springer	NOUN
bracis-33571	191	2	(	(	PUNCT
bracis-33571	191	3	2007	2007	NUM
bracis-33571	191	4	)	)	PUNCT
bracis-33571	191	5	google	google	PROPN
bracis-33571	191	6	scholar	scholar	NOUN
bracis-33571	191	7	  	  	SPACE
bracis-33571	191	8	spazzapan	spazzapan	NOUN
bracis-33571	191	9	,	,	PUNCT
bracis-33571	191	10	e.a	e.a	PROPN
bracis-33571	191	11	.	.	PROPN
bracis-33571	191	12	,	,	PUNCT
bracis-33571	191	13	cardoso	cardoso	PROPN
bracis-33571	191	14	,	,	PUNCT
bracis-33571	191	15	v.m	v.m	PROPN
bracis-33571	191	16	.	.	PROPN
bracis-33571	191	17	,	,	PUNCT
bracis-33571	191	18	fabron	fabron	PROPN
bracis-33571	191	19	,	,	PUNCT
bracis-33571	191	20	e.m.g	e.m.g	PROPN
bracis-33571	191	21	.	.	PROPN
bracis-33571	191	22	,	,	PUNCT
bracis-33571	191	23	berti	berti	PROPN
bracis-33571	191	24	,	,	PUNCT
bracis-33571	191	25	l.c	l.c	PROPN
bracis-33571	191	26	.	.	PROPN
bracis-33571	191	27	,	,	PUNCT
bracis-33571	191	28	brasolotto	brasolotto	NOUN
bracis-33571	191	29	,	,	PUNCT
bracis-33571	191	30	a.g	a.g	PROPN
bracis-33571	191	31	.	.	PROPN
bracis-33571	191	32	,	,	PUNCT
bracis-33571	191	33	marino	marino	PROPN
bracis-33571	191	34	,	,	PUNCT
bracis-33571	191	35	v.c.d.c	v.c.d.c	PROPN
bracis-33571	191	36	.	.	PUNCT
bracis-33571	191	37	:	:	PUNCT
bracis-33571	192	1	acoustic	acoustic	ADJ
bracis-33571	192	2	characteristics	characteristic	NOUN
bracis-33571	192	3	of	of	ADP
bracis-33571	192	4	healthy	healthy	ADJ
bracis-33571	192	5	voices	voice	NOUN
bracis-33571	192	6	of	of	ADP
bracis-33571	192	7	adults	adult	NOUN
bracis-33571	192	8	:	:	PUNCT
bracis-33571	192	9	from	from	ADP
bracis-33571	192	10	young	young	ADJ
bracis-33571	192	11	to	to	ADP
bracis-33571	192	12	middle	middle	ADJ
bracis-33571	192	13	age	age	NOUN
bracis-33571	192	14	.	.	PUNCT
bracis-33571	193	1	in	in	ADP
bracis-33571	193	2	:	:	PUNCT
bracis-33571	193	3	codas	coda	NOUN
bracis-33571	193	4	,	,	PUNCT
bracis-33571	193	5	vol	vol	NOUN
bracis-33571	193	6	.	.	PUNCT
bracis-33571	193	7	 	 	SPACE
bracis-33571	193	8	30	30	NUM
bracis-33571	193	9	.	.	PUNCT
bracis-33571	194	1	scielo	scielo	PROPN
bracis-33571	194	2	brasil	brasil	PROPN
bracis-33571	194	3	(	(	PUNCT
bracis-33571	194	4	2018	2018	NUM
bracis-33571	194	5	)	)	PUNCT
bracis-33571	194	6	google	google	PROPN
bracis-33571	194	7	scholar	scholar	NOUN
bracis-33571	194	8	  	  	SPACE
bracis-33571	194	9	geoffrey	geoffrey	PROPN
bracis-33571	194	10	,	,	PUNCT
bracis-33571	194	11	s.m	s.m	PROPN
bracis-33571	194	12	.	.	PROPN
bracis-33571	194	13	,	,	PUNCT
bracis-33571	194	14	ewald	ewald	PROPN
bracis-33571	194	15	,	,	PUNCT
bracis-33571	194	16	e.	e.	PROPN
bracis-33571	194	17	,	,	PUNCT
bracis-33571	194	18	ramos	ramos	PROPN
bracis-33571	194	19	,	,	PUNCT
bracis-33571	194	20	d.	d.	PROPN
bracis-33571	194	21	,	,	PUNCT
bracis-33571	194	22	gonzález	gonzález	PROPN
bracis-33571	194	23	-	-	PUNCT
bracis-33571	194	24	rodríguez	rodríguez	PROPN
bracis-33571	194	25	,	,	PUNCT
bracis-33571	194	26	j.	j.	PROPN
bracis-33571	194	27	,	,	PUNCT
bracis-33571	194	28	lozano	lozano	PROPN
bracis-33571	194	29	-	-	PUNCT
bracis-33571	194	30	díez	díez	PROPN
bracis-33571	194	31	,	,	PUNCT
bracis-33571	194	32	a.	a.	NOUN
bracis-33571	194	33	:	:	PUNCT
bracis-33571	194	34	statistical	statistical	ADJ
bracis-33571	194	35	models	model	NOUN
bracis-33571	194	36	in	in	ADP
bracis-33571	194	37	forensic	forensic	ADJ
bracis-33571	194	38	voice	voice	NOUN
bracis-33571	194	39	comparison	comparison	NOUN
bracis-33571	194	40	.	.	PUNCT
bracis-33571	195	1	in	in	ADP
bracis-33571	195	2	:	:	PUNCT
bracis-33571	195	3	handbook	handbook	NOUN
bracis-33571	195	4	of	of	ADP
bracis-33571	195	5	forensic	forensic	ADJ
bracis-33571	195	6	statistics	statistic	NOUN
bracis-33571	195	7	,	,	PUNCT
bracis-33571	195	8	pp	pp	ADP
bracis-33571	195	9	.	.	PUNCT
bracis-33571	196	1	451–497	451–497	NUM
bracis-33571	196	2	.	.	PUNCT
bracis-33571	197	1	chapman	chapman	NOUN
bracis-33571	197	2	and	and	CCONJ
bracis-33571	197	3	hall	hall	PROPN
bracis-33571	197	4	/	/	SYM
bracis-33571	197	5	crc	crc	NOUN
bracis-33571	197	6	(	(	PUNCT
bracis-33571	197	7	2020	2020	NUM
bracis-33571	197	8	)	)	PUNCT
bracis-33571	197	9	google	google	PROPN
bracis-33571	197	10	scholar	scholar	NOUN
bracis-33571	197	11	  	  	SPACE
bracis-33571	197	12	chung	chung	PROPN
bracis-33571	197	13	,	,	PUNCT
bracis-33571	197	14	j.s	j.s	PROPN
bracis-33571	197	15	.	.	PROPN
bracis-33571	197	16	,	,	PUNCT
bracis-33571	197	17	et	et	PROPN
bracis-33571	197	18	al	al	PROPN
bracis-33571	197	19	.	.	PUNCT
bracis-33571	197	20	:	:	PUNCT
bracis-33571	198	1	in	in	ADP
bracis-33571	198	2	defence	defence	NOUN
bracis-33571	198	3	of	of	ADP
bracis-33571	198	4	metric	metric	ADJ
bracis-33571	198	5	learning	learning	NOUN
bracis-33571	198	6	for	for	ADP
bracis-33571	198	7	speaker	speaker	NOUN
bracis-33571	198	8	recognition	recognition	NOUN
bracis-33571	198	9	.	.	PUNCT
bracis-33571	199	1	in	in	ADP
bracis-33571	199	2	:	:	PUNCT
bracis-33571	199	3	interspeech	interspeech	NOUN
bracis-33571	199	4	(	(	PUNCT
bracis-33571	199	5	2020	2020	NUM
bracis-33571	199	6	)	)	PUNCT
bracis-33571	199	7	google	google	PROPN
bracis-33571	199	8	scholar	scholar	NOUN
bracis-33571	199	9	  	  	SPACE
bracis-33571	199	10	yamamoto	yamamoto	PROPN
bracis-33571	199	11	,	,	PUNCT
bracis-33571	199	12	h.	h.	PROPN
bracis-33571	199	13	,	,	PUNCT
bracis-33571	199	14	lee	lee	PROPN
bracis-33571	199	15	,	,	PUNCT
bracis-33571	199	16	k.a	k.a	PROPN
bracis-33571	199	17	.	.	PROPN
bracis-33571	199	18	,	,	PUNCT
bracis-33571	199	19	okabe	okabe	PROPN
bracis-33571	199	20	,	,	PUNCT
bracis-33571	199	21	k.	k.	PROPN
bracis-33571	199	22	,	,	PUNCT
bracis-33571	199	23	koshinaka	koshinaka	PROPN
bracis-33571	199	24	,	,	PUNCT
bracis-33571	199	25	t.	t.	PROPN
bracis-33571	199	26	:	:	PUNCT
bracis-33571	199	27	speaker	speaker	NOUN
bracis-33571	199	28	augmentation	augmentation	NOUN
bracis-33571	199	29	and	and	CCONJ
bracis-33571	199	30	bandwidth	bandwidth	ADJ
bracis-33571	199	31	extension	extension	NOUN
bracis-33571	199	32	for	for	ADP
bracis-33571	199	33	deep	deep	ADJ
bracis-33571	199	34	speaker	speaker	NOUN
bracis-33571	199	35	embedding	embed	VERB
bracis-33571	199	36	.	.	PUNCT
bracis-33571	200	1	in	in	ADP
bracis-33571	200	2	:	:	PUNCT
bracis-33571	200	3	interspeech	interspeech	NOUN
bracis-33571	200	4	,	,	PUNCT
bracis-33571	200	5	pp	pp	ADJ
bracis-33571	200	6	.	.	PUNCT
bracis-33571	201	1	406–410	406–410	NUM
bracis-33571	201	2	(	(	PUNCT
bracis-33571	201	3	2019	2019	NUM
bracis-33571	201	4	)	)	PUNCT
bracis-33571	201	5	google	google	PROPN
bracis-33571	201	6	scholar	scholar	NOUN
bracis-33571	201	7	  	  	SPACE
bracis-33571	201	8	cai	cai	X
bracis-33571	201	9	,	,	PUNCT
bracis-33571	201	10	w.	w.	PROPN
bracis-33571	201	11	,	,	PUNCT
bracis-33571	201	12	chen	chen	PROPN
bracis-33571	201	13	,	,	PUNCT
bracis-33571	201	14	j.	j.	PROPN
bracis-33571	201	15	,	,	PUNCT
bracis-33571	201	16	li	li	PROPN
bracis-33571	201	17	,	,	PUNCT
bracis-33571	201	18	m.	m.	NOUN
bracis-33571	201	19	:	:	PUNCT
bracis-33571	201	20	exploring	explore	VERB
bracis-33571	201	21	the	the	DET
bracis-33571	201	22	encoding	encoding	NOUN
bracis-33571	201	23	layer	layer	NOUN
bracis-33571	201	24	and	and	CCONJ
bracis-33571	201	25	loss	loss	NOUN
bracis-33571	201	26	function	function	NOUN
bracis-33571	201	27	in	in	ADP
bracis-33571	201	28	end	end	NOUN
bracis-33571	201	29	-	-	PUNCT
bracis-33571	201	30	to	to	ADP
bracis-33571	201	31	-	-	PUNCT
bracis-33571	201	32	end	end	NOUN
bracis-33571	201	33	speaker	speaker	NOUN
bracis-33571	201	34	and	and	CCONJ
bracis-33571	201	35	language	language	NOUN
bracis-33571	201	36	recognition	recognition	NOUN
bracis-33571	201	37	system	system	NOUN
bracis-33571	201	38	(	(	PUNCT
bracis-33571	201	39	2018	2018	NUM
bracis-33571	201	40	)	)	PUNCT
bracis-33571	201	41	google	google	NOUN
bracis-33571	201	42	scholar	scholar	NOUN
bracis-33571	201	43	  	  	SPACE
bracis-33571	201	44	kye	kye	NOUN
bracis-33571	201	45	,	,	PUNCT
bracis-33571	201	46	s.m	s.m	PROPN
bracis-33571	201	47	.	.	PROPN
bracis-33571	201	48	,	,	PUNCT
bracis-33571	201	49	kwon	kwon	PROPN
bracis-33571	201	50	,	,	PUNCT
bracis-33571	201	51	y.	y.	PROPN
bracis-33571	201	52	,	,	PUNCT
bracis-33571	201	53	chung	chung	PROPN
bracis-33571	201	54	,	,	PUNCT
bracis-33571	201	55	j.s	j.s	PROPN
bracis-33571	201	56	.	.	PUNCT
bracis-33571	201	57	:	:	PUNCT
bracis-33571	202	1	cross	cross	VERB
bracis-33571	202	2	attentive	attentive	ADJ
bracis-33571	202	3	pooling	pooling	NOUN
bracis-33571	202	4	for	for	ADP
bracis-33571	202	5	speaker	speaker	NOUN
bracis-33571	202	6	verification	verification	NOUN
bracis-33571	203	1	[	[	X
bracis-33571	203	2	c]\(\parallel	c]\(\parallel	PROPN
bracis-33571	203	3	\	\	ADJ
bracis-33571	203	4	)	)	PUNCT
bracis-33571	203	5	2021	2021	NUM
bracis-33571	203	6	ieee	ieee	NOUN
bracis-33571	203	7	spoken	speak	VERB
bracis-33571	203	8	language	language	NOUN
bracis-33571	203	9	technology	technology	NOUN
bracis-33571	203	10	workshop	workshop	NOUN
bracis-33571	203	11	(	(	PUNCT
bracis-33571	203	12	slt	slt	PROPN
bracis-33571	203	13	)	)	PUNCT
bracis-33571	203	14	.	.	PUNCT
bracis-33571	204	1	19–22	19–22	NUM
bracis-33571	204	2	january	january	PROPN
bracis-33571	204	3	2021	2021	NUM
bracis-33571	204	4	,	,	PUNCT
bracis-33571	204	5	shenzhen	shenzhen	PROPN
bracis-33571	204	6	,	,	PUNCT
bracis-33571	204	7	china	china	PROPN
bracis-33571	204	8	(	(	PUNCT
bracis-33571	204	9	2021	2021	NUM
bracis-33571	204	10	)	)	PUNCT
bracis-33571	204	11	google	google	PROPN
bracis-33571	204	12	scholar	scholar	NOUN
bracis-33571	204	13	  	  	SPACE
bracis-33571	204	14	mun	mun	PROPN
bracis-33571	204	15	,	,	PUNCT
bracis-33571	204	16	s.h	s.h	PROPN
bracis-33571	204	17	.	.	PROPN
bracis-33571	204	18	,	,	PUNCT
bracis-33571	204	19	jung	jung	PROPN
bracis-33571	204	20	,	,	PUNCT
bracis-33571	204	21	j.-w	j.-w	PROPN
bracis-33571	204	22	.	.	PROPN
bracis-33571	204	23	,	,	PUNCT
bracis-33571	204	24	han	han	PROPN
bracis-33571	204	25	,	,	PUNCT
bracis-33571	204	26	m.h	m.h	PROPN
bracis-33571	204	27	.	.	PROPN
bracis-33571	204	28	,	,	PUNCT
bracis-33571	204	29	kim	kim	PROPN
bracis-33571	204	30	,	,	PUNCT
bracis-33571	204	31	n.s	n.s	PROPN
bracis-33571	204	32	.	.	PROPN
bracis-33571	204	33	:	:	PUNCT
bracis-33571	204	34	frequency	frequency	NOUN
bracis-33571	204	35	and	and	CCONJ
bracis-33571	204	36	multi	multi	ADJ
bracis-33571	204	37	-	-	ADJ
bracis-33571	204	38	scale	scale	ADJ
bracis-33571	204	39	selective	selective	ADJ
bracis-33571	204	40	kernel	kernel	NOUN
bracis-33571	204	41	attention	attention	NOUN
bracis-33571	204	42	for	for	ADP
bracis-33571	204	43	speaker	speaker	NOUN
bracis-33571	204	44	verification	verification	NOUN
bracis-33571	204	45	.	.	PUNCT
bracis-33571	205	1	in	in	ADP
bracis-33571	205	2	:	:	PUNCT
bracis-33571	205	3	ieee	ieee	NOUN
bracis-33571	205	4	spoken	speak	VERB
bracis-33571	205	5	language	language	NOUN
bracis-33571	205	6	technology	technology	NOUN
bracis-33571	205	7	workshop	workshop	NOUN
bracis-33571	205	8	(	(	PUNCT
bracis-33571	205	9	slt	slt	PROPN
bracis-33571	205	10	)	)	PUNCT
bracis-33571	205	11	.	.	PUNCT
bracis-33571	206	1	ieee	ieee	NOUN
bracis-33571	206	2	2023	2023	NUM
bracis-33571	206	3	,	,	PUNCT
bracis-33571	206	4	pp	pp	ADV
bracis-33571	206	5	.	.	PUNCT
bracis-33571	207	1	548–554	548–554	NUM
bracis-33571	207	2	(	(	PUNCT
bracis-33571	207	3	2022	2022	NUM
bracis-33571	207	4	)	)	PUNCT
bracis-33571	207	5	google	google	PROPN
bracis-33571	207	6	scholar	scholar	NOUN
bracis-33571	207	7	  	  	SPACE
bracis-33571	207	8	arias	aria	NOUN
bracis-33571	207	9	-	-	PUNCT
bracis-33571	207	10	vergara	vergara	PROPN
bracis-33571	207	11	,	,	PUNCT
bracis-33571	207	12	t.	t.	PROPN
bracis-33571	207	13	,	,	PUNCT
bracis-33571	207	14	klumpp	klumpp	PROPN
bracis-33571	207	15	,	,	PUNCT
bracis-33571	207	16	p.	p.	PROPN
bracis-33571	207	17	,	,	PUNCT
bracis-33571	207	18	vasquez	vasquez	PROPN
bracis-33571	207	19	-	-	PUNCT
bracis-33571	207	20	correa	correa	PROPN
bracis-33571	207	21	,	,	PUNCT
bracis-33571	207	22	j.c	j.c	PROPN
bracis-33571	207	23	.	.	PROPN
bracis-33571	207	24	,	,	PUNCT
bracis-33571	207	25	nöth	nöth	PROPN
bracis-33571	207	26	,	,	PUNCT
bracis-33571	207	27	e.	e.	PROPN
bracis-33571	207	28	,	,	PUNCT
bracis-33571	207	29	orozco	orozco	PROPN
bracis-33571	207	30	-	-	PUNCT
bracis-33571	207	31	arroyave	arroyave	PROPN
bracis-33571	207	32	,	,	PUNCT
bracis-33571	207	33	j.r	j.r	PROPN
bracis-33571	207	34	.	.	PROPN
bracis-33571	207	35	,	,	PUNCT
bracis-33571	207	36	schuster	schuster	PROPN
bracis-33571	207	37	,	,	PUNCT
bracis-33571	207	38	m.	m.	NOUN
bracis-33571	207	39	:	:	PUNCT
bracis-33571	207	40	multi	multi	ADJ
bracis-33571	207	41	-	-	ADJ
bracis-33571	207	42	channel	channel	ADJ
bracis-33571	207	43	spectrograms	spectrogram	NOUN
bracis-33571	207	44	for	for	ADP
bracis-33571	207	45	speech	speech	NOUN
bracis-33571	207	46	processing	processing	NOUN
bracis-33571	207	47	applications	application	NOUN
bracis-33571	207	48	using	use	VERB
bracis-33571	207	49	deep	deep	ADJ
bracis-33571	207	50	learning	learning	NOUN
bracis-33571	207	51	methods	method	NOUN
bracis-33571	207	52	.	.	PUNCT
bracis-33571	208	1	pattern	pattern	NOUN
bracis-33571	208	2	anal	anal	PROPN
bracis-33571	208	3	.	.	PUNCT
bracis-33571	209	1	appl	appl	PROPN
bracis-33571	209	2	.	.	PROPN
bracis-33571	210	1	24	24	NUM
bracis-33571	210	2	,	,	PUNCT
bracis-33571	210	3	423–431	423–431	NUM
bracis-33571	210	4	(	(	PUNCT
bracis-33571	210	5	2021	2021	NUM
bracis-33571	210	6	)	)	PUNCT
bracis-33571	210	7	article	article	NOUN
bracis-33571	210	8	  	  	SPACE
bracis-33571	210	9	google	google	PROPN
bracis-33571	210	10	scholar	scholar	NOUN
bracis-33571	210	11	  	  	SPACE
bracis-33571	210	12	cheung	cheung	PROPN
bracis-33571	210	13	,	,	PUNCT
bracis-33571	210	14	s.	s.	PROPN
bracis-33571	210	15	,	,	PUNCT
bracis-33571	210	16	lim	lim	PROPN
bracis-33571	210	17	,	,	PUNCT
bracis-33571	210	18	j.	j.	PROPN
bracis-33571	210	19	:	:	PUNCT
bracis-33571	210	20	combined	combined	ADJ
bracis-33571	210	21	multiresolution	multiresolution	NOUN
bracis-33571	210	22	(	(	PUNCT
bracis-33571	210	23	wide	wide	ADJ
bracis-33571	210	24	-	-	PUNCT
bracis-33571	210	25	band	band	NOUN
bracis-33571	210	26	/	/	SYM
bracis-33571	210	27	narrow	narrow	ADJ
bracis-33571	210	28	-	-	PUNCT
bracis-33571	210	29	band	band	NOUN
bracis-33571	210	30	)	)	PUNCT
bracis-33571	210	31	spectrogram	spectrogram	NOUN
bracis-33571	210	32	.	.	PUNCT
bracis-33571	211	1	ieee	ieee	PROPN
bracis-33571	211	2	trans	trans	PROPN
bracis-33571	211	3	.	.	PROPN
bracis-33571	211	4	signal	signal	PROPN
bracis-33571	211	5	process	process	NOUN
bracis-33571	211	6	.	.	PUNCT
bracis-33571	212	1	40(4	40(4	NUM
bracis-33571	212	2	)	)	PUNCT
bracis-33571	212	3	,	,	PUNCT
bracis-33571	212	4	975–977	975–977	NUM
bracis-33571	212	5	(	(	PUNCT
bracis-33571	212	6	1992	1992	NUM
bracis-33571	212	7	)	)	PUNCT
bracis-33571	212	8	article	article	NOUN
bracis-33571	212	9	  	  	SPACE
bracis-33571	212	10	math	math	NOUN
bracis-33571	212	11	  	  	SPACE
bracis-33571	212	12	google	google	PROPN
bracis-33571	212	13	scholar	scholar	NOUN
bracis-33571	212	14	  	  	SPACE
bracis-33571	212	15	annabi	annabi	NOUN
bracis-33571	212	16	-	-	PUNCT
bracis-33571	212	17	elkadri	elkadri	NOUN
bracis-33571	212	18	,	,	PUNCT
bracis-33571	212	19	n.	n.	NOUN
bracis-33571	212	20	,	,	PUNCT
bracis-33571	212	21	hamouda	hamouda	PROPN
bracis-33571	212	22	,	,	PUNCT
bracis-33571	212	23	a.	a.	NOUN
bracis-33571	212	24	:	:	PUNCT
bracis-33571	212	25	automatic	automatic	ADJ
bracis-33571	212	26	silence	silence	NOUN
bracis-33571	212	27	/	/	SYM
bracis-33571	212	28	sonorant	sonorant	NOUN
bracis-33571	212	29	/	/	SYM
bracis-33571	212	30	non	non	ADJ
bracis-33571	212	31	-	-	ADJ
bracis-33571	212	32	sonorant	sonorant	ADJ
bracis-33571	212	33	detection	detection	NOUN
bracis-33571	212	34	based	base	VERB
bracis-33571	212	35	on	on	ADP
bracis-33571	212	36	multi	multi	ADJ
bracis-33571	212	37	-	-	ADJ
bracis-33571	212	38	resolution	resolution	ADJ
bracis-33571	212	39	spectral	spectral	ADJ
bracis-33571	212	40	analysis	analysis	NOUN
bracis-33571	212	41	and	and	CCONJ
bracis-33571	212	42	anova	anova	PROPN
bracis-33571	212	43	method	method	NOUN
bracis-33571	212	44	.	.	PUNCT
bracis-33571	213	1	in	in	ADP
bracis-33571	213	2	:	:	PUNCT
bracis-33571	213	3	international	international	ADJ
bracis-33571	213	4	workshop	workshop	NOUN
bracis-33571	213	5	on	on	ADP
bracis-33571	213	6	future	future	ADJ
bracis-33571	213	7	communication	communication	NOUN
bracis-33571	213	8	and	and	CCONJ
bracis-33571	213	9	networking	networking	NOUN
bracis-33571	213	10	.	.	PUNCT
bracis-33571	214	1	szczecin	szczecin	PROPN
bracis-33571	214	2	,	,	PUNCT
bracis-33571	214	3	poland	poland	PROPN
bracis-33571	214	4	(	(	PUNCT
bracis-33571	214	5	2011	2011	NUM
bracis-33571	214	6	)	)	PUNCT
bracis-33571	214	7	google	google	PROPN
bracis-33571	214	8	scholar	scholar	NOUN
bracis-33571	214	9	  	  	SPACE
bracis-33571	214	10	jahangir	jahangir	PROPN
bracis-33571	214	11	,	,	PUNCT
bracis-33571	214	12	r.	r.	PROPN
bracis-33571	214	13	,	,	PUNCT
bracis-33571	214	14	et	et	PROPN
bracis-33571	214	15	al	al	PROPN
bracis-33571	214	16	.	.	PUNCT
bracis-33571	214	17	:	:	PUNCT
bracis-33571	214	18	text	text	NOUN
bracis-33571	214	19	-	-	PUNCT
bracis-33571	214	20	independent	independent	ADJ
bracis-33571	214	21	speaker	speaker	NOUN
bracis-33571	214	22	identification	identification	NOUN
bracis-33571	214	23	through	through	ADP
bracis-33571	214	24	feature	feature	NOUN
bracis-33571	214	25	fusion	fusion	NOUN
bracis-33571	214	26	and	and	CCONJ
bracis-33571	214	27	deep	deep	ADJ
bracis-33571	214	28	neural	neural	ADJ
bracis-33571	214	29	network	network	NOUN
bracis-33571	214	30	.	.	PUNCT
bracis-33571	215	1	ieee	ieee	NOUN
bracis-33571	215	2	access	access	NOUN
bracis-33571	215	3	8	8	NUM
bracis-33571	215	4	,	,	PUNCT
bracis-33571	215	5	32	32	NUM
bracis-33571	215	6	187	187	NUM
bracis-33571	215	7	-	-	SYM
bracis-33571	215	8	32	32	NUM
bracis-33571	215	9	202	202	NUM
bracis-33571	215	10	(	(	PUNCT
bracis-33571	215	11	2020	2020	NUM
bracis-33571	215	12	)	)	PUNCT
bracis-33571	215	13	article	article	NOUN
bracis-33571	215	14	  	  	SPACE
bracis-33571	215	15	math	math	NOUN
bracis-33571	215	16	  	  	SPACE
bracis-33571	215	17	google	google	PROPN
bracis-33571	215	18	scholar	scholar	NOUN
bracis-33571	215	19	  	  	SPACE
bracis-33571	215	20	panayotov	panayotov	PROPN
bracis-33571	215	21	,	,	PUNCT
bracis-33571	215	22	v.	v.	PROPN
bracis-33571	215	23	,	,	PUNCT
bracis-33571	215	24	chen	chen	PROPN
bracis-33571	215	25	,	,	PUNCT
bracis-33571	215	26	g.	g.	PROPN
bracis-33571	215	27	,	,	PUNCT
bracis-33571	215	28	povey	povey	NOUN
bracis-33571	215	29	,	,	PUNCT
bracis-33571	215	30	d.	d.	PROPN
bracis-33571	215	31	,	,	PUNCT
bracis-33571	215	32	khudanpur	khudanpur	PROPN
bracis-33571	215	33	,	,	PUNCT
bracis-33571	215	34	s.	s.	PROPN
bracis-33571	215	35	:	:	PUNCT
bracis-33571	215	36	librispeech	librispeech	PROPN
bracis-33571	215	37	:	:	PUNCT
bracis-33571	215	38	an	an	DET
bracis-33571	215	39	asr	asr	NOUN
bracis-33571	215	40	corpus	corpus	NOUN
bracis-33571	215	41	based	base	VERB
bracis-33571	215	42	on	on	ADP
bracis-33571	215	43	public	public	ADJ
bracis-33571	215	44	domain	domain	NOUN
bracis-33571	215	45	audio	audio	NOUN
bracis-33571	215	46	books	book	NOUN
bracis-33571	215	47	.	.	PUNCT
bracis-33571	216	1	in	in	ADP
bracis-33571	216	2	:	:	PUNCT
bracis-33571	216	3	2015	2015	NUM
bracis-33571	216	4	ieee	ieee	NOUN
bracis-33571	216	5	international	international	ADJ
bracis-33571	216	6	conference	conference	NOUN
bracis-33571	216	7	on	on	ADP
bracis-33571	216	8	acoustics	acoustic	NOUN
bracis-33571	216	9	,	,	PUNCT
bracis-33571	216	10	speech	speech	NOUN
bracis-33571	216	11	and	and	CCONJ
bracis-33571	216	12	signal	signal	NOUN
bracis-33571	216	13	processing	processing	NOUN
bracis-33571	216	14	(	(	PUNCT
bracis-33571	216	15	icassp	icassp	PROPN
bracis-33571	216	16	)	)	PUNCT
bracis-33571	216	17	,	,	PUNCT
bracis-33571	216	18	pp	pp	ADP
bracis-33571	216	19	.	.	PUNCT
bracis-33571	217	1	5206–5210	5206–5210	NUM
bracis-33571	217	2	(	(	PUNCT
bracis-33571	217	3	2015	2015	NUM
bracis-33571	217	4	)	)	PUNCT
bracis-33571	217	5	google	google	PROPN
bracis-33571	217	6	scholar	scholar	NOUN
bracis-33571	217	7	  	  	SPACE
bracis-33571	217	8	boersma	boersma	PROPN
bracis-33571	217	9	,	,	PUNCT
bracis-33571	217	10	p.	p.	NOUN
bracis-33571	217	11	,	,	PUNCT
bracis-33571	217	12	weenink	weenink	NOUN
bracis-33571	217	13	,	,	PUNCT
bracis-33571	217	14	d.	d.	PROPN
bracis-33571	217	15	:	:	PUNCT
bracis-33571	217	16	praat	praat	PROPN
bracis-33571	217	17	:	:	PUNCT
bracis-33571	217	18	doing	do	VERB
bracis-33571	217	19	phonetics	phonetic	NOUN
bracis-33571	217	20	by	by	ADP
bracis-33571	217	21	computer	computer	NOUN
bracis-33571	217	22	(	(	PUNCT
bracis-33571	217	23	version	version	NOUN
bracis-33571	217	24	6.1.48	6.1.48	NUM
bracis-33571	217	25	)	)	PUNCT
bracis-33571	217	26	(	(	PUNCT
bracis-33571	217	27	2021	2021	NUM
bracis-33571	217	28	)	)	PUNCT
bracis-33571	217	29	.	.	PUNCT
bracis-33571	218	1	http://www.praat.org	http://www.praat.org	X
bracis-33571	218	2	styler	styler	NOUN
bracis-33571	218	3	,	,	PUNCT
bracis-33571	218	4	w.	w.	PROPN
bracis-33571	218	5	:	:	PUNCT
bracis-33571	218	6	using	use	VERB
bracis-33571	218	7	praat	praat	NOUN
bracis-33571	218	8	for	for	ADP
bracis-33571	218	9	linguistic	linguistic	ADJ
bracis-33571	218	10	research	research	NOUN
bracis-33571	218	11	.	.	PUNCT
bracis-33571	219	1	university	university	NOUN
bracis-33571	219	2	of	of	ADP
bracis-33571	219	3	colorado	colorado	PROPN
bracis-33571	219	4	at	at	ADP
bracis-33571	219	5	boulder	boulder	NOUN
bracis-33571	219	6	phonetics	phonetic	NOUN
bracis-33571	219	7	lab	lab	NOUN
bracis-33571	219	8	(	(	PUNCT
bracis-33571	219	9	2013	2013	NUM
bracis-33571	219	10	)	)	PUNCT
bracis-33571	219	11	google	google	PROPN
bracis-33571	219	12	scholar	scholar	NOUN
bracis-33571	219	13	  	  	SPACE
bracis-33571	219	14	he	he	PRON
bracis-33571	219	15	,	,	PUNCT
bracis-33571	219	16	k.	k.	PROPN
bracis-33571	219	17	,	,	PUNCT
bracis-33571	219	18	zhang	zhang	PROPN
bracis-33571	219	19	,	,	PUNCT
bracis-33571	219	20	x.	x.	PROPN
bracis-33571	219	21	,	,	PUNCT
bracis-33571	219	22	ren	ren	PROPN
bracis-33571	219	23	,	,	PUNCT
bracis-33571	219	24	s.	s.	PROPN
bracis-33571	219	25	,	,	PUNCT
bracis-33571	219	26	sun	sun	PROPN
bracis-33571	219	27	,	,	PUNCT
bracis-33571	219	28	j.	j.	PROPN
bracis-33571	219	29	:	:	PUNCT
bracis-33571	219	30	deep	deep	ADJ
bracis-33571	219	31	residual	residual	ADJ
bracis-33571	219	32	learning	learning	NOUN
bracis-33571	219	33	for	for	ADP
bracis-33571	219	34	image	image	NOUN
bracis-33571	219	35	recognition	recognition	NOUN
bracis-33571	219	36	(	(	PUNCT
bracis-33571	219	37	2015	2015	NUM
bracis-33571	219	38	)	)	PUNCT
bracis-33571	219	39	google	google	PROPN
bracis-33571	219	40	scholar	scholar	NOUN
bracis-33571	219	41	  	  	SPACE
bracis-33571	219	42	smith	smith	PROPN
bracis-33571	219	43	,	,	PUNCT
bracis-33571	219	44	j.o	j.o	PROPN
bracis-33571	219	45	.	.	PROPN
bracis-33571	219	46	:	:	PUNCT
bracis-33571	220	1	spectral	spectral	ADJ
bracis-33571	220	2	audio	audio	NOUN
bracis-33571	220	3	signal	signal	NOUN
bracis-33571	220	4	processing	processing	NOUN
bracis-33571	220	5	.	.	PUNCT
bracis-33571	221	1	w3k	w3k	PROPN
bracis-33571	221	2	(	(	PUNCT
bracis-33571	221	3	2011	2011	NUM
bracis-33571	221	4	)	)	PUNCT
bracis-33571	221	5	google	google	PROPN
bracis-33571	221	6	scholar	scholar	NOUN
bracis-33571	221	7	  	  	SPACE
bracis-33571	221	8	chung	chung	PROPN
bracis-33571	221	9	,	,	PUNCT
bracis-33571	221	10	j.s	j.s	PROPN
bracis-33571	221	11	.	.	PROPN
bracis-33571	221	12	,	,	PUNCT
bracis-33571	221	13	nagrani	nagrani	PROPN
bracis-33571	221	14	,	,	PUNCT
bracis-33571	221	15	a.	a.	NOUN
bracis-33571	221	16	,	,	PUNCT
bracis-33571	221	17	zisserman	zisserman	NOUN
bracis-33571	221	18	,	,	PUNCT
bracis-33571	221	19	a.	a.	NOUN
bracis-33571	221	20	:	:	PUNCT
bracis-33571	221	21	voxceleb2	voxceleb2	NOUN
bracis-33571	221	22	:	:	PUNCT
bracis-33571	221	23	deep	deep	ADJ
bracis-33571	221	24	speaker	speaker	NOUN
bracis-33571	221	25	recognition	recognition	NOUN
bracis-33571	221	26	.	.	PUNCT
bracis-33571	222	1	in	in	ADP
bracis-33571	222	2	:	:	PUNCT
bracis-33571	222	3	interspeech	interspeech	NOUN
bracis-33571	222	4	2018	2018	NUM
bracis-33571	222	5	(	(	PUNCT
bracis-33571	222	6	2018	2018	NUM
bracis-33571	222	7	)	)	PUNCT
bracis-33571	222	8	.	.	PUNCT
bracis-33571	223	1	http://dx.doi.org/10.21437/interspeech.2018-1929	http://dx.doi.org/10.21437/interspeech.2018-1929	NOUN
bracis-33571	223	2	kingma	kingma	PROPN
bracis-33571	223	3	,	,	PUNCT
bracis-33571	223	4	d.	d.	PROPN
bracis-33571	223	5	,	,	PUNCT
bracis-33571	223	6	ba	ba	PROPN
bracis-33571	223	7	,	,	PUNCT
bracis-33571	223	8	j.	j.	PROPN
bracis-33571	223	9	:	:	PUNCT
bracis-33571	223	10	adam	adam	PROPN
bracis-33571	223	11	:	:	PUNCT
bracis-33571	223	12	a	a	DET
bracis-33571	223	13	method	method	NOUN
bracis-33571	223	14	for	for	ADP
bracis-33571	223	15	stochastic	stochastic	ADJ
bracis-33571	223	16	optimization	optimization	NOUN
bracis-33571	223	17	.	.	PUNCT
bracis-33571	224	1	in	in	ADP
bracis-33571	224	2	:	:	PUNCT
bracis-33571	224	3	international	international	ADJ
bracis-33571	224	4	conference	conference	NOUN
bracis-33571	224	5	on	on	ADP
bracis-33571	224	6	learning	learn	VERB
bracis-33571	224	7	representations	representation	NOUN
bracis-33571	224	8	(	(	PUNCT
bracis-33571	224	9	2014	2014	NUM
bracis-33571	224	10	)	)	PUNCT
bracis-33571	224	11	google	google	PROPN
bracis-33571	224	12	scholar	scholar	NOUN
bracis-33571	224	13	  	  	SPACE
bracis-33571	224	14	nagrani	nagrani	ADJ
bracis-33571	224	15	,	,	PUNCT
bracis-33571	224	16	a.	a.	NOUN
bracis-33571	224	17	,	,	PUNCT
bracis-33571	224	18	chung	chung	PROPN
bracis-33571	224	19	,	,	PUNCT
bracis-33571	224	20	j.s	j.s	PROPN
bracis-33571	224	21	.	.	PROPN
bracis-33571	224	22	,	,	PUNCT
bracis-33571	224	23	zisserman	zisserman	PROPN
bracis-33571	224	24	,	,	PUNCT
bracis-33571	224	25	a.	a.	NOUN
bracis-33571	224	26	:	:	PUNCT
bracis-33571	224	27	voxceleb	voxceleb	PROPN
bracis-33571	224	28	:	:	PUNCT
bracis-33571	224	29	a	a	DET
bracis-33571	224	30	large	large	ADJ
bracis-33571	224	31	-	-	PUNCT
bracis-33571	224	32	scale	scale	NOUN
bracis-33571	224	33	speaker	speaker	NOUN
bracis-33571	224	34	identification	identification	NOUN
bracis-33571	224	35	dataset	dataset	NOUN
bracis-33571	224	36	.	.	PUNCT
bracis-33571	225	1	interspeech	interspeech	NOUN
bracis-33571	225	2	2017	2017	NUM
bracis-33571	225	3	(	(	PUNCT
bracis-33571	225	4	2017	2017	NUM
bracis-33571	225	5	)	)	PUNCT
bracis-33571	225	6	.	.	PUNCT
bracis-33571	226	1	http://dx.doi.org/10.21437/interspeech.2017-950	http://dx.doi.org/10.21437/interspeech.2017-950	PROPN
bracis-33571	226	2	omid.sadjadi@nist.gov	omid.sadjadi@nist.gov	PROPN
bracis-33571	226	3	.	.	PUNCT
bracis-33571	227	1	nist	nist	NOUN
bracis-33571	227	2	2018	2018	NUM
bracis-33571	227	3	speaker	speaker	NOUN
bracis-33571	227	4	recognition	recognition	NOUN
bracis-33571	227	5	evaluation	evaluation	NOUN
bracis-33571	227	6	(	(	PUNCT
bracis-33571	227	7	2018	2018	NUM
bracis-33571	227	8	)	)	PUNCT
bracis-33571	227	9	.	.	PUNCT
bracis-33571	228	1	https://www.nist.gov/itl/iad/mig/nist-2018-speaker-recognition-evaluation	https://www.nist.gov/itl/iad/mig/nist-2018-speaker-recognition-evaluation	PROPN
bracis-33571	228	2	agresti	agresti	PROPN
bracis-33571	228	3	,	,	PUNCT
bracis-33571	228	4	a.	a.	NOUN
bracis-33571	228	5	,	,	PUNCT
bracis-33571	228	6	coull	coull	NOUN
bracis-33571	228	7	,	,	PUNCT
bracis-33571	228	8	b.a	b.a	PROPN
bracis-33571	228	9	.	.	PROPN
bracis-33571	228	10	:	:	PUNCT
bracis-33571	228	11	approximate	approximate	PROPN
bracis-33571	228	12	is	be	AUX
bracis-33571	228	13	better	well	ADJ
bracis-33571	228	14	than	than	ADP
bracis-33571	228	15	“	"	PUNCT
bracis-33571	228	16	exact	exact	ADJ
bracis-33571	228	17	’’	’'	PUNCT
bracis-33571	228	18	for	for	ADP
bracis-33571	228	19	interval	interval	NOUN
bracis-33571	228	20	estimation	estimation	NOUN
bracis-33571	228	21	of	of	ADP
bracis-33571	228	22	binomial	binomial	ADJ
bracis-33571	228	23	proportions	proportion	NOUN
bracis-33571	228	24	.	.	PUNCT
bracis-33571	229	1	am	be	AUX
bracis-33571	229	2	.	.	PUNCT
bracis-33571	230	1	stat	stat	PROPN
bracis-33571	230	2	.	.	PUNCT
bracis-33571	231	1	52(2	52(2	NUM
bracis-33571	231	2	)	)	PUNCT
bracis-33571	231	3	,	,	PUNCT
bracis-33571	231	4	119–126	119–126	NUM
bracis-33571	231	5	(	(	PUNCT
bracis-33571	231	6	1998	1998	NUM
bracis-33571	231	7	)	)	PUNCT
bracis-33571	231	8	.	.	PUNCT
bracis-33571	232	1	https://doi.org/10.1080/00031305.1998.10480550	https://doi.org/10.1080/00031305.1998.10480550	PROPN
bracis-33571	232	2	article	article	NOUN
bracis-33571	232	3	  	  	SPACE
bracis-33571	232	4	mathscinet	mathscinet	NOUN
bracis-33571	232	5	  	  	SPACE
bracis-33571	232	6	math	math	NOUN
bracis-33571	232	7	  	  	SPACE
bracis-33571	232	8	google	google	PROPN
bracis-33571	232	9	scholar	scholar	NOUN
bracis-33571	232	10	  	  	SPACE
bracis-33571	232	11	download	download	NOUN
bracis-33571	232	12	references	reference	NOUN
bracis-33571	232	13	author	author	NOUN
bracis-33571	232	14	information	information	NOUN
bracis-33571	232	15	authors	author	NOUN
bracis-33571	232	16	and	and	CCONJ
bracis-33571	232	17	affiliations	affiliation	NOUN
bracis-33571	232	18	universidade	universidade	PROPN
bracis-33571	232	19	federal	federal	PROPN
bracis-33571	232	20	de	de	PROPN
bracis-33571	232	21	goiás	goiás	PROPN
bracis-33571	232	22	,	,	PUNCT
bracis-33571	232	23	goiânia	goiânia	PROPN
bracis-33571	232	24	,	,	PUNCT
bracis-33571	232	25	brazil	brazil	PROPN
bracis-33571	232	26	rafaello	rafaello	PROPN
bracis-33571	232	27	virgilli	virgilli	PROPN
bracis-33571	232	28	,	,	PUNCT
bracis-33571	232	29	 	 	SPACE
bracis-33571	232	30	frederico	frederico	PROPN
bracis-33571	232	31	s.	s.	PROPN
bracis-33571	232	32	oliveira	oliveira	AUX
bracis-33571	232	33	 	 	SPACE
bracis-33571	232	34	&	&	CCONJ
bracis-33571	232	35	 	 	SPACE
bracis-33571	232	36	anderson	anderson	PROPN
bracis-33571	232	37	da	da	PROPN
bracis-33571	232	38	silva	silva	PROPN
bracis-33571	232	39	soares	soares	PROPN
bracis-33571	232	40	universidade	universidade	PROPN
bracis-33571	232	41	estadual	estadual	PROPN
bracis-33571	232	42	paulista	paulista	PROPN
bracis-33571	232	43	,	,	PUNCT
bracis-33571	232	44	são	são	PROPN
bracis-33571	232	45	josé	josé	PROPN
bracis-33571	232	46	do	do	PROPN
bracis-33571	232	47	rio	rio	PROPN
bracis-33571	232	48	preto	preto	PROPN
bracis-33571	232	49	,	,	PUNCT
bracis-33571	232	50	brazil	brazil	PROPN
bracis-33571	232	51	arnaldo	arnaldo	PROPN
bracis-33571	232	52	candido	candido	PROPN
bracis-33571	232	53	junior	junior	PROPN
bracis-33571	232	54	universidade	universidade	PROPN
bracis-33571	232	55	tecnológica	tecnológica	PROPN
bracis-33571	232	56	federal	federal	PROPN
bracis-33571	232	57	do	do	AUX
bracis-33571	232	58	paraná	paraná	PROPN
bracis-33571	232	59	,	,	PUNCT
bracis-33571	232	60	medianeira	medianeira	PROPN
bracis-33571	232	61	,	,	PUNCT
bracis-33571	232	62	brazil	brazil	PROPN
bracis-33571	232	63	augusto	augusto	PROPN
bracis-33571	232	64	seben	seben	PROPN
bracis-33571	232	65	da	da	PROPN
bracis-33571	232	66	rosa	rosa	PROPN
bracis-33571	232	67	authors	author	NOUN
bracis-33571	232	68	rafaello	rafaello	VERB
bracis-33571	232	69	virgilliview	virgilliview	VERB
bracis-33571	232	70	author	author	NOUN
bracis-33571	232	71	publications	publication	NOUN
bracis-33571	232	72	search	search	NOUN
bracis-33571	232	73	author	author	NOUN
bracis-33571	232	74	on	on	ADP
bracis-33571	232	75	:	:	PUNCT
bracis-33571	232	76	pubmed	pubmed	PROPN
bracis-33571	232	77	 	 	SPACE
bracis-33571	232	78	google	google	PROPN
bracis-33571	232	79	scholar	scholar	PROPN
bracis-33571	232	80	arnaldo	arnaldo	PROPN
bracis-33571	232	81	candido	candido	PROPN
bracis-33571	232	82	juniorview	juniorview	PROPN
bracis-33571	232	83	author	author	NOUN
bracis-33571	232	84	publications	publication	VERB
bracis-33571	232	85	search	search	NOUN
bracis-33571	232	86	author	author	NOUN
bracis-33571	232	87	on	on	ADP
bracis-33571	232	88	:	:	PUNCT
bracis-33571	232	89	pubmed	pubmed	PROPN
bracis-33571	232	90	 	 	SPACE
bracis-33571	232	91	google	google	PROPN
bracis-33571	232	92	scholar	scholar	NOUN
bracis-33571	232	93	augusto	augusto	NOUN
bracis-33571	232	94	seben	seben	PROPN
bracis-33571	232	95	da	da	PROPN
bracis-33571	232	96	rosaview	rosaview	PROPN
bracis-33571	232	97	author	author	NOUN
bracis-33571	232	98	publications	publication	NOUN
bracis-33571	232	99	search	search	NOUN
bracis-33571	232	100	author	author	NOUN
bracis-33571	232	101	on	on	ADP
bracis-33571	232	102	:	:	PUNCT
bracis-33571	232	103	pubmed	pubmed	PROPN
bracis-33571	232	104	 	 	SPACE
bracis-33571	232	105	google	google	PROPN
bracis-33571	232	106	scholar	scholar	PROPN
bracis-33571	232	107	frederico	frederico	PROPN
bracis-33571	232	108	s.	s.	PROPN
bracis-33571	232	109	oliveiraview	oliveiraview	PROPN
bracis-33571	232	110	author	author	NOUN
bracis-33571	232	111	publications	publication	NOUN
bracis-33571	232	112	search	search	NOUN
bracis-33571	232	113	author	author	NOUN
bracis-33571	232	114	on	on	ADP
bracis-33571	232	115	:	:	PUNCT
bracis-33571	232	116	pubmed	pubmed	PROPN
bracis-33571	232	117	 	 	SPACE
bracis-33571	232	118	google	google	PROPN
bracis-33571	232	119	scholar	scholar	PROPN
bracis-33571	232	120	anderson	anderson	PROPN
bracis-33571	232	121	da	da	PROPN
bracis-33571	232	122	silva	silva	PROPN
bracis-33571	232	123	soaresview	soaresview	PROPN
bracis-33571	232	124	author	author	NOUN
bracis-33571	232	125	publications	publication	VERB
bracis-33571	232	126	search	search	NOUN
bracis-33571	232	127	author	author	NOUN
bracis-33571	232	128	on	on	ADP
bracis-33571	232	129	:	:	PUNCT
bracis-33571	232	130	pubmed	pubmed	PROPN
bracis-33571	232	131	 	 	SPACE
bracis-33571	232	132	google	google	PROPN
bracis-33571	232	133	scholar	scholar	NOUN
bracis-33571	232	134	corresponding	correspond	VERB
bracis-33571	232	135	author	author	NOUN
bracis-33571	232	136	correspondence	correspondence	NOUN
bracis-33571	232	137	to	to	ADP
bracis-33571	232	138	rafaello	rafaello	PROPN
bracis-33571	232	139	virgilli	virgilli	PROPN
bracis-33571	232	140	.	.	PUNCT
bracis-33571	233	1	editor	editor	NOUN
bracis-33571	233	2	information	information	NOUN
bracis-33571	233	3	editors	editor	NOUN
bracis-33571	233	4	and	and	CCONJ
bracis-33571	233	5	affiliations	affiliation	NOUN
bracis-33571	233	6	universidade	universidade	VERB
bracis-33571	233	7	federal	federal	PROPN
bracis-33571	233	8	fluminense	fluminense	PROPN
bracis-33571	233	9	,	,	PUNCT
bracis-33571	233	10	niterói	niterói	PROPN
bracis-33571	233	11	,	,	PUNCT
bracis-33571	233	12	brazil	brazil	PROPN
bracis-33571	233	13	aline	aline	PROPN
bracis-33571	233	14	paes	paes	PROPN
bracis-33571	233	15	instituto	instituto	PROPN
bracis-33571	233	16	tecnológico	tecnológico	PROPN
bracis-33571	233	17	de	de	PROPN
bracis-33571	233	18	aeronáutica	aeronáutica	PROPN
bracis-33571	233	19	,	,	PUNCT
bracis-33571	233	20	são	são	PROPN
bracis-33571	233	21	josé	josé	PROPN
bracis-33571	233	22	dos	dos	PROPN
bracis-33571	233	23	campos	campos	PROPN
bracis-33571	233	24	,	,	PUNCT
bracis-33571	233	25	brazil	brazil	PROPN
bracis-33571	233	26	filipe	filipe	PROPN
bracis-33571	233	27	a.	a.	PROPN
bracis-33571	233	28	n.	n.	PROPN
bracis-33571	233	29	verri	verri	PROPN
bracis-33571	233	30	rights	right	NOUN
bracis-33571	233	31	and	and	CCONJ
bracis-33571	233	32	permissions	permission	NOUN
bracis-33571	233	33	reprints	reprint	NOUN
bracis-33571	233	34	and	and	CCONJ
bracis-33571	233	35	permissions	permission	VERB
bracis-33571	233	36	copyright	copyright	NOUN
bracis-33571	233	37	information	information	NOUN
bracis-33571	233	38	©	©	ADP
bracis-33571	233	39	2025	2025	NUM
bracis-33571	233	40	the	the	DET
bracis-33571	233	41	author(s	author(s	NOUN
bracis-33571	233	42	)	)	PUNCT
bracis-33571	233	43	,	,	PUNCT
bracis-33571	233	44	under	under	ADP
bracis-33571	233	45	exclusive	exclusive	ADJ
bracis-33571	233	46	license	license	NOUN
bracis-33571	233	47	to	to	ADP
bracis-33571	233	48	springer	springer	NOUN
bracis-33571	233	49	nature	nature	PROPN
bracis-33571	233	50	switzerland	switzerland	PROPN
bracis-33571	233	51	ag	ag	PROPN
bracis-33571	233	52	about	about	ADP
bracis-33571	233	53	this	this	DET
bracis-33571	233	54	paper	paper	NOUN
bracis-33571	233	55	cite	cite	VERB
bracis-33571	233	56	this	this	DET
bracis-33571	233	57	paper	paper	NOUN
bracis-33571	233	58	virgilli	virgilli	PROPN
bracis-33571	233	59	,	,	PUNCT
bracis-33571	233	60	r.	r.	PROPN
bracis-33571	233	61	,	,	PUNCT
bracis-33571	233	62	candido	candido	PROPN
bracis-33571	233	63	junior	junior	PROPN
bracis-33571	233	64	,	,	PUNCT
bracis-33571	233	65	a.	a.	NOUN
bracis-33571	233	66	,	,	PUNCT
bracis-33571	233	67	da	da	PROPN
bracis-33571	233	68	rosa	rosa	PROPN
bracis-33571	233	69	,	,	PUNCT
bracis-33571	233	70	a.s	a.s	PROPN
bracis-33571	233	71	.	.	PROPN
bracis-33571	233	72	,	,	PUNCT
bracis-33571	233	73	oliveira	oliveira	PROPN
bracis-33571	233	74	,	,	PUNCT
bracis-33571	233	75	f.s	f.s	PROPN
bracis-33571	233	76	.	.	PROPN
bracis-33571	233	77	,	,	PUNCT
bracis-33571	233	78	soares	soares	PROPN
bracis-33571	233	79	,	,	PUNCT
bracis-33571	233	80	a.d.s	a.d.s	NOUN
bracis-33571	233	81	.	.	PUNCT
bracis-33571	234	1	(	(	PUNCT
bracis-33571	234	2	2025	2025	NUM
bracis-33571	234	3	)	)	PUNCT
bracis-33571	234	4	.	.	PUNCT
bracis-33571	235	1	dual	dual	ADJ
bracis-33571	235	2	-	-	PUNCT
bracis-33571	235	3	bandwidth	bandwidth	ADJ
bracis-33571	235	4	spectrogram	spectrogram	NOUN
bracis-33571	235	5	analysis	analysis	NOUN
bracis-33571	235	6	for	for	ADP
bracis-33571	235	7	 	 	SPACE
bracis-33571	235	8	speaker	speaker	NOUN
bracis-33571	235	9	verification	verification	NOUN
bracis-33571	235	10	.	.	PUNCT
bracis-33571	236	1	in	in	ADP
bracis-33571	236	2	:	:	PUNCT
bracis-33571	236	3	paes	paes	PROPN
bracis-33571	236	4	,	,	PUNCT
bracis-33571	236	5	a.	a.	PROPN
bracis-33571	236	6	,	,	PUNCT
bracis-33571	236	7	verri	verri	NOUN
bracis-33571	236	8	,	,	PUNCT
bracis-33571	236	9	f.a.n	f.a.n	ADJ
bracis-33571	236	10	.	.	PUNCT
bracis-33571	236	11	(	(	PUNCT
bracis-33571	236	12	eds	ed	NOUN
bracis-33571	236	13	)	)	PUNCT
bracis-33571	236	14	intelligent	intelligent	ADJ
bracis-33571	236	15	systems	system	NOUN
bracis-33571	236	16	.	.	PUNCT
bracis-33571	236	17	bracis	bracis	PROPN
bracis-33571	236	18	2024	2024	NUM
bracis-33571	236	19	.	.	PUNCT
bracis-33571	237	1	lecture	lecture	NOUN
bracis-33571	237	2	notes	note	NOUN
bracis-33571	237	3	in	in	ADP
bracis-33571	237	4	computer	computer	NOUN
bracis-33571	237	5	science	science	NOUN
bracis-33571	237	6	(	(	PUNCT
bracis-33571	237	7	)	)	PUNCT
bracis-33571	237	8	,	,	PUNCT
bracis-33571	237	9	vol	vol	NOUN
bracis-33571	237	10	15412	15412	NUM
bracis-33571	237	11	.	.	PUNCT
bracis-33571	238	1	springer	springer	NOUN
bracis-33571	238	2	,	,	PUNCT
bracis-33571	238	3	cham	cham	PROPN
bracis-33571	238	4	.	.	PUNCT
bracis-33571	239	1	https://doi.org/10.1007/978-3-031-79029-4_24	https://doi.org/10.1007/978-3-031-79029-4_24	PROPN
bracis-33571	239	2	download	download	NOUN
bracis-33571	239	3	citation	citation	NOUN
bracis-33571	239	4	.ris	.ris	PUNCT
bracis-33571	239	5	.enw	.enw	PROPN
bracis-33571	239	6	.bib	.bib	PUNCT
bracis-33571	240	1	doi	doi	PROPN
bracis-33571	240	2	:	:	PUNCT
bracis-33571	240	3	https://doi.org/10.1007/978-3-031-79029-4_24	https://doi.org/10.1007/978-3-031-79029-4_24	PROPN
bracis-33571	240	4	published	publish	VERB
bracis-33571	240	5	:	:	PUNCT
bracis-33571	240	6	30	30	NUM
bracis-33571	240	7	january	january	PROPN
bracis-33571	240	8	2025	2025	NUM
bracis-33571	240	9	publisher	publisher	NOUN
bracis-33571	240	10	name	name	NOUN
bracis-33571	240	11	:	:	PUNCT
bracis-33571	240	12	springer	springer	NOUN
bracis-33571	240	13	,	,	PUNCT
bracis-33571	240	14	cham	cham	PROPN
bracis-33571	240	15	print	print	PROPN
bracis-33571	240	16	isbn	isbn	PROPN
bracis-33571	240	17	:	:	PUNCT
bracis-33571	240	18	978	978	NUM
bracis-33571	240	19	-	-	SYM
bracis-33571	240	20	3	3	NUM
bracis-33571	240	21	-	-	PUNCT
bracis-33571	240	22	031	031	NUM
bracis-33571	240	23	-	-	PUNCT
bracis-33571	240	24	79028	79028	NUM
bracis-33571	240	25	-	-	SYM
bracis-33571	240	26	7	7	NUM
bracis-33571	240	27	online	online	ADJ
bracis-33571	240	28	isbn	isbn	NOUN
bracis-33571	240	29	:	:	PUNCT
bracis-33571	240	30	978	978	NUM
bracis-33571	240	31	-	-	SYM
bracis-33571	240	32	3	3	NUM
bracis-33571	240	33	-	-	PUNCT
bracis-33571	240	34	031	031	NUM
bracis-33571	240	35	-	-	PUNCT
bracis-33571	240	36	79029	79029	NUM
bracis-33571	240	37	-	-	SYM
bracis-33571	240	38	4	4	NUM
bracis-33571	240	39	ebook	ebook	NOUN
bracis-33571	240	40	packages	package	NOUN
bracis-33571	240	41	:	:	PUNCT
bracis-33571	240	42	computer	computer	NOUN
bracis-33571	240	43	sciencecomputer	sciencecomputer	NOUN
bracis-33571	240	44	science	science	NOUN
bracis-33571	240	45	(	(	PUNCT
bracis-33571	240	46	r0	r0	NOUN
bracis-33571	240	47	)	)	PUNCT
bracis-33571	240	48	share	share	VERB
bracis-33571	240	49	this	this	DET
bracis-33571	240	50	paper	paper	NOUN
bracis-33571	240	51	anyone	anyone	PRON
bracis-33571	240	52	you	you	PRON
bracis-33571	240	53	share	share	VERB
bracis-33571	240	54	the	the	DET
bracis-33571	240	55	following	follow	VERB
bracis-33571	240	56	link	link	NOUN
bracis-33571	240	57	with	with	ADP
bracis-33571	240	58	will	will	AUX
bracis-33571	240	59	be	be	AUX
bracis-33571	240	60	able	able	ADJ
bracis-33571	240	61	to	to	PART
bracis-33571	240	62	read	read	VERB
bracis-33571	240	63	this	this	DET
bracis-33571	240	64	content	content	NOUN
bracis-33571	240	65	:	:	PUNCT
bracis-33571	240	66	get	get	VERB
bracis-33571	240	67	shareable	shareable	ADJ
bracis-33571	240	68	linksorry	linksorry	NOUN
bracis-33571	240	69	,	,	PUNCT
bracis-33571	240	70	a	a	DET
bracis-33571	240	71	shareable	shareable	ADJ
bracis-33571	240	72	link	link	NOUN
bracis-33571	240	73	is	be	AUX
bracis-33571	240	74	not	not	PART
bracis-33571	240	75	currently	currently	ADV
bracis-33571	240	76	available	available	ADJ
bracis-33571	240	77	for	for	ADP
bracis-33571	240	78	this	this	DET
bracis-33571	240	79	article	article	NOUN
bracis-33571	240	80	.	.	PUNCT
bracis-33571	241	1	copy	copy	VERB
bracis-33571	241	2	shareable	shareable	ADJ
bracis-33571	241	3	link	link	NOUN
bracis-33571	241	4	to	to	PART
bracis-33571	241	5	clipboard	clipboard	NOUN
bracis-33571	241	6	provided	provide	VERB
bracis-33571	241	7	by	by	ADP
bracis-33571	241	8	the	the	DET
bracis-33571	241	9	springer	springer	NOUN
bracis-33571	241	10	nature	nature	PROPN
bracis-33571	241	11	sharedit	sharedit	PROPN
bracis-33571	241	12	content	content	NOUN
bracis-33571	241	13	-	-	PUNCT
bracis-33571	241	14	sharing	share	VERB
bracis-33571	241	15	initiative	initiative	NOUN
bracis-33571	241	16	keywords	keyword	NOUN
bracis-33571	241	17	speaker	speaker	NOUN
bracis-33571	241	18	verification	verification	NOUN
bracis-33571	241	19	feature	feature	NOUN
bracis-33571	241	20	fusion	fusion	NOUN
bracis-33571	241	21	dual	dual	ADJ
bracis-33571	241	22	-	-	PUNCT
bracis-33571	241	23	bandwidth	bandwidth	ADJ
bracis-33571	241	24	spectrogram	spectrogram	NOUN
bracis-33571	241	25	broadband	broadband	NOUN
bracis-33571	241	26	narrowband	narrowband	NOUN
bracis-33571	241	27	publish	publish	VERB
bracis-33571	241	28	with	with	ADP
bracis-33571	241	29	us	us	PROPN
bracis-33571	241	30	policies	policy	NOUN
bracis-33571	241	31	and	and	CCONJ
bracis-33571	241	32	ethics	ethic	NOUN
bracis-33571	241	33	search	search	NOUN
bracis-33571	241	34	search	search	NOUN
bracis-33571	241	35	by	by	ADP
bracis-33571	241	36	keyword	keyword	NOUN
bracis-33571	241	37	or	or	CCONJ
bracis-33571	241	38	author	author	NOUN
bracis-33571	241	39	search	search	NOUN
bracis-33571	241	40	navigation	navigation	NOUN
bracis-33571	241	41	find	find	VERB
bracis-33571	241	42	a	a	DET
bracis-33571	241	43	journal	journal	NOUN
bracis-33571	241	44	publish	publish	VERB
bracis-33571	241	45	with	with	ADP
bracis-33571	241	46	us	we	PRON
bracis-33571	241	47	track	track	VERB
bracis-33571	241	48	your	your	PRON
bracis-33571	241	49	research	research	NOUN
bracis-33571	241	50	discover	discover	VERB
bracis-33571	241	51	content	content	NOUN
bracis-33571	241	52	journals	journal	NOUN
bracis-33571	241	53	a	a	DET
bracis-33571	241	54	-	-	PUNCT
bracis-33571	241	55	z	z	NOUN
bracis-33571	241	56	books	book	NOUN
bracis-33571	241	57	a	a	DET
bracis-33571	241	58	-	-	PUNCT
bracis-33571	241	59	z	z	NOUN
bracis-33571	241	60	publish	publish	NOUN
bracis-33571	241	61	with	with	ADP
bracis-33571	241	62	us	us	PROPN
bracis-33571	241	63	journal	journal	PROPN
bracis-33571	241	64	finder	finder	PROPN
bracis-33571	241	65	publish	publish	VERB
bracis-33571	241	66	your	your	PRON
bracis-33571	241	67	research	research	NOUN
bracis-33571	241	68	language	language	NOUN
bracis-33571	241	69	editing	edit	VERB
bracis-33571	241	70	open	open	ADJ
bracis-33571	241	71	access	access	NOUN
bracis-33571	241	72	publishing	publishing	NOUN
bracis-33571	241	73	products	product	NOUN
bracis-33571	241	74	and	and	CCONJ
bracis-33571	241	75	services	service	NOUN
bracis-33571	241	76	our	our	PRON
bracis-33571	241	77	products	product	NOUN
bracis-33571	241	78	librarians	librarian	VERB
bracis-33571	241	79	societies	society	NOUN
bracis-33571	241	80	partners	partner	NOUN
bracis-33571	241	81	and	and	CCONJ
bracis-33571	241	82	advertisers	advertiser	NOUN
bracis-33571	241	83	our	our	PRON
bracis-33571	241	84	brands	brand	NOUN
bracis-33571	241	85	springer	springer	NOUN
bracis-33571	241	86	nature	nature	PROPN
bracis-33571	241	87	portfolio	portfolio	PROPN
bracis-33571	241	88	bmc	bmc	PROPN
bracis-33571	241	89	palgrave	palgrave	PROPN
bracis-33571	241	90	macmillan	macmillan	PROPN
bracis-33571	241	91	apress	apress	PROPN
bracis-33571	241	92	discover	discover	VERB
bracis-33571	241	93	your	your	PRON
bracis-33571	241	94	privacy	privacy	NOUN
bracis-33571	241	95	choices	choice	NOUN
bracis-33571	241	96	/	/	SYM
bracis-33571	241	97	manage	manage	NOUN
bracis-33571	241	98	cookies	cookie	NOUN
bracis-33571	241	99	your	your	PRON
bracis-33571	241	100	us	us	PROPN
bracis-33571	242	1	state	state	NOUN
bracis-33571	242	2	privacy	privacy	NOUN
bracis-33571	242	3	rights	right	NOUN
bracis-33571	242	4	accessibility	accessibility	NOUN
bracis-33571	242	5	statement	statement	NOUN
bracis-33571	242	6	terms	term	NOUN
bracis-33571	242	7	and	and	CCONJ
bracis-33571	242	8	conditions	condition	NOUN
bracis-33571	242	9	privacy	privacy	NOUN
bracis-33571	242	10	policy	policy	NOUN
bracis-33571	242	11	help	help	NOUN
bracis-33571	242	12	and	and	CCONJ
bracis-33571	242	13	support	support	VERB
bracis-33571	242	14	legal	legal	ADJ
bracis-33571	242	15	notice	notice	NOUN
bracis-33571	242	16	cancel	cancel	VERB
bracis-33571	242	17	contracts	contract	NOUN
bracis-33571	242	18	here	here	ADV
bracis-33571	242	19	129.74.145.123	129.74.145.123	NUM
bracis-33571	242	20	hesburgh	hesburgh	PROPN
bracis-33571	242	21	library	library	PROPN
bracis-33571	242	22	er	er	INTJ
bracis-33571	242	23	unit	unit	NOUN
bracis-33571	242	24	(	(	PUNCT
bracis-33571	242	25	3005732405	3005732405	NUM
bracis-33571	242	26	)	)	PUNCT
bracis-33571	242	27	northeast	northeast	ADJ
bracis-33571	242	28	research	research	NOUN
bracis-33571	242	29	libraries	library	NOUN
bracis-33571	242	30	(	(	PUNCT
bracis-33571	242	31	nerl	nerl	PROPN
bracis-33571	242	32	)	)	PUNCT
bracis-33571	242	33	(	(	PUNCT
bracis-33571	242	34	8200828607	8200828607	NUM
bracis-33571	242	35	)	)	PUNCT
bracis-33571	242	36	nerl	nerl	VERB
bracis-33571	242	37	ta	ta	X
bracis-33571	242	38	account	account	NOUN
bracis-33571	242	39	(	(	PUNCT
bracis-33571	242	40	3006206169	3006206169	NUM
bracis-33571	242	41	)	)	PUNCT
bracis-33571	242	42	university	university	NOUN
bracis-33571	242	43	of	of	ADP
bracis-33571	242	44	notre	notre	PROPN
bracis-33571	242	45	dame	dame	PROPN
bracis-33571	242	46	hesburgh	hesburgh	PROPN
bracis-33571	242	47	library	library	NOUN
bracis-33571	242	48	(	(	PUNCT
bracis-33571	242	49	3000184373	3000184373	NUM
bracis-33571	242	50	)	)	PUNCT
bracis-33571	243	1	©	©	ADP
bracis-33571	243	2	2025	2025	NUM
bracis-33571	243	3	springer	springer	NOUN
bracis-33571	243	4	nature	nature	NOUN