id	sid	tid	token	lemma	pos
bcpe-2609	1	1	bcp	bcp	PROPN
bcpe-2609	1	2	education	education	PROPN
bcpe-2609	1	3	&	&	CCONJ
bcpe-2609	1	4	psychology	psychology	PROPN
bcpe-2609	1	5	ess	ess	PROPN
bcpe-2609	1	6	2022	2022	NUM
bcpe-2609	1	7	volume	volume	NOUN
bcpe-2609	1	8	7	7	NUM
bcpe-2609	1	9	(	(	PUNCT
bcpe-2609	1	10	2022	2022	NUM
bcpe-2609	1	11	)	)	PUNCT
bcpe-2609	1	12	64	64	NUM
bcpe-2609	1	13	elder	elder	ADJ
bcpe-2609	1	14	depression	depression	NOUN
bcpe-2609	1	15	detection	detection	NOUN
bcpe-2609	1	16	by	by	ADP
bcpe-2609	1	17	multimodal	multimodal	NOUN
bcpe-2609	1	18	means	mean	VERB
bcpe-2609	1	19	tianruo	tianruo	PROPN
bcpe-2609	1	20	xu	xu	PROPN
bcpe-2609	1	21	united	united	PROPN
bcpe-2609	1	22	world	world	PROPN
bcpe-2609	1	23	college	college	PROPN
bcpe-2609	1	24	of	of	ADP
bcpe-2609	1	25	south	south	PROPN
bcpe-2609	1	26	east	east	PROPN
bcpe-2609	1	27	asia	asia	PROPN
bcpe-2609	1	28	dover	dover	PROPN
bcpe-2609	1	29	campus	campus	PROPN
bcpe-2609	1	30	,	,	PUNCT
bcpe-2609	1	31	singapore	singapore	PROPN
bcpe-2609	1	32	abstract	abstract	NOUN
bcpe-2609	1	33	.	.	PUNCT
bcpe-2609	2	1	depression	depression	NOUN
bcpe-2609	2	2	in	in	ADP
bcpe-2609	2	3	the	the	DET
bcpe-2609	2	4	elder	elder	ADJ
bcpe-2609	2	5	group	group	NOUN
bcpe-2609	2	6	is	be	AUX
bcpe-2609	2	7	a	a	DET
bcpe-2609	2	8	widespread	widespread	ADJ
bcpe-2609	2	9	but	but	CCONJ
bcpe-2609	2	10	silent	silent	ADJ
bcpe-2609	2	11	issue	issue	NOUN
bcpe-2609	2	12	.	.	PUNCT
bcpe-2609	3	1	this	this	DET
bcpe-2609	3	2	article	article	NOUN
bcpe-2609	3	3	presents	present	VERB
bcpe-2609	3	4	a	a	DET
bcpe-2609	3	5	solution	solution	NOUN
bcpe-2609	3	6	for	for	ADP
bcpe-2609	3	7	detecting	detect	VERB
bcpe-2609	3	8	depression	depression	NOUN
bcpe-2609	3	9	in	in	ADP
bcpe-2609	3	10	the	the	DET
bcpe-2609	3	11	elderly	elderly	ADJ
bcpe-2609	3	12	group	group	NOUN
bcpe-2609	3	13	via	via	ADP
bcpe-2609	3	14	multi	multi	ADJ
bcpe-2609	3	15	-	-	ADJ
bcpe-2609	3	16	modal	modal	ADJ
bcpe-2609	3	17	approaches	approach	NOUN
bcpe-2609	3	18	.	.	PUNCT
bcpe-2609	4	1	the	the	DET
bcpe-2609	4	2	conceptual	conceptual	ADJ
bcpe-2609	4	3	framework	framework	NOUN
bcpe-2609	4	4	for	for	ADP
bcpe-2609	4	5	the	the	DET
bcpe-2609	4	6	solution	solution	NOUN
bcpe-2609	4	7	is	be	AUX
bcpe-2609	4	8	demonstrated	demonstrate	VERB
bcpe-2609	4	9	by	by	ADP
bcpe-2609	4	10	the	the	DET
bcpe-2609	4	11	multimodal	multimodal	NOUN
bcpe-2609	4	12	transformer	transformer	NOUN
bcpe-2609	4	13	elder	eld	ADJ
bcpe-2609	4	14	depression	depression	NOUN
bcpe-2609	4	15	detection	detection	NOUN
bcpe-2609	4	16	model	model	NOUN
bcpe-2609	4	17	:	:	PUNCT
bcpe-2609	4	18	the	the	DET
bcpe-2609	4	19	model	model	NOUN
bcpe-2609	4	20	processes	process	VERB
bcpe-2609	4	21	the	the	DET
bcpe-2609	4	22	input	input	NOUN
bcpe-2609	4	23	with	with	ADP
bcpe-2609	4	24	multiple	multiple	ADJ
bcpe-2609	4	25	forms	form	NOUN
bcpe-2609	4	26	of	of	ADP
bcpe-2609	4	27	data	datum	NOUN
bcpe-2609	4	28	,	,	PUNCT
bcpe-2609	4	29	such	such	ADJ
bcpe-2609	4	30	as	as	ADP
bcpe-2609	4	31	text	text	NOUN
bcpe-2609	4	32	,	,	PUNCT
bcpe-2609	4	33	audio	audio	NOUN
bcpe-2609	4	34	,	,	PUNCT
bcpe-2609	4	35	and	and	CCONJ
bcpe-2609	4	36	video	video	NOUN
bcpe-2609	4	37	,	,	PUNCT
bcpe-2609	4	38	and	and	CCONJ
bcpe-2609	4	39	gathers	gather	VERB
bcpe-2609	4	40	information	information	NOUN
bcpe-2609	4	41	for	for	ADP
bcpe-2609	4	42	data	datum	NOUN
bcpe-2609	4	43	fusion	fusion	NOUN
bcpe-2609	4	44	.	.	PUNCT
bcpe-2609	5	1	after	after	ADP
bcpe-2609	5	2	data	data	NOUN
bcpe-2609	5	3	fusion	fusion	NOUN
bcpe-2609	5	4	,	,	PUNCT
bcpe-2609	5	5	the	the	DET
bcpe-2609	5	6	model	model	NOUN
bcpe-2609	5	7	can	can	AUX
bcpe-2609	5	8	produce	produce	VERB
bcpe-2609	5	9	a	a	DET
bcpe-2609	5	10	score	score	NOUN
bcpe-2609	5	11	to	to	PART
bcpe-2609	5	12	reflect	reflect	VERB
bcpe-2609	5	13	the	the	DET
bcpe-2609	5	14	mental	mental	ADJ
bcpe-2609	5	15	state	state	NOUN
bcpe-2609	5	16	of	of	ADP
bcpe-2609	5	17	the	the	DET
bcpe-2609	5	18	patient	patient	NOUN
bcpe-2609	5	19	.	.	PUNCT
bcpe-2609	6	1	in	in	ADP
bcpe-2609	6	2	the	the	DET
bcpe-2609	6	3	model	model	NOUN
bcpe-2609	6	4	,	,	PUNCT
bcpe-2609	6	5	daic	daic	ADJ
bcpe-2609	6	6	and	and	CCONJ
bcpe-2609	6	7	extended	extend	VERB
bcpe-2609	6	8	daic	daic	ADJ
bcpe-2609	6	9	databases	database	NOUN
bcpe-2609	6	10	are	be	AUX
bcpe-2609	6	11	used	use	VERB
bcpe-2609	6	12	for	for	ADP
bcpe-2609	6	13	training	training	NOUN
bcpe-2609	6	14	and	and	CCONJ
bcpe-2609	6	15	testing	testing	NOUN
bcpe-2609	6	16	.	.	PUNCT
bcpe-2609	7	1	also	also	ADV
bcpe-2609	7	2	,	,	PUNCT
bcpe-2609	7	3	we	we	PRON
bcpe-2609	7	4	have	have	AUX
bcpe-2609	7	5	established	establish	VERB
bcpe-2609	7	6	additional	additional	ADJ
bcpe-2609	7	7	testing	testing	NOUN
bcpe-2609	7	8	based	base	VERB
bcpe-2609	7	9	on	on	ADP
bcpe-2609	7	10	the	the	DET
bcpe-2609	7	11	information	information	NOUN
bcpe-2609	7	12	gathered	gather	VERB
bcpe-2609	7	13	from	from	ADP
bcpe-2609	7	14	the	the	DET
bcpe-2609	7	15	elder	eld	ADJ
bcpe-2609	7	16	members	member	NOUN
bcpe-2609	7	17	from	from	ADP
bcpe-2609	7	18	local	local	ADJ
bcpe-2609	7	19	hospital	hospital	NOUN
bcpe-2609	7	20	.	.	PUNCT
bcpe-2609	8	1	the	the	DET
bcpe-2609	8	2	testing	testing	NOUN
bcpe-2609	8	3	results	result	NOUN
bcpe-2609	8	4	demonstrate	demonstrate	VERB
bcpe-2609	8	5	that	that	SCONJ
bcpe-2609	8	6	the	the	DET
bcpe-2609	8	7	model	model	NOUN
bcpe-2609	8	8	can	can	AUX
bcpe-2609	8	9	successfully	successfully	ADV
bcpe-2609	8	10	detect	detect	VERB
bcpe-2609	8	11	depression	depression	NOUN
bcpe-2609	8	12	in	in	ADP
bcpe-2609	8	13	the	the	DET
bcpe-2609	8	14	elderly	elderly	ADJ
bcpe-2609	8	15	group	group	NOUN
bcpe-2609	8	16	.	.	PUNCT
bcpe-2609	9	1	keywords	keyword	NOUN
bcpe-2609	9	2	:	:	PUNCT
bcpe-2609	9	3	multimodal	multimodal	ADJ
bcpe-2609	9	4	;	;	PUNCT
bcpe-2609	9	5	depression	depression	NOUN
bcpe-2609	9	6	detection	detection	NOUN
bcpe-2609	9	7	;	;	PUNCT
bcpe-2609	9	8	elderly	elderly	ADJ
bcpe-2609	9	9	people	people	NOUN
bcpe-2609	9	10	;	;	PUNCT
bcpe-2609	9	11	transformer	transformer	NOUN
bcpe-2609	9	12	model	model	NOUN
bcpe-2609	9	13	.	.	PUNCT
bcpe-2609	10	1	1	1	X
bcpe-2609	10	2	.	.	X
bcpe-2609	10	3	introduction	introduction	NOUN
bcpe-2609	10	4	the	the	DET
bcpe-2609	10	5	aging	age	VERB
bcpe-2609	10	6	population	population	NOUN
bcpe-2609	10	7	is	be	AUX
bcpe-2609	10	8	becoming	become	VERB
bcpe-2609	10	9	a	a	DET
bcpe-2609	10	10	global	global	ADJ
bcpe-2609	10	11	problem	problem	NOUN
bcpe-2609	10	12	,	,	PUNCT
bcpe-2609	10	13	and	and	CCONJ
bcpe-2609	10	14	the	the	DET
bcpe-2609	10	15	mental	mental	ADJ
bcpe-2609	10	16	conditions	condition	NOUN
bcpe-2609	10	17	of	of	ADP
bcpe-2609	10	18	seniors	senior	NOUN
bcpe-2609	10	19	can	can	AUX
bcpe-2609	10	20	cause	cause	VERB
bcpe-2609	10	21	crime	crime	NOUN
bcpe-2609	10	22	,	,	PUNCT
bcpe-2609	10	23	suicide	suicide	NOUN
bcpe-2609	10	24	,	,	PUNCT
bcpe-2609	10	25	and	and	CCONJ
bcpe-2609	10	26	other	other	ADJ
bcpe-2609	10	27	mental	mental	ADJ
bcpe-2609	10	28	diseases	disease	NOUN
bcpe-2609	10	29	.	.	PUNCT
bcpe-2609	11	1	therefore	therefore	ADV
bcpe-2609	11	2	,	,	PUNCT
bcpe-2609	11	3	mental	mental	ADJ
bcpe-2609	11	4	health	health	NOUN
bcpe-2609	11	5	care	care	NOUN
bcpe-2609	11	6	for	for	ADP
bcpe-2609	11	7	aging	age	VERB
bcpe-2609	11	8	people	people	NOUN
bcpe-2609	11	9	is	be	AUX
bcpe-2609	11	10	critical	critical	ADJ
bcpe-2609	11	11	.	.	PUNCT
bcpe-2609	12	1	this	this	DET
bcpe-2609	12	2	paper	paper	NOUN
bcpe-2609	12	3	focuses	focus	VERB
bcpe-2609	12	4	on	on	ADP
bcpe-2609	12	5	the	the	DET
bcpe-2609	12	6	elderly	elderly	ADJ
bcpe-2609	12	7	group	group	NOUN
bcpe-2609	12	8	,	,	PUNCT
bcpe-2609	12	9	which	which	PRON
bcpe-2609	12	10	is	be	AUX
bcpe-2609	12	11	the	the	DET
bcpe-2609	12	12	population	population	NOUN
bcpe-2609	12	13	over	over	ADP
bcpe-2609	12	14	65	65	NUM
bcpe-2609	12	15	years	year	NOUN
bcpe-2609	12	16	old	old	ADJ
bcpe-2609	12	17	,	,	PUNCT
bcpe-2609	12	18	and	and	CCONJ
bcpe-2609	12	19	it	it	PRON
bcpe-2609	12	20	studies	study	VERB
bcpe-2609	12	21	the	the	DET
bcpe-2609	12	22	relationship	relationship	NOUN
bcpe-2609	12	23	between	between	ADP
bcpe-2609	12	24	the	the	DET
bcpe-2609	12	25	emotional	emotional	ADJ
bcpe-2609	12	26	state	state	NOUN
bcpe-2609	12	27	and	and	CCONJ
bcpe-2609	12	28	the	the	DET
bcpe-2609	12	29	gathered	gather	VERB
bcpe-2609	12	30	information	information	NOUN
bcpe-2609	12	31	from	from	ADP
bcpe-2609	12	32	the	the	DET
bcpe-2609	12	33	interviews	interview	NOUN
bcpe-2609	12	34	.	.	PUNCT
bcpe-2609	13	1	in	in	ADP
bcpe-2609	13	2	particular	particular	ADJ
bcpe-2609	13	3	,	,	PUNCT
bcpe-2609	13	4	the	the	DET
bcpe-2609	13	5	mental	mental	ADJ
bcpe-2609	13	6	depression	depression	NOUN
bcpe-2609	13	7	of	of	ADP
bcpe-2609	13	8	the	the	DET
bcpe-2609	13	9	elderly	elderly	ADJ
bcpe-2609	13	10	is	be	AUX
bcpe-2609	13	11	considered	consider	VERB
bcpe-2609	13	12	for	for	ADP
bcpe-2609	13	13	this	this	DET
bcpe-2609	13	14	study	study	NOUN
bcpe-2609	13	15	.	.	PUNCT
bcpe-2609	14	1	depression	depression	NOUN
bcpe-2609	14	2	can	can	AUX
bcpe-2609	14	3	be	be	AUX
bcpe-2609	14	4	caused	cause	VERB
bcpe-2609	14	5	by	by	ADP
bcpe-2609	14	6	external	external	ADJ
bcpe-2609	14	7	or	or	CCONJ
bcpe-2609	14	8	internal	internal	ADJ
bcpe-2609	14	9	factors	factor	NOUN
bcpe-2609	14	10	or	or	CCONJ
bcpe-2609	14	11	both	both	PRON
bcpe-2609	15	1	[	[	X
bcpe-2609	15	2	1	1	NUM
bcpe-2609	15	3	]	]	PUNCT
bcpe-2609	15	4	.	.	PUNCT
bcpe-2609	16	1	the	the	DET
bcpe-2609	16	2	internal	internal	ADJ
bcpe-2609	16	3	factors	factor	NOUN
bcpe-2609	16	4	are	be	AUX
bcpe-2609	16	5	mainly	mainly	ADV
bcpe-2609	16	6	from	from	ADP
bcpe-2609	16	7	the	the	DET
bcpe-2609	16	8	brain	brain	NOUN
bcpe-2609	16	9	’s	’s	PART
bcpe-2609	16	10	genetics	genetic	NOUN
bcpe-2609	16	11	such	such	ADJ
bcpe-2609	16	12	as	as	ADP
bcpe-2609	16	13	the	the	DET
bcpe-2609	16	14	neurotransmitter	neurotransmitter	NOUN
bcpe-2609	16	15	,	,	PUNCT
bcpe-2609	16	16	and	and	CCONJ
bcpe-2609	16	17	the	the	DET
bcpe-2609	16	18	external	external	ADJ
bcpe-2609	16	19	factors	factor	NOUN
bcpe-2609	16	20	generally	generally	ADV
bcpe-2609	16	21	come	come	VERB
bcpe-2609	16	22	from	from	ADP
bcpe-2609	16	23	the	the	DET
bcpe-2609	16	24	individuals	individual	NOUN
bcpe-2609	16	25	'	'	PART
bcpe-2609	16	26	personal	personal	ADJ
bcpe-2609	16	27	lifetimes	lifetime	NOUN
bcpe-2609	16	28	,	,	PUNCT
bcpe-2609	16	29	physical	physical	ADJ
bcpe-2609	16	30	health	health	NOUN
bcpe-2609	16	31	conditions	condition	NOUN
bcpe-2609	16	32	,	,	PUNCT
bcpe-2609	16	33	and	and	CCONJ
bcpe-2609	16	34	social	social	ADJ
bcpe-2609	16	35	relationships	relationship	NOUN
bcpe-2609	16	36	.	.	PUNCT
bcpe-2609	17	1	depression	depression	NOUN
bcpe-2609	17	2	can	can	AUX
bcpe-2609	17	3	cause	cause	VERB
bcpe-2609	17	4	a	a	DET
bcpe-2609	17	5	series	series	NOUN
bcpe-2609	17	6	of	of	ADP
bcpe-2609	17	7	mental	mental	ADJ
bcpe-2609	17	8	diseases	disease	NOUN
bcpe-2609	17	9	and	and	CCONJ
bcpe-2609	17	10	other	other	ADJ
bcpe-2609	17	11	negative	negative	ADJ
bcpe-2609	17	12	effects	effect	NOUN
bcpe-2609	17	13	in	in	ADP
bcpe-2609	17	14	the	the	DET
bcpe-2609	17	15	elderly	elderly	ADJ
bcpe-2609	17	16	group	group	NOUN
bcpe-2609	17	17	.	.	PUNCT
bcpe-2609	18	1	in	in	ADP
bcpe-2609	18	2	addition	addition	NOUN
bcpe-2609	18	3	,	,	PUNCT
bcpe-2609	18	4	it	it	PRON
bcpe-2609	18	5	is	be	AUX
bcpe-2609	18	6	a	a	DET
bcpe-2609	18	7	silent	silent	ADJ
bcpe-2609	18	8	disease	disease	NOUN
bcpe-2609	18	9	without	without	ADP
bcpe-2609	18	10	any	any	DET
bcpe-2609	18	11	obvious	obvious	ADJ
bcpe-2609	18	12	symptoms	symptom	NOUN
bcpe-2609	18	13	that	that	PRON
bcpe-2609	18	14	can	can	AUX
bcpe-2609	18	15	not	not	PART
bcpe-2609	18	16	be	be	AUX
bcpe-2609	18	17	detected	detect	VERB
bcpe-2609	18	18	easily	easily	ADV
bcpe-2609	18	19	.	.	PUNCT
bcpe-2609	19	1	therefore	therefore	ADV
bcpe-2609	19	2	,	,	PUNCT
bcpe-2609	19	3	it	it	PRON
bcpe-2609	19	4	would	would	AUX
bcpe-2609	19	5	be	be	AUX
bcpe-2609	19	6	necessary	necessary	ADJ
bcpe-2609	19	7	to	to	PART
bcpe-2609	19	8	develop	develop	VERB
bcpe-2609	19	9	a	a	DET
bcpe-2609	19	10	mechanism	mechanism	NOUN
bcpe-2609	19	11	that	that	PRON
bcpe-2609	19	12	is	be	AUX
bcpe-2609	19	13	capable	capable	ADJ
bcpe-2609	19	14	of	of	ADP
bcpe-2609	19	15	identifying	identify	VERB
bcpe-2609	19	16	depression	depression	NOUN
bcpe-2609	19	17	from	from	ADP
bcpe-2609	19	18	the	the	DET
bcpe-2609	19	19	daily	daily	ADJ
bcpe-2609	19	20	activities	activity	NOUN
bcpe-2609	19	21	of	of	ADP
bcpe-2609	19	22	the	the	DET
bcpe-2609	19	23	seniors	senior	NOUN
bcpe-2609	19	24	.	.	PUNCT
bcpe-2609	20	1	sentiment	sentiment	NOUN
bcpe-2609	20	2	analysis	analysis	NOUN
bcpe-2609	20	3	has	have	AUX
bcpe-2609	20	4	been	be	AUX
bcpe-2609	20	5	a	a	DET
bcpe-2609	20	6	major	major	ADJ
bcpe-2609	20	7	branch	branch	NOUN
bcpe-2609	20	8	of	of	ADP
bcpe-2609	20	9	natural	natural	ADJ
bcpe-2609	20	10	language	language	NOUN
bcpe-2609	20	11	processing	processing	NOUN
bcpe-2609	20	12	(	(	PUNCT
bcpe-2609	20	13	nlp	nlp	NOUN
bcpe-2609	20	14	)	)	PUNCT
bcpe-2609	20	15	,	,	PUNCT
bcpe-2609	20	16	and	and	CCONJ
bcpe-2609	20	17	it	it	PRON
bcpe-2609	20	18	has	have	VERB
bcpe-2609	20	19	many	many	ADJ
bcpe-2609	20	20	applications	application	NOUN
bcpe-2609	20	21	in	in	ADP
bcpe-2609	20	22	medical	medical	ADJ
bcpe-2609	20	23	fields	field	NOUN
bcpe-2609	20	24	.	.	PUNCT
bcpe-2609	21	1	in	in	ADP
bcpe-2609	21	2	this	this	DET
bcpe-2609	21	3	study	study	NOUN
bcpe-2609	21	4	,	,	PUNCT
bcpe-2609	21	5	sentiment	sentiment	NOUN
bcpe-2609	21	6	analysis	analysis	NOUN
bcpe-2609	21	7	has	have	AUX
bcpe-2609	21	8	been	be	AUX
bcpe-2609	21	9	employed	employ	VERB
bcpe-2609	21	10	to	to	PART
bcpe-2609	21	11	detect	detect	VERB
bcpe-2609	21	12	and	and	CCONJ
bcpe-2609	21	13	analyse	analyse	VERB
bcpe-2609	21	14	the	the	DET
bcpe-2609	21	15	mental	mental	ADJ
bcpe-2609	21	16	state	state	NOUN
bcpe-2609	21	17	of	of	ADP
bcpe-2609	21	18	a	a	DET
bcpe-2609	21	19	patient	patient	NOUN
bcpe-2609	21	20	.	.	PUNCT
bcpe-2609	22	1	moreover	moreover	ADV
bcpe-2609	22	2	,	,	PUNCT
bcpe-2609	22	3	since	since	SCONJ
bcpe-2609	22	4	multiple	multiple	ADJ
bcpe-2609	22	5	data	datum	NOUN
bcpe-2609	22	6	forms	form	NOUN
bcpe-2609	22	7	can	can	AUX
bcpe-2609	22	8	be	be	AUX
bcpe-2609	22	9	gathered	gather	VERB
bcpe-2609	22	10	from	from	ADP
bcpe-2609	22	11	the	the	DET
bcpe-2609	22	12	patient	patient	NOUN
bcpe-2609	22	13	's	's	PART
bcpe-2609	22	14	daily	daily	ADJ
bcpe-2609	22	15	activities	activity	NOUN
bcpe-2609	22	16	,	,	PUNCT
bcpe-2609	22	17	combining	combine	VERB
bcpe-2609	22	18	all	all	DET
bcpe-2609	22	19	the	the	DET
bcpe-2609	22	20	different	different	ADJ
bcpe-2609	22	21	kinds	kind	NOUN
bcpe-2609	22	22	of	of	ADP
bcpe-2609	22	23	data	datum	NOUN
bcpe-2609	22	24	in	in	ADP
bcpe-2609	22	25	the	the	DET
bcpe-2609	22	26	analysis	analysis	NOUN
bcpe-2609	22	27	would	would	AUX
bcpe-2609	22	28	be	be	AUX
bcpe-2609	22	29	important	important	ADJ
bcpe-2609	22	30	.	.	PUNCT
bcpe-2609	23	1	therefore	therefore	ADV
bcpe-2609	23	2	,	,	PUNCT
bcpe-2609	23	3	the	the	DET
bcpe-2609	23	4	multimodal	multimodal	NOUN
bcpe-2609	23	5	transformer	transformer	NOUN
bcpe-2609	23	6	elder	eld	ADJ
bcpe-2609	23	7	depression	depression	NOUN
bcpe-2609	23	8	detection	detection	NOUN
bcpe-2609	23	9	(	(	PUNCT
bcpe-2609	23	10	mtedd	mtedd	NOUN
bcpe-2609	23	11	)	)	PUNCT
bcpe-2609	23	12	model	model	NOUN
bcpe-2609	23	13	is	be	AUX
bcpe-2609	23	14	proposed	propose	VERB
bcpe-2609	23	15	as	as	ADP
bcpe-2609	23	16	the	the	DET
bcpe-2609	23	17	solution	solution	NOUN
bcpe-2609	23	18	to	to	ADP
bcpe-2609	23	19	the	the	DET
bcpe-2609	23	20	problem	problem	NOUN
bcpe-2609	23	21	.	.	PUNCT
bcpe-2609	24	1	mtedd	mtedd	NOUN
bcpe-2609	24	2	is	be	AUX
bcpe-2609	24	3	built	build	VERB
bcpe-2609	24	4	to	to	PART
bcpe-2609	24	5	detect	detect	VERB
bcpe-2609	24	6	the	the	DET
bcpe-2609	24	7	mental	mental	ADJ
bcpe-2609	24	8	state	state	NOUN
bcpe-2609	24	9	of	of	ADP
bcpe-2609	24	10	the	the	DET
bcpe-2609	24	11	patients	patient	NOUN
bcpe-2609	24	12	with	with	ADP
bcpe-2609	24	13	multiple	multiple	ADJ
bcpe-2609	24	14	kinds	kind	NOUN
bcpe-2609	24	15	of	of	ADP
bcpe-2609	24	16	data	datum	NOUN
bcpe-2609	24	17	by	by	ADP
bcpe-2609	24	18	preparing	prepare	VERB
bcpe-2609	24	19	a	a	DET
bcpe-2609	24	20	deep	deep	ADJ
bcpe-2609	24	21	multimodal	multimodal	NOUN
bcpe-2609	24	22	learning	learn	VERB
bcpe-2609	24	23	architecture	architecture	NOUN
bcpe-2609	24	24	based	base	VERB
bcpe-2609	24	25	on	on	ADP
bcpe-2609	24	26	the	the	DET
bcpe-2609	24	27	transformer	transformer	NOUN
bcpe-2609	24	28	,	,	PUNCT
bcpe-2609	24	29	and	and	CCONJ
bcpe-2609	24	30	it	it	PRON
bcpe-2609	24	31	incorporates	incorporate	VERB
bcpe-2609	24	32	the	the	DET
bcpe-2609	24	33	inputs	input	NOUN
bcpe-2609	24	34	from	from	ADP
bcpe-2609	24	35	doctor	doctor	NOUN
bcpe-2609	24	36	-	-	PUNCT
bcpe-2609	24	37	patient	patient	NOUN
bcpe-2609	24	38	dialogue	dialogue	NOUN
bcpe-2609	24	39	texts	text	NOUN
bcpe-2609	24	40	,	,	PUNCT
bcpe-2609	24	41	audio	audio	NOUN
bcpe-2609	24	42	recorded	record	VERB
bcpe-2609	24	43	and	and	CCONJ
bcpe-2609	24	44	video	video	NOUN
bcpe-2609	24	45	filmed	film	VERB
bcpe-2609	24	46	.	.	PUNCT
bcpe-2609	25	1	the	the	DET
bcpe-2609	25	2	proposed	propose	VERB
bcpe-2609	25	3	model	model	NOUN
bcpe-2609	25	4	is	be	AUX
bcpe-2609	25	5	tested	test	VERB
bcpe-2609	25	6	and	and	CCONJ
bcpe-2609	25	7	evaluated	evaluate	VERB
bcpe-2609	25	8	against	against	ADP
bcpe-2609	25	9	two	two	NUM
bcpe-2609	25	10	datasets	dataset	NOUN
bcpe-2609	25	11	,	,	PUNCT
bcpe-2609	25	12	namely	namely	ADV
bcpe-2609	25	13	,	,	PUNCT
bcpe-2609	25	14	daic	daic	ADJ
bcpe-2609	25	15	and	and	CCONJ
bcpe-2609	25	16	extended	extend	VERB
bcpe-2609	25	17	daic	daic	PROPN
bcpe-2609	25	18	,	,	PUNCT
bcpe-2609	25	19	which	which	PRON
bcpe-2609	25	20	have	have	AUX
bcpe-2609	25	21	already	already	ADV
bcpe-2609	25	22	been	be	AUX
bcpe-2609	25	23	used	use	VERB
bcpe-2609	25	24	for	for	ADP
bcpe-2609	25	25	benchmarking	benchmarke	VERB
bcpe-2609	25	26	in	in	ADP
bcpe-2609	25	27	depression	depression	NOUN
bcpe-2609	25	28	studies	study	NOUN
bcpe-2609	25	29	before	before	ADV
bcpe-2609	25	30	.	.	PUNCT
bcpe-2609	26	1	the	the	DET
bcpe-2609	26	2	experimental	experimental	ADJ
bcpe-2609	26	3	results	result	NOUN
bcpe-2609	26	4	show	show	VERB
bcpe-2609	26	5	that	that	SCONJ
bcpe-2609	26	6	the	the	DET
bcpe-2609	26	7	proposed	propose	VERB
bcpe-2609	26	8	mtedd	mtedd	NOUN
bcpe-2609	26	9	model	model	NOUN
bcpe-2609	26	10	can	can	AUX
bcpe-2609	26	11	profoundly	profoundly	ADV
bcpe-2609	26	12	improve	improve	VERB
bcpe-2609	26	13	accuracy	accuracy	NOUN
bcpe-2609	26	14	over	over	ADP
bcpe-2609	26	15	previous	previous	ADJ
bcpe-2609	26	16	works	work	NOUN
bcpe-2609	26	17	for	for	ADP
bcpe-2609	26	18	detecting	detect	VERB
bcpe-2609	26	19	depression	depression	NOUN
bcpe-2609	26	20	of	of	ADP
bcpe-2609	26	21	elders	elder	NOUN
bcpe-2609	26	22	.	.	PUNCT
bcpe-2609	27	1	1.1	1.1	NUM
bcpe-2609	27	2	challenges	challenge	VERB
bcpe-2609	27	3	the	the	DET
bcpe-2609	27	4	challenges	challenge	NOUN
bcpe-2609	27	5	that	that	PRON
bcpe-2609	27	6	were	be	AUX
bcpe-2609	27	7	faced	face	VERB
bcpe-2609	27	8	in	in	ADP
bcpe-2609	27	9	the	the	DET
bcpe-2609	27	10	research	research	NOUN
bcpe-2609	27	11	include	include	VERB
bcpe-2609	27	12	finding	find	VERB
bcpe-2609	27	13	appropriate	appropriate	ADJ
bcpe-2609	27	14	data	datum	NOUN
bcpe-2609	27	15	from	from	ADP
bcpe-2609	27	16	seniors	senior	NOUN
bcpe-2609	27	17	and	and	CCONJ
bcpe-2609	27	18	increasing	increase	VERB
bcpe-2609	27	19	the	the	DET
bcpe-2609	27	20	accuracy	accuracy	NOUN
bcpe-2609	27	21	of	of	ADP
bcpe-2609	27	22	the	the	DET
bcpe-2609	27	23	model	model	NOUN
bcpe-2609	27	24	.	.	PUNCT
bcpe-2609	28	1	for	for	ADP
bcpe-2609	28	2	the	the	DET
bcpe-2609	28	3	first	first	ADJ
bcpe-2609	28	4	challenge	challenge	NOUN
bcpe-2609	28	5	,	,	PUNCT
bcpe-2609	28	6	we	we	PRON
bcpe-2609	28	7	have	have	AUX
bcpe-2609	28	8	tried	try	VERB
bcpe-2609	28	9	to	to	PART
bcpe-2609	28	10	collect	collect	VERB
bcpe-2609	28	11	data	datum	NOUN
bcpe-2609	28	12	from	from	ADP
bcpe-2609	28	13	the	the	DET
bcpe-2609	28	14	elders	elder	NOUN
bcpe-2609	28	15	ourselves	ourselves	PRON
bcpe-2609	28	16	and	and	CCONJ
bcpe-2609	28	17	had	have	VERB
bcpe-2609	28	18	them	they	PRON
bcpe-2609	28	19	to	to	PART
bcpe-2609	28	20	fill	fill	VERB
bcpe-2609	28	21	in	in	ADP
bcpe-2609	28	22	a	a	DET
bcpe-2609	28	23	questionnaire	questionnaire	NOUN
bcpe-2609	28	24	.	.	PUNCT
bcpe-2609	29	1	however	however	ADV
bcpe-2609	29	2	,	,	PUNCT
bcpe-2609	29	3	during	during	ADP
bcpe-2609	29	4	the	the	DET
bcpe-2609	29	5	investigation	investigation	NOUN
bcpe-2609	29	6	,	,	PUNCT
bcpe-2609	29	7	we	we	PRON
bcpe-2609	29	8	found	find	VERB
bcpe-2609	29	9	that	that	SCONJ
bcpe-2609	29	10	there	there	PRON
bcpe-2609	29	11	is	be	VERB
bcpe-2609	29	12	a	a	DET
bcpe-2609	29	13	greater	great	ADJ
bcpe-2609	29	14	possibility	possibility	NOUN
bcpe-2609	29	15	for	for	SCONJ
bcpe-2609	29	16	seniors	senior	NOUN
bcpe-2609	29	17	to	to	PART
bcpe-2609	29	18	hide	hide	VERB
bcpe-2609	29	19	their	their	PRON
bcpe-2609	29	20	emotions	emotion	NOUN
bcpe-2609	29	21	.	.	PUNCT
bcpe-2609	30	1	it	it	PRON
bcpe-2609	30	2	would	would	AUX
bcpe-2609	30	3	be	be	AUX
bcpe-2609	30	4	difficult	difficult	ADJ
bcpe-2609	30	5	for	for	SCONJ
bcpe-2609	30	6	us	we	PRON
bcpe-2609	30	7	to	to	PART
bcpe-2609	30	8	truly	truly	ADV
bcpe-2609	30	9	tell	tell	VERB
bcpe-2609	30	10	the	the	DET
bcpe-2609	30	11	real	real	ADJ
bcpe-2609	30	12	emotion	emotion	NOUN
bcpe-2609	30	13	states	state	NOUN
bcpe-2609	30	14	for	for	ADP
bcpe-2609	30	15	the	the	DET
bcpe-2609	30	16	elders	elder	NOUN
bcpe-2609	30	17	,	,	PUNCT
bcpe-2609	30	18	and	and	CCONJ
bcpe-2609	30	19	we	we	PRON
bcpe-2609	30	20	conceived	conceive	VERB
bcpe-2609	30	21	that	that	SCONJ
bcpe-2609	30	22	the	the	DET
bcpe-2609	30	23	identification	identification	NOUN
bcpe-2609	30	24	process	process	NOUN
bcpe-2609	30	25	would	would	AUX
bcpe-2609	30	26	be	be	AUX
bcpe-2609	30	27	worse	bad	ADJ
bcpe-2609	30	28	for	for	ADP
bcpe-2609	30	29	machine	machine	NOUN
bcpe-2609	30	30	.	.	PUNCT
bcpe-2609	31	1	to	to	PART
bcpe-2609	31	2	overcome	overcome	VERB
bcpe-2609	31	3	the	the	DET
bcpe-2609	31	4	problems	problem	NOUN
bcpe-2609	31	5	,	,	PUNCT
bcpe-2609	31	6	we	we	PRON
bcpe-2609	31	7	first	first	ADV
bcpe-2609	31	8	gave	give	VERB
bcpe-2609	31	9	the	the	DET
bcpe-2609	31	10	elders	elder	NOUN
bcpe-2609	31	11	with	with	ADP
bcpe-2609	31	12	a	a	DET
bcpe-2609	31	13	survey	survey	NOUN
bcpe-2609	31	14	form	form	NOUN
bcpe-2609	31	15	that	that	SCONJ
bcpe-2609	31	16	they	they	PRON
bcpe-2609	31	17	were	be	AUX
bcpe-2609	31	18	to	to	PART
bcpe-2609	31	19	fill	fill	VERB
bcpe-2609	31	20	in	in	ADP
bcpe-2609	31	21	their	their	PRON
bcpe-2609	31	22	daily	daily	ADJ
bcpe-2609	31	23	activities	activity	NOUN
bcpe-2609	31	24	,	,	PUNCT
bcpe-2609	31	25	and	and	CCONJ
bcpe-2609	31	26	took	take	VERB
bcpe-2609	31	27	care	care	NOUN
bcpe-2609	31	28	of	of	ADP
bcpe-2609	31	29	only	only	ADV
bcpe-2609	31	30	counting	count	VERB
bcpe-2609	31	31	the	the	DET
bcpe-2609	31	32	ones	one	NOUN
bcpe-2609	31	33	who	who	PRON
bcpe-2609	31	34	filled	fill	VERB
bcpe-2609	31	35	their	their	PRON
bcpe-2609	31	36	personal	personal	ADJ
bcpe-2609	31	37	bcp	bcp	PROPN
bcpe-2609	31	38	education	education	PROPN
bcpe-2609	31	39	&	&	CCONJ
bcpe-2609	31	40	psychology	psychology	PROPN
bcpe-2609	31	41	ess	ess	PROPN
bcpe-2609	31	42	2022	2022	NUM
bcpe-2609	31	43	volume	volume	NOUN
bcpe-2609	31	44	7	7	NUM
bcpe-2609	31	45	(	(	PUNCT
bcpe-2609	31	46	2022	2022	NUM
bcpe-2609	31	47	)	)	PUNCT
bcpe-2609	31	48	65	65	NUM
bcpe-2609	31	49	information	information	NOUN
bcpe-2609	31	50	correctly	correctly	ADV
bcpe-2609	31	51	.	.	PUNCT
bcpe-2609	32	1	for	for	ADP
bcpe-2609	32	2	finding	find	VERB
bcpe-2609	32	3	relevant	relevant	ADJ
bcpe-2609	32	4	data	datum	NOUN
bcpe-2609	32	5	from	from	ADP
bcpe-2609	32	6	seniors	senior	NOUN
bcpe-2609	32	7	,	,	PUNCT
bcpe-2609	32	8	we	we	PRON
bcpe-2609	32	9	have	have	AUX
bcpe-2609	32	10	tried	try	VERB
bcpe-2609	32	11	to	to	PART
bcpe-2609	32	12	include	include	VERB
bcpe-2609	32	13	various	various	ADJ
bcpe-2609	32	14	kinds	kind	NOUN
bcpe-2609	32	15	of	of	ADP
bcpe-2609	32	16	data	datum	NOUN
bcpe-2609	32	17	from	from	ADP
bcpe-2609	32	18	elders	elder	NOUN
bcpe-2609	32	19	'	'	PART
bcpe-2609	32	20	daily	daily	ADJ
bcpe-2609	32	21	activities	activity	NOUN
bcpe-2609	32	22	.	.	PUNCT
bcpe-2609	33	1	but	but	CCONJ
bcpe-2609	33	2	still	still	ADV
bcpe-2609	33	3	,	,	PUNCT
bcpe-2609	33	4	we	we	PRON
bcpe-2609	33	5	made	make	VERB
bcpe-2609	33	6	considerable	considerable	ADJ
bcpe-2609	33	7	efforts	effort	NOUN
bcpe-2609	33	8	to	to	PART
bcpe-2609	33	9	understand	understand	VERB
bcpe-2609	33	10	the	the	DET
bcpe-2609	33	11	issue	issue	NOUN
bcpe-2609	33	12	of	of	ADP
bcpe-2609	33	13	elder	eld	ADJ
bcpe-2609	33	14	depression	depression	NOUN
bcpe-2609	33	15	,	,	PUNCT
bcpe-2609	33	16	and	and	CCONJ
bcpe-2609	33	17	it	it	PRON
bcpe-2609	33	18	was	be	AUX
bcpe-2609	33	19	only	only	ADV
bcpe-2609	33	20	after	after	SCONJ
bcpe-2609	33	21	we	we	PRON
bcpe-2609	33	22	did	do	VERB
bcpe-2609	33	23	our	our	PRON
bcpe-2609	33	24	best	good	ADJ
bcpe-2609	33	25	that	that	SCONJ
bcpe-2609	33	26	we	we	PRON
bcpe-2609	33	27	found	find	VERB
bcpe-2609	33	28	it	it	PRON
bcpe-2609	33	29	would	would	AUX
bcpe-2609	33	30	necessary	necessary	ADJ
bcpe-2609	33	31	to	to	PART
bcpe-2609	33	32	seek	seek	VERB
bcpe-2609	33	33	help	help	NOUN
bcpe-2609	33	34	from	from	ADP
bcpe-2609	33	35	deep	deep	ADJ
bcpe-2609	33	36	learning	learning	NOUN
bcpe-2609	33	37	to	to	PART
bcpe-2609	33	38	grasp	grasp	VERB
bcpe-2609	33	39	the	the	DET
bcpe-2609	33	40	details	detail	NOUN
bcpe-2609	33	41	of	of	ADP
bcpe-2609	33	42	emotional	emotional	ADJ
bcpe-2609	33	43	states	state	NOUN
bcpe-2609	33	44	of	of	ADP
bcpe-2609	33	45	the	the	DET
bcpe-2609	33	46	elders	elder	NOUN
bcpe-2609	33	47	and	and	CCONJ
bcpe-2609	33	48	identify	identify	VERB
bcpe-2609	33	49	the	the	DET
bcpe-2609	33	50	symptoms	symptom	NOUN
bcpe-2609	33	51	in	in	ADP
bcpe-2609	33	52	timely	timely	ADJ
bcpe-2609	33	53	manner	manner	NOUN
bcpe-2609	33	54	.	.	PUNCT
bcpe-2609	34	1	as	as	ADP
bcpe-2609	34	2	a	a	DET
bcpe-2609	34	3	result	result	NOUN
bcpe-2609	34	4	,	,	PUNCT
bcpe-2609	34	5	the	the	DET
bcpe-2609	34	6	second	second	ADJ
bcpe-2609	34	7	challenge	challenge	NOUN
bcpe-2609	34	8	that	that	PRON
bcpe-2609	34	9	we	we	PRON
bcpe-2609	34	10	faced	face	VERB
bcpe-2609	34	11	was	be	AUX
bcpe-2609	34	12	how	how	SCONJ
bcpe-2609	34	13	to	to	PART
bcpe-2609	34	14	increase	increase	VERB
bcpe-2609	34	15	the	the	DET
bcpe-2609	34	16	accuracy	accuracy	NOUN
bcpe-2609	34	17	of	of	ADP
bcpe-2609	34	18	the	the	DET
bcpe-2609	34	19	model	model	NOUN
bcpe-2609	34	20	.	.	PUNCT
bcpe-2609	35	1	here	here	ADV
bcpe-2609	35	2	,	,	PUNCT
bcpe-2609	35	3	the	the	DET
bcpe-2609	35	4	major	major	ADJ
bcpe-2609	35	5	difficulties	difficulty	NOUN
bcpe-2609	35	6	were	be	AUX
bcpe-2609	35	7	:	:	PUNCT
bcpe-2609	36	1	1	1	X
bcpe-2609	36	2	.	.	X
bcpe-2609	36	3	it	it	PRON
bcpe-2609	36	4	was	be	AUX
bcpe-2609	36	5	difficult	difficult	ADJ
bcpe-2609	36	6	to	to	PART
bcpe-2609	36	7	obtain	obtain	VERB
bcpe-2609	36	8	the	the	DET
bcpe-2609	36	9	appropriate	appropriate	ADJ
bcpe-2609	36	10	data	datum	NOUN
bcpe-2609	36	11	for	for	ADP
bcpe-2609	36	12	deep	deep	ADJ
bcpe-2609	36	13	learning	learning	NOUN
bcpe-2609	36	14	that	that	PRON
bcpe-2609	36	15	fits	fit	VERB
bcpe-2609	36	16	our	our	PRON
bcpe-2609	36	17	purpose	purpose	NOUN
bcpe-2609	36	18	;	;	PUNCT
bcpe-2609	36	19	2	2	X
bcpe-2609	36	20	.	.	X
bcpe-2609	37	1	the	the	DET
bcpe-2609	37	2	models	model	NOUN
bcpe-2609	37	3	could	could	AUX
bcpe-2609	37	4	not	not	PART
bcpe-2609	37	5	produce	produce	VERB
bcpe-2609	37	6	accurate	accurate	ADJ
bcpe-2609	37	7	and	and	CCONJ
bcpe-2609	37	8	meaningful	meaningful	ADJ
bcpe-2609	37	9	result	result	NOUN
bcpe-2609	37	10	based	base	VERB
bcpe-2609	37	11	on	on	ADP
bcpe-2609	37	12	the	the	DET
bcpe-2609	37	13	training	training	NOUN
bcpe-2609	37	14	dataset	dataset	NOUN
bcpe-2609	37	15	.	.	PUNCT
bcpe-2609	38	1	in	in	ADP
bcpe-2609	38	2	the	the	DET
bcpe-2609	38	3	end	end	NOUN
bcpe-2609	38	4	,	,	PUNCT
bcpe-2609	38	5	we	we	PRON
bcpe-2609	38	6	believed	believe	VERB
bcpe-2609	38	7	that	that	SCONJ
bcpe-2609	38	8	it	it	PRON
bcpe-2609	38	9	would	would	AUX
bcpe-2609	38	10	important	important	ADJ
bcpe-2609	38	11	to	to	PART
bcpe-2609	38	12	make	make	VERB
bcpe-2609	38	13	diagnostics	diagnostic	NOUN
bcpe-2609	38	14	comprehensively	comprehensively	ADV
bcpe-2609	38	15	so	so	SCONJ
bcpe-2609	38	16	that	that	SCONJ
bcpe-2609	38	17	all	all	DET
bcpe-2609	38	18	the	the	DET
bcpe-2609	38	19	possible	possible	ADJ
bcpe-2609	38	20	data	datum	NOUN
bcpe-2609	38	21	format	format	NOUN
bcpe-2609	38	22	,	,	PUNCT
bcpe-2609	38	23	such	such	ADJ
bcpe-2609	38	24	as	as	ADP
bcpe-2609	38	25	text	text	NOUN
bcpe-2609	38	26	,	,	PUNCT
bcpe-2609	38	27	audio	audio	NOUN
bcpe-2609	38	28	and	and	CCONJ
bcpe-2609	38	29	video	video	NOUN
bcpe-2609	38	30	,	,	PUNCT
bcpe-2609	38	31	should	should	AUX
bcpe-2609	38	32	be	be	AUX
bcpe-2609	38	33	evaluated	evaluate	VERB
bcpe-2609	38	34	simultaneously	simultaneously	ADV
bcpe-2609	38	35	.	.	PUNCT
bcpe-2609	39	1	therefore	therefore	ADV
bcpe-2609	39	2	,	,	PUNCT
bcpe-2609	39	3	we	we	PRON
bcpe-2609	39	4	employed	employ	VERB
bcpe-2609	39	5	a	a	DET
bcpe-2609	39	6	structure	structure	NOUN
bcpe-2609	39	7	based	base	VERB
bcpe-2609	39	8	on	on	ADP
bcpe-2609	39	9	the	the	DET
bcpe-2609	39	10	transformer	transformer	NOUN
bcpe-2609	39	11	that	that	PRON
bcpe-2609	39	12	can	can	AUX
bcpe-2609	39	13	handle	handle	VERB
bcpe-2609	39	14	multi	multi	ADJ
bcpe-2609	39	15	-	-	ADJ
bcpe-2609	39	16	modal	modal	ADJ
bcpe-2609	39	17	inputs	input	NOUN
bcpe-2609	39	18	and	and	CCONJ
bcpe-2609	39	19	outputs	output	NOUN
bcpe-2609	39	20	.	.	PUNCT
bcpe-2609	40	1	further	far	ADV
bcpe-2609	40	2	,	,	PUNCT
bcpe-2609	40	3	we	we	PRON
bcpe-2609	40	4	made	make	VERB
bcpe-2609	40	5	many	many	ADJ
bcpe-2609	40	6	improvements	improvement	NOUN
bcpe-2609	40	7	and	and	CCONJ
bcpe-2609	40	8	modification	modification	NOUN
bcpe-2609	40	9	of	of	ADP
bcpe-2609	40	10	the	the	DET
bcpe-2609	40	11	model	model	NOUN
bcpe-2609	40	12	so	so	SCONJ
bcpe-2609	40	13	it	it	PRON
bcpe-2609	40	14	could	could	AUX
bcpe-2609	40	15	extract	extract	VERB
bcpe-2609	40	16	the	the	DET
bcpe-2609	40	17	semantic	semantic	ADJ
bcpe-2609	40	18	information	information	NOUN
bcpe-2609	40	19	from	from	ADP
bcpe-2609	40	20	multi	multi	ADJ
bcpe-2609	40	21	-	-	ADJ
bcpe-2609	40	22	modal	modal	ADJ
bcpe-2609	40	23	inputs	input	NOUN
bcpe-2609	40	24	of	of	ADP
bcpe-2609	40	25	the	the	DET
bcpe-2609	40	26	elder	elder	ADJ
bcpe-2609	40	27	group	group	NOUN
bcpe-2609	40	28	,	,	PUNCT
bcpe-2609	40	29	which	which	PRON
bcpe-2609	40	30	could	could	AUX
bcpe-2609	40	31	be	be	AUX
bcpe-2609	40	32	used	use	VERB
bcpe-2609	40	33	in	in	ADP
bcpe-2609	40	34	extracting	extract	VERB
bcpe-2609	40	35	the	the	DET
bcpe-2609	40	36	accurate	accurate	ADJ
bcpe-2609	40	37	diagnosis	diagnosis	NOUN
bcpe-2609	40	38	of	of	ADP
bcpe-2609	40	39	depression	depression	NOUN
bcpe-2609	40	40	.	.	PUNCT
bcpe-2609	41	1	1.2	1.2	NUM
bcpe-2609	41	2	contribution	contribution	NOUN
bcpe-2609	41	3	there	there	PRON
bcpe-2609	41	4	are	be	VERB
bcpe-2609	41	5	three	three	NUM
bcpe-2609	41	6	main	main	ADJ
bcpe-2609	41	7	contributions	contribution	NOUN
bcpe-2609	41	8	of	of	ADP
bcpe-2609	41	9	the	the	DET
bcpe-2609	41	10	research	research	NOUN
bcpe-2609	41	11	:	:	PUNCT
bcpe-2609	41	12	1	1	X
bcpe-2609	41	13	)	)	PUNCT
bcpe-2609	41	14	filtered	filter	VERB
bcpe-2609	41	15	the	the	DET
bcpe-2609	41	16	general	general	ADJ
bcpe-2609	41	17	data	datum	NOUN
bcpe-2609	41	18	set	set	VERB
bcpe-2609	41	19	into	into	ADP
bcpe-2609	41	20	the	the	DET
bcpe-2609	41	21	elder	elder	ADJ
bcpe-2609	41	22	group	group	NOUN
bcpe-2609	41	23	using	use	VERB
bcpe-2609	41	24	the	the	DET
bcpe-2609	41	25	age	age	NOUN
bcpe-2609	41	26	detection	detection	NOUN
bcpe-2609	41	27	model	model	NOUN
bcpe-2609	41	28	;	;	PUNCT
bcpe-2609	41	29	2	2	X
bcpe-2609	41	30	)	)	PUNCT
bcpe-2609	41	31	used	use	VERB
bcpe-2609	41	32	a	a	DET
bcpe-2609	41	33	transformer	transformer	ADJ
bcpe-2609	41	34	architecture	architecture	NOUN
bcpe-2609	41	35	based	base	VERB
bcpe-2609	41	36	multimodal	multimodal	NOUN
bcpe-2609	41	37	model	model	NOUN
bcpe-2609	41	38	training	training	NOUN
bcpe-2609	41	39	to	to	PART
bcpe-2609	41	40	test	test	VERB
bcpe-2609	41	41	on	on	ADP
bcpe-2609	41	42	the	the	DET
bcpe-2609	41	43	self	self	NOUN
bcpe-2609	41	44	-	-	PUNCT
bcpe-2609	41	45	filtered	filter	VERB
bcpe-2609	41	46	dataset	dataset	NOUN
bcpe-2609	41	47	;	;	PUNCT
bcpe-2609	41	48	3	3	X
bcpe-2609	41	49	)	)	PUNCT
bcpe-2609	41	50	gathered	gather	VERB
bcpe-2609	41	51	a	a	DET
bcpe-2609	41	52	new	new	ADJ
bcpe-2609	41	53	dataset	dataset	NOUN
bcpe-2609	41	54	and	and	CCONJ
bcpe-2609	41	55	actual	actual	ADJ
bcpe-2609	41	56	data	datum	NOUN
bcpe-2609	41	57	from	from	ADP
bcpe-2609	41	58	patient	patient	ADJ
bcpe-2609	41	59	interviews	interview	NOUN
bcpe-2609	41	60	to	to	PART
bcpe-2609	41	61	test	test	VERB
bcpe-2609	41	62	the	the	DET
bcpe-2609	41	63	final	final	ADJ
bcpe-2609	41	64	model	model	NOUN
bcpe-2609	41	65	.	.	PUNCT
bcpe-2609	42	1	2	2	X
bcpe-2609	42	2	.	.	X
bcpe-2609	42	3	related	relate	VERB
bcpe-2609	42	4	work	work	NOUN
bcpe-2609	42	5	2.1	2.1	NUM
bcpe-2609	42	6	depression	depression	NOUN
bcpe-2609	42	7	detection	detection	NOUN
bcpe-2609	42	8	methods	method	NOUN
bcpe-2609	42	9	in	in	ADP
bcpe-2609	42	10	a	a	DET
bcpe-2609	42	11	traditional	traditional	ADJ
bcpe-2609	42	12	diagnosis	diagnosis	NOUN
bcpe-2609	42	13	of	of	ADP
bcpe-2609	42	14	depression	depression	NOUN
bcpe-2609	42	15	,	,	PUNCT
bcpe-2609	42	16	psychologists	psychologist	NOUN
bcpe-2609	42	17	diagnose	diagnose	VERB
bcpe-2609	42	18	depression	depression	NOUN
bcpe-2609	42	19	by	by	ADP
bcpe-2609	42	20	the	the	DET
bcpe-2609	42	21	patient	patient	NOUN
bcpe-2609	42	22	's	's	PART
bcpe-2609	42	23	symptoms	symptom	NOUN
bcpe-2609	42	24	.	.	PUNCT
bcpe-2609	43	1	experts	expert	NOUN
bcpe-2609	43	2	try	try	VERB
bcpe-2609	43	3	to	to	PART
bcpe-2609	43	4	capture	capture	VERB
bcpe-2609	43	5	some	some	PRON
bcpe-2609	43	6	of	of	ADP
bcpe-2609	43	7	the	the	DET
bcpe-2609	43	8	patient	patient	NOUN
bcpe-2609	43	9	's	's	PART
bcpe-2609	43	10	symptoms	symptom	NOUN
bcpe-2609	43	11	,	,	PUNCT
bcpe-2609	43	12	including	include	VERB
bcpe-2609	43	13	low	low	ADJ
bcpe-2609	43	14	energy	energy	NOUN
bcpe-2609	43	15	,	,	PUNCT
bcpe-2609	43	16	anxiety	anxiety	NOUN
bcpe-2609	43	17	,	,	PUNCT
bcpe-2609	43	18	guilty	guilty	ADJ
bcpe-2609	43	19	,	,	PUNCT
bcpe-2609	43	20	feeling	feeling	NOUN
bcpe-2609	43	21	of	of	ADP
bcpe-2609	43	22	hopelessness	hopelessness	NOUN
bcpe-2609	43	23	,	,	PUNCT
bcpe-2609	43	24	thoughts	thought	NOUN
bcpe-2609	43	25	of	of	ADP
bcpe-2609	43	26	anti	anti	ADJ
bcpe-2609	43	27	-	-	ADJ
bcpe-2609	43	28	social	social	ADJ
bcpe-2609	43	29	behaviours	behaviour	NOUN
bcpe-2609	43	30	,	,	PUNCT
bcpe-2609	43	31	and	and	CCONJ
bcpe-2609	43	32	even	even	ADV
bcpe-2609	43	33	suicide	suicide	VERB
bcpe-2609	43	34	.	.	PUNCT
bcpe-2609	44	1	according	accord	VERB
bcpe-2609	44	2	to	to	ADP
bcpe-2609	44	3	the	the	DET
bcpe-2609	44	4	reports	report	NOUN
bcpe-2609	44	5	from	from	ADP
bcpe-2609	44	6	the	the	DET
bcpe-2609	44	7	associations	association	NOUN
bcpe-2609	44	8	of	of	ADP
bcpe-2609	44	9	american	american	PROPN
bcpe-2609	44	10	psychiatric	psychiatric	PROPN
bcpe-2609	44	11	association	association	PROPN
bcpe-2609	44	12	's	's	PART
bcpe-2609	44	13	diagnostic	diagnostic	ADJ
bcpe-2609	44	14	and	and	CCONJ
bcpe-2609	44	15	statistical	statistical	ADJ
bcpe-2609	44	16	manual	manual	NOUN
bcpe-2609	44	17	(	(	PUNCT
bcpe-2609	44	18	dsm	dsm	NOUN
bcpe-2609	44	19	-	-	PUNCT
bcpe-2609	44	20	iv	iv	NOUN
bcpe-2609	44	21	)	)	PUNCT
bcpe-2609	44	22	and	and	CCONJ
bcpe-2609	44	23	the	the	DET
bcpe-2609	44	24	international	international	ADJ
bcpe-2609	44	25	classification	classification	NOUN
bcpe-2609	44	26	of	of	ADP
bcpe-2609	44	27	diseases	disease	NOUN
bcpe-2609	44	28	(	(	PUNCT
bcpe-2609	44	29	icd-10	icd-10	NOUN
bcpe-2609	44	30	)	)	PUNCT
bcpe-2609	44	31	,	,	PUNCT
bcpe-2609	44	32	adults	adult	NOUN
bcpe-2609	44	33	over	over	ADP
bcpe-2609	44	34	65	65	NUM
bcpe-2609	44	35	years	year	NOUN
bcpe-2609	44	36	of	of	ADP
bcpe-2609	44	37	age	age	NOUN
bcpe-2609	44	38	with	with	ADP
bcpe-2609	44	39	those	those	DET
bcpe-2609	44	40	described	describe	VERB
bcpe-2609	44	41	symptoms	symptom	NOUN
bcpe-2609	44	42	are	be	AUX
bcpe-2609	44	43	defined	define	VERB
bcpe-2609	44	44	as	as	ADP
bcpe-2609	44	45	patients	patient	NOUN
bcpe-2609	44	46	with	with	ADP
bcpe-2609	44	47	late	late	ADJ
bcpe-2609	44	48	-	-	PUNCT
bcpe-2609	44	49	life	life	NOUN
bcpe-2609	44	50	depression	depression	NOUN
bcpe-2609	44	51	[	[	X
bcpe-2609	44	52	2	2	NUM
bcpe-2609	44	53	]	]	PUNCT
bcpe-2609	44	54	.	.	PUNCT
bcpe-2609	45	1	the	the	DET
bcpe-2609	45	2	clinical	clinical	ADJ
bcpe-2609	45	3	diagnosis	diagnosis	NOUN
bcpe-2609	45	4	of	of	ADP
bcpe-2609	45	5	geriatric	geriatric	ADJ
bcpe-2609	45	6	depression	depression	NOUN
bcpe-2609	45	7	is	be	AUX
bcpe-2609	45	8	mainly	mainly	ADV
bcpe-2609	45	9	made	make	VERB
bcpe-2609	45	10	from	from	ADP
bcpe-2609	45	11	a	a	DET
bcpe-2609	45	12	medical	medical	ADJ
bcpe-2609	45	13	and	and	CCONJ
bcpe-2609	45	14	psychological	psychological	ADJ
bcpe-2609	45	15	point	point	NOUN
bcpe-2609	45	16	of	of	ADP
bcpe-2609	45	17	view	view	NOUN
bcpe-2609	45	18	.	.	PUNCT
bcpe-2609	46	1	in	in	ADP
bcpe-2609	46	2	addition	addition	NOUN
bcpe-2609	46	3	to	to	ADP
bcpe-2609	46	4	dsm	dsm	NOUN
bcpe-2609	46	5	-	-	PUNCT
bcpe-2609	46	6	iv	iv	NOUN
bcpe-2609	46	7	and	and	CCONJ
bcpe-2609	46	8	icd-10	icd-10	DET
bcpe-2609	46	9	status	status	NOUN
bcpe-2609	46	10	,	,	PUNCT
bcpe-2609	46	11	there	there	PRON
bcpe-2609	46	12	are	be	VERB
bcpe-2609	46	13	several	several	ADJ
bcpe-2609	46	14	physical	physical	ADJ
bcpe-2609	46	15	changes	change	NOUN
bcpe-2609	46	16	,	,	PUNCT
bcpe-2609	46	17	including	include	VERB
bcpe-2609	46	18	hypercortisemia	hypercortisemia	NOUN
bcpe-2609	46	19	,	,	PUNCT
bcpe-2609	46	20	increased	increase	VERB
bcpe-2609	46	21	weight	weight	NOUN
bcpe-2609	46	22	and	and	CCONJ
bcpe-2609	46	23	body	body	NOUN
bcpe-2609	46	24	fat	fat	ADJ
bcpe-2609	46	25	,	,	PUNCT
bcpe-2609	46	26	decreased	decrease	VERB
bcpe-2609	46	27	bone	bone	NOUN
bcpe-2609	46	28	density	density	NOUN
bcpe-2609	46	29	,	,	PUNCT
bcpe-2609	46	30	increased	increase	VERB
bcpe-2609	46	31	exposure	exposure	NOUN
bcpe-2609	46	32	to	to	ADP
bcpe-2609	46	33	diabetes	diabetes	NOUN
bcpe-2609	46	34	and	and	CCONJ
bcpe-2609	46	35	hypertension	hypertension	NOUN
bcpe-2609	46	36	[	[	X
bcpe-2609	46	37	3	3	NUM
bcpe-2609	46	38	]	]	PUNCT
bcpe-2609	46	39	.	.	PUNCT
bcpe-2609	47	1	these	these	DET
bcpe-2609	47	2	older	old	ADJ
bcpe-2609	47	3	adults	adult	NOUN
bcpe-2609	47	4	tend	tend	VERB
bcpe-2609	47	5	to	to	PART
bcpe-2609	47	6	have	have	VERB
bcpe-2609	47	7	difficulties	difficulty	NOUN
bcpe-2609	47	8	with	with	ADP
bcpe-2609	47	9	attention	attention	NOUN
bcpe-2609	47	10	,	,	PUNCT
bcpe-2609	47	11	mental	mental	ADJ
bcpe-2609	47	12	processing	processing	NOUN
bcpe-2609	47	13	speed	speed	NOUN
bcpe-2609	47	14	,	,	PUNCT
bcpe-2609	47	15	and	and	CCONJ
bcpe-2609	47	16	executive	executive	ADJ
bcpe-2609	47	17	functioning	functioning	NOUN
bcpe-2609	47	18	.	.	PUNCT
bcpe-2609	48	1	depression	depression	NOUN
bcpe-2609	48	2	in	in	ADP
bcpe-2609	48	3	the	the	DET
bcpe-2609	48	4	elderly	elderly	ADJ
bcpe-2609	48	5	is	be	AUX
bcpe-2609	48	6	one	one	NUM
bcpe-2609	48	7	of	of	ADP
bcpe-2609	48	8	the	the	DET
bcpe-2609	48	9	common	common	ADJ
bcpe-2609	48	10	depressive	depressive	ADJ
bcpe-2609	48	11	disorders	disorder	NOUN
bcpe-2609	48	12	,	,	PUNCT
bcpe-2609	48	13	but	but	CCONJ
bcpe-2609	48	14	its	its	PRON
bcpe-2609	48	15	causes	cause	NOUN
bcpe-2609	48	16	,	,	PUNCT
bcpe-2609	48	17	symptoms	symptom	NOUN
bcpe-2609	48	18	and	and	CCONJ
bcpe-2609	48	19	consequences	consequence	NOUN
bcpe-2609	48	20	are	be	AUX
bcpe-2609	48	21	more	more	ADV
bcpe-2609	48	22	severe	severe	ADJ
bcpe-2609	48	23	and	and	CCONJ
bcpe-2609	48	24	complex	complex	ADJ
bcpe-2609	48	25	.	.	PUNCT
bcpe-2609	49	1	as	as	ADP
bcpe-2609	49	2	the	the	DET
bcpe-2609	49	3	population	population	NOUN
bcpe-2609	49	4	ages	age	NOUN
bcpe-2609	49	5	,	,	PUNCT
bcpe-2609	49	6	this	this	PRON
bcpe-2609	49	7	means	mean	VERB
bcpe-2609	49	8	that	that	SCONJ
bcpe-2609	49	9	depression	depression	NOUN
bcpe-2609	49	10	in	in	ADP
bcpe-2609	49	11	the	the	DET
bcpe-2609	49	12	elderly	elderly	ADJ
bcpe-2609	49	13	and	and	CCONJ
bcpe-2609	49	14	detecting	detect	VERB
bcpe-2609	49	15	their	their	PRON
bcpe-2609	49	16	depression	depression	NOUN
bcpe-2609	49	17	requires	require	VERB
bcpe-2609	49	18	more	more	ADJ
bcpe-2609	49	19	attention	attention	NOUN
bcpe-2609	49	20	and	and	CCONJ
bcpe-2609	49	21	research	research	NOUN
bcpe-2609	49	22	.	.	PUNCT
bcpe-2609	50	1	with	with	ADP
bcpe-2609	50	2	the	the	DET
bcpe-2609	50	3	help	help	NOUN
bcpe-2609	50	4	of	of	ADP
bcpe-2609	50	5	ai	ai	VERB
bcpe-2609	50	6	,	,	PUNCT
bcpe-2609	50	7	scientists	scientist	NOUN
bcpe-2609	50	8	have	have	AUX
bcpe-2609	50	9	started	start	VERB
bcpe-2609	50	10	to	to	PART
bcpe-2609	50	11	experiment	experiment	VERB
bcpe-2609	50	12	with	with	ADP
bcpe-2609	50	13	machine	machine	NOUN
bcpe-2609	50	14	learning	learn	VERB
bcpe-2609	50	15	techniques	technique	NOUN
bcpe-2609	50	16	to	to	PART
bcpe-2609	50	17	detect	detect	VERB
bcpe-2609	50	18	depression	depression	NOUN
bcpe-2609	50	19	.	.	PUNCT
bcpe-2609	51	1	a	a	DET
bcpe-2609	51	2	recent	recent	ADJ
bcpe-2609	51	3	study	study	NOUN
bcpe-2609	51	4	proposed	propose	VERB
bcpe-2609	51	5	a	a	DET
bcpe-2609	51	6	general	general	ADJ
bcpe-2609	51	7	approach	approach	NOUN
bcpe-2609	51	8	to	to	PART
bcpe-2609	51	9	detect	detect	VERB
bcpe-2609	51	10	depression	depression	NOUN
bcpe-2609	51	11	using	use	VERB
bcpe-2609	51	12	social	social	ADJ
bcpe-2609	51	13	media	medium	NOUN
bcpe-2609	51	14	texts	text	NOUN
bcpe-2609	51	15	,	,	PUNCT
bcpe-2609	51	16	using	use	VERB
bcpe-2609	51	17	data	datum	NOUN
bcpe-2609	51	18	sources	source	NOUN
bcpe-2609	51	19	from	from	ADP
bcpe-2609	51	20	twitter	twitter	NOUN
bcpe-2609	51	21	,	,	PUNCT
bcpe-2609	51	22	facebook	facebook	NOUN
bcpe-2609	51	23	,	,	PUNCT
bcpe-2609	51	24	reddit	reddit	NOUN
bcpe-2609	51	25	,	,	PUNCT
bcpe-2609	51	26	and	and	CCONJ
bcpe-2609	51	27	digital	digital	ADJ
bcpe-2609	51	28	journals	journal	NOUN
bcpe-2609	51	29	[	[	X
bcpe-2609	51	30	4	4	NUM
bcpe-2609	51	31	]	]	PUNCT
bcpe-2609	51	32	.	.	PUNCT
bcpe-2609	52	1	most	most	ADJ
bcpe-2609	52	2	of	of	ADP
bcpe-2609	52	3	the	the	DET
bcpe-2609	52	4	studies	study	NOUN
bcpe-2609	52	5	analysed	analyse	VERB
bcpe-2609	52	6	the	the	DET
bcpe-2609	52	7	messages	message	NOUN
bcpe-2609	52	8	posted	post	VERB
bcpe-2609	52	9	on	on	ADP
bcpe-2609	52	10	social	social	ADJ
bcpe-2609	52	11	media	medium	NOUN
bcpe-2609	52	12	platforms	platform	NOUN
bcpe-2609	52	13	by	by	ADP
bcpe-2609	52	14	people	people	NOUN
bcpe-2609	52	15	with	with	ADP
bcpe-2609	52	16	major	major	ADJ
bcpe-2609	52	17	depressive	depressive	ADJ
bcpe-2609	52	18	disorder	disorder	NOUN
bcpe-2609	52	19	to	to	PART
bcpe-2609	52	20	predict	predict	VERB
bcpe-2609	52	21	whether	whether	SCONJ
bcpe-2609	52	22	they	they	PRON
bcpe-2609	52	23	suffer	suffer	VERB
bcpe-2609	52	24	or	or	CCONJ
bcpe-2609	52	25	may	may	AUX
bcpe-2609	52	26	suffer	suffer	VERB
bcpe-2609	52	27	from	from	ADP
bcpe-2609	52	28	depression	depression	NOUN
bcpe-2609	52	29	.	.	PUNCT
bcpe-2609	53	1	also	also	ADV
bcpe-2609	53	2	,	,	PUNCT
bcpe-2609	53	3	researchers	researcher	NOUN
bcpe-2609	53	4	have	have	AUX
bcpe-2609	53	5	tried	try	VERB
bcpe-2609	53	6	to	to	PART
bcpe-2609	53	7	develop	develop	VERB
bcpe-2609	53	8	methods	method	NOUN
bcpe-2609	53	9	to	to	PART
bcpe-2609	53	10	detect	detect	VERB
bcpe-2609	53	11	clinical	clinical	ADJ
bcpe-2609	53	12	depression	depression	NOUN
bcpe-2609	53	13	based	base	VERB
bcpe-2609	53	14	on	on	ADP
bcpe-2609	53	15	their	their	PRON
bcpe-2609	53	16	behaviours	behaviour	NOUN
bcpe-2609	53	17	or	or	CCONJ
bcpe-2609	53	18	images	image	NOUN
bcpe-2609	53	19	.	.	PUNCT
bcpe-2609	54	1	for	for	ADP
bcpe-2609	54	2	example	example	NOUN
bcpe-2609	54	3	,	,	PUNCT
bcpe-2609	54	4	researchers	researcher	NOUN
bcpe-2609	54	5	have	have	AUX
bcpe-2609	54	6	tried	try	VERB
bcpe-2609	54	7	to	to	PART
bcpe-2609	54	8	classify	classify	VERB
bcpe-2609	54	9	images	image	NOUN
bcpe-2609	54	10	or	or	CCONJ
bcpe-2609	54	11	videos	video	NOUN
bcpe-2609	54	12	into	into	ADP
bcpe-2609	54	13	depression	depression	NOUN
bcpe-2609	54	14	or	or	CCONJ
bcpe-2609	54	15	not	not	PART
bcpe-2609	54	16	according	accord	VERB
bcpe-2609	54	17	to	to	ADP
bcpe-2609	54	18	the	the	DET
bcpe-2609	54	19	number	number	NOUN
bcpe-2609	54	20	of	of	ADP
bcpe-2609	54	21	positive	positive	ADJ
bcpe-2609	54	22	emotions	emotion	NOUN
bcpe-2609	54	23	that	that	PRON
bcpe-2609	54	24	were	be	AUX
bcpe-2609	54	25	found	find	VERB
bcpe-2609	54	26	in	in	ADP
bcpe-2609	54	27	an	an	DET
bcpe-2609	54	28	image	image	NOUN
bcpe-2609	54	29	.	.	PUNCT
bcpe-2609	55	1	if	if	SCONJ
bcpe-2609	55	2	there	there	PRON
bcpe-2609	55	3	are	be	VERB
bcpe-2609	55	4	more	more	ADV
bcpe-2609	55	5	negative	negative	ADJ
bcpe-2609	55	6	emotions	emotion	NOUN
bcpe-2609	55	7	,	,	PUNCT
bcpe-2609	55	8	then	then	ADV
bcpe-2609	55	9	the	the	DET
bcpe-2609	55	10	image	image	NOUN
bcpe-2609	55	11	is	be	AUX
bcpe-2609	55	12	classified	classify	VERB
bcpe-2609	55	13	as	as	ADP
bcpe-2609	55	14	depression	depression	NOUN
bcpe-2609	55	15	[	[	X
bcpe-2609	55	16	5	5	NUM
bcpe-2609	55	17	]	]	PUNCT
bcpe-2609	55	18	.	.	PUNCT
bcpe-2609	56	1	moreover	moreover	ADV
bcpe-2609	56	2	,	,	PUNCT
bcpe-2609	56	3	instead	instead	ADV
bcpe-2609	56	4	of	of	ADP
bcpe-2609	56	5	image	image	NOUN
bcpe-2609	56	6	,	,	PUNCT
bcpe-2609	56	7	other	other	ADJ
bcpe-2609	56	8	researchers	researcher	NOUN
bcpe-2609	56	9	used	use	VERB
bcpe-2609	56	10	videos	video	NOUN
bcpe-2609	56	11	to	to	PART
bcpe-2609	56	12	detect	detect	VERB
bcpe-2609	56	13	depressed	depressed	ADJ
bcpe-2609	56	14	patients	patient	NOUN
bcpe-2609	56	15	based	base	VERB
bcpe-2609	56	16	on	on	ADP
bcpe-2609	56	17	the	the	DET
bcpe-2609	56	18	facial	facial	ADJ
bcpe-2609	56	19	expressions	expression	NOUN
bcpe-2609	56	20	.	.	PUNCT
bcpe-2609	57	1	for	for	ADP
bcpe-2609	57	2	example	example	NOUN
bcpe-2609	57	3	,	,	PUNCT
bcpe-2609	57	4	the	the	DET
bcpe-2609	57	5	lip	lip	NOUN
bcpe-2609	57	6	motion	motion	NOUN
bcpe-2609	57	7	of	of	ADP
bcpe-2609	57	8	a	a	DET
bcpe-2609	57	9	patient	patient	NOUN
bcpe-2609	57	10	is	be	AUX
bcpe-2609	57	11	tracked	track	VERB
bcpe-2609	57	12	and	and	CCONJ
bcpe-2609	57	13	then	then	ADV
bcpe-2609	57	14	it	it	PRON
bcpe-2609	57	15	is	be	AUX
bcpe-2609	57	16	classified	classify	VERB
bcpe-2609	57	17	as	as	ADP
bcpe-2609	57	18	depression	depression	NOUN
bcpe-2609	57	19	or	or	CCONJ
bcpe-2609	57	20	not	not	PART
bcpe-2609	57	21	according	accord	VERB
bcpe-2609	57	22	to	to	ADP
bcpe-2609	57	23	its	its	PRON
bcpe-2609	57	24	motion	motion	NOUN
bcpe-2609	57	25	:	:	PUNCT
bcpe-2609	57	26	if	if	SCONJ
bcpe-2609	57	27	the	the	DET
bcpe-2609	57	28	lips	lip	NOUN
bcpe-2609	57	29	are	be	AUX
bcpe-2609	57	30	moving	move	VERB
bcpe-2609	57	31	in	in	ADP
bcpe-2609	57	32	an	an	DET
bcpe-2609	57	33	upward	upward	ADJ
bcpe-2609	57	34	direction	direction	NOUN
bcpe-2609	57	35	,	,	PUNCT
bcpe-2609	57	36	then	then	ADV
bcpe-2609	57	37	it	it	PRON
bcpe-2609	57	38	is	be	AUX
bcpe-2609	57	39	defined	define	VERB
bcpe-2609	57	40	as	as	ADP
bcpe-2609	57	41	depression	depression	NOUN
bcpe-2609	57	42	.	.	PUNCT
bcpe-2609	58	1	researchers	researcher	NOUN
bcpe-2609	58	2	have	have	AUX
bcpe-2609	58	3	also	also	ADV
bcpe-2609	58	4	tried	try	VERB
bcpe-2609	58	5	to	to	PART
bcpe-2609	58	6	develop	develop	VERB
bcpe-2609	58	7	a	a	DET
bcpe-2609	58	8	system	system	NOUN
bcpe-2609	58	9	that	that	PRON
bcpe-2609	58	10	is	be	AUX
bcpe-2609	58	11	bcp	bcp	PROPN
bcpe-2609	58	12	education	education	PROPN
bcpe-2609	58	13	&	&	CCONJ
bcpe-2609	58	14	psychology	psychology	PROPN
bcpe-2609	58	15	ess	ess	PROPN
bcpe-2609	59	1	2022	2022	NUM
bcpe-2609	59	2	volume	volume	NOUN
bcpe-2609	59	3	7	7	NUM
bcpe-2609	59	4	(	(	PUNCT
bcpe-2609	59	5	2022	2022	NUM
bcpe-2609	59	6	)	)	PUNCT
bcpe-2609	59	7	66	66	NUM
bcpe-2609	59	8	capable	capable	ADJ
bcpe-2609	59	9	of	of	ADP
bcpe-2609	59	10	detecting	detect	VERB
bcpe-2609	59	11	depression	depression	NOUN
bcpe-2609	59	12	by	by	ADP
bcpe-2609	59	13	analysing	analyse	VERB
bcpe-2609	59	14	the	the	DET
bcpe-2609	59	15	conversations	conversation	NOUN
bcpe-2609	59	16	between	between	ADP
bcpe-2609	59	17	doctors	doctor	NOUN
bcpe-2609	59	18	and	and	CCONJ
bcpe-2609	59	19	patients	patient	NOUN
bcpe-2609	59	20	.	.	PUNCT
bcpe-2609	60	1	the	the	DET
bcpe-2609	60	2	system	system	NOUN
bcpe-2609	60	3	can	can	AUX
bcpe-2609	60	4	analyse	analyse	VERB
bcpe-2609	60	5	the	the	DET
bcpe-2609	60	6	speed	speed	NOUN
bcpe-2609	60	7	of	of	ADP
bcpe-2609	60	8	talking	talking	NOUN
bcpe-2609	60	9	,	,	PUNCT
bcpe-2609	60	10	the	the	DET
bcpe-2609	60	11	pitch	pitch	NOUN
bcpe-2609	60	12	of	of	ADP
bcpe-2609	60	13	talking	talk	VERB
bcpe-2609	60	14	and	and	CCONJ
bcpe-2609	60	15	other	other	ADJ
bcpe-2609	60	16	parameters	parameter	NOUN
bcpe-2609	60	17	.	.	PUNCT
bcpe-2609	61	1	in	in	ADP
bcpe-2609	61	2	our	our	PRON
bcpe-2609	61	3	works	work	NOUN
bcpe-2609	61	4	,	,	PUNCT
bcpe-2609	61	5	we	we	PRON
bcpe-2609	61	6	have	have	AUX
bcpe-2609	61	7	tried	try	VERB
bcpe-2609	61	8	to	to	PART
bcpe-2609	61	9	detect	detect	VERB
bcpe-2609	61	10	depression	depression	NOUN
bcpe-2609	61	11	according	accord	VERB
bcpe-2609	61	12	to	to	ADP
bcpe-2609	61	13	the	the	DET
bcpe-2609	61	14	linguistic	linguistic	ADJ
bcpe-2609	61	15	expressions	expression	NOUN
bcpe-2609	61	16	from	from	ADP
bcpe-2609	61	17	texts	text	NOUN
bcpe-2609	61	18	,	,	PUNCT
bcpe-2609	61	19	audio	audio	NOUN
bcpe-2609	61	20	and	and	CCONJ
bcpe-2609	61	21	video	video	NOUN
bcpe-2609	61	22	that	that	PRON
bcpe-2609	61	23	were	be	AUX
bcpe-2609	61	24	gathered	gather	VERB
bcpe-2609	61	25	from	from	ADP
bcpe-2609	61	26	elder	elder	ADJ
bcpe-2609	61	27	people	people	NOUN
bcpe-2609	61	28	.	.	PUNCT
bcpe-2609	62	1	also	also	ADV
bcpe-2609	62	2	,	,	PUNCT
bcpe-2609	62	3	we	we	PRON
bcpe-2609	62	4	have	have	AUX
bcpe-2609	62	5	used	use	VERB
bcpe-2609	62	6	it	it	PRON
bcpe-2609	62	7	a	a	DET
bcpe-2609	62	8	dataset	dataset	NOUN
bcpe-2609	62	9	that	that	PRON
bcpe-2609	62	10	is	be	AUX
bcpe-2609	62	11	collected	collect	VERB
bcpe-2609	62	12	from	from	ADP
bcpe-2609	62	13	senior	senior	ADJ
bcpe-2609	62	14	citizens	citizen	NOUN
bcpe-2609	62	15	from	from	ADP
bcpe-2609	62	16	the	the	DET
bcpe-2609	62	17	community	community	NOUN
bcpe-2609	62	18	who	who	PRON
bcpe-2609	62	19	are	be	AUX
bcpe-2609	62	20	under	under	ADP
bcpe-2609	62	21	special	special	ADJ
bcpe-2609	62	22	circumstances	circumstance	NOUN
bcpe-2609	62	23	or	or	CCONJ
bcpe-2609	62	24	those	those	PRON
bcpe-2609	62	25	who	who	PRON
bcpe-2609	62	26	are	be	AUX
bcpe-2609	62	27	admitted	admit	VERB
bcpe-2609	62	28	into	into	ADP
bcpe-2609	62	29	a	a	DET
bcpe-2609	62	30	hospital	hospital	NOUN
bcpe-2609	62	31	for	for	ADP
bcpe-2609	62	32	further	further	ADJ
bcpe-2609	62	33	treatment	treatment	NOUN
bcpe-2609	62	34	.	.	PUNCT
bcpe-2609	63	1	2.2	2.2	NUM
bcpe-2609	63	2	natural	natural	ADJ
bcpe-2609	63	3	language	language	NOUN
bcpe-2609	63	4	processing	processing	NOUN
bcpe-2609	63	5	natural	natural	ADJ
bcpe-2609	63	6	language	language	NOUN
bcpe-2609	63	7	processing	processing	NOUN
bcpe-2609	63	8	(	(	PUNCT
bcpe-2609	63	9	nlp	nlp	NOUN
bcpe-2609	63	10	)	)	PUNCT
bcpe-2609	63	11	is	be	AUX
bcpe-2609	63	12	a	a	DET
bcpe-2609	63	13	field	field	NOUN
bcpe-2609	63	14	that	that	PRON
bcpe-2609	63	15	studies	study	VERB
bcpe-2609	63	16	the	the	DET
bcpe-2609	63	17	use	use	NOUN
bcpe-2609	63	18	of	of	ADP
bcpe-2609	63	19	computational	computational	ADJ
bcpe-2609	63	20	and	and	CCONJ
bcpe-2609	63	21	linguistic	linguistic	ADJ
bcpe-2609	63	22	techniques	technique	NOUN
bcpe-2609	63	23	to	to	PART
bcpe-2609	63	24	understand	understand	VERB
bcpe-2609	63	25	human	human	ADJ
bcpe-2609	63	26	language	language	NOUN
bcpe-2609	63	27	.	.	PUNCT
bcpe-2609	64	1	nlp	nlp	PROPN
bcpe-2609	64	2	employs	employ	VERB
bcpe-2609	64	3	statistical	statistical	ADJ
bcpe-2609	64	4	,	,	PUNCT
bcpe-2609	64	5	symbolic	symbolic	ADJ
bcpe-2609	64	6	,	,	PUNCT
bcpe-2609	64	7	and	and	CCONJ
bcpe-2609	64	8	experimental	experimental	ADJ
bcpe-2609	64	9	methods	method	NOUN
bcpe-2609	64	10	to	to	PART
bcpe-2609	64	11	process	process	VERB
bcpe-2609	64	12	natural	natural	ADJ
bcpe-2609	64	13	language	language	NOUN
bcpe-2609	64	14	.	.	PUNCT
bcpe-2609	65	1	one	one	NUM
bcpe-2609	65	2	of	of	ADP
bcpe-2609	65	3	the	the	DET
bcpe-2609	65	4	major	major	ADJ
bcpe-2609	65	5	branches	branch	NOUN
bcpe-2609	65	6	of	of	ADP
bcpe-2609	65	7	nlp	nlp	NOUN
bcpe-2609	65	8	is	be	AUX
bcpe-2609	65	9	sentiment	sentiment	NOUN
bcpe-2609	65	10	analysis	analysis	NOUN
bcpe-2609	65	11	,	,	PUNCT
bcpe-2609	65	12	which	which	PRON
bcpe-2609	65	13	is	be	AUX
bcpe-2609	65	14	the	the	DET
bcpe-2609	65	15	analysis	analysis	NOUN
bcpe-2609	65	16	of	of	ADP
bcpe-2609	65	17	opinions	opinion	NOUN
bcpe-2609	65	18	and	and	CCONJ
bcpe-2609	65	19	attitudes	attitude	NOUN
bcpe-2609	65	20	that	that	PRON
bcpe-2609	65	21	are	be	AUX
bcpe-2609	65	22	expressed	express	VERB
bcpe-2609	65	23	in	in	ADP
bcpe-2609	65	24	text	text	NOUN
bcpe-2609	65	25	.	.	PUNCT
bcpe-2609	66	1	the	the	DET
bcpe-2609	66	2	analysis	analysis	NOUN
bcpe-2609	66	3	is	be	AUX
bcpe-2609	66	4	performed	perform	VERB
bcpe-2609	66	5	on	on	ADP
bcpe-2609	66	6	the	the	DET
bcpe-2609	66	7	opinion	opinion	NOUN
bcpe-2609	66	8	and	and	CCONJ
bcpe-2609	66	9	attitudes	attitude	NOUN
bcpe-2609	66	10	that	that	PRON
bcpe-2609	66	11	are	be	AUX
bcpe-2609	66	12	gathered	gather	VERB
bcpe-2609	66	13	from	from	ADP
bcpe-2609	66	14	social	social	ADJ
bcpe-2609	66	15	media	medium	NOUN
bcpe-2609	66	16	,	,	PUNCT
bcpe-2609	66	17	reviews	review	NOUN
bcpe-2609	66	18	or	or	CCONJ
bcpe-2609	66	19	large	large	ADJ
bcpe-2609	66	20	news	news	NOUN
bcpe-2609	66	21	corpora	corpora	NOUN
bcpe-2609	66	22	.	.	PUNCT
bcpe-2609	67	1	sentiment	sentiment	NOUN
bcpe-2609	67	2	analysis	analysis	NOUN
bcpe-2609	67	3	is	be	AUX
bcpe-2609	67	4	an	an	DET
bcpe-2609	67	5	important	important	ADJ
bcpe-2609	67	6	topic	topic	NOUN
bcpe-2609	67	7	,	,	PUNCT
bcpe-2609	67	8	and	and	CCONJ
bcpe-2609	67	9	it	it	PRON
bcpe-2609	67	10	is	be	AUX
bcpe-2609	67	11	getting	get	VERB
bcpe-2609	67	12	more	more	ADJ
bcpe-2609	67	13	attention	attention	NOUN
bcpe-2609	67	14	due	due	ADP
bcpe-2609	67	15	to	to	ADP
bcpe-2609	67	16	the	the	DET
bcpe-2609	67	17	emergence	emergence	NOUN
bcpe-2609	67	18	of	of	ADP
bcpe-2609	67	19	social	social	ADJ
bcpe-2609	67	20	media	medium	NOUN
bcpe-2609	67	21	,	,	PUNCT
bcpe-2609	67	22	reviews	review	NOUN
bcpe-2609	67	23	or	or	CCONJ
bcpe-2609	67	24	large	large	ADJ
bcpe-2609	67	25	news	news	NOUN
bcpe-2609	67	26	corpora	corpora	NOUN
bcpe-2609	67	27	.	.	PUNCT
bcpe-2609	68	1	sentiment	sentiment	NOUN
bcpe-2609	68	2	analysis	analysis	NOUN
bcpe-2609	68	3	has	have	VERB
bcpe-2609	68	4	a	a	DET
bcpe-2609	68	5	number	number	NOUN
bcpe-2609	68	6	of	of	ADP
bcpe-2609	68	7	applications	application	NOUN
bcpe-2609	68	8	in	in	ADP
bcpe-2609	68	9	many	many	ADJ
bcpe-2609	68	10	fields	field	NOUN
bcpe-2609	68	11	,	,	PUNCT
bcpe-2609	68	12	including	include	VERB
bcpe-2609	68	13	political	political	ADJ
bcpe-2609	68	14	campaigns	campaign	NOUN
bcpe-2609	68	15	,	,	PUNCT
bcpe-2609	68	16	marketing	marketing	NOUN
bcpe-2609	68	17	,	,	PUNCT
bcpe-2609	68	18	automatic	automatic	ADJ
bcpe-2609	68	19	translation	translation	NOUN
bcpe-2609	68	20	,	,	PUNCT
bcpe-2609	68	21	customer	customer	NOUN
bcpe-2609	68	22	recommendations	recommendation	NOUN
bcpe-2609	68	23	,	,	PUNCT
bcpe-2609	68	24	etc	etc	X
bcpe-2609	68	25	.	.	X
bcpe-2609	68	26	in	in	ADP
bcpe-2609	68	27	our	our	PRON
bcpe-2609	68	28	research	research	NOUN
bcpe-2609	68	29	,	,	PUNCT
bcpe-2609	68	30	we	we	PRON
bcpe-2609	68	31	have	have	AUX
bcpe-2609	68	32	tried	try	VERB
bcpe-2609	68	33	to	to	PART
bcpe-2609	68	34	use	use	VERB
bcpe-2609	68	35	sentiment	sentiment	NOUN
bcpe-2609	68	36	analysis	analysis	NOUN
bcpe-2609	68	37	in	in	ADP
bcpe-2609	68	38	order	order	NOUN
bcpe-2609	68	39	to	to	PART
bcpe-2609	68	40	extract	extract	VERB
bcpe-2609	68	41	information	information	NOUN
bcpe-2609	68	42	from	from	ADP
bcpe-2609	68	43	the	the	DET
bcpe-2609	68	44	recordings	recording	NOUN
bcpe-2609	68	45	of	of	ADP
bcpe-2609	68	46	patients	patient	NOUN
bcpe-2609	68	47	.	.	PUNCT
bcpe-2609	69	1	finally	finally	ADV
bcpe-2609	69	2	,	,	PUNCT
bcpe-2609	69	3	we	we	PRON
bcpe-2609	69	4	have	have	AUX
bcpe-2609	69	5	tried	try	VERB
bcpe-2609	69	6	to	to	PART
bcpe-2609	69	7	use	use	VERB
bcpe-2609	69	8	the	the	DET
bcpe-2609	69	9	extracted	extract	VERB
bcpe-2609	69	10	information	information	NOUN
bcpe-2609	69	11	as	as	ADP
bcpe-2609	69	12	the	the	DET
bcpe-2609	69	13	inputs	input	NOUN
bcpe-2609	69	14	for	for	ADP
bcpe-2609	69	15	building	build	VERB
bcpe-2609	69	16	a	a	DET
bcpe-2609	69	17	system	system	NOUN
bcpe-2609	69	18	to	to	PART
bcpe-2609	69	19	detect	detect	VERB
bcpe-2609	69	20	depression	depression	NOUN
bcpe-2609	69	21	.	.	PUNCT
bcpe-2609	70	1	depression	depression	NOUN
bcpe-2609	70	2	detection	detection	NOUN
bcpe-2609	70	3	was	be	AUX
bcpe-2609	70	4	investigated	investigate	VERB
bcpe-2609	70	5	using	use	VERB
bcpe-2609	70	6	nlp	nlp	ADJ
bcpe-2609	70	7	techniques	technique	NOUN
bcpe-2609	70	8	.	.	PUNCT
bcpe-2609	71	1	the	the	DET
bcpe-2609	71	2	system	system	NOUN
bcpe-2609	71	3	was	be	AUX
bcpe-2609	71	4	trained	train	VERB
bcpe-2609	71	5	with	with	ADP
bcpe-2609	71	6	a	a	DET
bcpe-2609	71	7	dataset	dataset	NOUN
bcpe-2609	71	8	that	that	PRON
bcpe-2609	71	9	was	be	AUX
bcpe-2609	71	10	gathered	gather	VERB
bcpe-2609	71	11	from	from	ADP
bcpe-2609	71	12	clinical	clinical	ADJ
bcpe-2609	71	13	interviews	interview	NOUN
bcpe-2609	71	14	of	of	ADP
bcpe-2609	71	15	people	people	NOUN
bcpe-2609	71	16	who	who	PRON
bcpe-2609	71	17	had	have	AUX
bcpe-2609	71	18	been	be	AUX
bcpe-2609	71	19	diagnosed	diagnose	VERB
bcpe-2609	71	20	with	with	ADP
bcpe-2609	71	21	depression	depression	NOUN
bcpe-2609	71	22	and	and	CCONJ
bcpe-2609	71	23	other	other	ADJ
bcpe-2609	71	24	people	people	NOUN
bcpe-2609	71	25	who	who	PRON
bcpe-2609	71	26	were	be	AUX
bcpe-2609	71	27	not	not	PART
bcpe-2609	71	28	.	.	PUNCT
bcpe-2609	72	1	after	after	SCONJ
bcpe-2609	72	2	the	the	DET
bcpe-2609	72	3	model	model	NOUN
bcpe-2609	72	4	had	have	AUX
bcpe-2609	72	5	processed	process	VERB
bcpe-2609	72	6	all	all	DET
bcpe-2609	72	7	the	the	DET
bcpe-2609	72	8	data	datum	NOUN
bcpe-2609	72	9	,	,	PUNCT
bcpe-2609	72	10	it	it	PRON
bcpe-2609	72	11	could	could	AUX
bcpe-2609	72	12	be	be	AUX
bcpe-2609	72	13	used	use	VERB
bcpe-2609	72	14	to	to	PART
bcpe-2609	72	15	identify	identify	VERB
bcpe-2609	72	16	the	the	DET
bcpe-2609	72	17	patients	patient	NOUN
bcpe-2609	72	18	who	who	PRON
bcpe-2609	72	19	were	be	AUX
bcpe-2609	72	20	depressed	depressed	ADJ
bcpe-2609	72	21	and	and	CCONJ
bcpe-2609	72	22	those	those	PRON
bcpe-2609	72	23	who	who	PRON
bcpe-2609	72	24	were	be	AUX
bcpe-2609	72	25	not	not	PART
bcpe-2609	72	26	.	.	PUNCT
bcpe-2609	73	1	however	however	ADV
bcpe-2609	73	2	,	,	PUNCT
bcpe-2609	73	3	the	the	DET
bcpe-2609	73	4	system	system	NOUN
bcpe-2609	73	5	could	could	AUX
bcpe-2609	73	6	not	not	PART
bcpe-2609	73	7	be	be	AUX
bcpe-2609	73	8	used	use	VERB
bcpe-2609	73	9	to	to	PART
bcpe-2609	73	10	automatically	automatically	ADV
bcpe-2609	73	11	diagnose	diagnose	VERB
bcpe-2609	73	12	depression	depression	NOUN
bcpe-2609	73	13	,	,	PUNCT
bcpe-2609	73	14	because	because	SCONJ
bcpe-2609	73	15	it	it	PRON
bcpe-2609	73	16	was	be	AUX
bcpe-2609	73	17	designed	design	VERB
bcpe-2609	73	18	as	as	ADP
bcpe-2609	73	19	a	a	DET
bcpe-2609	73	20	supervised	supervised	ADJ
bcpe-2609	73	21	system	system	NOUN
bcpe-2609	73	22	,	,	PUNCT
bcpe-2609	73	23	which	which	PRON
bcpe-2609	73	24	meaned	mean	VERB
bcpe-2609	73	25	that	that	SCONJ
bcpe-2609	73	26	the	the	DET
bcpe-2609	73	27	model	model	NOUN
bcpe-2609	73	28	was	be	AUX
bcpe-2609	73	29	developed	develop	VERB
bcpe-2609	73	30	on	on	ADP
bcpe-2609	73	31	the	the	DET
bcpe-2609	73	32	data	datum	NOUN
bcpe-2609	73	33	that	that	PRON
bcpe-2609	73	34	was	be	AUX
bcpe-2609	73	35	manually	manually	ADV
bcpe-2609	73	36	gathered	gather	VERB
bcpe-2609	73	37	from	from	ADP
bcpe-2609	73	38	clinical	clinical	ADJ
bcpe-2609	73	39	interviews	interview	NOUN
bcpe-2609	73	40	.	.	PUNCT
bcpe-2609	74	1	the	the	DET
bcpe-2609	74	2	basic	basic	ADJ
bcpe-2609	74	3	model	model	NOUN
bcpe-2609	74	4	of	of	ADP
bcpe-2609	74	5	using	use	VERB
bcpe-2609	74	6	nlp	nlp	NOUN
bcpe-2609	74	7	in	in	ADP
bcpe-2609	74	8	depression	depression	NOUN
bcpe-2609	74	9	text	text	NOUN
bcpe-2609	74	10	analysis	analysis	NOUN
bcpe-2609	74	11	includes	include	VERB
bcpe-2609	74	12	the	the	DET
bcpe-2609	74	13	following	follow	VERB
bcpe-2609	74	14	steps	step	NOUN
bcpe-2609	74	15	.	.	PUNCT
bcpe-2609	75	1	based	base	VERB
bcpe-2609	75	2	on	on	ADP
bcpe-2609	75	3	a	a	DET
bcpe-2609	75	4	sentiment	sentiment	NOUN
bcpe-2609	75	5	dictionary	dictionary	NOUN
bcpe-2609	75	6	that	that	PRON
bcpe-2609	75	7	marks	mark	VERB
bcpe-2609	75	8	the	the	DET
bcpe-2609	75	9	polarity	polarity	NOUN
bcpe-2609	75	10	and	and	CCONJ
bcpe-2609	75	11	intensity	intensity	NOUN
bcpe-2609	75	12	of	of	ADP
bcpe-2609	75	13	each	each	DET
bcpe-2609	75	14	word	word	NOUN
bcpe-2609	75	15	,	,	PUNCT
bcpe-2609	75	16	the	the	DET
bcpe-2609	75	17	model	model	NOUN
bcpe-2609	75	18	uses	use	VERB
bcpe-2609	75	19	basic	basic	ADJ
bcpe-2609	75	20	nlp	nlp	NOUN
bcpe-2609	75	21	sentence	sentence	NOUN
bcpe-2609	75	22	analysis	analysis	NOUN
bcpe-2609	75	23	to	to	PART
bcpe-2609	75	24	start	start	VERB
bcpe-2609	75	25	and	and	CCONJ
bcpe-2609	75	26	extract	extract	VERB
bcpe-2609	75	27	the	the	DET
bcpe-2609	75	28	keywords	keyword	NOUN
bcpe-2609	75	29	for	for	ADP
bcpe-2609	75	30	each	each	DET
bcpe-2609	75	31	sentence	sentence	NOUN
bcpe-2609	75	32	.	.	PUNCT
bcpe-2609	76	1	finally	finally	ADV
bcpe-2609	76	2	,	,	PUNCT
bcpe-2609	76	3	it	it	PRON
bcpe-2609	76	4	summarizes	summarize	VERB
bcpe-2609	76	5	the	the	DET
bcpe-2609	76	6	scores	score	NOUN
bcpe-2609	76	7	of	of	ADP
bcpe-2609	76	8	each	each	DET
bcpe-2609	76	9	word	word	NOUN
bcpe-2609	76	10	,	,	PUNCT
bcpe-2609	76	11	converts	convert	VERB
bcpe-2609	76	12	them	they	PRON
bcpe-2609	76	13	from	from	ADP
bcpe-2609	76	14	-1	-1	PART
bcpe-2609	76	15	to	to	ADP
bcpe-2609	76	16	+1	+1	PROPN
bcpe-2609	76	17	,	,	PUNCT
bcpe-2609	76	18	and	and	CCONJ
bcpe-2609	76	19	outputs	output	VERB
bcpe-2609	76	20	this	this	DET
bcpe-2609	76	21	composite	composite	ADJ
bcpe-2609	76	22	score	score	NOUN
bcpe-2609	76	23	.	.	PUNCT
bcpe-2609	77	1	the	the	DET
bcpe-2609	77	2	main	main	ADJ
bcpe-2609	77	3	purpose	purpose	NOUN
bcpe-2609	77	4	of	of	ADP
bcpe-2609	77	5	using	use	VERB
bcpe-2609	77	6	the	the	DET
bcpe-2609	77	7	model	model	NOUN
bcpe-2609	77	8	was	be	AUX
bcpe-2609	77	9	to	to	PART
bcpe-2609	77	10	extract	extract	VERB
bcpe-2609	77	11	some	some	PRON
bcpe-2609	77	12	of	of	ADP
bcpe-2609	77	13	the	the	DET
bcpe-2609	77	14	key	key	ADJ
bcpe-2609	77	15	words	word	NOUN
bcpe-2609	77	16	that	that	PRON
bcpe-2609	77	17	were	be	AUX
bcpe-2609	77	18	gathered	gather	VERB
bcpe-2609	77	19	from	from	ADP
bcpe-2609	77	20	clinical	clinical	ADJ
bcpe-2609	77	21	interviews	interview	NOUN
bcpe-2609	77	22	,	,	PUNCT
bcpe-2609	77	23	which	which	PRON
bcpe-2609	77	24	would	would	AUX
bcpe-2609	77	25	be	be	AUX
bcpe-2609	77	26	used	use	VERB
bcpe-2609	77	27	as	as	ADP
bcpe-2609	77	28	the	the	DET
bcpe-2609	77	29	inputs	input	NOUN
bcpe-2609	77	30	for	for	ADP
bcpe-2609	77	31	creating	create	VERB
bcpe-2609	77	32	a	a	DET
bcpe-2609	77	33	text	text	NOUN
bcpe-2609	77	34	classification	classification	NOUN
bcpe-2609	77	35	system	system	NOUN
bcpe-2609	77	36	.	.	PUNCT
bcpe-2609	78	1	after	after	SCONJ
bcpe-2609	78	2	the	the	DET
bcpe-2609	78	3	model	model	NOUN
bcpe-2609	78	4	was	be	AUX
bcpe-2609	78	5	trained	train	VERB
bcpe-2609	78	6	on	on	ADP
bcpe-2609	78	7	clinical	clinical	ADJ
bcpe-2609	78	8	interviews	interview	NOUN
bcpe-2609	78	9	,	,	PUNCT
bcpe-2609	78	10	it	it	PRON
bcpe-2609	78	11	was	be	AUX
bcpe-2609	78	12	tested	test	VERB
bcpe-2609	78	13	on	on	ADP
bcpe-2609	78	14	any	any	DET
bcpe-2609	78	15	clinical	clinical	ADJ
bcpe-2609	78	16	interview	interview	NOUN
bcpe-2609	78	17	that	that	PRON
bcpe-2609	78	18	was	be	AUX
bcpe-2609	78	19	recorded	record	VERB
bcpe-2609	78	20	in	in	ADP
bcpe-2609	78	21	the	the	DET
bcpe-2609	78	22	previous	previous	ADJ
bcpe-2609	78	23	stage	stage	NOUN
bcpe-2609	78	24	.	.	PUNCT
bcpe-2609	79	1	then	then	ADV
bcpe-2609	79	2	,	,	PUNCT
bcpe-2609	79	3	the	the	DET
bcpe-2609	79	4	model	model	NOUN
bcpe-2609	79	5	could	could	AUX
bcpe-2609	79	6	be	be	AUX
bcpe-2609	79	7	used	use	VERB
bcpe-2609	79	8	for	for	ADP
bcpe-2609	79	9	detecting	detect	VERB
bcpe-2609	79	10	depression	depression	NOUN
bcpe-2609	79	11	by	by	ADP
bcpe-2609	79	12	summarizing	summarize	VERB
bcpe-2609	79	13	the	the	DET
bcpe-2609	79	14	scores	score	NOUN
bcpe-2609	79	15	of	of	ADP
bcpe-2609	79	16	each	each	DET
bcpe-2609	79	17	word	word	NOUN
bcpe-2609	79	18	.	.	PUNCT
bcpe-2609	80	1	with	with	ADP
bcpe-2609	80	2	this	this	DET
bcpe-2609	80	3	basic	basic	ADJ
bcpe-2609	80	4	model	model	NOUN
bcpe-2609	80	5	for	for	ADP
bcpe-2609	80	6	analysing	analyse	VERB
bcpe-2609	80	7	text	text	NOUN
bcpe-2609	80	8	,	,	PUNCT
bcpe-2609	80	9	text	text	NOUN
bcpe-2609	80	10	-	-	PUNCT
bcpe-2609	80	11	based	base	VERB
bcpe-2609	80	12	analysis	analysis	NOUN
bcpe-2609	80	13	of	of	ADP
bcpe-2609	80	14	depression	depression	NOUN
bcpe-2609	80	15	seems	seem	VERB
bcpe-2609	80	16	feasible	feasible	ADJ
bcpe-2609	80	17	.	.	PUNCT
bcpe-2609	81	1	however	however	ADV
bcpe-2609	81	2	,	,	PUNCT
bcpe-2609	81	3	there	there	PRON
bcpe-2609	81	4	are	be	VERB
bcpe-2609	81	5	many	many	ADJ
bcpe-2609	81	6	problems	problem	NOUN
bcpe-2609	81	7	with	with	ADP
bcpe-2609	81	8	this	this	DET
bcpe-2609	81	9	text	text	NOUN
bcpe-2609	81	10	-	-	PUNCT
bcpe-2609	81	11	based	base	VERB
bcpe-2609	81	12	analysis	analysis	NOUN
bcpe-2609	81	13	.	.	PUNCT
bcpe-2609	82	1	since	since	SCONJ
bcpe-2609	82	2	most	most	ADJ
bcpe-2609	82	3	of	of	ADP
bcpe-2609	82	4	the	the	DET
bcpe-2609	82	5	current	current	ADJ
bcpe-2609	82	6	research	research	NOUN
bcpe-2609	82	7	is	be	AUX
bcpe-2609	82	8	based	base	VERB
bcpe-2609	82	9	on	on	ADP
bcpe-2609	82	10	social	social	ADJ
bcpe-2609	82	11	media	medium	NOUN
bcpe-2609	82	12	,	,	PUNCT
bcpe-2609	82	13	people	people	NOUN
bcpe-2609	82	14	's	's	PART
bcpe-2609	82	15	words	word	NOUN
bcpe-2609	82	16	are	be	AUX
bcpe-2609	82	17	relatively	relatively	ADV
bcpe-2609	82	18	more	more	ADV
bcpe-2609	82	19	direct	direct	ADJ
bcpe-2609	82	20	.	.	PUNCT
bcpe-2609	83	1	but	but	CCONJ
bcpe-2609	83	2	older	old	ADJ
bcpe-2609	83	3	adults	adult	NOUN
bcpe-2609	83	4	are	be	AUX
bcpe-2609	83	5	very	very	ADV
bcpe-2609	83	6	good	good	ADJ
bcpe-2609	83	7	at	at	ADP
bcpe-2609	83	8	hiding	hide	VERB
bcpe-2609	83	9	their	their	PRON
bcpe-2609	83	10	emotions	emotion	NOUN
bcpe-2609	83	11	with	with	ADP
bcpe-2609	83	12	language	language	NOUN
bcpe-2609	83	13	.	.	PUNCT
bcpe-2609	84	1	for	for	ADP
bcpe-2609	84	2	example	example	NOUN
bcpe-2609	84	3	,	,	PUNCT
bcpe-2609	84	4	they	they	PRON
bcpe-2609	84	5	will	will	AUX
bcpe-2609	84	6	say	say	VERB
bcpe-2609	84	7	they	they	PRON
bcpe-2609	84	8	are	be	AUX
bcpe-2609	84	9	doing	do	VERB
bcpe-2609	84	10	a	a	DET
bcpe-2609	84	11	good	good	ADJ
bcpe-2609	84	12	job	job	NOUN
bcpe-2609	84	13	,	,	PUNCT
bcpe-2609	84	14	but	but	CCONJ
bcpe-2609	84	15	their	their	PRON
bcpe-2609	84	16	expressions	expression	NOUN
bcpe-2609	84	17	or	or	CCONJ
bcpe-2609	84	18	tone	tone	NOUN
bcpe-2609	84	19	of	of	ADP
bcpe-2609	84	20	voice	voice	NOUN
bcpe-2609	84	21	can	can	AUX
bcpe-2609	84	22	be	be	AUX
bcpe-2609	84	23	more	more	ADV
bcpe-2609	84	24	or	or	CCONJ
bcpe-2609	84	25	less	less	ADV
bcpe-2609	84	26	unpleasant	unpleasant	ADJ
bcpe-2609	84	27	.	.	PUNCT
bcpe-2609	85	1	or	or	CCONJ
bcpe-2609	85	2	,	,	PUNCT
bcpe-2609	85	3	they	they	PRON
bcpe-2609	85	4	will	will	AUX
bcpe-2609	85	5	use	use	VERB
bcpe-2609	85	6	cryptic	cryptic	ADJ
bcpe-2609	85	7	metaphors	metaphor	NOUN
bcpe-2609	85	8	,	,	PUNCT
bcpe-2609	85	9	expressions	expression	NOUN
bcpe-2609	85	10	and	and	CCONJ
bcpe-2609	85	11	gestures	gesture	NOUN
bcpe-2609	85	12	to	to	PART
bcpe-2609	85	13	express	express	VERB
bcpe-2609	85	14	their	their	PRON
bcpe-2609	85	15	bad	bad	ADJ
bcpe-2609	85	16	psychology	psychology	NOUN
bcpe-2609	85	17	.	.	PUNCT
bcpe-2609	86	1	this	this	PRON
bcpe-2609	86	2	means	mean	VERB
bcpe-2609	86	3	that	that	SCONJ
bcpe-2609	86	4	text	text	NOUN
bcpe-2609	86	5	-	-	PUNCT
bcpe-2609	86	6	based	base	VERB
bcpe-2609	86	7	tests	test	NOUN
bcpe-2609	86	8	may	may	AUX
bcpe-2609	86	9	still	still	ADV
bcpe-2609	86	10	miss	miss	VERB
bcpe-2609	86	11	some	some	DET
bcpe-2609	86	12	people	people	NOUN
bcpe-2609	86	13	with	with	ADP
bcpe-2609	86	14	depression	depression	NOUN
bcpe-2609	86	15	.	.	PUNCT
bcpe-2609	87	1	therefore	therefore	ADV
bcpe-2609	87	2	,	,	PUNCT
bcpe-2609	87	3	other	other	ADJ
bcpe-2609	87	4	than	than	ADP
bcpe-2609	87	5	text	text	NOUN
bcpe-2609	87	6	input	input	NOUN
bcpe-2609	87	7	,	,	PUNCT
bcpe-2609	87	8	audio	audio	NOUN
bcpe-2609	87	9	and	and	CCONJ
bcpe-2609	87	10	video	video	NOUN
bcpe-2609	87	11	information	information	NOUN
bcpe-2609	87	12	should	should	AUX
bcpe-2609	87	13	also	also	ADV
bcpe-2609	87	14	be	be	AUX
bcpe-2609	87	15	used	use	VERB
bcpe-2609	87	16	in	in	ADP
bcpe-2609	87	17	order	order	NOUN
bcpe-2609	87	18	to	to	PART
bcpe-2609	87	19	improve	improve	VERB
bcpe-2609	87	20	the	the	DET
bcpe-2609	87	21	accuracy	accuracy	NOUN
bcpe-2609	87	22	of	of	ADP
bcpe-2609	87	23	detecting	detect	VERB
bcpe-2609	87	24	depression	depression	NOUN
bcpe-2609	87	25	.	.	PUNCT
bcpe-2609	88	1	2.3	2.3	NUM
bcpe-2609	88	2	multi	multi	ADJ
bcpe-2609	88	3	-	-	ADJ
bcpe-2609	88	4	model	model	ADJ
bcpe-2609	88	5	sentiment	sentiment	NOUN
bcpe-2609	88	6	analysis	analysis	NOUN
bcpe-2609	88	7	although	although	SCONJ
bcpe-2609	88	8	the	the	DET
bcpe-2609	88	9	use	use	NOUN
bcpe-2609	88	10	of	of	ADP
bcpe-2609	88	11	nlp	nlp	NOUN
bcpe-2609	88	12	on	on	ADP
bcpe-2609	88	13	text	text	NOUN
bcpe-2609	88	14	analysis	analysis	NOUN
bcpe-2609	88	15	can	can	AUX
bcpe-2609	88	16	determine	determine	VERB
bcpe-2609	88	17	the	the	DET
bcpe-2609	88	18	mood	mood	NOUN
bcpe-2609	88	19	of	of	ADP
bcpe-2609	88	20	the	the	DET
bcpe-2609	88	21	text	text	NOUN
bcpe-2609	88	22	display	display	NOUN
bcpe-2609	88	23	,	,	PUNCT
bcpe-2609	88	24	such	such	ADJ
bcpe-2609	88	25	textbased	textbase	VERB
bcpe-2609	88	26	results	result	NOUN
bcpe-2609	88	27	can	can	AUX
bcpe-2609	88	28	not	not	PART
bcpe-2609	88	29	be	be	AUX
bcpe-2609	88	30	fully	fully	ADV
bcpe-2609	88	31	applied	apply	VERB
bcpe-2609	88	32	to	to	ADP
bcpe-2609	88	33	depression	depression	NOUN
bcpe-2609	88	34	detection	detection	NOUN
bcpe-2609	88	35	.	.	PUNCT
bcpe-2609	89	1	because	because	SCONJ
bcpe-2609	89	2	of	of	ADP
bcpe-2609	89	3	the	the	DET
bcpe-2609	89	4	complexity	complexity	NOUN
bcpe-2609	89	5	of	of	ADP
bcpe-2609	89	6	depression	depression	NOUN
bcpe-2609	89	7	in	in	ADP
bcpe-2609	89	8	older	old	ADJ
bcpe-2609	89	9	adults	adult	NOUN
bcpe-2609	89	10	,	,	PUNCT
bcpe-2609	89	11	developing	develop	VERB
bcpe-2609	89	12	a	a	DET
bcpe-2609	89	13	multi	multi	ADJ
bcpe-2609	89	14	-	-	NOUN
bcpe-2609	89	15	model	model	NOUN
bcpe-2609	89	16	would	would	AUX
bcpe-2609	89	17	allow	allow	VERB
bcpe-2609	89	18	for	for	ADP
bcpe-2609	89	19	more	more	ADV
bcpe-2609	89	20	accurate	accurate	ADJ
bcpe-2609	89	21	detection	detection	NOUN
bcpe-2609	89	22	.	.	PUNCT
bcpe-2609	90	1	when	when	SCONJ
bcpe-2609	90	2	a	a	DET
bcpe-2609	90	3	model	model	NOUN
bcpe-2609	90	4	built	build	VERB
bcpe-2609	90	5	within	within	ADP
bcpe-2609	90	6	a	a	DET
bcpe-2609	90	7	single	single	ADJ
bcpe-2609	90	8	paradigm	paradigm	NOUN
bcpe-2609	90	9	is	be	AUX
bcpe-2609	90	10	not	not	PART
bcpe-2609	90	11	sufficient	sufficient	ADJ
bcpe-2609	90	12	to	to	PART
bcpe-2609	90	13	model	model	VERB
bcpe-2609	90	14	all	all	DET
bcpe-2609	90	15	aspects	aspect	NOUN
bcpe-2609	90	16	of	of	ADP
bcpe-2609	90	17	a	a	DET
bcpe-2609	90	18	complex	complex	ADJ
bcpe-2609	90	19	system	system	NOUN
bcpe-2609	90	20	,	,	PUNCT
bcpe-2609	90	21	it	it	PRON
bcpe-2609	90	22	is	be	AUX
bcpe-2609	90	23	necessary	necessary	ADJ
bcpe-2609	90	24	to	to	PART
bcpe-2609	90	25	apply	apply	VERB
bcpe-2609	90	26	multiple	multiple	ADJ
bcpe-2609	90	27	models	model	NOUN
bcpe-2609	90	28	to	to	PART
bcpe-2609	90	29	analyse	analyse	VERB
bcpe-2609	90	30	the	the	DET
bcpe-2609	90	31	problem	problem	NOUN
bcpe-2609	90	32	.	.	PUNCT
bcpe-2609	91	1	a	a	DET
bcpe-2609	91	2	multi	multi	ADJ
bcpe-2609	91	3	-	-	ADJ
bcpe-2609	91	4	model	model	ADJ
bcpe-2609	91	5	approach	approach	NOUN
bcpe-2609	91	6	is	be	AUX
bcpe-2609	91	7	defined	define	VERB
bcpe-2609	91	8	as	as	ADP
bcpe-2609	91	9	a	a	DET
bcpe-2609	91	10	method	method	NOUN
bcpe-2609	91	11	that	that	PRON
bcpe-2609	91	12	uses	use	VERB
bcpe-2609	91	13	multiple	multiple	ADJ
bcpe-2609	91	14	models	model	NOUN
bcpe-2609	91	15	,	,	PUNCT
bcpe-2609	91	16	each	each	PRON
bcpe-2609	91	17	derived	derive	VERB
bcpe-2609	91	18	from	from	ADP
bcpe-2609	91	19	a	a	DET
bcpe-2609	91	20	different	different	ADJ
bcpe-2609	91	21	perspective	perspective	NOUN
bcpe-2609	91	22	and	and	CCONJ
bcpe-2609	91	23	utilizing	utilize	VERB
bcpe-2609	91	24	correspondingly	correspondingly	ADV
bcpe-2609	91	25	different	different	ADJ
bcpe-2609	91	26	inference	inference	NOUN
bcpe-2609	91	27	and	and	CCONJ
bcpe-2609	91	28	simulation	simulation	NOUN
bcpe-2609	91	29	strategies	strategy	NOUN
bcpe-2609	91	30	[	[	X
bcpe-2609	91	31	6	6	NUM
bcpe-2609	91	32	]	]	PUNCT
bcpe-2609	91	33	.	.	PUNCT
bcpe-2609	92	1	the	the	DET
bcpe-2609	92	2	use	use	NOUN
bcpe-2609	92	3	of	of	ADP
bcpe-2609	92	4	multiple	multiple	ADJ
bcpe-2609	92	5	models	model	NOUN
bcpe-2609	92	6	to	to	PART
bcpe-2609	92	7	solve	solve	VERB
bcpe-2609	92	8	some	some	DET
bcpe-2609	92	9	complex	complex	ADJ
bcpe-2609	92	10	bcp	bcp	X
bcpe-2609	92	11	education	education	PROPN
bcpe-2609	92	12	&	&	CCONJ
bcpe-2609	92	13	psychology	psychology	PROPN
bcpe-2609	92	14	ess	ess	PROPN
bcpe-2609	92	15	2022	2022	NUM
bcpe-2609	92	16	volume	volume	NOUN
bcpe-2609	92	17	7	7	NUM
bcpe-2609	92	18	(	(	PUNCT
bcpe-2609	92	19	2022	2022	NUM
bcpe-2609	92	20	)	)	PUNCT
bcpe-2609	92	21	67	67	NUM
bcpe-2609	92	22	problems	problem	NOUN
bcpe-2609	92	23	is	be	AUX
bcpe-2609	92	24	not	not	PART
bcpe-2609	92	25	new	new	ADJ
bcpe-2609	92	26	,	,	PUNCT
bcpe-2609	92	27	and	and	CCONJ
bcpe-2609	92	28	there	there	PRON
bcpe-2609	92	29	are	be	VERB
bcpe-2609	92	30	some	some	DET
bcpe-2609	92	31	examples	example	NOUN
bcpe-2609	92	32	in	in	ADP
bcpe-2609	92	33	the	the	DET
bcpe-2609	92	34	context	context	NOUN
bcpe-2609	92	35	of	of	ADP
bcpe-2609	92	36	emotion	emotion	NOUN
bcpe-2609	92	37	detection	detection	NOUN
bcpe-2609	92	38	.	.	PUNCT
bcpe-2609	93	1	studies	study	NOUN
bcpe-2609	93	2	on	on	ADP
bcpe-2609	93	3	detecting	detect	VERB
bcpe-2609	93	4	the	the	DET
bcpe-2609	93	5	mood	mood	NOUN
bcpe-2609	93	6	of	of	ADP
bcpe-2609	93	7	songs	song	NOUN
bcpe-2609	93	8	not	not	PART
bcpe-2609	93	9	only	only	ADV
bcpe-2609	93	10	apply	apply	VERB
bcpe-2609	93	11	nlp	nlp	NOUN
bcpe-2609	93	12	on	on	ADP
bcpe-2609	93	13	lyrics	lyric	NOUN
bcpe-2609	93	14	for	for	ADP
bcpe-2609	93	15	mood	mood	NOUN
bcpe-2609	93	16	classification	classification	NOUN
bcpe-2609	93	17	,	,	PUNCT
bcpe-2609	93	18	but	but	CCONJ
bcpe-2609	93	19	also	also	ADV
bcpe-2609	93	20	analyse	analyse	VERB
bcpe-2609	93	21	the	the	DET
bcpe-2609	93	22	audio	audio	NOUN
bcpe-2609	93	23	tracks	track	NOUN
bcpe-2609	93	24	of	of	ADP
bcpe-2609	93	25	each	each	DET
bcpe-2609	93	26	song	song	NOUN
bcpe-2609	93	27	,	,	PUNCT
bcpe-2609	93	28	which	which	PRON
bcpe-2609	93	29	greatly	greatly	ADV
bcpe-2609	93	30	improves	improve	VERB
bcpe-2609	93	31	the	the	DET
bcpe-2609	93	32	accuracy	accuracy	NOUN
bcpe-2609	93	33	of	of	ADP
bcpe-2609	93	34	mood	mood	NOUN
bcpe-2609	93	35	detection	detection	NOUN
bcpe-2609	93	36	for	for	ADP
bcpe-2609	93	37	each	each	DET
bcpe-2609	93	38	song	song	NOUN
bcpe-2609	93	39	[	[	X
bcpe-2609	93	40	7	7	NUM
bcpe-2609	93	41	]	]	PUNCT
bcpe-2609	93	42	.	.	PUNCT
bcpe-2609	94	1	in	in	ADP
bcpe-2609	94	2	this	this	DET
bcpe-2609	94	3	model	model	NOUN
bcpe-2609	94	4	of	of	ADP
bcpe-2609	94	5	depression	depression	NOUN
bcpe-2609	94	6	detection	detection	NOUN
bcpe-2609	94	7	in	in	ADP
bcpe-2609	94	8	the	the	DET
bcpe-2609	94	9	elderly	elderly	ADJ
bcpe-2609	94	10	,	,	PUNCT
bcpe-2609	94	11	audio	audio	ADJ
bcpe-2609	94	12	and	and	CCONJ
bcpe-2609	94	13	video	video	NOUN
bcpe-2609	94	14	analysis	analysis	NOUN
bcpe-2609	94	15	will	will	AUX
bcpe-2609	94	16	be	be	AUX
bcpe-2609	94	17	included	include	VERB
bcpe-2609	94	18	in	in	ADP
bcpe-2609	94	19	addition	addition	NOUN
bcpe-2609	94	20	to	to	ADP
bcpe-2609	94	21	text	text	VERB
bcpe-2609	94	22	analysis	analysis	NOUN
bcpe-2609	94	23	through	through	ADP
bcpe-2609	94	24	natural	natural	ADJ
bcpe-2609	94	25	language	language	NOUN
bcpe-2609	94	26	processing	processing	NOUN
bcpe-2609	94	27	.	.	PUNCT
bcpe-2609	95	1	however	however	ADV
bcpe-2609	95	2	,	,	PUNCT
bcpe-2609	95	3	it	it	PRON
bcpe-2609	95	4	is	be	AUX
bcpe-2609	95	5	not	not	PART
bcpe-2609	95	6	enough	enough	ADJ
bcpe-2609	95	7	to	to	PART
bcpe-2609	95	8	have	have	VERB
bcpe-2609	95	9	only	only	ADV
bcpe-2609	95	10	the	the	DET
bcpe-2609	95	11	aspects	aspect	NOUN
bcpe-2609	95	12	that	that	PRON
bcpe-2609	95	13	should	should	AUX
bcpe-2609	95	14	be	be	AUX
bcpe-2609	95	15	included	include	VERB
bcpe-2609	95	16	in	in	ADP
bcpe-2609	95	17	multiple	multiple	ADJ
bcpe-2609	95	18	models	model	NOUN
bcpe-2609	95	19	.	.	PUNCT
bcpe-2609	96	1	experiments	experiment	NOUN
bcpe-2609	96	2	should	should	AUX
bcpe-2609	96	3	be	be	AUX
bcpe-2609	96	4	conducted	conduct	VERB
bcpe-2609	96	5	on	on	ADP
bcpe-2609	96	6	these	these	DET
bcpe-2609	96	7	separate	separate	ADJ
bcpe-2609	96	8	models	model	NOUN
bcpe-2609	96	9	and	and	CCONJ
bcpe-2609	96	10	their	their	PRON
bcpe-2609	96	11	combinations	combination	NOUN
bcpe-2609	96	12	to	to	PART
bcpe-2609	96	13	determine	determine	VERB
bcpe-2609	96	14	the	the	DET
bcpe-2609	96	15	proportion	proportion	NOUN
bcpe-2609	96	16	of	of	ADP
bcpe-2609	96	17	weight	weight	NOUN
bcpe-2609	96	18	each	each	DET
bcpe-2609	96	19	single	single	ADJ
bcpe-2609	96	20	model	model	NOUN
bcpe-2609	96	21	should	should	AUX
bcpe-2609	96	22	have	have	VERB
bcpe-2609	96	23	in	in	ADP
bcpe-2609	96	24	the	the	DET
bcpe-2609	96	25	overall	overall	ADJ
bcpe-2609	96	26	detection	detection	NOUN
bcpe-2609	96	27	model	model	NOUN
bcpe-2609	96	28	.	.	PUNCT
bcpe-2609	97	1	2.4	2.4	NUM
bcpe-2609	97	2	multimodal	multimodal	NOUN
bcpe-2609	97	3	information	information	NOUN
bcpe-2609	97	4	fusion	fusion	NOUN
bcpe-2609	97	5	multimodal	multimodal	NOUN
bcpe-2609	97	6	information	information	NOUN
bcpe-2609	97	7	fusion	fusion	NOUN
bcpe-2609	97	8	had	have	AUX
bcpe-2609	97	9	been	be	AUX
bcpe-2609	97	10	a	a	DET
bcpe-2609	97	11	major	major	ADJ
bcpe-2609	97	12	challenge	challenge	NOUN
bcpe-2609	97	13	in	in	ADP
bcpe-2609	97	14	creating	create	VERB
bcpe-2609	97	15	a	a	DET
bcpe-2609	97	16	successful	successful	ADJ
bcpe-2609	97	17	and	and	CCONJ
bcpe-2609	97	18	applicable	applicable	ADJ
bcpe-2609	97	19	model	model	NOUN
bcpe-2609	97	20	to	to	PART
bcpe-2609	97	21	solve	solve	VERB
bcpe-2609	97	22	real	real	ADJ
bcpe-2609	97	23	problems	problem	NOUN
bcpe-2609	97	24	.	.	PUNCT
bcpe-2609	98	1	for	for	ADP
bcpe-2609	98	2	the	the	DET
bcpe-2609	98	3	fusion	fusion	NOUN
bcpe-2609	98	4	problem	problem	NOUN
bcpe-2609	98	5	,	,	PUNCT
bcpe-2609	98	6	the	the	DET
bcpe-2609	98	7	program	program	NOUN
bcpe-2609	98	8	estimates	estimate	VERB
bcpe-2609	98	9	the	the	DET
bcpe-2609	98	10	similarity	similarity	NOUN
bcpe-2609	98	11	of	of	ADP
bcpe-2609	98	12	different	different	ADJ
bcpe-2609	98	13	sources	source	NOUN
bcpe-2609	98	14	for	for	ADP
bcpe-2609	98	15	any	any	DET
bcpe-2609	98	16	number	number	NOUN
bcpe-2609	98	17	of	of	ADP
bcpe-2609	98	18	variables	variable	NOUN
bcpe-2609	98	19	,	,	PUNCT
bcpe-2609	98	20	and	and	CCONJ
bcpe-2609	98	21	for	for	ADP
bcpe-2609	98	22	any	any	DET
bcpe-2609	98	23	number	number	NOUN
bcpe-2609	98	24	of	of	ADP
bcpe-2609	98	25	receivers	receiver	NOUN
bcpe-2609	98	26	.	.	PUNCT
bcpe-2609	99	1	the	the	DET
bcpe-2609	99	2	process	process	NOUN
bcpe-2609	99	3	has	have	AUX
bcpe-2609	99	4	been	be	AUX
bcpe-2609	99	5	called	call	VERB
bcpe-2609	99	6	as	as	SCONJ
bcpe-2609	99	7	mutual	mutual	ADJ
bcpe-2609	99	8	information	information	NOUN
bcpe-2609	99	9	was	be	AUX
bcpe-2609	99	10	originally	originally	ADV
bcpe-2609	99	11	proposed	propose	VERB
bcpe-2609	99	12	by	by	ADP
bcpe-2609	99	13	shannon	shannon	PROPN
bcpe-2609	99	14	as	as	ADP
bcpe-2609	99	15	a	a	DET
bcpe-2609	99	16	way	way	NOUN
bcpe-2609	99	17	to	to	PART
bcpe-2609	99	18	quantify	quantify	VERB
bcpe-2609	99	19	the	the	DET
bcpe-2609	99	20	information	information	NOUN
bcpe-2609	99	21	transfer	transfer	NOUN
bcpe-2609	99	22	from	from	ADP
bcpe-2609	99	23	source	source	NOUN
bcpe-2609	99	24	to	to	ADP
bcpe-2609	99	25	receiver	receiver	VERB
bcpe-2609	99	26	.	.	PUNCT
bcpe-2609	100	1	its	its	PRON
bcpe-2609	100	2	extended	extended	ADJ
bcpe-2609	100	3	use	use	NOUN
bcpe-2609	100	4	is	be	AUX
bcpe-2609	100	5	in	in	ADP
bcpe-2609	100	6	computer	computer	NOUN
bcpe-2609	100	7	science	science	NOUN
bcpe-2609	100	8	and	and	CCONJ
bcpe-2609	100	9	statistics	statistic	NOUN
bcpe-2609	100	10	.	.	PUNCT
bcpe-2609	101	1	later	later	ADV
bcpe-2609	101	2	,	,	PUNCT
bcpe-2609	101	3	mutual	mutual	ADJ
bcpe-2609	101	4	information	information	NOUN
bcpe-2609	101	5	theory	theory	NOUN
bcpe-2609	101	6	was	be	AUX
bcpe-2609	101	7	introduced	introduce	VERB
bcpe-2609	101	8	to	to	ADP
bcpe-2609	101	9	deep	deep	ADJ
bcpe-2609	101	10	learning	learning	NOUN
bcpe-2609	101	11	models	model	NOUN
bcpe-2609	101	12	.	.	PUNCT
bcpe-2609	102	1	the	the	DET
bcpe-2609	102	2	original	original	ADJ
bcpe-2609	102	3	work	work	NOUN
bcpe-2609	102	4	of	of	ADP
bcpe-2609	102	5	cheng	cheng	PROPN
bcpe-2609	102	6	et	et	PROPN
bcpe-2609	102	7	al	al	PROPN
bcpe-2609	102	8	.	.	PROPN
bcpe-2609	102	9	showed	show	VERB
bcpe-2609	102	10	the	the	DET
bcpe-2609	102	11	usage	usage	NOUN
bcpe-2609	102	12	of	of	ADP
bcpe-2609	102	13	mutual	mutual	ADJ
bcpe-2609	102	14	information	information	NOUN
bcpe-2609	102	15	in	in	ADP
bcpe-2609	102	16	high	high	ADJ
bcpe-2609	102	17	-	-	PUNCT
bcpe-2609	102	18	dimensional	dimensional	ADJ
bcpe-2609	102	19	spaces	space	NOUN
bcpe-2609	102	20	and	and	CCONJ
bcpe-2609	102	21	its	its	PRON
bcpe-2609	102	22	applicability	applicability	NOUN
bcpe-2609	102	23	in	in	ADP
bcpe-2609	102	24	deep	deep	ADJ
bcpe-2609	102	25	learning	learning	NOUN
bcpe-2609	102	26	[	[	X
bcpe-2609	102	27	8	8	NUM
bcpe-2609	102	28	]	]	PUNCT
bcpe-2609	102	29	.	.	PUNCT
bcpe-2609	103	1	but	but	CCONJ
bcpe-2609	103	2	it	it	PRON
bcpe-2609	103	3	soon	soon	ADV
bcpe-2609	103	4	proved	prove	VERB
bcpe-2609	103	5	that	that	SCONJ
bcpe-2609	103	6	the	the	DET
bcpe-2609	103	7	higher	high	ADJ
bcpe-2609	103	8	bound	bind	VERB
bcpe-2609	103	9	of	of	ADP
bcpe-2609	103	10	mutual	mutual	ADJ
bcpe-2609	103	11	information	information	NOUN
bcpe-2609	103	12	could	could	AUX
bcpe-2609	103	13	not	not	PART
bcpe-2609	103	14	produce	produce	VERB
bcpe-2609	103	15	stable	stable	ADJ
bcpe-2609	103	16	outcomes	outcome	NOUN
bcpe-2609	103	17	.	.	PUNCT
bcpe-2609	104	1	the	the	DET
bcpe-2609	104	2	current	current	ADJ
bcpe-2609	104	3	system	system	NOUN
bcpe-2609	104	4	of	of	ADP
bcpe-2609	104	5	our	our	PRON
bcpe-2609	104	6	work	work	NOUN
bcpe-2609	104	7	is	be	AUX
bcpe-2609	104	8	designed	design	VERB
bcpe-2609	104	9	and	and	CCONJ
bcpe-2609	104	10	implemented	implement	VERB
bcpe-2609	104	11	using	use	VERB
bcpe-2609	104	12	mutual	mutual	ADJ
bcpe-2609	104	13	information	information	NOUN
bcpe-2609	104	14	as	as	ADP
bcpe-2609	104	15	the	the	DET
bcpe-2609	104	16	fusion	fusion	NOUN
bcpe-2609	104	17	algorithm	algorithm	NOUN
bcpe-2609	104	18	for	for	ADP
bcpe-2609	104	19	the	the	DET
bcpe-2609	104	20	lower	low	ADJ
bcpe-2609	104	21	bound	bind	VERB
bcpe-2609	104	22	.	.	PUNCT
bcpe-2609	105	1	this	this	DET
bcpe-2609	105	2	system	system	NOUN
bcpe-2609	105	3	detects	detect	NOUN
bcpe-2609	105	4	psychological	psychological	ADJ
bcpe-2609	105	5	or	or	CCONJ
bcpe-2609	105	6	physical	physical	ADJ
bcpe-2609	105	7	disorders	disorder	NOUN
bcpe-2609	105	8	within	within	ADP
bcpe-2609	105	9	elderly	elderly	ADJ
bcpe-2609	105	10	patients	patient	NOUN
bcpe-2609	105	11	from	from	ADP
bcpe-2609	105	12	the	the	DET
bcpe-2609	105	13	inputs	input	NOUN
bcpe-2609	105	14	of	of	ADP
bcpe-2609	105	15	text	text	NOUN
bcpe-2609	105	16	,	,	PUNCT
bcpe-2609	105	17	audio	audio	NOUN
bcpe-2609	105	18	and	and	CCONJ
bcpe-2609	105	19	video	video	NOUN
bcpe-2609	105	20	.	.	PUNCT
bcpe-2609	106	1	the	the	DET
bcpe-2609	106	2	similarity	similarity	NOUN
bcpe-2609	106	3	between	between	ADP
bcpe-2609	106	4	source	source	NOUN
bcpe-2609	106	5	and	and	CCONJ
bcpe-2609	106	6	receiver	receiver	NOUN
bcpe-2609	106	7	for	for	ADP
bcpe-2609	106	8	each	each	DET
bcpe-2609	106	9	variable	variable	NOUN
bcpe-2609	106	10	is	be	AUX
bcpe-2609	106	11	calculated	calculate	VERB
bcpe-2609	106	12	.	.	PUNCT
bcpe-2609	107	1	the	the	DET
bcpe-2609	107	2	system	system	NOUN
bcpe-2609	107	3	gets	get	VERB
bcpe-2609	107	4	the	the	DET
bcpe-2609	107	5	output	output	NOUN
bcpe-2609	107	6	of	of	ADP
bcpe-2609	107	7	only	only	ADV
bcpe-2609	107	8	the	the	DET
bcpe-2609	107	9	forced	force	VERB
bcpe-2609	107	10	feature	feature	NOUN
bcpe-2609	107	11	points	point	NOUN
bcpe-2609	107	12	.	.	PUNCT
bcpe-2609	108	1	the	the	DET
bcpe-2609	108	2	input	input	NOUN
bcpe-2609	108	3	data	data	NOUN
bcpe-2609	108	4	is	be	AUX
bcpe-2609	108	5	encoded	encode	VERB
bcpe-2609	108	6	as	as	ADP
bcpe-2609	108	7	an	an	DET
bcpe-2609	108	8	additional	additional	ADJ
bcpe-2609	108	9	vector	vector	NOUN
bcpe-2609	108	10	to	to	ADP
bcpe-2609	108	11	the	the	DET
bcpe-2609	108	12	weight	weight	NOUN
bcpe-2609	108	13	matrix	matrix	NOUN
bcpe-2609	108	14	estimate	estimate	NOUN
bcpe-2609	108	15	.	.	PUNCT
bcpe-2609	109	1	three	three	NUM
bcpe-2609	109	2	types	type	NOUN
bcpe-2609	109	3	of	of	ADP
bcpe-2609	109	4	data	datum	NOUN
bcpe-2609	109	5	are	be	AUX
bcpe-2609	109	6	fed	feed	VERB
bcpe-2609	109	7	into	into	ADP
bcpe-2609	109	8	our	our	PRON
bcpe-2609	109	9	system	system	NOUN
bcpe-2609	109	10	,	,	PUNCT
bcpe-2609	109	11	that	that	PRON
bcpe-2609	109	12	is	be	AUX
bcpe-2609	109	13	text	text	NOUN
bcpe-2609	109	14	,	,	PUNCT
bcpe-2609	109	15	video	video	NOUN
bcpe-2609	109	16	and	and	CCONJ
bcpe-2609	109	17	audio	audio	NOUN
bcpe-2609	109	18	representing	represent	VERB
bcpe-2609	109	19	demographic	demographic	ADJ
bcpe-2609	109	20	information	information	NOUN
bcpe-2609	109	21	about	about	ADP
bcpe-2609	109	22	the	the	DET
bcpe-2609	109	23	patient	patient	NOUN
bcpe-2609	109	24	.	.	PUNCT
bcpe-2609	110	1	we	we	PRON
bcpe-2609	110	2	have	have	AUX
bcpe-2609	110	3	designed	design	VERB
bcpe-2609	110	4	a	a	DET
bcpe-2609	110	5	script	script	NOUN
bcpe-2609	110	6	to	to	PART
bcpe-2609	110	7	extract	extract	VERB
bcpe-2609	110	8	only	only	ADV
bcpe-2609	110	9	the	the	DET
bcpe-2609	110	10	required	require	VERB
bcpe-2609	110	11	features	feature	NOUN
bcpe-2609	110	12	from	from	ADP
bcpe-2609	110	13	single	single	ADJ
bcpe-2609	110	14	modality	modality	NOUN
bcpe-2609	110	15	or	or	CCONJ
bcpe-2609	110	16	all	all	DET
bcpe-2609	110	17	modalities	modality	NOUN
bcpe-2609	110	18	(	(	PUNCT
bcpe-2609	110	19	daic	daic	ADJ
bcpe-2609	110	20	database	database	NOUN
bcpe-2609	110	21	)	)	PUNCT
bcpe-2609	110	22	.	.	PUNCT
bcpe-2609	111	1	the	the	DET
bcpe-2609	111	2	output	output	NOUN
bcpe-2609	111	3	vector	vector	NOUN
bcpe-2609	111	4	contains	contain	VERB
bcpe-2609	111	5	the	the	DET
bcpe-2609	111	6	three	three	NUM
bcpe-2609	111	7	dimensions	dimension	NOUN
bcpe-2609	111	8	that	that	PRON
bcpe-2609	111	9	are	be	AUX
bcpe-2609	111	10	used	use	VERB
bcpe-2609	111	11	to	to	PART
bcpe-2609	111	12	calculate	calculate	VERB
bcpe-2609	111	13	the	the	DET
bcpe-2609	111	14	similarity	similarity	NOUN
bcpe-2609	111	15	vector	vector	NOUN
bcpe-2609	111	16	.	.	PUNCT
bcpe-2609	112	1	our	our	PRON
bcpe-2609	112	2	system	system	NOUN
bcpe-2609	112	3	can	can	AUX
bcpe-2609	112	4	learn	learn	VERB
bcpe-2609	112	5	this	this	DET
bcpe-2609	112	6	feature	feature	NOUN
bcpe-2609	112	7	with	with	ADP
bcpe-2609	112	8	a	a	DET
bcpe-2609	112	9	weight	weight	NOUN
bcpe-2609	112	10	matrix	matrix	NOUN
bcpe-2609	112	11	and	and	CCONJ
bcpe-2609	112	12	the	the	DET
bcpe-2609	112	13	similarities	similarity	NOUN
bcpe-2609	112	14	of	of	ADP
bcpe-2609	112	15	three	three	NUM
bcpe-2609	112	16	modalities	modality	NOUN
bcpe-2609	112	17	.	.	PUNCT
bcpe-2609	113	1	a	a	DET
bcpe-2609	113	2	novel	novel	ADJ
bcpe-2609	113	3	way	way	NOUN
bcpe-2609	113	4	to	to	PART
bcpe-2609	113	5	extract	extract	VERB
bcpe-2609	113	6	the	the	DET
bcpe-2609	113	7	data	datum	NOUN
bcpe-2609	113	8	and	and	CCONJ
bcpe-2609	113	9	separate	separate	VERB
bcpe-2609	113	10	them	they	PRON
bcpe-2609	113	11	is	be	AUX
bcpe-2609	113	12	essential	essential	ADJ
bcpe-2609	113	13	in	in	ADP
bcpe-2609	113	14	solving	solve	VERB
bcpe-2609	113	15	this	this	DET
bcpe-2609	113	16	problem	problem	NOUN
bcpe-2609	113	17	.	.	PUNCT
bcpe-2609	114	1	the	the	DET
bcpe-2609	114	2	feature	feature	NOUN
bcpe-2609	114	3	points	point	NOUN
bcpe-2609	114	4	are	be	AUX
bcpe-2609	114	5	fed	feed	VERB
bcpe-2609	114	6	into	into	ADP
bcpe-2609	114	7	our	our	PRON
bcpe-2609	114	8	system	system	NOUN
bcpe-2609	114	9	.	.	PUNCT
bcpe-2609	115	1	the	the	DET
bcpe-2609	115	2	extracted	extract	VERB
bcpe-2609	115	3	features	feature	NOUN
bcpe-2609	115	4	are	be	AUX
bcpe-2609	115	5	fed	feed	VERB
bcpe-2609	115	6	into	into	ADP
bcpe-2609	115	7	a	a	DET
bcpe-2609	115	8	model	model	NOUN
bcpe-2609	115	9	using	use	VERB
bcpe-2609	115	10	multilayer	multilayer	ADJ
bcpe-2609	115	11	perceptron	perceptron	PROPN
bcpe-2609	115	12	(	(	PUNCT
bcpe-2609	115	13	mlp	mlp	PROPN
bcpe-2609	115	14	)	)	PUNCT
bcpe-2609	115	15	.	.	PUNCT
bcpe-2609	116	1	the	the	DET
bcpe-2609	116	2	processed	process	VERB
bcpe-2609	116	3	output	output	NOUN
bcpe-2609	116	4	is	be	AUX
bcpe-2609	116	5	then	then	ADV
bcpe-2609	116	6	back	back	ADV
bcpe-2609	116	7	-	-	PUNCT
bcpe-2609	116	8	propagated	propagate	VERB
bcpe-2609	116	9	in	in	ADP
bcpe-2609	116	10	order	order	NOUN
bcpe-2609	116	11	to	to	PART
bcpe-2609	116	12	get	get	VERB
bcpe-2609	116	13	another	another	DET
bcpe-2609	116	14	input	input	NOUN
bcpe-2609	116	15	for	for	ADP
bcpe-2609	116	16	an	an	DET
bcpe-2609	116	17	mlp	mlp	NOUN
bcpe-2609	116	18	model	model	NOUN
bcpe-2609	116	19	.	.	PUNCT
bcpe-2609	117	1	the	the	DET
bcpe-2609	117	2	output	output	NOUN
bcpe-2609	117	3	vector	vector	NOUN
bcpe-2609	117	4	contains	contain	VERB
bcpe-2609	117	5	the	the	DET
bcpe-2609	117	6	required	require	VERB
bcpe-2609	117	7	information	information	NOUN
bcpe-2609	117	8	of	of	ADP
bcpe-2609	117	9	the	the	DET
bcpe-2609	117	10	elderly	elderly	ADJ
bcpe-2609	117	11	patient	patient	NOUN
bcpe-2609	117	12	.	.	PUNCT
bcpe-2609	118	1	the	the	DET
bcpe-2609	118	2	extracted	extract	VERB
bcpe-2609	118	3	features	feature	NOUN
bcpe-2609	118	4	are	be	AUX
bcpe-2609	118	5	then	then	ADV
bcpe-2609	118	6	compared	compare	VERB
bcpe-2609	118	7	to	to	ADP
bcpe-2609	118	8	different	different	ADJ
bcpe-2609	118	9	demented	demented	ADJ
bcpe-2609	118	10	patients	patient	NOUN
bcpe-2609	118	11	in	in	ADP
bcpe-2609	118	12	daic	daic	ADJ
bcpe-2609	118	13	database	database	NOUN
bcpe-2609	118	14	.	.	PUNCT
bcpe-2609	119	1	we	we	PRON
bcpe-2609	119	2	design	design	VERB
bcpe-2609	119	3	a	a	DET
bcpe-2609	119	4	script	script	NOUN
bcpe-2609	119	5	that	that	PRON
bcpe-2609	119	6	computes	compute	VERB
bcpe-2609	119	7	the	the	DET
bcpe-2609	119	8	similarity	similarity	NOUN
bcpe-2609	119	9	between	between	ADP
bcpe-2609	119	10	input	input	NOUN
bcpe-2609	119	11	and	and	CCONJ
bcpe-2609	119	12	the	the	DET
bcpe-2609	119	13	forced	force	VERB
bcpe-2609	119	14	output	output	NOUN
bcpe-2609	119	15	points	point	NOUN
bcpe-2609	119	16	in	in	ADP
bcpe-2609	119	17	a	a	DET
bcpe-2609	119	18	different	different	ADJ
bcpe-2609	119	19	way	way	NOUN
bcpe-2609	119	20	.	.	PUNCT
bcpe-2609	120	1	the	the	DET
bcpe-2609	120	2	mutual	mutual	ADJ
bcpe-2609	120	3	information	information	NOUN
bcpe-2609	120	4	of	of	ADP
bcpe-2609	120	5	each	each	DET
bcpe-2609	120	6	variable	variable	NOUN
bcpe-2609	120	7	is	be	AUX
bcpe-2609	120	8	then	then	ADV
bcpe-2609	120	9	calculated	calculate	VERB
bcpe-2609	120	10	,	,	PUNCT
bcpe-2609	120	11	and	and	CCONJ
bcpe-2609	120	12	these	these	DET
bcpe-2609	120	13	values	value	NOUN
bcpe-2609	120	14	are	be	AUX
bcpe-2609	120	15	expected	expect	VERB
bcpe-2609	120	16	to	to	PART
bcpe-2609	120	17	produce	produce	VERB
bcpe-2609	120	18	stable	stable	ADJ
bcpe-2609	120	19	results	result	NOUN
bcpe-2609	120	20	.	.	PUNCT
bcpe-2609	121	1	if	if	SCONJ
bcpe-2609	121	2	there	there	PRON
bcpe-2609	121	3	is	be	VERB
bcpe-2609	121	4	any	any	DET
bcpe-2609	121	5	abnormality	abnormality	NOUN
bcpe-2609	121	6	in	in	ADP
bcpe-2609	121	7	all	all	DET
bcpe-2609	121	8	three	three	NUM
bcpe-2609	121	9	modalities	modality	NOUN
bcpe-2609	121	10	,	,	PUNCT
bcpe-2609	121	11	our	our	PRON
bcpe-2609	121	12	system	system	NOUN
bcpe-2609	121	13	will	will	AUX
bcpe-2609	121	14	report	report	VERB
bcpe-2609	121	15	it	it	PRON
bcpe-2609	121	16	as	as	ADP
bcpe-2609	121	17	negative	negative	ADJ
bcpe-2609	121	18	,	,	PUNCT
bcpe-2609	121	19	otherwise	otherwise	ADV
bcpe-2609	121	20	it	it	PRON
bcpe-2609	121	21	will	will	AUX
bcpe-2609	121	22	be	be	AUX
bcpe-2609	121	23	reported	report	VERB
bcpe-2609	121	24	as	as	ADP
bcpe-2609	121	25	positive	positive	ADJ
bcpe-2609	121	26	for	for	ADP
bcpe-2609	121	27	dementia	dementia	NOUN
bcpe-2609	121	28	patient	patient	NOUN
bcpe-2609	121	29	.	.	PUNCT
bcpe-2609	122	1	3	3	X
bcpe-2609	122	2	.	.	X
bcpe-2609	122	3	methods	method	NOUN
bcpe-2609	122	4	3.1	3.1	NUM
bcpe-2609	122	5	problem	problem	NOUN
bcpe-2609	122	6	definition	definition	NOUN
bcpe-2609	122	7	to	to	PART
bcpe-2609	122	8	successfully	successfully	ADV
bcpe-2609	122	9	extract	extract	VERB
bcpe-2609	122	10	desired	desire	VERB
bcpe-2609	122	11	information	information	NOUN
bcpe-2609	122	12	for	for	ADP
bcpe-2609	122	13	depression	depression	NOUN
bcpe-2609	122	14	detection	detection	NOUN
bcpe-2609	122	15	,	,	PUNCT
bcpe-2609	122	16	we	we	PRON
bcpe-2609	122	17	had	have	VERB
bcpe-2609	122	18	three	three	NUM
bcpe-2609	122	19	input	input	NOUN
bcpe-2609	122	20	formats	format	NOUN
bcpe-2609	122	21	to	to	PART
bcpe-2609	122	22	feed	feed	VERB
bcpe-2609	122	23	into	into	ADP
bcpe-2609	122	24	a	a	DET
bcpe-2609	122	25	model	model	NOUN
bcpe-2609	122	26	.	.	PUNCT
bcpe-2609	123	1	independently	independently	ADV
bcpe-2609	123	2	,	,	PUNCT
bcpe-2609	123	3	we	we	PRON
bcpe-2609	123	4	employed	employ	VERB
bcpe-2609	123	5	three	three	NUM
bcpe-2609	123	6	individual	individual	ADJ
bcpe-2609	123	7	unimodal	unimodal	ADJ
bcpe-2609	123	8	corresponding	corresponding	NOUN
bcpe-2609	123	9	to	to	ADP
bcpe-2609	123	10	text	text	NOUN
bcpe-2609	123	11	,	,	PUNCT
bcpe-2609	123	12	audio	audio	NOUN
bcpe-2609	123	13	and	and	CCONJ
bcpe-2609	123	14	video	video	NOUN
bcpe-2609	123	15	.	.	PUNCT
bcpe-2609	124	1	each	each	DET
bcpe-2609	124	2	unimodal	unimodal	ADJ
bcpe-2609	124	3	was	be	AUX
bcpe-2609	124	4	capable	capable	ADJ
bcpe-2609	124	5	of	of	ADP
bcpe-2609	124	6	extracting	extract	VERB
bcpe-2609	124	7	information	information	NOUN
bcpe-2609	124	8	from	from	ADP
bcpe-2609	124	9	text	text	NOUN
bcpe-2609	124	10	dialogue	dialogue	NOUN
bcpe-2609	124	11	,	,	PUNCT
bcpe-2609	124	12	audio	audio	NOUN
bcpe-2609	124	13	and	and	CCONJ
bcpe-2609	124	14	video	video	NOUN
bcpe-2609	124	15	fragment	fragment	NOUN
bcpe-2609	124	16	.	.	PUNCT
bcpe-2609	125	1	has	have	VERB
bcpe-2609	125	2	a	a	DET
bcpe-2609	125	3	sequence	sequence	NOUN
bcpe-2609	125	4	length	length	NOUN
bcpe-2609	125	5	l	l	NOUN
bcpe-2609	125	6	from	from	ADP
bcpe-2609	125	7	the	the	DET
bcpe-2609	125	8	input	input	NOUN
bcpe-2609	125	9	and	and	CCONJ
bcpe-2609	125	10	mode	mode	NOUN
bcpe-2609	125	11	m.	m.	PROPN
bcpe-2609	125	12	mode	mode	PROPN
bcpe-2609	125	13	m	m	PROPN
bcpe-2609	125	14	,	,	PUNCT
bcpe-2609	125	15	denoted	denote	VERB
bcpe-2609	125	16	by	by	ADP
bcpe-2609	125	17	,	,	PUNCT
bcpe-2609	125	18	,	,	PUNCT
bcpe-2609	125	19	,	,	PUNCT
bcpe-2609	125	20	represented	represent	VERB
bcpe-2609	125	21	the	the	DET
bcpe-2609	125	22	three	three	NUM
bcpe-2609	125	23	types	type	NOUN
bcpe-2609	125	24	text	text	NOUN
bcpe-2609	125	25	,	,	PUNCT
bcpe-2609	125	26	video	video	NOUN
bcpe-2609	125	27	and	and	CCONJ
bcpe-2609	125	28	audio	audio	NOUN
bcpe-2609	125	29	data	datum	NOUN
bcpe-2609	125	30	from	from	ADP
bcpe-2609	125	31	the	the	DET
bcpe-2609	125	32	input	input	NOUN
bcpe-2609	125	33	dataset	dataset	NOUN
bcpe-2609	125	34	.	.	PUNCT
bcpe-2609	126	1	the	the	DET
bcpe-2609	126	2	developed	develop	VERB
bcpe-2609	126	3	model	model	NOUN
bcpe-2609	126	4	's	's	PART
bcpe-2609	126	5	objective	objective	NOUN
bcpe-2609	126	6	is	be	AUX
bcpe-2609	126	7	to	to	PART
bcpe-2609	126	8	collect	collect	VERB
bcpe-2609	126	9	and	and	CCONJ
bcpe-2609	126	10	combine	combine	VERB
bcpe-2609	126	11	task	task	NOUN
bcpe-2609	126	12	-	-	PUNCT
bcpe-2609	126	13	related	relate	VERB
bcpe-2609	126	14	data	datum	NOUN
bcpe-2609	126	15	from	from	ADP
bcpe-2609	126	16	these	these	DET
bcpe-2609	126	17	input	input	NOUN
bcpe-2609	126	18	variables	variable	NOUN
bcpe-2609	126	19	to	to	PART
bcpe-2609	126	20	create	create	VERB
bcpe-2609	126	21	a	a	DET
bcpe-2609	126	22	unified	unified	ADJ
bcpe-2609	126	23	representation	representation	NOUN
bcpe-2609	126	24	,	,	PUNCT
bcpe-2609	126	25	and	and	CCONJ
bcpe-2609	126	26	then	then	ADV
bcpe-2609	126	27	make	make	VERB
bcpe-2609	126	28	reliable	reliable	ADJ
bcpe-2609	126	29	predictions	prediction	NOUN
bcpe-2609	126	30	about	about	ADP
bcpe-2609	126	31	a	a	DET
bcpe-2609	126	32	truth	truth	NOUN
bcpe-2609	126	33	quantity	quantity	NOUN
bcpe-2609	126	34	y	y	PROPN
bcpe-2609	126	35	that	that	PRON
bcpe-2609	126	36	represents	represent	VERB
bcpe-2609	126	37	the	the	DET
bcpe-2609	126	38	sentiment	sentiment	NOUN
bcpe-2609	126	39	strength	strength	NOUN
bcpe-2609	126	40	still	still	ADV
bcpe-2609	126	41	using	use	VERB
bcpe-2609	126	42	the	the	DET
bcpe-2609	126	43	representation	representation	NOUN
bcpe-2609	126	44	.	.	PUNCT
bcpe-2609	127	1	bcp	bcp	PROPN
bcpe-2609	127	2	education	education	PROPN
bcpe-2609	127	3	&	&	CCONJ
bcpe-2609	127	4	psychology	psychology	PROPN
bcpe-2609	127	5	ess	ess	PROPN
bcpe-2609	127	6	2022	2022	NUM
bcpe-2609	127	7	volume	volume	NOUN
bcpe-2609	127	8	7	7	NUM
bcpe-2609	127	9	(	(	PUNCT
bcpe-2609	127	10	2022	2022	NUM
bcpe-2609	127	11	)	)	PUNCT
bcpe-2609	127	12	68	68	NUM
bcpe-2609	127	13	3.2	3.2	NUM
bcpe-2609	127	14	unimodal	unimodal	ADJ
bcpe-2609	127	15	sentiment	sentiment	NOUN
bcpe-2609	127	16	feature	feature	NOUN
bcpe-2609	127	17	extraction	extraction	NOUN
bcpe-2609	127	18	1	1	NUM
bcpe-2609	127	19	.	.	X
bcpe-2609	127	20	text	text	NOUN
bcpe-2609	127	21	:	:	PUNCT
bcpe-2609	128	1	we	we	PRON
bcpe-2609	128	2	used	use	VERB
bcpe-2609	128	3	a	a	DET
bcpe-2609	128	4	bert	bert	PROPN
bcpe-2609	128	5	model	model	NOUN
bcpe-2609	128	6	with	with	ADP
bcpe-2609	128	7	attention	attention	NOUN
bcpe-2609	128	8	mechanism	mechanism	NOUN
bcpe-2609	128	9	to	to	PART
bcpe-2609	128	10	extract	extract	VERB
bcpe-2609	128	11	textual	textual	ADJ
bcpe-2609	128	12	features	feature	NOUN
bcpe-2609	128	13	.	.	PUNCT
bcpe-2609	129	1	in	in	ADP
bcpe-2609	129	2	this	this	DET
bcpe-2609	129	3	method	method	NOUN
bcpe-2609	129	4	,	,	PUNCT
bcpe-2609	129	5	short	short	ADJ
bcpe-2609	129	6	-	-	PUNCT
bcpe-2609	129	7	term	term	NOUN
bcpe-2609	129	8	dependencies	dependency	NOUN
bcpe-2609	129	9	between	between	ADP
bcpe-2609	129	10	successive	successive	ADJ
bcpe-2609	129	11	words	word	NOUN
bcpe-2609	129	12	are	be	AUX
bcpe-2609	129	13	formed	form	VERB
bcpe-2609	129	14	.	.	PUNCT
bcpe-2609	130	1	for	for	ADP
bcpe-2609	130	2	that	that	DET
bcpe-2609	130	3	purpose	purpose	NOUN
bcpe-2609	130	4	,	,	PUNCT
bcpe-2609	130	5	we	we	PRON
bcpe-2609	130	6	used	use	VERB
bcpe-2609	130	7	a	a	DET
bcpe-2609	130	8	unigram	unigram	NOUN
bcpe-2609	130	9	bag	bag	NOUN
bcpe-2609	130	10	-	-	PUNCT
bcpe-2609	130	11	of	of	ADP
bcpe-2609	130	12	-	-	PUNCT
bcpe-2609	130	13	words	word	NOUN
bcpe-2609	130	14	model	model	NOUN
bcpe-2609	130	15	and	and	CCONJ
bcpe-2609	130	16	then	then	ADV
bcpe-2609	130	17	used	use	VERB
bcpe-2609	130	18	the	the	DET
bcpe-2609	130	19	conditional	conditional	ADJ
bcpe-2609	130	20	random	random	ADJ
bcpe-2609	130	21	field	field	NOUN
bcpe-2609	130	22	(	(	PUNCT
bcpe-2609	130	23	crf	crf	NOUN
bcpe-2609	130	24	)	)	PUNCT
bcpe-2609	130	25	method	method	NOUN
bcpe-2609	130	26	to	to	PART
bcpe-2609	130	27	train	train	VERB
bcpe-2609	130	28	the	the	DET
bcpe-2609	130	29	bert	bert	PROPN
bcpe-2609	130	30	models	model	NOUN
bcpe-2609	130	31	.	.	PUNCT
bcpe-2609	131	1	for	for	ADP
bcpe-2609	131	2	the	the	DET
bcpe-2609	131	3	input	input	NOUN
bcpe-2609	131	4	method	method	NOUN
bcpe-2609	131	5	,	,	PUNCT
bcpe-2609	131	6	we	we	PRON
bcpe-2609	131	7	treated	treat	VERB
bcpe-2609	131	8	each	each	DET
bcpe-2609	131	9	sentence	sentence	NOUN
bcpe-2609	131	10	as	as	ADP
bcpe-2609	131	11	a	a	DET
bcpe-2609	131	12	one	one	NUM
bcpe-2609	131	13	-	-	PUNCT
bcpe-2609	131	14	dimensional	dimensional	ADJ
bcpe-2609	131	15	sequence	sequence	NOUN
bcpe-2609	131	16	that	that	PRON
bcpe-2609	131	17	was	be	AUX
bcpe-2609	131	18	split	split	VERB
bcpe-2609	131	19	into	into	ADP
bcpe-2609	131	20	sub	sub	NOUN
bcpe-2609	131	21	-	-	NOUN
bcpe-2609	131	22	sequences	sequence	NOUN
bcpe-2609	131	23	of	of	ADP
bcpe-2609	131	24	a	a	DET
bcpe-2609	131	25	fixed	fix	VERB
bcpe-2609	131	26	length	length	NOUN
bcpe-2609	131	27	.	.	PUNCT
bcpe-2609	132	1	in	in	ADP
bcpe-2609	132	2	the	the	DET
bcpe-2609	132	3	next	next	ADJ
bcpe-2609	132	4	step	step	NOUN
bcpe-2609	132	5	,	,	PUNCT
bcpe-2609	132	6	we	we	PRON
bcpe-2609	132	7	used	use	VERB
bcpe-2609	132	8	the	the	DET
bcpe-2609	132	9	attention	attention	NOUN
bcpe-2609	132	10	mechanism	mechanism	NOUN
bcpe-2609	132	11	to	to	PART
bcpe-2609	132	12	obtain	obtain	VERB
bcpe-2609	132	13	distributed	distributed	ADJ
bcpe-2609	132	14	representations	representation	NOUN
bcpe-2609	132	15	of	of	ADP
bcpe-2609	132	16	all	all	DET
bcpe-2609	132	17	sub	sub	NOUN
bcpe-2609	132	18	-	-	NOUN
bcpe-2609	132	19	sequences	sequence	NOUN
bcpe-2609	132	20	.	.	PUNCT
bcpe-2609	133	1	in	in	ADP
bcpe-2609	133	2	this	this	DET
bcpe-2609	133	3	way	way	NOUN
bcpe-2609	133	4	,	,	PUNCT
bcpe-2609	133	5	we	we	PRON
bcpe-2609	133	6	obtained	obtain	VERB
bcpe-2609	133	7	16	16	NUM
bcpe-2609	133	8	hidden	hide	VERB
bcpe-2609	133	9	state	state	NOUN
bcpe-2609	133	10	variables	variable	NOUN
bcpe-2609	133	11	for	for	ADP
bcpe-2609	133	12	each	each	DET
bcpe-2609	133	13	word	word	NOUN
bcpe-2609	133	14	in	in	ADP
bcpe-2609	133	15	a	a	DET
bcpe-2609	133	16	trained	train	VERB
bcpe-2609	133	17	model	model	NOUN
bcpe-2609	133	18	.	.	PUNCT
bcpe-2609	134	1	the	the	DET
bcpe-2609	134	2	bert	bert	PROPN
bcpe-2609	134	3	encoder	encoder	NOUN
bcpe-2609	134	4	had	have	VERB
bcpe-2609	134	5	12	12	NUM
bcpe-2609	134	6	layers	layer	NOUN
bcpe-2609	134	7	to	to	PART
bcpe-2609	134	8	evaluate	evaluate	VERB
bcpe-2609	134	9	the	the	DET
bcpe-2609	134	10	state	state	NOUN
bcpe-2609	134	11	of	of	ADP
bcpe-2609	134	12	the	the	DET
bcpe-2609	134	13	hidden	hidden	ADJ
bcpe-2609	134	14	variables	variable	NOUN
bcpe-2609	134	15	.	.	PUNCT
bcpe-2609	135	1	this	this	DET
bcpe-2609	135	2	model	model	NOUN
bcpe-2609	135	3	was	be	AUX
bcpe-2609	135	4	trained	train	VERB
bcpe-2609	135	5	and	and	CCONJ
bcpe-2609	135	6	tested	test	VERB
bcpe-2609	135	7	with	with	ADP
bcpe-2609	135	8	a	a	DET
bcpe-2609	135	9	sentiment	sentiment	NOUN
bcpe-2609	135	10	dataset	dataset	VERB
bcpe-2609	135	11	that	that	PRON
bcpe-2609	135	12	was	be	AUX
bcpe-2609	135	13	gathered	gather	VERB
bcpe-2609	135	14	from	from	ADP
bcpe-2609	135	15	a	a	DET
bcpe-2609	135	16	group	group	NOUN
bcpe-2609	135	17	of	of	ADP
bcpe-2609	135	18	patients	patient	NOUN
bcpe-2609	135	19	who	who	PRON
bcpe-2609	135	20	had	have	AUX
bcpe-2609	135	21	participated	participate	VERB
bcpe-2609	135	22	in	in	ADP
bcpe-2609	135	23	the	the	DET
bcpe-2609	135	24	study	study	NOUN
bcpe-2609	135	25	.	.	PUNCT
bcpe-2609	136	1	the	the	DET
bcpe-2609	136	2	results	result	NOUN
bcpe-2609	136	3	have	have	AUX
bcpe-2609	136	4	shown	show	VERB
bcpe-2609	136	5	that	that	SCONJ
bcpe-2609	136	6	the	the	DET
bcpe-2609	136	7	model	model	NOUN
bcpe-2609	136	8	performs	perform	VERB
bcpe-2609	136	9	well	well	ADV
bcpe-2609	136	10	in	in	ADP
bcpe-2609	136	11	capturing	capture	VERB
bcpe-2609	136	12	those	those	DET
bcpe-2609	136	13	patients	patient	NOUN
bcpe-2609	136	14	'	'	PART
bcpe-2609	136	15	depression	depression	NOUN
bcpe-2609	136	16	in	in	ADP
bcpe-2609	136	17	interview	interview	NOUN
bcpe-2609	136	18	dialogue	dialogue	NOUN
bcpe-2609	136	19	.	.	PUNCT
bcpe-2609	137	1	2	2	X
bcpe-2609	137	2	.	.	X
bcpe-2609	137	3	audio	audio	NOUN
bcpe-2609	137	4	:	:	PUNCT
bcpe-2609	137	5	we	we	PRON
bcpe-2609	137	6	used	use	VERB
bcpe-2609	137	7	an	an	DET
bcpe-2609	137	8	acoustic	acoustic	ADJ
bcpe-2609	137	9	specialized	specialized	ADJ
bcpe-2609	137	10	bi	bi	ADJ
bcpe-2609	137	11	-	-	ADJ
bcpe-2609	137	12	directional	directional	ADJ
bcpe-2609	137	13	a	a	DET
bcpe-2609	137	14	-	-	PUNCT
bcpe-2609	137	15	lstm	lstm	ADJ
bcpe-2609	137	16	model	model	NOUN
bcpe-2609	137	17	.	.	PUNCT
bcpe-2609	138	1	to	to	PART
bcpe-2609	138	2	train	train	VERB
bcpe-2609	138	3	this	this	DET
bcpe-2609	138	4	model	model	NOUN
bcpe-2609	138	5	,	,	PUNCT
bcpe-2609	138	6	we	we	PRON
bcpe-2609	138	7	began	begin	VERB
bcpe-2609	138	8	by	by	ADP
bcpe-2609	138	9	splitting	split	VERB
bcpe-2609	138	10	a	a	DET
bcpe-2609	138	11	training	training	NOUN
bcpe-2609	138	12	corpus	corpus	NOUN
bcpe-2609	138	13	into	into	ADP
bcpe-2609	138	14	two	two	NUM
bcpe-2609	138	15	components	component	NOUN
bcpe-2609	138	16	:	:	PUNCT
bcpe-2609	138	17	one	one	NUM
bcpe-2609	138	18	which	which	PRON
bcpe-2609	138	19	held	hold	VERB
bcpe-2609	138	20	audio	audio	ADJ
bcpe-2609	138	21	files	file	NOUN
bcpe-2609	138	22	as	as	ADP
bcpe-2609	138	23	examples	example	NOUN
bcpe-2609	138	24	,	,	PUNCT
bcpe-2609	138	25	and	and	CCONJ
bcpe-2609	138	26	another	another	PRON
bcpe-2609	138	27	which	which	PRON
bcpe-2609	138	28	held	hold	VERB
bcpe-2609	138	29	text	text	NOUN
bcpe-2609	138	30	documents	document	NOUN
bcpe-2609	138	31	as	as	ADP
bcpe-2609	138	32	labels	label	NOUN
bcpe-2609	138	33	.	.	PUNCT
bcpe-2609	139	1	the	the	DET
bcpe-2609	139	2	number	number	NOUN
bcpe-2609	139	3	of	of	ADP
bcpe-2609	139	4	classes	class	NOUN
bcpe-2609	139	5	was	be	AUX
bcpe-2609	139	6	extracted	extract	VERB
bcpe-2609	139	7	from	from	ADP
bcpe-2609	139	8	the	the	DET
bcpe-2609	139	9	text	text	NOUN
bcpe-2609	139	10	document	document	NOUN
bcpe-2609	139	11	portion	portion	NOUN
bcpe-2609	139	12	.	.	PUNCT
bcpe-2609	140	1	then	then	ADV
bcpe-2609	140	2	,	,	PUNCT
bcpe-2609	140	3	we	we	PRON
bcpe-2609	140	4	trained	train	VERB
bcpe-2609	140	5	our	our	PRON
bcpe-2609	140	6	model	model	NOUN
bcpe-2609	140	7	on	on	ADP
bcpe-2609	140	8	audio	audio	NOUN
bcpe-2609	140	9	the	the	DET
bcpe-2609	140	10	features	feature	NOUN
bcpe-2609	140	11	.	.	PUNCT
bcpe-2609	141	1	the	the	DET
bcpe-2609	141	2	low	low	ADJ
bcpe-2609	141	3	-	-	PUNCT
bcpe-2609	141	4	level	level	NOUN
bcpe-2609	141	5	descriptors	descriptor	NOUN
bcpe-2609	141	6	,	,	PUNCT
bcpe-2609	141	7	such	such	ADJ
bcpe-2609	141	8	as	as	ADP
bcpe-2609	141	9	voice	voice	NOUN
bcpe-2609	141	10	strength	strength	NOUN
bcpe-2609	141	11	and	and	CCONJ
bcpe-2609	141	12	pitch	pitch	NOUN
bcpe-2609	141	13	,	,	PUNCT
bcpe-2609	141	14	and	and	CCONJ
bcpe-2609	141	15	associated	associated	ADJ
bcpe-2609	141	16	statistics	statistic	NOUN
bcpe-2609	141	17	,	,	PUNCT
bcpe-2609	141	18	such	such	ADJ
bcpe-2609	141	19	as	as	ADP
bcpe-2609	141	20	mean	mean	ADJ
bcpe-2609	141	21	and	and	CCONJ
bcpe-2609	141	22	root	root	VERB
bcpe-2609	141	23	quadratic	quadratic	ADJ
bcpe-2609	141	24	mean	mean	NOUN
bcpe-2609	141	25	,	,	PUNCT
bcpe-2609	141	26	made	make	VERB
bcpe-2609	141	27	up	up	ADP
bcpe-2609	141	28	the	the	DET
bcpe-2609	141	29	a	a	DET
bcpe-2609	141	30	-	-	PUNCT
bcpe-2609	141	31	lstm	lstm	NOUN
bcpe-2609	141	32	method	method	NOUN
bcpe-2609	141	33	's	's	PART
bcpe-2609	141	34	features	feature	NOUN
bcpe-2609	141	35	.	.	PUNCT
bcpe-2609	142	1	moreover	moreover	ADV
bcpe-2609	142	2	,	,	PUNCT
bcpe-2609	142	3	we	we	PRON
bcpe-2609	142	4	added	add	VERB
bcpe-2609	142	5	a	a	DET
bcpe-2609	142	6	pre	pre	ADJ
bcpe-2609	142	7	-	-	ADJ
bcpe-2609	142	8	processing	processing	ADJ
bcpe-2609	142	9	method	method	NOUN
bcpe-2609	142	10	that	that	PRON
bcpe-2609	142	11	incorporated	incorporate	VERB
bcpe-2609	142	12	silence	silence	NOUN
bcpe-2609	142	13	removal	removal	NOUN
bcpe-2609	142	14	,	,	PUNCT
bcpe-2609	142	15	gain	gain	VERB
bcpe-2609	142	16	normalization	normalization	NOUN
bcpe-2609	142	17	,	,	PUNCT
bcpe-2609	142	18	and	and	CCONJ
bcpe-2609	142	19	noise	noise	NOUN
bcpe-2609	142	20	filtering	filtering	NOUN
bcpe-2609	142	21	.	.	PUNCT
bcpe-2609	143	1	3	3	X
bcpe-2609	143	2	.	.	X
bcpe-2609	143	3	video	video	NOUN
bcpe-2609	143	4	:	:	PUNCT
bcpe-2609	143	5	we	we	PRON
bcpe-2609	143	6	used	use	VERB
bcpe-2609	143	7	a	a	DET
bcpe-2609	143	8	visual	visual	ADJ
bcpe-2609	143	9	specialized	specialized	ADJ
bcpe-2609	143	10	bi	bi	ADJ
bcpe-2609	143	11	-	-	ADJ
bcpe-2609	143	12	directional	directional	ADJ
bcpe-2609	143	13	v	v	NOUN
bcpe-2609	143	14	-	-	PUNCT
bcpe-2609	143	15	lstm	lstm	ADJ
bcpe-2609	143	16	model	model	NOUN
bcpe-2609	143	17	.	.	PUNCT
bcpe-2609	144	1	the	the	DET
bcpe-2609	144	2	v	v	NOUN
bcpe-2609	144	3	-	-	PUNCT
bcpe-2609	144	4	lstm	lstm	ADJ
bcpe-2609	144	5	model	model	NOUN
bcpe-2609	144	6	could	could	AUX
bcpe-2609	144	7	analyse	analyse	VERB
bcpe-2609	144	8	images	image	NOUN
bcpe-2609	144	9	from	from	ADP
bcpe-2609	144	10	a	a	DET
bcpe-2609	144	11	video	video	NOUN
bcpe-2609	144	12	input	input	NOUN
bcpe-2609	144	13	,	,	PUNCT
bcpe-2609	144	14	and	and	CCONJ
bcpe-2609	144	15	offered	offer	VERB
bcpe-2609	144	16	3d	3d	NUM
bcpe-2609	144	17	-	-	PUNCT
bcpe-2609	144	18	like	like	ADJ
bcpe-2609	144	19	feature	feature	NOUN
bcpe-2609	144	20	representations	representation	NOUN
bcpe-2609	144	21	.	.	PUNCT
bcpe-2609	145	1	we	we	PRON
bcpe-2609	145	2	divided	divide	VERB
bcpe-2609	145	3	the	the	DET
bcpe-2609	145	4	input	input	NOUN
bcpe-2609	145	5	video	video	NOUN
bcpe-2609	145	6	into	into	ADP
bcpe-2609	145	7	15	15	NUM
bcpe-2609	145	8	frames	frame	NOUN
bcpe-2609	145	9	and	and	CCONJ
bcpe-2609	145	10	created	create	VERB
bcpe-2609	145	11	an	an	DET
bcpe-2609	145	12	image	image	NOUN
bcpe-2609	145	13	frame	frame	NOUN
bcpe-2609	145	14	for	for	ADP
bcpe-2609	145	15	each	each	DET
bcpe-2609	145	16	frame	frame	NOUN
bcpe-2609	145	17	(	(	PUNCT
bcpe-2609	145	18	one	one	NUM
bcpe-2609	145	19	per	per	ADP
bcpe-2609	145	20	second	second	NOUN
bcpe-2609	145	21	)	)	PUNCT
bcpe-2609	145	22	.	.	PUNCT
bcpe-2609	146	1	the	the	DET
bcpe-2609	146	2	low	low	ADJ
bcpe-2609	146	3	-	-	PUNCT
bcpe-2609	146	4	level	level	NOUN
bcpe-2609	146	5	descriptors	descriptor	NOUN
bcpe-2609	146	6	of	of	ADP
bcpe-2609	146	7	colour	colour	NOUN
bcpe-2609	146	8	,	,	PUNCT
bcpe-2609	146	9	texture	texture	NOUN
bcpe-2609	146	10	,	,	PUNCT
bcpe-2609	146	11	and	and	CCONJ
bcpe-2609	146	12	shape	shape	NOUN
bcpe-2609	146	13	,	,	PUNCT
bcpe-2609	146	14	together	together	ADV
bcpe-2609	146	15	with	with	ADP
bcpe-2609	146	16	the	the	DET
bcpe-2609	146	17	associated	associated	ADJ
bcpe-2609	146	18	statistics	statistic	NOUN
bcpe-2609	146	19	in	in	ADP
bcpe-2609	146	20	image	image	NOUN
bcpe-2609	146	21	frames	frame	NOUN
bcpe-2609	146	22	,	,	PUNCT
bcpe-2609	146	23	such	such	ADJ
bcpe-2609	146	24	as	as	ADP
bcpe-2609	146	25	mean	mean	ADJ
bcpe-2609	146	26	and	and	CCONJ
bcpe-2609	146	27	root	root	NOUN
bcpe-2609	146	28	square	square	ADJ
bcpe-2609	146	29	mean	mean	NOUN
bcpe-2609	146	30	were	be	AUX
bcpe-2609	146	31	used	use	VERB
bcpe-2609	146	32	as	as	ADP
bcpe-2609	146	33	input	input	NOUN
bcpe-2609	146	34	features	feature	NOUN
bcpe-2609	146	35	.	.	PUNCT
bcpe-2609	147	1	unlike	unlike	ADP
bcpe-2609	147	2	the	the	DET
bcpe-2609	147	3	audio	audio	ADJ
bcpe-2609	147	4	feature	feature	NOUN
bcpe-2609	147	5	extractor	extractor	NOUN
bcpe-2609	147	6	,	,	PUNCT
bcpe-2609	147	7	we	we	PRON
bcpe-2609	147	8	also	also	ADV
bcpe-2609	147	9	tried	try	VERB
bcpe-2609	147	10	to	to	PART
bcpe-2609	147	11	use	use	VERB
bcpe-2609	147	12	3d	3d	NUM
bcpe-2609	147	13	-	-	PUNCT
bcpe-2609	147	14	cnn	cnn	PROPN
bcpe-2609	147	15	for	for	ADP
bcpe-2609	147	16	the	the	DET
bcpe-2609	147	17	visual	visual	ADJ
bcpe-2609	147	18	component	component	NOUN
bcpe-2609	147	19	of	of	ADP
bcpe-2609	147	20	the	the	DET
bcpe-2609	147	21	dataset	dataset	NOUN
bcpe-2609	147	22	.	.	PUNCT
bcpe-2609	148	1	we	we	PRON
bcpe-2609	148	2	later	later	ADV
bcpe-2609	148	3	discovered	discover	VERB
bcpe-2609	148	4	that	that	SCONJ
bcpe-2609	148	5	cnn	cnn	PROPN
bcpe-2609	148	6	could	could	AUX
bcpe-2609	148	7	produce	produce	VERB
bcpe-2609	148	8	better	well	ADJ
bcpe-2609	148	9	result	result	NOUN
bcpe-2609	148	10	in	in	ADP
bcpe-2609	148	11	the	the	DET
bcpe-2609	148	12	individual	individual	ADJ
bcpe-2609	148	13	test	test	NOUN
bcpe-2609	148	14	,	,	PUNCT
bcpe-2609	148	15	but	but	CCONJ
bcpe-2609	148	16	due	due	ADP
bcpe-2609	148	17	to	to	ADP
bcpe-2609	148	18	consistency	consistency	NOUN
bcpe-2609	148	19	reason	reason	NOUN
bcpe-2609	148	20	,	,	PUNCT
bcpe-2609	148	21	we	we	PRON
bcpe-2609	148	22	kept	keep	VERB
bcpe-2609	148	23	v	v	NOUN
bcpe-2609	148	24	-	-	PUNCT
bcpe-2609	148	25	lstm	lstm	ADJ
bcpe-2609	148	26	model	model	NOUN
bcpe-2609	148	27	for	for	ADP
bcpe-2609	148	28	further	further	ADJ
bcpe-2609	148	29	experiments	experiment	NOUN
bcpe-2609	148	30	.	.	PUNCT
bcpe-2609	149	1	3.3	3.3	NUM
bcpe-2609	149	2	multimodal	multimodal	NOUN
bcpe-2609	149	3	overall	overall	ADJ
bcpe-2609	149	4	architecture	architecture	NOUN
bcpe-2609	149	5	figure	figure	NOUN
bcpe-2609	149	6	1	1	NUM
bcpe-2609	149	7	.	.	PUNCT
bcpe-2609	149	8	transformer	transformer	ADJ
bcpe-2609	149	9	multimodal	multimodal	NOUN
bcpe-2609	149	10	architecture	architecture	NOUN
bcpe-2609	149	11	:	:	PUNCT
bcpe-2609	149	12	it	it	PRON
bcpe-2609	149	13	demonstrated	demonstrate	VERB
bcpe-2609	149	14	how	how	SCONJ
bcpe-2609	149	15	the	the	DET
bcpe-2609	149	16	information	information	NOUN
bcpe-2609	149	17	was	be	AUX
bcpe-2609	149	18	processed	process	VERB
bcpe-2609	149	19	and	and	CCONJ
bcpe-2609	149	20	how	how	SCONJ
bcpe-2609	149	21	the	the	DET
bcpe-2609	149	22	depression	depression	NOUN
bcpe-2609	149	23	score	score	NOUN
bcpe-2609	149	24	was	be	AUX
bcpe-2609	149	25	calculated	calculate	VERB
bcpe-2609	149	26	for	for	ADP
bcpe-2609	149	27	the	the	DET
bcpe-2609	149	28	patients	patient	NOUN
bcpe-2609	149	29	after	after	ADP
bcpe-2609	149	30	explaining	explain	VERB
bcpe-2609	149	31	the	the	DET
bcpe-2609	149	32	unimodal	unimodal	ADJ
bcpe-2609	149	33	feature	feature	NOUN
bcpe-2609	149	34	extraction	extraction	NOUN
bcpe-2609	149	35	method	method	NOUN
bcpe-2609	149	36	for	for	ADP
bcpe-2609	149	37	each	each	DET
bcpe-2609	149	38	data	datum	NOUN
bcpe-2609	149	39	format	format	NOUN
bcpe-2609	149	40	,	,	PUNCT
bcpe-2609	149	41	we	we	PRON
bcpe-2609	149	42	added	add	VERB
bcpe-2609	149	43	all	all	DET
bcpe-2609	149	44	the	the	DET
bcpe-2609	149	45	unimodal	unimodal	ADJ
bcpe-2609	149	46	features	feature	NOUN
bcpe-2609	149	47	that	that	PRON
bcpe-2609	149	48	were	be	AUX
bcpe-2609	149	49	produced	produce	VERB
bcpe-2609	149	50	from	from	ADP
bcpe-2609	149	51	text	text	NOUN
bcpe-2609	149	52	,	,	PUNCT
bcpe-2609	149	53	audio	audio	NOUN
bcpe-2609	149	54	,	,	PUNCT
bcpe-2609	149	55	and	and	CCONJ
bcpe-2609	149	56	video	video	NOUN
bcpe-2609	149	57	datasets	dataset	NOUN
bcpe-2609	149	58	into	into	ADP
bcpe-2609	149	59	one	one	NUM
bcpe-2609	149	60	big	big	ADJ
bcpe-2609	149	61	feature	feature	NOUN
bcpe-2609	149	62	pool	pool	NOUN
bcpe-2609	149	63	.	.	PUNCT
bcpe-2609	150	1	that	that	PRON
bcpe-2609	150	2	is	be	AUX
bcpe-2609	150	3	to	to	PART
bcpe-2609	150	4	say	say	VERB
bcpe-2609	150	5	,	,	PUNCT
bcpe-2609	150	6	the	the	DET
bcpe-2609	150	7	multimodal	multimodal	ADJ
bcpe-2609	150	8	knowledge	knowledge	NOUN
bcpe-2609	150	9	is	be	AUX
bcpe-2609	150	10	represented	represent	VERB
bcpe-2609	150	11	as	as	ADP
bcpe-2609	150	12	one	one	NUM
bcpe-2609	150	13	big	big	ADJ
bcpe-2609	150	14	network	network	NOUN
bcpe-2609	150	15	with	with	ADP
bcpe-2609	150	16	three	three	NUM
bcpe-2609	150	17	branches	branch	NOUN
bcpe-2609	150	18	:	:	PUNCT
bcpe-2609	150	19	the	the	DET
bcpe-2609	150	20	bcp	bcp	PROPN
bcpe-2609	150	21	education	education	PROPN
bcpe-2609	150	22	&	&	CCONJ
bcpe-2609	150	23	psychology	psychology	PROPN
bcpe-2609	150	24	ess	ess	PROPN
bcpe-2609	150	25	2022	2022	NUM
bcpe-2609	150	26	volume	volume	NOUN
bcpe-2609	150	27	7	7	NUM
bcpe-2609	150	28	(	(	PUNCT
bcpe-2609	150	29	2022	2022	NUM
bcpe-2609	150	30	)	)	PUNCT
bcpe-2609	150	31	69	69	NUM
bcpe-2609	150	32	text	text	NOUN
bcpe-2609	150	33	,	,	PUNCT
bcpe-2609	150	34	the	the	DET
bcpe-2609	150	35	audio	audio	NOUN
bcpe-2609	150	36	,	,	PUNCT
bcpe-2609	150	37	and	and	CCONJ
bcpe-2609	150	38	the	the	DET
bcpe-2609	150	39	video	video	NOUN
bcpe-2609	150	40	.	.	PUNCT
bcpe-2609	151	1	the	the	DET
bcpe-2609	151	2	concatenated	concatenate	VERB
bcpe-2609	151	3	input	input	NOUN
bcpe-2609	151	4	data	datum	NOUN
bcpe-2609	151	5	would	would	AUX
bcpe-2609	151	6	first	first	ADV
bcpe-2609	151	7	be	be	AUX
bcpe-2609	151	8	fed	feed	VERB
bcpe-2609	151	9	separately	separately	ADV
bcpe-2609	151	10	into	into	ADP
bcpe-2609	151	11	these	these	DET
bcpe-2609	151	12	three	three	NUM
bcpe-2609	151	13	branches	branch	NOUN
bcpe-2609	151	14	,	,	PUNCT
bcpe-2609	151	15	and	and	CCONJ
bcpe-2609	151	16	they	they	PRON
bcpe-2609	151	17	use	use	VERB
bcpe-2609	151	18	bert	bert	NOUN
bcpe-2609	151	19	or	or	CCONJ
bcpe-2609	151	20	lstm	lstm	NOUN
bcpe-2609	151	21	according	accord	VERB
bcpe-2609	151	22	to	to	ADP
bcpe-2609	151	23	the	the	DET
bcpe-2609	151	24	description	description	NOUN
bcpe-2609	151	25	above	above	ADV
bcpe-2609	151	26	.	.	PUNCT
bcpe-2609	152	1	the	the	DET
bcpe-2609	152	2	model	model	NOUN
bcpe-2609	152	3	then	then	ADV
bcpe-2609	152	4	operates	operate	VERB
bcpe-2609	152	5	in	in	ADP
bcpe-2609	152	6	two	two	NUM
bcpe-2609	152	7	collaborative	collaborative	ADJ
bcpe-2609	152	8	components	component	NOUN
bcpe-2609	152	9	shown	show	VERB
bcpe-2609	152	10	by	by	ADP
bcpe-2609	152	11	solid	solid	ADJ
bcpe-2609	152	12	and	and	CCONJ
bcpe-2609	152	13	dashed	dash	VERB
bcpe-2609	152	14	lines	line	NOUN
bcpe-2609	152	15	in	in	ADP
bcpe-2609	152	16	figure	figure	NOUN
bcpe-2609	152	17	:	:	PUNCT
bcpe-2609	152	18	fusion	fusion	NOUN
bcpe-2609	152	19	and	and	CCONJ
bcpe-2609	152	20	mi	mi	PROPN
bcpe-2609	152	21	maximization	maximization	NOUN
bcpe-2609	152	22	.	.	PUNCT
bcpe-2609	153	1	in	in	ADP
bcpe-2609	153	2	the	the	DET
bcpe-2609	153	3	fusion	fusion	NOUN
bcpe-2609	153	4	component	component	NOUN
bcpe-2609	153	5	of	of	ADP
bcpe-2609	153	6	the	the	DET
bcpe-2609	153	7	model	model	NOUN
bcpe-2609	153	8	,	,	PUNCT
bcpe-2609	153	9	we	we	PRON
bcpe-2609	153	10	tried	try	VERB
bcpe-2609	153	11	three	three	NUM
bcpe-2609	153	12	different	different	ADJ
bcpe-2609	153	13	methods	method	NOUN
bcpe-2609	153	14	:	:	PUNCT
bcpe-2609	153	15	the	the	DET
bcpe-2609	153	16	model	model	NOUN
bcpe-2609	153	17	first	first	ADV
bcpe-2609	153	18	takes	take	VERB
bcpe-2609	153	19	a	a	DET
bcpe-2609	153	20	weighted	weighted	ADJ
bcpe-2609	153	21	average	average	NOUN
bcpe-2609	153	22	of	of	ADP
bcpe-2609	153	23	all	all	DET
bcpe-2609	153	24	individual	individual	ADJ
bcpe-2609	153	25	models	model	NOUN
bcpe-2609	153	26	;	;	PUNCT
bcpe-2609	153	27	then	then	ADV
bcpe-2609	153	28	,	,	PUNCT
bcpe-2609	153	29	it	it	PRON
bcpe-2609	153	30	uses	use	VERB
bcpe-2609	153	31	an	an	DET
bcpe-2609	153	32	average	average	ADJ
bcpe-2609	153	33	pooling	pooling	NOUN
bcpe-2609	153	34	layer	layer	NOUN
bcpe-2609	153	35	to	to	PART
bcpe-2609	153	36	take	take	VERB
bcpe-2609	153	37	a	a	DET
bcpe-2609	153	38	weighted	weighted	ADJ
bcpe-2609	153	39	average	average	NOUN
bcpe-2609	153	40	of	of	ADP
bcpe-2609	153	41	all	all	DET
bcpe-2609	153	42	individual	individual	ADJ
bcpe-2609	153	43	outputs	output	NOUN
bcpe-2609	153	44	;	;	PUNCT
bcpe-2609	153	45	finally	finally	ADV
bcpe-2609	153	46	,	,	PUNCT
bcpe-2609	153	47	it	it	PRON
bcpe-2609	153	48	concatenates	concatenate	VERB
bcpe-2609	153	49	the	the	DET
bcpe-2609	153	50	text	text	NOUN
bcpe-2609	153	51	and	and	CCONJ
bcpe-2609	153	52	audio	audio	NOUN
bcpe-2609	153	53	vectors	vector	NOUN
bcpe-2609	153	54	and	and	CCONJ
bcpe-2609	153	55	labels	label	NOUN
bcpe-2609	153	56	together	together	ADV
bcpe-2609	153	57	before	before	ADP
bcpe-2609	153	58	feeding	feed	VERB
bcpe-2609	153	59	them	they	PRON
bcpe-2609	153	60	into	into	ADP
bcpe-2609	153	61	the	the	DET
bcpe-2609	153	62	label	label	NOUN
bcpe-2609	153	63	-	-	PUNCT
bcpe-2609	153	64	aligned	align	VERB
bcpe-2609	153	65	decoder	decoder	NOUN
bcpe-2609	153	66	.	.	PUNCT
bcpe-2609	154	1	next	next	ADV
bcpe-2609	154	2	,	,	PUNCT
bcpe-2609	154	3	the	the	DET
bcpe-2609	154	4	model	model	NOUN
bcpe-2609	154	5	used	use	VERB
bcpe-2609	154	6	a	a	DET
bcpe-2609	154	7	(	(	PUNCT
bcpe-2609	154	8	mlp	mlp	NOUN
bcpe-2609	154	9	)	)	PUNCT
bcpe-2609	154	10	to	to	PART
bcpe-2609	154	11	generate	generate	VERB
bcpe-2609	154	12	the	the	DET
bcpe-2609	154	13	binary	binary	ADJ
bcpe-2609	154	14	label	label	NOUN
bcpe-2609	154	15	using	use	VERB
bcpe-2609	154	16	all	all	DET
bcpe-2609	154	17	the	the	DET
bcpe-2609	154	18	input	input	NOUN
bcpe-2609	154	19	sources	source	NOUN
bcpe-2609	154	20	.	.	PUNCT
bcpe-2609	155	1	the	the	DET
bcpe-2609	155	2	mi	mi	PROPN
bcpe-2609	155	3	maximization	maximization	PROPN
bcpe-2609	155	4	component	component	NOUN
bcpe-2609	155	5	is	be	AUX
bcpe-2609	155	6	to	to	PART
bcpe-2609	155	7	determine	determine	VERB
bcpe-2609	155	8	whether	whether	SCONJ
bcpe-2609	155	9	a	a	DET
bcpe-2609	155	10	feature	feature	NOUN
bcpe-2609	155	11	is	be	AUX
bcpe-2609	155	12	independent	independent	ADJ
bcpe-2609	155	13	or	or	CCONJ
bcpe-2609	155	14	not	not	PART
bcpe-2609	155	15	.	.	PUNCT
bcpe-2609	156	1	the	the	DET
bcpe-2609	156	2	feature	feature	NOUN
bcpe-2609	156	3	can	can	AUX
bcpe-2609	156	4	be	be	AUX
bcpe-2609	156	5	considered	consider	VERB
bcpe-2609	156	6	to	to	PART
bcpe-2609	156	7	be	be	AUX
bcpe-2609	156	8	independent	independent	ADJ
bcpe-2609	156	9	if	if	SCONJ
bcpe-2609	156	10	the	the	DET
bcpe-2609	156	11	result	result	NOUN
bcpe-2609	156	12	of	of	ADP
bcpe-2609	156	13	the	the	DET
bcpe-2609	156	14	feature	feature	NOUN
bcpe-2609	156	15	is	be	AUX
bcpe-2609	156	16	not	not	PART
bcpe-2609	156	17	affected	affect	VERB
bcpe-2609	156	18	by	by	ADP
bcpe-2609	156	19	other	other	ADJ
bcpe-2609	156	20	features	feature	NOUN
bcpe-2609	156	21	,	,	PUNCT
bcpe-2609	156	22	or	or	CCONJ
bcpe-2609	156	23	it	it	PRON
bcpe-2609	156	24	is	be	AUX
bcpe-2609	156	25	only	only	ADV
bcpe-2609	156	26	affected	affect	VERB
bcpe-2609	156	27	by	by	ADP
bcpe-2609	156	28	a	a	DET
bcpe-2609	156	29	small	small	ADJ
bcpe-2609	156	30	amount	amount	NOUN
bcpe-2609	156	31	.	.	PUNCT
bcpe-2609	157	1	after	after	ADP
bcpe-2609	157	2	running	run	VERB
bcpe-2609	157	3	the	the	DET
bcpe-2609	157	4	mi	mi	PROPN
bcpe-2609	157	5	maximization	maximization	PROPN
bcpe-2609	157	6	component	component	NOUN
bcpe-2609	157	7	and	and	CCONJ
bcpe-2609	157	8	obtaining	obtain	VERB
bcpe-2609	157	9	the	the	DET
bcpe-2609	157	10	result	result	NOUN
bcpe-2609	157	11	,	,	PUNCT
bcpe-2609	157	12	all	all	DET
bcpe-2609	157	13	binary	binary	ADJ
bcpe-2609	157	14	labels	label	NOUN
bcpe-2609	157	15	were	be	AUX
bcpe-2609	157	16	fed	feed	VERB
bcpe-2609	157	17	into	into	ADP
bcpe-2609	157	18	a	a	DET
bcpe-2609	157	19	logistic	logistic	ADJ
bcpe-2609	157	20	regression	regression	NOUN
bcpe-2609	157	21	to	to	PART
bcpe-2609	157	22	get	get	VERB
bcpe-2609	157	23	the	the	DET
bcpe-2609	157	24	final	final	ADJ
bcpe-2609	157	25	classifier	classifier	NOUN
bcpe-2609	157	26	.	.	PUNCT
bcpe-2609	158	1	4	4	X
bcpe-2609	158	2	.	.	X
bcpe-2609	158	3	experiments	experiment	NOUN
bcpe-2609	158	4	4.1	4.1	NUM
bcpe-2609	158	5	databased	databased	ADJ
bcpe-2609	158	6	and	and	CCONJ
bcpe-2609	158	7	data	datum	NOUN
bcpe-2609	158	8	processing	processing	NOUN
bcpe-2609	158	9	although	although	SCONJ
bcpe-2609	158	10	some	some	DET
bcpe-2609	158	11	researchers	researcher	NOUN
bcpe-2609	158	12	and	and	CCONJ
bcpe-2609	158	13	hospitals	hospital	NOUN
bcpe-2609	158	14	are	be	AUX
bcpe-2609	158	15	trying	try	VERB
bcpe-2609	158	16	to	to	PART
bcpe-2609	158	17	create	create	VERB
bcpe-2609	158	18	better	well	ADJ
bcpe-2609	158	19	and	and	CCONJ
bcpe-2609	158	20	larger	large	ADJ
bcpe-2609	158	21	datasets	dataset	NOUN
bcpe-2609	158	22	for	for	ADP
bcpe-2609	158	23	depression	depression	NOUN
bcpe-2609	158	24	detection	detection	NOUN
bcpe-2609	158	25	in	in	ADP
bcpe-2609	158	26	machine	machine	NOUN
bcpe-2609	158	27	learning	learning	NOUN
bcpe-2609	158	28	,	,	PUNCT
bcpe-2609	158	29	these	these	DET
bcpe-2609	158	30	datasets	dataset	NOUN
bcpe-2609	158	31	are	be	AUX
bcpe-2609	158	32	raw	raw	ADJ
bcpe-2609	158	33	and	and	CCONJ
bcpe-2609	158	34	uneasy	uneasy	ADJ
bcpe-2609	158	35	to	to	PART
bcpe-2609	158	36	process	process	VERB
bcpe-2609	158	37	.	.	PUNCT
bcpe-2609	159	1	therefore	therefore	ADV
bcpe-2609	159	2	,	,	PUNCT
bcpe-2609	159	3	we	we	PRON
bcpe-2609	159	4	choose	choose	VERB
bcpe-2609	159	5	the	the	DET
bcpe-2609	159	6	one	one	NOUN
bcpe-2609	159	7	that	that	PRON
bcpe-2609	159	8	is	be	AUX
bcpe-2609	159	9	most	most	ADV
bcpe-2609	159	10	broadly	broadly	ADV
bcpe-2609	159	11	used	use	VERB
bcpe-2609	159	12	,	,	PUNCT
bcpe-2609	159	13	the	the	DET
bcpe-2609	159	14	daic	daic	PROPN
bcpe-2609	159	15	-	-	PUNCT
bcpe-2609	159	16	woz	woz	PROPN
bcpe-2609	159	17	database	database	NOUN
bcpe-2609	159	18	and	and	CCONJ
bcpe-2609	159	19	extended	extend	VERB
bcpe-2609	159	20	daic	daic	ADJ
bcpe-2609	159	21	database	database	NOUN
bcpe-2609	159	22	from	from	ADP
bcpe-2609	159	23	the	the	DET
bcpe-2609	159	24	university	university	PROPN
bcpe-2609	159	25	of	of	ADP
bcpe-2609	159	26	southern	southern	PROPN
bcpe-2609	159	27	california	california	PROPN
bcpe-2609	159	28	|	|	ADV
bcpe-2609	159	29	ict	ict	PROPN
bcpe-2609	159	30	.	.	PUNCT
bcpe-2609	160	1	this	this	PRON
bcpe-2609	160	2	is	be	AUX
bcpe-2609	160	3	a	a	DET
bcpe-2609	160	4	publicly	publicly	ADV
bcpe-2609	160	5	available	available	ADJ
bcpe-2609	160	6	database	database	NOUN
bcpe-2609	160	7	for	for	ADP
bcpe-2609	160	8	machine	machine	NOUN
bcpe-2609	160	9	learning	learn	VERB
bcpe-2609	160	10	on	on	ADP
bcpe-2609	160	11	depression	depression	NOUN
bcpe-2609	160	12	detection	detection	NOUN
bcpe-2609	160	13	and	and	CCONJ
bcpe-2609	160	14	there	there	PRON
bcpe-2609	160	15	is	be	VERB
bcpe-2609	160	16	a	a	DET
bcpe-2609	160	17	total	total	NOUN
bcpe-2609	160	18	of	of	ADP
bcpe-2609	160	19	310	310	NUM
bcpe-2609	160	20	patients	patient	NOUN
bcpe-2609	160	21	'	'	PART
bcpe-2609	160	22	data	datum	NOUN
bcpe-2609	160	23	.	.	PUNCT
bcpe-2609	161	1	this	this	DET
bcpe-2609	161	2	database	database	NOUN
bcpe-2609	161	3	includes	include	VERB
bcpe-2609	161	4	labelled	label	VERB
bcpe-2609	161	5	data	datum	NOUN
bcpe-2609	161	6	on	on	ADP
bcpe-2609	161	7	video	video	NOUN
bcpe-2609	161	8	,	,	PUNCT
bcpe-2609	161	9	audio	audio	NOUN
bcpe-2609	161	10	,	,	PUNCT
bcpe-2609	161	11	and	and	CCONJ
bcpe-2609	161	12	text	text	NOUN
bcpe-2609	161	13	which	which	PRON
bcpe-2609	161	14	just	just	ADV
bcpe-2609	161	15	suit	suit	VERB
bcpe-2609	161	16	our	our	PRON
bcpe-2609	161	17	multi	multi	ADJ
bcpe-2609	161	18	-	-	ADJ
bcpe-2609	161	19	model	model	ADJ
bcpe-2609	161	20	proposal	proposal	NOUN
bcpe-2609	161	21	.	.	PUNCT
bcpe-2609	162	1	however	however	ADV
bcpe-2609	162	2	,	,	PUNCT
bcpe-2609	162	3	there	there	PRON
bcpe-2609	162	4	also	also	ADV
bcpe-2609	162	5	exist	exist	VERB
bcpe-2609	162	6	some	some	DET
bcpe-2609	162	7	problems	problem	NOUN
bcpe-2609	162	8	with	with	ADP
bcpe-2609	162	9	this	this	DET
bcpe-2609	162	10	database	database	NOUN
bcpe-2609	162	11	.	.	PUNCT
bcpe-2609	163	1	although	although	SCONJ
bcpe-2609	163	2	it	it	PRON
bcpe-2609	163	3	provides	provide	VERB
bcpe-2609	163	4	some	some	DET
bcpe-2609	163	5	basic	basic	ADJ
bcpe-2609	163	6	information	information	NOUN
bcpe-2609	163	7	labels	label	NOUN
bcpe-2609	163	8	for	for	ADP
bcpe-2609	163	9	each	each	DET
bcpe-2609	163	10	patient	patient	NOUN
bcpe-2609	163	11	and	and	CCONJ
bcpe-2609	163	12	has	have	AUX
bcpe-2609	163	13	already	already	ADV
bcpe-2609	163	14	processed	process	VERB
bcpe-2609	163	15	some	some	DET
bcpe-2609	163	16	key	key	ADJ
bcpe-2609	163	17	data	datum	NOUN
bcpe-2609	163	18	on	on	ADP
bcpe-2609	163	19	video	video	NOUN
bcpe-2609	163	20	,	,	PUNCT
bcpe-2609	163	21	audio	audio	NOUN
bcpe-2609	163	22	,	,	PUNCT
bcpe-2609	163	23	and	and	CCONJ
bcpe-2609	163	24	text	text	NOUN
bcpe-2609	163	25	,	,	PUNCT
bcpe-2609	163	26	it	it	PRON
bcpe-2609	163	27	is	be	AUX
bcpe-2609	163	28	missing	miss	VERB
bcpe-2609	163	29	the	the	DET
bcpe-2609	163	30	most	most	ADV
bcpe-2609	163	31	important	important	ADJ
bcpe-2609	163	32	label	label	NOUN
bcpe-2609	163	33	for	for	ADP
bcpe-2609	163	34	this	this	DET
bcpe-2609	163	35	research	research	NOUN
bcpe-2609	163	36	,	,	PUNCT
bcpe-2609	163	37	which	which	PRON
bcpe-2609	163	38	is	be	AUX
bcpe-2609	163	39	age	age	NOUN
bcpe-2609	163	40	.	.	PUNCT
bcpe-2609	164	1	according	accord	VERB
bcpe-2609	164	2	to	to	ADP
bcpe-2609	164	3	the	the	DET
bcpe-2609	164	4	data	datum	NOUN
bcpe-2609	164	5	that	that	PRON
bcpe-2609	164	6	it	it	PRON
bcpe-2609	164	7	gives	give	VERB
bcpe-2609	164	8	,	,	PUNCT
bcpe-2609	164	9	because	because	SCONJ
bcpe-2609	164	10	most	most	ADJ
bcpe-2609	164	11	of	of	ADP
bcpe-2609	164	12	the	the	DET
bcpe-2609	164	13	data	datum	NOUN
bcpe-2609	164	14	have	have	AUX
bcpe-2609	164	15	been	be	AUX
bcpe-2609	164	16	processed	process	VERB
bcpe-2609	164	17	,	,	PUNCT
bcpe-2609	164	18	the	the	DET
bcpe-2609	164	19	row	row	NOUN
bcpe-2609	164	20	data	data	NOUN
bcpe-2609	164	21	is	be	AUX
bcpe-2609	164	22	the	the	DET
bcpe-2609	164	23	audio	audio	NOUN
bcpe-2609	164	24	of	of	ADP
bcpe-2609	164	25	their	their	PRON
bcpe-2609	164	26	conversation	conversation	NOUN
bcpe-2609	164	27	with	with	SCONJ
bcpe-2609	164	28	that	that	DET
bcpe-2609	164	29	robot	robot	NOUN
bcpe-2609	164	30	called	call	VERB
bcpe-2609	164	31	.	.	PUNCT
bcpe-2609	165	1	hence	hence	ADV
bcpe-2609	165	2	,	,	PUNCT
bcpe-2609	165	3	the	the	DET
bcpe-2609	165	4	only	only	ADJ
bcpe-2609	165	5	way	way	NOUN
bcpe-2609	165	6	to	to	PART
bcpe-2609	165	7	find	find	VERB
bcpe-2609	165	8	the	the	DET
bcpe-2609	165	9	age	age	NOUN
bcpe-2609	165	10	of	of	ADP
bcpe-2609	165	11	each	each	DET
bcpe-2609	165	12	patient	patient	NOUN
bcpe-2609	165	13	is	be	AUX
bcpe-2609	165	14	through	through	ADP
bcpe-2609	165	15	the	the	DET
bcpe-2609	165	16	audio	audio	NOUN
bcpe-2609	165	17	of	of	ADP
bcpe-2609	165	18	their	their	PRON
bcpe-2609	165	19	conversation	conversation	NOUN
bcpe-2609	165	20	with	with	ADP
bcpe-2609	165	21	the	the	DET
bcpe-2609	165	22	robot	robot	NOUN
bcpe-2609	165	23	.	.	PUNCT
bcpe-2609	166	1	unfortunately	unfortunately	ADV
bcpe-2609	166	2	,	,	PUNCT
bcpe-2609	166	3	the	the	DET
bcpe-2609	166	4	current	current	ADJ
bcpe-2609	166	5	age	age	NOUN
bcpe-2609	166	6	detection	detection	NOUN
bcpe-2609	166	7	model	model	NOUN
bcpe-2609	166	8	in	in	ADP
bcpe-2609	166	9	the	the	DET
bcpe-2609	166	10	conversation	conversation	NOUN
bcpe-2609	166	11	with	with	ADP
bcpe-2609	166	12	accuracy	accuracy	NOUN
bcpe-2609	166	13	under	under	ADP
bcpe-2609	166	14	60	60	NUM
bcpe-2609	166	15	%	%	NOUN
bcpe-2609	166	16	[	[	X
bcpe-2609	166	17	8	8	NUM
bcpe-2609	166	18	]	]	PUNCT
bcpe-2609	166	19	is	be	AUX
bcpe-2609	166	20	not	not	PART
bcpe-2609	166	21	mature	mature	ADJ
bcpe-2609	166	22	enough	enough	ADV
bcpe-2609	166	23	to	to	PART
bcpe-2609	166	24	make	make	VERB
bcpe-2609	166	25	the	the	DET
bcpe-2609	166	26	application	application	NOUN
bcpe-2609	166	27	.	.	PUNCT
bcpe-2609	167	1	this	this	PRON
bcpe-2609	167	2	means	mean	VERB
bcpe-2609	167	3	that	that	SCONJ
bcpe-2609	167	4	we	we	PRON
bcpe-2609	167	5	have	have	VERB
bcpe-2609	167	6	to	to	PART
bcpe-2609	167	7	do	do	VERB
bcpe-2609	167	8	the	the	DET
bcpe-2609	167	9	supervised	supervised	ADJ
bcpe-2609	167	10	learning	learning	NOUN
bcpe-2609	167	11	and	and	CCONJ
bcpe-2609	167	12	add	add	VERB
bcpe-2609	167	13	the	the	DET
bcpe-2609	167	14	age	age	NOUN
bcpe-2609	167	15	label	label	NOUN
bcpe-2609	167	16	to	to	ADP
bcpe-2609	167	17	these	these	DET
bcpe-2609	167	18	data	datum	NOUN
bcpe-2609	167	19	.	.	PUNCT
bcpe-2609	168	1	after	after	ADP
bcpe-2609	168	2	listening	listen	VERB
bcpe-2609	168	3	to	to	ADP
bcpe-2609	168	4	the	the	DET
bcpe-2609	168	5	audio	audio	NOUN
bcpe-2609	168	6	,	,	PUNCT
bcpe-2609	168	7	we	we	PRON
bcpe-2609	168	8	find	find	VERB
bcpe-2609	168	9	that	that	SCONJ
bcpe-2609	168	10	it	it	PRON
bcpe-2609	168	11	is	be	AUX
bcpe-2609	168	12	possible	possible	ADJ
bcpe-2609	168	13	to	to	PART
bcpe-2609	168	14	do	do	VERB
bcpe-2609	168	15	the	the	DET
bcpe-2609	168	16	data	datum	NOUN
bcpe-2609	168	17	labelling	labelling	NOUN
bcpe-2609	168	18	by	by	ADP
bcpe-2609	168	19	ourselves	ourselves	PRON
bcpe-2609	168	20	.	.	PUNCT
bcpe-2609	169	1	by	by	ADP
bcpe-2609	169	2	listening	listen	VERB
bcpe-2609	169	3	to	to	ADP
bcpe-2609	169	4	the	the	DET
bcpe-2609	169	5	audio	audio	NOUN
bcpe-2609	169	6	,	,	PUNCT
bcpe-2609	169	7	it	it	PRON
bcpe-2609	169	8	is	be	AUX
bcpe-2609	169	9	able	able	ADJ
bcpe-2609	169	10	to	to	PART
bcpe-2609	169	11	determine	determine	VERB
bcpe-2609	169	12	the	the	DET
bcpe-2609	169	13	possible	possible	ADJ
bcpe-2609	169	14	age	age	NOUN
bcpe-2609	169	15	range	range	NOUN
bcpe-2609	169	16	for	for	ADP
bcpe-2609	169	17	each	each	DET
bcpe-2609	169	18	patient	patient	NOUN
bcpe-2609	169	19	.	.	PUNCT
bcpe-2609	170	1	it	it	PRON
bcpe-2609	170	2	is	be	AUX
bcpe-2609	170	3	possible	possible	ADJ
bcpe-2609	170	4	to	to	PART
bcpe-2609	170	5	tell	tell	VERB
bcpe-2609	170	6	the	the	DET
bcpe-2609	170	7	differences	difference	NOUN
bcpe-2609	170	8	between	between	ADP
bcpe-2609	170	9	the	the	DET
bcpe-2609	170	10	elderly	elderly	ADJ
bcpe-2609	170	11	and	and	CCONJ
bcpe-2609	170	12	young	young	ADJ
bcpe-2609	170	13	people	people	NOUN
bcpe-2609	170	14	through	through	ADP
bcpe-2609	170	15	their	their	PRON
bcpe-2609	170	16	voices	voice	NOUN
bcpe-2609	170	17	.	.	PUNCT
bcpe-2609	171	1	in	in	ADP
bcpe-2609	171	2	addition	addition	NOUN
bcpe-2609	171	3	,	,	PUNCT
bcpe-2609	171	4	getting	get	VERB
bcpe-2609	171	5	into	into	ADP
bcpe-2609	171	6	the	the	DET
bcpe-2609	171	7	conversation	conversation	NOUN
bcpe-2609	171	8	context	context	NOUN
bcpe-2609	171	9	is	be	AUX
bcpe-2609	171	10	able	able	ADJ
bcpe-2609	171	11	to	to	PART
bcpe-2609	171	12	get	get	VERB
bcpe-2609	171	13	the	the	DET
bcpe-2609	171	14	age	age	NOUN
bcpe-2609	171	15	range	range	NOUN
bcpe-2609	171	16	by	by	ADP
bcpe-2609	171	17	logic	logic	NOUN
bcpe-2609	171	18	.	.	PUNCT
bcpe-2609	172	1	although	although	SCONJ
bcpe-2609	172	2	this	this	DET
bcpe-2609	172	3	human	human	ADJ
bcpe-2609	172	4	labelling	labelling	NOUN
bcpe-2609	172	5	on	on	ADP
bcpe-2609	172	6	age	age	NOUN
bcpe-2609	172	7	is	be	AUX
bcpe-2609	172	8	not	not	PART
bcpe-2609	172	9	one	one	NUM
bcpe-2609	172	10	hundred	hundred	NUM
bcpe-2609	172	11	percent	percent	NOUN
bcpe-2609	172	12	correct	correct	ADJ
bcpe-2609	172	13	,	,	PUNCT
bcpe-2609	172	14	this	this	PRON
bcpe-2609	172	15	will	will	AUX
bcpe-2609	172	16	help	help	VERB
bcpe-2609	172	17	determine	determine	VERB
bcpe-2609	172	18	which	which	DET
bcpe-2609	172	19	dataset	dataset	NOUN
bcpe-2609	172	20	will	will	AUX
bcpe-2609	172	21	be	be	AUX
bcpe-2609	172	22	put	put	VERB
bcpe-2609	172	23	in	in	ADP
bcpe-2609	172	24	the	the	DET
bcpe-2609	172	25	elder	elder	ADJ
bcpe-2609	172	26	people	people	NOUN
bcpe-2609	172	27	data	datum	NOUN
bcpe-2609	172	28	set	set	VERB
bcpe-2609	172	29	to	to	PART
bcpe-2609	172	30	do	do	VERB
bcpe-2609	172	31	the	the	DET
bcpe-2609	172	32	experiments	experiment	NOUN
bcpe-2609	172	33	later	later	ADV
bcpe-2609	172	34	.	.	PUNCT
bcpe-2609	173	1	for	for	ADP
bcpe-2609	173	2	the	the	DET
bcpe-2609	173	3	training	training	NOUN
bcpe-2609	173	4	data	datum	NOUN
bcpe-2609	173	5	,	,	PUNCT
bcpe-2609	173	6	daic	daic	ADJ
bcpe-2609	173	7	and	and	CCONJ
bcpe-2609	173	8	extended	extend	VERB
bcpe-2609	173	9	daic	daic	ADJ
bcpe-2609	173	10	datasets	dataset	NOUN
bcpe-2609	173	11	were	be	AUX
bcpe-2609	173	12	used	use	VERB
bcpe-2609	173	13	as	as	ADP
bcpe-2609	173	14	the	the	DET
bcpe-2609	173	15	inputs	input	NOUN
bcpe-2609	173	16	and	and	CCONJ
bcpe-2609	173	17	outputs	output	NOUN
bcpe-2609	173	18	of	of	ADP
bcpe-2609	173	19	the	the	DET
bcpe-2609	173	20	model	model	NOUN
bcpe-2609	173	21	.	.	PUNCT
bcpe-2609	174	1	meanwhile	meanwhile	ADV
bcpe-2609	174	2	,	,	PUNCT
bcpe-2609	174	3	for	for	ADP
bcpe-2609	174	4	the	the	DET
bcpe-2609	174	5	testing	testing	NOUN
bcpe-2609	174	6	data	datum	NOUN
bcpe-2609	174	7	,	,	PUNCT
bcpe-2609	174	8	we	we	PRON
bcpe-2609	174	9	have	have	AUX
bcpe-2609	174	10	gathered	gather	VERB
bcpe-2609	174	11	a	a	DET
bcpe-2609	174	12	new	new	ADJ
bcpe-2609	174	13	dataset	dataset	NOUN
bcpe-2609	174	14	that	that	PRON
bcpe-2609	174	15	was	be	AUX
bcpe-2609	174	16	related	relate	VERB
bcpe-2609	174	17	to	to	ADP
bcpe-2609	174	18	our	our	PRON
bcpe-2609	174	19	research	research	NOUN
bcpe-2609	174	20	.	.	PUNCT
bcpe-2609	175	1	for	for	ADP
bcpe-2609	175	2	our	our	PRON
bcpe-2609	175	3	data	data	NOUN
bcpe-2609	175	4	collection	collection	NOUN
bcpe-2609	175	5	,	,	PUNCT
bcpe-2609	175	6	we	we	PRON
bcpe-2609	175	7	have	have	AUX
bcpe-2609	175	8	tried	try	VERB
bcpe-2609	175	9	to	to	PART
bcpe-2609	175	10	collect	collect	VERB
bcpe-2609	175	11	relevant	relevant	ADJ
bcpe-2609	175	12	information	information	NOUN
bcpe-2609	175	13	on	on	ADP
bcpe-2609	175	14	elderly	elderly	ADJ
bcpe-2609	175	15	people	people	NOUN
bcpe-2609	175	16	under	under	ADP
bcpe-2609	175	17	special	special	ADJ
bcpe-2609	175	18	circumstances	circumstance	NOUN
bcpe-2609	175	19	who	who	PRON
bcpe-2609	175	20	might	might	AUX
bcpe-2609	175	21	suffer	suffer	VERB
bcpe-2609	175	22	from	from	ADP
bcpe-2609	175	23	depression	depression	NOUN
bcpe-2609	175	24	.	.	PUNCT
bcpe-2609	176	1	while	while	SCONJ
bcpe-2609	176	2	carefully	carefully	ADV
bcpe-2609	176	3	considering	consider	VERB
bcpe-2609	176	4	the	the	DET
bcpe-2609	176	5	environmental	environmental	ADJ
bcpe-2609	176	6	factors	factor	NOUN
bcpe-2609	176	7	,	,	PUNCT
bcpe-2609	176	8	we	we	PRON
bcpe-2609	176	9	have	have	AUX
bcpe-2609	176	10	gathered	gather	VERB
bcpe-2609	176	11	the	the	DET
bcpe-2609	176	12	necessary	necessary	ADJ
bcpe-2609	176	13	information	information	NOUN
bcpe-2609	176	14	that	that	PRON
bcpe-2609	176	15	is	be	AUX
bcpe-2609	176	16	needed	need	VERB
bcpe-2609	176	17	to	to	PART
bcpe-2609	176	18	conduct	conduct	VERB
bcpe-2609	176	19	our	our	PRON
bcpe-2609	176	20	experiments	experiment	NOUN
bcpe-2609	176	21	.	.	PUNCT
bcpe-2609	177	1	after	after	ADP
bcpe-2609	177	2	collecting	collect	VERB
bcpe-2609	177	3	multiple	multiple	ADJ
bcpe-2609	177	4	sources	source	NOUN
bcpe-2609	177	5	of	of	ADP
bcpe-2609	177	6	data	datum	NOUN
bcpe-2609	177	7	,	,	PUNCT
bcpe-2609	177	8	we	we	PRON
bcpe-2609	177	9	have	have	AUX
bcpe-2609	177	10	tried	try	VERB
bcpe-2609	177	11	to	to	PART
bcpe-2609	177	12	set	set	VERB
bcpe-2609	177	13	up	up	ADP
bcpe-2609	177	14	a	a	DET
bcpe-2609	177	15	model	model	NOUN
bcpe-2609	177	16	that	that	PRON
bcpe-2609	177	17	would	would	AUX
bcpe-2609	177	18	be	be	AUX
bcpe-2609	177	19	able	able	ADJ
bcpe-2609	177	20	to	to	PART
bcpe-2609	177	21	detect	detect	VERB
bcpe-2609	177	22	the	the	DET
bcpe-2609	177	23	mental	mental	ADJ
bcpe-2609	177	24	state	state	NOUN
bcpe-2609	177	25	of	of	ADP
bcpe-2609	177	26	individuals	individual	NOUN
bcpe-2609	177	27	based	base	VERB
bcpe-2609	177	28	on	on	ADP
bcpe-2609	177	29	the	the	DET
bcpe-2609	177	30	gathered	gather	VERB
bcpe-2609	177	31	information	information	NOUN
bcpe-2609	177	32	.	.	PUNCT
bcpe-2609	178	1	the	the	DET
bcpe-2609	178	2	data	datum	NOUN
bcpe-2609	178	3	was	be	AUX
bcpe-2609	178	4	collected	collect	VERB
bcpe-2609	178	5	at	at	ADP
bcpe-2609	178	6	a	a	DET
bcpe-2609	178	7	local	local	ADJ
bcpe-2609	178	8	hospital	hospital	NOUN
bcpe-2609	178	9	,	,	PUNCT
bcpe-2609	178	10	and	and	CCONJ
bcpe-2609	178	11	it	it	PRON
bcpe-2609	178	12	contained	contain	VERB
bcpe-2609	178	13	a	a	DET
bcpe-2609	178	14	questionnaire	questionnaire	NOUN
bcpe-2609	178	15	,	,	PUNCT
bcpe-2609	178	16	which	which	PRON
bcpe-2609	178	17	was	be	AUX
bcpe-2609	178	18	converted	convert	VERB
bcpe-2609	178	19	to	to	ADP
bcpe-2609	178	20	texts	text	NOUN
bcpe-2609	178	21	input	input	NOUN
bcpe-2609	178	22	,	,	PUNCT
bcpe-2609	178	23	audio	audio	NOUN
bcpe-2609	178	24	recording	recording	NOUN
bcpe-2609	178	25	of	of	ADP
bcpe-2609	178	26	the	the	DET
bcpe-2609	178	27	interview	interview	NOUN
bcpe-2609	178	28	between	between	ADP
bcpe-2609	178	29	the	the	DET
bcpe-2609	178	30	doctor	doctor	NOUN
bcpe-2609	178	31	and	and	CCONJ
bcpe-2609	178	32	patients	patient	NOUN
bcpe-2609	178	33	,	,	PUNCT
bcpe-2609	178	34	and	and	CCONJ
bcpe-2609	178	35	video	video	NOUN
bcpe-2609	178	36	recording	recording	NOUN
bcpe-2609	178	37	that	that	PRON
bcpe-2609	178	38	captured	capture	VERB
bcpe-2609	178	39	the	the	DET
bcpe-2609	178	40	emotions	emotion	NOUN
bcpe-2609	178	41	shown	show	VERB
bcpe-2609	178	42	on	on	ADP
bcpe-2609	178	43	the	the	DET
bcpe-2609	178	44	face	face	NOUN
bcpe-2609	178	45	.	.	PUNCT
bcpe-2609	179	1	for	for	ADP
bcpe-2609	179	2	our	our	PRON
bcpe-2609	179	3	experiment	experiment	NOUN
bcpe-2609	179	4	,	,	PUNCT
bcpe-2609	179	5	we	we	PRON
bcpe-2609	179	6	have	have	AUX
bcpe-2609	179	7	chosen	choose	VERB
bcpe-2609	179	8	20	20	NUM
bcpe-2609	179	9	subjects	subject	NOUN
bcpe-2609	179	10	as	as	SCONJ
bcpe-2609	179	11	our	our	PRON
bcpe-2609	179	12	sample	sample	NOUN
bcpe-2609	179	13	set	set	NOUN
bcpe-2609	179	14	that	that	PRON
bcpe-2609	179	15	would	would	AUX
bcpe-2609	179	16	take	take	VERB
bcpe-2609	179	17	part	part	NOUN
bcpe-2609	179	18	in	in	ADP
bcpe-2609	179	19	our	our	PRON
bcpe-2609	179	20	research	research	NOUN
bcpe-2609	179	21	.	.	PUNCT
bcpe-2609	180	1	their	their	PRON
bcpe-2609	180	2	ages	age	NOUN
bcpe-2609	180	3	ranged	range	VERB
bcpe-2609	180	4	from	from	ADP
bcpe-2609	180	5	50	50	NUM
bcpe-2609	180	6	to	to	PART
bcpe-2609	180	7	90	90	NUM
bcpe-2609	180	8	,	,	PUNCT
bcpe-2609	180	9	and	and	CCONJ
bcpe-2609	180	10	they	they	PRON
bcpe-2609	180	11	were	be	AUX
bcpe-2609	180	12	all	all	PRON
bcpe-2609	180	13	seniors	senior	NOUN
bcpe-2609	180	14	under	under	ADP
bcpe-2609	180	15	the	the	DET
bcpe-2609	180	16	care	care	NOUN
bcpe-2609	180	17	of	of	ADP
bcpe-2609	180	18	a	a	DET
bcpe-2609	180	19	doctor	doctor	NOUN
bcpe-2609	180	20	.	.	PUNCT
bcpe-2609	181	1	bcp	bcp	PROPN
bcpe-2609	181	2	education	education	PROPN
bcpe-2609	181	3	&	&	CCONJ
bcpe-2609	181	4	psychology	psychology	PROPN
bcpe-2609	181	5	ess	ess	PROPN
bcpe-2609	181	6	2022	2022	NUM
bcpe-2609	181	7	volume	volume	NOUN
bcpe-2609	181	8	7	7	NUM
bcpe-2609	181	9	(	(	PUNCT
bcpe-2609	181	10	2022	2022	NUM
bcpe-2609	181	11	)	)	PUNCT
bcpe-2609	181	12	70	70	NUM
bcpe-2609	181	13	4.2	4.2	NUM
bcpe-2609	181	14	elder	elder	NOUN
bcpe-2609	181	15	group	group	NOUN
bcpe-2609	181	16	data	datum	NOUN
bcpe-2609	181	17	selection	selection	NOUN
bcpe-2609	181	18	first	first	ADV
bcpe-2609	181	19	,	,	PUNCT
bcpe-2609	181	20	download	download	VERB
bcpe-2609	181	21	all	all	DET
bcpe-2609	181	22	the	the	DET
bcpe-2609	181	23	data	data	NOUN
bcpe-2609	181	24	packages	package	NOUN
bcpe-2609	181	25	from	from	ADP
bcpe-2609	181	26	the	the	DET
bcpe-2609	181	27	extended	extended	ADJ
bcpe-2609	181	28	daic	daic	NOUN
bcpe-2609	181	29	.	.	PUNCT
bcpe-2609	182	1	then	then	ADV
bcpe-2609	182	2	,	,	PUNCT
bcpe-2609	182	3	listen	listen	VERB
bcpe-2609	182	4	to	to	ADP
bcpe-2609	182	5	each	each	DET
bcpe-2609	182	6	audio	audio	NOUN
bcpe-2609	182	7	and	and	CCONJ
bcpe-2609	182	8	look	look	VERB
bcpe-2609	182	9	at	at	ADP
bcpe-2609	182	10	the	the	DET
bcpe-2609	182	11	transcript	transcript	NOUN
bcpe-2609	182	12	.	.	PUNCT
bcpe-2609	183	1	judgments	judgment	NOUN
bcpe-2609	183	2	and	and	CCONJ
bcpe-2609	183	3	labels	label	NOUN
bcpe-2609	183	4	for	for	ADP
bcpe-2609	183	5	age	age	NOUN
bcpe-2609	183	6	should	should	AUX
bcpe-2609	183	7	first	first	ADV
bcpe-2609	183	8	be	be	AUX
bcpe-2609	183	9	based	base	VERB
bcpe-2609	183	10	on	on	ADP
bcpe-2609	183	11	the	the	DET
bcpe-2609	183	12	logic	logic	NOUN
bcpe-2609	183	13	implicit	implicit	NOUN
bcpe-2609	183	14	in	in	ADP
bcpe-2609	183	15	the	the	DET
bcpe-2609	183	16	conversation	conversation	NOUN
bcpe-2609	183	17	.	.	PUNCT
bcpe-2609	184	1	for	for	ADP
bcpe-2609	184	2	example	example	NOUN
bcpe-2609	184	3	,	,	PUNCT
bcpe-2609	184	4	some	some	DET
bcpe-2609	184	5	people	people	NOUN
bcpe-2609	184	6	will	will	AUX
bcpe-2609	184	7	directly	directly	ADV
bcpe-2609	184	8	say	say	VERB
bcpe-2609	184	9	he	he	PRON
bcpe-2609	184	10	/	/	PUNCT
bcpe-2609	185	1	she	she	PRON
bcpe-2609	185	2	is	be	AUX
bcpe-2609	185	3	already	already	ADV
bcpe-2609	185	4	pretty	pretty	ADV
bcpe-2609	185	5	old	old	ADJ
bcpe-2609	185	6	,	,	PUNCT
bcpe-2609	185	7	so	so	SCONJ
bcpe-2609	185	8	they	they	PRON
bcpe-2609	185	9	will	will	AUX
bcpe-2609	185	10	definitely	definitely	ADV
bcpe-2609	185	11	be	be	AUX
bcpe-2609	185	12	labelled	label	VERB
bcpe-2609	185	13	as	as	ADP
bcpe-2609	185	14	elder	eld	ADJ
bcpe-2609	185	15	people	people	NOUN
bcpe-2609	185	16	.	.	PUNCT
bcpe-2609	186	1	some	some	DET
bcpe-2609	186	2	people	people	NOUN
bcpe-2609	186	3	say	say	VERB
bcpe-2609	186	4	,	,	PUNCT
bcpe-2609	186	5	for	for	ADP
bcpe-2609	186	6	instance	instance	NOUN
bcpe-2609	186	7	,	,	PUNCT
bcpe-2609	186	8	fifty	fifty	NUM
bcpe-2609	186	9	years	year	NOUN
bcpe-2609	186	10	ago	ago	ADV
bcpe-2609	186	11	,	,	PUNCT
bcpe-2609	186	12	this	this	PRON
bcpe-2609	186	13	also	also	ADV
bcpe-2609	186	14	shows	show	VERB
bcpe-2609	186	15	that	that	SCONJ
bcpe-2609	186	16	this	this	DET
bcpe-2609	186	17	person	person	NOUN
bcpe-2609	186	18	's	's	PART
bcpe-2609	186	19	age	age	NOUN
bcpe-2609	186	20	is	be	AUX
bcpe-2609	186	21	definitely	definitely	ADV
bcpe-2609	186	22	greater	great	ADJ
bcpe-2609	186	23	than	than	ADP
bcpe-2609	186	24	fifty	fifty	NUM
bcpe-2609	186	25	,	,	PUNCT
bcpe-2609	186	26	or	or	CCONJ
bcpe-2609	186	27	even	even	ADV
bcpe-2609	186	28	older	old	ADJ
bcpe-2609	186	29	.	.	PUNCT
bcpe-2609	187	1	as	as	ADP
bcpe-2609	187	2	for	for	ADP
bcpe-2609	187	3	younger	young	ADJ
bcpe-2609	187	4	people	people	NOUN
bcpe-2609	187	5	who	who	PRON
bcpe-2609	187	6	are	be	AUX
bcpe-2609	187	7	around	around	ADP
bcpe-2609	187	8	twenty	twenty	NUM
bcpe-2609	187	9	,	,	PUNCT
bcpe-2609	187	10	they	they	PRON
bcpe-2609	187	11	will	will	AUX
bcpe-2609	187	12	talk	talk	VERB
bcpe-2609	187	13	about	about	ADP
bcpe-2609	187	14	their	their	PRON
bcpe-2609	187	15	school	school	NOUN
bcpe-2609	187	16	and	and	CCONJ
bcpe-2609	187	17	their	their	PRON
bcpe-2609	187	18	parents	parent	NOUN
bcpe-2609	187	19	who	who	PRON
bcpe-2609	187	20	are	be	AUX
bcpe-2609	187	21	still	still	ADV
bcpe-2609	187	22	working	work	VERB
bcpe-2609	187	23	.	.	PUNCT
bcpe-2609	188	1	people	people	NOUN
bcpe-2609	188	2	around	around	ADP
bcpe-2609	188	3	thirty	thirty	NUM
bcpe-2609	188	4	or	or	CCONJ
bcpe-2609	188	5	forty	forty	NUM
bcpe-2609	188	6	will	will	AUX
bcpe-2609	188	7	most	most	ADV
bcpe-2609	188	8	likely	likely	ADV
bcpe-2609	188	9	talk	talk	VERB
bcpe-2609	188	10	about	about	ADP
bcpe-2609	188	11	their	their	PRON
bcpe-2609	188	12	young	young	ADJ
bcpe-2609	188	13	children	child	NOUN
bcpe-2609	188	14	and	and	CCONJ
bcpe-2609	188	15	their	their	PRON
bcpe-2609	188	16	old	old	ADJ
bcpe-2609	188	17	parents	parent	NOUN
bcpe-2609	188	18	.	.	PUNCT
bcpe-2609	189	1	in	in	ADP
bcpe-2609	189	2	conclusion	conclusion	NOUN
bcpe-2609	189	3	,	,	PUNCT
bcpe-2609	189	4	these	these	PRON
bcpe-2609	189	5	are	be	AUX
bcpe-2609	189	6	the	the	DET
bcpe-2609	189	7	possible	possible	ADJ
bcpe-2609	189	8	ways	way	NOUN
bcpe-2609	189	9	to	to	PART
bcpe-2609	189	10	add	add	VERB
bcpe-2609	189	11	the	the	DET
bcpe-2609	189	12	age	age	NOUN
bcpe-2609	189	13	label	label	NOUN
bcpe-2609	189	14	to	to	ADP
bcpe-2609	189	15	these	these	DET
bcpe-2609	189	16	patients	patient	NOUN
bcpe-2609	189	17	according	accord	VERB
bcpe-2609	189	18	to	to	ADP
bcpe-2609	189	19	their	their	PRON
bcpe-2609	189	20	conversation	conversation	NOUN
bcpe-2609	189	21	.	.	PUNCT
bcpe-2609	190	1	if	if	SCONJ
bcpe-2609	190	2	age	age	NOUN
bcpe-2609	190	3	can	can	AUX
bcpe-2609	190	4	not	not	PART
bcpe-2609	190	5	be	be	AUX
bcpe-2609	190	6	logically	logically	ADV
bcpe-2609	190	7	deduced	deduce	VERB
bcpe-2609	190	8	from	from	ADP
bcpe-2609	190	9	their	their	PRON
bcpe-2609	190	10	conversation	conversation	NOUN
bcpe-2609	190	11	,	,	PUNCT
bcpe-2609	190	12	then	then	ADV
bcpe-2609	190	13	their	their	PRON
bcpe-2609	190	14	age	age	NOUN
bcpe-2609	190	15	can	can	AUX
bcpe-2609	190	16	only	only	ADV
bcpe-2609	190	17	be	be	AUX
bcpe-2609	190	18	judged	judge	VERB
bcpe-2609	190	19	by	by	ADP
bcpe-2609	190	20	the	the	DET
bcpe-2609	190	21	perception	perception	NOUN
bcpe-2609	190	22	of	of	ADP
bcpe-2609	190	23	their	their	PRON
bcpe-2609	190	24	voices	voice	NOUN
bcpe-2609	190	25	.	.	PUNCT
bcpe-2609	191	1	for	for	ADP
bcpe-2609	191	2	example	example	NOUN
bcpe-2609	191	3	,	,	PUNCT
bcpe-2609	191	4	the	the	DET
bcpe-2609	191	5	voice	voice	NOUN
bcpe-2609	191	6	of	of	ADP
bcpe-2609	191	7	the	the	DET
bcpe-2609	191	8	elderly	elderly	ADJ
bcpe-2609	191	9	is	be	AUX
bcpe-2609	191	10	relatively	relatively	ADV
bcpe-2609	191	11	more	more	ADJ
bcpe-2609	191	12	vicissitudes	vicissitude	NOUN
bcpe-2609	191	13	.	.	PUNCT
bcpe-2609	192	1	after	after	ADP
bcpe-2609	192	2	this	this	DET
bcpe-2609	192	3	labelling	labelling	NOUN
bcpe-2609	192	4	,	,	PUNCT
bcpe-2609	192	5	in	in	ADP
bcpe-2609	192	6	the	the	DET
bcpe-2609	192	7	total	total	NOUN
bcpe-2609	192	8	of	of	ADP
bcpe-2609	192	9	274	274	NUM
bcpe-2609	192	10	data	datum	NOUN
bcpe-2609	192	11	packages	package	NOUN
bcpe-2609	192	12	,	,	PUNCT
bcpe-2609	192	13	there	there	PRON
bcpe-2609	192	14	are	be	VERB
bcpe-2609	192	15	105	105	NUM
bcpe-2609	192	16	numbers	number	NOUN
bcpe-2609	192	17	of	of	ADP
bcpe-2609	192	18	packages	package	NOUN
bcpe-2609	192	19	which	which	PRON
bcpe-2609	192	20	has	have	VERB
bcpe-2609	192	21	age	age	NOUN
bcpe-2609	192	22	labelled	label	VERB
bcpe-2609	192	23	as	as	ADP
bcpe-2609	192	24	older	old	ADJ
bcpe-2609	192	25	than	than	ADP
bcpe-2609	192	26	50	50	NUM
bcpe-2609	192	27	years	year	NOUN
bcpe-2609	192	28	old	old	ADJ
bcpe-2609	192	29	.	.	PUNCT
bcpe-2609	193	1	as	as	SCONJ
bcpe-2609	193	2	table	table	NOUN
bcpe-2609	193	3	1	1	NUM
bcpe-2609	193	4	shows	show	NOUN
bcpe-2609	193	5	,	,	PUNCT
bcpe-2609	193	6	these	these	PRON
bcpe-2609	193	7	are	be	AUX
bcpe-2609	193	8	part	part	NOUN
bcpe-2609	193	9	of	of	ADP
bcpe-2609	193	10	the	the	DET
bcpe-2609	193	11	final	final	ADJ
bcpe-2609	193	12	dataset	dataset	NOUN
bcpe-2609	193	13	number	number	NOUN
bcpe-2609	193	14	that	that	PRON
bcpe-2609	193	15	is	be	AUX
bcpe-2609	193	16	going	go	VERB
bcpe-2609	193	17	to	to	PART
bcpe-2609	193	18	be	be	AUX
bcpe-2609	193	19	used	use	VERB
bcpe-2609	193	20	in	in	ADP
bcpe-2609	193	21	the	the	DET
bcpe-2609	193	22	experiments	experiment	NOUN
bcpe-2609	193	23	.	.	PUNCT
bcpe-2609	194	1	table	table	NOUN
bcpe-2609	194	2	1	1	NUM
bcpe-2609	194	3	.	.	PUNCT
bcpe-2609	194	4	data	datum	NOUN
bcpe-2609	194	5	labelling	labelling	NOUN
bcpe-2609	194	6	result	result	NOUN
bcpe-2609	194	7	(	(	PUNCT
bcpe-2609	194	8	part	part	NOUN
bcpe-2609	194	9	)	)	PUNCT
bcpe-2609	194	10	no	no	INTJ
bcpe-2609	194	11	.	.	PUNCT
bcpe-2609	195	1	age	age	NOUN
bcpe-2609	195	2	>	>	PUNCT
bcpe-2609	196	1	=	=	NOUN
bcpe-2609	197	1	50	50	NUM
bcpe-2609	197	2	308	308	NUM
bcpe-2609	197	3	50	50	NUM
bcpe-2609	197	4	1	1	NUM
bcpe-2609	197	5	310	310	NUM
bcpe-2609	197	6	55	55	NUM
bcpe-2609	197	7	1	1	NUM
bcpe-2609	197	8	320	320	NUM
bcpe-2609	197	9	60	60	NUM
bcpe-2609	197	10	1	1	NUM
bcpe-2609	197	11	…	…	PUNCT
bcpe-2609	197	12	…	…	PUNCT
bcpe-2609	197	13	…	…	PUNCT
bcpe-2609	198	1	703	703	NUM
bcpe-2609	198	2	60	60	NUM
bcpe-2609	198	3	1	1	NUM
bcpe-2609	198	4	713	713	NUM
bcpe-2609	198	5	50	50	NUM
bcpe-2609	198	6	1	1	NUM
bcpe-2609	198	7	715	715	NUM
bcpe-2609	198	8	55	55	NUM
bcpe-2609	198	9	1	1	NUM
bcpe-2609	198	10	4.3	4.3	NUM
bcpe-2609	198	11	multi	multi	NOUN
bcpe-2609	198	12	-	-	NOUN
bcpe-2609	198	13	models	model	NOUN
bcpe-2609	198	14	comparison	comparison	NOUN
bcpe-2609	198	15	in	in	ADP
bcpe-2609	198	16	the	the	DET
bcpe-2609	198	17	experiments	experiment	NOUN
bcpe-2609	198	18	on	on	ADP
bcpe-2609	198	19	the	the	DET
bcpe-2609	198	20	multi	multi	NOUN
bcpe-2609	198	21	-	-	NOUN
bcpe-2609	198	22	model	model	NOUN
bcpe-2609	198	23	’s	’s	PART
bcpe-2609	198	24	comparison	comparison	NOUN
bcpe-2609	198	25	,	,	PUNCT
bcpe-2609	198	26	we	we	PRON
bcpe-2609	198	27	first	first	ADV
bcpe-2609	198	28	train	train	VERB
bcpe-2609	198	29	separate	separate	ADJ
bcpe-2609	198	30	models	model	NOUN
bcpe-2609	198	31	for	for	ADP
bcpe-2609	198	32	text	text	NOUN
bcpe-2609	198	33	,	,	PUNCT
bcpe-2609	198	34	audio	audio	NOUN
bcpe-2609	198	35	,	,	PUNCT
bcpe-2609	198	36	and	and	CCONJ
bcpe-2609	198	37	video	video	NOUN
bcpe-2609	198	38	as	as	ADP
bcpe-2609	198	39	subtasks	subtask	NOUN
bcpe-2609	198	40	.	.	PUNCT
bcpe-2609	199	1	then	then	ADV
bcpe-2609	199	2	,	,	PUNCT
bcpe-2609	199	3	as	as	ADP
bcpe-2609	199	4	an	an	DET
bcpe-2609	199	5	example	example	NOUN
bcpe-2609	199	6	of	of	ADP
bcpe-2609	199	7	the	the	DET
bcpe-2609	199	8	multimodal	multimodal	NOUN
bcpe-2609	199	9	deep	deep	ADJ
bcpe-2609	199	10	learning	learning	NOUN
bcpe-2609	199	11	method	method	NOUN
bcpe-2609	199	12	provide	provide	VERB
bcpe-2609	199	13	in	in	ADP
bcpe-2609	199	14	the	the	DET
bcpe-2609	199	15	research	research	NOUN
bcpe-2609	199	16	[	[	X
bcpe-2609	199	17	15	15	NUM
bcpe-2609	199	18	]	]	PUNCT
bcpe-2609	199	19	,	,	PUNCT
bcpe-2609	199	20	we	we	PRON
bcpe-2609	199	21	first	first	ADV
bcpe-2609	199	22	train	train	VERB
bcpe-2609	199	23	the	the	DET
bcpe-2609	199	24	rbm	rbm	PROPN
bcpe-2609	199	25	pretrained	pretraine	VERB
bcpe-2609	199	26	model	model	NOUN
bcpe-2609	199	27	.	.	PUNCT
bcpe-2609	200	1	we	we	PRON
bcpe-2609	200	2	train	train	VERB
bcpe-2609	200	3	rbms	rbms	ADV
bcpe-2609	200	4	for	for	ADP
bcpe-2609	200	5	audio	audio	NOUN
bcpe-2609	200	6	and	and	CCONJ
bcpe-2609	200	7	video	video	NOUN
bcpe-2609	200	8	separately	separately	ADV
bcpe-2609	200	9	as	as	ADP
bcpe-2609	200	10	baselines	baseline	NOUN
bcpe-2609	200	11	.	.	PUNCT
bcpe-2609	201	1	after	after	ADP
bcpe-2609	201	2	that	that	PRON
bcpe-2609	201	3	,	,	PUNCT
bcpe-2609	201	4	we	we	PRON
bcpe-2609	201	5	train	train	VERB
bcpe-2609	201	6	a	a	DET
bcpe-2609	201	7	deep	deep	ADJ
bcpe-2609	201	8	autoencoder	autoencoder	NOUN
bcpe-2609	201	9	model	model	NOUN
bcpe-2609	201	10	.	.	PUNCT
bcpe-2609	202	1	a	a	DET
bcpe-2609	202	2	"	"	PUNCT
bcpe-2609	202	3	video	video	NOUN
bcpe-2609	202	4	-	-	PUNCT
bcpe-2609	202	5	only	only	ADJ
bcpe-2609	202	6	"	"	PUNCT
bcpe-2609	202	7	model	model	NOUN
bcpe-2609	202	8	is	be	AUX
bcpe-2609	202	9	shown	show	VERB
bcpe-2609	202	10	,	,	PUNCT
bcpe-2609	202	11	where	where	SCONJ
bcpe-2609	202	12	the	the	DET
bcpe-2609	202	13	model	model	NOUN
bcpe-2609	202	14	learns	learn	VERB
bcpe-2609	202	15	to	to	PART
bcpe-2609	202	16	reconstruct	reconstruct	VERB
bcpe-2609	202	17	both	both	DET
bcpe-2609	202	18	modalities	modality	NOUN
bcpe-2609	202	19	given	give	VERB
bcpe-2609	202	20	only	only	ADJ
bcpe-2609	202	21	video	video	NOUN
bcpe-2609	202	22	as	as	ADP
bcpe-2609	202	23	input	input	NOUN
bcpe-2609	202	24	.	.	PUNCT
bcpe-2609	203	1	a	a	DET
bcpe-2609	203	2	similar	similar	ADJ
bcpe-2609	203	3	model	model	NOUN
bcpe-2609	203	4	can	can	AUX
bcpe-2609	203	5	be	be	AUX
bcpe-2609	203	6	drawn	draw	VERB
bcpe-2609	203	7	for	for	ADP
bcpe-2609	203	8	the	the	DET
bcpe-2609	203	9	audio	audio	NOUN
bcpe-2609	203	10	only	only	ADV
bcpe-2609	203	11	setting	setting	NOUN
bcpe-2609	203	12	.	.	PUNCT
bcpe-2609	204	1	both	both	DET
bcpe-2609	204	2	models	model	NOUN
bcpe-2609	204	3	are	be	AUX
bcpe-2609	204	4	pretrained	pretraine	VERB
bcpe-2609	204	5	with	with	ADP
bcpe-2609	204	6	a	a	DET
bcpe-2609	204	7	sparse	sparse	ADJ
bcpe-2609	204	8	rbm	rbm	NOUN
bcpe-2609	204	9	.	.	PUNCT
bcpe-2609	205	1	since	since	SCONJ
bcpe-2609	205	2	we	we	PRON
bcpe-2609	205	3	use	use	VERB
bcpe-2609	205	4	the	the	DET
bcpe-2609	205	5	sigmoid	sigmoid	NOUN
bcpe-2609	205	6	transfer	transfer	NOUN
bcpe-2609	205	7	function	function	NOUN
bcpe-2609	205	8	in	in	ADP
bcpe-2609	205	9	the	the	DET
bcpe-2609	205	10	deep	deep	ADJ
bcpe-2609	205	11	network	network	NOUN
bcpe-2609	205	12	,	,	PUNCT
bcpe-2609	205	13	we	we	PRON
bcpe-2609	205	14	can	can	AUX
bcpe-2609	205	15	use	use	VERB
bcpe-2609	205	16	the	the	DET
bcpe-2609	205	17	conditional	conditional	ADJ
bcpe-2609	205	18	probability	probability	NOUN
bcpe-2609	205	19	distributions	distribution	NOUN
bcpe-2609	205	20	p(h|v	p(h|v	NOUN
bcpe-2609	205	21	)	)	PUNCT
bcpe-2609	205	22	and	and	CCONJ
bcpe-2609	205	23	p(v|h	p(v|h	NOUN
bcpe-2609	205	24	)	)	PUNCT
bcpe-2609	205	25	to	to	PART
bcpe-2609	205	26	learn	learn	VERB
bcpe-2609	205	27	the	the	DET
bcpe-2609	205	28	rbm	rbm	PROPN
bcpe-2609	205	29	to	to	PART
bcpe-2609	205	30	initialize	initialize	VERB
bcpe-2609	205	31	the	the	DET
bcpe-2609	205	32	network	network	NOUN
bcpe-2609	205	33	and	and	CCONJ
bcpe-2609	205	34	find	find	VERB
bcpe-2609	205	35	the	the	DET
bcpe-2609	205	36	shared	share	VERB
bcpe-2609	205	37	representation	representation	NOUN
bcpe-2609	205	38	of	of	ADP
bcpe-2609	205	39	the	the	DET
bcpe-2609	205	40	audio	audio	ADJ
bcpe-2609	205	41	and	and	CCONJ
bcpe-2609	205	42	video	video	NOUN
bcpe-2609	205	43	input	input	NOUN
bcpe-2609	205	44	.	.	PUNCT
bcpe-2609	206	1	after	after	SCONJ
bcpe-2609	206	2	the	the	DET
bcpe-2609	206	3	separate	separate	ADJ
bcpe-2609	206	4	models	model	NOUN
bcpe-2609	206	5	for	for	ADP
bcpe-2609	206	6	text	text	NOUN
bcpe-2609	206	7	,	,	PUNCT
bcpe-2609	206	8	audio	audio	NOUN
bcpe-2609	206	9	and	and	CCONJ
bcpe-2609	206	10	video	video	NOUN
bcpe-2609	206	11	are	be	AUX
bcpe-2609	206	12	created	create	VERB
bcpe-2609	206	13	,	,	PUNCT
bcpe-2609	206	14	we	we	PRON
bcpe-2609	206	15	create	create	VERB
bcpe-2609	206	16	the	the	DET
bcpe-2609	206	17	multi	multi	NOUN
bcpe-2609	206	18	-	-	NOUN
bcpe-2609	206	19	models	model	NOUN
bcpe-2609	206	20	between	between	ADP
bcpe-2609	206	21	text	text	NOUN
bcpe-2609	206	22	and	and	CCONJ
bcpe-2609	206	23	audio	audio	NOUN
bcpe-2609	206	24	,	,	PUNCT
bcpe-2609	206	25	text	text	NOUN
bcpe-2609	206	26	and	and	CCONJ
bcpe-2609	206	27	video	video	NOUN
bcpe-2609	206	28	,	,	PUNCT
bcpe-2609	206	29	and	and	CCONJ
bcpe-2609	206	30	audio	audio	NOUN
bcpe-2609	206	31	and	and	CCONJ
bcpe-2609	206	32	video	video	NOUN
bcpe-2609	206	33	as	as	ADP
bcpe-2609	206	34	three	three	NUM
bcpe-2609	206	35	basic	basic	ADJ
bcpe-2609	206	36	multi	multi	NOUN
bcpe-2609	206	37	-	-	NOUN
bcpe-2609	206	38	models	model	NOUN
bcpe-2609	206	39	.	.	PUNCT
bcpe-2609	207	1	then	then	ADV
bcpe-2609	207	2	,	,	PUNCT
bcpe-2609	207	3	we	we	PRON
bcpe-2609	207	4	combine	combine	VERB
bcpe-2609	207	5	these	these	DET
bcpe-2609	207	6	three	three	NUM
bcpe-2609	207	7	multi	multi	NOUN
bcpe-2609	207	8	-	-	NOUN
bcpe-2609	207	9	models	model	NOUN
bcpe-2609	207	10	again	again	ADV
bcpe-2609	207	11	two	two	NUM
bcpe-2609	207	12	by	by	ADP
bcpe-2609	207	13	two	two	NUM
bcpe-2609	207	14	and	and	CCONJ
bcpe-2609	207	15	create	create	VERB
bcpe-2609	207	16	another	another	DET
bcpe-2609	207	17	multi	multi	ADJ
bcpe-2609	207	18	-	-	ADJ
bcpe-2609	207	19	model	model	NOUN
bcpe-2609	207	20	combing	comb	VERB
bcpe-2609	207	21	all	all	DET
bcpe-2609	207	22	these	these	DET
bcpe-2609	207	23	three	three	NUM
bcpe-2609	207	24	.	.	PUNCT
bcpe-2609	208	1	5	5	X
bcpe-2609	208	2	.	.	NOUN
bcpe-2609	208	3	results	result	NOUN
bcpe-2609	208	4	and	and	CCONJ
bcpe-2609	208	5	discussion	discussion	NOUN
bcpe-2609	208	6	based	base	VERB
bcpe-2609	208	7	on	on	ADP
bcpe-2609	208	8	the	the	DET
bcpe-2609	208	9	results	result	NOUN
bcpe-2609	208	10	from	from	ADP
bcpe-2609	208	11	the	the	DET
bcpe-2609	208	12	daic	daic	ADJ
bcpe-2609	208	13	dataset	dataset	NOUN
bcpe-2609	208	14	,	,	PUNCT
bcpe-2609	208	15	in	in	ADP
bcpe-2609	208	16	which	which	PRON
bcpe-2609	208	17	parameters	parameter	NOUN
bcpe-2609	208	18	were	be	AUX
bcpe-2609	208	19	listed	list	VERB
bcpe-2609	208	20	in	in	ADP
bcpe-2609	208	21	the	the	DET
bcpe-2609	208	22	second	second	ADJ
bcpe-2609	208	23	column	column	NOUN
bcpe-2609	208	24	of	of	ADP
bcpe-2609	208	25	table	table	NOUN
bcpe-2609	208	26	2	2	NUM
bcpe-2609	208	27	,	,	PUNCT
bcpe-2609	208	28	we	we	PRON
bcpe-2609	208	29	continued	continue	VERB
bcpe-2609	208	30	the	the	DET
bcpe-2609	208	31	research	research	NOUN
bcpe-2609	208	32	on	on	ADP
bcpe-2609	208	33	the	the	DET
bcpe-2609	208	34	extended	extended	ADJ
bcpe-2609	208	35	daic	daic	ADJ
bcpe-2609	208	36	dataset	dataset	NOUN
bcpe-2609	208	37	,	,	PUNCT
bcpe-2609	208	38	and	and	CCONJ
bcpe-2609	208	39	made	make	VERB
bcpe-2609	208	40	certain	certain	ADJ
bcpe-2609	208	41	hyperparameter	hyperparameter	NOUN
bcpe-2609	208	42	adjustments	adjustment	NOUN
bcpe-2609	208	43	for	for	ADP
bcpe-2609	208	44	the	the	DET
bcpe-2609	208	45	new	new	ADJ
bcpe-2609	208	46	testing	testing	NOUN
bcpe-2609	208	47	.	.	PUNCT
bcpe-2609	209	1	major	major	ADJ
bcpe-2609	209	2	parameter	parameter	NOUN
bcpe-2609	209	3	optimization	optimization	NOUN
bcpe-2609	209	4	includes	include	VERB
bcpe-2609	209	5	enlarging	enlarge	VERB
bcpe-2609	209	6	the	the	DET
bcpe-2609	209	7	batch	batch	NOUN
bcpe-2609	209	8	size	size	NOUN
bcpe-2609	209	9	and	and	CCONJ
bcpe-2609	209	10	memory	memory	NOUN
bcpe-2609	209	11	size	size	NOUN
bcpe-2609	209	12	and	and	CCONJ
bcpe-2609	209	13	changing	change	VERB
bcpe-2609	209	14	the	the	DET
bcpe-2609	209	15	learning	learning	NOUN
bcpe-2609	209	16	rate	rate	NOUN
bcpe-2609	209	17	and	and	CCONJ
bcpe-2609	209	18	the	the	DET
bcpe-2609	209	19	hidden	hidden	ADJ
bcpe-2609	209	20	dim	dim	NOUN
bcpe-2609	209	21	.	.	PUNCT
bcpe-2609	210	1	later	later	ADV
bcpe-2609	210	2	,	,	PUNCT
bcpe-2609	210	3	we	we	PRON
bcpe-2609	210	4	could	could	AUX
bcpe-2609	210	5	demonstrate	demonstrate	VERB
bcpe-2609	210	6	that	that	SCONJ
bcpe-2609	210	7	these	these	DET
bcpe-2609	210	8	two	two	NUM
bcpe-2609	210	9	datasets	dataset	NOUN
bcpe-2609	210	10	could	could	AUX
bcpe-2609	210	11	be	be	AUX
bcpe-2609	210	12	combined	combine	VERB
bcpe-2609	210	13	for	for	ADP
bcpe-2609	210	14	more	more	ADV
bcpe-2609	210	15	stable	stable	ADJ
bcpe-2609	210	16	result	result	NOUN
bcpe-2609	210	17	outcome	outcome	NOUN
bcpe-2609	210	18	.	.	PUNCT
bcpe-2609	211	1	bcp	bcp	PROPN
bcpe-2609	211	2	education	education	PROPN
bcpe-2609	211	3	&	&	CCONJ
bcpe-2609	211	4	psychology	psychology	PROPN
bcpe-2609	211	5	ess	ess	PROPN
bcpe-2609	211	6	2022	2022	NUM
bcpe-2609	211	7	volume	volume	NOUN
bcpe-2609	211	8	7	7	NUM
bcpe-2609	211	9	(	(	PUNCT
bcpe-2609	211	10	2022	2022	NUM
bcpe-2609	211	11	)	)	PUNCT
bcpe-2609	211	12	71	71	NUM
bcpe-2609	211	13	table	table	NOUN
bcpe-2609	211	14	2	2	NUM
bcpe-2609	211	15	.	.	X
bcpe-2609	211	16	hyperparameter	hyperparameter	NOUN
bcpe-2609	211	17	used	use	VERB
bcpe-2609	211	18	for	for	ADP
bcpe-2609	211	19	different	different	ADJ
bcpe-2609	211	20	dataset	dataset	NOUN
bcpe-2609	211	21	item	item	NOUN
bcpe-2609	211	22	daic	daic	ADV
bcpe-2609	211	23	extended	extend	VERB
bcpe-2609	211	24	-	-	PUNCT
bcpe-2609	211	25	daic	daic	ADJ
bcpe-2609	211	26	batch	batch	NOUN
bcpe-2609	211	27	size	size	NOUN
bcpe-2609	211	28	32	32	NUM
bcpe-2609	211	29	64	64	NUM
bcpe-2609	211	30	learning	learning	NOUN
bcpe-2609	211	31	rate	rate	NOUN
bcpe-2609	211	32	ηlld	ηlld	NOUN
bcpe-2609	211	33	3.0e-3	3.0e-3	NUM
bcpe-2609	211	34	1.0e-3	1.0e-3	NUM
bcpe-2609	211	35	learning	learning	NOUN
bcpe-2609	211	36	rate	rate	NOUN
bcpe-2609	211	37	ηmain	ηmain	VERB
bcpe-2609	211	38	1.0e-3	1.0e-3	NUM
bcpe-2609	211	39	3.0e-4	3.0e-4	NUM
bcpe-2609	211	40	α	α	NOUN
bcpe-2609	211	41	0.35	0.35	NUM
bcpe-2609	211	42	0.15	0.15	NUM
bcpe-2609	211	43	β	β	NOUN
bcpe-2609	211	44	0.2	0.2	NUM
bcpe-2609	211	45	0.08	0.08	NUM
bcpe-2609	211	46	v	v	ADP
bcpe-2609	211	47	-	-	PUNCT
bcpe-2609	211	48	lstm	lstm	ADJ
bcpe-2609	211	49	dimension	dimension	NOUN
bcpe-2609	211	50	32	32	NUM
bcpe-2609	211	51	64	64	NUM
bcpe-2609	211	52	a	a	DET
bcpe-2609	211	53	-	-	PUNCT
bcpe-2609	211	54	lstm	lstm	ADJ
bcpe-2609	211	55	dimension	dimension	NOUN
bcpe-2609	211	56	32	32	NUM
bcpe-2609	211	57	64	64	NUM
bcpe-2609	211	58	memory	memory	NOUN
bcpe-2609	211	59	batch	batch	NOUN
bcpe-2609	211	60	contained	contain	VERB
bcpe-2609	211	61	32	32	NUM
bcpe-2609	211	62	64	64	NUM
bcpe-2609	211	63	gradient	gradient	NOUN
bcpe-2609	211	64	clip	clip	NOUN
bcpe-2609	211	65	5.0	5.0	NUM
bcpe-2609	211	66	10.0	10.0	NUM
bcpe-2609	211	67	table	table	NOUN
bcpe-2609	211	68	3	3	NUM
bcpe-2609	211	69	shows	show	VERB
bcpe-2609	211	70	the	the	DET
bcpe-2609	211	71	results	result	NOUN
bcpe-2609	211	72	of	of	ADP
bcpe-2609	211	73	the	the	DET
bcpe-2609	211	74	comparison	comparison	NOUN
bcpe-2609	211	75	for	for	ADP
bcpe-2609	211	76	different	different	ADJ
bcpe-2609	211	77	multi	multi	NOUN
bcpe-2609	211	78	-	-	NOUN
bcpe-2609	211	79	models	model	NOUN
bcpe-2609	211	80	.	.	PUNCT
bcpe-2609	212	1	mae	mae	PROPN
bcpe-2609	212	2	,	,	PUNCT
bcpe-2609	212	3	corr	corr	PROPN
bcpe-2609	212	4	,	,	PUNCT
bcpe-2609	212	5	acc-7	acc-7	ADV
bcpe-2609	212	6	,	,	PUNCT
bcpe-2609	212	7	acc2	acc2	NOUN
bcpe-2609	212	8	,	,	PUNCT
bcpe-2609	212	9	and	and	CCONJ
bcpe-2609	212	10	f1	f1	NOUN
bcpe-2609	212	11	are	be	AUX
bcpe-2609	212	12	different	different	ADJ
bcpe-2609	212	13	statistical	statistical	ADJ
bcpe-2609	212	14	tests	test	NOUN
bcpe-2609	212	15	.	.	PUNCT
bcpe-2609	213	1	the	the	DET
bcpe-2609	213	2	first	first	ADJ
bcpe-2609	213	3	half	half	NOUN
bcpe-2609	213	4	of	of	ADP
bcpe-2609	213	5	the	the	DET
bcpe-2609	213	6	table	table	NOUN
bcpe-2609	213	7	is	be	AUX
bcpe-2609	213	8	the	the	DET
bcpe-2609	213	9	inter	inter	NOUN
bcpe-2609	213	10	-	-	NOUN
bcpe-2609	213	11	modality	modality	NOUN
bcpe-2609	213	12	,	,	PUNCT
bcpe-2609	213	13	the	the	DET
bcpe-2609	213	14	different	different	ADJ
bcpe-2609	213	15	combinations	combination	NOUN
bcpe-2609	213	16	of	of	ADP
bcpe-2609	213	17	the	the	DET
bcpe-2609	213	18	different	different	ADJ
bcpe-2609	213	19	multi	multi	NOUN
bcpe-2609	213	20	-	-	NOUN
bcpe-2609	213	21	models	model	NOUN
bcpe-2609	213	22	.	.	PUNCT
bcpe-2609	214	1	,	,	PUNCT
bcpe-2609	214	2	is	be	AUX
bcpe-2609	214	3	the	the	DET
bcpe-2609	214	4	combination	combination	NOUN
bcpe-2609	214	5	of	of	ADP
bcpe-2609	214	6	text	text	NOUN
bcpe-2609	214	7	and	and	CCONJ
bcpe-2609	214	8	video	video	NOUN
bcpe-2609	214	9	,	,	PUNCT
bcpe-2609	214	10	,	,	PUNCT
bcpe-2609	214	11	is	be	AUX
bcpe-2609	214	12	the	the	DET
bcpe-2609	214	13	combination	combination	NOUN
bcpe-2609	214	14	of	of	ADP
bcpe-2609	214	15	text	text	NOUN
bcpe-2609	214	16	and	and	CCONJ
bcpe-2609	214	17	audio	audio	NOUN
bcpe-2609	214	18	,	,	PUNCT
bcpe-2609	214	19	and	and	CCONJ
bcpe-2609	214	20	,	,	PUNCT
bcpe-2609	214	21	is	be	AUX
bcpe-2609	214	22	the	the	DET
bcpe-2609	214	23	combination	combination	NOUN
bcpe-2609	214	24	of	of	ADP
bcpe-2609	214	25	video	video	NOUN
bcpe-2609	214	26	and	and	CCONJ
bcpe-2609	214	27	audio	audio	NOUN
bcpe-2609	214	28	.	.	PUNCT
bcpe-2609	215	1	the	the	DET
bcpe-2609	215	2	results	result	NOUN
bcpe-2609	215	3	in	in	ADP
bcpe-2609	215	4	the	the	DET
bcpe-2609	215	5	table	table	NOUN
bcpe-2609	215	6	show	show	VERB
bcpe-2609	215	7	that	that	SCONJ
bcpe-2609	215	8	the	the	DET
bcpe-2609	215	9	combination	combination	NOUN
bcpe-2609	215	10	of	of	ADP
bcpe-2609	215	11	the	the	DET
bcpe-2609	215	12	three	three	NUM
bcpe-2609	215	13	multi	multi	NOUN
bcpe-2609	215	14	-	-	NOUN
bcpe-2609	215	15	models	model	NOUN
bcpe-2609	215	16	,	,	PUNCT
bcpe-2609	215	17	+	+	CCONJ
bcpe-2609	215	18	,	,	PUNCT
bcpe-2609	215	19	+	+	CCONJ
bcpe-2609	215	20	,	,	PUNCT
bcpe-2609	215	21	gives	give	VERB
bcpe-2609	215	22	the	the	DET
bcpe-2609	215	23	highest	high	ADJ
bcpe-2609	215	24	accuracy	accuracy	NOUN
bcpe-2609	215	25	,	,	PUNCT
bcpe-2609	215	26	which	which	PRON
bcpe-2609	215	27	shows	show	VERB
bcpe-2609	215	28	the	the	DET
bcpe-2609	215	29	necessity	necessity	NOUN
bcpe-2609	215	30	and	and	CCONJ
bcpe-2609	215	31	the	the	DET
bcpe-2609	215	32	importance	importance	NOUN
bcpe-2609	215	33	of	of	ADP
bcpe-2609	215	34	multi	multi	NOUN
bcpe-2609	215	35	-	-	NOUN
bcpe-2609	215	36	models	model	NOUN
bcpe-2609	215	37	.	.	PUNCT
bcpe-2609	216	1	more	more	ADJ
bcpe-2609	216	2	models	model	NOUN
bcpe-2609	216	3	are	be	AUX
bcpe-2609	216	4	blended	blend	VERB
bcpe-2609	216	5	with	with	ADP
bcpe-2609	216	6	each	each	DET
bcpe-2609	216	7	other	other	ADJ
bcpe-2609	216	8	,	,	PUNCT
bcpe-2609	216	9	and	and	CCONJ
bcpe-2609	216	10	the	the	DET
bcpe-2609	216	11	effect	effect	NOUN
bcpe-2609	216	12	of	of	ADP
bcpe-2609	216	13	the	the	DET
bcpe-2609	216	14	model	model	NOUN
bcpe-2609	216	15	is	be	AUX
bcpe-2609	216	16	better	well	ADJ
bcpe-2609	216	17	.	.	PUNCT
bcpe-2609	217	1	we	we	PRON
bcpe-2609	217	2	also	also	ADV
bcpe-2609	217	3	recalculate	recalculate	VERB
bcpe-2609	217	4	the	the	DET
bcpe-2609	217	5	lost	lost	ADJ
bcpe-2609	217	6	function	function	NOUN
bcpe-2609	217	7	and	and	CCONJ
bcpe-2609	217	8	find	find	VERB
bcpe-2609	217	9	a	a	DET
bcpe-2609	217	10	better	well	ADJ
bcpe-2609	217	11	acc-2	acc-2	NOUN
bcpe-2609	217	12	and	and	CCONJ
bcpe-2609	217	13	f1	f1	NOUN
bcpe-2609	217	14	score	score	NOUN
bcpe-2609	217	15	for	for	ADP
bcpe-2609	217	16	the	the	DET
bcpe-2609	217	17	model	model	NOUN
bcpe-2609	217	18	.	.	PUNCT
bcpe-2609	218	1	table	table	NOUN
bcpe-2609	218	2	3	3	NUM
bcpe-2609	218	3	.	.	PUNCT
bcpe-2609	219	1	data	datum	NOUN
bcpe-2609	219	2	comparison	comparison	NOUN
bcpe-2609	219	3	for	for	ADP
bcpe-2609	219	4	different	different	ADJ
bcpe-2609	219	5	methods	method	NOUN
bcpe-2609	219	6	statistic	statistic	NOUN
bcpe-2609	219	7	tests	test	VERB
bcpe-2609	219	8	mae	mae	PROPN
bcpe-2609	219	9	corr	corr	PROPN
bcpe-2609	219	10	acc-7	acc-7	ADV
bcpe-2609	219	11	acc-2	acc-2	ADJ
bcpe-2609	219	12	f1	f1	ADJ
bcpe-2609	219	13	inter	inter	NOUN
bcpe-2609	219	14	-	-	NOUN
bcpe-2609	219	15	modality	modality	ADJ
bcpe-2609	219	16	mi	mi	NOUN
bcpe-2609	219	17	,	,	PUNCT
bcpe-2609	219	18	0.543	0.543	NUM
bcpe-2609	219	19	0.762	0.762	NUM
bcpe-2609	219	20	54.80	54.80	NUM
bcpe-2609	219	21	80.75	80.75	NUM
bcpe-2609	219	22	/	/	SYM
bcpe-2609	219	23	84.12	84.12	NUM
bcpe-2609	219	24	80.47	80.47	NUM
bcpe-2609	219	25	/	/	SYM
bcpe-2609	219	26	84.24	84.24	NUM
bcpe-2609	219	27	,	,	PUNCT
bcpe-2609	219	28	0.533	0.533	NUM
bcpe-2609	219	29	0.767	0.767	NUM
bcpe-2609	219	30	54.21	54.21	NUM
bcpe-2609	219	31	80.11/	80.11/	NUM
bcpe-2609	219	32	83.24	83.24	NUM
bcpe-2609	219	33	80.25	80.25	NUM
bcpe-2609	219	34	/	/	SYM
bcpe-2609	219	35	84.20	84.20	NUM
bcpe-2609	219	36	,	,	PUNCT
bcpe-2609	219	37	0.555	0.555	NUM
bcpe-2609	219	38	0.773	0.773	NUM
bcpe-2609	219	39	54.91	54.91	NUM
bcpe-2609	219	40	81.41	81.41	NUM
bcpe-2609	219	41	/	/	SYM
bcpe-2609	219	42	86.03	86.03	NUM
bcpe-2609	219	43	80.92	80.92	NUM
bcpe-2609	219	44	/	/	SYM
bcpe-2609	219	45	85.15	85.15	NUM
bcpe-2609	219	46	,	,	PUNCT
bcpe-2609	219	47	+	+	CCONJ
bcpe-2609	219	48	,	,	PUNCT
bcpe-2609	219	49	0.548	0.548	SYM
bcpe-2609	219	50	0.789	0.789	NUM
bcpe-2609	219	51	54.73	54.73	NUM
bcpe-2609	219	52	80.32	80.32	NUM
bcpe-2609	219	53	/	/	SYM
bcpe-2609	219	54	85.64	85.64	NUM
bcpe-2609	219	55	80.32	80.32	NUM
bcpe-2609	219	56	/	/	SYM
bcpe-2609	219	57	84.46	84.46	NUM
bcpe-2609	219	58	,	,	PUNCT
bcpe-2609	219	59	+	+	CCONJ
bcpe-2609	219	60	,	,	PUNCT
bcpe-2609	219	61	0.554	0.554	NUM
bcpe-2609	219	62	0.799	0.799	NUM
bcpe-2609	219	63	55.21	55.21	NUM
bcpe-2609	219	64	80.54	80.54	NUM
bcpe-2609	219	65	/	/	SYM
bcpe-2609	219	66	85.62	85.62	NUM
bcpe-2609	219	67	81.32	81.32	NUM
bcpe-2609	219	68	/	/	SYM
bcpe-2609	219	69	84.74	84.74	NUM
bcpe-2609	219	70	,	,	PUNCT
bcpe-2609	219	71	+	+	CCONJ
bcpe-2609	219	72	,	,	PUNCT
bcpe-2609	219	73	+	+	CCONJ
bcpe-2609	219	74	,	,	PUNCT
bcpe-2609	219	75	0.559	0.559	NUM
bcpe-2609	219	76	0.803	0.803	NUM
bcpe-2609	219	77	57.53	57.53	NUM
bcpe-2609	219	78	81.32	81.32	NUM
bcpe-2609	219	79	/	/	SYM
bcpe-2609	219	80	85.42	85.42	NUM
bcpe-2609	219	81	80.44	80.44	NUM
bcpe-2609	219	82	/	/	SYM
bcpe-2609	219	83	85.32	85.32	NUM
bcpe-2609	219	84	none	none	NOUN
bcpe-2609	219	85	*	*	NOUN
bcpe-2609	219	86	0.532	0.532	NUM
bcpe-2609	219	87	0.741	0.741	NUM
bcpe-2609	219	88	55.57	55.57	NUM
bcpe-2609	219	89	79.45	79.45	NUM
bcpe-2609	219	90	/	/	SYM
bcpe-2609	219	91	84.73	84.73	NUM
bcpe-2609	219	92	80.31	80.31	NUM
bcpe-2609	219	93	/	/	SYM
bcpe-2609	219	94	83.21	83.21	NUM
bcpe-2609	219	95	cpc	cpc	PROPN
bcpe-2609	219	96	loss	loss	NOUN
bcpe-2609	219	97	w/o	w/o	ADP
bcpe-2609	219	98	,	,	PUNCT
bcpe-2609	219	99	0.534	0.534	NUM
bcpe-2609	219	100	0.788	0.788	NUM
bcpe-2609	219	101	54.65	54.65	NUM
bcpe-2609	219	102	77.43	77.43	NUM
bcpe-2609	219	103	/	/	SYM
bcpe-2609	219	104	84.22	84.22	NUM
bcpe-2609	219	105	77.38	77.38	NUM
bcpe-2609	219	106	/	/	SYM
bcpe-2609	219	107	84.04	84.04	NUM
bcpe-2609	219	108	w/o	w/o	ADP
bcpe-2609	219	109	,	,	PUNCT
bcpe-2609	219	110	0.532	0.532	NUM
bcpe-2609	219	111	0.774	0.774	NUM
bcpe-2609	219	112	54.40	54.40	NUM
bcpe-2609	219	113	83.21	83.21	NUM
bcpe-2609	219	114	/	/	SYM
bcpe-2609	219	115	86.56	86.56	NUM
bcpe-2609	219	116	83.41	83.41	NUM
bcpe-2609	219	117	/	/	SYM
bcpe-2609	219	118	85.97	85.97	NUM
bcpe-2609	219	119	w/o	w/o	ADP
bcpe-2609	219	120	,	,	PUNCT
bcpe-2609	219	121	0.534	0.534	NUM
bcpe-2609	219	122	0.785	0.785	NUM
bcpe-2609	219	123	53.94	53.94	NUM
bcpe-2609	219	124	82.38	82.38	NUM
bcpe-2609	219	125	/	/	SYM
bcpe-2609	219	126	87.78	87.78	NUM
bcpe-2609	219	127	81.21	81.21	NUM
bcpe-2609	219	128	/	/	SYM
bcpe-2609	219	129	85.32	85.32	NUM
bcpe-2609	219	130	w/o	w/o	ADP
bcpe-2609	219	131	,	,	PUNCT
bcpe-2609	219	132	,	,	PUNCT
bcpe-2609	219	133	,	,	PUNCT
bcpe-2609	219	134	,	,	PUNCT
bcpe-2609	219	135	,	,	PUNCT
bcpe-2609	219	136	0.557	0.557	NUM
bcpe-2609	219	137	0.794	0.794	NUM
bcpe-2609	219	138	54.29	54.29	NUM
bcpe-2609	219	139	78.89	78.89	NUM
bcpe-2609	219	140	/	/	SYM
bcpe-2609	219	141	85.32	85.32	NUM
bcpe-2609	219	142	78.59	78.59	NUM
bcpe-2609	219	143	/	/	SYM
bcpe-2609	219	144	84.37	84.37	NUM
bcpe-2609	219	145	bcp	bcp	NOUN
bcpe-2609	219	146	education	education	PROPN
bcpe-2609	219	147	&	&	CCONJ
bcpe-2609	219	148	psychology	psychology	PROPN
bcpe-2609	219	149	ess	ess	PROPN
bcpe-2609	219	150	2022	2022	NUM
bcpe-2609	219	151	volume	volume	NOUN
bcpe-2609	219	152	7	7	NUM
bcpe-2609	219	153	(	(	PUNCT
bcpe-2609	219	154	2022	2022	NUM
bcpe-2609	219	155	)	)	PUNCT
bcpe-2609	219	156	72	72	NUM
bcpe-2609	220	1	*	*	NOUN
bcpe-2609	220	2	average	average	NOUN
bcpe-2609	220	3	of	of	ADP
bcpe-2609	220	4	three	three	NUM
bcpe-2609	220	5	separate	separate	ADJ
bcpe-2609	220	6	models	model	NOUN
bcpe-2609	220	7	for	for	ADP
bcpe-2609	220	8	text	text	NOUN
bcpe-2609	220	9	,	,	PUNCT
bcpe-2609	220	10	audio	audio	NOUN
bcpe-2609	220	11	,	,	PUNCT
bcpe-2609	220	12	and	and	CCONJ
bcpe-2609	220	13	video	video	NOUN
bcpe-2609	220	14	,	,	PUNCT
bcpe-2609	220	15	the	the	DET
bcpe-2609	220	16	mtedd	mtedd	NOUN
bcpe-2609	220	17	model	model	NOUN
bcpe-2609	220	18	was	be	AUX
bcpe-2609	220	19	trained	train	VERB
bcpe-2609	220	20	with	with	ADP
bcpe-2609	220	21	the	the	DET
bcpe-2609	220	22	use	use	NOUN
bcpe-2609	220	23	of	of	ADP
bcpe-2609	220	24	deep	deep	ADJ
bcpe-2609	220	25	autoencoder	autoencoder	NOUN
bcpe-2609	220	26	,	,	PUNCT
bcpe-2609	220	27	resulting	result	VERB
bcpe-2609	220	28	in	in	ADP
bcpe-2609	220	29	the	the	DET
bcpe-2609	220	30	removal	removal	NOUN
bcpe-2609	220	31	of	of	ADP
bcpe-2609	220	32	very	very	ADV
bcpe-2609	220	33	redundant	redundant	ADJ
bcpe-2609	220	34	information	information	NOUN
bcpe-2609	220	35	from	from	ADP
bcpe-2609	220	36	the	the	DET
bcpe-2609	220	37	input	input	NOUN
bcpe-2609	220	38	data	datum	NOUN
bcpe-2609	220	39	.	.	PUNCT
bcpe-2609	221	1	the	the	DET
bcpe-2609	221	2	result	result	NOUN
bcpe-2609	221	3	was	be	AUX
bcpe-2609	221	4	a	a	DET
bcpe-2609	221	5	lower	low	ADJ
bcpe-2609	221	6	dimensional	dimensional	ADJ
bcpe-2609	221	7	representation	representation	NOUN
bcpe-2609	221	8	that	that	PRON
bcpe-2609	221	9	can	can	AUX
bcpe-2609	221	10	be	be	AUX
bcpe-2609	221	11	more	more	ADV
bcpe-2609	221	12	easily	easily	ADV
bcpe-2609	221	13	processed	process	VERB
bcpe-2609	221	14	by	by	ADP
bcpe-2609	221	15	the	the	DET
bcpe-2609	221	16	network	network	NOUN
bcpe-2609	221	17	.	.	PUNCT
bcpe-2609	222	1	table	table	NOUN
bcpe-2609	222	2	4	4	NUM
bcpe-2609	222	3	showed	show	VERB
bcpe-2609	222	4	the	the	DET
bcpe-2609	222	5	results	result	NOUN
bcpe-2609	222	6	of	of	ADP
bcpe-2609	222	7	the	the	DET
bcpe-2609	222	8	comparison	comparison	NOUN
bcpe-2609	222	9	for	for	ADP
bcpe-2609	222	10	different	different	ADJ
bcpe-2609	222	11	models	model	NOUN
bcpe-2609	222	12	,	,	PUNCT
bcpe-2609	222	13	including	include	VERB
bcpe-2609	222	14	ats	ats	PROPN
bcpe-2609	222	15	-	-	PUNCT
bcpe-2609	222	16	f	f	PROPN
bcpe-2609	222	17	,	,	PUNCT
bcpe-2609	222	18	clstm	clstm	PROPN
bcpe-2609	222	19	,	,	PUNCT
bcpe-2609	222	20	mbert	mbert	NOUN
bcpe-2609	222	21	,	,	PUNCT
bcpe-2609	222	22	nklp	nklp	PROPN
bcpe-2609	222	23	.	.	PUNCT
bcpe-2609	223	1	the	the	DET
bcpe-2609	223	2	results	result	NOUN
bcpe-2609	223	3	showed	show	VERB
bcpe-2609	223	4	that	that	SCONJ
bcpe-2609	223	5	the	the	DET
bcpe-2609	223	6	multimodal	multimodal	ADJ
bcpe-2609	223	7	deep	deep	ADJ
bcpe-2609	223	8	learning	learning	NOUN
bcpe-2609	223	9	method	method	NOUN
bcpe-2609	223	10	performs	perform	VERB
bcpe-2609	223	11	significantly	significantly	ADV
bcpe-2609	223	12	better	well	ADJ
bcpe-2609	223	13	than	than	ADP
bcpe-2609	223	14	the	the	DET
bcpe-2609	223	15	other	other	ADJ
bcpe-2609	223	16	previously	previously	ADV
bcpe-2609	223	17	proposed	propose	VERB
bcpe-2609	223	18	model	model	NOUN
bcpe-2609	223	19	for	for	ADP
bcpe-2609	223	20	multimodal	multimodal	NOUN
bcpe-2609	223	21	task	task	NOUN
bcpe-2609	223	22	.	.	PUNCT
bcpe-2609	224	1	the	the	DET
bcpe-2609	224	2	results	result	NOUN
bcpe-2609	224	3	showed	show	VERB
bcpe-2609	224	4	that	that	SCONJ
bcpe-2609	224	5	the	the	DET
bcpe-2609	224	6	multimodal	multimodal	ADJ
bcpe-2609	224	7	deep	deep	ADJ
bcpe-2609	224	8	learning	learning	NOUN
bcpe-2609	224	9	method	method	NOUN
bcpe-2609	224	10	performs	perform	VERB
bcpe-2609	224	11	significantly	significantly	ADV
bcpe-2609	224	12	better	well	ADJ
bcpe-2609	224	13	than	than	ADP
bcpe-2609	224	14	the	the	DET
bcpe-2609	224	15	other	other	ADJ
bcpe-2609	224	16	previously	previously	ADV
bcpe-2609	224	17	proposed	propose	VERB
bcpe-2609	224	18	model	model	NOUN
bcpe-2609	224	19	for	for	ADP
bcpe-2609	224	20	multimodal	multimodal	NOUN
bcpe-2609	224	21	task	task	NOUN
bcpe-2609	224	22	.	.	PUNCT
bcpe-2609	225	1	furthermore	furthermore	ADV
bcpe-2609	225	2	,	,	PUNCT
bcpe-2609	225	3	the	the	DET
bcpe-2609	225	4	mtedd	mtedd	NOUN
bcpe-2609	225	5	model	model	NOUN
bcpe-2609	225	6	was	be	AUX
bcpe-2609	225	7	evaluated	evaluate	VERB
bcpe-2609	225	8	by	by	ADP
bcpe-2609	225	9	several	several	ADJ
bcpe-2609	225	10	experiments	experiment	NOUN
bcpe-2609	225	11	on	on	ADP
bcpe-2609	225	12	various	various	ADJ
bcpe-2609	225	13	self	self	NOUN
bcpe-2609	225	14	-	-	PUNCT
bcpe-2609	225	15	acquired	acquire	VERB
bcpe-2609	225	16	data	datum	NOUN
bcpe-2609	225	17	from	from	ADP
bcpe-2609	225	18	local	local	ADJ
bcpe-2609	225	19	hospital	hospital	NOUN
bcpe-2609	225	20	.	.	PUNCT
bcpe-2609	226	1	this	this	DET
bcpe-2609	226	2	part	part	NOUN
bcpe-2609	226	3	of	of	ADP
bcpe-2609	226	4	the	the	DET
bcpe-2609	226	5	experiment	experiment	NOUN
bcpe-2609	226	6	required	require	VERB
bcpe-2609	226	7	significant	significant	ADJ
bcpe-2609	226	8	amount	amount	NOUN
bcpe-2609	226	9	of	of	ADP
bcpe-2609	226	10	time	time	NOUN
bcpe-2609	226	11	to	to	PART
bcpe-2609	226	12	preprocess	preprocess	VERB
bcpe-2609	226	13	the	the	DET
bcpe-2609	226	14	audio	audio	NOUN
bcpe-2609	226	15	and	and	CCONJ
bcpe-2609	226	16	video	video	NOUN
bcpe-2609	226	17	part	part	NOUN
bcpe-2609	226	18	so	so	SCONJ
bcpe-2609	226	19	that	that	SCONJ
bcpe-2609	226	20	the	the	DET
bcpe-2609	226	21	program	program	NOUN
bcpe-2609	226	22	could	could	AUX
bcpe-2609	226	23	correctly	correctly	ADV
bcpe-2609	226	24	extract	extract	VERB
bcpe-2609	226	25	information	information	NOUN
bcpe-2609	226	26	from	from	ADP
bcpe-2609	226	27	them	they	PRON
bcpe-2609	226	28	.	.	PUNCT
bcpe-2609	227	1	however	however	ADV
bcpe-2609	227	2	,	,	PUNCT
bcpe-2609	227	3	from	from	ADP
bcpe-2609	227	4	the	the	DET
bcpe-2609	227	5	ten	ten	NUM
bcpe-2609	227	6	self	self	NOUN
bcpe-2609	227	7	-	-	PUNCT
bcpe-2609	227	8	acquired	acquire	VERB
bcpe-2609	227	9	data	data	NOUN
bcpe-2609	227	10	tests	test	NOUN
bcpe-2609	227	11	,	,	PUNCT
bcpe-2609	227	12	which	which	PRON
bcpe-2609	227	13	consisted	consist	VERB
bcpe-2609	227	14	of	of	ADP
bcpe-2609	227	15	patients	patient	NOUN
bcpe-2609	227	16	all	all	PRON
bcpe-2609	227	17	confirmed	confirm	VERB
bcpe-2609	227	18	with	with	ADP
bcpe-2609	227	19	mental	mental	ADJ
bcpe-2609	227	20	depression	depression	NOUN
bcpe-2609	227	21	later	later	ADV
bcpe-2609	227	22	,	,	PUNCT
bcpe-2609	227	23	our	our	PRON
bcpe-2609	227	24	model	model	NOUN
bcpe-2609	227	25	marked	mark	VERB
bcpe-2609	227	26	out	out	ADP
bcpe-2609	227	27	eight	eight	NUM
bcpe-2609	227	28	of	of	ADP
bcpe-2609	227	29	the	the	DET
bcpe-2609	227	30	ten	ten	NUM
bcpe-2609	227	31	patients	patient	NOUN
bcpe-2609	227	32	as	as	ADV
bcpe-2609	227	33	depressed	depressed	ADJ
bcpe-2609	227	34	.	.	PUNCT
bcpe-2609	228	1	while	while	SCONJ
bcpe-2609	228	2	the	the	DET
bcpe-2609	228	3	accuracy	accuracy	NOUN
bcpe-2609	228	4	of	of	ADP
bcpe-2609	228	5	the	the	DET
bcpe-2609	228	6	mtedd	mtedd	NOUN
bcpe-2609	228	7	model	model	NOUN
bcpe-2609	228	8	was	be	AUX
bcpe-2609	228	9	better	well	ADJ
bcpe-2609	228	10	than	than	ADP
bcpe-2609	228	11	other	other	ADJ
bcpe-2609	228	12	models	model	NOUN
bcpe-2609	228	13	,	,	PUNCT
bcpe-2609	228	14	it	it	PRON
bcpe-2609	228	15	showed	show	VERB
bcpe-2609	228	16	that	that	SCONJ
bcpe-2609	228	17	the	the	DET
bcpe-2609	228	18	multi	multi	ADJ
bcpe-2609	228	19	-	-	ADJ
bcpe-2609	228	20	model	model	ADJ
bcpe-2609	228	21	comparison	comparison	NOUN
bcpe-2609	228	22	using	use	VERB
bcpe-2609	228	23	multiple	multiple	ADJ
bcpe-2609	228	24	data	datum	NOUN
bcpe-2609	228	25	types	type	NOUN
bcpe-2609	228	26	could	could	AUX
bcpe-2609	228	27	be	be	AUX
bcpe-2609	228	28	more	more	ADV
bcpe-2609	228	29	easily	easily	ADV
bcpe-2609	228	30	applied	apply	VERB
bcpe-2609	228	31	in	in	ADP
bcpe-2609	228	32	real	real	ADJ
bcpe-2609	228	33	life	life	NOUN
bcpe-2609	228	34	.	.	PUNCT
bcpe-2609	229	1	table	table	NOUN
bcpe-2609	229	2	4	4	NUM
bcpe-2609	229	3	.	.	PUNCT
bcpe-2609	229	4	model	model	NOUN
bcpe-2609	229	5	comparison	comparison	NOUN
bcpe-2609	229	6	models	model	NOUN
bcpe-2609	229	7	daic	daic	ADV
bcpe-2609	229	8	extended	extend	VERB
bcpe-2609	229	9	-	-	PUNCT
bcpe-2609	229	10	daic	daic	PROPN
bcpe-2609	229	11	mae	mae	PROPN
bcpe-2609	229	12	corr	corr	PROPN
bcpe-2609	229	13	acc-7	acc-7	ADV
bcpe-2609	229	14	acc-2	acc-2	ADJ
bcpe-2609	229	15	f1	f1	PROPN
bcpe-2609	229	16	mae	mae	PROPN
bcpe-2609	229	17	corr	corr	PROPN
bcpe-2609	229	18	acc-7	acc-7	ADV
bcpe-2609	229	19	acc-2	acc-2	ADJ
bcpe-2609	229	20	f1	f1	PROPN
bcpe-2609	229	21	ats	ats	PROPN
bcpe-2609	229	22	-	-	PUNCT
bcpe-2609	229	23	f	f	PROPN
bcpe-2609	229	24	0.912	0.912	NUM
bcpe-2609	229	25	0.728	0.728	NUM
bcpe-2609	229	26	33.5	33.5	NUM
bcpe-2609	229	27	-/81.2	-/81.2	NOUN
bcpe-2609	229	28	-/81.2	-/81.2	VERB
bcpe-2609	229	29	0.633	0.633	NUM
bcpe-2609	229	30	0.730	0.730	NUM
bcpe-2609	229	31	51.3	51.3	NUM
bcpe-2609	229	32	-/81.2	-/81.2	NOUN
bcpe-2609	229	33	-/81.2	-/81.2	PROPN
bcpe-2609	229	34	clstm	clstm	NOUN
bcpe-2609	229	35	0.915	0.915	NUM
bcpe-2609	229	36	0.705	0.705	NUM
bcpe-2609	229	37	33.2	33.2	NUM
bcpe-2609	229	38	-/83.4	-/83.4	NOUN
bcpe-2609	229	39	-/83.4	-/83.4	NOUN
bcpe-2609	229	40	0.641	0.641	NUM
bcpe-2609	229	41	0.757	0.757	NUM
bcpe-2609	229	42	49.2	49.2	NUM
bcpe-2609	229	43	-/83.4	-/83.4	NOUN
bcpe-2609	229	44	-/83.4	-/83.4	NOUN
bcpe-2609	229	45	mbert	mbert	NOUN
bcpe-2609	229	46	0.873	0.873	NUM
bcpe-2609	229	47	0.736	0.736	NUM
bcpe-2609	229	48	35.4	35.4	NUM
bcpe-2609	229	49	-/82.2	-/82.2	NOUN
bcpe-2609	229	50	-/82.2	-/82.2	NOUN
bcpe-2609	229	51	0.618	0.618	NUM
bcpe-2609	229	52	0.742	0.742	NUM
bcpe-2609	229	53	52.4	52.4	NUM
bcpe-2609	229	54	-/82.2	-/82.2	NOUN
bcpe-2609	229	55	-/82.2	-/82.2	NOUN
bcpe-2609	229	56	nklp	nklp	VERB
bcpe-2609	229	57	0.877	0.877	NUM
bcpe-2609	229	58	0.744	0.744	NUM
bcpe-2609	229	59	39.0	39.0	NUM
bcpe-2609	229	60	-/84.0	-/84.0	NOUN
bcpe-2609	229	61	-/84.0	-/84.0	NOUN
bcpe-2609	229	62	0.595	0.595	NUM
bcpe-2609	229	63	0.783	0.783	NUM
bcpe-2609	229	64	54.5	54.5	NUM
bcpe-2609	229	65	-/84.0	-/84.0	NOUN
bcpe-2609	229	66	-/84.0	-/84.0	X
bcpe-2609	230	1	mtedd	mtedd	NOUN
bcpe-2609	230	2	0.723	0.723	NUM
bcpe-2609	230	3	0.809	0.809	NUM
bcpe-2609	230	4	39.9	39.9	NUM
bcpe-2609	230	5	83.4/	83.4/	PROPN
bcpe-2609	230	6	85.7	85.7	NUM
bcpe-2609	230	7	83.5/	83.5/	NUM
bcpe-2609	230	8	85.7	85.7	NUM
bcpe-2609	230	9	0.609	0.609	NUM
bcpe-2609	230	10	0.773	0.773	NUM
bcpe-2609	230	11	57.4	57.4	NUM
bcpe-2609	230	12	83.8/	83.8/	NUM
bcpe-2609	230	13	85.4	85.4	NUM
bcpe-2609	230	14	83.7/	83.7/	NUM
bcpe-2609	230	15	85.4	85.4	NUM
bcpe-2609	230	16	6	6	NUM
bcpe-2609	230	17	.	.	PUNCT
bcpe-2609	231	1	conclusion	conclusion	NOUN
bcpe-2609	231	2	this	this	DET
bcpe-2609	231	3	study	study	NOUN
bcpe-2609	231	4	proposes	propose	VERB
bcpe-2609	231	5	the	the	DET
bcpe-2609	231	6	problem	problem	NOUN
bcpe-2609	231	7	of	of	ADP
bcpe-2609	231	8	depression	depression	NOUN
bcpe-2609	231	9	in	in	ADP
bcpe-2609	231	10	the	the	DET
bcpe-2609	231	11	elderly	elderly	ADJ
bcpe-2609	231	12	and	and	CCONJ
bcpe-2609	231	13	innovatively	innovatively	ADV
bcpe-2609	231	14	proposes	propose	VERB
bcpe-2609	231	15	a	a	DET
bcpe-2609	231	16	solution	solution	NOUN
bcpe-2609	231	17	to	to	ADP
bcpe-2609	231	18	this	this	DET
bcpe-2609	231	19	problem	problem	NOUN
bcpe-2609	231	20	based	base	VERB
bcpe-2609	231	21	on	on	ADP
bcpe-2609	231	22	the	the	DET
bcpe-2609	231	23	transformer	transformer	NOUN
bcpe-2609	231	24	model	model	NOUN
bcpe-2609	231	25	and	and	CCONJ
bcpe-2609	231	26	multi	multi	NOUN
bcpe-2609	231	27	-	-	NOUN
bcpe-2609	231	28	model	model	NOUN
bcpe-2609	231	29	.	.	PUNCT
bcpe-2609	232	1	using	use	VERB
bcpe-2609	232	2	the	the	DET
bcpe-2609	232	3	extended	extended	ADJ
bcpe-2609	232	4	diac	diac	ADJ
bcpe-2609	232	5	database	database	NOUN
bcpe-2609	232	6	and	and	CCONJ
bcpe-2609	232	7	adding	add	VERB
bcpe-2609	232	8	the	the	DET
bcpe-2609	232	9	age	age	NOUN
bcpe-2609	232	10	label	label	NOUN
bcpe-2609	232	11	to	to	ADP
bcpe-2609	232	12	this	this	DET
bcpe-2609	232	13	database	database	NOUN
bcpe-2609	232	14	,	,	PUNCT
bcpe-2609	232	15	in	in	ADP
bcpe-2609	232	16	this	this	DET
bcpe-2609	232	17	multimodal	multimodal	NOUN
bcpe-2609	232	18	transformer	transformer	NOUN
bcpe-2609	232	19	elder	eld	ADJ
bcpe-2609	232	20	depression	depression	NOUN
bcpe-2609	232	21	detection	detection	NOUN
bcpe-2609	232	22	(	(	PUNCT
bcpe-2609	232	23	mtedd	mtedd	NOUN
bcpe-2609	232	24	)	)	PUNCT
bcpe-2609	232	25	model	model	NOUN
bcpe-2609	232	26	,	,	PUNCT
bcpe-2609	232	27	we	we	PRON
bcpe-2609	232	28	also	also	ADV
bcpe-2609	232	29	developed	develop	VERB
bcpe-2609	232	30	an	an	DET
bcpe-2609	232	31	improved	improve	VERB
bcpe-2609	232	32	-	-	PUNCT
bcpe-2609	232	33	transformer	transformer	NOUN
bcpe-2609	232	34	model	model	NOUN
bcpe-2609	232	35	by	by	ADP
bcpe-2609	232	36	modifying	modify	VERB
bcpe-2609	232	37	some	some	PRON
bcpe-2609	232	38	of	of	ADP
bcpe-2609	232	39	the	the	DET
bcpe-2609	232	40	parameters	parameter	NOUN
bcpe-2609	232	41	.	.	PUNCT
bcpe-2609	233	1	the	the	DET
bcpe-2609	233	2	results	result	NOUN
bcpe-2609	233	3	highlight	highlight	VERB
bcpe-2609	233	4	the	the	DET
bcpe-2609	233	5	importance	importance	NOUN
bcpe-2609	233	6	and	and	CCONJ
bcpe-2609	233	7	efficiency	efficiency	NOUN
bcpe-2609	233	8	of	of	ADP
bcpe-2609	233	9	using	use	VERB
bcpe-2609	233	10	the	the	DET
bcpe-2609	233	11	multi	multi	NOUN
bcpe-2609	233	12	-	-	NOUN
bcpe-2609	233	13	models	model	NOUN
bcpe-2609	233	14	.	.	PUNCT
bcpe-2609	234	1	there	there	PRON
bcpe-2609	234	2	are	be	VERB
bcpe-2609	234	3	some	some	DET
bcpe-2609	234	4	future	future	ADJ
bcpe-2609	234	5	works	work	NOUN
bcpe-2609	234	6	that	that	PRON
bcpe-2609	234	7	could	could	AUX
bcpe-2609	234	8	be	be	AUX
bcpe-2609	234	9	done	do	VERB
bcpe-2609	234	10	.	.	PUNCT
bcpe-2609	235	1	first	first	ADV
bcpe-2609	235	2	,	,	PUNCT
bcpe-2609	235	3	we	we	PRON
bcpe-2609	235	4	can	can	AUX
bcpe-2609	235	5	improve	improve	VERB
bcpe-2609	235	6	the	the	DET
bcpe-2609	235	7	accuracy	accuracy	NOUN
bcpe-2609	235	8	of	of	ADP
bcpe-2609	235	9	the	the	DET
bcpe-2609	235	10	age	age	NOUN
bcpe-2609	235	11	label	label	NOUN
bcpe-2609	235	12	in	in	ADP
bcpe-2609	235	13	the	the	DET
bcpe-2609	235	14	datasets	dataset	NOUN
bcpe-2609	235	15	by	by	ADP
bcpe-2609	235	16	possibly	possibly	ADV
bcpe-2609	235	17	developing	develop	VERB
bcpe-2609	235	18	an	an	DET
bcpe-2609	235	19	age	age	NOUN
bcpe-2609	235	20	detection	detection	NOUN
bcpe-2609	235	21	model	model	NOUN
bcpe-2609	235	22	based	base	VERB
bcpe-2609	235	23	on	on	ADP
bcpe-2609	235	24	the	the	DET
bcpe-2609	235	25	conversations	conversation	NOUN
bcpe-2609	235	26	.	.	PUNCT
bcpe-2609	236	1	in	in	ADP
bcpe-2609	236	2	addition	addition	NOUN
bcpe-2609	236	3	,	,	PUNCT
bcpe-2609	236	4	in	in	ADP
bcpe-2609	236	5	order	order	NOUN
bcpe-2609	236	6	to	to	PART
bcpe-2609	236	7	test	test	VERB
bcpe-2609	236	8	the	the	DET
bcpe-2609	236	9	model	model	NOUN
bcpe-2609	236	10	,	,	PUNCT
bcpe-2609	236	11	we	we	PRON
bcpe-2609	236	12	could	could	AUX
bcpe-2609	236	13	also	also	ADV
bcpe-2609	236	14	use	use	VERB
bcpe-2609	236	15	a	a	DET
bcpe-2609	236	16	new	new	ADJ
bcpe-2609	236	17	dataset	dataset	NOUN
bcpe-2609	236	18	and	and	CCONJ
bcpe-2609	236	19	some	some	DET
bcpe-2609	236	20	actual	actual	ADJ
bcpe-2609	236	21	data	datum	NOUN
bcpe-2609	236	22	from	from	ADP
bcpe-2609	236	23	patient	patient	ADJ
bcpe-2609	236	24	interviews	interview	NOUN
bcpe-2609	236	25	to	to	PART
bcpe-2609	236	26	test	test	VERB
bcpe-2609	236	27	the	the	DET
bcpe-2609	236	28	final	final	ADJ
bcpe-2609	236	29	model	model	NOUN
bcpe-2609	236	30	.	.	PUNCT
bcpe-2609	237	1	references	reference	NOUN
bcpe-2609	237	2	[	[	X
bcpe-2609	237	3	1	1	NUM
bcpe-2609	237	4	]	]	X
bcpe-2609	237	5	seligman	seligman	NOUN
bcpe-2609	237	6	,	,	PUNCT
bcpe-2609	237	7	m.	m.	PROPN
bcpe-2609	237	8	e.	e.	PROPN
bcpe-2609	237	9	,	,	PUNCT
bcpe-2609	237	10	abramson	abramson	PROPN
bcpe-2609	237	11	,	,	PUNCT
bcpe-2609	237	12	l.	l.	PROPN
bcpe-2609	237	13	y.	y.	PROPN
bcpe-2609	237	14	,	,	PUNCT
bcpe-2609	237	15	semmel	semmel	PROPN
bcpe-2609	237	16	,	,	PUNCT
bcpe-2609	237	17	a.	a.	PROPN
bcpe-2609	237	18	,	,	PUNCT
bcpe-2609	237	19	&	&	CCONJ
bcpe-2609	237	20	von	von	PROPN
bcpe-2609	237	21	baeyer	baeyer	PROPN
bcpe-2609	237	22	,	,	PUNCT
bcpe-2609	237	23	c.	c.	PROPN
bcpe-2609	237	24	(	(	PUNCT
bcpe-2609	237	25	1979	1979	NUM
bcpe-2609	237	26	)	)	PUNCT
bcpe-2609	237	27	.	.	PUNCT
bcpe-2609	238	1	depressive	depressive	ADJ
bcpe-2609	238	2	attributional	attributional	ADJ
bcpe-2609	238	3	style	style	NOUN
bcpe-2609	238	4	.	.	PUNCT
bcpe-2609	239	1	journal	journal	NOUN
bcpe-2609	239	2	of	of	ADP
bcpe-2609	239	3	abnormal	abnormal	ADJ
bcpe-2609	239	4	psychology	psychology	NOUN
bcpe-2609	239	5	,	,	PUNCT
bcpe-2609	239	6	88(3	88(3	NUM
bcpe-2609	239	7	)	)	PUNCT
bcpe-2609	239	8	,	,	PUNCT
bcpe-2609	239	9	242–247	242–247	NUM
bcpe-2609	239	10	.	.	PUNCT
bcpe-2609	240	1	doi.org/10.1037/0021-843x.88.3.242	doi.org/10.1037/0021-843x.88.3.242	NOUN
bcpe-2609	240	2	.	.	PUNCT
bcpe-2609	241	1	[	[	X
bcpe-2609	241	2	2	2	NUM
bcpe-2609	241	3	]	]	X
bcpe-2609	241	4	george	george	PROPN
bcpe-2609	241	5	,	,	PUNCT
bcpe-2609	241	6	s	s	PART
bcpe-2609	241	7	a.	a.	NOUN
bcpe-2609	241	8	(	(	PUNCT
bcpe-2609	241	9	2005	2005	NUM
bcpe-2609	241	10	)	)	PUNCT
bcpe-2609	241	11	.	.	PUNCT
bcpe-2609	242	1	depression	depression	NOUN
bcpe-2609	242	2	in	in	ADP
bcpe-2609	242	3	the	the	DET
bcpe-2609	242	4	elderly	elderly	ADJ
bcpe-2609	242	5	,	,	PUNCT
bcpe-2609	242	6	the	the	DET
bcpe-2609	242	7	lancet	lancet	NOUN
bcpe-2609	242	8	,	,	PUNCT
bcpe-2609	242	9	volume	volume	NOUN
bcpe-2609	242	10	365	365	NUM
bcpe-2609	242	11	,	,	PUNCT
bcpe-2609	242	12	issue	issue	NOUN
bcpe-2609	242	13	9475	9475	NUM
bcpe-2609	242	14	,	,	PUNCT
bcpe-2609	242	15	pages	page	NOUN
bcpe-2609	242	16	1961	1961	NUM
bcpe-2609	242	17	-	-	SYM
bcpe-2609	242	18	1970	1970	NUM
bcpe-2609	242	19	,	,	PUNCT
bcpe-2609	242	20	issn	issn	PROPN
bcpe-2609	242	21	0140	0140	NUM
bcpe-2609	242	22	-	-	SYM
bcpe-2609	242	23	6736	6736	NUM
bcpe-2609	242	24	,	,	PUNCT
bcpe-2609	242	25	doi.org/10.1016/s0140-6736(05)66665-2	doi.org/10.1016/s0140-6736(05)66665-2	NOUN
bcpe-2609	242	26	.	.	PUNCT
bcpe-2609	243	1	[	[	X
bcpe-2609	243	2	3	3	NUM
bcpe-2609	243	3	]	]	X
bcpe-2609	243	4	s	s	VERB
bcpe-2609	243	5	brown	brown	NOUN
bcpe-2609	243	6	,	,	PUNCT
bcpe-2609	243	7	fp	fp	PROPN
bcpe-2609	243	8	varghese	varghese	PROPN
bcpe-2609	243	9	,	,	PUNCT
bcpe-2609	243	10	bs	bs	PROPN
bcpe-2609	243	11	mcewen	mcewen	PROPN
bcpe-2609	243	12	.	.	PUNCT
bcpe-2609	244	1	(	(	PUNCT
bcpe-2609	244	2	2004	2004	NUM
bcpe-2609	244	3	)	)	PUNCT
bcpe-2609	244	4	.	.	PUNCT
bcpe-2609	245	1	association	association	NOUN
bcpe-2609	245	2	of	of	ADP
bcpe-2609	245	3	depression	depression	NOUN
bcpe-2609	245	4	with	with	ADP
bcpe-2609	245	5	medical	medical	ADJ
bcpe-2609	245	6	illness	illness	NOUN
bcpe-2609	245	7	:	:	PUNCT
bcpe-2609	245	8	does	do	AUX
bcpe-2609	245	9	cortisol	cortisol	NOUN
bcpe-2609	245	10	play	play	VERB
bcpe-2609	245	11	a	a	DET
bcpe-2609	245	12	role	role	NOUN
bcpe-2609	245	13	?	?	PUNCT
bcpe-2609	246	1	biol	biol	ADJ
bcpe-2609	246	2	psychiatry	psychiatry	NOUN
bcpe-2609	246	3	,	,	PUNCT
bcpe-2609	246	4	55	55	NUM
bcpe-2609	246	5	,	,	PUNCT
bcpe-2609	246	6	pp	pp	ADJ
bcpe-2609	246	7	.	.	PUNCT
bcpe-2609	247	1	1	1	NUM
bcpe-2609	247	2	-	-	SYM
bcpe-2609	247	3	9	9	NUM
bcpe-2609	247	4	.	.	PUNCT
bcpe-2609	248	1	bcp	bcp	PROPN
bcpe-2609	248	2	education	education	PROPN
bcpe-2609	248	3	&	&	CCONJ
bcpe-2609	248	4	psychology	psychology	PROPN
bcpe-2609	248	5	ess	ess	PROPN
bcpe-2609	248	6	2022	2022	NUM
bcpe-2609	248	7	volume	volume	NOUN
bcpe-2609	248	8	7	7	NUM
bcpe-2609	248	9	(	(	PUNCT
bcpe-2609	248	10	2022	2022	NUM
bcpe-2609	248	11	)	)	PUNCT
bcpe-2609	248	12	73	73	NUM
bcpe-2609	249	1	[	[	X
bcpe-2609	249	2	4	4	NUM
bcpe-2609	249	3	]	]	X
bcpe-2609	249	4	raymond	raymond	PROPN
bcpe-2609	249	5	,	,	PUNCT
bcpe-2609	249	6	c.	c.	PROPN
bcpe-2609	249	7	,	,	PUNCT
bcpe-2609	249	8	gregorius	gregorius	NOUN
bcpe-2609	249	9	,	,	PUNCT
bcpe-2609	249	10	s.	s.	PROPN
bcpe-2609	249	11	b.	b.	PROPN
bcpe-2609	249	12	,	,	PUNCT
bcpe-2609	249	13	sandeep	sandeep	PROPN
bcpe-2609	249	14	,	,	PUNCT
bcpe-2609	249	15	d.	d.	PROPN
bcpe-2609	249	16	,	,	PUNCT
bcpe-2609	249	17	fabian	fabian	PROPN
bcpe-2609	249	18	c.	c.	PROPN
bcpe-2609	249	19	,	,	PUNCT
bcpe-2609	249	20	(	(	PUNCT
bcpe-2609	249	21	2021	2021	NUM
bcpe-2609	249	22	)	)	PUNCT
bcpe-2609	249	23	.	.	PUNCT
bcpe-2609	250	1	a	a	DET
bcpe-2609	250	2	textual	textual	NOUN
bcpe-2609	250	3	-	-	PUNCT
bcpe-2609	250	4	based	base	VERB
bcpe-2609	250	5	featuring	feature	VERB
bcpe-2609	250	6	approach	approach	NOUN
bcpe-2609	250	7	for	for	ADP
bcpe-2609	250	8	depression	depression	NOUN
bcpe-2609	250	9	detection	detection	NOUN
bcpe-2609	250	10	using	use	VERB
bcpe-2609	250	11	machine	machine	NOUN
bcpe-2609	250	12	learning	learn	VERB
bcpe-2609	250	13	classifiers	classifier	NOUN
bcpe-2609	250	14	and	and	CCONJ
bcpe-2609	250	15	social	social	ADJ
bcpe-2609	250	16	media	medium	NOUN
bcpe-2609	250	17	texts	text	NOUN
bcpe-2609	250	18	.	.	PUNCT
bcpe-2609	251	1	computers	computer	NOUN
bcpe-2609	251	2	in	in	ADP
bcpe-2609	251	3	biology	biology	NOUN
bcpe-2609	251	4	and	and	CCONJ
bcpe-2609	251	5	medicine	medicine	NOUN
bcpe-2609	251	6	,	,	PUNCT
bcpe-2609	251	7	volume	volume	NOUN
bcpe-2609	251	8	135	135	NUM
bcpe-2609	251	9	,	,	PUNCT
bcpe-2609	251	10	issn	issn	PROPN
bcpe-2609	251	11	0010	0010	NUM
bcpe-2609	251	12	-	-	SYM
bcpe-2609	251	13	4825	4825	NUM
bcpe-2609	251	14	,	,	PUNCT
bcpe-2609	251	15	doi.org/10.1016/j.compbiomed.2021.104499	doi.org/10.1016/j.compbiomed.2021.104499	PROPN
bcpe-2609	251	16	.	.	PUNCT
bcpe-2609	252	1	[	[	X
bcpe-2609	252	2	5	5	NUM
bcpe-2609	252	3	]	]	SYM
bcpe-2609	252	4	chowdhary	chowdhary	NOUN
bcpe-2609	252	5	,	,	PUNCT
bcpe-2609	252	6	k.	k.	PROPN
bcpe-2609	252	7	(	(	PUNCT
bcpe-2609	252	8	2020	2020	NUM
bcpe-2609	252	9	)	)	PUNCT
bcpe-2609	252	10	.	.	PUNCT
bcpe-2609	253	1	“	"	PUNCT
bcpe-2609	253	2	natural	natural	ADJ
bcpe-2609	253	3	language	language	NOUN
bcpe-2609	253	4	processing	processing	NOUN
bcpe-2609	253	5	.	.	PUNCT
bcpe-2609	253	6	”	"	PUNCT
bcpe-2609	253	7	springerlink	springerlink	NOUN
bcpe-2609	253	8	.	.	PUNCT
bcpe-2609	254	1	[	[	X
bcpe-2609	254	2	6	6	NUM
bcpe-2609	254	3	]	]	PUNCT
bcpe-2609	254	4	fishwick	fishwick	NOUN
bcpe-2609	254	5	,	,	PUNCT
bcpe-2609	254	6	paul	paul	PROPN
bcpe-2609	254	7	&	&	CCONJ
bcpe-2609	254	8	narayanan	narayanan	PROPN
bcpe-2609	254	9	,	,	PUNCT
bcpe-2609	254	10	n.	n.	PROPN
bcpe-2609	254	11	&	&	CCONJ
bcpe-2609	254	12	sticklen	sticklen	PROPN
bcpe-2609	254	13	,	,	PUNCT
bcpe-2609	254	14	jon	jon	PROPN
bcpe-2609	254	15	&	&	CCONJ
bcpe-2609	254	16	bonarini	bonarini	PROPN
bcpe-2609	254	17	,	,	PUNCT
bcpe-2609	254	18	andrea	andrea	PROPN
bcpe-2609	254	19	.	.	PUNCT
bcpe-2609	255	1	(	(	PUNCT
bcpe-2609	255	2	1994	1994	NUM
bcpe-2609	255	3	)	)	PUNCT
bcpe-2609	255	4	.	.	PUNCT
bcpe-2609	256	1	a	a	DET
bcpe-2609	256	2	multi	multi	ADJ
bcpe-2609	256	3	-	-	ADJ
bcpe-2609	256	4	model	model	ADJ
bcpe-2609	256	5	approach	approach	NOUN
bcpe-2609	256	6	to	to	ADP
bcpe-2609	256	7	reasoning	reasoning	NOUN
bcpe-2609	256	8	and	and	CCONJ
bcpe-2609	256	9	simulation	simulation	NOUN
bcpe-2609	256	10	.	.	PUNCT
bcpe-2609	257	1	systems	system	NOUN
bcpe-2609	257	2	,	,	PUNCT
bcpe-2609	257	3	man	man	NOUN
bcpe-2609	257	4	and	and	CCONJ
bcpe-2609	257	5	cybernetics	cybernetic	NOUN
bcpe-2609	257	6	,	,	PUNCT
bcpe-2609	257	7	ieee	ieee	NOUN
bcpe-2609	257	8	transactions	transaction	NOUN
bcpe-2609	257	9	on	on	ADP
bcpe-2609	257	10	.	.	PUNCT
bcpe-2609	258	1	24	24	NUM
bcpe-2609	258	2	.	.	PUNCT
bcpe-2609	259	1	1433	1433	NUM
bcpe-2609	259	2	1449	1449	NUM
bcpe-2609	259	3	.	.	PUNCT
bcpe-2609	260	1	10.1109/21.310527	10.1109/21.310527	NUM
bcpe-2609	260	2	.	.	PUNCT
bcpe-2609	261	1	[	[	X
bcpe-2609	261	2	7	7	X
bcpe-2609	261	3	]	]	X
bcpe-2609	261	4	pyrovolakis	pyrovolakis	PROPN
bcpe-2609	261	5	k	k	NOUN
bcpe-2609	261	6	,	,	PUNCT
bcpe-2609	261	7	tzouveli	tzouveli	PROPN
bcpe-2609	261	8	p	p	X
bcpe-2609	261	9	,	,	PUNCT
bcpe-2609	261	10	stamou	stamou	ADJ
bcpe-2609	261	11	g.	g.	NOUN
bcpe-2609	261	12	(	(	PUNCT
bcpe-2609	261	13	2022	2022	NUM
bcpe-2609	261	14	)	)	PUNCT
bcpe-2609	261	15	.	.	PUNCT
bcpe-2609	262	1	multi	multi	ADJ
bcpe-2609	262	2	-	-	ADJ
bcpe-2609	262	3	modal	modal	ADJ
bcpe-2609	262	4	song	song	NOUN
bcpe-2609	262	5	mood	mood	NOUN
bcpe-2609	262	6	detection	detection	NOUN
bcpe-2609	262	7	with	with	ADP
bcpe-2609	262	8	deep	deep	ADJ
bcpe-2609	262	9	learning	learning	NOUN
bcpe-2609	262	10	.	.	PUNCT
bcpe-2609	263	1	sensors	sensor	NOUN
bcpe-2609	263	2	.	.	PUNCT
bcpe-2609	264	1	22(3):1065	22(3):1065	X
bcpe-2609	264	2	.	.	PUNCT
bcpe-2609	265	1	doi.org/10.3390/s22031065	doi.org/10.3390/s22031065	PROPN
bcpe-2609	265	2	.	.	PUNCT
bcpe-2609	266	1	[	[	X
bcpe-2609	266	2	8	8	NUM
bcpe-2609	266	3	]	]	X
bcpe-2609	266	4	cheng	cheng	PROPN
bcpe-2609	266	5	,	,	PUNCT
bcpe-2609	266	6	p.	p.	PROPN
bcpe-2609	266	7	,	,	PUNCT
bcpe-2609	266	8	hao	hao	PROPN
bcpe-2609	266	9	,	,	PUNCT
bcpe-2609	266	10	w.	w.	PROPN
bcpe-2609	266	11	,	,	PUNCT
bcpe-2609	266	12	dai	dai	PROPN
bcpe-2609	266	13	,	,	PUNCT
bcpe-2609	266	14	s.	s.	PROPN
bcpe-2609	266	15	,	,	PUNCT
bcpe-2609	266	16	et	et	PROPN
bcpe-2609	266	17	al	al	PROPN
bcpe-2609	266	18	.	.	PROPN
bcpe-2609	266	19	(	(	PUNCT
bcpe-2609	266	20	2020	2020	NUM
bcpe-2609	266	21	)	)	PUNCT
bcpe-2609	266	22	club	club	NOUN
bcpe-2609	266	23	:	:	PUNCT
bcpe-2609	266	24	a	a	DET
bcpe-2609	266	25	contrastive	contrastive	ADJ
bcpe-2609	266	26	log	log	NOUN
bcpe-2609	266	27	-	-	PUNCT
bcpe-2609	266	28	ratio	ratio	NOUN
bcpe-2609	266	29	upper	upper	ADJ
bcpe-2609	266	30	bound	bind	VERB
bcpe-2609	266	31	of	of	ADP
bcpe-2609	266	32	mutual	mutual	ADJ
bcpe-2609	266	33	information	information	NOUN
bcpe-2609	266	34	.	.	PUNCT
bcpe-2609	267	1	in	in	ADP
bcpe-2609	267	2	international	international	ADJ
bcpe-2609	267	3	conference	conference	NOUN
bcpe-2609	267	4	on	on	ADP
bcpe-2609	267	5	machine	machine	NOUN
bcpe-2609	267	6	learning	learning	NOUN
bcpe-2609	267	7	,	,	PUNCT
bcpe-2609	267	8	pages	page	NOUN
bcpe-2609	267	9	1779–1788	1779–1788	NUM
bcpe-2609	267	10	.	.	PUNCT
bcpe-2609	267	11	pmlr	pmlr	NOUN
bcpe-2609	267	12	.	.	PUNCT
bcpe-2609	268	1	[	[	X
bcpe-2609	268	2	9	9	NUM
bcpe-2609	268	3	]	]	PUNCT
bcpe-2609	268	4	michael	michael	PROPN
bcpe-2609	268	5	p.	p.	PROPN
bcpe-2609	268	6	notter	notter	PROPN
bcpe-2609	268	7	“	"	PUNCT
bcpe-2609	268	8	age	age	NOUN
bcpe-2609	268	9	prediction	prediction	NOUN
bcpe-2609	268	10	of	of	ADP
bcpe-2609	268	11	a	a	DET
bcpe-2609	268	12	speaker	speaker	NOUN
bcpe-2609	268	13	’s	’s	PART
bcpe-2609	268	14	voice	voice	NOUN
bcpe-2609	268	15	.	.	PUNCT
bcpe-2609	268	16	”	"	PUNCT
bcpe-2609	269	1	github	github	PROPN
bcpe-2609	269	2	,	,	PUNCT
bcpe-2609	269	3	miykael	miykael	PROPN
bcpe-2609	269	4	.	.	PUNCT
bcpe-2609	270	1	github.io/	github.io/	ADV
bcpe-2609	270	2	blog/	blog/	NUM
bcpe-2609	270	3	2022/	2022/	NUM
bcpe-2609	270	4	audio	audio	NOUN
bcpe-2609	270	5	_	_	PRON
bcpe-2609	270	6	eda	eda	PROPN
bcpe-2609	270	7	_	_	PUNCT
bcpe-2609	270	8	and_modeling	and_modele	VERB
bcpe-2609	270	9	.	.	PUNCT
bcpe-2609	271	1	[	[	X
bcpe-2609	271	2	10	10	NUM
bcpe-2609	271	3	]	]	X
bcpe-2609	271	4	valueva	valueva	PROPN
bcpe-2609	271	5	,	,	PUNCT
bcpe-2609	271	6	m.v	m.v	PROPN
bcpe-2609	271	7	.	.	PROPN
bcpe-2609	271	8	;	;	PUNCT
bcpe-2609	271	9	nagornov	nagornov	PROPN
bcpe-2609	271	10	,	,	PUNCT
bcpe-2609	271	11	n.n	n.n	PROPN
bcpe-2609	271	12	.	.	PROPN
bcpe-2609	271	13	;	;	PUNCT
bcpe-2609	271	14	lyakhov	lyakhov	PROPN
bcpe-2609	271	15	,	,	PUNCT
bcpe-2609	271	16	p.a	p.a	PROPN
bcpe-2609	271	17	.	.	PROPN
bcpe-2609	271	18	;	;	PUNCT
bcpe-2609	271	19	valuev	valuev	PROPN
bcpe-2609	271	20	,	,	PUNCT
bcpe-2609	271	21	g.v	g.v	PROPN
bcpe-2609	271	22	.	.	PROPN
bcpe-2609	271	23	;	;	PUNCT
bcpe-2609	271	24	chervyakov	chervyakov	PROPN
bcpe-2609	271	25	,	,	PUNCT
bcpe-2609	271	26	n.i	n.i	PROPN
bcpe-2609	271	27	.	.	PROPN
bcpe-2609	271	28	(	(	PUNCT
bcpe-2609	271	29	2020	2020	NUM
bcpe-2609	271	30	)	)	PUNCT
bcpe-2609	271	31	.	.	PUNCT
bcpe-2609	272	1	"	"	PUNCT
bcpe-2609	272	2	application	application	NOUN
bcpe-2609	272	3	of	of	ADP
bcpe-2609	272	4	the	the	DET
bcpe-2609	272	5	residue	residue	NOUN
bcpe-2609	272	6	number	number	NOUN
bcpe-2609	272	7	system	system	NOUN
bcpe-2609	272	8	to	to	PART
bcpe-2609	272	9	reduce	reduce	VERB
bcpe-2609	272	10	hardware	hardware	NOUN
bcpe-2609	272	11	costs	cost	NOUN
bcpe-2609	272	12	of	of	ADP
bcpe-2609	272	13	the	the	DET
bcpe-2609	272	14	convolutional	convolutional	ADJ
bcpe-2609	272	15	neural	neural	ADJ
bcpe-2609	272	16	network	network	NOUN
bcpe-2609	272	17	implementation	implementation	NOUN
bcpe-2609	272	18	"	"	PUNCT
bcpe-2609	272	19	.	.	PUNCT
bcpe-2609	273	1	mathematics	mathematic	NOUN
bcpe-2609	273	2	and	and	CCONJ
bcpe-2609	273	3	computers	computer	NOUN
bcpe-2609	273	4	in	in	ADP
bcpe-2609	273	5	simulation	simulation	NOUN
bcpe-2609	273	6	.	.	PUNCT
bcpe-2609	274	1	elsevier	elsevier	PROPN
bcpe-2609	274	2	bv	bv	PROPN
bcpe-2609	274	3	.	.	PROPN
bcpe-2609	274	4	177	177	NUM
bcpe-2609	274	5	:	:	PUNCT
bcpe-2609	274	6	232–243	232–243	NUM
bcpe-2609	274	7	.	.	PUNCT
bcpe-2609	275	1	doi	doi	NOUN
bcpe-2609	275	2	:	:	PUNCT
bcpe-2609	275	3	10	10	NUM
bcpe-2609	275	4	.	.	X
bcpe-2609	276	1	1016	1016	NUM
bcpe-2609	276	2	/	/	SYM
bcpe-2609	276	3	j.	j.	PROPN
bcpe-2609	276	4	matcom	matcom	PROPN
bcpe-2609	276	5	.	.	PUNCT
bcpe-2609	277	1	[	[	X
bcpe-2609	277	2	11	11	NUM
bcpe-2609	277	3	]	]	X
bcpe-2609	277	4	grefenstette	grefenstette	NOUN
bcpe-2609	277	5	,	,	PUNCT
bcpe-2609	277	6	edward	edward	NOUN
bcpe-2609	277	7	;	;	PUNCT
bcpe-2609	277	8	blunsom	blunsom	NOUN
bcpe-2609	277	9	,	,	PUNCT
bcpe-2609	277	10	phil	phil	NOUN
bcpe-2609	277	11	;	;	PUNCT
bcpe-2609	277	12	de	de	X
bcpe-2609	277	13	freitas	freitas	PROPN
bcpe-2609	277	14	,	,	PUNCT
bcpe-2609	277	15	nando	nando	PROPN
bcpe-2609	277	16	;	;	PUNCT
bcpe-2609	277	17	hermann	hermann	PROPN
bcpe-2609	277	18	,	,	PUNCT
bcpe-2609	277	19	karl	karl	PROPN
bcpe-2609	277	20	moritz	moritz	PROPN
bcpe-2609	277	21	(	(	PUNCT
bcpe-2609	277	22	2014	2014	NUM
bcpe-2609	277	23	)	)	PUNCT
bcpe-2609	277	24	.	.	PUNCT
bcpe-2609	278	1	"	"	PUNCT
bcpe-2609	278	2	a	a	DET
bcpe-2609	278	3	deep	deep	ADJ
bcpe-2609	278	4	architecture	architecture	NOUN
bcpe-2609	278	5	for	for	ADP
bcpe-2609	278	6	semantic	semantic	ADJ
bcpe-2609	278	7	parsing	parsing	NOUN
bcpe-2609	278	8	"	"	PUNCT
bcpe-2609	278	9	.	.	PUNCT
bcpe-2609	279	1	arxiv:1404.7296	arxiv:1404.7296	PROPN
bcpe-2609	279	2	.	.	PUNCT
bcpe-2609	280	1	[	[	X
bcpe-2609	280	2	12	12	NUM
bcpe-2609	280	3	]	]	X
bcpe-2609	280	4	hsieh	hsieh	PROPN
bcpe-2609	280	5	,	,	PUNCT
bcpe-2609	280	6	w.w	w.w	PROPN
bcpe-2609	280	7	.	.	PROPN
bcpe-2609	280	8	(	(	PUNCT
bcpe-2609	280	9	2009	2009	NUM
bcpe-2609	280	10	)	)	PUNCT
bcpe-2609	280	11	.	.	PUNCT
bcpe-2609	281	1	machine	machine	NOUN
bcpe-2609	281	2	learning	learn	VERB
bcpe-2609	281	3	methods	method	NOUN
bcpe-2609	281	4	in	in	ADP
bcpe-2609	281	5	the	the	DET
bcpe-2609	281	6	environmental	environmental	ADJ
bcpe-2609	281	7	sciences	science	NOUN
bcpe-2609	281	8	:	:	PUNCT
bcpe-2609	281	9	neural	neural	ADJ
bcpe-2609	281	10	networks	network	NOUN
bcpe-2609	281	11	and	and	CCONJ
bcpe-2609	281	12	kernels	kernel	NOUN
bcpe-2609	281	13	:	:	PUNCT
bcpe-2609	281	14	cambridge	cambridge	PROPN
bcpe-2609	281	15	university	university	PROPN
bcpe-2609	281	16	press	press	NOUN
bcpe-2609	281	17	.	.	PUNCT
bcpe-2609	282	1	[	[	X
bcpe-2609	282	2	13	13	NUM
bcpe-2609	282	3	]	]	X
bcpe-2609	282	4	pradhan	pradhan	NOUN
bcpe-2609	282	5	,	,	PUNCT
bcpe-2609	282	6	sameer	sameer	PROPN
bcpe-2609	282	7	s.	s.	PROPN
bcpe-2609	282	8	,	,	PUNCT
bcpe-2609	282	9	et	et	PROPN
bcpe-2609	282	10	al	al	PROPN
bcpe-2609	282	11	.	.	PROPN
bcpe-2609	283	1	(	(	PUNCT
bcpe-2609	283	2	2004	2004	NUM
bcpe-2609	283	3	)	)	PUNCT
bcpe-2609	283	4	"	"	PUNCT
bcpe-2609	283	5	shallow	shallow	ADJ
bcpe-2609	283	6	semantic	semantic	ADJ
bcpe-2609	283	7	parsing	parsing	NOUN
bcpe-2609	283	8	using	use	VERB
bcpe-2609	283	9	support	support	NOUN
bcpe-2609	283	10	vector	vector	NOUN
bcpe-2609	283	11	machines	machine	NOUN
bcpe-2609	283	12	.	.	PUNCT
bcpe-2609	283	13	"	"	PUNCT
bcpe-2609	284	1	proceedings	proceeding	NOUN
bcpe-2609	284	2	of	of	ADP
bcpe-2609	284	3	the	the	DET
bcpe-2609	284	4	human	human	ADJ
bcpe-2609	284	5	language	language	NOUN
bcpe-2609	284	6	technology	technology	NOUN
bcpe-2609	284	7	conference	conference	NOUN
bcpe-2609	284	8	of	of	ADP
bcpe-2609	284	9	the	the	DET
bcpe-2609	284	10	north	north	ADJ
bcpe-2609	284	11	american	american	ADJ
bcpe-2609	284	12	chapter	chapter	NOUN
bcpe-2609	284	13	of	of	ADP
bcpe-2609	284	14	the	the	DET
bcpe-2609	284	15	association	association	NOUN
bcpe-2609	284	16	for	for	ADP
bcpe-2609	284	17	computational	computational	ADJ
bcpe-2609	284	18	linguistics	linguistic	NOUN
bcpe-2609	284	19	:	:	PUNCT
bcpe-2609	284	20	hlt	hlt	NOUN
bcpe-2609	284	21	-	-	PUNCT
bcpe-2609	284	22	naacl	naacl	PROPN
bcpe-2609	284	23	.	.	PUNCT
bcpe-2609	285	1	[	[	X
bcpe-2609	285	2	14	14	NUM
bcpe-2609	285	3	]	]	X
bcpe-2609	285	4	vaswani	vaswani	NOUN
bcpe-2609	285	5	,	,	PUNCT
bcpe-2609	285	6	ashish	ashish	ADJ
bcpe-2609	285	7	;	;	PUNCT
bcpe-2609	285	8	shazeer	shazeer	NOUN
bcpe-2609	285	9	,	,	PUNCT
bcpe-2609	285	10	noam	noam	PROPN
bcpe-2609	285	11	;	;	PUNCT
bcpe-2609	285	12	parmar	parmar	PROPN
bcpe-2609	285	13	,	,	PUNCT
bcpe-2609	285	14	niki	niki	PROPN
bcpe-2609	285	15	;	;	PUNCT
bcpe-2609	285	16	uszkoreit	uszkoreit	PROPN
bcpe-2609	285	17	,	,	PUNCT
bcpe-2609	285	18	jakob	jakob	PROPN
bcpe-2609	285	19	;	;	PUNCT
bcpe-2609	285	20	jones	jones	PROPN
bcpe-2609	285	21	,	,	PUNCT
bcpe-2609	285	22	llion	llion	PROPN
bcpe-2609	285	23	;	;	PUNCT
bcpe-2609	285	24	gomez	gomez	PROPN
bcpe-2609	285	25	,	,	PUNCT
bcpe-2609	285	26	aidan	aidan	PROPN
bcpe-2609	285	27	n.	n.	PROPN
bcpe-2609	285	28	;	;	PUNCT
bcpe-2609	285	29	kaiser	kaiser	PROPN
bcpe-2609	285	30	,	,	PUNCT
bcpe-2609	285	31	lukasz	lukasz	PROPN
bcpe-2609	285	32	;	;	PUNCT
bcpe-2609	285	33	polosukhin	polosukhin	PROPN
bcpe-2609	285	34	,	,	PUNCT
bcpe-2609	285	35	illia	illia	PROPN
bcpe-2609	285	36	(	(	PUNCT
bcpe-2609	285	37	2017	2017	NUM
bcpe-2609	285	38	-	-	SYM
bcpe-2609	285	39	06	06	NUM
bcpe-2609	285	40	-	-	PUNCT
bcpe-2609	285	41	12	12	NUM
bcpe-2609	285	42	)	)	PUNCT
bcpe-2609	285	43	.	.	PUNCT
bcpe-2609	286	1	"	"	PUNCT
bcpe-2609	286	2	attention	attention	NOUN
bcpe-2609	286	3	is	be	AUX
bcpe-2609	286	4	all	all	PRON
bcpe-2609	286	5	you	you	PRON
bcpe-2609	286	6	need	need	VERB
bcpe-2609	286	7	"	"	PUNCT
bcpe-2609	286	8	.	.	PUNCT
bcpe-2609	287	1	arxiv:1706.03762	arxiv:1706.03762	NOUN
bcpe-2609	287	2	.	.	PUNCT
bcpe-2609	288	1	[	[	X
bcpe-2609	288	2	15	15	NUM
bcpe-2609	288	3	]	]	X
bcpe-2609	288	4	brownlee	brownlee	PROPN
bcpe-2609	288	5	,	,	PUNCT
bcpe-2609	288	6	jason	jason	PROPN
bcpe-2609	288	7	.	.	PUNCT
bcpe-2609	289	1	“	"	PUNCT
bcpe-2609	289	2	a	a	DET
bcpe-2609	289	3	gentle	gentle	ADJ
bcpe-2609	289	4	introduction	introduction	NOUN
bcpe-2609	289	5	to	to	ADP
bcpe-2609	289	6	multiple	multiple	ADJ
bcpe-2609	289	7	-	-	PUNCT
bcpe-2609	289	8	model	model	NOUN
bcpe-2609	289	9	machine	machine	NOUN
bcpe-2609	289	10	learning	learning	NOUN
bcpe-2609	289	11	.	.	PUNCT
bcpe-2609	289	12	”	"	PUNCT
bcpe-2609	290	1	machine	machine	NOUN
bcpe-2609	290	2	learning	learn	VERB
bcpe-2609	290	3	mastery	mastery	NOUN
bcpe-2609	290	4	,	,	PUNCT
bcpe-2609	290	5	21	21	NUM
bcpe-2609	290	6	oct	oct	PROPN
bcpe-2609	290	7	.	.	PROPN
bcpe-2609	290	8	2021	2021	NUM
bcpe-2609	290	9	,	,	PUNCT
bcpe-2609	290	10	machinelearningmastery.com/multiple-model-machine-learning	machinelearningmastery.com/multiple-model-machine-learne	VERB
bcpe-2609	290	11	.	.	PUNCT
bcpe-2609	291	1	[	[	X
bcpe-2609	291	2	16	16	NUM
bcpe-2609	291	3	]	]	X
bcpe-2609	291	4	ngiam	ngiam	PROPN
bcpe-2609	291	5	,	,	PUNCT
bcpe-2609	291	6	j.	j.	PROPN
bcpe-2609	291	7	,	,	PUNCT
bcpe-2609	291	8	khosla	khosla	PROPN
bcpe-2609	291	9	,	,	PUNCT
bcpe-2609	291	10	a.	a.	PROPN
bcpe-2609	291	11	,	,	PUNCT
bcpe-2609	291	12	kim	kim	PROPN
bcpe-2609	291	13	,	,	PUNCT
bcpe-2609	291	14	m.	m.	NOUN
bcpe-2609	291	15	,	,	PUNCT
bcpe-2609	291	16	nam	nam	PROPN
bcpe-2609	291	17	,	,	PUNCT
bcpe-2609	291	18	j.	j.	PROPN
bcpe-2609	291	19	,	,	PUNCT
bcpe-2609	291	20	lee	lee	PROPN
bcpe-2609	291	21	,	,	PUNCT
bcpe-2609	291	22	h.	h.	PROPN
bcpe-2609	291	23	,	,	PUNCT
bcpe-2609	291	24	&	&	CCONJ
bcpe-2609	291	25	ng	ng	PROPN
bcpe-2609	291	26	,	,	PUNCT
bcpe-2609	291	27	a.	a.	PROPN
bcpe-2609	291	28	y.	y.	PROPN
bcpe-2609	291	29	(	(	PUNCT
bcpe-2609	291	30	2011	2011	NUM
bcpe-2609	291	31	,	,	PUNCT
bcpe-2609	291	32	january	january	PROPN
bcpe-2609	291	33	)	)	PUNCT
bcpe-2609	291	34	.	.	PUNCT
bcpe-2609	292	1	multimodal	multimodal	ADJ
bcpe-2609	292	2	deep	deep	ADJ
bcpe-2609	292	3	learning	learning	NOUN
bcpe-2609	292	4	.	.	PUNCT
bcpe-2609	293	1	in	in	ADP
bcpe-2609	293	2	icml	icml	NOUN
bcpe-2609	293	3	.	.	PUNCT