id	sid	tid	token	lemma	pos
spir-12240	1	1	selected	select	VERB
spir-12240	1	2	papers	paper	NOUN
spir-12240	1	3	of	of	ADP
spir-12240	1	4	#	#	SYM
spir-12240	1	5	aoir2021	aoir2021	NOUN
spir-12240	1	6	:	:	PUNCT
spir-12240	1	7	the	the	DET
spir-12240	1	8	22nd	22nd	ADJ
spir-12240	1	9	annual	annual	ADJ
spir-12240	1	10	conference	conference	NOUN
spir-12240	1	11	of	of	ADP
spir-12240	1	12	the	the	DET
spir-12240	1	13	association	association	NOUN
spir-12240	1	14	of	of	ADP
spir-12240	1	15	internet	internet	NOUN
spir-12240	1	16	researchers	researcher	NOUN
spir-12240	1	17	virtual	virtual	ADJ
spir-12240	1	18	event	event	NOUN
spir-12240	1	19	/	/	SYM
spir-12240	1	20	13	13	NUM
spir-12240	1	21	-	-	SYM
spir-12240	1	22	16	16	NUM
spir-12240	1	23	oct	oct	NOUN
spir-12240	1	24	2021	2021	NUM
spir-12240	1	25	which	which	PRON
spir-12240	1	26	human	human	ADJ
spir-12240	1	27	faces	face	NOUN
spir-12240	1	28	can	can	AUX
spir-12240	1	29	an	an	DET
spir-12240	1	30	ai	ai	NOUN
spir-12240	1	31	generate	generate	NOUN
spir-12240	1	32	?	?	PUNCT
spir-12240	2	1	lack	lack	NOUN
spir-12240	2	2	of	of	ADP
spir-12240	2	3	diversity	diversity	NOUN
spir-12240	2	4	in	in	ADP
spir-12240	2	5	this	this	DET
spir-12240	2	6	person	person	NOUN
spir-12240	2	7	does	do	AUX
spir-12240	2	8	not	not	PART
spir-12240	2	9	exist	exist	VERB
spir-12240	2	10	lucas	lucas	PROPN
spir-12240	2	11	nunes	nunes	PROPN
spir-12240	2	12	sequeira1	sequeira1	PROPN
spir-12240	2	13	group	group	NOUN
spir-12240	2	14	on	on	ADP
spir-12240	2	15	artificial	artificial	ADJ
spir-12240	2	16	intelligence	intelligence	NOUN
spir-12240	2	17	and	and	CCONJ
spir-12240	2	18	art	art	NOUN
spir-12240	2	19	(	(	PUNCT
spir-12240	2	20	gaia	gaia	NOUN
spir-12240	2	21	)	)	PUNCT
spir-12240	2	22	and	and	CCONJ
spir-12240	2	23	molecular	molecular	ADJ
spir-12240	2	24	sciences	science	NOUN
spir-12240	2	25	course	course	NOUN
spir-12240	2	26	,	,	PUNCT
spir-12240	3	1	university	university	PROPN
spir-12240	3	2	of	of	ADP
spir-12240	3	3	sao	sao	PROPN
spir-12240	3	4	paulo	paulo	PROPN
spir-12240	3	5	bruno	bruno	PROPN
spir-12240	3	6	s.	s.	PROPN
spir-12240	3	7	moreschi2	moreschi2	PROPN
spir-12240	3	8	group	group	PROPN
spir-12240	3	9	on	on	ADP
spir-12240	3	10	artificial	artificial	ADJ
spir-12240	3	11	intelligence	intelligence	NOUN
spir-12240	3	12	and	and	CCONJ
spir-12240	3	13	art	art	NOUN
spir-12240	3	14	(	(	PUNCT
spir-12240	3	15	gaia	gaia	NOUN
spir-12240	3	16	)	)	PUNCT
spir-12240	3	17	and	and	CCONJ
spir-12240	3	18	faculty	faculty	NOUN
spir-12240	3	19	of	of	ADP
spir-12240	3	20	architecture	architecture	NOUN
spir-12240	3	21	and	and	CCONJ
spir-12240	3	22	urbanism	urbanism	NOUN
spir-12240	3	23	,	,	PUNCT
spir-12240	3	24	university	university	NOUN
spir-12240	3	25	of	of	ADP
spir-12240	3	26	sao	sao	PROPN
spir-12240	3	27	paulo	paulo	PROPN
spir-12240	3	28	vinicius	vinicius	PROPN
spir-12240	3	29	ariel	ariel	PROPN
spir-12240	3	30	arruda	arruda	PROPN
spir-12240	3	31	dos	dos	PROPN
spir-12240	3	32	santos3	santos3	PROPN
spir-12240	3	33	group	group	NOUN
spir-12240	3	34	on	on	ADP
spir-12240	3	35	artificial	artificial	ADJ
spir-12240	3	36	intelligence	intelligence	NOUN
spir-12240	3	37	and	and	CCONJ
spir-12240	3	38	art	art	NOUN
spir-12240	3	39	(	(	PUNCT
spir-12240	3	40	gaia	gaia	PROPN
spir-12240	3	41	)	)	PUNCT
spir-12240	3	42	and	and	CCONJ
spir-12240	3	43	polytechnic	polytechnic	ADJ
spir-12240	3	44	school	school	NOUN
spir-12240	3	45	of	of	ADP
spir-12240	3	46	the	the	DET
spir-12240	3	47	university	university	PROPN
spir-12240	3	48	of	of	ADP
spir-12240	3	49	são	são	PROPN
spir-12240	3	50	paulo	paulo	PROPN
spir-12240	3	51	1	1	NUM
spir-12240	3	52	.	.	PUNCT
spir-12240	3	53	introduction	introduction	NOUN
spir-12240	3	54	in	in	ADP
spir-12240	3	55	this	this	DET
spir-12240	3	56	abstract	abstract	NOUN
spir-12240	3	57	we	we	PRON
spir-12240	3	58	show	show	VERB
spir-12240	3	59	the	the	DET
spir-12240	3	60	results	result	NOUN
spir-12240	3	61	of	of	ADP
spir-12240	3	62	an	an	DET
spir-12240	3	63	interdisciplinary	interdisciplinary	ADJ
spir-12240	3	64	research	research	NOUN
spir-12240	3	65	in	in	ADP
spir-12240	3	66	which	which	PRON
spir-12240	3	67	we	we	PRON
spir-12240	3	68	audit	audit	VERB
spir-12240	3	69	fake	fake	ADJ
spir-12240	3	70	human	human	ADJ
spir-12240	3	71	faces	face	NOUN
spir-12240	3	72	(	(	PUNCT
spir-12240	3	73	deepfakes	deepfake	NOUN
spir-12240	3	74	)	)	PUNCT
spir-12240	3	75	generated	generate	VERB
spir-12240	3	76	by	by	ADP
spir-12240	3	77	the	the	DET
spir-12240	3	78	website	website	NOUN
spir-12240	3	79	this	this	DET
spir-12240	3	80	person	person	NOUN
spir-12240	3	81	does	do	AUX
spir-12240	3	82	not	not	PART
spir-12240	3	83	exist	exist	VERB
spir-12240	3	84	(	(	PUNCT
spir-12240	3	85	tpdne	tpdne	ADJ
spir-12240	3	86	)	)	PUNCT
spir-12240	3	87	,	,	PUNCT
spir-12240	3	88	and	and	CCONJ
spir-12240	3	89	discuss	discuss	VERB
spir-12240	3	90	how	how	SCONJ
spir-12240	3	91	this	this	DET
spir-12240	3	92	system	system	NOUN
spir-12240	3	93	can	can	AUX
spir-12240	3	94	help	help	VERB
spir-12240	3	95	perpetuate	perpetuate	VERB
spir-12240	3	96	normativities	normativitie	NOUN
spir-12240	3	97	supported	support	VERB
spir-12240	3	98	by	by	ADP
spir-12240	3	99	a	a	DET
spir-12240	3	100	dependency	dependency	NOUN
spir-12240	3	101	on	on	ADP
spir-12240	3	102	a	a	DET
spir-12240	3	103	limited	limited	ADJ
spir-12240	3	104	database	database	NOUN
spir-12240	3	105	.	.	PUNCT
spir-12240	4	1	our	our	PRON
spir-12240	4	2	analysis	analysis	NOUN
spir-12240	4	3	focuses	focus	VERB
spir-12240	4	4	on	on	ADP
spir-12240	4	5	the	the	DET
spir-12240	4	6	“	"	PUNCT
spir-12240	4	7	default	default	NOUN
spir-12240	4	8	generic	generic	ADJ
spir-12240	4	9	face	face	NOUN
spir-12240	4	10	”	"	PUNCT
spir-12240	4	11	we	we	PRON
spir-12240	4	12	created	create	VERB
spir-12240	4	13	by	by	ADP
spir-12240	4	14	overlapping	overlap	VERB
spir-12240	4	15	random	random	ADJ
spir-12240	4	16	samples	sample	NOUN
spir-12240	4	17	of	of	ADP
spir-12240	4	18	fake	fake	ADJ
spir-12240	4	19	faces	face	NOUN
spir-12240	4	20	generated	generate	VERB
spir-12240	4	21	by	by	ADP
spir-12240	4	22	tpdne	tpdne	PROPN
spir-12240	4	23	's	's	PART
spir-12240	4	24	algorithms	algorithm	NOUN
spir-12240	4	25	.	.	PUNCT
spir-12240	5	1	independently	independently	ADV
spir-12240	5	2	of	of	ADP
spir-12240	5	3	the	the	DET
spir-12240	5	4	group	group	NOUN
spir-12240	5	5	of	of	ADP
spir-12240	5	6	fake	fake	ADJ
spir-12240	5	7	human	human	ADJ
spir-12240	5	8	faces	face	NOUN
spir-12240	5	9	sampled	sample	VERB
spir-12240	5	10	,	,	PUNCT
spir-12240	5	11	the	the	DET
spir-12240	5	12	same	same	ADJ
spir-12240	5	13	generic	generic	ADJ
spir-12240	5	14	white	white	ADJ
spir-12240	5	15	face	face	NOUN
spir-12240	5	16	always	always	ADV
spir-12240	5	17	appeared	appear	VERB
spir-12240	5	18	as	as	ADP
spir-12240	5	19	a	a	DET
spir-12240	5	20	result	result	NOUN
spir-12240	5	21	(	(	PUNCT
spir-12240	5	22	fig	fig	NOUN
spir-12240	5	23	.	.	PUNCT
spir-12240	5	24	1	1	NUM
spir-12240	5	25	)	)	PUNCT
spir-12240	5	26	.	.	PUNCT
spir-12240	6	1	3	3	NUM
spir-12240	6	2	vinicius	vinicius	PROPN
spir-12240	6	3	ariel	ariel	PROPN
spir-12240	6	4	arruda	arruda	PROPN
spir-12240	6	5	dos	dos	PROPN
spir-12240	6	6	santos	santos	PROPN
spir-12240	6	7	is	be	AUX
spir-12240	6	8	an	an	DET
spir-12240	6	9	undergraduate	undergraduate	ADJ
spir-12240	6	10	student	student	NOUN
spir-12240	6	11	of	of	ADP
spir-12240	6	12	the	the	DET
spir-12240	6	13	polytechnic	polytechnic	ADJ
spir-12240	6	14	school	school	NOUN
spir-12240	6	15	of	of	ADP
spir-12240	6	16	the	the	DET
spir-12240	6	17	university	university	PROPN
spir-12240	6	18	of	of	ADP
spir-12240	6	19	são	são	PROPN
spir-12240	6	20	paulo	paulo	PROPN
spir-12240	6	21	,	,	PUNCT
spir-12240	6	22	researcher	researcher	NOUN
spir-12240	6	23	at	at	ADP
spir-12240	6	24	group	group	NOUN
spir-12240	6	25	on	on	ADP
spir-12240	6	26	artificial	artificial	ADJ
spir-12240	6	27	intelligence	intelligence	NOUN
spir-12240	6	28	and	and	CCONJ
spir-12240	6	29	art	art	NOUN
spir-12240	6	30	(	(	PUNCT
spir-12240	6	31	gaia	gaia	PROPN
spir-12240	6	32	/	/	SYM
spir-12240	6	33	c4ai	c4ai	PROPN
spir-12240	6	34	/	/	SYM
spir-12240	6	35	inova	inova	PROPN
spir-12240	6	36	usp	usp	PROPN
spir-12240	6	37	)	)	PUNCT
spir-12240	6	38	.	.	PUNCT
spir-12240	7	1	e	e	X
spir-12240	7	2	-	-	NOUN
spir-12240	7	3	mail	mail	NOUN
spir-12240	7	4	:	:	PUNCT
spir-12240	7	5	viniciusarielarruda@usp.br	viniciusarielarruda@usp.br	NOUN
spir-12240	7	6	2	2	NUM
spir-12240	7	7	bruno	bruno	PROPN
spir-12240	7	8	moreschi	moreschi	PROPN
spir-12240	7	9	is	be	AUX
spir-12240	7	10	a	a	DET
spir-12240	7	11	visual	visual	ADJ
spir-12240	7	12	artist	artist	NOUN
spir-12240	7	13	,	,	PUNCT
spir-12240	7	14	postdoctoral	postdoctoral	ADJ
spir-12240	7	15	fellow	fellow	NOUN
spir-12240	7	16	at	at	ADP
spir-12240	7	17	university	university	PROPN
spir-12240	7	18	of	of	ADP
spir-12240	7	19	são	são	PROPN
spir-12240	7	20	paulo	paulo	PROPN
spir-12240	7	21	’s	’s	PART
spir-12240	7	22	faculty	faculty	NOUN
spir-12240	7	23	of	of	ADP
spir-12240	7	24	architecture	architecture	NOUN
spir-12240	7	25	and	and	CCONJ
spir-12240	7	26	urbanism	urbanism	NOUN
spir-12240	7	27	,	,	PUNCT
spir-12240	7	28	senior	senior	ADJ
spir-12240	7	29	fellow	fellow	NOUN
spir-12240	7	30	at	at	ADP
spir-12240	7	31	the	the	DET
spir-12240	7	32	center	center	NOUN
spir-12240	7	33	for	for	ADP
spir-12240	7	34	arts	art	NOUN
spir-12240	7	35	,	,	PUNCT
spir-12240	7	36	design	design	NOUN
spir-12240	7	37	and	and	CCONJ
spir-12240	7	38	social	social	ADJ
spir-12240	7	39	research	research	NOUN
spir-12240	7	40	(	(	PUNCT
spir-12240	7	41	cad+sr	cad+sr	PROPN
spir-12240	7	42	)	)	PUNCT
spir-12240	7	43	,	,	PUNCT
spir-12240	7	44	member	member	NOUN
spir-12240	7	45	of	of	ADP
spir-12240	7	46	the	the	DET
spir-12240	7	47	histories	history	NOUN
spir-12240	7	48	of	of	ADP
spir-12240	7	49	ai	ai	NOUN
spir-12240	7	50	:	:	PUNCT
spir-12240	7	51	a	a	DET
spir-12240	7	52	genealogy	genealogy	NOUN
spir-12240	7	53	of	of	ADP
spir-12240	7	54	power	power	NOUN
spir-12240	7	55	group	group	NOUN
spir-12240	7	56	(	(	PUNCT
spir-12240	7	57	university	university	NOUN
spir-12240	7	58	of	of	ADP
spir-12240	7	59	cambridge	cambridge	PROPN
spir-12240	7	60	)	)	PUNCT
spir-12240	7	61	and	and	CCONJ
spir-12240	7	62	co	co	NOUN
spir-12240	7	63	-	-	NOUN
spir-12240	7	64	coordinator	coordinator	NOUN
spir-12240	7	65	of	of	ADP
spir-12240	7	66	gaia	gaia	NOUN
spir-12240	7	67	.	.	PUNCT
spir-12240	8	1	e	e	X
spir-12240	8	2	-	-	NOUN
spir-12240	8	3	mail	mail	NOUN
spir-12240	8	4	:	:	PUNCT
spir-12240	8	5	brunomoreschi@usp.br	brunomoreschi@usp.br	NOUN
spir-12240	8	6	1	1	NUM
spir-12240	8	7	lucas	lucas	PROPN
spir-12240	8	8	n.	n.	PROPN
spir-12240	8	9	sequeira	sequeira	PROPN
spir-12240	8	10	is	be	AUX
spir-12240	8	11	an	an	DET
spir-12240	8	12	undergraduate	undergraduate	ADJ
spir-12240	8	13	student	student	NOUN
spir-12240	8	14	of	of	ADP
spir-12240	8	15	molecular	molecular	ADJ
spir-12240	8	16	sciences	science	NOUN
spir-12240	8	17	at	at	ADP
spir-12240	8	18	the	the	DET
spir-12240	8	19	university	university	PROPN
spir-12240	8	20	of	of	ADP
spir-12240	8	21	são	são	PROPN
spir-12240	8	22	paulo	paulo	PROPN
spir-12240	8	23	,	,	PUNCT
spir-12240	8	24	researcher	researcher	NOUN
spir-12240	8	25	at	at	ADP
spir-12240	8	26	group	group	NOUN
spir-12240	8	27	on	on	ADP
spir-12240	8	28	artificial	artificial	ADJ
spir-12240	8	29	intelligence	intelligence	NOUN
spir-12240	8	30	and	and	CCONJ
spir-12240	8	31	art	art	NOUN
spir-12240	8	32	(	(	PUNCT
spir-12240	8	33	gaia	gaia	PROPN
spir-12240	8	34	/	/	SYM
spir-12240	8	35	c4ai	c4ai	PROPN
spir-12240	8	36	/	/	SYM
spir-12240	8	37	inova	inova	PROPN
spir-12240	8	38	usp	usp	PROPN
spir-12240	8	39	)	)	PUNCT
spir-12240	8	40	and	and	CCONJ
spir-12240	8	41	junior	junior	ADJ
spir-12240	8	42	researcher	researcher	NOUN
spir-12240	8	43	at	at	ADP
spir-12240	8	44	cpqd	cpqd	NOUN
spir-12240	8	45	,	,	PUNCT
spir-12240	8	46	in	in	ADP
spir-12240	8	47	the	the	DET
spir-12240	8	48	area	area	NOUN
spir-12240	8	49	of	of	ADP
spir-12240	8	50	natural	natural	ADJ
spir-12240	8	51	language	language	NOUN
spir-12240	8	52	processing	processing	NOUN
spir-12240	8	53	.	.	PUNCT
spir-12240	9	1	e	e	X
spir-12240	9	2	-	-	NOUN
spir-12240	9	3	mail	mail	NOUN
spir-12240	9	4	:	:	PUNCT
spir-12240	9	5	lucasnseq@usp.br	lucasnseq@usp.br	PROPN
spir-12240	9	6	suggested	suggest	VERB
spir-12240	9	7	citation	citation	NOUN
spir-12240	9	8	(	(	PUNCT
spir-12240	9	9	apa	apa	PROPN
spir-12240	9	10	):	):	PUNCT
spir-12240	9	11	sequeira	sequeira	PROPN
spir-12240	9	12	,	,	PUNCT
spir-12240	9	13	l.	l.	PROPN
spir-12240	9	14	,	,	PUNCT
spir-12240	9	15	moreschi	moreschi	PROPN
spir-12240	9	16	,	,	PUNCT
spir-12240	9	17	b.	b.	PROPN
spir-12240	9	18	,	,	PUNCT
spir-12240	9	19	and	and	CCONJ
spir-12240	9	20	arruda	arruda	PROPN
spir-12240	9	21	dos	dos	PROPN
spir-12240	9	22	santos	santos	PROPN
spir-12240	9	23	,	,	PUNCT
spir-12240	9	24	v.	v.	ADV
spir-12240	9	25	,	,	PUNCT
spir-12240	9	26	(	(	PUNCT
spir-12240	9	27	2021	2021	NUM
spir-12240	9	28	,	,	PUNCT
spir-12240	9	29	october	october	PROPN
spir-12240	9	30	)	)	PUNCT
spir-12240	9	31	.	.	PUNCT
spir-12240	10	1	which	which	PRON
spir-12240	10	2	human	human	ADJ
spir-12240	10	3	faces	face	NOUN
spir-12240	10	4	can	can	AUX
spir-12240	10	5	an	an	DET
spir-12240	10	6	ai	ai	NOUN
spir-12240	10	7	generate	generate	NOUN
spir-12240	10	8	?	?	PUNCT
spir-12240	11	1	lack	lack	NOUN
spir-12240	11	2	of	of	ADP
spir-12240	11	3	diversity	diversity	NOUN
spir-12240	11	4	in	in	ADP
spir-12240	11	5	this	this	DET
spir-12240	11	6	person	person	NOUN
spir-12240	11	7	does	do	AUX
spir-12240	11	8	not	not	PART
spir-12240	11	9	exist	exist	VERB
spir-12240	11	10	.	.	PUNCT
spir-12240	12	1	paper	paper	NOUN
spir-12240	12	2	presented	present	VERB
spir-12240	12	3	at	at	ADP
spir-12240	12	4	aoir	aoir	NOUN
spir-12240	12	5	2021	2021	NUM
spir-12240	12	6	:	:	PUNCT
spir-12240	12	7	the	the	DET
spir-12240	12	8	22nd	22nd	ADJ
spir-12240	12	9	annual	annual	ADJ
spir-12240	12	10	conference	conference	NOUN
spir-12240	12	11	of	of	ADP
spir-12240	12	12	the	the	DET
spir-12240	12	13	association	association	NOUN
spir-12240	12	14	of	of	ADP
spir-12240	12	15	internet	internet	NOUN
spir-12240	12	16	researchers	researcher	NOUN
spir-12240	12	17	.	.	PUNCT
spir-12240	13	1	virtual	virtual	ADJ
spir-12240	13	2	event	event	NOUN
spir-12240	13	3	:	:	PUNCT
spir-12240	13	4	aoir	aoir	NOUN
spir-12240	13	5	.	.	PUNCT
spir-12240	13	6	retrieved	retrieve	VERB
spir-12240	13	7	from	from	ADP
spir-12240	13	8	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-12240	13	9	.	.	PUNCT
spir-12240	14	1	fig	fig	NOUN
spir-12240	14	2	.	.	PUNCT
spir-12240	15	1	1	1	NUM
spir-12240	15	2	:	:	PUNCT
spir-12240	15	3	“	"	PUNCT
spir-12240	15	4	default	default	VERB
spir-12240	15	5	generic	generic	ADJ
spir-12240	15	6	face	face	NOUN
spir-12240	15	7	”	"	PUNCT
spir-12240	15	8	–	–	PUNCT
spir-12240	15	9	overlapping	overlap	VERB
spir-12240	15	10	3000	3000	NUM
spir-12240	15	11	random	random	ADJ
spir-12240	15	12	fake	fake	ADJ
spir-12240	15	13	faces	face	NOUN
spir-12240	15	14	by	by	ADP
spir-12240	15	15	tpdne	tpdne	NUM
spir-12240	15	16	.	.	PUNCT
spir-12240	16	1	credit	credit	NOUN
spir-12240	16	2	:	:	PUNCT
spir-12240	16	3	bernardo	bernardo	NOUN
spir-12240	16	4	fontes	fonte	NOUN
spir-12240	16	5	and	and	CCONJ
spir-12240	16	6	lucas	lucas	PROPN
spir-12240	16	7	n.	n.	PROPN
spir-12240	16	8	sequeira	sequeira	PROPN
spir-12240	16	9	/	/	SYM
spir-12240	16	10	gaia	gaia	PROPN
spir-12240	16	11	faces	face	NOUN
spir-12240	16	12	algorithmically	algorithmically	ADV
spir-12240	16	13	generated	generate	VERB
spir-12240	16	14	are	be	AUX
spir-12240	16	15	part	part	NOUN
spir-12240	16	16	of	of	ADP
spir-12240	16	17	the	the	DET
spir-12240	16	18	improvements	improvement	NOUN
spir-12240	16	19	in	in	ADP
spir-12240	16	20	the	the	DET
spir-12240	16	21	cv	cv	PROPN
spir-12240	16	22	field	field	NOUN
spir-12240	16	23	since	since	SCONJ
spir-12240	16	24	2014	2014	NUM
spir-12240	16	25	,	,	PUNCT
spir-12240	16	26	with	with	ADP
spir-12240	16	27	the	the	DET
spir-12240	16	28	development	development	NOUN
spir-12240	16	29	of	of	ADP
spir-12240	16	30	a	a	DET
spir-12240	16	31	machine	machine	NOUN
spir-12240	16	32	learning	learn	VERB
spir-12240	16	33	infrastructure	infrastructure	NOUN
spir-12240	16	34	called	call	VERB
spir-12240	16	35	generative	generative	ADJ
spir-12240	16	36	adversarial	adversarial	ADJ
spir-12240	16	37	network	network	NOUN
spir-12240	16	38	–	–	PUNCT
spir-12240	16	39	gan	gan	PROPN
spir-12240	16	40	(	(	PUNCT
spir-12240	16	41	goodfellow	goodfellow	PROPN
spir-12240	16	42	et	et	PROPN
spir-12240	16	43	al	al	PROPN
spir-12240	16	44	.	.	PROPN
spir-12240	16	45	,	,	PUNCT
spir-12240	16	46	2014	2014	NUM
spir-12240	16	47	)	)	PUNCT
spir-12240	16	48	.	.	PUNCT
spir-12240	17	1	the	the	DET
spir-12240	17	2	increase	increase	NOUN
spir-12240	17	3	of	of	ADP
spir-12240	17	4	hardwares	hardware	NOUN
spir-12240	17	5	processing	processing	NOUN
spir-12240	17	6	capacities	capacity	NOUN
spir-12240	17	7	made	make	VERB
spir-12240	17	8	the	the	DET
spir-12240	17	9	intensive	intensive	ADJ
spir-12240	17	10	use	use	NOUN
spir-12240	17	11	of	of	ADP
spir-12240	17	12	this	this	DET
spir-12240	17	13	infrastructure	infrastructure	NOUN
spir-12240	17	14	viable	viable	ADJ
spir-12240	17	15	,	,	PUNCT
spir-12240	17	16	recently	recently	ADV
spir-12240	17	17	allowing	allow	VERB
spir-12240	17	18	the	the	DET
spir-12240	17	19	construction	construction	NOUN
spir-12240	17	20	of	of	ADP
spir-12240	17	21	more	more	ADV
spir-12240	17	22	realistic	realistic	ADJ
spir-12240	17	23	images	image	NOUN
spir-12240	17	24	of	of	ADP
spir-12240	17	25	humans	human	NOUN
spir-12240	17	26	,	,	PUNCT
spir-12240	17	27	animals	animal	NOUN
spir-12240	17	28	and	and	CCONJ
spir-12240	17	29	objects	object	NOUN
spir-12240	17	30	from	from	ADP
spir-12240	17	31	the	the	DET
spir-12240	17	32	new	new	ADJ
spir-12240	17	33	gans	gan	NOUN
spir-12240	17	34	known	know	VERB
spir-12240	17	35	as	as	ADP
spir-12240	17	36	stylegan	stylegan	NOUN
spir-12240	17	37	(	(	PUNCT
spir-12240	17	38	karras	karras	X
spir-12240	17	39	et	et	PROPN
spir-12240	17	40	al	al	PROPN
spir-12240	17	41	.	.	PROPN
spir-12240	17	42	,	,	PUNCT
spir-12240	17	43	2019	2019	NUM
spir-12240	17	44	)	)	PUNCT
spir-12240	17	45	and	and	CCONJ
spir-12240	17	46	stylegan2	stylegan2	NOUN
spir-12240	17	47	(	(	PUNCT
spir-12240	17	48	karras	karras	X
spir-12240	17	49	et	et	PROPN
spir-12240	17	50	al	al	PROPN
spir-12240	17	51	.	.	PROPN
spir-12240	17	52	,	,	PUNCT
spir-12240	17	53	2020	2020	NUM
spir-12240	17	54	;	;	PUNCT
spir-12240	17	55	nie	nie	PROPN
spir-12240	17	56	et	et	PROPN
spir-12240	17	57	al	al	PROPN
spir-12240	17	58	.	.	PROPN
spir-12240	17	59	,	,	PUNCT
spir-12240	17	60	2020	2020	NUM
spir-12240	17	61	)	)	PUNCT
spir-12240	17	62	.	.	PUNCT
spir-12240	18	1	created	create	VERB
spir-12240	18	2	in	in	ADP
spir-12240	18	3	2019	2019	NUM
spir-12240	18	4	,	,	PUNCT
spir-12240	18	5	tpdne	tpdne	PROPN
spir-12240	18	6	is	be	AUX
spir-12240	18	7	the	the	DET
spir-12240	18	8	result	result	NOUN
spir-12240	18	9	of	of	ADP
spir-12240	18	10	using	use	VERB
spir-12240	18	11	this	this	DET
spir-12240	18	12	last	last	ADJ
spir-12240	18	13	specific	specific	ADJ
spir-12240	18	14	gan	gan	NOUN
spir-12240	18	15	and	and	CCONJ
spir-12240	18	16	it	it	PRON
spir-12240	18	17	was	be	AUX
spir-12240	18	18	only	only	ADV
spir-12240	18	19	achievable	achievable	ADJ
spir-12240	18	20	thanks	thank	NOUN
spir-12240	18	21	to	to	ADP
spir-12240	18	22	the	the	DET
spir-12240	18	23	use	use	NOUN
spir-12240	18	24	of	of	ADP
spir-12240	18	25	the	the	DET
spir-12240	18	26	database	database	NOUN
spir-12240	18	27	of	of	ADP
spir-12240	18	28	real	real	ADJ
spir-12240	18	29	human	human	ADJ
spir-12240	18	30	faces	face	NOUN
spir-12240	18	31	from	from	ADP
spir-12240	18	32	the	the	DET
spir-12240	18	33	flickr	flickr	PROPN
spir-12240	18	34	-	-	PUNCT
spir-12240	18	35	faces	face	NOUN
spir-12240	18	36	-	-	PUNCT
spir-12240	18	37	hq	hq	NOUN
spir-12240	18	38	database	database	NOUN
spir-12240	18	39	,	,	PUNCT
spir-12240	18	40	with	with	ADP
spir-12240	18	41	70	70	NUM
spir-12240	18	42	thousand	thousand	NUM
spir-12240	18	43	high	high	ADJ
spir-12240	18	44	definition	definition	NOUN
spir-12240	18	45	images	image	NOUN
spir-12240	18	46	.	.	PUNCT
spir-12240	19	1	every	every	DET
spir-12240	19	2	time	time	NOUN
spir-12240	19	3	the	the	DET
spir-12240	19	4	website	website	NOUN
spir-12240	19	5	is	be	AUX
spir-12240	19	6	refreshed	refresh	VERB
spir-12240	19	7	,	,	PUNCT
spir-12240	19	8	its	its	PRON
spir-12240	19	9	ai	ai	NOUN
spir-12240	19	10	renders	render	VERB
spir-12240	19	11	a	a	DET
spir-12240	19	12	new	new	ADJ
spir-12240	19	13	(	(	PUNCT
spir-12240	19	14	and	and	CCONJ
spir-12240	19	15	fake	fake	ADJ
spir-12240	19	16	)	)	PUNCT
spir-12240	19	17	human	human	ADJ
spir-12240	19	18	face	face	NOUN
spir-12240	19	19	.	.	PUNCT
spir-12240	20	1	the	the	DET
spir-12240	20	2	rise	rise	NOUN
spir-12240	20	3	of	of	ADP
spir-12240	20	4	cv	cv	PROPN
spir-12240	20	5	has	have	AUX
spir-12240	20	6	prompted	prompt	VERB
spir-12240	20	7	several	several	ADJ
spir-12240	20	8	debates	debate	NOUN
spir-12240	20	9	such	such	ADJ
spir-12240	20	10	as	as	ADP
spir-12240	20	11	the	the	DET
spir-12240	20	12	“	"	PUNCT
spir-12240	20	13	algorithmic	algorithmic	ADJ
spir-12240	20	14	injustices	injustice	NOUN
spir-12240	20	15	”	"	PUNCT
spir-12240	20	16	(	(	PUNCT
spir-12240	20	17	noble	noble	ADJ
spir-12240	20	18	,	,	PUNCT
spir-12240	20	19	2018	2018	NUM
spir-12240	20	20	)	)	PUNCT
spir-12240	20	21	.	.	PUNCT
spir-12240	21	1	in	in	ADP
spir-12240	21	2	this	this	DET
spir-12240	21	3	research	research	NOUN
spir-12240	21	4	we	we	PRON
spir-12240	21	5	are	be	AUX
spir-12240	21	6	particularly	particularly	ADV
spir-12240	21	7	inspired	inspire	VERB
spir-12240	21	8	by	by	ADP
spir-12240	21	9	specific	specific	ADJ
spir-12240	21	10	analysis	analysis	NOUN
spir-12240	21	11	of	of	ADP
spir-12240	21	12	datasets	dataset	NOUN
spir-12240	21	13	such	such	ADJ
spir-12240	21	14	as	as	ADP
spir-12240	21	15	the	the	DET
spir-12240	21	16	auditing	auditing	NOUN
spir-12240	21	17	on	on	ADP
spir-12240	21	18	imagenet	imagenet	NOUN
spir-12240	21	19	conducted	conduct	VERB
spir-12240	21	20	by	by	ADP
spir-12240	21	21	prabhu	prabhu	NOUN
spir-12240	21	22	and	and	CCONJ
spir-12240	21	23	birhane	birhane	NOUN
spir-12240	21	24	(	(	PUNCT
spir-12240	21	25	2020	2020	NUM
spir-12240	21	26	)	)	PUNCT
spir-12240	21	27	,	,	PUNCT
spir-12240	21	28	and	and	CCONJ
spir-12240	21	29	also	also	ADV
spir-12240	21	30	the	the	DET
spir-12240	21	31	social	social	ADJ
spir-12240	21	32	and	and	CCONJ
spir-12240	21	33	cultural	cultural	ADJ
spir-12240	21	34	impacts	impact	NOUN
spir-12240	21	35	that	that	SCONJ
spir-12240	21	36	those	those	DET
spir-12240	21	37	systems	system	NOUN
spir-12240	21	38	reflects	reflect	VERB
spir-12240	21	39	in	in	ADP
spir-12240	21	40	society	society	NOUN
spir-12240	21	41	approaching	approach	VERB
spir-12240	21	42	cultural	cultural	ADJ
spir-12240	21	43	aspects	aspect	NOUN
spir-12240	21	44	(	(	PUNCT
spir-12240	21	45	mintz	mintz	PROPN
spir-12240	21	46	et	et	PROPN
spir-12240	21	47	al	al	PROPN
spir-12240	21	48	.	.	PROPN
spir-12240	21	49	,	,	PUNCT
spir-12240	21	50	2019	2019	NUM
spir-12240	21	51	)	)	PUNCT
spir-12240	21	52	or	or	CCONJ
spir-12240	21	53	to	to	ADP
spir-12240	21	54	certain	certain	ADJ
spir-12240	21	55	phenotypic	phenotypic	NOUN
spir-12240	21	56	subgroups	subgroup	NOUN
spir-12240	21	57	(	(	PUNCT
spir-12240	21	58	buolamwini	buolamwini	NOUN
spir-12240	21	59	and	and	CCONJ
spir-12240	21	60	gebru	gebru	NOUN
spir-12240	21	61	,	,	PUNCT
spir-12240	21	62	2018	2018	NUM
spir-12240	21	63	)	)	PUNCT
spir-12240	21	64	.	.	PUNCT
spir-12240	22	1	fig	fig	NOUN
spir-12240	22	2	.	.	PUNCT
spir-12240	23	1	2	2	NUM
spir-12240	23	2	:	:	PUNCT
spir-12240	23	3	samples	sample	NOUN
spir-12240	23	4	of	of	ADP
spir-12240	23	5	fake	fake	ADJ
spir-12240	23	6	human	human	ADJ
spir-12240	23	7	faces	face	NOUN
spir-12240	23	8	generated	generate	VERB
spir-12240	23	9	by	by	ADP
spir-12240	23	10	tpdne	tpdne	NOUN
spir-12240	23	11	.	.	PUNCT
spir-12240	24	1	2	2	X
spir-12240	24	2	.	.	X
spir-12240	24	3	methodology	methodology	NOUN
spir-12240	24	4	we	we	PRON
spir-12240	24	5	first	first	ADV
spir-12240	24	6	built	build	VERB
spir-12240	24	7	a	a	DET
spir-12240	24	8	database	database	NOUN
spir-12240	24	9	with	with	ADP
spir-12240	24	10	4100	4100	NUM
spir-12240	24	11	fake	fake	ADJ
spir-12240	24	12	human	human	ADJ
spir-12240	24	13	faces	face	NOUN
spir-12240	24	14	taken	take	VERB
spir-12240	24	15	from	from	ADP
spir-12240	24	16	tpdne	tpdne	ADJ
spir-12240	24	17	website	website	NOUN
spir-12240	24	18	via	via	ADP
spir-12240	24	19	web	web	NOUN
spir-12240	24	20	scraping	scraping	NOUN
spir-12240	24	21	.	.	PUNCT
spir-12240	25	1	then	then	ADV
spir-12240	25	2	,	,	PUNCT
spir-12240	25	3	we	we	PRON
spir-12240	25	4	analysed	analyse	VERB
spir-12240	25	5	them	they	PRON
spir-12240	25	6	through	through	ADP
spir-12240	25	7	a	a	DET
spir-12240	25	8	python	python	NOUN
spir-12240	25	9	language	language	NOUN
spir-12240	25	10	script	script	NOUN
spir-12240	25	11	created	create	VERB
spir-12240	25	12	by	by	ADP
spir-12240	25	13	us	we	PRON
spir-12240	25	14	,	,	PUNCT
spir-12240	25	15	and	and	CCONJ
spir-12240	25	16	discussed	discuss	VERB
spir-12240	25	17	behaviours	behaviour	NOUN
spir-12240	25	18	identified	identify	VERB
spir-12240	25	19	in	in	ADP
spir-12240	25	20	this	this	DET
spir-12240	25	21	stylegan2	stylegan2	NOUN
spir-12240	25	22	.	.	PUNCT
spir-12240	26	1	our	our	PRON
spir-12240	26	2	analyses	analysis	NOUN
spir-12240	26	3	are	be	AUX
spir-12240	26	4	based	base	VERB
spir-12240	26	5	on	on	ADP
spir-12240	26	6	the	the	DET
spir-12240	26	7	use	use	NOUN
spir-12240	26	8	of	of	ADP
spir-12240	26	9	specific	specific	ADJ
spir-12240	26	10	images	image	NOUN
spir-12240	26	11	created	create	VERB
spir-12240	26	12	from	from	ADP
spir-12240	26	13	a	a	DET
spir-12240	26	14	subset	subset	NOUN
spir-12240	26	15	of	of	ADP
spir-12240	26	16	overlapping	overlap	VERB
spir-12240	26	17	fake	fake	ADJ
spir-12240	26	18	human	human	ADJ
spir-12240	26	19	faces	face	NOUN
spir-12240	26	20	available	available	ADJ
spir-12240	26	21	in	in	ADP
spir-12240	26	22	our	our	PRON
spir-12240	26	23	database	database	NOUN
spir-12240	26	24	.	.	PUNCT
spir-12240	27	1	these	these	DET
spir-12240	27	2	resulting	result	VERB
spir-12240	27	3	images	image	NOUN
spir-12240	27	4	,	,	PUNCT
spir-12240	27	5	called	call	VERB
spir-12240	27	6	here	here	ADV
spir-12240	27	7	“	"	PUNCT
spir-12240	27	8	cluster	cluster	NOUN
spir-12240	27	9	-	-	PUNCT
spir-12240	27	10	images	image	NOUN
spir-12240	27	11	”	"	PUNCT
spir-12240	27	12	,	,	PUNCT
spir-12240	27	13	were	be	AUX
spir-12240	27	14	made	make	VERB
spir-12240	27	15	from	from	ADP
spir-12240	27	16	the	the	DET
spir-12240	27	17	overlapping	overlapping	NOUN
spir-12240	27	18	of	of	ADP
spir-12240	27	19	n	n	DET
spir-12240	27	20	arbitrary	arbitrary	ADJ
spir-12240	27	21	images	image	NOUN
spir-12240	27	22	generated	generate	VERB
spir-12240	27	23	by	by	ADP
spir-12240	27	24	the	the	DET
spir-12240	27	25	tpdne	tpdne	PROPN
spir-12240	27	26	's	's	PART
spir-12240	27	27	algorithms	algorithm	NOUN
spir-12240	27	28	.	.	PUNCT
spir-12240	28	1	3	3	X
spir-12240	28	2	.	.	X
spir-12240	28	3	what	what	PRON
spir-12240	28	4	does	do	AUX
spir-12240	28	5	this	this	DET
spir-12240	28	6	face	face	NOUN
spir-12240	28	7	tell	tell	VERB
spir-12240	28	8	us	we	PRON
spir-12240	28	9	?	?	PUNCT
spir-12240	29	1	3.1	3.1	NUM
spir-12240	29	2	.	.	PUNCT
spir-12240	30	1	a	a	DET
spir-12240	30	2	face	face	NOUN
spir-12240	30	3	that	that	PRON
spir-12240	30	4	imposes	impose	VERB
spir-12240	30	5	itself	itself	PRON
spir-12240	30	6	independent	independent	ADJ
spir-12240	30	7	of	of	ADP
spir-12240	30	8	the	the	DET
spir-12240	30	9	selection	selection	NOUN
spir-12240	30	10	in	in	ADP
spir-12240	30	11	the	the	DET
spir-12240	30	12	dataset	dataset	NOUN
spir-12240	30	13	to	to	PART
spir-12240	30	14	prove	prove	VERB
spir-12240	30	15	this	this	DET
spir-12240	30	16	statement	statement	NOUN
spir-12240	30	17	,	,	PUNCT
spir-12240	30	18	we	we	PRON
spir-12240	30	19	first	first	ADV
spir-12240	30	20	created	create	VERB
spir-12240	30	21	six	six	NUM
spir-12240	30	22	“	"	PUNCT
spir-12240	30	23	cluster	cluster	NOUN
spir-12240	30	24	-	-	PUNCT
spir-12240	30	25	images	image	NOUN
spir-12240	30	26	”	"	PUNCT
spir-12240	30	27	by	by	ADP
spir-12240	30	28	overlapping	overlap	VERB
spir-12240	30	29	fake	fake	ADJ
spir-12240	30	30	faces	face	NOUN
spir-12240	30	31	scraped	scrape	VERB
spir-12240	30	32	from	from	ADP
spir-12240	30	33	tpdne	tpdne	NUM
spir-12240	30	34	(	(	PUNCT
spir-12240	30	35	fig	fig	NOUN
spir-12240	30	36	.	.	PUNCT
spir-12240	31	1	3	3	NUM
spir-12240	31	2	)	)	PUNCT
spir-12240	31	3	,	,	PUNCT
spir-12240	32	1	each	each	PRON
spir-12240	32	2	formed	form	VERB
spir-12240	32	3	by	by	ADP
spir-12240	32	4	different	different	ADJ
spir-12240	32	5	amounts	amount	NOUN
spir-12240	32	6	of	of	ADP
spir-12240	32	7	images	image	NOUN
spir-12240	32	8	.	.	PUNCT
spir-12240	33	1	we	we	PRON
spir-12240	33	2	observed	observe	VERB
spir-12240	33	3	that	that	SCONJ
spir-12240	33	4	the	the	DET
spir-12240	33	5	resulting	result	VERB
spir-12240	33	6	“	"	PUNCT
spir-12240	33	7	cluster	cluster	NOUN
spir-12240	33	8	-	-	PUNCT
spir-12240	33	9	images	image	NOUN
spir-12240	33	10	”	"	PUNCT
spir-12240	33	11	are	be	AUX
spir-12240	33	12	similar	similar	ADJ
spir-12240	33	13	:	:	PUNCT
spir-12240	33	14	a	a	DET
spir-12240	33	15	person	person	NOUN
spir-12240	33	16	with	with	ADP
spir-12240	33	17	white	white	ADJ
spir-12240	33	18	skin	skin	NOUN
spir-12240	33	19	,	,	PUNCT
spir-12240	33	20	dark	dark	ADJ
spir-12240	33	21	eyes	eye	NOUN
spir-12240	33	22	and	and	CCONJ
spir-12240	33	23	brown	brown	ADJ
spir-12240	33	24	hair	hair	NOUN
spir-12240	33	25	,	,	PUNCT
spir-12240	33	26	characteristics	characteristic	NOUN
spir-12240	33	27	that	that	PRON
spir-12240	33	28	are	be	AUX
spir-12240	33	29	preserved	preserve	VERB
spir-12240	33	30	regardless	regardless	ADV
spir-12240	33	31	of	of	ADP
spir-12240	33	32	the	the	DET
spir-12240	33	33	number	number	NOUN
spir-12240	33	34	of	of	ADP
spir-12240	33	35	different	different	ADJ
spir-12240	33	36	fake	fake	ADJ
spir-12240	33	37	faces	face	NOUN
spir-12240	33	38	overlapped	overlap	VERB
spir-12240	33	39	.	.	PUNCT
spir-12240	34	1	fig	fig	NOUN
spir-12240	34	2	.	.	PUNCT
spir-12240	35	1	3	3	NUM
spir-12240	35	2	:	:	PUNCT
spir-12240	35	3	set	set	VERB
spir-12240	35	4	of	of	ADP
spir-12240	35	5	six	six	NUM
spir-12240	35	6	images	image	NOUN
spir-12240	35	7	resulting	result	VERB
spir-12240	35	8	from	from	ADP
spir-12240	35	9	overlaps	overlap	NOUN
spir-12240	35	10	each	each	PRON
spir-12240	35	11	with	with	ADP
spir-12240	35	12	a	a	DET
spir-12240	35	13	number	number	NOUN
spir-12240	35	14	of	of	ADP
spir-12240	35	15	different	different	ADJ
spir-12240	35	16	images	image	NOUN
spir-12240	35	17	.	.	PUNCT
spir-12240	36	1	the	the	DET
spir-12240	36	2	“	"	PUNCT
spir-12240	36	3	cluster	cluster	NOUN
spir-12240	36	4	-	-	PUNCT
spir-12240	36	5	images	image	NOUN
spir-12240	36	6	”	"	PUNCT
spir-12240	36	7	a	a	DET
spir-12240	36	8	,	,	PUNCT
spir-12240	36	9	b	b	NOUN
spir-12240	36	10	,	,	PUNCT
spir-12240	36	11	c	c	NOUN
spir-12240	36	12	,	,	PUNCT
spir-12240	36	13	d	d	NOUN
spir-12240	36	14	,	,	PUNCT
spir-12240	36	15	e	e	PROPN
spir-12240	36	16	and	and	CCONJ
spir-12240	36	17	f	f	PROPN
spir-12240	36	18	were	be	AUX
spir-12240	36	19	generated	generate	VERB
spir-12240	36	20	by	by	ADP
spir-12240	36	21	,	,	PUNCT
spir-12240	36	22	respectively	respectively	ADV
spir-12240	36	23	,	,	PUNCT
spir-12240	36	24	10	10	NUM
spir-12240	36	25	,	,	PUNCT
spir-12240	36	26	30	30	NUM
spir-12240	36	27	,	,	PUNCT
spir-12240	36	28	100	100	NUM
spir-12240	36	29	,	,	PUNCT
spir-12240	36	30	300	300	NUM
spir-12240	36	31	,	,	PUNCT
spir-12240	36	32	1000	1000	NUM
spir-12240	36	33	and	and	CCONJ
spir-12240	36	34	3000	3000	NUM
spir-12240	36	35	images	image	NOUN
spir-12240	36	36	taken	take	VERB
spir-12240	36	37	from	from	ADP
spir-12240	36	38	our	our	PRON
spir-12240	36	39	database	database	NOUN
spir-12240	36	40	randomly	randomly	ADV
spir-12240	36	41	and	and	CCONJ
spir-12240	36	42	without	without	ADP
spir-12240	36	43	repetition	repetition	NOUN
spir-12240	36	44	.	.	PUNCT
spir-12240	37	1	to	to	PART
spir-12240	37	2	assess	assess	VERB
spir-12240	37	3	how	how	SCONJ
spir-12240	37	4	these	these	DET
spir-12240	37	5	“	"	PUNCT
spir-12240	37	6	cluster	cluster	NOUN
spir-12240	37	7	-	-	PUNCT
spir-12240	37	8	images	image	NOUN
spir-12240	37	9	”	"	PUNCT
spir-12240	37	10	are	be	AUX
spir-12240	37	11	similar	similar	ADJ
spir-12240	37	12	to	to	ADP
spir-12240	37	13	each	each	DET
spir-12240	37	14	other	other	ADJ
spir-12240	37	15	,	,	PUNCT
spir-12240	37	16	we	we	PRON
spir-12240	37	17	created	create	VERB
spir-12240	37	18	a	a	DET
spir-12240	37	19	set	set	NOUN
spir-12240	37	20	of	of	ADP
spir-12240	37	21	20	20	NUM
spir-12240	37	22	“	"	PUNCT
spir-12240	37	23	cluster	cluster	NOUN
spir-12240	37	24	-	-	PUNCT
spir-12240	37	25	images	image	NOUN
spir-12240	37	26	”	"	PUNCT
spir-12240	37	27	for	for	ADP
spir-12240	37	28	each	each	DET
spir-12240	37	29	value	value	NOUN
spir-12240	37	30	of	of	ADP
spir-12240	37	31	n.	n.	NOUN
spir-12240	37	32	in	in	ADP
spir-12240	37	33	each	each	DET
spir-12240	37	34	set	set	VERB
spir-12240	37	35	“	"	PUNCT
spir-12240	37	36	cluster	cluster	NOUN
spir-12240	37	37	-	-	PUNCT
spir-12240	37	38	images	image	NOUN
spir-12240	37	39	”	"	PUNCT
spir-12240	37	40	with	with	ADP
spir-12240	37	41	a	a	DET
spir-12240	37	42	fixed	fixed	ADJ
spir-12240	37	43	n	n	CCONJ
spir-12240	37	44	,	,	PUNCT
spir-12240	37	45	we	we	PRON
spir-12240	37	46	calculated	calculate	VERB
spir-12240	37	47	the	the	DET
spir-12240	37	48	mean	mean	ADJ
spir-12240	37	49	deviation	deviation	NOUN
spir-12240	37	50	between	between	ADP
spir-12240	37	51	the	the	DET
spir-12240	37	52	images	image	NOUN
spir-12240	37	53	in	in	ADP
spir-12240	37	54	them	they	PRON
spir-12240	37	55	(	(	PUNCT
spir-12240	37	56	fig	fig	NOUN
spir-12240	37	57	.	.	PUNCT
spir-12240	37	58	4	4	NUM
spir-12240	37	59	)	)	PUNCT
spir-12240	37	60	.	.	PUNCT
spir-12240	38	1	this	this	DET
spir-12240	38	2	curve	curve	NOUN
spir-12240	38	3	reveals	reveal	VERB
spir-12240	38	4	that	that	SCONJ
spir-12240	38	5	the	the	DET
spir-12240	38	6	degree	degree	NOUN
spir-12240	38	7	of	of	ADP
spir-12240	38	8	similarity	similarity	NOUN
spir-12240	38	9	increases	increase	NOUN
spir-12240	38	10	exponentially	exponentially	ADV
spir-12240	38	11	for	for	ADP
spir-12240	38	12	“	"	PUNCT
spir-12240	38	13	cluster	cluster	NOUN
spir-12240	38	14	-	-	PUNCT
spir-12240	38	15	images	image	NOUN
spir-12240	38	16	”	"	PUNCT
spir-12240	38	17	that	that	PRON
spir-12240	38	18	were	be	AUX
spir-12240	38	19	generated	generate	VERB
spir-12240	38	20	with	with	ADP
spir-12240	38	21	a	a	DET
spir-12240	38	22	larger	large	ADJ
spir-12240	38	23	number	number	NOUN
spir-12240	38	24	of	of	ADP
spir-12240	38	25	data	datum	NOUN
spir-12240	38	26	.	.	PUNCT
spir-12240	39	1	from	from	ADP
spir-12240	39	2	more	more	ADJ
spir-12240	39	3	than	than	ADP
spir-12240	39	4	1000	1000	NUM
spir-12240	39	5	images	image	NOUN
spir-12240	39	6	,	,	PUNCT
spir-12240	39	7	we	we	PRON
spir-12240	39	8	can	can	AUX
spir-12240	39	9	assume	assume	VERB
spir-12240	39	10	that	that	SCONJ
spir-12240	39	11	the	the	DET
spir-12240	39	12	“	"	PUNCT
spir-12240	39	13	cluster	cluster	NOUN
spir-12240	39	14	-	-	PUNCT
spir-12240	39	15	images	image	NOUN
spir-12240	39	16	”	"	PUNCT
spir-12240	39	17	generated	generate	VERB
spir-12240	39	18	are	be	AUX
spir-12240	39	19	the	the	DET
spir-12240	39	20	“	"	PUNCT
spir-12240	39	21	default	default	NOUN
spir-12240	39	22	generic	generic	ADJ
spir-12240	39	23	face	face	NOUN
spir-12240	39	24	”	"	PUNCT
spir-12240	39	25	of	of	ADP
spir-12240	39	26	the	the	DET
spir-12240	39	27	database	database	NOUN
spir-12240	39	28	(	(	PUNCT
spir-12240	39	29	fig.1	fig.1	PROPN
spir-12240	39	30	;	;	PUNCT
spir-12240	39	31	e	e	X
spir-12240	39	32	and	and	CCONJ
spir-12240	39	33	f	f	PROPN
spir-12240	39	34	in	in	ADP
spir-12240	39	35	fig	fig	NOUN
spir-12240	39	36	.	.	PUNCT
spir-12240	40	1	3	3	NUM
spir-12240	40	2	)	)	PUNCT
spir-12240	40	3	.	.	PUNCT
spir-12240	41	1	this	this	DET
spir-12240	41	2	experiment	experiment	NOUN
spir-12240	41	3	shows	show	VERB
spir-12240	41	4	that	that	SCONJ
spir-12240	41	5	,	,	PUNCT
spir-12240	41	6	when	when	SCONJ
spir-12240	41	7	we	we	PRON
spir-12240	41	8	talk	talk	VERB
spir-12240	41	9	about	about	ADP
spir-12240	41	10	the	the	DET
spir-12240	41	11	tpdne	tpdne	NOUN
spir-12240	41	12	's	's	PART
spir-12240	41	13	algorithms	algorithm	NOUN
spir-12240	41	14	,	,	PUNCT
spir-12240	41	15	a	a	DET
spir-12240	41	16	larger	large	ADJ
spir-12240	41	17	data	data	NOUN
spir-12240	41	18	volume	volume	NOUN
spir-12240	41	19	does	do	AUX
spir-12240	41	20	not	not	PART
spir-12240	41	21	mean	mean	VERB
spir-12240	41	22	an	an	DET
spir-12240	41	23	increase	increase	NOUN
spir-12240	41	24	in	in	ADP
spir-12240	41	25	the	the	DET
spir-12240	41	26	diversity	diversity	NOUN
spir-12240	41	27	of	of	ADP
spir-12240	41	28	results	result	NOUN
spir-12240	41	29	,	,	PUNCT
spir-12240	41	30	but	but	CCONJ
spir-12240	41	31	the	the	DET
spir-12240	41	32	contrary	contrary	NOUN
spir-12240	41	33	.	.	PUNCT
spir-12240	42	1	fig	fig	NOUN
spir-12240	42	2	.	.	PUNCT
spir-12240	43	1	4	4	NUM
spir-12240	43	2	:	:	PUNCT
spir-12240	43	3	the	the	DET
spir-12240	43	4	chart	chart	NOUN
spir-12240	43	5	represents	represent	VERB
spir-12240	43	6	the	the	DET
spir-12240	43	7	mean	mean	ADJ
spir-12240	43	8	standard	standard	ADJ
spir-12240	43	9	deviation	deviation	NOUN
spir-12240	43	10	curve	curve	NOUN
spir-12240	43	11	between	between	ADP
spir-12240	43	12	set	set	VERB
spir-12240	43	13	images	image	NOUN
spir-12240	43	14	assuming	assume	VERB
spir-12240	43	15	different	different	ADJ
spir-12240	43	16	values	value	NOUN
spir-12240	43	17	of	of	ADP
spir-12240	43	18	n	n	CCONJ
spir-12240	43	19	,	,	PUNCT
spir-12240	43	20	each	each	PRON
spir-12240	43	21	generated	generate	VERB
spir-12240	43	22	by	by	ADP
spir-12240	43	23	20	20	NUM
spir-12240	43	24	different	different	ADJ
spir-12240	43	25	“	"	PUNCT
spir-12240	43	26	cluster	cluster	NOUN
spir-12240	43	27	-	-	PUNCT
spir-12240	43	28	images	image	NOUN
spir-12240	43	29	”	"	PUNCT
spir-12240	43	30	.	.	PUNCT
spir-12240	44	1	3.2	3.2	NUM
spir-12240	44	2	.	.	PUNCT
spir-12240	44	3	faces	face	NOUN
spir-12240	44	4	of	of	ADP
spir-12240	44	5	black	black	ADJ
spir-12240	44	6	people	people	NOUN
spir-12240	44	7	as	as	ADP
spir-12240	44	8	unlikely	unlikely	ADJ
spir-12240	44	9	we	we	PRON
spir-12240	44	10	also	also	ADV
spir-12240	44	11	analyzed	analyze	VERB
spir-12240	44	12	how	how	SCONJ
spir-12240	44	13	the	the	DET
spir-12240	44	14	image	image	NOUN
spir-12240	44	15	database	database	NOUN
spir-12240	44	16	behaves	behave	VERB
spir-12240	44	17	in	in	ADP
spir-12240	44	18	relation	relation	NOUN
spir-12240	44	19	to	to	ADP
spir-12240	44	20	skin	skin	NOUN
spir-12240	44	21	tones	tone	NOUN
spir-12240	44	22	diversity	diversity	NOUN
spir-12240	44	23	.	.	PUNCT
spir-12240	45	1	for	for	ADP
spir-12240	45	2	this	this	PRON
spir-12240	45	3	,	,	PUNCT
spir-12240	45	4	we	we	PRON
spir-12240	45	5	selected	select	VERB
spir-12240	45	6	all	all	DET
spir-12240	45	7	the	the	DET
spir-12240	45	8	faces	face	NOUN
spir-12240	45	9	of	of	ADP
spir-12240	45	10	black	black	ADJ
spir-12240	45	11	people	people	NOUN
spir-12240	45	12	from	from	ADP
spir-12240	45	13	a	a	DET
spir-12240	45	14	set	set	NOUN
spir-12240	45	15	of	of	ADP
spir-12240	45	16	4100	4100	NUM
spir-12240	45	17	tpdne	tpdne	ADJ
spir-12240	45	18	results	result	NOUN
spir-12240	45	19	–	–	PUNCT
spir-12240	45	20	there	there	PRON
spir-12240	45	21	were	be	VERB
spir-12240	45	22	only	only	ADV
spir-12240	45	23	54	54	NUM
spir-12240	45	24	faces	face	NOUN
spir-12240	45	25	,	,	PUNCT
spir-12240	45	26	which	which	PRON
spir-12240	45	27	represents	represent	VERB
spir-12240	45	28	1.4	1.4	NUM
spir-12240	45	29	%	%	NOUN
spir-12240	45	30	of	of	ADP
spir-12240	45	31	the	the	DET
spir-12240	45	32	whole	whole	ADJ
spir-12240	45	33	set	set	NOUN
spir-12240	45	34	,	,	PUNCT
spir-12240	45	35	which	which	PRON
spir-12240	45	36	per	per	ADP
spir-12240	45	37	se	se	X
spir-12240	45	38	shows	show	VERB
spir-12240	45	39	this	this	DET
spir-12240	45	40	racialization	racialization	NOUN
spir-12240	45	41	and	and	CCONJ
spir-12240	45	42	whiteness	whiteness	NOUN
spir-12240	45	43	of	of	ADP
spir-12240	45	44	the	the	DET
spir-12240	45	45	dataset	dataset	NOUN
spir-12240	45	46	.	.	PUNCT
spir-12240	46	1	with	with	ADP
spir-12240	46	2	these	these	DET
spir-12240	46	3	images	image	NOUN
spir-12240	46	4	we	we	PRON
spir-12240	46	5	generated	generate	VERB
spir-12240	46	6	a	a	DET
spir-12240	46	7	“	"	PUNCT
spir-12240	46	8	cluster	cluster	NOUN
spir-12240	46	9	-	-	PUNCT
spir-12240	46	10	image	image	NOUN
spir-12240	46	11	”	"	PUNCT
spir-12240	46	12	(	(	PUNCT
spir-12240	46	13	a	a	NOUN
spir-12240	46	14	)	)	PUNCT
spir-12240	46	15	.	.	PUNCT
spir-12240	47	1	we	we	PRON
spir-12240	47	2	also	also	ADV
spir-12240	47	3	selected	select	VERB
spir-12240	47	4	54	54	NUM
spir-12240	47	5	random	random	ADJ
spir-12240	47	6	images	image	NOUN
spir-12240	47	7	of	of	ADP
spir-12240	47	8	white	white	ADJ
spir-12240	47	9	faces	face	NOUN
spir-12240	47	10	to	to	PART
spir-12240	47	11	create	create	VERB
spir-12240	47	12	another	another	DET
spir-12240	47	13	“	"	PUNCT
spir-12240	47	14	cluster	cluster	NOUN
spir-12240	47	15	-	-	PUNCT
spir-12240	47	16	image	image	NOUN
spir-12240	47	17	”	"	PUNCT
spir-12240	47	18	(	(	PUNCT
spir-12240	47	19	b	b	NOUN
spir-12240	47	20	)	)	PUNCT
spir-12240	47	21	for	for	ADP
spir-12240	47	22	comparison	comparison	NOUN
spir-12240	47	23	(	(	PUNCT
spir-12240	47	24	fig	fig	NOUN
spir-12240	47	25	.	.	PUNCT
spir-12240	47	26	5	5	NUM
spir-12240	47	27	)	)	PUNCT
spir-12240	47	28	.	.	PUNCT
spir-12240	48	1	finally	finally	ADV
spir-12240	48	2	,	,	PUNCT
spir-12240	48	3	we	we	PRON
spir-12240	48	4	conclude	conclude	VERB
spir-12240	48	5	that	that	SCONJ
spir-12240	48	6	the	the	DET
spir-12240	48	7	“	"	PUNCT
spir-12240	48	8	cluster	cluster	NOUN
spir-12240	48	9	-	-	PUNCT
spir-12240	48	10	image	image	NOUN
spir-12240	48	11	”	"	PUNCT
spir-12240	48	12	generated	generate	VERB
spir-12240	48	13	by	by	ADP
spir-12240	48	14	white	white	ADJ
spir-12240	48	15	people	people	NOUN
spir-12240	48	16	is	be	AUX
spir-12240	48	17	visually	visually	ADV
spir-12240	48	18	more	more	ADV
spir-12240	48	19	similar	similar	ADJ
spir-12240	48	20	to	to	ADP
spir-12240	48	21	the	the	DET
spir-12240	48	22	“	"	PUNCT
spir-12240	48	23	default	default	NOUN
spir-12240	48	24	generic	generic	ADJ
spir-12240	48	25	face	face	NOUN
spir-12240	48	26	”	"	PUNCT
spir-12240	48	27	than	than	ADP
spir-12240	48	28	the	the	DET
spir-12240	48	29	“	"	PUNCT
spir-12240	48	30	cluster	cluster	NOUN
spir-12240	48	31	-	-	PUNCT
spir-12240	48	32	image	image	NOUN
spir-12240	48	33	”	"	PUNCT
spir-12240	48	34	generated	generate	VERB
spir-12240	48	35	by	by	ADP
spir-12240	48	36	faces	face	NOUN
spir-12240	48	37	of	of	ADP
spir-12240	48	38	black	black	ADJ
spir-12240	48	39	people	people	NOUN
spir-12240	48	40	.	.	PUNCT
spir-12240	49	1	this	this	PRON
spir-12240	49	2	is	be	AUX
spir-12240	49	3	empirical	empirical	ADJ
spir-12240	49	4	evidence	evidence	NOUN
spir-12240	49	5	that	that	SCONJ
spir-12240	49	6	the	the	DET
spir-12240	49	7	creation	creation	NOUN
spir-12240	49	8	of	of	ADP
spir-12240	49	9	fake	fake	ADJ
spir-12240	49	10	faces	face	NOUN
spir-12240	49	11	is	be	AUX
spir-12240	49	12	not	not	PART
spir-12240	49	13	independent	independent	ADJ
spir-12240	49	14	of	of	ADP
spir-12240	49	15	characteristics	characteristic	NOUN
spir-12240	49	16	such	such	ADJ
spir-12240	49	17	as	as	ADP
spir-12240	49	18	whiteness	whiteness	NOUN
spir-12240	49	19	imposed	impose	VERB
spir-12240	49	20	by	by	ADP
spir-12240	49	21	processes	process	NOUN
spir-12240	49	22	that	that	PRON
spir-12240	49	23	are	be	AUX
spir-12240	49	24	already	already	ADV
spir-12240	49	25	historically	historically	ADV
spir-12240	49	26	known	know	VERB
spir-12240	49	27	.	.	PUNCT
spir-12240	50	1	fig	fig	NOUN
spir-12240	50	2	.	.	PUNCT
spir-12240	51	1	5	5	NUM
spir-12240	51	2	:	:	PUNCT
spir-12240	51	3	“	"	PUNCT
spir-12240	51	4	cluster	cluster	NOUN
spir-12240	51	5	-	-	PUNCT
spir-12240	51	6	images	image	NOUN
spir-12240	51	7	”	"	PUNCT
spir-12240	51	8	of	of	ADP
spir-12240	51	9	two	two	NUM
spir-12240	51	10	overlaps	overlap	NOUN
spir-12240	51	11	:	:	PUNCT
spir-12240	51	12	a	a	DET
spir-12240	51	13	(	(	PUNCT
spir-12240	51	14	54	54	NUM
spir-12240	51	15	images	image	NOUN
spir-12240	51	16	of	of	ADP
spir-12240	51	17	different	different	ADJ
spir-12240	51	18	fake	fake	ADJ
spir-12240	51	19	faces	face	NOUN
spir-12240	51	20	of	of	ADP
spir-12240	51	21	black	black	ADJ
spir-12240	51	22	people	people	NOUN
spir-12240	51	23	)	)	PUNCT
spir-12240	51	24	and	and	CCONJ
spir-12240	51	25	b	b	X
spir-12240	51	26	(	(	PUNCT
spir-12240	51	27	54	54	NUM
spir-12240	51	28	different	different	ADJ
spir-12240	51	29	fake	fake	ADJ
spir-12240	51	30	faces	face	NOUN
spir-12240	51	31	of	of	ADP
spir-12240	51	32	white	white	ADJ
spir-12240	51	33	people	people	NOUN
spir-12240	51	34	)	)	PUNCT
spir-12240	51	35	.	.	PUNCT
spir-12240	52	1	4	4	X
spir-12240	52	2	.	.	X
spir-12240	52	3	why	why	SCONJ
spir-12240	52	4	is	be	AUX
spir-12240	52	5	this	this	DET
spir-12240	52	6	research	research	NOUN
spir-12240	52	7	important	important	ADJ
spir-12240	52	8	?	?	PUNCT
spir-12240	53	1	these	these	DET
spir-12240	53	2	results	result	NOUN
spir-12240	53	3	intrigue	intrigue	VERB
spir-12240	53	4	us	we	PRON
spir-12240	53	5	because	because	SCONJ
spir-12240	53	6	they	they	PRON
spir-12240	53	7	are	be	AUX
spir-12240	53	8	part	part	NOUN
spir-12240	53	9	of	of	ADP
spir-12240	53	10	a	a	DET
spir-12240	53	11	first	first	ADJ
spir-12240	53	12	generation	generation	NOUN
spir-12240	53	13	of	of	ADP
spir-12240	53	14	realistic	realistic	ADJ
spir-12240	53	15	images	image	NOUN
spir-12240	53	16	created	create	VERB
spir-12240	53	17	independently	independently	ADV
spir-12240	53	18	from	from	ADP
spir-12240	53	19	the	the	DET
spir-12240	53	20	human	human	ADJ
spir-12240	53	21	eye	eye	NOUN
spir-12240	53	22	,	,	PUNCT
spir-12240	53	23	since	since	SCONJ
spir-12240	53	24	they	they	PRON
spir-12240	53	25	are	be	AUX
spir-12240	53	26	synthesized	synthesize	VERB
spir-12240	53	27	solely	solely	ADV
spir-12240	53	28	by	by	ADP
spir-12240	53	29	algorithms	algorithm	NOUN
spir-12240	53	30	–	–	PUNCT
spir-12240	53	31	a	a	DET
spir-12240	53	32	new	new	ADJ
spir-12240	53	33	chapter	chapter	NOUN
spir-12240	53	34	in	in	ADP
spir-12240	53	35	the	the	DET
spir-12240	53	36	history	history	NOUN
spir-12240	53	37	of	of	ADP
spir-12240	53	38	post	post	ADJ
spir-12240	53	39	-	-	NOUN
spir-12240	53	40	photography	photography	NOUN
spir-12240	53	41	(	(	PUNCT
spir-12240	53	42	beiguelman	beiguelman	NOUN
spir-12240	53	43	,	,	PUNCT
spir-12240	53	44	2020	2020	NUM
spir-12240	53	45	)	)	PUNCT
spir-12240	53	46	.	.	PUNCT
spir-12240	54	1	but	but	CCONJ
spir-12240	54	2	also	also	ADV
spir-12240	54	3	,	,	PUNCT
spir-12240	54	4	particularly	particularly	ADV
spir-12240	54	5	because	because	SCONJ
spir-12240	54	6	the	the	DET
spir-12240	54	7	lack	lack	NOUN
spir-12240	54	8	of	of	ADP
spir-12240	54	9	diversity	diversity	NOUN
spir-12240	54	10	of	of	ADP
spir-12240	54	11	tpdne	tpdne	PROPN
spir-12240	54	12	's	's	PART
spir-12240	54	13	generated	generate	VERB
spir-12240	54	14	faces	face	NOUN
spir-12240	54	15	is	be	AUX
spir-12240	54	16	not	not	PART
spir-12240	54	17	a	a	DET
spir-12240	54	18	bug	bug	NOUN
spir-12240	54	19	in	in	ADP
spir-12240	54	20	this	this	DET
spir-12240	54	21	digital	digital	ADJ
spir-12240	54	22	infrastructure	infrastructure	NOUN
spir-12240	54	23	,	,	PUNCT
spir-12240	54	24	but	but	CCONJ
spir-12240	54	25	a	a	DET
spir-12240	54	26	reinforcing	reinforce	VERB
spir-12240	54	27	standard	standard	ADJ
spir-12240	54	28	dynamic	dynamic	NOUN
spir-12240	54	29	that	that	SCONJ
spir-12240	54	30	historically	historically	ADV
spir-12240	54	31	regulates	regulate	VERB
spir-12240	54	32	bodies	body	NOUN
spir-12240	54	33	,	,	PUNCT
spir-12240	54	34	territories	territory	NOUN
spir-12240	54	35	and	and	CCONJ
spir-12240	54	36	practices	practice	NOUN
spir-12240	54	37	,	,	PUNCT
spir-12240	54	38	from	from	ADP
spir-12240	54	39	which	which	PRON
spir-12240	54	40	the	the	DET
spir-12240	54	41	computer	computer	NOUN
spir-12240	54	42	sciences	science	NOUN
spir-12240	54	43	are	be	AUX
spir-12240	54	44	not	not	PART
spir-12240	54	45	removed	remove	VERB
spir-12240	54	46	.	.	PUNCT
spir-12240	55	1	it	it	PRON
spir-12240	55	2	is	be	AUX
spir-12240	55	3	not	not	PART
spir-12240	55	4	by	by	ADP
spir-12240	55	5	chance	chance	NOUN
spir-12240	55	6	that	that	PRON
spir-12240	55	7	beiguelman	beiguelman	NOUN
spir-12240	55	8	(	(	PUNCT
spir-12240	55	9	2020	2020	NUM
spir-12240	55	10	)	)	PUNCT
spir-12240	55	11	also	also	ADV
spir-12240	55	12	raises	raise	VERB
spir-12240	55	13	the	the	DET
spir-12240	55	14	question	question	NOUN
spir-12240	55	15	:	:	PUNCT
spir-12240	55	16	are	be	AUX
spir-12240	55	17	fake	fake	ADJ
spir-12240	55	18	human	human	ADJ
spir-12240	55	19	faces	face	NOUN
spir-12240	55	20	the	the	DET
spir-12240	55	21	announcement	announcement	NOUN
spir-12240	55	22	of	of	ADP
spir-12240	55	23	a	a	DET
spir-12240	55	24	new	new	ADJ
spir-12240	55	25	era	era	NOUN
spir-12240	55	26	of	of	ADP
spir-12240	55	27	the	the	DET
spir-12240	55	28	eugenics	eugenic	NOUN
spir-12240	55	29	of	of	ADP
spir-12240	55	30	images	image	NOUN
spir-12240	55	31	?	?	PUNCT
spir-12240	56	1	why	why	SCONJ
spir-12240	56	2	,	,	PUNCT
spir-12240	56	3	for	for	ADP
spir-12240	56	4	example	example	NOUN
spir-12240	56	5	,	,	PUNCT
spir-12240	56	6	is	be	AUX
spir-12240	56	7	there	there	PRON
spir-12240	56	8	a	a	DET
spir-12240	56	9	generic	generic	ADJ
spir-12240	56	10	smile	smile	NOUN
spir-12240	56	11	on	on	ADP
spir-12240	56	12	“	"	PUNCT
spir-12240	56	13	default	default	VERB
spir-12240	56	14	generic	generic	ADJ
spir-12240	56	15	face	face	NOUN
spir-12240	56	16	”	"	PUNCT
spir-12240	56	17	and	and	CCONJ
spir-12240	56	18	in	in	ADP
spir-12240	56	19	all	all	DET
spir-12240	56	20	the	the	DET
spir-12240	56	21	fake	fake	ADJ
spir-12240	56	22	human	human	ADJ
spir-12240	56	23	faces	face	NOUN
spir-12240	56	24	in	in	ADP
spir-12240	56	25	tpdne	tpdne	NUM
spir-12240	56	26	?	?	PUNCT
spir-12240	57	1	what	what	PRON
spir-12240	57	2	does	do	AUX
spir-12240	57	3	it	it	PRON
spir-12240	57	4	hide	hide	VERB
spir-12240	57	5	from	from	ADP
spir-12240	57	6	us	we	PRON
spir-12240	57	7	?	?	PUNCT
spir-12240	58	1	thousands	thousand	NOUN
spir-12240	58	2	of	of	ADP
spir-12240	58	3	precarious	precarious	ADJ
spir-12240	58	4	crowdworks	crowdwork	NOUN
spir-12240	58	5	(	(	PUNCT
spir-12240	58	6	as	as	ADP
spir-12240	58	7	turkers	turker	NOUN
spir-12240	58	8	)	)	PUNCT
spir-12240	58	9	organizing	organize	VERB
spir-12240	58	10	the	the	DET
spir-12240	58	11	flickr	flickr	PROPN
spir-12240	58	12	-	-	PUNCT
spir-12240	58	13	faces	face	NOUN
spir-12240	58	14	-	-	PUNCT
spir-12240	58	15	hq	hq	NOUN
spir-12240	58	16	database	database	NOUN
spir-12240	58	17	may	may	AUX
spir-12240	58	18	be	be	AUX
spir-12240	58	19	one	one	NUM
spir-12240	58	20	of	of	ADP
spir-12240	58	21	the	the	DET
spir-12240	58	22	answers	answer	NOUN
spir-12240	58	23	(	(	PUNCT
spir-12240	58	24	karras	karras	X
spir-12240	58	25	et	et	PROPN
spir-12240	58	26	al	al	PROPN
spir-12240	58	27	.	.	PROPN
spir-12240	58	28	,	,	PUNCT
spir-12240	58	29	2019	2019	NUM
spir-12240	58	30	)	)	PUNCT
spir-12240	58	31	.	.	PUNCT
spir-12240	59	1	the	the	DET
spir-12240	59	2	fact	fact	NOUN
spir-12240	59	3	that	that	SCONJ
spir-12240	59	4	this	this	DET
spir-12240	59	5	stylegan	stylegan	NOUN
spir-12240	59	6	was	be	AUX
spir-12240	59	7	only	only	ADV
spir-12240	59	8	possible	possible	ADJ
spir-12240	59	9	thanks	thank	NOUN
spir-12240	59	10	to	to	ADP
spir-12240	59	11	the	the	DET
spir-12240	59	12	use	use	NOUN
spir-12240	59	13	of	of	ADP
spir-12240	59	14	amateur	amateur	ADJ
spir-12240	59	15	personal	personal	ADJ
spir-12240	59	16	images	image	NOUN
spir-12240	59	17	posted	post	VERB
spir-12240	59	18	on	on	ADP
spir-12240	59	19	flickr	flickr	PROPN
spir-12240	59	20	(	(	PUNCT
spir-12240	59	21	smits	smit	NOUN
spir-12240	59	22	and	and	CCONJ
spir-12240	59	23	wevers	wever	NOUN
spir-12240	59	24	,	,	PUNCT
spir-12240	59	25	2021	2021	NUM
spir-12240	59	26	)	)	PUNCT
spir-12240	59	27	and	and	CCONJ
spir-12240	59	28	taken	take	VERB
spir-12240	59	29	without	without	ADP
spir-12240	59	30	the	the	DET
spir-12240	59	31	consent	consent	NOUN
spir-12240	59	32	of	of	ADP
spir-12240	59	33	its	its	PRON
spir-12240	59	34	authors	author	NOUN
spir-12240	59	35	also	also	ADV
spir-12240	59	36	tells	tell	VERB
spir-12240	59	37	us	we	PRON
spir-12240	59	38	a	a	DET
spir-12240	59	39	lot	lot	NOUN
spir-12240	59	40	about	about	ADP
spir-12240	59	41	how	how	SCONJ
spir-12240	59	42	data	datum	NOUN
spir-12240	59	43	is	be	AUX
spir-12240	59	44	made	make	VERB
spir-12240	59	45	available	available	ADJ
spir-12240	59	46	to	to	PART
spir-12240	59	47	train	train	VERB
spir-12240	59	48	artificial	artificial	ADJ
spir-12240	59	49	intelligence	intelligence	NOUN
spir-12240	59	50	.	.	PUNCT
spir-12240	60	1	5	5	X
spir-12240	60	2	.	.	X
spir-12240	60	3	references	reference	NOUN
spir-12240	60	4	beiguelman	beiguelman	PROPN
spir-12240	60	5	,	,	PUNCT
spir-12240	60	6	g.	g.	PROPN
spir-12240	60	7	(	(	PUNCT
spir-12240	60	8	2020	2020	NUM
spir-12240	60	9	)	)	PUNCT
spir-12240	60	10	.	.	PUNCT
spir-12240	61	1	as	as	SCONJ
spir-12240	61	2	verdades	verdade	NOUN
spir-12240	61	3	dos	do	VERB
spir-12240	61	4	deepfakes	deepfake	NOUN
spir-12240	61	5	.	.	PUNCT
spir-12240	62	1	retrieved	retrieve	VERB
spir-12240	62	2	march	march	PROPN
spir-12240	62	3	25	25	NUM
spir-12240	62	4	,	,	PUNCT
spir-12240	62	5	2021	2021	NUM
spir-12240	62	6	,	,	PUNCT
spir-12240	62	7	from	from	ADP
spir-12240	62	8	https://book.affecting-technologies.org/as-verdades-dos-deepfakes/	https://book.affecting-technologies.org/as-verdades-dos-deepfakes/	PROPN
spir-12240	62	9	buolamwini	buolamwini	PROPN
spir-12240	62	10	,	,	PUNCT
spir-12240	62	11	j.	j.	PROPN
spir-12240	62	12	;	;	PUNCT
spir-12240	62	13	gebru	gebru	NOUN
spir-12240	62	14	,	,	PUNCT
spir-12240	62	15	t.	t.	NOUN
spir-12240	62	16	gender	gender	NOUN
spir-12240	62	17	shades	shade	NOUN
spir-12240	62	18	:	:	PUNCT
spir-12240	62	19	intersectional	intersectional	ADJ
spir-12240	62	20	accuracy	accuracy	NOUN
spir-12240	62	21	disparities	disparity	NOUN
spir-12240	62	22	in	in	ADP
spir-12240	62	23	commercial	commercial	ADJ
spir-12240	62	24	gender	gender	NOUN
spir-12240	62	25	classification	classification	NOUN
spir-12240	62	26	.	.	PUNCT
spir-12240	63	1	in	in	ADP
spir-12240	63	2	:	:	PUNCT
spir-12240	63	3	conference	conference	NOUN
spir-12240	63	4	on	on	ADP
spir-12240	63	5	fairness	fairness	NOUN
spir-12240	63	6	,	,	PUNCT
spir-12240	63	7	accountability	accountability	NOUN
spir-12240	63	8	and	and	CCONJ
spir-12240	63	9	transparency	transparency	NOUN
spir-12240	63	10	.	.	PUNCT
spir-12240	64	1	pmlr	pmlr	NOUN
spir-12240	64	2	,	,	PUNCT
spir-12240	64	3	2018	2018	NUM
spir-12240	64	4	.	.	PUNCT
spir-12240	65	1	p.	p.	NOUN
spir-12240	65	2	77	77	NUM
spir-12240	65	3	-	-	SYM
spir-12240	65	4	91	91	NUM
spir-12240	65	5	.	.	PUNCT
spir-12240	66	1	goodfellow	goodfellow	PROPN
spir-12240	66	2	,	,	PUNCT
spir-12240	66	3	i.	i.	NOUN
spir-12240	66	4	;	;	PUNCT
spir-12240	66	5	pouget	pouget	NOUN
spir-12240	66	6	-	-	PUNCT
spir-12240	66	7	abadie	abadie	ADJ
spir-12240	66	8	,	,	PUNCT
spir-12240	66	9	j.	j.	PROPN
spir-12240	66	10	;	;	PUNCT
spir-12240	66	11	mirza	mirza	PROPN
spir-12240	66	12	,	,	PUNCT
spir-12240	66	13	m.	m.	NOUN
spir-12240	66	14	;	;	PUNCT
spir-12240	66	15	xu	xu	PROPN
spir-12240	66	16	,	,	PUNCT
spir-12240	66	17	b.	b.	PROPN
spir-12240	66	18	;	;	PUNCT
spir-12240	66	19	warde	warde	PROPN
spir-12240	66	20	-	-	PUNCT
spir-12240	66	21	farley	farley	PROPN
spir-12240	66	22	,	,	PUNCT
spir-12240	66	23	d.	d.	PROPN
spir-12240	66	24	;	;	PUNCT
spir-12240	66	25	ozair	ozair	PROPN
spir-12240	66	26	,	,	PUNCT
spir-12240	66	27	s.	s.	PROPN
spir-12240	66	28	;	;	PUNCT
spir-12240	66	29	courville	courville	NOUN
spir-12240	66	30	,	,	PUNCT
spir-12240	66	31	a.	a.	NOUN
spir-12240	66	32	;	;	PUNCT
spir-12240	66	33	bengio	bengio	PROPN
spir-12240	66	34	,	,	PUNCT
spir-12240	66	35	y.	y.	PROPN
spir-12240	66	36	(	(	PUNCT
spir-12240	66	37	2014	2014	NUM
spir-12240	66	38	)	)	PUNCT
spir-12240	66	39	.	.	PUNCT
spir-12240	67	1	generative	generative	ADJ
spir-12240	67	2	adversarial	adversarial	ADJ
spir-12240	67	3	networks	network	NOUN
spir-12240	67	4	.	.	PUNCT
spir-12240	68	1	proceedings	proceeding	NOUN
spir-12240	68	2	of	of	ADP
spir-12240	68	3	the	the	DET
spir-12240	68	4	international	international	ADJ
spir-12240	68	5	conference	conference	NOUN
spir-12240	68	6	on	on	ADP
spir-12240	68	7	neural	neural	ADJ
spir-12240	68	8	information	information	NOUN
spir-12240	68	9	processing	processing	NOUN
spir-12240	68	10	systems	system	NOUN
spir-12240	68	11	(	(	PUNCT
spir-12240	68	12	nips	nip	NOUN
spir-12240	68	13	2014	2014	NUM
spir-12240	68	14	)	)	PUNCT
spir-12240	68	15	.	.	PUNCT
spir-12240	69	1	pp	pp	ADV
spir-12240	69	2	.	.	PUNCT
spir-12240	70	1	2672–2680	2672–2680	NUM
spir-12240	70	2	.	.	PUNCT
spir-12240	71	1	karras	karras	PROPN
spir-12240	71	2	,	,	PUNCT
spir-12240	71	3	t.	t.	PROPN
spir-12240	71	4	,	,	PUNCT
spir-12240	71	5	laine	laine	PROPN
spir-12240	71	6	,	,	PUNCT
spir-12240	71	7	s.	s.	PROPN
spir-12240	71	8	,	,	PUNCT
spir-12240	71	9	&	&	CCONJ
spir-12240	71	10	aila	aila	PROPN
spir-12240	71	11	,	,	PUNCT
spir-12240	71	12	t.	t.	PROPN
spir-12240	71	13	(	(	PUNCT
spir-12240	71	14	2019	2019	NUM
spir-12240	71	15	)	)	PUNCT
spir-12240	71	16	.	.	PUNCT
spir-12240	72	1	a	a	DET
spir-12240	72	2	style	style	NOUN
spir-12240	72	3	-	-	PUNCT
spir-12240	72	4	based	base	VERB
spir-12240	72	5	generator	generator	NOUN
spir-12240	72	6	architecture	architecture	NOUN
spir-12240	72	7	for	for	ADP
spir-12240	72	8	generative	generative	ADJ
spir-12240	72	9	adversarial	adversarial	ADJ
spir-12240	72	10	networks	network	NOUN
spir-12240	72	11	.	.	PUNCT
spir-12240	73	1	in	in	ADP
spir-12240	73	2	proceedings	proceeding	NOUN
spir-12240	73	3	of	of	ADP
spir-12240	73	4	the	the	DET
spir-12240	73	5	ieee	ieee	NOUN
spir-12240	73	6	/	/	SYM
spir-12240	73	7	cvf	cvf	NOUN
spir-12240	73	8	conference	conference	NOUN
spir-12240	73	9	on	on	ADP
spir-12240	73	10	computer	computer	NOUN
spir-12240	73	11	vision	vision	NOUN
spir-12240	73	12	and	and	CCONJ
spir-12240	73	13	pattern	pattern	NOUN
spir-12240	73	14	recognition	recognition	NOUN
spir-12240	73	15	(	(	PUNCT
spir-12240	73	16	pp	pp	ADJ
spir-12240	73	17	.	.	PUNCT
spir-12240	74	1	4401	4401	NUM
spir-12240	74	2	-	-	SYM
spir-12240	74	3	4410	4410	NUM
spir-12240	74	4	)	)	PUNCT
spir-12240	74	5	karras	karras	PROPN
spir-12240	74	6	,	,	PUNCT
spir-12240	74	7	t.	t.	PROPN
spir-12240	74	8	,	,	PUNCT
spir-12240	74	9	laine	laine	PROPN
spir-12240	74	10	,	,	PUNCT
spir-12240	74	11	s.	s.	PROPN
spir-12240	74	12	,	,	PUNCT
spir-12240	74	13	aittala	aittala	NOUN
spir-12240	74	14	,	,	PUNCT
spir-12240	74	15	m.	m.	NOUN
spir-12240	74	16	,	,	PUNCT
spir-12240	74	17	hellsten	hellsten	ADJ
spir-12240	74	18	,	,	PUNCT
spir-12240	74	19	j.	j.	PROPN
spir-12240	74	20	,	,	PUNCT
spir-12240	74	21	lehtinen	lehtinen	PROPN
spir-12240	74	22	,	,	PUNCT
spir-12240	74	23	j.	j.	PROPN
spir-12240	74	24	,	,	PUNCT
spir-12240	74	25	&	&	CCONJ
spir-12240	74	26	aila	aila	PROPN
spir-12240	74	27	,	,	PUNCT
spir-12240	74	28	t.	t.	PROPN
spir-12240	74	29	(	(	PUNCT
spir-12240	74	30	2020	2020	NUM
spir-12240	74	31	)	)	PUNCT
spir-12240	74	32	.	.	PUNCT
spir-12240	75	1	analyzing	analyze	VERB
spir-12240	75	2	and	and	CCONJ
spir-12240	75	3	improving	improve	VERB
spir-12240	75	4	the	the	DET
spir-12240	75	5	image	image	NOUN
spir-12240	75	6	quality	quality	NOUN
spir-12240	75	7	of	of	ADP
spir-12240	75	8	stylegan	stylegan	NOUN
spir-12240	75	9	.	.	PUNCT
spir-12240	76	1	in	in	ADP
spir-12240	76	2	proceedings	proceeding	NOUN
spir-12240	76	3	of	of	ADP
spir-12240	76	4	the	the	DET
spir-12240	76	5	ieee	ieee	NOUN
spir-12240	76	6	/	/	SYM
spir-12240	76	7	cvf	cvf	NOUN
spir-12240	76	8	conference	conference	NOUN
spir-12240	76	9	on	on	ADP
spir-12240	76	10	computer	computer	NOUN
spir-12240	76	11	vision	vision	NOUN
spir-12240	76	12	and	and	CCONJ
spir-12240	76	13	pattern	pattern	NOUN
spir-12240	76	14	recognition	recognition	NOUN
spir-12240	76	15	(	(	PUNCT
spir-12240	76	16	pp	pp	ADJ
spir-12240	76	17	.	.	PUNCT
spir-12240	77	1	8110	8110	NUM
spir-12240	77	2	-	-	SYM
spir-12240	77	3	8119	8119	NUM
spir-12240	77	4	)	)	PUNCT
spir-12240	77	5	.	.	PUNCT
spir-12240	78	1	mintz	mintz	PROPN
spir-12240	78	2	,	,	PUNCT
spir-12240	78	3	a.	a.	PROPN
spir-12240	78	4	,	,	PUNCT
spir-12240	78	5	gobbo	gobbo	PROPN
spir-12240	78	6	,	,	PUNCT
spir-12240	78	7	b.	b.	PROPN
spir-12240	78	8	,	,	PUNCT
spir-12240	78	9	silva	silva	PROPN
spir-12240	78	10	,	,	PUNCT
spir-12240	78	11	t.	t.	PROPN
spir-12240	78	12	,	,	PUNCT
spir-12240	78	13	&	&	CCONJ
spir-12240	78	14	pilipets	pilipet	NOUN
spir-12240	78	15	,	,	PUNCT
spir-12240	78	16	e.	e.	PROPN
spir-12240	78	17	(	(	PUNCT
spir-12240	78	18	2019	2019	NUM
spir-12240	78	19	,	,	PUNCT
spir-12240	78	20	april	april	PROPN
spir-12240	78	21	17	17	NUM
spir-12240	78	22	)	)	PUNCT
spir-12240	78	23	.	.	PUNCT
spir-12240	79	1	interrogating	interrogate	VERB
spir-12240	79	2	vision	vision	NOUN
spir-12240	79	3	apis	apis	PROPN
spir-12240	79	4	.	.	PUNCT
spir-12240	80	1	retrieved	retrieve	VERB
spir-12240	80	2	march	march	PROPN
spir-12240	80	3	18	18	NUM
spir-12240	80	4	,	,	PUNCT
spir-12240	80	5	2021	2021	NUM
spir-12240	80	6	,	,	PUNCT
spir-12240	80	7	from	from	ADP
spir-12240	80	8	:	:	PUNCT
spir-12240	80	9	https://www.researchgate.net/publication/332910402_interrogating_vision_apis/	https://www.researchgate.net/publication/332910402_interrogating_vision_apis/	PROPN
spir-12240	80	10	nie	nie	PROPN
spir-12240	80	11	,	,	PUNCT
spir-12240	80	12	w.	w.	PROPN
spir-12240	80	13	,	,	PUNCT
spir-12240	80	14	karras	karras	PROPN
spir-12240	80	15	,	,	PUNCT
spir-12240	80	16	t.	t.	PROPN
spir-12240	80	17	,	,	PUNCT
spir-12240	80	18	garg	garg	PROPN
spir-12240	80	19	,	,	PUNCT
spir-12240	80	20	a.	a.	NOUN
spir-12240	80	21	,	,	PUNCT
spir-12240	80	22	debnath	debnath	PROPN
spir-12240	80	23	,	,	PUNCT
spir-12240	80	24	s.	s.	PROPN
spir-12240	80	25	,	,	PUNCT
spir-12240	80	26	patney	patney	NOUN
spir-12240	80	27	,	,	PUNCT
spir-12240	80	28	a.	a.	NOUN
spir-12240	80	29	,	,	PUNCT
spir-12240	80	30	patel	patel	PROPN
spir-12240	80	31	,	,	PUNCT
spir-12240	80	32	a.	a.	PROPN
spir-12240	80	33	,	,	PUNCT
spir-12240	80	34	&	&	CCONJ
spir-12240	80	35	anandkumar	anandkumar	PROPN
spir-12240	80	36	,	,	PUNCT
spir-12240	80	37	a.	a.	NOUN
spir-12240	80	38	(	(	PUNCT
spir-12240	80	39	2020	2020	NUM
spir-12240	80	40	,	,	PUNCT
spir-12240	80	41	november	november	PROPN
spir-12240	80	42	)	)	PUNCT
spir-12240	80	43	.	.	PUNCT
spir-12240	81	1	semi	semi	ADJ
spir-12240	81	2	-	-	ADJ
spir-12240	81	3	supervised	supervised	ADJ
spir-12240	81	4	stylegan	stylegan	NOUN
spir-12240	81	5	for	for	ADP
spir-12240	81	6	disentanglement	disentanglement	NOUN
spir-12240	81	7	learning	learning	NOUN
spir-12240	81	8	.	.	PUNCT
spir-12240	82	1	in	in	ADP
spir-12240	82	2	:	:	PUNCT
spir-12240	82	3	international	international	ADJ
spir-12240	82	4	conference	conference	NOUN
spir-12240	82	5	on	on	ADP
spir-12240	82	6	machine	machine	NOUN
spir-12240	82	7	learning	learning	NOUN
spir-12240	82	8	(	(	PUNCT
spir-12240	82	9	pp	pp	ADJ
spir-12240	82	10	.	.	PUNCT
spir-12240	82	11	7360	7360	NUM
spir-12240	82	12	-	-	SYM
spir-12240	82	13	7369	7369	NUM
spir-12240	82	14	)	)	PUNCT
spir-12240	82	15	.	.	PUNCT
spir-12240	83	1	pmlr	pmlr	NOUN
spir-12240	83	2	.	.	PUNCT
spir-12240	84	1	noble	noble	ADJ
spir-12240	84	2	,	,	PUNCT
spir-12240	84	3	s.	s.	PROPN
spir-12240	84	4	u.	u.	PROPN
spir-12240	84	5	(	(	PUNCT
spir-12240	84	6	2018	2018	NUM
spir-12240	84	7	)	)	PUNCT
spir-12240	84	8	.	.	PUNCT
spir-12240	85	1	algorithms	algorithm	NOUN
spir-12240	85	2	of	of	ADP
spir-12240	85	3	oppression	oppression	NOUN
spir-12240	85	4	:	:	PUNCT
spir-12240	85	5	how	how	SCONJ
spir-12240	85	6	search	search	NOUN
spir-12240	85	7	engines	engine	NOUN
spir-12240	85	8	reinforce	reinforce	VERB
spir-12240	85	9	racism	racism	NOUN
spir-12240	85	10	.	.	PUNCT
spir-12240	86	1	nyu	nyu	PROPN
spir-12240	86	2	press	press	PROPN
spir-12240	86	3	.	.	PUNCT
spir-12240	87	1	prabhu	prabhu	PROPN
spir-12240	87	2	,	,	PUNCT
spir-12240	87	3	v.	v.	PROPN
spir-12240	87	4	u.	u.	PROPN
spir-12240	87	5	;	;	PUNCT
spir-12240	87	6	birhane	birhane	NOUN
spir-12240	87	7	,	,	PUNCT
spir-12240	87	8	a.	a.	NOUN
spir-12240	87	9	(	(	PUNCT
spir-12240	87	10	2020	2020	NUM
spir-12240	87	11	)	)	PUNCT
spir-12240	87	12	.	.	PUNCT
spir-12240	88	1	large	large	ADJ
spir-12240	88	2	image	image	NOUN
spir-12240	88	3	datasets	dataset	NOUN
spir-12240	88	4	:	:	PUNCT
spir-12240	88	5	a	a	DET
spir-12240	88	6	pyrrhic	pyrrhic	ADJ
spir-12240	88	7	win	win	NOUN
spir-12240	88	8	for	for	ADP
spir-12240	88	9	computer	computer	NOUN
spir-12240	88	10	vision	vision	NOUN
spir-12240	88	11	?	?	PUNCT
spir-12240	88	12	.	.	PUNCT
spir-12240	89	1	arxiv	arxiv	PROPN
spir-12240	89	2	preprint	preprint	PROPN
spir-12240	89	3	arxiv:2006.16923	arxiv:2006.16923	PROPN
spir-12240	89	4	.	.	PUNCT
spir-12240	90	1	smits	smit	NOUN
spir-12240	90	2	,	,	PUNCT
spir-12240	90	3	t.	t.	PROPN
spir-12240	90	4	;	;	PUNCT
spir-12240	90	5	wevers	wever	NOUN
spir-12240	90	6	,	,	PUNCT
spir-12240	90	7	m.	m.	NOUN
spir-12240	90	8	(	(	PUNCT
spir-12240	90	9	2021	2021	NUM
spir-12240	90	10	)	)	PUNCT
spir-12240	90	11	the	the	DET
spir-12240	90	12	agency	agency	NOUN
spir-12240	90	13	of	of	ADP
spir-12240	90	14	computer	computer	NOUN
spir-12240	90	15	vision	vision	NOUN
spir-12240	90	16	models	model	NOUN
spir-12240	90	17	as	as	ADP
spir-12240	90	18	optical	optical	ADJ
spir-12240	90	19	instruments	instrument	NOUN
spir-12240	90	20	.	.	PUNCT
spir-12240	91	1	visual	visual	ADJ
spir-12240	91	2	communication	communication	NOUN
spir-12240	91	3	.	.	PUNCT
spir-12240	92	1	https://doi.org/10.1177/1470357221992097	https://doi.org/10.1177/1470357221992097	X
spir-12240	92	2	.	.	PUNCT
