id	sid	tid	token	lemma	pos
spir-11902	1	1	selected	select	VERB
spir-11902	1	2	papers	paper	NOUN
spir-11902	1	3	of	of	ADP
spir-11902	1	4	#	#	SYM
spir-11902	1	5	aoir2020	aoir2020	PROPN
spir-11902	1	6	:	:	PUNCT
spir-11902	1	7	the	the	DET
spir-11902	1	8	22nd	22nd	ADJ
spir-11902	1	9	annual	annual	ADJ
spir-11902	1	10	conference	conference	NOUN
spir-11902	1	11	of	of	ADP
spir-11902	1	12	the	the	DET
spir-11902	1	13	association	association	NOUN
spir-11902	1	14	of	of	ADP
spir-11902	1	15	internet	internet	NOUN
spir-11902	1	16	researchers	researcher	NOUN
spir-11902	1	17	virtual	virtual	ADJ
spir-11902	1	18	event	event	NOUN
spir-11902	1	19	/	/	SYM
spir-11902	1	20	13	13	NUM
spir-11902	1	21	-	-	SYM
spir-11902	1	22	16	16	NUM
spir-11902	1	23	oct	oct	PROPN
spir-11902	1	24	2021	2021	NUM
spir-11902	1	25	doyle	doyle	NOUN
spir-11902	1	26	,	,	PUNCT
spir-11902	1	27	dylan	dylan	PROPN
spir-11902	1	28	thomas	thomas	PROPN
spir-11902	1	29	.	.	PUNCT
spir-11902	2	1	(	(	PUNCT
spir-11902	2	2	2021	2021	NUM
spir-11902	2	3	,	,	PUNCT
spir-11902	2	4	october	october	PROPN
spir-11902	2	5	)	)	PUNCT
spir-11902	2	6	.	.	PUNCT
spir-11902	3	1	towards	towards	ADP
spir-11902	3	2	operationalizing	operationalize	VERB
spir-11902	3	3	white	white	ADJ
spir-11902	3	4	male	male	ADJ
spir-11902	3	5	accountability	accountability	NOUN
spir-11902	3	6	in	in	ADP
spir-11902	3	7	artificial	artificial	ADJ
spir-11902	3	8	intelligence	intelligence	NOUN
spir-11902	3	9	development	development	NOUN
spir-11902	3	10	:	:	PUNCT
spir-11902	3	11	interrogating	interrogate	VERB
spir-11902	3	12	impacts	impact	NOUN
spir-11902	3	13	of	of	ADP
spir-11902	3	14	and	and	CCONJ
spir-11902	3	15	solutions	solution	NOUN
spir-11902	3	16	to	to	ADP
spir-11902	3	17	overrepresentation	overrepresentation	NOUN
spir-11902	3	18	utilizing	utilize	VERB
spir-11902	3	19	relational	relational	ADJ
spir-11902	3	20	ethics	ethic	NOUN
spir-11902	3	21	frameworks	framework	NOUN
spir-11902	3	22	.	.	PUNCT
spir-11902	4	1	paper	paper	NOUN
spir-11902	4	2	presented	present	VERB
spir-11902	4	3	at	at	ADP
spir-11902	4	4	aoir	aoir	NOUN
spir-11902	4	5	2021	2021	NUM
spir-11902	4	6	:	:	PUNCT
spir-11902	4	7	the	the	DET
spir-11902	4	8	22nd	22nd	ADJ
spir-11902	4	9	annual	annual	ADJ
spir-11902	4	10	conference	conference	NOUN
spir-11902	4	11	of	of	ADP
spir-11902	4	12	the	the	DET
spir-11902	4	13	association	association	NOUN
spir-11902	4	14	of	of	ADP
spir-11902	4	15	internet	internet	NOUN
spir-11902	4	16	researchers	researcher	NOUN
spir-11902	4	17	.	.	PUNCT
spir-11902	5	1	virtual	virtual	ADJ
spir-11902	5	2	event	event	NOUN
spir-11902	5	3	:	:	PUNCT
spir-11902	5	4	aoir	aoir	NOUN
spir-11902	5	5	.	.	PUNCT
spir-11902	5	6	retrieved	retrieve	VERB
spir-11902	5	7	from	from	ADP
spir-11902	5	8	http://spir.aoir.org	http://spir.aoir.org	PROPN
spir-11902	5	9	.	.	PUNCT
spir-11902	5	10	towards	towards	ADP
spir-11902	5	11	operationalizing	operationalize	VERB
spir-11902	5	12	white	white	ADJ
spir-11902	5	13	male	male	ADJ
spir-11902	5	14	accountability	accountability	NOUN
spir-11902	5	15	in	in	ADP
spir-11902	5	16	artificial	artificial	ADJ
spir-11902	5	17	intelligence	intelligence	NOUN
spir-11902	5	18	development	development	NOUN
spir-11902	5	19	:	:	PUNCT
spir-11902	5	20	interrogating	interrogate	VERB
spir-11902	5	21	impacts	impact	NOUN
spir-11902	5	22	of	of	ADP
spir-11902	5	23	and	and	CCONJ
spir-11902	5	24	solutions	solution	NOUN
spir-11902	5	25	to	to	ADP
spir-11902	5	26	overrepresentation	overrepresentation	NOUN
spir-11902	5	27	utilizing	utilize	VERB
spir-11902	5	28	relational	relational	ADJ
spir-11902	5	29	ethics	ethic	NOUN
spir-11902	5	30	frameworks	framework	NOUN
spir-11902	5	31	dylan	dylan	PROPN
spir-11902	5	32	thomas	thomas	PROPN
spir-11902	5	33	doyle	doyle	PROPN
spir-11902	5	34	university	university	PROPN
spir-11902	5	35	of	of	ADP
spir-11902	5	36	colorado	colorado	PROPN
spir-11902	5	37	boulder	boulder	PROPN
spir-11902	5	38	positionality	positionality	NOUN
spir-11902	5	39	statement	statement	NOUN
spir-11902	5	40	at	at	ADP
spir-11902	5	41	the	the	DET
spir-11902	5	42	outset	outset	NOUN
spir-11902	5	43	it	it	PRON
spir-11902	5	44	is	be	AUX
spir-11902	5	45	important	important	ADJ
spir-11902	5	46	to	to	PART
spir-11902	5	47	note	note	VERB
spir-11902	5	48	the	the	DET
spir-11902	5	49	author	author	NOUN
spir-11902	5	50	’s	’s	PART
spir-11902	5	51	own	own	ADJ
spir-11902	5	52	positionality	positionality	NOUN
spir-11902	5	53	as	as	ADP
spir-11902	5	54	a	a	DET
spir-11902	5	55	white	white	ADJ
spir-11902	5	56	man	man	NOUN
spir-11902	5	57	studying	study	VERB
spir-11902	5	58	ai	ai	VERB
spir-11902	5	59	ethics	ethic	NOUN
spir-11902	5	60	writing	write	VERB
spir-11902	5	61	about	about	ADP
spir-11902	5	62	how	how	SCONJ
spir-11902	5	63	white	white	ADJ
spir-11902	5	64	men	man	NOUN
spir-11902	5	65	should	should	AUX
spir-11902	5	66	engage	engage	VERB
spir-11902	5	67	with	with	ADP
spir-11902	5	68	representational	representational	ADJ
spir-11902	5	69	concerns	concern	NOUN
spir-11902	5	70	within	within	ADP
spir-11902	5	71	the	the	DET
spir-11902	5	72	arena	arena	NOUN
spir-11902	5	73	of	of	ADP
spir-11902	5	74	ai	ai	PROPN
spir-11902	5	75	technology	technology	NOUN
spir-11902	5	76	,	,	PUNCT
spir-11902	5	77	including	include	VERB
spir-11902	5	78	within	within	ADP
spir-11902	5	79	the	the	DET
spir-11902	5	80	field	field	NOUN
spir-11902	5	81	of	of	ADP
spir-11902	5	82	ai	ai	PROPN
spir-11902	5	83	ethics	ethic	NOUN
spir-11902	5	84	.	.	PUNCT
spir-11902	6	1	introduction	introduction	NOUN
spir-11902	6	2	this	this	DET
spir-11902	6	3	paper	paper	NOUN
spir-11902	6	4	explores	explore	VERB
spir-11902	6	5	how	how	SCONJ
spir-11902	6	6	a	a	DET
spir-11902	6	7	framework	framework	NOUN
spir-11902	6	8	of	of	ADP
spir-11902	6	9	white	white	ADJ
spir-11902	6	10	male	male	ADJ
spir-11902	6	11	accountability	accountability	NOUN
spir-11902	6	12	can	can	AUX
spir-11902	6	13	be	be	AUX
spir-11902	6	14	operationalized	operationalize	VERB
spir-11902	6	15	within	within	ADP
spir-11902	6	16	artificial	artificial	ADJ
spir-11902	6	17	intelligence	intelligence	NOUN
spir-11902	6	18	system	system	NOUN
spir-11902	6	19	(	(	PUNCT
spir-11902	6	20	ais	ais	PROPN
spir-11902	6	21	)	)	PUNCT
spir-11902	6	22	development	development	NOUN
spir-11902	6	23	and	and	CCONJ
spir-11902	6	24	deployment	deployment	NOUN
spir-11902	6	25	.	.	PUNCT
spir-11902	7	1	white	white	ADJ
spir-11902	7	2	men	man	NOUN
spir-11902	7	3	are	be	AUX
spir-11902	7	4	demographically	demographically	ADV
spir-11902	7	5	overrepresented	overrepresente	VERB
spir-11902	7	6	in	in	ADP
spir-11902	7	7	artificial	artificial	ADJ
spir-11902	7	8	intelligence	intelligence	NOUN
spir-11902	7	9	(	(	PUNCT
spir-11902	7	10	ai	ai	NOUN
spir-11902	7	11	)	)	PUNCT
spir-11902	7	12	technology	technology	NOUN
spir-11902	7	13	development	development	NOUN
spir-11902	7	14	,	,	PUNCT
spir-11902	7	15	research	research	NOUN
spir-11902	7	16	,	,	PUNCT
spir-11902	7	17	and	and	CCONJ
spir-11902	7	18	media	medium	NOUN
spir-11902	7	19	coverage	coverage	NOUN
spir-11902	7	20	spaces	space	NOUN
spir-11902	7	21	.	.	PUNCT
spir-11902	8	1	this	this	DET
spir-11902	8	2	overrepresentation	overrepresentation	NOUN
spir-11902	8	3	creates	create	VERB
spir-11902	8	4	immediate	immediate	ADJ
spir-11902	8	5	and	and	CCONJ
spir-11902	8	6	downstream	downstream	ADJ
spir-11902	8	7	harms	harm	NOUN
spir-11902	8	8	that	that	PRON
spir-11902	8	9	ai	ai	VERB
spir-11902	8	10	corporations	corporation	NOUN
spir-11902	8	11	and	and	CCONJ
spir-11902	8	12	technologists	technologist	NOUN
spir-11902	8	13	in	in	ADP
spir-11902	8	14	the	the	DET
spir-11902	8	15	industry	industry	NOUN
spir-11902	8	16	and	and	CCONJ
spir-11902	8	17	the	the	DET
spir-11902	8	18	academy	academy	NOUN
spir-11902	8	19	alike	alike	ADV
spir-11902	8	20	must	must	AUX
spir-11902	8	21	contend	contend	VERB
spir-11902	8	22	with	with	ADP
spir-11902	8	23	to	to	PART
spir-11902	8	24	ensure	ensure	VERB
spir-11902	8	25	the	the	DET
spir-11902	8	26	existence	existence	NOUN
spir-11902	8	27	of	of	ADP
spir-11902	8	28	ai	ai	PROPN
spir-11902	8	29	technologies	technology	NOUN
spir-11902	8	30	,	,	PUNCT
spir-11902	8	31	ai	ai	VERB
spir-11902	8	32	development	development	NOUN
spir-11902	8	33	organizations	organization	NOUN
spir-11902	8	34	,	,	PUNCT
spir-11902	8	35	and	and	CCONJ
spir-11902	8	36	ai	ai	VERB
spir-11902	8	37	research	research	NOUN
spir-11902	8	38	institutions	institution	NOUN
spir-11902	8	39	that	that	PRON
spir-11902	8	40	are	be	AUX
spir-11902	8	41	ethical	ethical	ADJ
spir-11902	8	42	,	,	PUNCT
spir-11902	8	43	fair	fair	ADJ
spir-11902	8	44	,	,	PUNCT
spir-11902	8	45	accountable	accountable	ADJ
spir-11902	8	46	,	,	PUNCT
spir-11902	8	47	transparent	transparent	ADJ
spir-11902	8	48	,	,	PUNCT
spir-11902	8	49	and	and	CCONJ
spir-11902	8	50	beneficial	beneficial	ADJ
spir-11902	8	51	to	to	ADP
spir-11902	8	52	all	all	DET
spir-11902	8	53	people	people	NOUN
spir-11902	8	54	.	.	PUNCT
spir-11902	9	1	it	it	PRON
spir-11902	9	2	is	be	AUX
spir-11902	9	3	particularly	particularly	ADV
spir-11902	9	4	because	because	SCONJ
spir-11902	9	5	of	of	ADP
spir-11902	9	6	the	the	DET
spir-11902	9	7	historical	historical	ADJ
spir-11902	9	8	domination	domination	NOUN
spir-11902	9	9	that	that	PRON
spir-11902	9	10	the	the	DET
spir-11902	9	11	white	white	ADJ
spir-11902	9	12	male	male	ADJ
spir-11902	9	13	identity	identity	NOUN
spir-11902	9	14	group	group	NOUN
spir-11902	9	15	has	have	AUX
spir-11902	9	16	claimed	claim	VERB
spir-11902	9	17	in	in	ADP
spir-11902	9	18	ai	ai	PROPN
spir-11902	9	19	technology	technology	NOUN
spir-11902	9	20	spaces	space	NOUN
spir-11902	9	21	that	that	SCONJ
spir-11902	9	22	white	white	ADJ
spir-11902	9	23	men	man	NOUN
spir-11902	9	24	must	must	AUX
spir-11902	9	25	claim	claim	VERB
spir-11902	9	26	agency	agency	NOUN
spir-11902	9	27	over	over	ADP
spir-11902	9	28	that	that	DET
spir-11902	9	29	history	history	NOUN
spir-11902	9	30	and	and	CCONJ
spir-11902	9	31	more	more	ADJ
spir-11902	9	32	actively	actively	ADV
spir-11902	9	33	partner	partner	NOUN
spir-11902	9	34	in	in	ADP
spir-11902	9	35	the	the	DET
spir-11902	9	36	work	work	NOUN
spir-11902	9	37	to	to	PART
spir-11902	9	38	make	make	VERB
spir-11902	9	39	sure	sure	ADJ
spir-11902	9	40	that	that	SCONJ
spir-11902	9	41	history	history	NOUN
spir-11902	9	42	is	be	AUX
spir-11902	9	43	not	not	PART
spir-11902	9	44	repeated	repeat	VERB
spir-11902	9	45	.	.	PUNCT
spir-11902	10	1	white	white	ADJ
spir-11902	10	2	male	male	ADJ
spir-11902	10	3	overrepresentation	overrepresentation	NOUN
spir-11902	10	4	in	in	ADP
spir-11902	10	5	ai	ai	PROPN
spir-11902	10	6	technology	technology	NOUN
spir-11902	10	7	spaces	space	NOUN
spir-11902	10	8	has	have	AUX
spir-11902	10	9	created	create	VERB
spir-11902	10	10	complex	complex	ADJ
spir-11902	10	11	ethical	ethical	ADJ
spir-11902	10	12	considerations	consideration	NOUN
spir-11902	10	13	that	that	PRON
spir-11902	10	14	necessitate	necessitate	ADJ
spir-11902	10	15	comprehensive	comprehensive	ADJ
spir-11902	10	16	solutions	solution	NOUN
spir-11902	10	17	to	to	PART
spir-11902	10	18	fully	fully	ADV
spir-11902	10	19	address	address	VERB
spir-11902	10	20	.	.	PUNCT
spir-11902	11	1	these	these	DET
spir-11902	11	2	solutions	solution	NOUN
spir-11902	11	3	must	must	AUX
spir-11902	11	4	be	be	AUX
spir-11902	11	5	both	both	ADV
spir-11902	11	6	ontological	ontological	ADJ
spir-11902	11	7	and	and	CCONJ
spir-11902	11	8	technical	technical	ADJ
spir-11902	11	9	and	and	CCONJ
spir-11902	11	10	must	must	AUX
spir-11902	11	11	include	include	VERB
spir-11902	11	12	greater	great	ADJ
spir-11902	11	13	white	white	ADJ
spir-11902	11	14	male	male	ADJ
spir-11902	11	15	accountability	accountability	NOUN
spir-11902	11	16	in	in	ADP
spir-11902	11	17	these	these	DET
spir-11902	11	18	spaces	space	NOUN
spir-11902	11	19	and	and	CCONJ
spir-11902	11	20	a	a	DET
spir-11902	11	21	shift	shift	NOUN
spir-11902	11	22	in	in	ADP
spir-11902	11	23	the	the	DET
spir-11902	11	24	foundational	foundational	ADJ
spir-11902	11	25	ethical	ethical	ADJ
spir-11902	11	26	framework	framework	NOUN
spir-11902	11	27	of	of	ADP
spir-11902	11	28	these	these	DET
spir-11902	11	29	spaces	space	NOUN
spir-11902	11	30	.	.	PUNCT
spir-11902	12	1	this	this	DET
spir-11902	12	2	paper	paper	NOUN
spir-11902	12	3	offers	offer	VERB
spir-11902	12	4	a	a	DET
spir-11902	12	5	two	two	NUM
spir-11902	12	6	-	-	PUNCT
spir-11902	12	7	pronged	pronged	ADJ
spir-11902	12	8	set	set	NOUN
spir-11902	12	9	of	of	ADP
spir-11902	12	10	considerations	consideration	NOUN
spir-11902	12	11	to	to	ADP
spir-11902	12	12	the	the	DET
spir-11902	12	13	critical	critical	ADJ
spir-11902	12	14	problem	problem	NOUN
spir-11902	12	15	of	of	ADP
spir-11902	12	16	the	the	DET
spir-11902	12	17	overrepresentation	overrepresentation	NOUN
spir-11902	12	18	of	of	ADP
spir-11902	12	19	white	white	ADJ
spir-11902	12	20	men	man	NOUN
spir-11902	12	21	in	in	ADP
spir-11902	12	22	ai	ai	PROPN
spir-11902	12	23	technology	technology	NOUN
spir-11902	12	24	development	development	NOUN
spir-11902	12	25	,	,	PUNCT
spir-11902	12	26	research	research	NOUN
spir-11902	12	27	,	,	PUNCT
spir-11902	12	28	and	and	CCONJ
spir-11902	12	29	media	medium	NOUN
spir-11902	12	30	coverage	coverage	NOUN
spir-11902	12	31	spaces	space	NOUN
spir-11902	12	32	.	.	PUNCT
spir-11902	13	1	the	the	DET
spir-11902	13	2	two	two	NUM
spir-11902	13	3	prongs	prong	NOUN
spir-11902	13	4	of	of	ADP
spir-11902	13	5	this	this	DET
spir-11902	13	6	solution	solution	NOUN
spir-11902	13	7	are	be	AUX
spir-11902	13	8	(	(	PUNCT
spir-11902	13	9	1	1	X
spir-11902	13	10	)	)	PUNCT
spir-11902	13	11	operationalizing	operationalize	VERB
spir-11902	13	12	white	white	ADJ
spir-11902	13	13	male	male	ADJ
spir-11902	13	14	accountability	accountability	NOUN
spir-11902	13	15	in	in	ADP
spir-11902	13	16	ai	ai	PROPN
spir-11902	13	17	technology	technology	NOUN
spir-11902	13	18	spaces	space	NOUN
spir-11902	13	19	and	and	CCONJ
spir-11902	13	20	(	(	PUNCT
spir-11902	13	21	2	2	X
spir-11902	13	22	)	)	PUNCT
spir-11902	13	23	operationalizing	operationalize	VERB
spir-11902	13	24	relational	relational	ADJ
spir-11902	13	25	ethics	ethic	NOUN
spir-11902	13	26	as	as	ADP
spir-11902	13	27	the	the	DET
spir-11902	13	28	foundational	foundational	ADJ
spir-11902	13	29	ethical	ethical	ADJ
spir-11902	13	30	framework	framework	NOUN
spir-11902	13	31	in	in	ADP
spir-11902	13	32	ai	ai	PROPN
spir-11902	13	33	technology	technology	NOUN
spir-11902	13	34	spaces	space	NOUN
spir-11902	13	35	.	.	PUNCT
spir-11902	14	1	the	the	DET
spir-11902	14	2	problem	problem	NOUN
spir-11902	14	3	the	the	DET
spir-11902	14	4	benefits	benefit	NOUN
spir-11902	14	5	of	of	ADP
spir-11902	14	6	ai	ai	PROPN
spir-11902	14	7	technology	technology	NOUN
spir-11902	14	8	spaces	space	NOUN
spir-11902	14	9	disproportionately	disproportionately	ADV
spir-11902	14	10	advantage	advantage	VERB
spir-11902	14	11	white	white	ADJ
spir-11902	14	12	educated	educate	VERB
spir-11902	14	13	men	man	NOUN
spir-11902	14	14	at	at	ADP
spir-11902	14	15	the	the	DET
spir-11902	14	16	expense	expense	NOUN
spir-11902	14	17	of	of	ADP
spir-11902	14	18	disadvantaging	disadvantage	VERB
spir-11902	14	19	gender	gender	NOUN
spir-11902	14	20	minorities	minority	NOUN
spir-11902	14	21	,	,	PUNCT
spir-11902	14	22	people	people	NOUN
spir-11902	14	23	of	of	ADP
spir-11902	14	24	color	color	NOUN
spir-11902	14	25	,	,	PUNCT
spir-11902	14	26	and	and	CCONJ
spir-11902	14	27	other	other	ADJ
spir-11902	14	28	underrepresented	underrepresented	ADJ
spir-11902	14	29	groups.1	groups.1	NOUN
spir-11902	14	30	this	this	PRON
spir-11902	14	31	is	be	AUX
spir-11902	14	32	true	true	ADJ
spir-11902	14	33	at	at	ADP
spir-11902	14	34	every	every	DET
spir-11902	14	35	level	level	NOUN
spir-11902	14	36	of	of	ADP
spir-11902	14	37	ai	ai	ADJ
spir-11902	14	38	technology	technology	NOUN
spir-11902	14	39	spaces	space	NOUN
spir-11902	14	40	from	from	ADP
spir-11902	14	41	the	the	DET
spir-11902	14	42	design	design	NOUN
spir-11902	14	43	stage	stage	NOUN
spir-11902	14	44	to	to	ADP
spir-11902	14	45	who	who	PRON
spir-11902	14	46	these	these	DET
spir-11902	14	47	technologies	technology	NOUN
spir-11902	14	48	predominantly	predominantly	ADV
spir-11902	14	49	help	help	VERB
spir-11902	14	50	when	when	SCONJ
spir-11902	14	51	they	they	PRON
spir-11902	14	52	are	be	AUX
spir-11902	14	53	applied	apply	VERB
spir-11902	14	54	on	on	ADP
spir-11902	14	55	the	the	DET
spir-11902	14	56	consumer	consumer	NOUN
spir-11902	14	57	end	end	NOUN
spir-11902	14	58	to	to	ADP
spir-11902	14	59	whose	whose	DET
spir-11902	14	60	voices	voice	NOUN
spir-11902	14	61	get	get	AUX
spir-11902	14	62	featured	feature	VERB
spir-11902	14	63	most	most	ADV
spir-11902	14	64	prominently	prominently	ADV
spir-11902	14	65	in	in	ADP
spir-11902	14	66	media	medium	NOUN
spir-11902	14	67	representation	representation	NOUN
spir-11902	14	68	about	about	ADP
spir-11902	14	69	ai	ai	PRON
spir-11902	14	70	technology	technology	NOUN
spir-11902	14	71	news.2	news.2	VERB
spir-11902	14	72	this	this	DET
spir-11902	14	73	disproportionate	disproportionate	ADJ
spir-11902	14	74	advantaging	advantaging	NOUN
spir-11902	14	75	of	of	ADP
spir-11902	14	76	white	white	ADJ
spir-11902	14	77	men	man	NOUN
spir-11902	14	78	in	in	ADP
spir-11902	14	79	ai	ai	PROPN
spir-11902	14	80	technology	technology	NOUN
spir-11902	14	81	spaces	space	NOUN
spir-11902	14	82	is	be	AUX
spir-11902	14	83	part	part	NOUN
spir-11902	14	84	of	of	ADP
spir-11902	14	85	a	a	DET
spir-11902	14	86	historical	historical	ADJ
spir-11902	14	87	global	global	ADJ
spir-11902	14	88	context	context	NOUN
spir-11902	14	89	in	in	ADP
spir-11902	14	90	which	which	PRON
spir-11902	14	91	white	white	ADJ
spir-11902	14	92	men	man	NOUN
spir-11902	14	93	have	have	AUX
spir-11902	14	94	disproportionately	disproportionately	ADV
spir-11902	14	95	benefited	benefit	VERB
spir-11902	14	96	from	from	ADP
spir-11902	14	97	social	social	ADJ
spir-11902	14	98	,	,	PUNCT
spir-11902	14	99	economic	economic	ADJ
spir-11902	14	100	and	and	CCONJ
spir-11902	14	101	political	political	ADJ
spir-11902	14	102	systems	system	NOUN
spir-11902	14	103	of	of	ADP
spir-11902	14	104	power	power	NOUN
spir-11902	14	105	,	,	PUNCT
spir-11902	14	106	especially	especially	ADV
spir-11902	14	107	in	in	ADP
spir-11902	14	108	the	the	DET
spir-11902	14	109	context	context	NOUN
spir-11902	14	110	of	of	ADP
spir-11902	14	111	scientific	scientific	ADJ
spir-11902	14	112	development.3	development.3	ADJ
spir-11902	14	113	current	current	ADJ
spir-11902	14	114	overrepresentation	overrepresentation	NOUN
spir-11902	14	115	of	of	ADP
spir-11902	14	116	white	white	ADJ
spir-11902	14	117	men	man	NOUN
spir-11902	14	118	in	in	ADP
spir-11902	14	119	ai	ai	PROPN
spir-11902	14	120	technology	technology	NOUN
spir-11902	14	121	spaces	space	NOUN
spir-11902	14	122	has	have	AUX
spir-11902	14	123	not	not	PART
spir-11902	14	124	come	come	VERB
spir-11902	14	125	to	to	PART
spir-11902	14	126	exist	exist	VERB
spir-11902	14	127	within	within	ADP
spir-11902	14	128	a	a	DET
spir-11902	14	129	socio	socio	NOUN
spir-11902	14	130	-	-	PUNCT
spir-11902	14	131	historical	historical	ADJ
spir-11902	14	132	vacuum	vacuum	NOUN
spir-11902	14	133	;	;	PUNCT
spir-11902	14	134	it	it	PRON
spir-11902	14	135	comes	come	VERB
spir-11902	14	136	with	with	ADP
spir-11902	14	137	baggage	baggage	NOUN
spir-11902	14	138	and	and	CCONJ
spir-11902	14	139	history	history	NOUN
spir-11902	14	140	steeped	steep	VERB
spir-11902	14	141	in	in	ADP
spir-11902	14	142	elements	element	NOUN
spir-11902	14	143	of	of	ADP
spir-11902	14	144	harm	harm	NOUN
spir-11902	14	145	.	.	PUNCT
spir-11902	15	1	this	this	DET
spir-11902	15	2	baggage	baggage	NOUN
spir-11902	15	3	and	and	CCONJ
spir-11902	15	4	history	history	NOUN
spir-11902	15	5	not	not	PART
spir-11902	15	6	only	only	ADV
spir-11902	15	7	includes	include	VERB
spir-11902	15	8	social	social	ADJ
spir-11902	15	9	systems	system	NOUN
spir-11902	15	10	within	within	ADP
spir-11902	15	11	the	the	DET
spir-11902	15	12	technology	technology	NOUN
spir-11902	15	13	sector	sector	NOUN
spir-11902	15	14	but	but	CCONJ
spir-11902	15	15	philosophical	philosophical	ADJ
spir-11902	15	16	and	and	CCONJ
spir-11902	15	17	ethical	ethical	ADJ
spir-11902	15	18	systems	system	NOUN
spir-11902	15	19	as	as	ADV
spir-11902	15	20	well	well	ADV
spir-11902	15	21	.	.	PUNCT
spir-11902	16	1	applying	apply	VERB
spir-11902	16	2	relational	relational	ADJ
spir-11902	16	3	ethics	ethic	NOUN
spir-11902	16	4	and	and	CCONJ
spir-11902	16	5	white	white	ADJ
spir-11902	16	6	male	male	ADJ
spir-11902	16	7	accountability	accountability	NOUN
spir-11902	16	8	to	to	ADP
spir-11902	16	9	ais	ais	PROPN
spir-11902	16	10	development	development	NOUN
spir-11902	16	11	in	in	ADP
spir-11902	16	12	order	order	NOUN
spir-11902	16	13	to	to	PART
spir-11902	16	14	partially	partially	ADV
spir-11902	16	15	address	address	VERB
spir-11902	16	16	white	white	ADJ
spir-11902	16	17	male	male	ADJ
spir-11902	16	18	accountability	accountability	NOUN
spir-11902	16	19	in	in	ADP
spir-11902	16	20	ais	ais	PROPN
spir-11902	16	21	development	development	PROPN
spir-11902	16	22	relational	relational	ADJ
spir-11902	16	23	ethics	ethic	NOUN
spir-11902	16	24	can	can	AUX
spir-11902	16	25	be	be	AUX
spir-11902	16	26	applied	apply	VERB
spir-11902	16	27	in	in	ADP
spir-11902	16	28	conjunction	conjunction	NOUN
spir-11902	16	29	with	with	ADP
spir-11902	16	30	kathryn	kathryn	PROPN
spir-11902	16	31	hume	hume	PROPN
spir-11902	16	32	’s	’s	PART
spir-11902	16	33	ai	ai	PROPN
spir-11902	16	34	ethics	ethic	NOUN
spir-11902	16	35	operationalization	operationalization	NOUN
spir-11902	16	36	model	model	NOUN
spir-11902	16	37	as	as	SCONJ
spir-11902	16	38	published	publish	VERB
spir-11902	16	39	in	in	ADP
spir-11902	16	40	hume	hume	PROPN
spir-11902	16	41	’s	’s	PART
spir-11902	16	42	white	white	PROPN
spir-11902	16	43	paper	paper	PROPN
spir-11902	16	44	entitled	entitle	VERB
spir-11902	16	45	“	"	PUNCT
spir-11902	16	46	responsible	responsible	ADJ
spir-11902	16	47	ai	ai	VERB
spir-11902	16	48	in	in	ADP
spir-11902	16	49	consumer	consumer	NOUN
spir-11902	16	50	enterprise	enterprise	NOUN
spir-11902	16	51	:	:	PUNCT
spir-11902	16	52	a	a	DET
spir-11902	16	53	framework	framework	NOUN
spir-11902	16	54	to	to	PART
spir-11902	16	55	help	help	VERB
spir-11902	16	56	organizations	organization	NOUN
spir-11902	16	57	operationalize	operationalize	VERB
spir-11902	16	58	ethics	ethic	NOUN
spir-11902	16	59	,	,	PUNCT
spir-11902	16	60	privacy	privacy	NOUN
spir-11902	16	61	,	,	PUNCT
spir-11902	16	62	and	and	CCONJ
spir-11902	16	63	security	security	NOUN
spir-11902	16	64	as	as	SCONJ
spir-11902	16	65	they	they	PRON
spir-11902	16	66	apply	apply	VERB
spir-11902	16	67	machine	machine	NOUN
spir-11902	16	68	learning	learning	NOUN
spir-11902	16	69	and	and	CCONJ
spir-11902	16	70	artificial	artificial	ADJ
spir-11902	16	71	intelligence	intelligence	NOUN
spir-11902	16	72	.	.	PUNCT
spir-11902	17	1	”45	”45	PROPN
spir-11902	17	2	1	1	NUM
spir-11902	17	3	myers	myers	PROPN
spir-11902	17	4	west	west	PROPN
spir-11902	17	5	,	,	PUNCT
spir-11902	17	6	sarah	sarah	PROPN
spir-11902	17	7	,	,	PUNCT
spir-11902	17	8	meredith	meredith	PROPN
spir-11902	17	9	whittaker	whittaker	PROPN
spir-11902	17	10	,	,	PUNCT
spir-11902	17	11	and	and	CCONJ
spir-11902	17	12	kate	kate	PROPN
spir-11902	17	13	crawford	crawford	PROPN
spir-11902	17	14	,	,	PUNCT
spir-11902	17	15	“	"	PUNCT
spir-11902	17	16	discriminating	discriminate	VERB
spir-11902	17	17	systems	system	NOUN
spir-11902	17	18	:	:	PUNCT
spir-11902	17	19	gender	gender	NOUN
spir-11902	17	20	,	,	PUNCT
spir-11902	17	21	race	race	NOUN
spir-11902	17	22	,	,	PUNCT
spir-11902	17	23	and	and	CCONJ
spir-11902	17	24	power	power	NOUN
spir-11902	17	25	in	in	ADP
spir-11902	17	26	ai	ai	PROPN
spir-11902	17	27	,	,	PUNCT
spir-11902	17	28	”	"	PUNCT
spir-11902	17	29	ai	ai	VERB
spir-11902	17	30	now	now	ADV
spir-11902	17	31	institute	institute	NOUN
spir-11902	17	32	,	,	PUNCT
spir-11902	17	33	april	april	PROPN
spir-11902	17	34	2019	2019	NUM
spir-11902	17	35	,	,	PUNCT
spir-11902	17	36	https://ainowinstitute.org/discriminatingsystems.pdf	https://ainowinstitute.org/discriminatingsystems.pdf	NOUN
spir-11902	17	37	.	.	NOUN
spir-11902	17	38	2	2	NUM
spir-11902	17	39	snow	snow	NOUN
spir-11902	17	40	,	,	PUNCT
spir-11902	17	41	jackie	jackie	PROPN
spir-11902	17	42	,	,	PUNCT
spir-11902	17	43	“	"	PUNCT
spir-11902	17	44	‘	'	PUNCT
spir-11902	17	45	we	we	PRON
spir-11902	17	46	’re	’re	VERB
spir-11902	17	47	in	in	ADP
spir-11902	17	48	a	a	DET
spir-11902	17	49	diversity	diversity	NOUN
spir-11902	17	50	crisis	crisis	NOUN
spir-11902	17	51	’	'	PUNCT
spir-11902	17	52	:	:	PUNCT
spir-11902	17	53	cofounder	cofounder	NOUN
spir-11902	17	54	of	of	ADP
spir-11902	17	55	black	black	ADJ
spir-11902	17	56	in	in	ADP
spir-11902	17	57	ai	ai	NOUN
spir-11902	17	58	on	on	ADP
spir-11902	17	59	what	what	PRON
spir-11902	17	60	’s	’	VERB
spir-11902	17	61	poisoning	poison	VERB
spir-11902	17	62	algorithms	algorithm	NOUN
spir-11902	17	63	in	in	ADP
spir-11902	17	64	our	our	PRON
spir-11902	17	65	lives	life	NOUN
spir-11902	17	66	,	,	PUNCT
spir-11902	17	67	”	"	PUNCT
spir-11902	17	68	m	m	VERB
spir-11902	17	69	it	it	PRON
spir-11902	17	70	technology	technology	NOUN
spir-11902	17	71	review	review	NOUN
spir-11902	17	72	,	,	PUNCT
spir-11902	17	73	february	february	PROPN
spir-11902	17	74	14	14	NUM
spir-11902	17	75	,	,	PUNCT
spir-11902	17	76	2018	2018	NUM
spir-11902	17	77	,	,	PUNCT
spir-11902	17	78	https://www.technologyreview.com/s/610192/were-in-a-diversity-crisis-black-in-ais-founder-on-whats-poisoningthe-algorithms-in-our/.	https://www.technologyreview.com/s/610192/were-in-a-diversity-crisis-black-in-ais-founder-on-whats-poisoningthe-algorithms-in-our/.	PROPN
spir-11902	17	79	3	3	NUM
spir-11902	17	80	whittaker	whittaker	PROPN
spir-11902	17	81	,	,	PUNCT
spir-11902	17	82	meredith	meredith	PROPN
spir-11902	17	83	,	,	PUNCT
spir-11902	17	84	et	et	PROPN
spir-11902	17	85	al	al	PROPN
spir-11902	17	86	.	.	PROPN
spir-11902	17	87	,	,	PUNCT
spir-11902	17	88	“	"	PUNCT
spir-11902	17	89	disability	disability	NOUN
spir-11902	17	90	,	,	PUNCT
spir-11902	17	91	bias	bias	NOUN
spir-11902	17	92	,	,	PUNCT
spir-11902	17	93	and	and	CCONJ
spir-11902	17	94	ai	ai	VERB
spir-11902	17	95	,	,	PUNCT
spir-11902	17	96	”	"	PUNCT
spir-11902	17	97	ai	ai	VERB
spir-11902	17	98	now	now	ADV
spir-11902	17	99	institute	institute	PROPN
spir-11902	17	100	,	,	PUNCT
spir-11902	17	101	november	november	PROPN
spir-11902	17	102	2019	2019	NUM
spir-11902	17	103	,	,	PUNCT
spir-11902	17	104	https://ainowinstitute.org/disabilitybiasai-2019.pdf	https://ainowinstitute.org/disabilitybiasai-2019.pdf	NOUN
spir-11902	17	105	.	.	PUNCT
spir-11902	18	1	4	4	NUM
spir-11902	18	2	accenture	accenture	NOUN
spir-11902	18	3	federal	federal	ADJ
spir-11902	18	4	services	service	NOUN
spir-11902	18	5	,	,	PUNCT
spir-11902	18	6	“	"	PUNCT
spir-11902	18	7	responsible	responsible	ADJ
spir-11902	18	8	ai	ai	NOUN
spir-11902	18	9	:	:	PUNCT
spir-11902	18	10	a	a	DET
spir-11902	18	11	framework	framework	NOUN
spir-11902	18	12	for	for	ADP
spir-11902	18	13	building	build	VERB
spir-11902	18	14	trust	trust	NOUN
spir-11902	18	15	in	in	ADP
spir-11902	18	16	your	your	PRON
spir-11902	18	17	ai	ai	ADJ
spir-11902	18	18	solutions	solution	NOUN
spir-11902	18	19	,	,	PUNCT
spir-11902	18	20	”	"	PUNCT
spir-11902	18	21	2019	2019	NUM
spir-11902	18	22	,	,	PUNCT
spir-11902	18	23	https://www.accenture.com/_acnmedia/pdf-92/accenture-afs-responsible-ai.pdf	https://www.accenture.com/_acnmedia/pdf-92/accenture-afs-responsible-ai.pdf	NOUN
spir-11902	18	24	.	.	PUNCT
spir-11902	19	1	5	5	NUM
spir-11902	19	2	integrate.ai	integrate.ai	NOUN
spir-11902	19	3	,	,	PUNCT
spir-11902	19	4	“	"	PUNCT
spir-11902	19	5	responsible	responsible	ADJ
spir-11902	19	6	ai	ai	VERB
spir-11902	19	7	in	in	ADP
spir-11902	19	8	consumer	consumer	NOUN
spir-11902	19	9	enterprise	enterprise	NOUN
spir-11902	19	10	,	,	PUNCT
spir-11902	19	11	”	"	PUNCT
spir-11902	19	12	2019	2019	NUM
spir-11902	19	13	,	,	PUNCT
spir-11902	19	14	https://www.integrate.ai/ethics-of	https://www.integrate.ai/ethics-of	ADP
spir-11902	19	15	this	this	DET
spir-11902	19	16	paper	paper	NOUN
spir-11902	19	17	offers	offer	VERB
spir-11902	19	18	a	a	DET
spir-11902	19	19	preliminary	preliminary	ADJ
spir-11902	19	20	model	model	NOUN
spir-11902	19	21	for	for	ADP
spir-11902	19	22	taking	take	VERB
spir-11902	19	23	an	an	DET
spir-11902	19	24	ethical	ethical	ADJ
spir-11902	19	25	framework	framework	NOUN
spir-11902	19	26	from	from	ADP
spir-11902	19	27	theory	theory	NOUN
spir-11902	19	28	into	into	ADP
spir-11902	19	29	practice	practice	NOUN
spir-11902	19	30	by	by	ADP
spir-11902	19	31	offering	offer	VERB
spir-11902	19	32	an	an	DET
spir-11902	19	33	operationalized	operationalize	VERB
spir-11902	19	34	framework	framework	NOUN
spir-11902	19	35	to	to	PART
spir-11902	19	36	begin	begin	VERB
spir-11902	19	37	embedding	embed	VERB
spir-11902	19	38	issues	issue	NOUN
spir-11902	19	39	of	of	ADP
spir-11902	19	40	overrepresentation	overrepresentation	NOUN
spir-11902	19	41	into	into	ADP
spir-11902	19	42	the	the	DET
spir-11902	19	43	ai	ai	PROPN
spir-11902	19	44	technology	technology	NOUN
spir-11902	19	45	product	product	NOUN
spir-11902	19	46	development	development	NOUN
spir-11902	19	47	cycle	cycle	NOUN
spir-11902	19	48	.	.	PUNCT
spir-11902	20	1	this	this	DET
spir-11902	20	2	paper	paper	NOUN
spir-11902	20	3	identifies	identify	VERB
spir-11902	20	4	a	a	DET
spir-11902	20	5	six	six	NUM
spir-11902	20	6	step	step	NOUN
spir-11902	20	7	process	process	NOUN
spir-11902	20	8	in	in	ADP
spir-11902	20	9	the	the	DET
spir-11902	20	10	ai	ai	PROPN
spir-11902	20	11	technology	technology	NOUN
spir-11902	20	12	development	development	NOUN
spir-11902	20	13	process	process	NOUN
spir-11902	20	14	.	.	PUNCT
spir-11902	21	1	these	these	DET
spir-11902	21	2	six	six	NUM
spir-11902	21	3	steps	step	NOUN
spir-11902	21	4	are	be	AUX
spir-11902	21	5	1	1	NUM
spir-11902	21	6	)	)	PUNCT
spir-11902	21	7	problem	problem	NOUN
spir-11902	21	8	definition	definition	NOUN
spir-11902	21	9	and	and	CCONJ
spir-11902	21	10	scope	scope	NOUN
spir-11902	21	11	,	,	PUNCT
spir-11902	21	12	2	2	NUM
spir-11902	21	13	)	)	PUNCT
spir-11902	21	14	design	design	NOUN
spir-11902	21	15	,	,	PUNCT
spir-11902	21	16	3	3	X
spir-11902	21	17	)	)	PUNCT
spir-11902	21	18	data	datum	NOUN
spir-11902	21	19	collection	collection	NOUN
spir-11902	21	20	and	and	CCONJ
spir-11902	21	21	retention	retention	NOUN
spir-11902	21	22	,	,	PUNCT
spir-11902	21	23	4	4	X
spir-11902	21	24	)	)	PUNCT
spir-11902	21	25	data	datum	NOUN
spir-11902	21	26	processing	processing	NOUN
spir-11902	21	27	,	,	PUNCT
spir-11902	21	28	5	5	X
spir-11902	21	29	)	)	PUNCT
spir-11902	21	30	model	model	NOUN
spir-11902	21	31	prototyping	prototyping	NOUN
spir-11902	21	32	and	and	CCONJ
spir-11902	21	33	qa	qa	PROPN
spir-11902	21	34	testing	testing	NOUN
spir-11902	21	35	,	,	PUNCT
spir-11902	21	36	and	and	CCONJ
spir-11902	21	37	6	6	X
spir-11902	21	38	)	)	PUNCT
spir-11902	21	39	deployment	deployment	NOUN
spir-11902	21	40	,	,	PUNCT
spir-11902	21	41	monitoring	monitoring	NOUN
spir-11902	21	42	,	,	PUNCT
spir-11902	21	43	and	and	CCONJ
spir-11902	21	44	maintenance.6	maintenance.6	PROPN
spir-11902	21	45	specifically	specifically	ADV
spir-11902	21	46	,	,	PUNCT
spir-11902	21	47	to	to	ADP
spir-11902	21	48	each	each	DET
spir-11902	21	49	one	one	NUM
spir-11902	21	50	of	of	ADP
spir-11902	21	51	the	the	DET
spir-11902	21	52	six	six	NUM
spir-11902	21	53	steps	step	NOUN
spir-11902	21	54	in	in	ADP
spir-11902	21	55	the	the	DET
spir-11902	21	56	development	development	NOUN
spir-11902	21	57	cycle	cycle	NOUN
spir-11902	21	58	this	this	DET
spir-11902	21	59	paper	paper	NOUN
spir-11902	21	60	offers	offer	VERB
spir-11902	21	61	a	a	DET
spir-11902	21	62	recommended	recommend	VERB
spir-11902	21	63	set	set	NOUN
spir-11902	21	64	of	of	ADP
spir-11902	21	65	additional	additional	ADJ
spir-11902	21	66	jobs	job	NOUN
spir-11902	21	67	to	to	PART
spir-11902	21	68	be	be	AUX
spir-11902	21	69	done	do	VERB
spir-11902	21	70	as	as	SCONJ
spir-11902	21	71	follows	follow	VERB
spir-11902	21	72	:	:	PUNCT
spir-11902	21	73	1	1	X
spir-11902	21	74	)	)	PUNCT
spir-11902	21	75	a	a	DET
spir-11902	21	76	critical	critical	ADJ
spir-11902	21	77	race	race	NOUN
spir-11902	21	78	theory	theory	NOUN
spir-11902	21	79	analysis	analysis	NOUN
spir-11902	21	80	of	of	ADP
spir-11902	21	81	who	who	PRON
spir-11902	21	82	has	have	AUX
spir-11902	21	83	been	be	AUX
spir-11902	21	84	represented	represent	VERB
spir-11902	21	85	in	in	ADP
spir-11902	21	86	this	this	DET
spir-11902	21	87	step	step	NOUN
spir-11902	21	88	including	include	VERB
spir-11902	21	89	the	the	DET
spir-11902	21	90	gendered	gendered	NOUN
spir-11902	21	91	and	and	CCONJ
spir-11902	21	92	racial	racial	ADJ
spir-11902	21	93	makeup	makeup	NOUN
spir-11902	21	94	of	of	ADP
spir-11902	21	95	the	the	DET
spir-11902	21	96	stakeholders	stakeholder	NOUN
spir-11902	21	97	present	present	ADJ
spir-11902	21	98	.	.	PUNCT
spir-11902	22	1	2	2	X
spir-11902	22	2	)	)	PUNCT
spir-11902	22	3	a	a	DET
spir-11902	22	4	specified	specified	ADJ
spir-11902	22	5	list	list	NOUN
spir-11902	22	6	of	of	ADP
spir-11902	22	7	potential	potential	ADJ
spir-11902	22	8	impacts	impact	NOUN
spir-11902	22	9	of	of	ADP
spir-11902	22	10	how	how	SCONJ
spir-11902	22	11	that	that	DET
spir-11902	22	12	representational	representational	ADJ
spir-11902	22	13	makeup	makeup	NOUN
spir-11902	22	14	may	may	AUX
spir-11902	22	15	impact	impact	VERB
spir-11902	22	16	the	the	DET
spir-11902	22	17	product	product	NOUN
spir-11902	22	18	and	and	CCONJ
spir-11902	22	19	consumers	consumer	NOUN
spir-11902	22	20	downstream	downstream	VERB
spir-11902	22	21	.	.	PUNCT
spir-11902	23	1	3	3	X
spir-11902	23	2	)	)	PUNCT
spir-11902	23	3	a	a	DET
spir-11902	23	4	discussion	discussion	NOUN
spir-11902	23	5	within	within	ADP
spir-11902	23	6	the	the	DET
spir-11902	23	7	development	development	NOUN
spir-11902	23	8	team	team	NOUN
spir-11902	23	9	about	about	ADP
spir-11902	23	10	team	team	NOUN
spir-11902	23	11	dynamics	dynamic	NOUN
spir-11902	23	12	and	and	CCONJ
spir-11902	23	13	whether	whether	SCONJ
spir-11902	23	14	there	there	PRON
spir-11902	23	15	were	be	VERB
spir-11902	23	16	specific	specific	ADJ
spir-11902	23	17	steps	step	NOUN
spir-11902	23	18	taken	take	VERB
spir-11902	23	19	to	to	PART
spir-11902	23	20	ensure	ensure	VERB
spir-11902	23	21	white	white	ADJ
spir-11902	23	22	male	male	ADJ
spir-11902	23	23	accountability	accountability	NOUN
spir-11902	23	24	and	and	CCONJ
spir-11902	23	25	the	the	DET
spir-11902	23	26	centering	centering	NOUN
spir-11902	23	27	of	of	ADP
spir-11902	23	28	the	the	DET
spir-11902	23	29	voices	voice	NOUN
spir-11902	23	30	of	of	ADP
spir-11902	23	31	folks	folk	NOUN
spir-11902	23	32	representing	represent	VERB
spir-11902	23	33	other	other	ADJ
spir-11902	23	34	identities	identity	NOUN
spir-11902	23	35	.	.	PUNCT
spir-11902	24	1	4	4	X
spir-11902	24	2	)	)	PUNCT
spir-11902	24	3	a	a	DET
spir-11902	24	4	specified	specified	ADJ
spir-11902	24	5	list	list	NOUN
spir-11902	24	6	of	of	ADP
spir-11902	24	7	how	how	SCONJ
spir-11902	24	8	relational	relational	ADJ
spir-11902	24	9	ethics	ethic	NOUN
spir-11902	24	10	drove	drive	VERB
spir-11902	24	11	development	development	NOUN
spir-11902	24	12	choices	choice	NOUN
spir-11902	24	13	within	within	ADP
spir-11902	24	14	this	this	DET
spir-11902	24	15	step	step	NOUN
spir-11902	24	16	.	.	PUNCT
spir-11902	25	1	similarly	similarly	ADV
spir-11902	25	2	,	,	PUNCT
spir-11902	25	3	this	this	DET
spir-11902	25	4	paper	paper	NOUN
spir-11902	25	5	adds	add	VERB
spir-11902	25	6	a	a	DET
spir-11902	25	7	recommended	recommended	ADJ
spir-11902	25	8	set	set	NOUN
spir-11902	25	9	of	of	ADP
spir-11902	25	10	guiding	guide	VERB
spir-11902	25	11	questions	question	NOUN
spir-11902	25	12	at	at	ADP
spir-11902	25	13	each	each	DET
spir-11902	25	14	step	step	NOUN
spir-11902	25	15	of	of	ADP
spir-11902	25	16	the	the	DET
spir-11902	25	17	development	development	NOUN
spir-11902	25	18	cycle	cycle	NOUN
spir-11902	25	19	as	as	SCONJ
spir-11902	25	20	follows	follow	VERB
spir-11902	25	21	:	:	PUNCT
spir-11902	25	22	1	1	X
spir-11902	25	23	)	)	PUNCT
spir-11902	25	24	how	how	SCONJ
spir-11902	25	25	am	be	AUX
spir-11902	25	26	i	i	PRON
spir-11902	25	27	centering	center	VERB
spir-11902	25	28	the	the	DET
spir-11902	25	29	needs	need	NOUN
spir-11902	25	30	of	of	ADP
spir-11902	25	31	marginalized	marginalize	VERB
spir-11902	25	32	communities	community	NOUN
spir-11902	25	33	in	in	ADP
spir-11902	25	34	this	this	DET
spir-11902	25	35	step	step	NOUN
spir-11902	25	36	?	?	PUNCT
spir-11902	26	1	2	2	X
spir-11902	26	2	)	)	PUNCT
spir-11902	26	3	how	how	SCONJ
spir-11902	26	4	am	be	AUX
spir-11902	26	5	i	i	PRON
spir-11902	26	6	prioritizing	prioritize	VERB
spir-11902	26	7	understanding	understanding	NOUN
spir-11902	26	8	and	and	CCONJ
spir-11902	26	9	empathy	empathy	NOUN
spir-11902	26	10	of	of	ADP
spir-11902	26	11	the	the	DET
spir-11902	26	12	experiences	experience	NOUN
spir-11902	26	13	of	of	ADP
spir-11902	26	14	others	other	NOUN
spir-11902	26	15	over	over	ADP
spir-11902	26	16	accuracy	accuracy	NOUN
spir-11902	26	17	of	of	ADP
spir-11902	26	18	prediction	prediction	NOUN
spir-11902	26	19	and	and	CCONJ
spir-11902	26	20	purely	purely	ADV
spir-11902	26	21	technological	technological	ADJ
spir-11902	26	22	solutions	solution	NOUN
spir-11902	26	23	?	?	PUNCT
spir-11902	27	1	3	3	X
spir-11902	27	2	)	)	PUNCT
spir-11902	27	3	what	what	PRON
spir-11902	27	4	are	be	AUX
spir-11902	27	5	the	the	DET
spir-11902	27	6	underlying	underlie	VERB
spir-11902	27	7	values	value	NOUN
spir-11902	27	8	i	i	PRON
spir-11902	27	9	am	be	AUX
spir-11902	27	10	embedding	embed	VERB
spir-11902	27	11	into	into	ADP
spir-11902	27	12	this	this	DET
spir-11902	27	13	step	step	NOUN
spir-11902	27	14	?	?	PUNCT
spir-11902	28	1	what	what	PRON
spir-11902	28	2	assumptions	assumption	VERB
spir-11902	28	3	might	might	AUX
spir-11902	28	4	i	i	PRON
spir-11902	28	5	be	be	AUX
spir-11902	28	6	bringing	bring	VERB
spir-11902	28	7	from	from	ADP
spir-11902	28	8	my	my	PRON
spir-11902	28	9	socio	socio	NOUN
spir-11902	28	10	-	-	PUNCT
spir-11902	28	11	political	political	ADJ
spir-11902	28	12	positionality	positionality	NOUN
spir-11902	28	13	?	?	PUNCT
spir-11902	29	1	4	4	X
spir-11902	29	2	)	)	PUNCT
spir-11902	29	3	how	how	SCONJ
spir-11902	29	4	am	be	AUX
spir-11902	29	5	i	i	PRON
spir-11902	29	6	addressing	address	VERB
spir-11902	29	7	bias	bias	NOUN
spir-11902	29	8	,	,	PUNCT
spir-11902	29	9	fairness	fairness	NOUN
spir-11902	29	10	,	,	PUNCT
spir-11902	29	11	and	and	CCONJ
spir-11902	29	12	justice	justice	NOUN
spir-11902	29	13	in	in	ADP
spir-11902	29	14	myself	myself	PRON
spir-11902	29	15	and	and	CCONJ
spir-11902	29	16	my	my	PRON
spir-11902	29	17	work	work	NOUN
spir-11902	29	18	?	?	PUNCT
spir-11902	30	1	5	5	X
spir-11902	30	2	)	)	PUNCT
spir-11902	30	3	how	how	SCONJ
spir-11902	30	4	does	do	AUX
spir-11902	30	5	taking	take	VERB
spir-11902	30	6	these	these	DET
spir-11902	30	7	steps	step	NOUN
spir-11902	30	8	towards	towards	ADP
spir-11902	30	9	relationality	relationality	NOUN
spir-11902	30	10	and	and	CCONJ
spir-11902	30	11	white	white	ADJ
spir-11902	30	12	male	male	ADJ
spir-11902	30	13	accountability	accountability	NOUN
spir-11902	30	14	feel	feel	VERB
spir-11902	30	15	for	for	ADP
spir-11902	30	16	me	i	PRON
spir-11902	30	17	?	?	PUNCT
spir-11902	31	1	do	do	AUX
spir-11902	31	2	i	i	PRON
spir-11902	31	3	have	have	VERB
spir-11902	31	4	a	a	DET
spir-11902	31	5	space	space	NOUN
spir-11902	31	6	to	to	PART
spir-11902	31	7	process	process	VERB
spir-11902	31	8	the	the	DET
spir-11902	31	9	personal	personal	ADJ
spir-11902	31	10	impact	impact	NOUN
spir-11902	31	11	of	of	ADP
spir-11902	31	12	these	these	DET
spir-11902	31	13	steps	step	NOUN
spir-11902	31	14	?	?	PUNCT
spir-11902	32	1	conclusion	conclusion	NOUN
spir-11902	32	2	the	the	DET
spir-11902	32	3	larger	large	ADJ
spir-11902	32	4	project	project	NOUN
spir-11902	32	5	of	of	ADP
spir-11902	32	6	this	this	DET
spir-11902	32	7	paper	paper	NOUN
spir-11902	32	8	is	be	AUX
spir-11902	32	9	to	to	PART
spir-11902	32	10	invite	invite	VERB
spir-11902	32	11	those	those	PRON
spir-11902	32	12	who	who	PRON
spir-11902	32	13	represent	represent	VERB
spir-11902	32	14	a	a	DET
spir-11902	32	15	white	white	ADJ
spir-11902	32	16	male	male	ADJ
spir-11902	32	17	identity	identity	NOUN
spir-11902	32	18	who	who	PRON
spir-11902	32	19	also	also	ADV
spir-11902	32	20	have	have	VERB
spir-11902	32	21	influence	influence	NOUN
spir-11902	32	22	over	over	ADP
spir-11902	32	23	the	the	DET
spir-11902	32	24	future	future	NOUN
spir-11902	32	25	of	of	ADP
spir-11902	32	26	ai	ai	PRON
spir-11902	32	27	technological	technological	ADJ
spir-11902	32	28	development	development	NOUN
spir-11902	32	29	,	,	PUNCT
spir-11902	32	30	research	research	NOUN
spir-11902	32	31	,	,	PUNCT
spir-11902	32	32	and	and	CCONJ
spir-11902	32	33	media	medium	NOUN
spir-11902	32	34	coverage	coverage	NOUN
spir-11902	32	35	to	to	PART
spir-11902	32	36	more	more	ADV
spir-11902	32	37	transparently	transparently	ADV
spir-11902	32	38	engage	engage	VERB
spir-11902	32	39	with	with	ADP
spir-11902	32	40	their	their	PRON
spir-11902	32	41	pre	pre	ADJ
spir-11902	32	42	-	-	ADJ
spir-11902	32	43	existing	existing	ADJ
spir-11902	32	44	assumptions	assumption	NOUN
spir-11902	32	45	and	and	CCONJ
spir-11902	32	46	biases	bias	NOUN
spir-11902	32	47	while	while	SCONJ
spir-11902	32	48	decreasing	decrease	VERB
spir-11902	32	49	the	the	DET
spir-11902	32	50	impact	impact	NOUN
spir-11902	32	51	of	of	ADP
spir-11902	32	52	hidden	hide	VERB
spir-11902	32	53	prejudices	prejudice	NOUN
spir-11902	32	54	.	.	PUNCT
spir-11902	33	1	the	the	DET
spir-11902	33	2	specific	specific	ADJ
spir-11902	33	3	ask	ask	NOUN
spir-11902	33	4	is	be	AUX
spir-11902	33	5	for	for	SCONJ
spir-11902	33	6	white	white	ADJ
spir-11902	33	7	male	male	ADJ
spir-11902	33	8	individuals	individual	NOUN
spir-11902	33	9	in	in	ADP
spir-11902	33	10	ai	ai	PROPN
spir-11902	33	11	technology	technology	NOUN
spir-11902	33	12	spaces	space	NOUN
spir-11902	33	13	to	to	PART
spir-11902	33	14	actively	actively	ADV
spir-11902	33	15	partner	partner	VERB
spir-11902	33	16	with	with	ADP
spir-11902	33	17	non	non	ADJ
spir-11902	33	18	-	-	ADJ
spir-11902	33	19	white	white	ADJ
spir-11902	33	20	non	non	ADJ
spir-11902	33	21	-	-	ADJ
spir-11902	33	22	male	male	ADJ
spir-11902	33	23	individuals	individual	NOUN
spir-11902	33	24	through	through	ADP
spir-11902	33	25	a	a	DET
spir-11902	33	26	lens	lens	NOUN
spir-11902	33	27	of	of	ADP
spir-11902	33	28	open	open	ADJ
spir-11902	33	29	and	and	CCONJ
spir-11902	33	30	honest	honest	ADJ
spir-11902	33	31	accountability	accountability	NOUN
spir-11902	33	32	grounded	ground	VERB
spir-11902	33	33	in	in	ADP
spir-11902	33	34	relational	relational	ADJ
spir-11902	33	35	ethics	ethic	NOUN
spir-11902	33	36	.	.	PUNCT
spir-11902	34	1	the	the	DET
spir-11902	34	2	outcome	outcome	NOUN
spir-11902	34	3	of	of	ADP
spir-11902	34	4	this	this	DET
spir-11902	34	5	accountability	accountability	NOUN
spir-11902	34	6	and	and	CCONJ
spir-11902	34	7	partnership	partnership	NOUN
spir-11902	34	8	will	will	AUX
spir-11902	34	9	be	be	AUX
spir-11902	34	10	to	to	PART
spir-11902	34	11	holistically	holistically	ADV
spir-11902	34	12	increase	increase	VERB
spir-11902	34	13	the	the	DET
spir-11902	34	14	ethical	ethical	ADJ
spir-11902	34	15	foundations	foundation	NOUN
spir-11902	34	16	of	of	ADP
spir-11902	34	17	ai	ai	PROPN
spir-11902	34	18	technology	technology	NOUN
spir-11902	34	19	spaces	space	NOUN
spir-11902	34	20	.	.	PUNCT
spir-11902	35	1	by	by	ADP
spir-11902	35	2	creating	create	VERB
spir-11902	35	3	deeper	deep	ADJ
spir-11902	35	4	ethical	ethical	ADJ
spir-11902	35	5	foundations	foundation	NOUN
spir-11902	35	6	artificial	artificial	ADJ
spir-11902	35	7	-	-	PUNCT
spir-11902	35	8	intelligence#download	intelligence#download	NOUN
spir-11902	35	9	.	.	PUNCT
spir-11902	36	1	6	6	NUM
spir-11902	36	2	terzi	terzi	NOUN
spir-11902	36	3	,	,	PUNCT
spir-11902	36	4	s.	s.	PROPN
spir-11902	36	5	,	,	PUNCT
spir-11902	36	6	bouras	boura	NOUN
spir-11902	36	7	,	,	PUNCT
spir-11902	36	8	a.	a.	NOUN
spir-11902	36	9	,	,	PUNCT
spir-11902	36	10	dutta	dutta	PROPN
spir-11902	36	11	,	,	PUNCT
spir-11902	36	12	d.	d.	PROPN
spir-11902	36	13	,	,	PUNCT
spir-11902	36	14	garetti	garetti	NOUN
spir-11902	36	15	,	,	PUNCT
spir-11902	36	16	m.	m.	NOUN
spir-11902	36	17	and	and	CCONJ
spir-11902	36	18	kiritsis	kiritsis	NOUN
spir-11902	36	19	,	,	PUNCT
spir-11902	36	20	d.	d.	PROPN
spir-11902	36	21	(	(	PUNCT
spir-11902	36	22	2010	2010	NUM
spir-11902	36	23	)	)	PUNCT
spir-11902	36	24	‘	'	PUNCT
spir-11902	36	25	product	product	NOUN
spir-11902	36	26	lifecycle	lifecycle	NOUN
spir-11902	36	27	management	management	NOUN
spir-11902	36	28	–	–	PUNCT
spir-11902	36	29	from	from	ADP
spir-11902	36	30	its	its	PRON
spir-11902	36	31	history	history	NOUN
spir-11902	36	32	to	to	ADP
spir-11902	36	33	its	its	PRON
spir-11902	36	34	new	new	ADJ
spir-11902	36	35	role	role	NOUN
spir-11902	36	36	’	'	PUNCT
spir-11902	36	37	,	,	PUNCT
spir-11902	36	38	int	int	PROPN
spir-11902	36	39	.	.	PUNCT
spir-11902	37	1	j.	j.	PROPN
spir-11902	37	2	product	product	PROPN
spir-11902	37	3	lifecycle	lifecycle	NOUN
spir-11902	37	4	management	management	NOUN
spir-11902	37	5	,	,	PUNCT
spir-11902	37	6	vol	vol	NOUN
spir-11902	37	7	.	.	PROPN
spir-11902	37	8	4	4	NUM
spir-11902	37	9	,	,	PUNCT
spir-11902	37	10	no	no	INTJ
spir-11902	37	11	.	.	NOUN
spir-11902	37	12	4	4	NUM
spir-11902	37	13	,	,	PUNCT
spir-11902	37	14	pp.360–389	pp.360–389	PROPN
spir-11902	37	15	.	.	PUNCT
spir-11902	38	1	in	in	ADP
spir-11902	38	2	ai	ai	PROPN
spir-11902	38	3	technology	technology	NOUN
spir-11902	38	4	spaces	space	NOUN
spir-11902	38	5	based	base	VERB
spir-11902	38	6	in	in	ADP
spir-11902	38	7	relational	relational	ADJ
spir-11902	38	8	morality	morality	NOUN
spir-11902	38	9	and	and	CCONJ
spir-11902	38	10	identity	identity	NOUN
spir-11902	38	11	dialogue	dialogue	NOUN
spir-11902	38	12	the	the	DET
spir-11902	38	13	hope	hope	NOUN
spir-11902	38	14	is	be	AUX
spir-11902	38	15	that	that	SCONJ
spir-11902	38	16	those	those	DET
spir-11902	38	17	embedded	embed	VERB
spir-11902	38	18	ethical	ethical	ADJ
spir-11902	38	19	values	value	NOUN
spir-11902	38	20	will	will	AUX
spir-11902	38	21	trickle	trickle	VERB
spir-11902	38	22	down	down	ADP
spir-11902	38	23	into	into	ADP
spir-11902	38	24	the	the	DET
spir-11902	38	25	downstream	downstream	ADJ
spir-11902	38	26	outputs	output	NOUN
spir-11902	38	27	of	of	ADP
spir-11902	38	28	those	those	DET
spir-11902	38	29	spaces	space	NOUN
spir-11902	38	30	such	such	ADJ
spir-11902	38	31	as	as	ADP
spir-11902	38	32	ai	ai	PROPN
spir-11902	38	33	technology	technology	NOUN
spir-11902	38	34	.	.	PUNCT
spir-11902	39	1	overrepresentation	overrepresentation	NOUN
spir-11902	39	2	of	of	ADP
spir-11902	39	3	white	white	ADJ
spir-11902	39	4	men	man	NOUN
spir-11902	39	5	in	in	ADP
spir-11902	39	6	ai	ai	PROPN
spir-11902	39	7	technology	technology	NOUN
spir-11902	39	8	development	development	NOUN
spir-11902	39	9	,	,	PUNCT
spir-11902	39	10	application	application	NOUN
spir-11902	39	11	,	,	PUNCT
spir-11902	39	12	and	and	CCONJ
spir-11902	39	13	media	medium	NOUN
spir-11902	39	14	coverage	coverage	NOUN
spir-11902	39	15	has	have	AUX
spir-11902	39	16	created	create	VERB
spir-11902	39	17	complex	complex	ADJ
spir-11902	39	18	ethical	ethical	ADJ
spir-11902	39	19	considerations	consideration	NOUN
spir-11902	39	20	that	that	PRON
spir-11902	39	21	necessitate	necessitate	ADJ
spir-11902	39	22	comprehensive	comprehensive	ADJ
spir-11902	39	23	solutions	solution	NOUN
spir-11902	39	24	to	to	PART
spir-11902	39	25	fully	fully	ADV
spir-11902	39	26	address	address	VERB
spir-11902	39	27	.	.	PUNCT
spir-11902	40	1	these	these	DET
spir-11902	40	2	solutions	solution	NOUN
spir-11902	40	3	must	must	AUX
spir-11902	40	4	be	be	AUX
spir-11902	40	5	both	both	ADV
spir-11902	40	6	ontological	ontological	ADJ
spir-11902	40	7	and	and	CCONJ
spir-11902	40	8	technical	technical	ADJ
spir-11902	40	9	in	in	ADP
spir-11902	40	10	nature	nature	NOUN
spir-11902	40	11	and	and	CCONJ
spir-11902	40	12	must	must	AUX
spir-11902	40	13	include	include	VERB
spir-11902	40	14	greater	great	ADJ
spir-11902	40	15	white	white	ADJ
spir-11902	40	16	male	male	ADJ
spir-11902	40	17	accountability	accountability	NOUN
spir-11902	40	18	in	in	ADP
spir-11902	40	19	these	these	DET
spir-11902	40	20	spaces	space	NOUN
spir-11902	40	21	and	and	CCONJ
spir-11902	40	22	a	a	DET
spir-11902	40	23	shift	shift	NOUN
spir-11902	40	24	in	in	ADP
spir-11902	40	25	foundational	foundational	ADJ
spir-11902	40	26	ethical	ethical	ADJ
spir-11902	40	27	frameworks	framework	NOUN
spir-11902	40	28	.	.	PUNCT
spir-11902	41	1	the	the	DET
spir-11902	41	2	opportunities	opportunity	NOUN
spir-11902	41	3	for	for	ADP
spir-11902	41	4	future	future	ADJ
spir-11902	41	5	research	research	NOUN
spir-11902	41	6	are	be	AUX
spir-11902	41	7	numerous	numerous	ADJ
spir-11902	41	8	.	.	PUNCT
spir-11902	42	1	more	more	ADJ
spir-11902	42	2	work	work	NOUN
spir-11902	42	3	on	on	ADP
spir-11902	42	4	what	what	PRON
spir-11902	42	5	accountability	accountability	NOUN
spir-11902	42	6	means	mean	VERB
spir-11902	42	7	in	in	ADP
spir-11902	42	8	industry	industry	NOUN
spir-11902	42	9	,	,	PUNCT
spir-11902	42	10	what	what	DET
spir-11902	42	11	critical	critical	ADJ
spir-11902	42	12	race	race	NOUN
spir-11902	42	13	studies	study	NOUN
spir-11902	42	14	have	have	VERB
spir-11902	42	15	to	to	PART
spir-11902	42	16	teach	teach	VERB
spir-11902	42	17	frameworks	framework	NOUN
spir-11902	42	18	of	of	ADP
spir-11902	42	19	justice	justice	NOUN
spir-11902	42	20	and	and	CCONJ
spir-11902	42	21	bias	bias	NOUN
spir-11902	42	22	in	in	ADP
spir-11902	42	23	ai	ai	PROPN
spir-11902	42	24	technologies	technology	NOUN
spir-11902	42	25	,	,	PUNCT
spir-11902	42	26	and	and	CCONJ
spir-11902	42	27	what	what	DET
spir-11902	42	28	vital	vital	ADJ
spir-11902	42	29	questions	question	NOUN
spir-11902	42	30	moral	moral	ADJ
spir-11902	42	31	philosophy	philosophy	NOUN
spir-11902	42	32	invites	invite	VERB
spir-11902	42	33	those	those	PRON
spir-11902	42	34	in	in	ADP
spir-11902	42	35	industry	industry	NOUN
spir-11902	42	36	to	to	PART
spir-11902	42	37	ask	ask	VERB
spir-11902	42	38	of	of	ADP
spir-11902	42	39	themselves	themselves	PRON
spir-11902	42	40	are	be	AUX
spir-11902	42	41	necessary	necessary	ADJ
spir-11902	42	42	.	.	PUNCT
spir-11902	43	1	there	there	PRON
spir-11902	43	2	is	be	VERB
spir-11902	43	3	a	a	DET
spir-11902	43	4	need	need	NOUN
spir-11902	43	5	for	for	ADP
spir-11902	43	6	more	more	ADJ
spir-11902	43	7	data	datum	NOUN
spir-11902	43	8	on	on	ADP
spir-11902	43	9	the	the	DET
spir-11902	43	10	impacts	impact	NOUN
spir-11902	43	11	of	of	ADP
spir-11902	43	12	overrepresentation	overrepresentation	NOUN
spir-11902	43	13	downstream	downstream	NOUN
spir-11902	43	14	in	in	ADP
spir-11902	43	15	ai	ai	PROPN
spir-11902	43	16	technology	technology	NOUN
spir-11902	43	17	spaces	space	NOUN
spir-11902	43	18	.	.	PUNCT
spir-11902	44	1	finally	finally	ADV
spir-11902	44	2	,	,	PUNCT
spir-11902	44	3	there	there	PRON
spir-11902	44	4	is	be	VERB
spir-11902	44	5	an	an	DET
spir-11902	44	6	immense	immense	ADJ
spir-11902	44	7	need	need	NOUN
spir-11902	44	8	for	for	ADP
spir-11902	44	9	studies	study	NOUN
spir-11902	44	10	analyzing	analyze	VERB
spir-11902	44	11	overrepresentation	overrepresentation	NOUN
spir-11902	44	12	in	in	ADP
spir-11902	44	13	ai	ai	PROPN
spir-11902	44	14	technology	technology	NOUN
spir-11902	44	15	application	application	NOUN
spir-11902	44	16	and	and	CCONJ
spir-11902	44	17	media	medium	NOUN
spir-11902	44	18	coverage	coverage	NOUN
spir-11902	44	19	spaces	space	NOUN
spir-11902	44	20	.	.	PUNCT