id	sid	tid	token	lemma	pos
bracis-33632	1	1	exploring	explore	VERB
bracis-33632	1	2	score	score	NOUN
bracis-33632	1	3	-	-	PUNCT
bracis-33632	1	4	based	base	VERB
bracis-33632	1	5	ranking	ranking	ADJ
bracis-33632	1	6	fairness	fairness	NOUN
bracis-33632	1	7	in	in	ADP
bracis-33632	1	8	 	 	SPACE
bracis-33632	1	9	marketplace	marketplace	NOUN
bracis-33632	1	10	environments	environment	NOUN
bracis-33632	1	11	through	through	ADP
bracis-33632	1	12	simulation	simulation	NOUN
bracis-33632	1	13	|	|	NOUN
bracis-33632	1	14	springer	springer	NOUN
bracis-33632	1	15	nature	nature	PROPN
bracis-33632	1	16	link	link	PROPN
bracis-33632	1	17	(	(	PUNCT
bracis-33632	1	18	formerly	formerly	ADV
bracis-33632	1	19	springerlink	springerlink	NOUN
bracis-33632	1	20	)	)	PUNCT
bracis-33632	1	21	skip	skip	VERB
bracis-33632	1	22	to	to	ADP
bracis-33632	1	23	main	main	ADJ
bracis-33632	1	24	content	content	NOUN
bracis-33632	1	25	advertisement	advertisement	NOUN
bracis-33632	1	26	log	log	NOUN
bracis-33632	1	27	in	in	ADP
bracis-33632	1	28	menu	menu	NOUN
bracis-33632	1	29	find	find	VERB
bracis-33632	1	30	a	a	DET
bracis-33632	1	31	journal	journal	NOUN
bracis-33632	1	32	publish	publish	VERB
bracis-33632	1	33	with	with	ADP
bracis-33632	1	34	us	we	PRON
bracis-33632	1	35	track	track	VERB
bracis-33632	1	36	your	your	PRON
bracis-33632	1	37	research	research	NOUN
bracis-33632	1	38	search	search	NOUN
bracis-33632	1	39	cart	cart	NOUN
bracis-33632	1	40	home	home	NOUN
bracis-33632	1	41	intelligent	intelligent	ADJ
bracis-33632	1	42	systems	system	NOUN
bracis-33632	1	43	conference	conference	NOUN
bracis-33632	1	44	paper	paper	NOUN
bracis-33632	1	45	exploring	explore	VERB
bracis-33632	1	46	score	score	NOUN
bracis-33632	1	47	-	-	PUNCT
bracis-33632	1	48	based	base	VERB
bracis-33632	1	49	ranking	ranking	ADJ
bracis-33632	1	50	fairness	fairness	NOUN
bracis-33632	1	51	in	in	ADP
bracis-33632	1	52	 	 	SPACE
bracis-33632	1	53	marketplace	marketplace	NOUN
bracis-33632	1	54	environments	environment	NOUN
bracis-33632	1	55	through	through	ADP
bracis-33632	1	56	simulation	simulation	NOUN
bracis-33632	1	57	conference	conference	PROPN
bracis-33632	1	58	paper	paper	NOUN
bracis-33632	1	59	first	first	ADV
bracis-33632	1	60	online	online	ADV
bracis-33632	1	61	:	:	PUNCT
bracis-33632	1	62	30	30	NUM
bracis-33632	1	63	january	january	NOUN
bracis-33632	1	64	2025	2025	NUM
bracis-33632	1	65	pp	pp	PROPN
bracis-33632	1	66	276–290	276–290	NUM
bracis-33632	1	67	cite	cite	VERB
bracis-33632	1	68	this	this	DET
bracis-33632	1	69	conference	conference	NOUN
bracis-33632	1	70	paper	paper	NOUN
bracis-33632	1	71	access	access	NOUN
bracis-33632	1	72	provided	provide	VERB
bracis-33632	1	73	by	by	ADP
bracis-33632	1	74	university	university	PROPN
bracis-33632	1	75	of	of	ADP
bracis-33632	1	76	notre	notre	PROPN
bracis-33632	1	77	dame	dame	PROPN
bracis-33632	1	78	hesburgh	hesburgh	PROPN
bracis-33632	1	79	library	library	PROPN
bracis-33632	1	80	download	download	PROPN
bracis-33632	1	81	book	book	NOUN
bracis-33632	1	82	pdf	pdf	PROPN
bracis-33632	1	83	download	download	NOUN
bracis-33632	1	84	book	book	NOUN
bracis-33632	1	85	epub	epub	PROPN
bracis-33632	1	86	intelligent	intelligent	ADJ
bracis-33632	1	87	systems	system	NOUN
bracis-33632	1	88	(	(	PUNCT
bracis-33632	1	89	bracis	bracis	NOUN
bracis-33632	1	90	2024	2024	NUM
bracis-33632	1	91	)	)	PUNCT
bracis-33632	1	92	exploring	explore	VERB
bracis-33632	1	93	score	score	NOUN
bracis-33632	1	94	-	-	PUNCT
bracis-33632	1	95	based	base	VERB
bracis-33632	1	96	ranking	ranking	ADJ
bracis-33632	1	97	fairness	fairness	NOUN
bracis-33632	1	98	in	in	ADP
bracis-33632	1	99	 	 	SPACE
bracis-33632	1	100	marketplace	marketplace	NOUN
bracis-33632	1	101	environments	environment	NOUN
bracis-33632	1	102	through	through	ADP
bracis-33632	1	103	simulation	simulation	NOUN
bracis-33632	1	104	download	download	PROPN
bracis-33632	1	105	book	book	PROPN
bracis-33632	1	106	pdf	pdf	PROPN
bracis-33632	1	107	download	download	NOUN
bracis-33632	1	108	book	book	PROPN
bracis-33632	1	109	epub	epub	PROPN
bracis-33632	1	110	lucas	lucas	PROPN
bracis-33632	1	111	c.	c.	PROPN
bracis-33632	1	112	silva	silva	PROPN
bracis-33632	1	113	  	  	SPACE
bracis-33632	1	114	orcid	orcid	PROPN
bracis-33632	1	115	:	:	PUNCT
bracis-33632	1	116	orcid.org/0000-0003-0718-50559	orcid.org/0000-0003-0718-50559	PROPN
bracis-33632	1	117	&	&	CCONJ
bracis-33632	1	118	daniel	daniel	PROPN
bracis-33632	1	119	lucrédio	lucrédio	PROPN
bracis-33632	1	120	  	  	SPACE
bracis-33632	1	121	orcid	orcid	NOUN
bracis-33632	1	122	:	:	PUNCT
bracis-33632	1	123	orcid.org/0000-0002-1360-40369	orcid.org/0000-0002-1360-40369	PROPN
bracis-33632	1	124	  	  	SPACE
bracis-33632	1	125	part	part	NOUN
bracis-33632	1	126	of	of	ADP
bracis-33632	1	127	the	the	DET
bracis-33632	1	128	book	book	NOUN
bracis-33632	1	129	series	series	NOUN
bracis-33632	1	130	:	:	PUNCT
bracis-33632	1	131	lecture	lecture	NOUN
bracis-33632	1	132	notes	note	NOUN
bracis-33632	1	133	in	in	ADP
bracis-33632	1	134	computer	computer	NOUN
bracis-33632	1	135	science	science	NOUN
bracis-33632	1	136	(	(	PUNCT
bracis-33632	1	137	(	(	PUNCT
bracis-33632	1	138	lnai	lnai	ADJ
bracis-33632	1	139	,	,	PUNCT
bracis-33632	1	140	volume	volume	NOUN
bracis-33632	1	141	15414	15414	NUM
bracis-33632	1	142	)	)	PUNCT
bracis-33632	1	143	)	)	PUNCT
bracis-33632	1	144	included	include	VERB
bracis-33632	1	145	in	in	ADP
bracis-33632	1	146	the	the	DET
bracis-33632	1	147	following	follow	VERB
bracis-33632	1	148	conference	conference	NOUN
bracis-33632	1	149	series	series	NOUN
bracis-33632	1	150	:	:	PUNCT
bracis-33632	1	151	brazilian	brazilian	ADJ
bracis-33632	1	152	conference	conference	NOUN
bracis-33632	1	153	on	on	ADP
bracis-33632	1	154	intelligent	intelligent	ADJ
bracis-33632	1	155	systems	system	NOUN
bracis-33632	1	156	372	372	NUM
bracis-33632	1	157	accesses	access	NOUN
bracis-33632	1	158	abstract	abstract	ADV
bracis-33632	1	159	we	we	PRON
bracis-33632	1	160	are	be	AUX
bracis-33632	1	161	currently	currently	ADV
bracis-33632	1	162	witnessing	witness	VERB
bracis-33632	1	163	growing	grow	VERB
bracis-33632	1	164	concerns	concern	NOUN
bracis-33632	1	165	regarding	regard	VERB
bracis-33632	1	166	fairness	fairness	NOUN
bracis-33632	1	167	in	in	ADP
bracis-33632	1	168	online	online	ADJ
bracis-33632	1	169	marketplace	marketplace	NOUN
bracis-33632	1	170	environments	environment	NOUN
bracis-33632	1	171	,	,	PUNCT
bracis-33632	1	172	particularly	particularly	ADV
bracis-33632	1	173	 	 	SPACE
bracis-33632	1	174	in	in	ADP
bracis-33632	1	175	situations	situation	NOUN
bracis-33632	1	176	involving	involve	VERB
bracis-33632	1	177	platform	platform	NOUN
bracis-33632	1	178	-	-	PUNCT
bracis-33632	1	179	owned	own	VERB
bracis-33632	1	180	first	first	ADJ
bracis-33632	1	181	-	-	PUNCT
bracis-33632	1	182	party	party	NOUN
bracis-33632	1	183	selling	selling	NOUN
bracis-33632	1	184	,	,	PUNCT
bracis-33632	1	185	biased	biased	ADJ
bracis-33632	1	186	recommendation	recommendation	NOUN
bracis-33632	1	187	algorithms	algorithm	NOUN
bracis-33632	1	188	and	and	CCONJ
bracis-33632	1	189	trust	trust	NOUN
bracis-33632	1	190	formation	formation	NOUN
bracis-33632	1	191	.	.	PUNCT
bracis-33632	2	1	regulatory	regulatory	ADJ
bracis-33632	2	2	measures	measure	NOUN
bracis-33632	2	3	,	,	PUNCT
bracis-33632	2	4	such	such	ADJ
bracis-33632	2	5	as	as	ADP
bracis-33632	2	6	those	those	PRON
bracis-33632	2	7	imposed	impose	VERB
bracis-33632	2	8	by	by	ADP
bracis-33632	2	9	the	the	DET
bracis-33632	2	10	european	european	PROPN
bracis-33632	2	11	commission	commission	PROPN
bracis-33632	2	12	and	and	CCONJ
bracis-33632	2	13	the	the	DET
bracis-33632	2	14	us	us	PROPN
bracis-33632	2	15	federal	federal	PROPN
bracis-33632	2	16	trade	trade	PROPN
bracis-33632	2	17	commission	commission	PROPN
bracis-33632	2	18	,	,	PUNCT
bracis-33632	2	19	underscore	underscore	VERB
bracis-33632	2	20	the	the	DET
bracis-33632	2	21	importance	importance	NOUN
bracis-33632	2	22	of	of	ADP
bracis-33632	2	23	fair	fair	ADJ
bracis-33632	2	24	practices	practice	NOUN
bracis-33632	2	25	 	 	SPACE
bracis-33632	2	26	on	on	ADP
bracis-33632	2	27	these	these	DET
bracis-33632	2	28	platforms	platform	NOUN
bracis-33632	2	29	.	.	PUNCT
bracis-33632	3	1	while	while	SCONJ
bracis-33632	3	2	machine	machine	NOUN
bracis-33632	3	3	learning	learn	VERB
bracis-33632	3	4	ranking	ranking	NOUN
bracis-33632	3	5	models	model	NOUN
bracis-33632	3	6	are	be	AUX
bracis-33632	3	7	widely	widely	ADV
bracis-33632	3	8	used	use	VERB
bracis-33632	3	9	in	in	ADP
bracis-33632	3	10	ranking	rank	VERB
bracis-33632	3	11	multiple	multiple	ADJ
bracis-33632	3	12	offers	offer	NOUN
bracis-33632	3	13	from	from	ADP
bracis-33632	3	14	various	various	ADJ
bracis-33632	3	15	sellers	seller	NOUN
bracis-33632	3	16	,	,	PUNCT
bracis-33632	3	17	they	they	PRON
bracis-33632	3	18	 	 	SPACE
bracis-33632	3	19	can	can	AUX
bracis-33632	3	20	inadvertently	inadvertently	ADV
bracis-33632	3	21	introduce	introduce	VERB
bracis-33632	3	22	biases	bias	NOUN
bracis-33632	3	23	,	,	PUNCT
bracis-33632	3	24	raising	raise	VERB
bracis-33632	3	25	regulators	regulator	NOUN
bracis-33632	3	26	’	'	PUNCT
bracis-33632	3	27	concerns	concern	NOUN
bracis-33632	3	28	.	.	PUNCT
bracis-33632	4	1	despite	despite	SCONJ
bracis-33632	4	2	recent	recent	ADJ
bracis-33632	4	3	advances	advance	NOUN
bracis-33632	4	4	in	in	ADP
bracis-33632	4	5	fair	fair	ADJ
bracis-33632	4	6	ranking	ranking	ADJ
bracis-33632	4	7	algorithms	algorithm	NOUN
bracis-33632	4	8	,	,	PUNCT
bracis-33632	4	9	the	the	DET
bracis-33632	4	10	long	long	ADJ
bracis-33632	4	11	-	-	PUNCT
bracis-33632	4	12	term	term	NOUN
bracis-33632	4	13	impact	impact	NOUN
bracis-33632	4	14	of	of	ADP
bracis-33632	4	15	fairness	fairness	NOUN
bracis-33632	4	16	in	in	ADP
bracis-33632	4	17	ranking	ranking	NOUN
bracis-33632	4	18	remains	remain	VERB
bracis-33632	4	19	understudied	understudied	ADJ
bracis-33632	4	20	.	.	PUNCT
bracis-33632	4	21	 	 	SPACE
bracis-33632	5	1	the	the	DET
bracis-33632	5	2	contributions	contribution	NOUN
bracis-33632	5	3	of	of	ADP
bracis-33632	5	4	this	this	DET
bracis-33632	5	5	research	research	NOUN
bracis-33632	5	6	are	be	AUX
bracis-33632	5	7	threefold	threefold	ADV
bracis-33632	5	8	:	:	PUNCT
bracis-33632	5	9	1	1	X
bracis-33632	5	10	)	)	PUNCT
bracis-33632	5	11	it	it	PRON
bracis-33632	5	12	establishes	establish	VERB
bracis-33632	5	13	 	 	SPACE
bracis-33632	5	14	a	a	DET
bracis-33632	5	15	simulated	simulated	ADJ
bracis-33632	5	16	online	online	ADJ
bracis-33632	5	17	marketplace	marketplace	NOUN
bracis-33632	5	18	environment	environment	NOUN
bracis-33632	5	19	to	to	PART
bracis-33632	5	20	complement	complement	VERB
bracis-33632	5	21	traditional	traditional	ADJ
bracis-33632	5	22	static	static	ADJ
bracis-33632	5	23	experiments	experiment	NOUN
bracis-33632	5	24	;	;	PUNCT
bracis-33632	5	25	2	2	X
bracis-33632	5	26	)	)	PUNCT
bracis-33632	5	27	it	it	PRON
bracis-33632	5	28	assesses	assess	VERB
bracis-33632	5	29	the	the	DET
bracis-33632	5	30	long	long	ADJ
bracis-33632	5	31	-	-	PUNCT
bracis-33632	5	32	term	term	NOUN
bracis-33632	5	33	impact	impact	NOUN
bracis-33632	5	34	of	of	ADP
bracis-33632	5	35	fairness	fairness	NOUN
bracis-33632	5	36	in	in	ADP
bracis-33632	5	37	utility	utility	NOUN
bracis-33632	5	38	of	of	ADP
bracis-33632	5	39	ranking	rank	VERB
bracis-33632	5	40	algorithms	algorithm	NOUN
bracis-33632	5	41	;	;	PUNCT
bracis-33632	5	42	and	and	CCONJ
bracis-33632	5	43	3	3	X
bracis-33632	5	44	)	)	PUNCT
bracis-33632	5	45	it	it	PRON
bracis-33632	5	46	evaluates	evaluate	VERB
bracis-33632	5	47	state	state	NOUN
bracis-33632	5	48	-	-	PUNCT
bracis-33632	5	49	of	of	ADP
bracis-33632	5	50	-	-	PUNCT
bracis-33632	5	51	the	the	DET
bracis-33632	5	52	-	-	PUNCT
bracis-33632	5	53	art	art	NOUN
bracis-33632	5	54	fairness	fairness	NOUN
bracis-33632	5	55	techniques	technique	NOUN
bracis-33632	5	56	in	in	ADP
bracis-33632	5	57	dynamic	dynamic	ADJ
bracis-33632	5	58	environments	environment	NOUN
bracis-33632	5	59	.	.	PUNCT
bracis-33632	6	1	findings	finding	NOUN
bracis-33632	6	2	reveal	reveal	VERB
bracis-33632	6	3	how	how	SCONJ
bracis-33632	6	4	utility	utility	NOUN
bracis-33632	6	5	in	in	ADP
bracis-33632	6	6	ranking	rank	VERB
bracis-33632	6	7	fairness	fairness	NOUN
bracis-33632	6	8	algorithms	algorithm	NOUN
bracis-33632	6	9	can	can	AUX
bracis-33632	6	10	 	 	SPACE
bracis-33632	6	11	be	be	AUX
bracis-33632	6	12	affected	affect	VERB
bracis-33632	6	13	by	by	ADP
bracis-33632	6	14	the	the	DET
bracis-33632	6	15	application	application	NOUN
bracis-33632	6	16	of	of	ADP
bracis-33632	6	17	fairness	fairness	NOUN
bracis-33632	6	18	techniques	technique	NOUN
bracis-33632	6	19	and	and	CCONJ
bracis-33632	6	20	how	how	SCONJ
bracis-33632	6	21	 	 	SPACE
bracis-33632	6	22	data	data	NOUN
bracis-33632	6	23	drift	drift	NOUN
bracis-33632	6	24	impacts	impact	NOUN
bracis-33632	6	25	regular	regular	ADJ
bracis-33632	6	26	and	and	CCONJ
bracis-33632	6	27	fair	fair	ADV
bracis-33632	6	28	ranking	ranking	ADJ
bracis-33632	6	29	algorithms	algorithm	NOUN
bracis-33632	6	30	in	in	ADP
bracis-33632	6	31	a	a	DET
bracis-33632	6	32	long	long	ADJ
bracis-33632	6	33	-	-	PUNCT
bracis-33632	6	34	term	term	NOUN
bracis-33632	6	35	scenario	scenario	NOUN
bracis-33632	6	36	.	.	PUNCT
bracis-33632	7	1	access	access	NOUN
bracis-33632	7	2	provided	provide	VERB
bracis-33632	7	3	by	by	ADP
bracis-33632	7	4	university	university	PROPN
bracis-33632	7	5	of	of	ADP
bracis-33632	7	6	notre	notre	PROPN
bracis-33632	7	7	dame	dame	PROPN
bracis-33632	7	8	hesburgh	hesburgh	PROPN
bracis-33632	7	9	library	library	PROPN
bracis-33632	7	10	.	.	PUNCT
bracis-33632	8	1	download	download	PROPN
bracis-33632	8	2	conference	conference	NOUN
bracis-33632	8	3	paper	paper	NOUN
bracis-33632	8	4	pdf	pdf	NOUN
bracis-33632	8	5	similar	similar	ADJ
bracis-33632	8	6	content	content	NOUN
bracis-33632	8	7	being	be	AUX
bracis-33632	8	8	viewed	view	VERB
bracis-33632	8	9	by	by	ADP
bracis-33632	8	10	others	other	NOUN
bracis-33632	8	11	fairness	fairness	NOUN
bracis-33632	8	12	in	in	ADP
bracis-33632	8	13	rankings	ranking	NOUN
bracis-33632	8	14	and	and	CCONJ
bracis-33632	8	15	recommendations	recommendation	NOUN
bracis-33632	8	16	:	:	PUNCT
bracis-33632	8	17	an	an	DET
bracis-33632	8	18	overview	overview	NOUN
bracis-33632	8	19	article	article	NOUN
bracis-33632	8	20	open	open	VERB
bracis-33632	8	21	access	access	NOUN
bracis-33632	8	22	02	02	NUM
bracis-33632	8	23	october	october	PROPN
bracis-33632	8	24	2021	2021	NUM
bracis-33632	8	25	fairness	fairness	NOUN
bracis-33632	8	26	-	-	PUNCT
bracis-33632	8	27	aware	aware	ADJ
bracis-33632	8	28	machine	machine	NOUN
bracis-33632	8	29	learning	learn	VERB
bracis-33632	8	30	engineering	engineering	NOUN
bracis-33632	8	31	:	:	PUNCT
bracis-33632	8	32	how	how	SCONJ
bracis-33632	8	33	far	far	ADV
bracis-33632	8	34	are	be	AUX
bracis-33632	8	35	we	we	PRON
bracis-33632	8	36	?	?	PUNCT
bracis-33632	9	1	article	article	NOUN
bracis-33632	9	2	open	open	ADJ
bracis-33632	9	3	access	access	NOUN
bracis-33632	9	4	24	24	NUM
bracis-33632	9	5	november	november	PROPN
bracis-33632	9	6	2023	2023	NUM
bracis-33632	9	7	lambdafair	lambdafair	NOUN
bracis-33632	9	8	for	for	ADP
bracis-33632	9	9	 	 	SPACE
bracis-33632	9	10	fair	fair	ADJ
bracis-33632	9	11	and	and	CCONJ
bracis-33632	9	12	 	 	SPACE
bracis-33632	9	13	effective	effective	ADJ
bracis-33632	9	14	ranking	rank	VERB
bracis-33632	9	15	chapter	chapter	NOUN
bracis-33632	9	16	©	©	NOUN
bracis-33632	9	17	2025	2025	NUM
bracis-33632	9	18	1	1	NUM
bracis-33632	9	19	introduction	introduction	NOUN
bracis-33632	9	20	online	online	ADJ
bracis-33632	9	21	marketplace	marketplace	NOUN
bracis-33632	9	22	services	service	NOUN
bracis-33632	9	23	for	for	ADP
bracis-33632	9	24	third	third	ADJ
bracis-33632	9	25	-	-	PUNCT
bracis-33632	9	26	party	party	NOUN
bracis-33632	9	27	sellers	seller	NOUN
bracis-33632	9	28	are	be	AUX
bracis-33632	9	29	commonly	commonly	ADV
bracis-33632	9	30	provided	provide	VERB
bracis-33632	9	31	by	by	ADP
bracis-33632	9	32	major	major	ADJ
bracis-33632	9	33	e	e	PROPN
bracis-33632	9	34	-	-	NOUN
bracis-33632	9	35	commerce	commerce	NOUN
bracis-33632	9	36	platforms	platform	NOUN
bracis-33632	9	37	such	such	ADJ
bracis-33632	9	38	as	as	ADP
bracis-33632	9	39	amazon	amazon	NOUN
bracis-33632	9	40	and	and	CCONJ
bracis-33632	9	41	alibaba	alibaba	PROPN
bracis-33632	9	42	.	.	PUNCT
bracis-33632	10	1	however	however	ADV
bracis-33632	10	2	,	,	PUNCT
bracis-33632	10	3	concerns	concern	NOUN
bracis-33632	10	4	about	about	ADP
bracis-33632	10	5	fairness	fairness	NOUN
bracis-33632	10	6	have	have	AUX
bracis-33632	10	7	emerged	emerge	VERB
bracis-33632	10	8	in	in	ADP
bracis-33632	10	9	recent	recent	ADJ
bracis-33632	10	10	years	year	NOUN
bracis-33632	10	11	,	,	PUNCT
bracis-33632	10	12	particularly	particularly	ADV
bracis-33632	10	13	in	in	ADP
bracis-33632	10	14	situations	situation	NOUN
bracis-33632	10	15	where	where	SCONJ
bracis-33632	10	16	:	:	PUNCT
bracis-33632	10	17	(	(	PUNCT
bracis-33632	10	18	i	i	NOUN
bracis-33632	10	19	)	)	PUNCT
bracis-33632	10	20	the	the	DET
bracis-33632	10	21	marketplace	marketplace	NOUN
bracis-33632	10	22	platform	platform	NOUN
bracis-33632	10	23	itself	itself	PRON
bracis-33632	10	24	engages	engage	VERB
bracis-33632	10	25	in	in	ADP
bracis-33632	10	26	first	first	ADJ
bracis-33632	10	27	-	-	PUNCT
bracis-33632	10	28	party	party	NOUN
bracis-33632	10	29	selling	selling	NOUN
bracis-33632	10	30	and	and	CCONJ
bracis-33632	10	31	increases	increase	VERB
bracis-33632	10	32	revenue	revenue	NOUN
bracis-33632	10	33	 	 	SPACE
bracis-33632	10	34	by	by	ADP
bracis-33632	10	35	employing	employ	VERB
bracis-33632	10	36	biased	biased	ADJ
bracis-33632	10	37	algorithms	algorithm	NOUN
bracis-33632	10	38	or	or	CCONJ
bracis-33632	10	39	by	by	ADP
bracis-33632	10	40	making	make	VERB
bracis-33632	10	41	an	an	DET
bracis-33632	10	42	unfair	unfair	ADJ
bracis-33632	10	43	use	use	NOUN
bracis-33632	10	44	of	of	ADP
bracis-33632	10	45	private	private	ADJ
bracis-33632	10	46	seller	seller	NOUN
bracis-33632	10	47	data	datum	NOUN
bracis-33632	10	48	[	[	X
bracis-33632	10	49	8	8	NUM
bracis-33632	10	50	]	]	PUNCT
bracis-33632	10	51	;	;	PUNCT
bracis-33632	10	52	and	and	CCONJ
bracis-33632	10	53	(	(	PUNCT
bracis-33632	10	54	ii	ii	NOUN
bracis-33632	10	55	)	)	PUNCT
bracis-33632	10	56	the	the	DET
bracis-33632	10	57	platform	platform	NOUN
bracis-33632	10	58	’s	’s	PART
bracis-33632	10	59	recommendation	recommendation	NOUN
bracis-33632	10	60	algorithms	algorithm	NOUN
bracis-33632	10	61	favor	favor	VERB
bracis-33632	10	62	sellers	seller	NOUN
bracis-33632	10	63	that	that	PRON
bracis-33632	10	64	utilize	utilize	VERB
bracis-33632	10	65	paid	pay	VERB
bracis-33632	10	66	services	service	NOUN
bracis-33632	10	67	,	,	PUNCT
bracis-33632	10	68	such	such	ADJ
bracis-33632	10	69	as	as	ADP
bracis-33632	10	70	fulfillment	fulfillment	NOUN
bracis-33632	10	71	or	or	CCONJ
bracis-33632	10	72	delivery	delivery	NOUN
bracis-33632	11	1	[	[	X
bracis-33632	11	2	3	3	NUM
bracis-33632	11	3	]	]	PUNCT
bracis-33632	11	4	.	.	PUNCT
bracis-33632	12	1	in	in	ADP
bracis-33632	12	2	response	response	NOUN
bracis-33632	12	3	to	to	ADP
bracis-33632	12	4	these	these	DET
bracis-33632	12	5	concerns	concern	NOUN
bracis-33632	12	6	,	,	PUNCT
bracis-33632	12	7	the	the	DET
bracis-33632	12	8	european	european	PROPN
bracis-33632	12	9	commission	commission	PROPN
bracis-33632	12	10	has	have	AUX
bracis-33632	12	11	 	 	SPACE
bracis-33632	12	12	taken	take	VERB
bracis-33632	12	13	concrete	concrete	ADJ
bracis-33632	12	14	action	action	NOUN
bracis-33632	12	15	by	by	ADP
bracis-33632	12	16	determining	determine	VERB
bracis-33632	12	17	that	that	SCONJ
bracis-33632	12	18	these	these	DET
bracis-33632	12	19	practices	practice	NOUN
bracis-33632	12	20	may	may	AUX
bracis-33632	12	21	lead	lead	VERB
bracis-33632	12	22	 	 	SPACE
bracis-33632	12	23	to	to	ADP
bracis-33632	12	24	violations	violation	NOUN
bracis-33632	12	25	to	to	ADP
bracis-33632	12	26	the	the	DET
bracis-33632	12	27	antitrust	antitrust	ADJ
bracis-33632	12	28	rules	rule	NOUN
bracis-33632	12	29	of	of	ADP
bracis-33632	12	30	the	the	DET
bracis-33632	12	31	european	european	PROPN
bracis-33632	12	32	union	union	PROPN
bracis-33632	12	33	.	.	PUNCT
bracis-33632	13	1	as	as	ADP
bracis-33632	13	2	 	 	SPACE
bracis-33632	13	3	a	a	DET
bracis-33632	13	4	result	result	NOUN
bracis-33632	13	5	,	,	PUNCT
bracis-33632	13	6	regulatory	regulatory	ADJ
bracis-33632	13	7	measures	measure	NOUN
bracis-33632	13	8	have	have	AUX
bracis-33632	13	9	been	be	AUX
bracis-33632	13	10	imposed	impose	VERB
bracis-33632	13	11	on	on	ADP
bracis-33632	13	12	amazon	amazon	NOUN
bracis-33632	13	13	’s	’s	PART
bracis-33632	13	14	buy	buy	PROPN
bracis-33632	13	15	 	 	SPACE
bracis-33632	13	16	box	box	PROPN
bracis-33632	13	17	and	and	CCONJ
bracis-33632	13	18	prime	prime	ADJ
bracis-33632	13	19	program	program	NOUN
bracis-33632	13	20	to	to	PART
bracis-33632	13	21	ensure	ensure	VERB
bracis-33632	13	22	compliance	compliance	NOUN
bracis-33632	13	23	with	with	ADP
bracis-33632	13	24	the	the	DET
bracis-33632	13	25	established	establish	VERB
bracis-33632	13	26	guidelines	guideline	NOUN
bracis-33632	13	27	[	[	X
bracis-33632	13	28	19	19	NUM
bracis-33632	13	29	]	]	PUNCT
bracis-33632	13	30	.	.	PUNCT
bracis-33632	14	1	machine	machine	NOUN
bracis-33632	14	2	learning	learn	VERB
bracis-33632	14	3	ranking	ranking	NOUN
bracis-33632	14	4	models	model	NOUN
bracis-33632	14	5	are	be	AUX
bracis-33632	14	6	widely	widely	ADV
bracis-33632	14	7	employed	employ	VERB
bracis-33632	14	8	in	in	ADP
bracis-33632	14	9	 	 	SPACE
bracis-33632	14	10	the	the	DET
bracis-33632	14	11	construction	construction	NOUN
bracis-33632	14	12	of	of	ADP
bracis-33632	14	13	systems	system	NOUN
bracis-33632	14	14	that	that	PRON
bracis-33632	14	15	rank	rank	VERB
bracis-33632	14	16	multiple	multiple	ADJ
bracis-33632	14	17	offers	offer	NOUN
bracis-33632	14	18	from	from	ADP
bracis-33632	14	19	multiple	multiple	ADJ
bracis-33632	14	20	sellers	seller	NOUN
bracis-33632	14	21	for	for	ADP
bracis-33632	14	22	the	the	DET
bracis-33632	14	23	same	same	ADJ
bracis-33632	14	24	product	product	NOUN
bracis-33632	14	25	.	.	PUNCT
bracis-33632	15	1	however	however	ADV
bracis-33632	15	2	,	,	PUNCT
bracis-33632	15	3	these	these	DET
bracis-33632	15	4	models	model	NOUN
bracis-33632	15	5	may	may	AUX
bracis-33632	15	6	,	,	PUNCT
bracis-33632	15	7	inadvertently	inadvertently	ADV
bracis-33632	15	8	or	or	CCONJ
bracis-33632	15	9	not	not	PART
bracis-33632	15	10	,	,	PUNCT
bracis-33632	15	11	introduce	introduce	VERB
bracis-33632	15	12	biases	bias	NOUN
bracis-33632	15	13	that	that	PRON
bracis-33632	15	14	favor	favor	VERB
bracis-33632	15	15	the	the	DET
bracis-33632	15	16	first	first	ADJ
bracis-33632	15	17	-	-	PUNCT
bracis-33632	15	18	party	party	NOUN
bracis-33632	15	19	seller	seller	NOUN
bracis-33632	15	20	or	or	CCONJ
bracis-33632	15	21	clients	client	NOUN
bracis-33632	15	22	of	of	ADP
bracis-33632	15	23	other	other	ADJ
bracis-33632	15	24	services	service	NOUN
bracis-33632	15	25	provided	provide	VERB
bracis-33632	15	26	by	by	ADP
bracis-33632	15	27	the	the	DET
bracis-33632	15	28	platform	platform	NOUN
bracis-33632	15	29	-	-	PUNCT
bracis-33632	15	30	owning	own	VERB
bracis-33632	15	31	company	company	NOUN
bracis-33632	15	32	,	,	PUNCT
bracis-33632	15	33	which	which	PRON
bracis-33632	15	34	were	be	AUX
bracis-33632	15	35	considered	consider	VERB
bracis-33632	15	36	by	by	ADP
bracis-33632	15	37	regulatory	regulatory	ADJ
bracis-33632	15	38	entities	entity	NOUN
bracis-33632	15	39	 	 	SPACE
bracis-33632	15	40	as	as	ADP
bracis-33632	15	41	anticompetitive	anticompetitive	ADJ
bracis-33632	15	42	practices	practice	NOUN
bracis-33632	15	43	[	[	X
bracis-33632	15	44	3	3	NUM
bracis-33632	15	45	]	]	PUNCT
bracis-33632	15	46	.	.	PUNCT
bracis-33632	16	1	despite	despite	SCONJ
bracis-33632	16	2	recent	recent	ADJ
bracis-33632	16	3	advancements	advancement	NOUN
bracis-33632	16	4	in	in	ADP
bracis-33632	16	5	fair	fair	ADJ
bracis-33632	16	6	ranking	rank	VERB
bracis-33632	16	7	machine	machine	NOUN
bracis-33632	16	8	learning	learn	VERB
bracis-33632	16	9	algorithms	algorithm	NOUN
bracis-33632	16	10	and	and	CCONJ
bracis-33632	16	11	the	the	DET
bracis-33632	16	12	detection	detection	NOUN
bracis-33632	16	13	of	of	ADP
bracis-33632	16	14	bias	bias	NOUN
bracis-33632	16	15	in	in	ADP
bracis-33632	16	16	ranked	rank	VERB
bracis-33632	16	17	outputs	output	NOUN
bracis-33632	16	18	[	[	X
bracis-33632	16	19	23	23	NUM
bracis-33632	16	20	]	]	PUNCT
bracis-33632	16	21	,	,	PUNCT
bracis-33632	16	22	the	the	DET
bracis-33632	16	23	examination	examination	NOUN
bracis-33632	16	24	of	of	ADP
bracis-33632	16	25	the	the	DET
bracis-33632	16	26	long	long	ADJ
bracis-33632	16	27	-	-	PUNCT
bracis-33632	16	28	term	term	NOUN
bracis-33632	16	29	impact	impact	NOUN
bracis-33632	16	30	of	of	ADP
bracis-33632	16	31	fairness	fairness	NOUN
bracis-33632	16	32	in	in	ADP
bracis-33632	16	33	ranking	rank	VERB
bracis-33632	16	34	algorithms	algorithm	NOUN
bracis-33632	16	35	remains	remain	VERB
bracis-33632	16	36	relatively	relatively	ADV
bracis-33632	16	37	understudied	understudied	ADJ
bracis-33632	16	38	,	,	PUNCT
bracis-33632	16	39	especially	especially	ADV
bracis-33632	16	40	when	when	SCONJ
bracis-33632	16	41	compared	compare	VERB
bracis-33632	16	42	to	to	ADP
bracis-33632	16	43	the	the	DET
bracis-33632	16	44	extensive	extensive	ADJ
bracis-33632	16	45	research	research	NOUN
bracis-33632	16	46	conducted	conduct	VERB
bracis-33632	16	47	 	 	SPACE
bracis-33632	16	48	on	on	ADP
bracis-33632	16	49	fairness	fairness	NOUN
bracis-33632	16	50	in	in	ADP
bracis-33632	16	51	classification	classification	NOUN
bracis-33632	16	52	techniques	technique	NOUN
bracis-33632	16	53	[	[	X
bracis-33632	16	54	7	7	NUM
bracis-33632	16	55	]	]	PUNCT
bracis-33632	16	56	.	.	PUNCT
bracis-33632	16	57	 	 	SPACE
bracis-33632	16	58	while	while	SCONJ
bracis-33632	16	59	efforts	effort	NOUN
bracis-33632	16	60	have	have	AUX
bracis-33632	16	61	been	be	AUX
bracis-33632	16	62	made	make	VERB
bracis-33632	16	63	to	to	PART
bracis-33632	16	64	develop	develop	VERB
bracis-33632	16	65	fair	fair	ADJ
bracis-33632	16	66	ranking	ranking	ADJ
bracis-33632	16	67	algorithms	algorithm	NOUN
bracis-33632	16	68	 	 	SPACE
bracis-33632	16	69	and	and	CCONJ
bracis-33632	16	70	identify	identify	VERB
bracis-33632	16	71	biases	bias	NOUN
bracis-33632	16	72	in	in	ADP
bracis-33632	16	73	rankings	ranking	NOUN
bracis-33632	16	74	,	,	PUNCT
bracis-33632	16	75	there	there	PRON
bracis-33632	16	76	is	be	VERB
bracis-33632	16	77	a	a	DET
bracis-33632	16	78	need	need	NOUN
bracis-33632	16	79	for	for	ADP
bracis-33632	16	80	further	further	ADJ
bracis-33632	16	81	investigation	investigation	NOUN
bracis-33632	16	82	into	into	ADP
bracis-33632	16	83	the	the	DET
bracis-33632	16	84	sustained	sustained	ADJ
bracis-33632	16	85	effects	effect	NOUN
bracis-33632	16	86	of	of	ADP
bracis-33632	16	87	these	these	DET
bracis-33632	16	88	algorithms	algorithm	NOUN
bracis-33632	16	89	 	 	SPACE
bracis-33632	16	90	on	on	ADP
bracis-33632	16	91	different	different	ADJ
bracis-33632	16	92	stakeholders	stakeholder	NOUN
bracis-33632	16	93	,	,	PUNCT
bracis-33632	16	94	including	include	VERB
bracis-33632	16	95	sellers	seller	NOUN
bracis-33632	16	96	,	,	PUNCT
bracis-33632	16	97	consumers	consumer	NOUN
bracis-33632	16	98	,	,	PUNCT
bracis-33632	16	99	and	and	CCONJ
bracis-33632	16	100	 	 	SPACE
bracis-33632	16	101	the	the	DET
bracis-33632	16	102	overall	overall	ADJ
bracis-33632	16	103	competitive	competitive	ADJ
bracis-33632	16	104	landscape	landscape	NOUN
bracis-33632	16	105	of	of	ADP
bracis-33632	16	106	online	online	ADJ
bracis-33632	16	107	marketplaces	marketplace	NOUN
bracis-33632	16	108	.	.	PUNCT
bracis-33632	17	1	exploring	explore	VERB
bracis-33632	17	2	 	 	SPACE
bracis-33632	17	3	the	the	DET
bracis-33632	17	4	long	long	ADJ
bracis-33632	17	5	-	-	PUNCT
bracis-33632	17	6	term	term	NOUN
bracis-33632	17	7	implications	implication	NOUN
bracis-33632	17	8	of	of	ADP
bracis-33632	17	9	fairness	fairness	NOUN
bracis-33632	17	10	in	in	ADP
bracis-33632	17	11	ranking	rank	VERB
bracis-33632	17	12	algorithms	algorithm	NOUN
bracis-33632	17	13	 	 	SPACE
bracis-33632	17	14	is	be	AUX
bracis-33632	17	15	essential	essential	ADJ
bracis-33632	17	16	for	for	ADP
bracis-33632	17	17	developing	develop	VERB
bracis-33632	17	18	effective	effective	ADJ
bracis-33632	17	19	strategies	strategy	NOUN
bracis-33632	17	20	to	to	PART
bracis-33632	17	21	mitigate	mitigate	VERB
bracis-33632	17	22	bias	bias	NOUN
bracis-33632	17	23	 	 	SPACE
bracis-33632	17	24	and	and	CCONJ
bracis-33632	17	25	promote	promote	VERB
bracis-33632	17	26	fair	fair	ADJ
bracis-33632	17	27	practices	practice	NOUN
bracis-33632	17	28	in	in	ADP
bracis-33632	17	29	the	the	DET
bracis-33632	17	30	context	context	NOUN
bracis-33632	17	31	of	of	ADP
bracis-33632	17	32	online	online	ADJ
bracis-33632	17	33	marketplace	marketplace	NOUN
bracis-33632	17	34	platforms	platform	NOUN
bracis-33632	17	35	.	.	PUNCT
bracis-33632	18	1	amazon	amazon	PROPN
bracis-33632	18	2	’s	’s	PART
bracis-33632	18	3	project	project	NOUN
bracis-33632	18	4	nessie	nessie	PROPN
bracis-33632	19	1	[	[	X
bracis-33632	19	2	1	1	X
bracis-33632	19	3	]	]	PUNCT
bracis-33632	19	4	illustrates	illustrate	VERB
bracis-33632	19	5	the	the	DET
bracis-33632	19	6	long	long	ADJ
bracis-33632	19	7	-	-	PUNCT
bracis-33632	19	8	term	term	NOUN
bracis-33632	19	9	implications	implication	NOUN
bracis-33632	19	10	of	of	ADP
bracis-33632	19	11	unfair	unfair	ADJ
bracis-33632	19	12	algorithms	algorithm	NOUN
bracis-33632	19	13	.	.	PUNCT
bracis-33632	20	1	the	the	DET
bracis-33632	20	2	u.s	u.s	PROPN
bracis-33632	20	3	.	.	PROPN
bracis-33632	20	4	federal	federal	PROPN
bracis-33632	20	5	trade	trade	PROPN
bracis-33632	20	6	commission	commission	PROPN
bracis-33632	20	7	(	(	PUNCT
bracis-33632	20	8	ftc	ftc	PROPN
bracis-33632	20	9	)	)	PUNCT
bracis-33632	20	10	scrutinized	scrutinize	VERB
bracis-33632	20	11	the	the	DET
bracis-33632	20	12	algorithm	algorithm	NOUN
bracis-33632	20	13	’s	’s	PART
bracis-33632	20	14	behavior	behavior	NOUN
bracis-33632	20	15	,	,	PUNCT
bracis-33632	20	16	expressing	express	VERB
bracis-33632	20	17	concerns	concern	NOUN
bracis-33632	20	18	about	about	ADP
bracis-33632	20	19	its	its	PRON
bracis-33632	20	20	potential	potential	ADJ
bracis-33632	20	21	adverse	adverse	ADJ
bracis-33632	20	22	effects	effect	NOUN
bracis-33632	20	23	on	on	ADP
bracis-33632	20	24	competition	competition	NOUN
bracis-33632	20	25	.	.	PUNCT
bracis-33632	21	1	ensuring	ensure	VERB
bracis-33632	21	2	compliance	compliance	NOUN
bracis-33632	21	3	in	in	ADP
bracis-33632	21	4	an	an	DET
bracis-33632	21	5	adaptive	adaptive	ADJ
bracis-33632	21	6	pricing	pricing	NOUN
bracis-33632	21	7	algorithm	algorithm	NOUN
bracis-33632	21	8	is	be	AUX
bracis-33632	21	9	complicated	complicate	VERB
bracis-33632	21	10	due	due	ADJ
bracis-33632	21	11	 	 	SPACE
bracis-33632	21	12	to	to	ADP
bracis-33632	21	13	the	the	DET
bracis-33632	21	14	non	non	ADJ
bracis-33632	21	15	-	-	ADJ
bracis-33632	21	16	deterministic	deterministic	ADJ
bracis-33632	21	17	nature	nature	NOUN
bracis-33632	21	18	of	of	ADP
bracis-33632	21	19	machine	machine	NOUN
bracis-33632	21	20	learning	learning	NOUN
bracis-33632	21	21	models	model	NOUN
bracis-33632	21	22	[	[	X
bracis-33632	21	23	17	17	NUM
bracis-33632	21	24	]	]	PUNCT
bracis-33632	21	25	,	,	PUNCT
bracis-33632	21	26	which	which	PRON
bracis-33632	21	27	makes	make	VERB
bracis-33632	21	28	it	it	PRON
bracis-33632	21	29	difficult	difficult	ADJ
bracis-33632	21	30	to	to	PART
bracis-33632	21	31	keep	keep	VERB
bracis-33632	21	32	track	track	NOUN
bracis-33632	21	33	 	 	SPACE
bracis-33632	21	34	of	of	ADP
bracis-33632	21	35	all	all	DET
bracis-33632	21	36	behavior	behavior	NOUN
bracis-33632	21	37	changes	change	NOUN
bracis-33632	21	38	in	in	ADP
bracis-33632	21	39	each	each	DET
bracis-33632	21	40	version	version	NOUN
bracis-33632	21	41	,	,	PUNCT
bracis-33632	21	42	especially	especially	ADV
bracis-33632	21	43	in	in	ADP
bracis-33632	21	44	corner	corner	NOUN
bracis-33632	21	45	cases	case	NOUN
bracis-33632	21	46	.	.	PUNCT
bracis-33632	22	1	the	the	DET
bracis-33632	22	2	model	model	NOUN
bracis-33632	22	3	interacts	interact	VERB
bracis-33632	22	4	with	with	ADP
bracis-33632	22	5	potentially	potentially	ADV
bracis-33632	22	6	millions	million	NOUN
bracis-33632	22	7	of	of	ADP
bracis-33632	22	8	products	product	NOUN
bracis-33632	22	9	,	,	PUNCT
bracis-33632	22	10	considers	consider	VERB
bracis-33632	22	11	numerous	numerous	ADJ
bracis-33632	22	12	concurrent	concurrent	ADJ
bracis-33632	22	13	offers	offer	NOUN
bracis-33632	22	14	,	,	PUNCT
bracis-33632	22	15	has	have	VERB
bracis-33632	22	16	to	to	PART
bracis-33632	22	17	make	make	VERB
bracis-33632	22	18	adjustments	adjustment	NOUN
bracis-33632	22	19	over	over	ADP
bracis-33632	22	20	time	time	NOUN
bracis-33632	22	21	 	 	SPACE
bracis-33632	22	22	in	in	ADP
bracis-33632	22	23	response	response	NOUN
bracis-33632	22	24	to	to	ADP
bracis-33632	22	25	the	the	DET
bracis-33632	22	26	dynamic	dynamic	ADJ
bracis-33632	22	27	pricing	pricing	NOUN
bracis-33632	22	28	environment	environment	NOUN
bracis-33632	22	29	,	,	PUNCT
bracis-33632	22	30	and	and	CCONJ
bracis-33632	22	31	deals	deal	NOUN
bracis-33632	22	32	with	with	ADP
bracis-33632	22	33	 	 	SPACE
bracis-33632	22	34	the	the	DET
bracis-33632	22	35	continual	continual	ADJ
bracis-33632	22	36	addition	addition	NOUN
bracis-33632	22	37	of	of	ADP
bracis-33632	22	38	new	new	ADJ
bracis-33632	22	39	products	product	NOUN
bracis-33632	22	40	and	and	CCONJ
bracis-33632	22	41	the	the	DET
bracis-33632	22	42	long	long	ADJ
bracis-33632	22	43	-	-	PUNCT
bracis-33632	22	44	term	term	NOUN
bracis-33632	22	45	impact	impact	NOUN
bracis-33632	22	46	of	of	ADP
bracis-33632	22	47	 	 	SPACE
bracis-33632	22	48	price	price	NOUN
bracis-33632	22	49	changes	change	NOUN
bracis-33632	22	50	on	on	ADP
bracis-33632	22	51	competitors	competitor	NOUN
bracis-33632	22	52	and	and	CCONJ
bracis-33632	22	53	customers	customer	NOUN
bracis-33632	22	54	’	'	PUNCT
bracis-33632	22	55	behaviors	behavior	NOUN
bracis-33632	22	56	.	.	PUNCT
bracis-33632	23	1	previous	previous	ADJ
bracis-33632	23	2	studies	study	NOUN
bracis-33632	23	3	have	have	AUX
bracis-33632	23	4	utilized	utilize	VERB
bracis-33632	23	5	simulations	simulation	NOUN
bracis-33632	23	6	to	to	PART
bracis-33632	23	7	evaluate	evaluate	VERB
bracis-33632	23	8	long	long	ADJ
bracis-33632	23	9	-	-	PUNCT
bracis-33632	23	10	term	term	NOUN
bracis-33632	23	11	fairness	fairness	NOUN
bracis-33632	23	12	in	in	ADP
bracis-33632	23	13	binary	binary	ADJ
bracis-33632	23	14	decision	decision	NOUN
bracis-33632	23	15	scenarios	scenario	NOUN
bracis-33632	23	16	,	,	PUNCT
bracis-33632	23	17	such	such	ADJ
bracis-33632	23	18	as	as	ADP
bracis-33632	23	19	loans	loan	NOUN
bracis-33632	23	20	and	and	CCONJ
bracis-33632	23	21	college	college	NOUN
bracis-33632	23	22	admissions	admission	NOUN
bracis-33632	23	23	[	[	X
bracis-33632	23	24	7	7	NUM
bracis-33632	23	25	]	]	PUNCT
bracis-33632	23	26	.	.	PUNCT
bracis-33632	24	1	however	however	ADV
bracis-33632	24	2	,	,	PUNCT
bracis-33632	24	3	ranking	ranking	ADJ
bracis-33632	24	4	tasks	task	NOUN
bracis-33632	24	5	 	 	SPACE
bracis-33632	24	6	are	be	AUX
bracis-33632	24	7	different	different	ADJ
bracis-33632	24	8	from	from	ADP
bracis-33632	24	9	binary	binary	ADJ
bracis-33632	24	10	decision	decision	NOUN
bracis-33632	24	11	scenarios	scenario	NOUN
bracis-33632	24	12	,	,	PUNCT
bracis-33632	24	13	requiring	require	VERB
bracis-33632	24	14	different	different	ADJ
bracis-33632	24	15	algorithms	algorithm	NOUN
bracis-33632	24	16	,	,	PUNCT
bracis-33632	24	17	metrics	metric	NOUN
bracis-33632	24	18	and	and	CCONJ
bracis-33632	24	19	definitions	definition	NOUN
bracis-33632	24	20	of	of	ADP
bracis-33632	24	21	fairness	fairness	NOUN
bracis-33632	24	22	[	[	X
bracis-33632	24	23	23	23	NUM
bracis-33632	24	24	]	]	PUNCT
bracis-33632	24	25	.	.	PUNCT
bracis-33632	25	1	this	this	DET
bracis-33632	25	2	research	research	NOUN
bracis-33632	25	3	aims	aim	VERB
bracis-33632	25	4	to	to	PART
bracis-33632	25	5	fulfill	fulfill	VERB
bracis-33632	25	6	this	this	DET
bracis-33632	25	7	gap	gap	NOUN
bracis-33632	25	8	,	,	PUNCT
bracis-33632	25	9	with	with	ADP
bracis-33632	25	10	the	the	DET
bracis-33632	25	11	following	follow	VERB
bracis-33632	25	12	contributions	contribution	NOUN
bracis-33632	25	13	:	:	PUNCT
bracis-33632	25	14	(	(	PUNCT
bracis-33632	25	15	i	i	NOUN
bracis-33632	25	16	)	)	PUNCT
bracis-33632	25	17	to	to	PART
bracis-33632	25	18	establish	establish	VERB
bracis-33632	25	19	a	a	DET
bracis-33632	25	20	simulated	simulated	ADJ
bracis-33632	25	21	online	online	ADJ
bracis-33632	25	22	marketplace	marketplace	NOUN
bracis-33632	25	23	environment	environment	NOUN
bracis-33632	25	24	as	as	ADP
bracis-33632	25	25	a	a	DET
bracis-33632	25	26	baseline	baseline	NOUN
bracis-33632	25	27	framework	framework	NOUN
bracis-33632	25	28	for	for	ADP
bracis-33632	25	29	future	future	ADJ
bracis-33632	25	30	implementations	implementation	NOUN
bracis-33632	25	31	involving	involve	VERB
bracis-33632	25	32	ranked	rank	VERB
bracis-33632	25	33	data	datum	NOUN
bracis-33632	25	34	;	;	PUNCT
bracis-33632	25	35	(	(	PUNCT
bracis-33632	25	36	ii	ii	NOUN
bracis-33632	25	37	)	)	PUNCT
bracis-33632	25	38	to	to	PART
bracis-33632	25	39	assess	assess	VERB
bracis-33632	25	40	the	the	DET
bracis-33632	25	41	long	long	ADJ
bracis-33632	25	42	-	-	PUNCT
bracis-33632	25	43	term	term	NOUN
bracis-33632	25	44	impact	impact	NOUN
bracis-33632	25	45	of	of	ADP
bracis-33632	25	46	fairness	fairness	NOUN
bracis-33632	25	47	in	in	ADP
bracis-33632	25	48	utility	utility	NOUN
bracis-33632	25	49	,	,	PUNCT
bracis-33632	25	50	providing	provide	VERB
bracis-33632	25	51	valuable	valuable	ADJ
bracis-33632	25	52	insights	insight	NOUN
bracis-33632	25	53	 	 	SPACE
bracis-33632	25	54	for	for	ADP
bracis-33632	25	55	companies	company	NOUN
bracis-33632	25	56	,	,	PUNCT
bracis-33632	25	57	regulators	regulator	NOUN
bracis-33632	25	58	and	and	CCONJ
bracis-33632	25	59	other	other	ADJ
bracis-33632	25	60	stakeholders	stakeholder	NOUN
bracis-33632	25	61	;	;	PUNCT
bracis-33632	25	62	and	and	CCONJ
bracis-33632	25	63	(	(	PUNCT
bracis-33632	25	64	iii	iii	NOUN
bracis-33632	25	65	)	)	PUNCT
bracis-33632	25	66	to	to	PART
bracis-33632	25	67	assess	assess	VERB
bracis-33632	25	68	how	how	SCONJ
bracis-33632	25	69	state	state	NOUN
bracis-33632	25	70	-	-	PUNCT
bracis-33632	25	71	of	of	ADP
bracis-33632	25	72	-	-	PUNCT
bracis-33632	25	73	art	art	NOUN
bracis-33632	25	74	fairness	fairness	NOUN
bracis-33632	25	75	in	in	ADP
bracis-33632	25	76	ranking	rank	VERB
bracis-33632	25	77	techniques	technique	NOUN
bracis-33632	25	78	address	address	NOUN
bracis-33632	25	79	 	 	SPACE
bracis-33632	25	80	data	datum	NOUN
bracis-33632	25	81	distribution	distribution	NOUN
bracis-33632	25	82	changes	change	NOUN
bracis-33632	25	83	.	.	PUNCT
bracis-33632	26	1	the	the	DET
bracis-33632	26	2	results	result	NOUN
bracis-33632	26	3	underscored	underscore	VERB
bracis-33632	26	4	that	that	SCONJ
bracis-33632	26	5	current	current	ADJ
bracis-33632	26	6	methods	method	NOUN
bracis-33632	26	7	and	and	CCONJ
bracis-33632	26	8	metrics	metric	NOUN
bracis-33632	26	9	 	 	SPACE
bracis-33632	26	10	for	for	ADP
bracis-33632	26	11	optimizing	optimize	VERB
bracis-33632	26	12	fairness	fairness	NOUN
bracis-33632	26	13	in	in	ADP
bracis-33632	26	14	rankings	ranking	NOUN
bracis-33632	26	15	are	be	AUX
bracis-33632	26	16	significantly	significantly	ADV
bracis-33632	26	17	influenced	influence	VERB
bracis-33632	26	18	 	 	SPACE
bracis-33632	26	19	by	by	ADP
bracis-33632	26	20	changes	change	NOUN
bracis-33632	26	21	in	in	ADP
bracis-33632	26	22	distribution	distribution	NOUN
bracis-33632	26	23	.	.	PUNCT
bracis-33632	27	1	moreover	moreover	ADV
bracis-33632	27	2	,	,	PUNCT
bracis-33632	27	3	they	they	PRON
bracis-33632	27	4	highlighted	highlight	VERB
bracis-33632	27	5	that	that	SCONJ
bracis-33632	27	6	the	the	DET
bracis-33632	27	7	impact	impact	NOUN
bracis-33632	27	8	of	of	ADP
bracis-33632	27	9	the	the	DET
bracis-33632	27	10	fairness	fairness	NOUN
bracis-33632	27	11	-	-	PUNCT
bracis-33632	27	12	utility	utility	NOUN
bracis-33632	27	13	trade	trade	NOUN
bracis-33632	27	14	-	-	PUNCT
bracis-33632	27	15	off	off	NOUN
bracis-33632	27	16	can	can	AUX
bracis-33632	27	17	vary	vary	VERB
bracis-33632	27	18	depending	depend	VERB
bracis-33632	27	19	on	on	ADP
bracis-33632	27	20	 	 	SPACE
bracis-33632	27	21	the	the	DET
bracis-33632	27	22	distribution	distribution	NOUN
bracis-33632	27	23	of	of	ADP
bracis-33632	27	24	attribute	attribute	NOUN
bracis-33632	27	25	values	value	NOUN
bracis-33632	27	26	considered	consider	VERB
bracis-33632	27	27	by	by	ADP
bracis-33632	27	28	the	the	DET
bracis-33632	27	29	underlying	underlie	VERB
bracis-33632	27	30	ranking	rank	VERB
bracis-33632	27	31	algorithm	algorithm	NOUN
bracis-33632	27	32	and	and	CCONJ
bracis-33632	27	33	fairness	fairness	NOUN
bracis-33632	27	34	optimization	optimization	NOUN
bracis-33632	27	35	method	method	NOUN
bracis-33632	27	36	.	.	PUNCT
bracis-33632	28	1	these	these	DET
bracis-33632	28	2	findings	finding	NOUN
bracis-33632	28	3	emphasize	emphasize	VERB
bracis-33632	28	4	the	the	DET
bracis-33632	28	5	need	need	NOUN
bracis-33632	28	6	for	for	ADP
bracis-33632	28	7	robust	robust	ADJ
bracis-33632	28	8	approaches	approach	NOUN
bracis-33632	28	9	that	that	PRON
bracis-33632	28	10	can	can	AUX
bracis-33632	28	11	adapt	adapt	VERB
bracis-33632	28	12	to	to	ADP
bracis-33632	28	13	dynamic	dynamic	ADJ
bracis-33632	28	14	distributions	distribution	NOUN
bracis-33632	28	15	while	while	SCONJ
bracis-33632	28	16	balancing	balance	VERB
bracis-33632	28	17	fairness	fairness	NOUN
bracis-33632	28	18	and	and	CCONJ
bracis-33632	28	19	utility	utility	NOUN
bracis-33632	28	20	effectively	effectively	ADV
bracis-33632	28	21	.	.	PUNCT
bracis-33632	29	1	2	2	NUM
bracis-33632	29	2	related	related	ADJ
bracis-33632	29	3	work	work	NOUN
bracis-33632	29	4	this	this	DET
bracis-33632	29	5	section	section	NOUN
bracis-33632	29	6	focuses	focus	VERB
bracis-33632	29	7	on	on	ADP
bracis-33632	29	8	studies	study	NOUN
bracis-33632	29	9	that	that	PRON
bracis-33632	29	10	evaluate	evaluate	VERB
bracis-33632	29	11	the	the	DET
bracis-33632	29	12	long	long	ADJ
bracis-33632	29	13	-	-	PUNCT
bracis-33632	29	14	term	term	NOUN
bracis-33632	29	15	impact	impact	NOUN
bracis-33632	29	16	of	of	ADP
bracis-33632	29	17	fairness	fairness	NOUN
bracis-33632	29	18	interventions	intervention	NOUN
bracis-33632	29	19	and	and	CCONJ
bracis-33632	29	20	examine	examine	VERB
bracis-33632	29	21	the	the	DET
bracis-33632	29	22	sustained	sustain	VERB
bracis-33632	29	23	effects	effect	NOUN
bracis-33632	29	24	 	 	SPACE
bracis-33632	29	25	of	of	ADP
bracis-33632	29	26	fairness	fairness	NOUN
bracis-33632	29	27	-	-	PUNCT
bracis-33632	29	28	aware	aware	ADJ
bracis-33632	29	29	algorithms	algorithm	NOUN
bracis-33632	29	30	on	on	ADP
bracis-33632	29	31	decision	decision	NOUN
bracis-33632	29	32	-	-	PUNCT
bracis-33632	29	33	making	make	VERB
bracis-33632	29	34	processes	process	NOUN
bracis-33632	29	35	,	,	PUNCT
bracis-33632	29	36	highlighting	highlight	VERB
bracis-33632	29	37	their	their	PRON
bracis-33632	29	38	efficacy	efficacy	NOUN
bracis-33632	29	39	and	and	CCONJ
bracis-33632	29	40	potential	potential	ADJ
bracis-33632	29	41	drawbacks	drawback	NOUN
bracis-33632	29	42	over	over	ADP
bracis-33632	29	43	extended	extended	ADJ
bracis-33632	29	44	periods	period	NOUN
bracis-33632	29	45	.	.	PUNCT
bracis-33632	29	46	 	 	SPACE
bracis-33632	30	1	it	it	PRON
bracis-33632	30	2	also	also	ADV
bracis-33632	30	3	explores	explore	VERB
bracis-33632	30	4	research	research	NOUN
bracis-33632	30	5	that	that	PRON
bracis-33632	30	6	proposes	propose	VERB
bracis-33632	30	7	various	various	ADJ
bracis-33632	30	8	ranking	ranking	ADJ
bracis-33632	30	9	fairness	fairness	NOUN
bracis-33632	30	10	techniques	technique	NOUN
bracis-33632	30	11	,	,	PUNCT
bracis-33632	30	12	case	case	NOUN
bracis-33632	30	13	studies	study	NOUN
bracis-33632	30	14	,	,	PUNCT
bracis-33632	30	15	applications	application	NOUN
bracis-33632	30	16	and	and	CCONJ
bracis-33632	30	17	limitations	limitation	NOUN
bracis-33632	30	18	.	.	PUNCT
bracis-33632	31	1	in	in	ADP
bracis-33632	31	2	their	their	PRON
bracis-33632	31	3	study	study	NOUN
bracis-33632	31	4	,	,	PUNCT
bracis-33632	31	5	d’amour	d’amour	PROPN
bracis-33632	31	6	et	et	PROPN
bracis-33632	31	7	al	al	PROPN
bracis-33632	31	8	.	.	PUNCT
bracis-33632	32	1	[	[	X
bracis-33632	32	2	7	7	X
bracis-33632	32	3	]	]	X
bracis-33632	32	4	analyze	analyze	NOUN
bracis-33632	32	5	 	 	SPACE
bracis-33632	32	6	three	three	NUM
bracis-33632	32	7	illustrative	illustrative	ADJ
bracis-33632	32	8	toy	toy	NOUN
bracis-33632	32	9	scenarios	scenario	NOUN
bracis-33632	32	10	to	to	PART
bracis-33632	32	11	investigate	investigate	VERB
bracis-33632	32	12	the	the	DET
bracis-33632	32	13	dynamics	dynamic	NOUN
bracis-33632	32	14	of	of	ADP
bracis-33632	32	15	fairness	fairness	NOUN
bracis-33632	32	16	.	.	PUNCT
bracis-33632	33	1	the	the	DET
bracis-33632	33	2	first	first	ADJ
bracis-33632	33	3	scenario	scenario	NOUN
bracis-33632	33	4	is	be	AUX
bracis-33632	33	5	a	a	DET
bracis-33632	33	6	loan	loan	NOUN
bracis-33632	33	7	domain	domain	NOUN
bracis-33632	33	8	originally	originally	ADV
bracis-33632	33	9	proposed	propose	VERB
bracis-33632	33	10	by	by	ADP
bracis-33632	33	11	liu	liu	PROPN
bracis-33632	33	12	et	et	PROPN
bracis-33632	33	13	al	al	PROPN
bracis-33632	33	14	.	.	PUNCT
bracis-33632	34	1	[	[	X
bracis-33632	34	2	14	14	NUM
bracis-33632	34	3	]	]	PUNCT
bracis-33632	34	4	,	,	PUNCT
bracis-33632	34	5	where	where	SCONJ
bracis-33632	34	6	the	the	DET
bracis-33632	34	7	focus	focus	NOUN
bracis-33632	34	8	is	be	AUX
bracis-33632	34	9	on	on	ADP
bracis-33632	34	10	fairness	fairness	NOUN
bracis-33632	34	11	in	in	ADP
bracis-33632	34	12	credit	credit	NOUN
bracis-33632	34	13	allocation	allocation	NOUN
bracis-33632	34	14	.	.	PUNCT
bracis-33632	35	1	the	the	DET
bracis-33632	35	2	second	second	ADJ
bracis-33632	35	3	scenario	scenario	NOUN
bracis-33632	35	4	revolves	revolve	VERB
bracis-33632	35	5	around	around	ADP
bracis-33632	35	6	attention	attention	NOUN
bracis-33632	35	7	allocation	allocation	NOUN
bracis-33632	35	8	and	and	CCONJ
bracis-33632	35	9	was	be	AUX
bracis-33632	35	10	introduced	introduce	VERB
bracis-33632	35	11	by	by	ADP
bracis-33632	35	12	elzain	elzain	NOUN
bracis-33632	35	13	et	et	PROPN
bracis-33632	35	14	al	al	PROPN
bracis-33632	35	15	.	.	PUNCT
bracis-33632	36	1	[	[	X
bracis-33632	36	2	9	9	NUM
bracis-33632	36	3	]	]	PUNCT
bracis-33632	36	4	and	and	CCONJ
bracis-33632	36	5	ensign	ensign	NOUN
bracis-33632	36	6	et	et	PROPN
bracis-33632	36	7	al	al	PROPN
bracis-33632	36	8	.	.	PUNCT
bracis-33632	37	1	[	[	X
bracis-33632	37	2	10	10	NUM
bracis-33632	37	3	]	]	PUNCT
bracis-33632	37	4	,	,	PUNCT
bracis-33632	37	5	highlighting	highlight	VERB
bracis-33632	37	6	the	the	DET
bracis-33632	37	7	significance	significance	NOUN
bracis-33632	37	8	 	 	SPACE
bracis-33632	37	9	of	of	ADP
bracis-33632	37	10	fairness	fairness	NOUN
bracis-33632	37	11	in	in	ADP
bracis-33632	37	12	resource	resource	NOUN
bracis-33632	37	13	allocation	allocation	NOUN
bracis-33632	37	14	.	.	PUNCT
bracis-33632	38	1	lastly	lastly	ADV
bracis-33632	38	2	,	,	PUNCT
bracis-33632	38	3	the	the	DET
bracis-33632	38	4	researchers	researcher	NOUN
bracis-33632	38	5	examine	examine	VERB
bracis-33632	38	6	 	 	SPACE
bracis-33632	38	7	a	a	DET
bracis-33632	38	8	college	college	NOUN
bracis-33632	38	9	admission	admission	NOUN
bracis-33632	38	10	scenario	scenario	NOUN
bracis-33632	38	11	,	,	PUNCT
bracis-33632	38	12	adopting	adopt	VERB
bracis-33632	38	13	the	the	DET
bracis-33632	38	14	problem	problem	NOUN
bracis-33632	38	15	setup	setup	NOUN
bracis-33632	38	16	of	of	ADP
bracis-33632	38	17	 	 	SPACE
bracis-33632	38	18	a	a	DET
bracis-33632	38	19	two	two	NUM
bracis-33632	38	20	-	-	PUNCT
bracis-33632	38	21	player	player	NOUN
bracis-33632	38	22	game	game	NOUN
bracis-33632	38	23	known	know	VERB
bracis-33632	38	24	as	as	ADP
bracis-33632	38	25	the	the	DET
bracis-33632	38	26	stackelberg	stackelberg	PROPN
bracis-33632	38	27	 	 	SPACE
bracis-33632	38	28	game	game	NOUN
bracis-33632	38	29	[	[	X
bracis-33632	38	30	4	4	NUM
bracis-33632	38	31	]	]	PUNCT
bracis-33632	38	32	,	,	PUNCT
bracis-33632	38	33	to	to	PART
bracis-33632	38	34	explore	explore	VERB
bracis-33632	38	35	fairness	fairness	NOUN
bracis-33632	38	36	challenges	challenge	NOUN
bracis-33632	38	37	 	 	SPACE
bracis-33632	38	38	and	and	CCONJ
bracis-33632	38	39	strategies	strategy	NOUN
bracis-33632	38	40	within	within	ADP
bracis-33632	38	41	the	the	DET
bracis-33632	38	42	educational	educational	ADJ
bracis-33632	38	43	context	context	NOUN
bracis-33632	38	44	.	.	PUNCT
bracis-33632	39	1	fig	fig	NOUN
bracis-33632	39	2	.	.	PUNCT
bracis-33632	40	1	1	1	X
bracis-33632	40	2	.	.	X
bracis-33632	40	3	agent	agent	NOUN
bracis-33632	40	4	-	-	PUNCT
bracis-33632	40	5	environment	environment	NOUN
bracis-33632	40	6	interaction	interaction	NOUN
bracis-33632	40	7	loop	loop	NOUN
bracis-33632	40	8	 	 	SPACE
bracis-33632	40	9	of	of	ADP
bracis-33632	40	10	ml	ml	NOUN
bracis-33632	40	11	-	-	PUNCT
bracis-33632	40	12	fairness	fairness	NOUN
bracis-33632	40	13	-	-	PUNCT
bracis-33632	40	14	gym	gym	NOUN
bracis-33632	40	15	[	[	X
bracis-33632	40	16	7	7	NUM
bracis-33632	40	17	]	]	SYM
bracis-33632	40	18	full	full	ADJ
bracis-33632	40	19	size	size	NOUN
bracis-33632	40	20	image	image	NOUN
bracis-33632	40	21	to	to	PART
bracis-33632	40	22	analyze	analyze	VERB
bracis-33632	40	23	the	the	DET
bracis-33632	40	24	implications	implication	NOUN
bracis-33632	40	25	of	of	ADP
bracis-33632	40	26	fairness	fairness	NOUN
bracis-33632	40	27	within	within	ADP
bracis-33632	40	28	these	these	DET
bracis-33632	40	29	scenarios	scenario	NOUN
bracis-33632	40	30	,	,	PUNCT
bracis-33632	40	31	d’amour	d’amour	PRON
bracis-33632	40	32	et	et	PROPN
bracis-33632	40	33	al	al	PROPN
bracis-33632	40	34	.	.	PUNCT
bracis-33632	41	1	[	[	X
bracis-33632	41	2	7	7	NUM
bracis-33632	41	3	]	]	PUNCT
bracis-33632	41	4	developed	develop	VERB
bracis-33632	41	5	a	a	DET
bracis-33632	41	6	framework	framework	NOUN
bracis-33632	41	7	called	call	VERB
bracis-33632	41	8	ml	ml	NOUN
bracis-33632	41	9	-	-	PUNCT
bracis-33632	41	10	fairness	fairness	NOUN
bracis-33632	41	11	-	-	PUNCT
bracis-33632	41	12	gymfootnote	gymfootnote	NOUN
bracis-33632	41	13	1	1	NUM
bracis-33632	41	14	.	.	PUNCT
bracis-33632	42	1	this	this	DET
bracis-33632	42	2	framework	framework	NOUN
bracis-33632	42	3	utilizes	utilize	VERB
bracis-33632	42	4	a	a	DET
bracis-33632	42	5	markov	markov	NOUN
bracis-33632	42	6	decision	decision	NOUN
bracis-33632	42	7	process	process	NOUN
bracis-33632	42	8	(	(	PUNCT
bracis-33632	42	9	mdp	mdp	NOUN
bracis-33632	42	10	)	)	PUNCT
bracis-33632	42	11	paradigm	paradigm	NOUN
bracis-33632	42	12	,	,	PUNCT
bracis-33632	42	13	 	 	SPACE
bracis-33632	42	14	as	as	SCONJ
bracis-33632	42	15	illustrated	illustrate	VERB
bracis-33632	42	16	in	in	ADP
bracis-33632	42	17	fig	fig	NOUN
bracis-33632	42	18	.	.	PUNCT
bracis-33632	42	19	 	 	SPACE
bracis-33632	42	20	1	1	NUM
bracis-33632	42	21	,	,	PUNCT
bracis-33632	42	22	to	to	PART
bracis-33632	42	23	facilitate	facilitate	VERB
bracis-33632	42	24	 	 	SPACE
bracis-33632	42	25	the	the	DET
bracis-33632	42	26	dynamic	dynamic	ADJ
bracis-33632	42	27	interaction	interaction	NOUN
bracis-33632	42	28	between	between	ADP
bracis-33632	42	29	agents	agent	NOUN
bracis-33632	42	30	and	and	CCONJ
bracis-33632	42	31	their	their	PRON
bracis-33632	42	32	environment	environment	NOUN
bracis-33632	42	33	.	.	PUNCT
bracis-33632	43	1	within	within	ADP
bracis-33632	43	2	this	this	DET
bracis-33632	43	3	setup	setup	NOUN
bracis-33632	43	4	,	,	PUNCT
bracis-33632	43	5	the	the	DET
bracis-33632	43	6	environment	environment	NOUN
bracis-33632	43	7	undergoes	undergo	VERB
bracis-33632	43	8	state	state	NOUN
bracis-33632	43	9	transitions	transition	NOUN
bracis-33632	43	10	in	in	ADP
bracis-33632	43	11	response	response	NOUN
bracis-33632	43	12	to	to	ADP
bracis-33632	43	13	the	the	DET
bracis-33632	43	14	agent	agent	NOUN
bracis-33632	43	15	’s	’s	PART
bracis-33632	43	16	actions	action	NOUN
bracis-33632	43	17	,	,	PUNCT
bracis-33632	43	18	while	while	SCONJ
bracis-33632	43	19	the	the	DET
bracis-33632	43	20	agent	agent	NOUN
bracis-33632	43	21	,	,	PUNCT
bracis-33632	43	22	on	on	ADP
bracis-33632	43	23	the	the	DET
bracis-33632	43	24	other	other	ADJ
bracis-33632	43	25	hand	hand	NOUN
bracis-33632	43	26	,	,	PUNCT
bracis-33632	43	27	observes	observe	VERB
bracis-33632	43	28	the	the	DET
bracis-33632	43	29	environment	environment	NOUN
bracis-33632	43	30	’s	’s	PART
bracis-33632	43	31	state	state	NOUN
bracis-33632	43	32	to	to	PART
bracis-33632	43	33	make	make	VERB
bracis-33632	43	34	informed	informed	ADJ
bracis-33632	43	35	decisions	decision	NOUN
bracis-33632	43	36	.	.	PUNCT
bracis-33632	44	1	at	at	ADP
bracis-33632	44	2	each	each	DET
bracis-33632	44	3	state	state	NOUN
bracis-33632	44	4	 	 	SPACE
bracis-33632	44	5	of	of	ADP
bracis-33632	44	6	the	the	DET
bracis-33632	44	7	environment	environment	NOUN
bracis-33632	44	8	,	,	PUNCT
bracis-33632	44	9	fairness	fairness	NOUN
bracis-33632	44	10	metrics	metric	NOUN
bracis-33632	44	11	are	be	AUX
bracis-33632	44	12	calculated	calculate	VERB
bracis-33632	44	13	,	,	PUNCT
bracis-33632	44	14	providing	provide	VERB
bracis-33632	44	15	 	 	SPACE
bracis-33632	44	16	an	an	DET
bracis-33632	44	17	understanding	understanding	NOUN
bracis-33632	44	18	of	of	ADP
bracis-33632	44	19	fairness	fairness	NOUN
bracis-33632	44	20	dynamics	dynamic	NOUN
bracis-33632	44	21	throughout	throughout	ADP
bracis-33632	44	22	the	the	DET
bracis-33632	44	23	simulation	simulation	NOUN
bracis-33632	44	24	.	.	PUNCT
bracis-33632	44	25	 	 	SPACE
bracis-33632	45	1	the	the	DET
bracis-33632	45	2	ml	ml	PROPN
bracis-33632	45	3	-	-	PUNCT
bracis-33632	45	4	fairness	fairness	NOUN
bracis-33632	45	5	-	-	PUNCT
bracis-33632	45	6	gym	gym	NOUN
bracis-33632	45	7	framework	framework	NOUN
bracis-33632	45	8	is	be	AUX
bracis-33632	45	9	an	an	DET
bracis-33632	45	10	extension	extension	NOUN
bracis-33632	45	11	of	of	ADP
bracis-33632	45	12	openai	openai	PROPN
bracis-33632	45	13	’s	’s	PART
bracis-33632	45	14	 	 	SPACE
bracis-33632	45	15	gym	gym	NOUN
bracis-33632	45	16	framework	framework	NOUN
bracis-33632	45	17	,	,	PUNCT
bracis-33632	45	18	a	a	DET
bracis-33632	45	19	state	state	NOUN
bracis-33632	45	20	-	-	PUNCT
bracis-33632	45	21	of	of	ADP
bracis-33632	45	22	-	-	PUNCT
bracis-33632	45	23	the	the	DET
bracis-33632	45	24	-	-	PUNCT
bracis-33632	45	25	art	art	NOUN
bracis-33632	45	26	tool	tool	NOUN
bracis-33632	45	27	for	for	ADP
bracis-33632	45	28	training	training	NOUN
bracis-33632	45	29	reinforcement	reinforcement	NOUN
bracis-33632	45	30	learning	learning	NOUN
bracis-33632	45	31	.	.	PUNCT
bracis-33632	46	1	this	this	DET
bracis-33632	46	2	inherited	inherit	VERB
bracis-33632	46	3	capability	capability	NOUN
bracis-33632	46	4	allows	allow	VERB
bracis-33632	46	5	it	it	PRON
bracis-33632	46	6	to	to	PART
bracis-33632	46	7	assist	assist	VERB
bracis-33632	46	8	in	in	ADP
bracis-33632	46	9	 	 	SPACE
bracis-33632	46	10	the	the	DET
bracis-33632	46	11	creation	creation	NOUN
bracis-33632	46	12	of	of	ADP
bracis-33632	46	13	adaptative	adaptative	ADJ
bracis-33632	46	14	solutions	solution	NOUN
bracis-33632	46	15	for	for	ADP
bracis-33632	46	16	decision	decision	NOUN
bracis-33632	46	17	-	-	PUNCT
bracis-33632	46	18	making	make	VERB
bracis-33632	46	19	process	process	NOUN
bracis-33632	46	20	 	 	SPACE
bracis-33632	46	21	in	in	ADP
bracis-33632	46	22	pursuit	pursuit	NOUN
bracis-33632	46	23	of	of	ADP
bracis-33632	46	24	fairness	fairness	NOUN
bracis-33632	46	25	.	.	PUNCT
bracis-33632	47	1	the	the	DET
bracis-33632	47	2	paper	paper	NOUN
bracis-33632	47	3	underscores	underscore	VERB
bracis-33632	47	4	a	a	DET
bracis-33632	47	5	series	series	NOUN
bracis-33632	47	6	of	of	ADP
bracis-33632	47	7	instances	instance	NOUN
bracis-33632	47	8	where	where	SCONJ
bracis-33632	47	9	discrepancies	discrepancy	NOUN
bracis-33632	47	10	emerge	emerge	VERB
bracis-33632	47	11	between	between	ADP
bracis-33632	47	12	one	one	NUM
bracis-33632	47	13	-	-	PUNCT
bracis-33632	47	14	step	step	NOUN
bracis-33632	47	15	analysis	analysis	NOUN
bracis-33632	47	16	and	and	CCONJ
bracis-33632	47	17	dynamic	dynamic	ADJ
bracis-33632	47	18	environmental	environmental	ADJ
bracis-33632	47	19	conditions	condition	NOUN
bracis-33632	47	20	.	.	PUNCT
bracis-33632	48	1	for	for	ADP
bracis-33632	48	2	instance	instance	NOUN
bracis-33632	48	3	,	,	PUNCT
bracis-33632	48	4	even	even	ADV
bracis-33632	48	5	when	when	SCONJ
bracis-33632	48	6	ensuring	ensure	VERB
bracis-33632	48	7	an	an	DET
bracis-33632	48	8	equitable	equitable	ADJ
bracis-33632	48	9	 	 	SPACE
bracis-33632	48	10	true	true	ADJ
bracis-33632	48	11	positive	positive	ADJ
bracis-33632	48	12	rate	rate	NOUN
bracis-33632	48	13	(	(	PUNCT
bracis-33632	48	14	tpr	tpr	NOUN
bracis-33632	48	15	)	)	PUNCT
bracis-33632	48	16	between	between	ADP
bracis-33632	48	17	the	the	DET
bracis-33632	48	18	two	two	NUM
bracis-33632	48	19	groups	group	NOUN
bracis-33632	48	20	at	at	ADP
bracis-33632	48	21	every	every	DET
bracis-33632	48	22	stage	stage	NOUN
bracis-33632	48	23	,	,	PUNCT
bracis-33632	48	24	 	 	SPACE
bracis-33632	48	25	the	the	DET
bracis-33632	48	26	cumulative	cumulative	ADJ
bracis-33632	48	27	tpr	tpr	NOUN
bracis-33632	48	28	aggregation	aggregation	NOUN
bracis-33632	48	29	displays	display	VERB
bracis-33632	48	30	inequality	inequality	NOUN
bracis-33632	48	31	.	.	PUNCT
bracis-33632	49	1	this	this	DET
bracis-33632	49	2	phenomenon	phenomenon	NOUN
bracis-33632	49	3	,	,	PUNCT
bracis-33632	49	4	known	know	VERB
bracis-33632	49	5	as	as	ADP
bracis-33632	49	6	simpson	simpson	PROPN
bracis-33632	49	7	’s	’s	PART
bracis-33632	49	8	paradox	paradox	NOUN
bracis-33632	49	9	,	,	PUNCT
bracis-33632	49	10	remains	remain	VERB
bracis-33632	49	11	imperceptible	imperceptible	ADJ
bracis-33632	49	12	within	within	ADP
bracis-33632	49	13	a	a	DET
bracis-33632	49	14	static	static	ADJ
bracis-33632	49	15	analysis	analysis	NOUN
bracis-33632	49	16	,	,	PUNCT
bracis-33632	49	17	but	but	CCONJ
bracis-33632	49	18	was	be	AUX
bracis-33632	49	19	detected	detect	VERB
bracis-33632	49	20	thought	think	VERB
bracis-33632	49	21	simulation	simulation	NOUN
bracis-33632	49	22	.	.	PUNCT
bracis-33632	50	1	to	to	PART
bracis-33632	50	2	summarize	summarize	VERB
bracis-33632	50	3	,	,	PUNCT
bracis-33632	50	4	 	 	SPACE
bracis-33632	50	5	the	the	DET
bracis-33632	50	6	authors	author	NOUN
bracis-33632	50	7	emphasize	emphasize	VERB
bracis-33632	50	8	three	three	NUM
bracis-33632	50	9	key	key	ADJ
bracis-33632	50	10	points	point	NOUN
bracis-33632	50	11	:	:	PUNCT
bracis-33632	50	12	firstly	firstly	ADV
bracis-33632	50	13	,	,	PUNCT
bracis-33632	50	14	simulations	simulation	NOUN
bracis-33632	50	15	 	 	SPACE
bracis-33632	50	16	can	can	AUX
bracis-33632	50	17	complement	complement	VERB
bracis-33632	50	18	empirical	empirical	ADJ
bracis-33632	50	19	data	datum	NOUN
bracis-33632	50	20	in	in	ADP
bracis-33632	50	21	the	the	DET
bracis-33632	50	22	experimentation	experimentation	NOUN
bracis-33632	50	23	process	process	NOUN
bracis-33632	50	24	;	;	PUNCT
bracis-33632	50	25	secondly	secondly	ADV
bracis-33632	50	26	,	,	PUNCT
bracis-33632	50	27	there	there	PRON
bracis-33632	50	28	exists	exist	VERB
bracis-33632	50	29	significant	significant	ADJ
bracis-33632	50	30	potential	potential	NOUN
bracis-33632	50	31	in	in	ADP
bracis-33632	50	32	using	use	VERB
bracis-33632	50	33	reinforcement	reinforcement	NOUN
bracis-33632	50	34	learning	learning	NOUN
bracis-33632	50	35	algorithms	algorithm	NOUN
bracis-33632	50	36	for	for	ADP
bracis-33632	50	37	policy	policy	NOUN
bracis-33632	50	38	optimization	optimization	NOUN
bracis-33632	50	39	through	through	ADP
bracis-33632	50	40	a	a	DET
bracis-33632	50	41	fairness	fairness	NOUN
bracis-33632	50	42	agent	agent	NOUN
bracis-33632	50	43	;	;	PUNCT
bracis-33632	50	44	 	 	SPACE
bracis-33632	50	45	and	and	CCONJ
bracis-33632	50	46	finally	finally	ADV
bracis-33632	50	47	,	,	PUNCT
bracis-33632	50	48	the	the	DET
bracis-33632	50	49	application	application	NOUN
bracis-33632	50	50	of	of	ADP
bracis-33632	50	51	simulation	simulation	NOUN
bracis-33632	50	52	techniques	technique	NOUN
bracis-33632	50	53	can	can	AUX
bracis-33632	50	54	ease	ease	VERB
bracis-33632	50	55	 	 	SPACE
bracis-33632	50	56	the	the	DET
bracis-33632	50	57	implementation	implementation	NOUN
bracis-33632	50	58	and	and	CCONJ
bracis-33632	50	59	exploration	exploration	NOUN
bracis-33632	50	60	of	of	ADP
bracis-33632	50	61	online	online	ADJ
bracis-33632	50	62	or	or	CCONJ
bracis-33632	50	63	adversarial	adversarial	ADJ
bracis-33632	50	64	learning	learning	NOUN
bracis-33632	50	65	,	,	PUNCT
bracis-33632	50	66	 	 	SPACE
bracis-33632	50	67	as	as	SCONJ
bracis-33632	50	68	it	it	PRON
bracis-33632	50	69	allows	allow	VERB
bracis-33632	50	70	to	to	PART
bracis-33632	50	71	implement	implement	VERB
bracis-33632	50	72	different	different	ADJ
bracis-33632	50	73	scenarios	scenario	NOUN
bracis-33632	50	74	,	,	PUNCT
bracis-33632	50	75	including	include	VERB
bracis-33632	50	76	rare	rare	ADJ
bracis-33632	50	77	 	 	SPACE
bracis-33632	50	78	and	and	CCONJ
bracis-33632	50	79	corner	corner	NOUN
bracis-33632	50	80	cases	case	NOUN
bracis-33632	50	81	.	.	PUNCT
bracis-33632	51	1	zehlike	zehlike	PROPN
bracis-33632	51	2	,	,	PUNCT
bracis-33632	51	3	yang	yang	PROPN
bracis-33632	51	4	,	,	PUNCT
bracis-33632	51	5	and	and	CCONJ
bracis-33632	51	6	stoyanovich	stoyanovich	X
bracis-33632	52	1	[	[	X
bracis-33632	52	2	23	23	NUM
bracis-33632	52	3	]	]	PUNCT
bracis-33632	52	4	conducted	conduct	VERB
bracis-33632	52	5	a	a	DET
bracis-33632	52	6	survey	survey	NOUN
bracis-33632	52	7	on	on	ADP
bracis-33632	52	8	fairness	fairness	NOUN
bracis-33632	52	9	in	in	ADP
bracis-33632	52	10	ranking	rank	VERB
bracis-33632	52	11	techniques	technique	NOUN
bracis-33632	52	12	.	.	PUNCT
bracis-33632	53	1	in	in	ADP
bracis-33632	53	2	their	their	PRON
bracis-33632	53	3	work	work	NOUN
bracis-33632	53	4	,	,	PUNCT
bracis-33632	53	5	 	 	SPACE
bracis-33632	53	6	they	they	PRON
bracis-33632	53	7	analyzed	analyze	VERB
bracis-33632	53	8	state	state	NOUN
bracis-33632	53	9	-	-	PUNCT
bracis-33632	53	10	of	of	ADP
bracis-33632	53	11	-	-	PUNCT
bracis-33632	53	12	the	the	DET
bracis-33632	53	13	-	-	PUNCT
bracis-33632	53	14	art	art	NOUN
bracis-33632	53	15	algorithms	algorithm	NOUN
bracis-33632	53	16	,	,	PUNCT
bracis-33632	53	17	also	also	ADV
bracis-33632	53	18	introducing	introduce	VERB
bracis-33632	53	19	 	 	SPACE
bracis-33632	53	20	a	a	DET
bracis-33632	53	21	comprehensive	comprehensive	ADJ
bracis-33632	53	22	taxonomy	taxonomy	NOUN
bracis-33632	53	23	for	for	ADP
bracis-33632	53	24	classifying	classify	VERB
bracis-33632	53	25	these	these	DET
bracis-33632	53	26	algorithms	algorithm	NOUN
bracis-33632	53	27	.	.	PUNCT
bracis-33632	53	28	 	 	SPACE
bracis-33632	54	1	this	this	DET
bracis-33632	54	2	taxonomy	taxonomy	NOUN
bracis-33632	54	3	involves	involve	VERB
bracis-33632	54	4	categorizing	categorize	VERB
bracis-33632	54	5	fairness	fairness	NOUN
bracis-33632	54	6	ranking	ranking	NOUN
bracis-33632	54	7	techniques	technique	NOUN
bracis-33632	54	8	based	base	VERB
bracis-33632	54	9	 	 	SPACE
bracis-33632	54	10	on	on	ADP
bracis-33632	54	11	the	the	DET
bracis-33632	54	12	specific	specific	ADJ
bracis-33632	54	13	stage	stage	NOUN
bracis-33632	54	14	within	within	ADP
bracis-33632	54	15	the	the	DET
bracis-33632	54	16	ranking	ranking	ADJ
bracis-33632	54	17	task	task	NOUN
bracis-33632	54	18	at	at	ADP
bracis-33632	54	19	which	which	PRON
bracis-33632	54	20	mitigation	mitigation	NOUN
bracis-33632	54	21	strategies	strategy	NOUN
bracis-33632	54	22	are	be	AUX
bracis-33632	54	23	applied	apply	VERB
bracis-33632	54	24	.	.	PUNCT
bracis-33632	55	1	in	in	ADP
bracis-33632	55	2	accordance	accordance	NOUN
bracis-33632	55	3	with	with	ADP
bracis-33632	55	4	this	this	DET
bracis-33632	55	5	established	establish	VERB
bracis-33632	55	6	taxonomy	taxonomy	NOUN
bracis-33632	55	7	,	,	PUNCT
bracis-33632	55	8	the	the	DET
bracis-33632	55	9	stages	stage	NOUN
bracis-33632	55	10	at	at	ADP
bracis-33632	55	11	which	which	PRON
bracis-33632	55	12	 	 	SPACE
bracis-33632	55	13	a	a	DET
bracis-33632	55	14	fairness	fairness	NOUN
bracis-33632	55	15	intervention	intervention	NOUN
bracis-33632	55	16	may	may	AUX
bracis-33632	55	17	take	take	VERB
bracis-33632	55	18	place	place	NOUN
bracis-33632	55	19	within	within	ADP
bracis-33632	55	20	a	a	DET
bracis-33632	55	21	ranking	ranking	ADJ
bracis-33632	55	22	task	task	NOUN
bracis-33632	55	23	can	can	AUX
bracis-33632	55	24	 	 	SPACE
bracis-33632	55	25	be	be	AUX
bracis-33632	55	26	categorized	categorize	VERB
bracis-33632	55	27	into	into	ADP
bracis-33632	55	28	three	three	NUM
bracis-33632	55	29	distinct	distinct	ADJ
bracis-33632	55	30	phases	phase	NOUN
bracis-33632	55	31	:	:	PUNCT
bracis-33632	55	32	the	the	DET
bracis-33632	55	33	fairness	fairness	NOUN
bracis-33632	55	34	algorithm	algorithm	NOUN
bracis-33632	55	35	for	for	ADP
bracis-33632	55	36	ranking	ranking	NOUN
bracis-33632	55	37	can	can	AUX
bracis-33632	55	38	intervene	intervene	VERB
bracis-33632	55	39	on	on	ADP
bracis-33632	55	40	the	the	DET
bracis-33632	55	41	initial	initial	ADJ
bracis-33632	55	42	candidate	candidate	NOUN
bracis-33632	55	43	set	set	VERB
bracis-33632	55	44	before	before	ADP
bracis-33632	55	45	the	the	DET
bracis-33632	55	46	execution	execution	NOUN
bracis-33632	55	47	of	of	ADP
bracis-33632	55	48	the	the	DET
bracis-33632	55	49	ranking	rank	VERB
bracis-33632	55	50	function	function	NOUN
bracis-33632	55	51	.	.	PUNCT
bracis-33632	56	1	in	in	ADP
bracis-33632	56	2	the	the	DET
bracis-33632	56	3	case	case	NOUN
bracis-33632	56	4	of	of	ADP
bracis-33632	56	5	the	the	DET
bracis-33632	56	6	marketplace	marketplace	NOUN
bracis-33632	56	7	environment	environment	NOUN
bracis-33632	56	8	,	,	PUNCT
bracis-33632	56	9	it	it	PRON
bracis-33632	56	10	would	would	AUX
bracis-33632	56	11	be	be	AUX
bracis-33632	56	12	an	an	DET
bracis-33632	56	13	intervention	intervention	NOUN
bracis-33632	56	14	in	in	ADP
bracis-33632	56	15	the	the	DET
bracis-33632	56	16	offer	offer	NOUN
bracis-33632	56	17	data	datum	NOUN
bracis-33632	56	18	(	(	PUNCT
bracis-33632	56	19	e.g.	e.g.	ADV
bracis-33632	56	20	price	price	NOUN
bracis-33632	56	21	,	,	PUNCT
bracis-33632	56	22	delivery	delivery	NOUN
bracis-33632	56	23	time	time	NOUN
bracis-33632	56	24	)	)	PUNCT
bracis-33632	56	25	.	.	PUNCT
bracis-33632	57	1	it	it	PRON
bracis-33632	57	2	can	can	AUX
bracis-33632	57	3	integrate	integrate	VERB
bracis-33632	57	4	itself	itself	PRON
bracis-33632	57	5	within	within	ADP
bracis-33632	57	6	the	the	DET
bracis-33632	57	7	ranking	rank	VERB
bracis-33632	57	8	function	function	NOUN
bracis-33632	57	9	,	,	PUNCT
bracis-33632	57	10	directly	directly	ADV
bracis-33632	57	11	affecting	affect	VERB
bracis-33632	57	12	the	the	DET
bracis-33632	57	13	ranking	ranking	NOUN
bracis-33632	57	14	process	process	NOUN
bracis-33632	57	15	.	.	PUNCT
bracis-33632	58	1	in	in	ADP
bracis-33632	58	2	a	a	DET
bracis-33632	58	3	marketplace	marketplace	NOUN
bracis-33632	58	4	environment	environment	NOUN
bracis-33632	58	5	,	,	PUNCT
bracis-33632	58	6	it	it	PRON
bracis-33632	58	7	would	would	AUX
bracis-33632	58	8	be	be	AUX
bracis-33632	58	9	an	an	DET
bracis-33632	58	10	intervention	intervention	NOUN
bracis-33632	58	11	in	in	ADP
bracis-33632	58	12	the	the	DET
bracis-33632	58	13	process	process	NOUN
bracis-33632	58	14	of	of	ADP
bracis-33632	58	15	scoring	scoring	NOUN
bracis-33632	58	16	offers	offer	NOUN
bracis-33632	58	17	.	.	PUNCT
bracis-33632	59	1	it	it	PRON
bracis-33632	59	2	can	can	AUX
bracis-33632	59	3	act	act	VERB
bracis-33632	59	4	in	in	ADP
bracis-33632	59	5	the	the	DET
bracis-33632	59	6	processed	process	VERB
bracis-33632	59	7	ranked	rank	VERB
bracis-33632	59	8	set	set	NOUN
bracis-33632	59	9	,	,	PUNCT
bracis-33632	59	10	subsequent	subsequent	ADJ
bracis-33632	59	11	to	to	ADP
bracis-33632	59	12	its	its	PRON
bracis-33632	59	13	treatment	treatment	NOUN
bracis-33632	59	14	by	by	ADP
bracis-33632	59	15	the	the	DET
bracis-33632	59	16	ranking	ranking	NOUN
bracis-33632	59	17	function	function	NOUN
bracis-33632	59	18	,	,	PUNCT
bracis-33632	59	19	refining	refine	VERB
bracis-33632	59	20	the	the	DET
bracis-33632	59	21	fairness	fairness	NOUN
bracis-33632	59	22	attributes	attribute	NOUN
bracis-33632	59	23	of	of	ADP
bracis-33632	59	24	the	the	DET
bracis-33632	59	25	final	final	ADJ
bracis-33632	59	26	rankings	ranking	NOUN
bracis-33632	59	27	.	.	PUNCT
bracis-33632	60	1	considering	consider	VERB
bracis-33632	60	2	a	a	DET
bracis-33632	60	3	marketplace	marketplace	NOUN
bracis-33632	60	4	environment	environment	NOUN
bracis-33632	60	5	,	,	PUNCT
bracis-33632	60	6	this	this	DET
bracis-33632	60	7	intervention	intervention	NOUN
bracis-33632	60	8	would	would	AUX
bracis-33632	60	9	happen	happen	VERB
bracis-33632	60	10	after	after	ADP
bracis-33632	60	11	the	the	DET
bracis-33632	60	12	scoring	scoring	NOUN
bracis-33632	60	13	of	of	ADP
bracis-33632	60	14	the	the	DET
bracis-33632	60	15	offers	offer	NOUN
bracis-33632	60	16	,	,	PUNCT
bracis-33632	60	17	using	use	VERB
bracis-33632	60	18	the	the	DET
bracis-33632	60	19	score	score	NOUN
bracis-33632	60	20	as	as	ADP
bracis-33632	60	21	input	input	NOUN
bracis-33632	60	22	and	and	CCONJ
bracis-33632	60	23	generating	generate	VERB
bracis-33632	60	24	fair	fair	ADJ
bracis-33632	60	25	scores	score	NOUN
bracis-33632	60	26	.	.	PUNCT
bracis-33632	61	1	another	another	DET
bracis-33632	61	2	taxonomy	taxonomy	NOUN
bracis-33632	61	3	refers	refer	VERB
bracis-33632	61	4	to	to	ADP
bracis-33632	61	5	the	the	DET
bracis-33632	61	6	type	type	NOUN
bracis-33632	61	7	of	of	ADP
bracis-33632	61	8	bias	bias	NOUN
bracis-33632	61	9	that	that	SCONJ
bracis-33632	61	10	the	the	DET
bracis-33632	61	11	data	data	NOUN
bracis-33632	61	12	presents	present	VERB
bracis-33632	61	13	[	[	X
bracis-33632	61	14	23	23	NUM
bracis-33632	61	15	]	]	PUNCT
bracis-33632	61	16	.	.	PUNCT
bracis-33632	62	1	they	they	PRON
bracis-33632	62	2	are	be	AUX
bracis-33632	62	3	:	:	PUNCT
bracis-33632	62	4	pre	pre	ADJ
bracis-33632	62	5	-	-	ADJ
bracis-33632	62	6	existing	existing	ADJ
bracis-33632	62	7	bias	bias	NOUN
bracis-33632	62	8	:	:	PUNCT
bracis-33632	62	9	a	a	DET
bracis-33632	62	10	bias	bias	NOUN
bracis-33632	62	11	is	be	AUX
bracis-33632	62	12	categorized	categorize	VERB
bracis-33632	62	13	as	as	ADP
bracis-33632	62	14	“	"	PUNCT
bracis-33632	62	15	pre	pre	ADJ
bracis-33632	62	16	-	-	ADJ
bracis-33632	62	17	existent	existent	ADJ
bracis-33632	62	18	”	"	PUNCT
bracis-33632	62	19	when	when	SCONJ
bracis-33632	62	20	societal	societal	ADJ
bracis-33632	62	21	or	or	CCONJ
bracis-33632	62	22	environmental	environmental	ADJ
bracis-33632	62	23	frameworks	framework	NOUN
bracis-33632	62	24	predispose	predispose	VERB
bracis-33632	62	25	discrimination	discrimination	NOUN
bracis-33632	62	26	against	against	ADP
bracis-33632	62	27	specific	specific	ADJ
bracis-33632	62	28	members	member	NOUN
bracis-33632	62	29	within	within	ADP
bracis-33632	62	30	a	a	DET
bracis-33632	62	31	certain	certain	ADJ
bracis-33632	62	32	group	group	NOUN
bracis-33632	62	33	.	.	PUNCT
bracis-33632	63	1	an	an	DET
bracis-33632	63	2	illustrative	illustrative	ADJ
bracis-33632	63	3	instance	instance	NOUN
bracis-33632	63	4	is	be	AUX
bracis-33632	63	5	the	the	DET
bracis-33632	63	6	scholastic	scholastic	ADJ
bracis-33632	63	7	assessment	assessment	NOUN
bracis-33632	63	8	test	test	NOUN
bracis-33632	63	9	(	(	PUNCT
bracis-33632	63	10	sat	sit	VERB
bracis-33632	63	11	)	)	PUNCT
bracis-33632	63	12	math	math	NOUN
bracis-33632	63	13	scores	score	NOUN
bracis-33632	63	14	in	in	ADP
bracis-33632	63	15	the	the	DET
bracis-33632	63	16	context	context	NOUN
bracis-33632	63	17	of	of	ADP
bracis-33632	63	18	us	us	PROPN
bracis-33632	63	19	college	college	NOUN
bracis-33632	63	20	applicants	applicant	NOUN
bracis-33632	63	21	,	,	PUNCT
bracis-33632	63	22	where	where	SCONJ
bracis-33632	63	23	discernible	discernible	ADJ
bracis-33632	63	24	variations	variation	NOUN
bracis-33632	63	25	exist	exist	VERB
bracis-33632	63	26	in	in	ADP
bracis-33632	63	27	distribution	distribution	NOUN
bracis-33632	63	28	and	and	CCONJ
bracis-33632	63	29	averages	average	NOUN
bracis-33632	63	30	among	among	ADP
bracis-33632	63	31	racial	racial	ADJ
bracis-33632	63	32	groups	group	NOUN
bracis-33632	63	33	.	.	PUNCT
bracis-33632	64	1	as	as	SCONJ
bracis-33632	64	2	highlighted	highlight	VERB
bracis-33632	64	3	by	by	ADP
bracis-33632	64	4	reeves	reeve	NOUN
bracis-33632	64	5	and	and	CCONJ
bracis-33632	64	6	halikias	halikia	NOUN
bracis-33632	65	1	[	[	X
bracis-33632	65	2	16	16	NUM
bracis-33632	65	3	]	]	PUNCT
bracis-33632	65	4	,	,	PUNCT
bracis-33632	65	5	the	the	DET
bracis-33632	65	6	average	average	NOUN
bracis-33632	65	7	sat	sit	VERB
bracis-33632	65	8	math	math	NOUN
bracis-33632	65	9	scores	score	NOUN
bracis-33632	65	10	for	for	ADP
bracis-33632	65	11	black	black	ADJ
bracis-33632	65	12	and	and	CCONJ
bracis-33632	65	13	latino	latino	ADJ
bracis-33632	65	14	individuals	individual	NOUN
bracis-33632	65	15	are	be	AUX
bracis-33632	65	16	markedly	markedly	ADV
bracis-33632	65	17	lower	low	ADJ
bracis-33632	65	18	compared	compare	VERB
bracis-33632	65	19	to	to	ADP
bracis-33632	65	20	those	those	PRON
bracis-33632	65	21	for	for	ADP
bracis-33632	65	22	white	white	ADJ
bracis-33632	65	23	and	and	CCONJ
bracis-33632	65	24	asian	asian	ADJ
bracis-33632	65	25	counterparts	counterpart	NOUN
bracis-33632	65	26	.	.	PUNCT
bracis-33632	66	1	this	this	DET
bracis-33632	66	2	disparity	disparity	NOUN
bracis-33632	66	3	is	be	AUX
bracis-33632	66	4	further	far	ADV
bracis-33632	66	5	accentuated	accentuate	VERB
bracis-33632	66	6	by	by	ADP
bracis-33632	66	7	the	the	DET
bracis-33632	66	8	distribution	distribution	NOUN
bracis-33632	66	9	patterns	pattern	NOUN
bracis-33632	66	10	:	:	PUNCT
bracis-33632	66	11	scores	score	NOUN
bracis-33632	66	12	for	for	ADP
bracis-33632	66	13	black	black	ADJ
bracis-33632	66	14	and	and	CCONJ
bracis-33632	66	15	latino	latino	ADJ
bracis-33632	66	16	individuals	individual	NOUN
bracis-33632	66	17	tend	tend	VERB
bracis-33632	66	18	to	to	PART
bracis-33632	66	19	cluster	cluster	VERB
bracis-33632	66	20	at	at	ADP
bracis-33632	66	21	the	the	DET
bracis-33632	66	22	lower	low	ADJ
bracis-33632	66	23	end	end	NOUN
bracis-33632	66	24	,	,	PUNCT
bracis-33632	66	25	white	white	ADJ
bracis-33632	66	26	scores	score	NOUN
bracis-33632	66	27	exhibit	exhibit	VERB
bracis-33632	66	28	a	a	DET
bracis-33632	66	29	more	more	ADV
bracis-33632	66	30	standard	standard	ADJ
bracis-33632	66	31	normal	normal	ADJ
bracis-33632	66	32	distribution	distribution	NOUN
bracis-33632	66	33	,	,	PUNCT
bracis-33632	66	34	and	and	CCONJ
bracis-33632	66	35	asian	asian	ADJ
bracis-33632	66	36	scores	score	NOUN
bracis-33632	66	37	tend	tend	VERB
bracis-33632	66	38	to	to	PART
bracis-33632	66	39	cluster	cluster	VERB
bracis-33632	66	40	at	at	ADP
bracis-33632	66	41	the	the	DET
bracis-33632	66	42	higher	high	ADJ
bracis-33632	66	43	end	end	NOUN
bracis-33632	66	44	of	of	ADP
bracis-33632	66	45	the	the	DET
bracis-33632	66	46	spectrum	spectrum	NOUN
bracis-33632	66	47	.	.	PUNCT
bracis-33632	67	1	occasionally	occasionally	ADV
bracis-33632	67	2	,	,	PUNCT
bracis-33632	67	3	this	this	DET
bracis-33632	67	4	form	form	NOUN
bracis-33632	67	5	of	of	ADP
bracis-33632	67	6	bias	bias	NOUN
bracis-33632	67	7	may	may	AUX
bracis-33632	67	8	manifest	manifest	VERB
bracis-33632	67	9	within	within	ADP
bracis-33632	67	10	a	a	DET
bracis-33632	67	11	marketplace	marketplace	NOUN
bracis-33632	67	12	environment	environment	NOUN
bracis-33632	67	13	,	,	PUNCT
bracis-33632	67	14	particularly	particularly	ADV
bracis-33632	67	15	when	when	SCONJ
bracis-33632	67	16	a	a	DET
bracis-33632	67	17	company	company	NOUN
bracis-33632	67	18	introduces	introduce	VERB
bracis-33632	67	19	premium	premium	NOUN
bracis-33632	67	20	services	service	NOUN
bracis-33632	67	21	.	.	PUNCT
bracis-33632	68	1	for	for	ADP
bracis-33632	68	2	instance	instance	NOUN
bracis-33632	68	3	,	,	PUNCT
bracis-33632	68	4	such	such	ADJ
bracis-33632	68	5	services	service	NOUN
bracis-33632	68	6	might	might	AUX
bracis-33632	68	7	give	give	VERB
bracis-33632	68	8	advantages	advantage	NOUN
bracis-33632	68	9	to	to	ADP
bracis-33632	68	10	sellers	seller	NOUN
bracis-33632	68	11	utilizing	utilize	VERB
bracis-33632	68	12	them	they	PRON
bracis-33632	68	13	,	,	PUNCT
bracis-33632	68	14	even	even	ADV
bracis-33632	68	15	if	if	SCONJ
bracis-33632	68	16	the	the	DET
bracis-33632	68	17	services	service	NOUN
bracis-33632	68	18	were	be	AUX
bracis-33632	68	19	not	not	PART
bracis-33632	68	20	explicitly	explicitly	ADV
bracis-33632	68	21	designed	design	VERB
bracis-33632	68	22	to	to	PART
bracis-33632	68	23	function	function	VERB
bracis-33632	68	24	in	in	ADP
bracis-33632	68	25	such	such	DET
bracis-33632	68	26	a	a	DET
bracis-33632	68	27	manner	manner	NOUN
bracis-33632	68	28	.	.	PUNCT
bracis-33632	69	1	an	an	DET
bracis-33632	69	2	example	example	NOUN
bracis-33632	69	3	of	of	ADP
bracis-33632	69	4	this	this	PRON
bracis-33632	69	5	can	can	AUX
bracis-33632	69	6	be	be	AUX
bracis-33632	69	7	observed	observe	VERB
bracis-33632	69	8	in	in	ADP
bracis-33632	69	9	the	the	DET
bracis-33632	69	10	realm	realm	NOUN
bracis-33632	69	11	of	of	ADP
bracis-33632	69	12	delivery	delivery	NOUN
bracis-33632	69	13	services	service	NOUN
bracis-33632	69	14	,	,	PUNCT
bracis-33632	69	15	where	where	SCONJ
bracis-33632	69	16	a	a	DET
bracis-33632	69	17	particular	particular	ADJ
bracis-33632	69	18	service	service	NOUN
bracis-33632	69	19	provider	provider	NOUN
bracis-33632	69	20	is	be	AUX
bracis-33632	69	21	consistently	consistently	ADV
bracis-33632	69	22	better	well	ADJ
bracis-33632	69	23	than	than	ADP
bracis-33632	69	24	its	its	PRON
bracis-33632	69	25	competitors	competitor	NOUN
bracis-33632	69	26	,	,	PUNCT
bracis-33632	69	27	consequently	consequently	ADV
bracis-33632	69	28	affording	afford	VERB
bracis-33632	69	29	an	an	DET
bracis-33632	69	30	unintended	unintended	ADJ
bracis-33632	69	31	advantage	advantage	NOUN
bracis-33632	69	32	to	to	ADP
bracis-33632	69	33	sellers	seller	NOUN
bracis-33632	69	34	who	who	PRON
bracis-33632	69	35	subscribe	subscribe	VERB
bracis-33632	69	36	to	to	ADP
bracis-33632	69	37	this	this	DET
bracis-33632	69	38	superior	superior	ADJ
bracis-33632	69	39	service	service	NOUN
bracis-33632	69	40	.	.	PUNCT
bracis-33632	70	1	technical	technical	ADJ
bracis-33632	70	2	bias	bias	PROPN
bracis-33632	70	3	:	:	PUNCT
bracis-33632	70	4	a	a	DET
bracis-33632	70	5	form	form	NOUN
bracis-33632	70	6	of	of	ADP
bracis-33632	70	7	bias	bias	NOUN
bracis-33632	70	8	that	that	PRON
bracis-33632	70	9	comes	come	VERB
bracis-33632	70	10	from	from	ADP
bracis-33632	70	11	technical	technical	ADJ
bracis-33632	70	12	constraints	constraint	NOUN
bracis-33632	70	13	or	or	CCONJ
bracis-33632	70	14	deliberate	deliberate	ADJ
bracis-33632	70	15	decisions	decision	NOUN
bracis-33632	70	16	is	be	AUX
bracis-33632	70	17	characterized	characterize	VERB
bracis-33632	70	18	as	as	ADP
bracis-33632	70	19	“	"	PUNCT
bracis-33632	70	20	technical	technical	ADJ
bracis-33632	70	21	bias	bias	NOUN
bracis-33632	70	22	”	"	PUNCT
bracis-33632	70	23	.	.	PUNCT
bracis-33632	71	1	an	an	DET
bracis-33632	71	2	illustrative	illustrative	ADJ
bracis-33632	71	3	case	case	NOUN
bracis-33632	71	4	is	be	AUX
bracis-33632	71	5	the	the	DET
bracis-33632	71	6	presence	presence	NOUN
bracis-33632	71	7	of	of	ADP
bracis-33632	71	8	positional	positional	ADJ
bracis-33632	71	9	bias	bias	NOUN
bracis-33632	71	10	that	that	PRON
bracis-33632	71	11	happens	happen	VERB
bracis-33632	71	12	when	when	SCONJ
bracis-33632	71	13	a	a	DET
bracis-33632	71	14	marketplace	marketplace	NOUN
bracis-33632	71	15	website	website	NOUN
bracis-33632	71	16	accentuates	accentuate	VERB
bracis-33632	71	17	a	a	DET
bracis-33632	71	18	singular	singular	ADJ
bracis-33632	71	19	offer	offer	NOUN
bracis-33632	71	20	by	by	ADP
bracis-33632	71	21	positioning	position	VERB
bracis-33632	71	22	it	it	PRON
bracis-33632	71	23	in	in	ADP
bracis-33632	71	24	a	a	DET
bracis-33632	71	25	more	more	ADV
bracis-33632	71	26	prominent	prominent	ADJ
bracis-33632	71	27	position	position	NOUN
bracis-33632	71	28	,	,	PUNCT
bracis-33632	71	29	relegating	relegate	VERB
bracis-33632	71	30	others	other	NOUN
bracis-33632	71	31	to	to	ADP
bracis-33632	71	32	smaller	small	ADJ
bracis-33632	71	33	sections	section	NOUN
bracis-33632	71	34	of	of	ADP
bracis-33632	71	35	the	the	DET
bracis-33632	71	36	screen	screen	NOUN
bracis-33632	71	37	.	.	PUNCT
bracis-33632	72	1	this	this	DET
bracis-33632	72	2	scenario	scenario	NOUN
bracis-33632	72	3	underscores	underscore	VERB
bracis-33632	72	4	the	the	DET
bracis-33632	72	5	challenge	challenge	NOUN
bracis-33632	72	6	of	of	ADP
bracis-33632	72	7	mitigating	mitigate	VERB
bracis-33632	72	8	bias	bias	NOUN
bracis-33632	72	9	within	within	ADP
bracis-33632	72	10	the	the	DET
bracis-33632	72	11	constraints	constraint	NOUN
bracis-33632	72	12	of	of	ADP
bracis-33632	72	13	platform	platform	NOUN
bracis-33632	72	14	design	design	NOUN
bracis-33632	72	15	.	.	PUNCT
bracis-33632	73	1	an	an	DET
bracis-33632	73	2	exemplar	exemplar	ADJ
bracis-33632	73	3	solution	solution	NOUN
bracis-33632	73	4	,	,	PUNCT
bracis-33632	73	5	as	as	SCONJ
bracis-33632	73	6	suggested	suggest	VERB
bracis-33632	73	7	by	by	ADP
bracis-33632	73	8	the	the	DET
bracis-33632	73	9	european	european	PROPN
bracis-33632	73	10	commission	commission	PROPN
bracis-33632	73	11	[	[	X
bracis-33632	73	12	3	3	NUM
bracis-33632	73	13	]	]	PUNCT
bracis-33632	73	14	,	,	PUNCT
bracis-33632	73	15	involves	involve	VERB
bracis-33632	73	16	the	the	DET
bracis-33632	73	17	strategic	strategic	ADJ
bracis-33632	73	18	highlighting	highlighting	NOUN
bracis-33632	73	19	of	of	ADP
bracis-33632	73	20	two	two	NUM
bracis-33632	73	21	comparable	comparable	ADJ
bracis-33632	73	22	offers	offer	NOUN
bracis-33632	73	23	whenever	whenever	SCONJ
bracis-33632	73	24	feasible	feasible	ADJ
bracis-33632	73	25	.	.	PUNCT
bracis-33632	74	1	however	however	ADV
bracis-33632	74	2	,	,	PUNCT
bracis-33632	74	3	achieving	achieve	VERB
bracis-33632	74	4	a	a	DET
bracis-33632	74	5	solution	solution	NOUN
bracis-33632	74	6	that	that	PRON
bracis-33632	74	7	genuinely	genuinely	ADV
bracis-33632	74	8	aims	aim	VERB
bracis-33632	74	9	for	for	ADP
bracis-33632	74	10	equitable	equitable	ADJ
bracis-33632	74	11	treatment	treatment	NOUN
bracis-33632	74	12	is	be	AUX
bracis-33632	74	13	invariably	invariably	ADV
bracis-33632	74	14	limited	limit	VERB
bracis-33632	74	15	by	by	ADP
bracis-33632	74	16	the	the	DET
bracis-33632	74	17	inherent	inherent	ADJ
bracis-33632	74	18	limitations	limitation	NOUN
bracis-33632	74	19	imposed	impose	VERB
bracis-33632	74	20	by	by	ADP
bracis-33632	74	21	the	the	DET
bracis-33632	74	22	design	design	NOUN
bracis-33632	74	23	of	of	ADP
bracis-33632	74	24	the	the	DET
bracis-33632	74	25	marketplace	marketplace	NOUN
bracis-33632	74	26	environment	environment	NOUN
bracis-33632	74	27	.	.	PUNCT
bracis-33632	75	1	emergent	emergent	PROPN
bracis-33632	75	2	bias	bias	NOUN
bracis-33632	75	3	:	:	PUNCT
bracis-33632	75	4	occurs	occur	VERB
bracis-33632	75	5	when	when	SCONJ
bracis-33632	75	6	a	a	DET
bracis-33632	75	7	ranking	rank	VERB
bracis-33632	75	8	system	system	NOUN
bracis-33632	75	9	is	be	AUX
bracis-33632	75	10	conceived	conceive	VERB
bracis-33632	75	11	with	with	ADP
bracis-33632	75	12	a	a	DET
bracis-33632	75	13	distinct	distinct	ADJ
bracis-33632	75	14	agent	agent	NOUN
bracis-33632	75	15	archetype	archetype	NOUN
bracis-33632	75	16	in	in	ADP
bracis-33632	75	17	focus	focus	NOUN
bracis-33632	75	18	or	or	CCONJ
bracis-33632	75	19	when	when	SCONJ
bracis-33632	75	20	it	it	PRON
bracis-33632	75	21	interfaces	interface	VERB
bracis-33632	75	22	with	with	ADP
bracis-33632	75	23	a	a	DET
bracis-33632	75	24	societal	societal	ADJ
bracis-33632	75	25	construct	construct	NOUN
bracis-33632	75	26	that	that	PRON
bracis-33632	75	27	exhibits	exhibit	VERB
bracis-33632	75	28	temporal	temporal	ADJ
bracis-33632	75	29	evolution	evolution	NOUN
bracis-33632	75	30	[	[	X
bracis-33632	75	31	23	23	NUM
bracis-33632	75	32	]	]	PUNCT
bracis-33632	75	33	.	.	PUNCT
bracis-33632	76	1	within	within	ADP
bracis-33632	76	2	a	a	DET
bracis-33632	76	3	marketplace	marketplace	NOUN
bracis-33632	76	4	ecosystem	ecosystem	NOUN
bracis-33632	76	5	,	,	PUNCT
bracis-33632	76	6	the	the	DET
bracis-33632	76	7	dispersion	dispersion	NOUN
bracis-33632	76	8	of	of	ADP
bracis-33632	76	9	offer	offer	NOUN
bracis-33632	76	10	attributes	attribute	NOUN
bracis-33632	76	11	like	like	ADP
bracis-33632	76	12	price	price	NOUN
bracis-33632	76	13	and	and	CCONJ
bracis-33632	76	14	delivery	delivery	NOUN
bracis-33632	76	15	time	time	NOUN
bracis-33632	76	16	can	can	AUX
bracis-33632	76	17	undergo	undergo	VERB
bracis-33632	76	18	continual	continual	ADJ
bracis-33632	76	19	transformation	transformation	NOUN
bracis-33632	76	20	due	due	ADP
bracis-33632	76	21	to	to	ADP
bracis-33632	76	22	the	the	DET
bracis-33632	76	23	incessant	incessant	ADJ
bracis-33632	76	24	influx	influx	NOUN
bracis-33632	76	25	of	of	ADP
bracis-33632	76	26	new	new	ADJ
bracis-33632	76	27	sellers	seller	NOUN
bracis-33632	76	28	into	into	ADP
bracis-33632	76	29	the	the	DET
bracis-33632	76	30	marketplace	marketplace	NOUN
bracis-33632	76	31	.	.	PUNCT
bracis-33632	77	1	this	this	DET
bracis-33632	77	2	dynamic	dynamic	ADJ
bracis-33632	77	3	process	process	NOUN
bracis-33632	77	4	can	can	AUX
bracis-33632	77	5	cause	cause	VERB
bracis-33632	77	6	shifts	shift	NOUN
bracis-33632	77	7	in	in	ADP
bracis-33632	77	8	the	the	DET
bracis-33632	77	9	score	score	NOUN
bracis-33632	77	10	distributions	distribution	NOUN
bracis-33632	77	11	among	among	ADP
bracis-33632	77	12	different	different	ADJ
bracis-33632	77	13	groups	group	NOUN
bracis-33632	77	14	,	,	PUNCT
bracis-33632	77	15	providing	provide	VERB
bracis-33632	77	16	a	a	DET
bracis-33632	77	17	latent	latent	ADJ
bracis-33632	77	18	source	source	NOUN
bracis-33632	77	19	of	of	ADP
bracis-33632	77	20	bias	bias	NOUN
bracis-33632	77	21	that	that	PRON
bracis-33632	77	22	gradually	gradually	ADV
bracis-33632	77	23	materializes	materialize	VERB
bracis-33632	77	24	over	over	ADP
bracis-33632	77	25	time	time	NOUN
bracis-33632	77	26	.	.	PUNCT
bracis-33632	78	1	all	all	DET
bracis-33632	78	2	these	these	DET
bracis-33632	78	3	three	three	NUM
bracis-33632	78	4	forms	form	NOUN
bracis-33632	78	5	of	of	ADP
bracis-33632	78	6	bias	bias	NOUN
bracis-33632	78	7	may	may	AUX
bracis-33632	78	8	manifest	manifest	VERB
bracis-33632	78	9	in	in	ADP
bracis-33632	78	10	a	a	DET
bracis-33632	78	11	marketplace	marketplace	NOUN
bracis-33632	78	12	platform	platform	NOUN
bracis-33632	78	13	.	.	PUNCT
bracis-33632	79	1	a	a	DET
bracis-33632	79	2	robust	robust	ADJ
bracis-33632	79	3	simulation	simulation	NOUN
bracis-33632	79	4	framework	framework	NOUN
bracis-33632	79	5	may	may	AUX
bracis-33632	79	6	put	put	VERB
bracis-33632	79	7	fairness	fairness	NOUN
bracis-33632	79	8	algorithms	algorithm	NOUN
bracis-33632	79	9	under	under	ADP
bracis-33632	79	10	experimentation	experimentation	NOUN
bracis-33632	79	11	,	,	PUNCT
bracis-33632	79	12	analysing	analyse	VERB
bracis-33632	79	13	even	even	ADV
bracis-33632	79	14	corner	corner	NOUN
bracis-33632	79	15	cases	case	NOUN
bracis-33632	79	16	and	and	CCONJ
bracis-33632	79	17	multiple	multiple	ADJ
bracis-33632	79	18	sources	source	NOUN
bracis-33632	79	19	and	and	CCONJ
bracis-33632	79	20	types	type	NOUN
bracis-33632	79	21	of	of	ADP
bracis-33632	79	22	bias	bias	NOUN
bracis-33632	79	23	.	.	PUNCT
bracis-33632	80	1	in	in	ADP
bracis-33632	80	2	their	their	PRON
bracis-33632	80	3	study	study	NOUN
bracis-33632	80	4	[	[	X
bracis-33632	80	5	23	23	NUM
bracis-33632	80	6	]	]	PUNCT
bracis-33632	80	7	,	,	PUNCT
bracis-33632	80	8	which	which	PRON
bracis-33632	80	9	introduced	introduce	VERB
bracis-33632	80	10	method	method	NOUN
bracis-33632	80	11	classification	classification	NOUN
bracis-33632	80	12	frameworks	framework	NOUN
bracis-33632	80	13	and	and	CCONJ
bracis-33632	80	14	examined	examine	VERB
bracis-33632	80	15	bias	bias	NOUN
bracis-33632	80	16	mitigation	mitigation	NOUN
bracis-33632	80	17	approaches	approach	NOUN
bracis-33632	80	18	within	within	ADP
bracis-33632	80	19	score	score	NOUN
bracis-33632	80	20	-	-	PUNCT
bracis-33632	80	21	based	base	VERB
bracis-33632	80	22	ranking	ranking	NOUN
bracis-33632	80	23	tasks	task	NOUN
bracis-33632	80	24	,	,	PUNCT
bracis-33632	80	25	zehlike	zehlike	NOUN
bracis-33632	80	26	,	,	PUNCT
bracis-33632	80	27	yang	yang	PROPN
bracis-33632	80	28	,	,	PUNCT
bracis-33632	80	29	and	and	CCONJ
bracis-33632	80	30	stoyanovich	stoyanovich	PROPN
bracis-33632	80	31	found	find	VERB
bracis-33632	80	32	that	that	SCONJ
bracis-33632	80	33	none	none	NOUN
bracis-33632	80	34	of	of	ADP
bracis-33632	80	35	the	the	DET
bracis-33632	80	36	investigated	investigate	VERB
bracis-33632	80	37	methods	method	NOUN
bracis-33632	80	38	were	be	AUX
bracis-33632	80	39	explicitly	explicitly	ADV
bracis-33632	80	40	tailored	tailor	VERB
bracis-33632	80	41	or	or	CCONJ
bracis-33632	80	42	assessed	assess	VERB
bracis-33632	80	43	for	for	ADP
bracis-33632	80	44	the	the	DET
bracis-33632	80	45	mitigation	mitigation	NOUN
bracis-33632	80	46	of	of	ADP
bracis-33632	80	47	emergent	emergent	ADJ
bracis-33632	80	48	bias	bias	NOUN
bracis-33632	80	49	.	.	PUNCT
bracis-33632	81	1	as	as	SCONJ
bracis-33632	81	2	documented	document	VERB
bracis-33632	81	3	 	 	SPACE
bracis-33632	81	4	in	in	ADP
bracis-33632	81	5	the	the	DET
bracis-33632	81	6	study	study	NOUN
bracis-33632	81	7	,	,	PUNCT
bracis-33632	81	8	every	every	DET
bracis-33632	81	9	method	method	NOUN
bracis-33632	81	10	addressed	address	VERB
bracis-33632	81	11	pre	pre	ADJ
bracis-33632	81	12	-	-	ADJ
bracis-33632	81	13	existing	exist	VERB
bracis-33632	81	14	 	 	SPACE
bracis-33632	81	15	bias	bias	NOUN
bracis-33632	81	16	[	[	X
bracis-33632	81	17	2	2	NUM
bracis-33632	81	18	,	,	PUNCT
bracis-33632	81	19	5	5	NUM
bracis-33632	81	20	,	,	PUNCT
bracis-33632	81	21	6	6	NUM
bracis-33632	81	22	,	,	PUNCT
bracis-33632	81	23	12	12	NUM
bracis-33632	81	24	,	,	PUNCT
bracis-33632	81	25	13	13	NUM
bracis-33632	81	26	,	,	PUNCT
bracis-33632	81	27	18	18	NUM
bracis-33632	81	28	,	,	PUNCT
bracis-33632	81	29	21	21	NUM
bracis-33632	81	30	,	,	PUNCT
bracis-33632	81	31	22	22	NUM
bracis-33632	81	32	]	]	PUNCT
bracis-33632	81	33	.	.	PUNCT
bracis-33632	82	1	however	however	ADV
bracis-33632	82	2	,	,	PUNCT
bracis-33632	82	3	only	only	ADV
bracis-33632	82	4	a	a	DET
bracis-33632	82	5	single	single	ADJ
bracis-33632	82	6	method	method	NOUN
bracis-33632	82	7	[	[	X
bracis-33632	82	8	21	21	NUM
bracis-33632	82	9	]	]	PUNCT
bracis-33632	82	10	 	 	SPACE
bracis-33632	82	11	was	be	AUX
bracis-33632	82	12	specifically	specifically	ADV
bracis-33632	82	13	designed	design	VERB
bracis-33632	82	14	to	to	PART
bracis-33632	82	15	address	address	VERB
bracis-33632	82	16	technical	technical	ADJ
bracis-33632	82	17	bias	bias	NOUN
bracis-33632	82	18	mitigation	mitigation	NOUN
bracis-33632	82	19	as	as	ADV
bracis-33632	82	20	well	well	ADV
bracis-33632	82	21	.	.	PUNCT
bracis-33632	83	1	yang	yang	PROPN
bracis-33632	83	2	and	and	CCONJ
bracis-33632	83	3	stoyanovich	stoyanovich	X
bracis-33632	84	1	[	[	X
bracis-33632	84	2	22	22	NUM
bracis-33632	84	3	]	]	PUNCT
bracis-33632	84	4	introduced	introduce	VERB
bracis-33632	84	5	a	a	DET
bracis-33632	84	6	framework	framework	NOUN
bracis-33632	84	7	providing	provide	VERB
bracis-33632	84	8	metrics	metric	NOUN
bracis-33632	84	9	for	for	ADP
bracis-33632	84	10	quantifying	quantify	VERB
bracis-33632	84	11	fairness	fairness	NOUN
bracis-33632	84	12	and	and	CCONJ
bracis-33632	84	13	a	a	DET
bracis-33632	84	14	toolset	toolset	NOUN
bracis-33632	84	15	 	 	SPACE
bracis-33632	84	16	to	to	PART
bracis-33632	84	17	integrate	integrate	VERB
bracis-33632	84	18	these	these	DET
bracis-33632	84	19	metrics	metric	NOUN
bracis-33632	84	20	into	into	ADP
bracis-33632	84	21	an	an	DET
bracis-33632	84	22	optimizer	optimizer	NOUN
bracis-33632	84	23	.	.	PUNCT
bracis-33632	85	1	the	the	DET
bracis-33632	85	2	optimization	optimization	NOUN
bracis-33632	85	3	method	method	NOUN
bracis-33632	85	4	proposed	propose	VERB
bracis-33632	85	5	by	by	ADP
bracis-33632	85	6	the	the	DET
bracis-33632	85	7	authors	author	NOUN
bracis-33632	85	8	was	be	AUX
bracis-33632	85	9	tested	test	VERB
bracis-33632	85	10	in	in	ADP
bracis-33632	85	11	both	both	CCONJ
bracis-33632	85	12	synthetic	synthetic	ADJ
bracis-33632	85	13	and	and	CCONJ
bracis-33632	85	14	real	real	ADJ
bracis-33632	85	15	 	 	SPACE
bracis-33632	85	16	world	world	NOUN
bracis-33632	85	17	datasets	dataset	NOUN
bracis-33632	85	18	,	,	PUNCT
bracis-33632	85	19	being	be	AUX
bracis-33632	85	20	able	able	ADJ
bracis-33632	85	21	to	to	PART
bracis-33632	85	22	produce	produce	VERB
bracis-33632	85	23	equitable	equitable	ADJ
bracis-33632	85	24	outcomes	outcome	NOUN
bracis-33632	85	25	while	while	SCONJ
bracis-33632	85	26	 	 	SPACE
bracis-33632	85	27	also	also	ADV
bracis-33632	85	28	optimizing	optimize	VERB
bracis-33632	85	29	utility	utility	NOUN
bracis-33632	85	30	.	.	PUNCT
bracis-33632	86	1	celis	celis	PROPN
bracis-33632	86	2	,	,	PUNCT
bracis-33632	86	3	straszak	straszak	ADV
bracis-33632	86	4	,	,	PUNCT
bracis-33632	86	5	and	and	CCONJ
bracis-33632	86	6	vishnoi	vishnoi	NOUN
bracis-33632	87	1	[	[	X
bracis-33632	87	2	6	6	X
bracis-33632	87	3	]	]	PUNCT
bracis-33632	87	4	provided	provide	VERB
bracis-33632	87	5	 	 	SPACE
bracis-33632	87	6	an	an	DET
bracis-33632	87	7	optimization	optimization	NOUN
bracis-33632	87	8	framework	framework	NOUN
bracis-33632	87	9	capable	capable	ADJ
bracis-33632	87	10	of	of	ADP
bracis-33632	87	11	handling	handle	VERB
bracis-33632	87	12	multiple	multiple	ADJ
bracis-33632	87	13	sensitive	sensitive	ADJ
bracis-33632	87	14	attributes	attribute	NOUN
bracis-33632	87	15	with	with	ADP
bracis-33632	87	16	nested	nested	ADJ
bracis-33632	87	17	fairness	fairness	NOUN
bracis-33632	87	18	constraints	constraint	NOUN
bracis-33632	87	19	in	in	ADP
bracis-33632	87	20	linear	linear	PROPN
bracis-33632	87	21	complexity	complexity	NOUN
bracis-33632	87	22	.	.	PUNCT
bracis-33632	88	1	the	the	DET
bracis-33632	88	2	algorithm	algorithm	NOUN
bracis-33632	88	3	proposed	propose	VERB
bracis-33632	88	4	by	by	ADP
bracis-33632	88	5	these	these	DET
bracis-33632	88	6	authors	author	NOUN
bracis-33632	88	7	was	be	AUX
bracis-33632	88	8	subjected	subject	VERB
bracis-33632	88	9	to	to	ADP
bracis-33632	88	10	 	 	SPACE
bracis-33632	88	11	an	an	DET
bracis-33632	88	12	evaluative	evaluative	ADJ
bracis-33632	88	13	assessment	assessment	NOUN
bracis-33632	88	14	employing	employ	VERB
bracis-33632	88	15	essential	essential	ADJ
bracis-33632	88	16	metrics	metric	NOUN
bracis-33632	88	17	such	such	ADJ
bracis-33632	88	18	as	as	ADP
bracis-33632	88	19	discounted	discount	VERB
bracis-33632	88	20	cumulative	cumulative	ADJ
bracis-33632	88	21	gain	gain	NOUN
bracis-33632	88	22	(	(	PUNCT
bracis-33632	88	23	dcg	dcg	PROPN
bracis-33632	88	24	)	)	PUNCT
bracis-33632	88	25	,	,	PUNCT
bracis-33632	88	26	spearman	spearman	NOUN
bracis-33632	88	27	’s	’s	PART
bracis-33632	88	28	rank	rank	NOUN
bracis-33632	88	29	correlation	correlation	NOUN
bracis-33632	88	30	coefficient	coefficient	NOUN
bracis-33632	88	31	(	(	PUNCT
bracis-33632	88	32	rho	rho	ADJ
bracis-33632	88	33	)	)	PUNCT
bracis-33632	88	34	,	,	PUNCT
bracis-33632	88	35	and	and	CCONJ
bracis-33632	88	36	the	the	DET
bracis-33632	88	37	bradley	bradley	PROPN
bracis-33632	88	38	-	-	PUNCT
bracis-33632	88	39	terry	terry	PROPN
bracis-33632	88	40	model	model	PROPN
bracis-33632	88	41	.	.	PUNCT
bracis-33632	89	1	yang	yang	PROPN
bracis-33632	89	2	,	,	PUNCT
bracis-33632	89	3	gkatzelis	gkatzelis	PROPN
bracis-33632	89	4	,	,	PUNCT
bracis-33632	89	5	and	and	CCONJ
bracis-33632	89	6	stoyanovich	stoyanovich	X
bracis-33632	90	1	[	[	X
bracis-33632	90	2	21	21	NUM
bracis-33632	90	3	]	]	X
bracis-33632	90	4	complemented	complement	VERB
bracis-33632	90	5	previous	previous	ADJ
bracis-33632	90	6	research	research	NOUN
bracis-33632	90	7	efforts	effort	NOUN
bracis-33632	90	8	,	,	PUNCT
bracis-33632	90	9	which	which	PRON
bracis-33632	90	10	emphasized	emphasize	VERB
bracis-33632	90	11	diversity	diversity	NOUN
bracis-33632	90	12	constraints	constraint	NOUN
bracis-33632	90	13	,	,	PUNCT
bracis-33632	90	14	by	by	ADP
bracis-33632	90	15	showing	show	VERB
bracis-33632	90	16	other	other	ADJ
bracis-33632	90	17	interrelated	interrelated	ADJ
bracis-33632	90	18	fairness	fairness	NOUN
bracis-33632	90	19	dimensions	dimension	NOUN
bracis-33632	90	20	,	,	PUNCT
bracis-33632	90	21	 	 	SPACE
bracis-33632	90	22	most	most	ADV
bracis-33632	90	23	notably	notably	ADV
bracis-33632	90	24	in	in	ADP
bracis-33632	90	25	-	-	PUNCT
bracis-33632	90	26	group	group	NOUN
bracis-33632	90	27	fairness	fairness	NOUN
bracis-33632	90	28	.	.	PUNCT
bracis-33632	91	1	this	this	DET
bracis-33632	91	2	fairness	fairness	NOUN
bracis-33632	91	3	concept	concept	NOUN
bracis-33632	91	4	revolves	revolve	VERB
bracis-33632	91	5	around	around	ADP
bracis-33632	91	6	 	 	SPACE
bracis-33632	91	7	the	the	DET
bracis-33632	91	8	possibility	possibility	NOUN
bracis-33632	91	9	that	that	SCONJ
bracis-33632	91	10	candidates	candidate	NOUN
bracis-33632	91	11	selected	select	VERB
bracis-33632	91	12	from	from	ADP
bracis-33632	91	13	a	a	DET
bracis-33632	91	14	particular	particular	ADJ
bracis-33632	91	15	group	group	NOUN
bracis-33632	91	16	 	 	SPACE
bracis-33632	91	17	might	might	AUX
bracis-33632	91	18	not	not	PART
bracis-33632	91	19	inherently	inherently	ADV
bracis-33632	91	20	represent	represent	VERB
bracis-33632	91	21	the	the	DET
bracis-33632	91	22	best	good	ADJ
bracis-33632	91	23	fit	fit	ADJ
bracis-33632	91	24	when	when	SCONJ
bracis-33632	91	25	evaluated	evaluate	VERB
bracis-33632	91	26	within	within	ADP
bracis-33632	91	27	 	 	SPACE
bracis-33632	91	28	the	the	DET
bracis-33632	91	29	group	group	NOUN
bracis-33632	91	30	’s	’s	PART
bracis-33632	91	31	context	context	NOUN
bracis-33632	91	32	.	.	PUNCT
bracis-33632	92	1	through	through	ADP
bracis-33632	92	2	an	an	DET
bracis-33632	92	3	optimization	optimization	NOUN
bracis-33632	92	4	framework	framework	NOUN
bracis-33632	92	5	,	,	PUNCT
bracis-33632	92	6	the	the	DET
bracis-33632	92	7	authors	author	NOUN
bracis-33632	92	8	introduced	introduce	VERB
bracis-33632	92	9	new	new	ADJ
bracis-33632	92	10	fairness	fairness	NOUN
bracis-33632	92	11	constraints	constraint	NOUN
bracis-33632	92	12	,	,	PUNCT
bracis-33632	92	13	made	make	VERB
bracis-33632	92	14	to	to	PART
bracis-33632	92	15	combine	combine	VERB
bracis-33632	92	16	in	in	ADP
bracis-33632	92	17	-	-	PUNCT
bracis-33632	92	18	group	group	NOUN
bracis-33632	92	19	fairness	fairness	NOUN
bracis-33632	92	20	alongside	alongside	ADP
bracis-33632	92	21	established	establish	VERB
bracis-33632	92	22	diversity	diversity	NOUN
bracis-33632	92	23	constraints	constraint	NOUN
bracis-33632	92	24	.	.	PUNCT
bracis-33632	93	1	to	to	PART
bracis-33632	93	2	empirically	empirically	ADV
bracis-33632	93	3	substantiate	substantiate	VERB
bracis-33632	93	4	their	their	PRON
bracis-33632	93	5	framework	framework	NOUN
bracis-33632	93	6	’s	’s	PART
bracis-33632	93	7	efficacy	efficacy	NOUN
bracis-33632	93	8	,	,	PUNCT
bracis-33632	93	9	an	an	DET
bracis-33632	93	10	experimental	experimental	ADJ
bracis-33632	93	11	evaluation	evaluation	NOUN
bracis-33632	93	12	was	be	AUX
bracis-33632	93	13	undertaken	undertake	VERB
bracis-33632	93	14	,	,	PUNCT
bracis-33632	93	15	utilizing	utilize	VERB
bracis-33632	93	16	various	various	ADJ
bracis-33632	93	17	public	public	ADJ
bracis-33632	93	18	datasets	dataset	NOUN
bracis-33632	93	19	.	.	PUNCT
bracis-33632	94	1	the	the	DET
bracis-33632	94	2	results	result	NOUN
bracis-33632	94	3	showed	show	VERB
bracis-33632	94	4	that	that	SCONJ
bracis-33632	94	5	,	,	PUNCT
bracis-33632	94	6	as	as	SCONJ
bracis-33632	94	7	expected	expect	VERB
bracis-33632	94	8	,	,	PUNCT
bracis-33632	94	9	the	the	DET
bracis-33632	94	10	enforcement	enforcement	NOUN
bracis-33632	94	11	of	of	ADP
bracis-33632	94	12	regular	regular	ADJ
bracis-33632	94	13	diversity	diversity	NOUN
bracis-33632	94	14	constraints	constraint	NOUN
bracis-33632	94	15	caused	cause	VERB
bracis-33632	94	16	an	an	DET
bracis-33632	94	17	utility	utility	NOUN
bracis-33632	94	18	loss	loss	NOUN
bracis-33632	94	19	of	of	ADP
bracis-33632	94	20	28	28	NUM
bracis-33632	94	21	%	%	NOUN
bracis-33632	94	22	,	,	PUNCT
bracis-33632	94	23	with	with	ADP
bracis-33632	94	24	an	an	DET
bracis-33632	94	25	increase	increase	NOUN
bracis-33632	94	26	of	of	ADP
bracis-33632	94	27	3	3	NUM
bracis-33632	94	28	%	%	NOUN
bracis-33632	94	29	of	of	ADP
bracis-33632	94	30	loss	loss	NOUN
bracis-33632	94	31	when	when	SCONJ
bracis-33632	94	32	including	include	VERB
bracis-33632	94	33	in	in	ADP
bracis-33632	94	34	-	-	PUNCT
bracis-33632	94	35	group	group	NOUN
bracis-33632	94	36	fairness	fairness	NOUN
bracis-33632	94	37	.	.	PUNCT
bracis-33632	95	1	stoyanovich	stoyanovich	PROPN
bracis-33632	95	2	,	,	PUNCT
bracis-33632	95	3	yang	yang	PROPN
bracis-33632	95	4	,	,	PUNCT
bracis-33632	95	5	and	and	CCONJ
bracis-33632	95	6	jagadish	jagadish	PROPN
bracis-33632	95	7	[	[	X
bracis-33632	95	8	18	18	NUM
bracis-33632	95	9	]	]	PUNCT
bracis-33632	95	10	introduced	introduce	VERB
bracis-33632	95	11	a	a	DET
bracis-33632	95	12	framework	framework	NOUN
bracis-33632	95	13	for	for	ADP
bracis-33632	95	14	enforcing	enforce	VERB
bracis-33632	95	15	fairness	fairness	NOUN
bracis-33632	95	16	constraints	constraint	NOUN
bracis-33632	95	17	within	within	ADP
bracis-33632	95	18	 	 	SPACE
bracis-33632	95	19	the	the	DET
bracis-33632	95	20	domain	domain	NOUN
bracis-33632	95	21	of	of	ADP
bracis-33632	95	22	score	score	NOUN
bracis-33632	95	23	-	-	PUNCT
bracis-33632	95	24	based	base	VERB
bracis-33632	95	25	ranking	ranking	NOUN
bracis-33632	95	26	in	in	ADP
bracis-33632	95	27	streaming	streaming	NOUN
bracis-33632	95	28	tasks	task	NOUN
bracis-33632	95	29	.	.	PUNCT
bracis-33632	96	1	in	in	ADP
bracis-33632	96	2	streaming	streaming	NOUN
bracis-33632	96	3	environments	environment	NOUN
bracis-33632	96	4	,	,	PUNCT
bracis-33632	96	5	the	the	DET
bracis-33632	96	6	inherent	inherent	ADJ
bracis-33632	96	7	complexity	complexity	NOUN
bracis-33632	96	8	arises	arise	VERB
bracis-33632	96	9	from	from	ADP
bracis-33632	96	10	the	the	DET
bracis-33632	96	11	challenge	challenge	NOUN
bracis-33632	96	12	 	 	SPACE
bracis-33632	96	13	of	of	ADP
bracis-33632	96	14	not	not	PART
bracis-33632	96	15	possessing	possess	VERB
bracis-33632	96	16	access	access	NOUN
bracis-33632	96	17	to	to	ADP
bracis-33632	96	18	the	the	DET
bracis-33632	96	19	entirety	entirety	NOUN
bracis-33632	96	20	of	of	ADP
bracis-33632	96	21	candidates	candidate	NOUN
bracis-33632	96	22	during	during	ADP
bracis-33632	96	23	 	 	SPACE
bracis-33632	96	24	the	the	DET
bracis-33632	96	25	prediction	prediction	NOUN
bracis-33632	96	26	phase	phase	NOUN
bracis-33632	96	27	.	.	PUNCT
bracis-33632	97	1	the	the	DET
bracis-33632	97	2	authors	author	NOUN
bracis-33632	97	3	proposed	propose	VERB
bracis-33632	97	4	more	more	ADV
bracis-33632	97	5	efficient	efficient	ADJ
bracis-33632	97	6	set	set	VERB
bracis-33632	97	7	selection	selection	NOUN
bracis-33632	97	8	techniques	technique	NOUN
bracis-33632	97	9	and	and	CCONJ
bracis-33632	97	10	new	new	ADJ
bracis-33632	97	11	insights	insight	NOUN
bracis-33632	97	12	on	on	ADP
bracis-33632	97	13	how	how	SCONJ
bracis-33632	97	14	to	to	PART
bracis-33632	97	15	circumvent	circumvent	VERB
bracis-33632	97	16	this	this	DET
bracis-33632	97	17	limitation	limitation	NOUN
bracis-33632	97	18	.	.	PUNCT
bracis-33632	98	1	their	their	PRON
bracis-33632	98	2	work	work	NOUN
bracis-33632	98	3	was	be	AUX
bracis-33632	98	4	tested	test	VERB
bracis-33632	98	5	against	against	ADP
bracis-33632	98	6	both	both	CCONJ
bracis-33632	98	7	real	real	ADJ
bracis-33632	98	8	-	-	PUNCT
bracis-33632	98	9	world	world	NOUN
bracis-33632	98	10	and	and	CCONJ
bracis-33632	98	11	synthetic	synthetic	ADJ
bracis-33632	98	12	datasets	dataset	NOUN
bracis-33632	98	13	.	.	PUNCT
bracis-33632	99	1	the	the	DET
bracis-33632	99	2	framework	framework	NOUN
bracis-33632	99	3	demonstrated	demonstrate	VERB
bracis-33632	99	4	success	success	NOUN
bracis-33632	99	5	in	in	ADP
bracis-33632	99	6	providing	provide	VERB
bracis-33632	99	7	 	 	SPACE
bracis-33632	99	8	fair	fair	ADJ
bracis-33632	99	9	outcomes	outcome	NOUN
bracis-33632	99	10	,	,	PUNCT
bracis-33632	99	11	with	with	ADP
bracis-33632	99	12	an	an	DET
bracis-33632	99	13	acceptable	acceptable	ADJ
bracis-33632	99	14	trade	trade	NOUN
bracis-33632	99	15	-	-	PUNCT
bracis-33632	99	16	off	off	NOUN
bracis-33632	99	17	in	in	ADP
bracis-33632	99	18	utility	utility	NOUN
bracis-33632	99	19	.	.	PUNCT
bracis-33632	100	1	kleinberg	kleinberg	PROPN
bracis-33632	100	2	and	and	CCONJ
bracis-33632	100	3	raghavan	raghavan	PROPN
bracis-33632	100	4	[	[	X
bracis-33632	100	5	13	13	NUM
bracis-33632	100	6	]	]	PUNCT
bracis-33632	100	7	described	describe	VERB
bracis-33632	100	8	implicit	implicit	ADJ
bracis-33632	100	9	bias	bias	NOUN
bracis-33632	100	10	,	,	PUNCT
bracis-33632	100	11	which	which	PRON
bracis-33632	100	12	can	can	AUX
bracis-33632	100	13	be	be	AUX
bracis-33632	100	14	classified	classify	VERB
bracis-33632	100	15	as	as	ADP
bracis-33632	100	16	a	a	DET
bracis-33632	100	17	form	form	NOUN
bracis-33632	100	18	of	of	ADP
bracis-33632	100	19	pre	pre	ADJ
bracis-33632	100	20	-	-	ADJ
bracis-33632	100	21	existing	existing	ADJ
bracis-33632	100	22	bias	bias	NOUN
bracis-33632	100	23	,	,	PUNCT
bracis-33632	100	24	showing	show	VERB
bracis-33632	100	25	how	how	SCONJ
bracis-33632	100	26	unconscious	unconscious	ADJ
bracis-33632	100	27	prejudice	prejudice	NOUN
bracis-33632	100	28	linked	link	VERB
bracis-33632	100	29	to	to	ADP
bracis-33632	100	30	group	group	NOUN
bracis-33632	100	31	affiliations	affiliation	NOUN
bracis-33632	100	32	can	can	AUX
bracis-33632	100	33	inadvertently	inadvertently	ADV
bracis-33632	100	34	steer	steer	VERB
bracis-33632	100	35	the	the	DET
bracis-33632	100	36	decision	decision	NOUN
bracis-33632	100	37	-	-	PUNCT
bracis-33632	100	38	making	make	VERB
bracis-33632	100	39	process	process	NOUN
bracis-33632	100	40	.	.	PUNCT
bracis-33632	101	1	the	the	DET
bracis-33632	101	2	authors	author	NOUN
bracis-33632	101	3	proposed	propose	VERB
bracis-33632	101	4	a	a	DET
bracis-33632	101	5	theoretical	theoretical	ADJ
bracis-33632	101	6	framework	framework	NOUN
bracis-33632	101	7	that	that	PRON
bracis-33632	101	8	enables	enable	VERB
bracis-33632	101	9	the	the	DET
bracis-33632	101	10	analysis	analysis	NOUN
bracis-33632	101	11	of	of	ADP
bracis-33632	101	12	 	 	SPACE
bracis-33632	101	13	the	the	DET
bracis-33632	101	14	ramifications	ramification	NOUN
bracis-33632	101	15	from	from	ADP
bracis-33632	101	16	implicit	implicit	ADJ
bracis-33632	101	17	bias	bias	NOUN
bracis-33632	101	18	,	,	PUNCT
bracis-33632	101	19	showing	show	VERB
bracis-33632	101	20	potential	potential	ADJ
bracis-33632	101	21	trade	trade	NOUN
bracis-33632	101	22	-	-	PUNCT
bracis-33632	101	23	offs	off	NOUN
bracis-33632	101	24	 	 	SPACE
bracis-33632	101	25	and	and	CCONJ
bracis-33632	101	26	benefits	benefit	NOUN
bracis-33632	101	27	associated	associate	VERB
bracis-33632	101	28	with	with	ADP
bracis-33632	101	29	bias	bias	NOUN
bracis-33632	101	30	mitigation	mitigation	NOUN
bracis-33632	101	31	strategies	strategy	NOUN
bracis-33632	101	32	.	.	PUNCT
bracis-33632	102	1	celis	celis	PROPN
bracis-33632	102	2	,	,	PUNCT
bracis-33632	102	3	mehrotra	mehrotra	ADJ
bracis-33632	102	4	,	,	PUNCT
bracis-33632	102	5	and	and	CCONJ
bracis-33632	102	6	vishnoi	vishnoi	NOUN
bracis-33632	102	7	[	[	X
bracis-33632	102	8	5	5	NUM
bracis-33632	102	9	]	]	PUNCT
bracis-33632	102	10	 	 	SPACE
bracis-33632	102	11	also	also	ADV
bracis-33632	102	12	study	study	VERB
bracis-33632	102	13	implicit	implicit	ADJ
bracis-33632	102	14	bias	bias	NOUN
bracis-33632	102	15	,	,	PUNCT
bracis-33632	102	16	analyzing	analyze	VERB
bracis-33632	102	17	fairness	fairness	NOUN
bracis-33632	102	18	constraints	constraint	NOUN
bracis-33632	102	19	inspired	inspire	VERB
bracis-33632	102	20	by	by	ADP
bracis-33632	102	21	 	 	SPACE
bracis-33632	102	22	the	the	DET
bracis-33632	102	23	rooney	rooney	NOUN
bracis-33632	102	24	rule	rule	NOUN
bracis-33632	102	25	.	.	PUNCT
bracis-33632	103	1	the	the	DET
bracis-33632	103	2	rooney	rooney	NOUN
bracis-33632	103	3	rule	rule	NOUN
bracis-33632	103	4	,	,	PUNCT
bracis-33632	103	5	created	create	VERB
bracis-33632	103	6	by	by	ADP
bracis-33632	103	7	the	the	DET
bracis-33632	103	8	u.s	u.s	PROPN
bracis-33632	103	9	.	.	PROPN
bracis-33632	103	10	national	national	PROPN
bracis-33632	103	11	football	football	PROPN
bracis-33632	103	12	league	league	PROPN
bracis-33632	103	13	(	(	PUNCT
bracis-33632	103	14	nfl	nfl	PROPN
bracis-33632	103	15	)	)	PUNCT
bracis-33632	103	16	,	,	PUNCT
bracis-33632	103	17	mandates	mandate	VERB
bracis-33632	103	18	that	that	PRON
bracis-33632	103	19	all	all	PRON
bracis-33632	103	20	its	its	PRON
bracis-33632	103	21	teams	team	NOUN
bracis-33632	103	22	include	include	VERB
bracis-33632	103	23	at	at	ADV
bracis-33632	103	24	least	least	ADJ
bracis-33632	103	25	 	 	SPACE
bracis-33632	103	26	one	one	NUM
bracis-33632	103	27	minority	minority	NOUN
bracis-33632	103	28	candidate	candidate	NOUN
bracis-33632	103	29	for	for	ADP
bracis-33632	103	30	head	head	NOUN
bracis-33632	103	31	coaching	coaching	NOUN
bracis-33632	103	32	positions	position	NOUN
bracis-33632	103	33	.	.	PUNCT
bracis-33632	104	1	when	when	SCONJ
bracis-33632	104	2	scrutinizing	scrutinize	VERB
bracis-33632	104	3	the	the	DET
bracis-33632	104	4	outcomes	outcome	NOUN
bracis-33632	104	5	of	of	ADP
bracis-33632	104	6	implementing	implement	VERB
bracis-33632	104	7	rooney	rooney	NOUN
bracis-33632	104	8	rule	rule	NOUN
bracis-33632	104	9	-	-	PUNCT
bracis-33632	104	10	like	like	ADJ
bracis-33632	104	11	constraints	constraint	NOUN
bracis-33632	104	12	on	on	ADP
bracis-33632	104	13	curated	curate	VERB
bracis-33632	104	14	datasets	dataset	NOUN
bracis-33632	104	15	,	,	PUNCT
bracis-33632	104	16	this	this	DET
bracis-33632	104	17	approach	approach	NOUN
bracis-33632	104	18	was	be	AUX
bracis-33632	104	19	successful	successful	ADJ
bracis-33632	104	20	in	in	ADP
bracis-33632	104	21	dealing	deal	VERB
bracis-33632	104	22	with	with	ADP
bracis-33632	104	23	implicit	implicit	ADJ
bracis-33632	104	24	bias	bias	NOUN
bracis-33632	104	25	,	,	PUNCT
bracis-33632	104	26	presenting	present	VERB
bracis-33632	104	27	outcomes	outcome	NOUN
bracis-33632	104	28	congruent	congruent	ADJ
bracis-33632	104	29	with	with	ADP
bracis-33632	104	30	the	the	DET
bracis-33632	104	31	findings	finding	NOUN
bracis-33632	104	32	of	of	ADP
bracis-33632	104	33	kleinberg	kleinberg	PROPN
bracis-33632	104	34	and	and	CCONJ
bracis-33632	104	35	raghavan	raghavan	PROPN
bracis-33632	104	36	[	[	X
bracis-33632	104	37	13	13	NUM
bracis-33632	104	38	]	]	PUNCT
bracis-33632	104	39	.	.	PUNCT
bracis-33632	105	1	yang	yang	PROPN
bracis-33632	105	2	,	,	PUNCT
bracis-33632	105	3	loftus	loftus	PROPN
bracis-33632	105	4	,	,	PUNCT
bracis-33632	105	5	and	and	CCONJ
bracis-33632	105	6	stoyanovich	stoyanovich	X
bracis-33632	106	1	[	[	X
bracis-33632	106	2	12	12	NUM
bracis-33632	106	3	]	]	PUNCT
bracis-33632	106	4	presented	present	VERB
bracis-33632	106	5	a	a	DET
bracis-33632	106	6	causal	causal	ADJ
bracis-33632	106	7	fairness	fairness	NOUN
bracis-33632	106	8	framework	framework	NOUN
bracis-33632	106	9	specifically	specifically	ADV
bracis-33632	106	10	designed	design	VERB
bracis-33632	106	11	to	to	PART
bracis-33632	106	12	deal	deal	VERB
bracis-33632	106	13	with	with	ADP
bracis-33632	106	14	the	the	DET
bracis-33632	106	15	concept	concept	NOUN
bracis-33632	106	16	 	 	SPACE
bracis-33632	106	17	of	of	ADP
bracis-33632	106	18	intersectionality	intersectionality	NOUN
bracis-33632	106	19	,	,	PUNCT
bracis-33632	106	20	wherein	wherein	SCONJ
bracis-33632	106	21	a	a	DET
bracis-33632	106	22	candidate	candidate	NOUN
bracis-33632	106	23	is	be	AUX
bracis-33632	106	24	found	find	VERB
bracis-33632	106	25	affiliated	affiliate	VERB
bracis-33632	106	26	 	 	SPACE
bracis-33632	106	27	with	with	ADP
bracis-33632	106	28	multiple	multiple	ADJ
bracis-33632	106	29	protected	protect	VERB
bracis-33632	106	30	groups	group	NOUN
bracis-33632	106	31	simultaneously	simultaneously	ADV
bracis-33632	106	32	.	.	PUNCT
bracis-33632	107	1	the	the	DET
bracis-33632	107	2	framework	framework	NOUN
bracis-33632	107	3	was	be	AUX
bracis-33632	107	4	tested	test	VERB
bracis-33632	107	5	in	in	ADP
bracis-33632	107	6	a	a	DET
bracis-33632	107	7	real	real	ADJ
bracis-33632	107	8	-	-	PUNCT
bracis-33632	107	9	world	world	NOUN
bracis-33632	107	10	and	and	CCONJ
bracis-33632	107	11	synthetic	synthetic	ADJ
bracis-33632	107	12	datasets	dataset	NOUN
bracis-33632	107	13	,	,	PUNCT
bracis-33632	107	14	exposed	expose	VERB
bracis-33632	107	15	to	to	ADP
bracis-33632	107	16	several	several	ADJ
bracis-33632	107	17	structure	structure	NOUN
bracis-33632	107	18	assumptions	assumption	NOUN
bracis-33632	107	19	,	,	PUNCT
bracis-33632	107	20	presenting	present	VERB
bracis-33632	107	21	more	more	ADV
bracis-33632	107	22	diverse	diverse	ADJ
bracis-33632	107	23	outcomes	outcome	NOUN
bracis-33632	107	24	than	than	ADP
bracis-33632	107	25	the	the	DET
bracis-33632	107	26	original	original	ADJ
bracis-33632	107	27	datasets	dataset	NOUN
bracis-33632	107	28	ranking	rank	VERB
bracis-33632	107	29	.	.	PUNCT
bracis-33632	108	1	asudeh	asudeh	PROPN
bracis-33632	108	2	et	et	PROPN
bracis-33632	108	3	al	al	PROPN
bracis-33632	108	4	.	.	PUNCT
bracis-33632	109	1	[	[	X
bracis-33632	109	2	2	2	NUM
bracis-33632	109	3	]	]	PUNCT
bracis-33632	109	4	developed	develop	VERB
bracis-33632	109	5	a	a	DET
bracis-33632	109	6	system	system	NOUN
bracis-33632	109	7	aimed	aim	VERB
bracis-33632	109	8	 	 	SPACE
bracis-33632	109	9	at	at	ADP
bracis-33632	109	10	aiding	aid	VERB
bracis-33632	109	11	human	human	ADJ
bracis-33632	109	12	decision	decision	NOUN
bracis-33632	109	13	-	-	PUNCT
bracis-33632	109	14	makers	maker	NOUN
bracis-33632	109	15	in	in	ADP
bracis-33632	109	16	fine	fine	ADV
bracis-33632	109	17	-	-	PUNCT
bracis-33632	109	18	tuning	tune	VERB
bracis-33632	109	19	weights	weight	NOUN
bracis-33632	109	20	within	within	ADP
bracis-33632	109	21	ranking	rank	VERB
bracis-33632	109	22	score	score	NOUN
bracis-33632	109	23	functions	function	NOUN
bracis-33632	109	24	.	.	PUNCT
bracis-33632	110	1	empirical	empirical	ADJ
bracis-33632	110	2	validation	validation	NOUN
bracis-33632	110	3	via	via	ADP
bracis-33632	110	4	tests	test	NOUN
bracis-33632	110	5	on	on	ADP
bracis-33632	110	6	real	real	ADJ
bracis-33632	110	7	-	-	PUNCT
bracis-33632	110	8	world	world	NOUN
bracis-33632	110	9	datasets	dataset	NOUN
bracis-33632	110	10	has	have	AUX
bracis-33632	110	11	proven	prove	VERB
bracis-33632	110	12	the	the	DET
bracis-33632	110	13	efficacy	efficacy	NOUN
bracis-33632	110	14	of	of	ADP
bracis-33632	110	15	the	the	DET
bracis-33632	110	16	system	system	NOUN
bracis-33632	110	17	.	.	PUNCT
bracis-33632	111	1	moreover	moreover	ADV
bracis-33632	111	2	,	,	PUNCT
bracis-33632	111	3	 	 	SPACE
bracis-33632	111	4	the	the	DET
bracis-33632	111	5	complexity	complexity	NOUN
bracis-33632	111	6	of	of	ADP
bracis-33632	111	7	this	this	DET
bracis-33632	111	8	solution	solution	NOUN
bracis-33632	111	9	,	,	PUNCT
bracis-33632	111	10	which	which	PRON
bracis-33632	111	11	uses	use	VERB
bracis-33632	111	12	a	a	DET
bracis-33632	111	13	simple	simple	ADJ
bracis-33632	111	14	weighted	weight	VERB
bracis-33632	111	15	function	function	NOUN
bracis-33632	111	16	during	during	ADP
bracis-33632	111	17	a	a	DET
bracis-33632	111	18	ranking	ranking	ADJ
bracis-33632	111	19	task	task	NOUN
bracis-33632	111	20	,	,	PUNCT
bracis-33632	111	21	is	be	AUX
bracis-33632	111	22	much	much	ADV
bracis-33632	111	23	lower	low	ADJ
bracis-33632	111	24	compared	compare	VERB
bracis-33632	111	25	to	to	ADP
bracis-33632	111	26	techniques	technique	NOUN
bracis-33632	111	27	that	that	PRON
bracis-33632	111	28	 	 	SPACE
bracis-33632	111	29	use	use	VERB
bracis-33632	111	30	optimization	optimization	NOUN
bracis-33632	111	31	or	or	CCONJ
bracis-33632	111	32	causal	causal	ADJ
bracis-33632	111	33	fairness	fairness	NOUN
bracis-33632	111	34	.	.	PUNCT
bracis-33632	112	1	in	in	ADP
bracis-33632	112	2	summary	summary	NOUN
bracis-33632	112	3	,	,	PUNCT
bracis-33632	112	4	this	this	DET
bracis-33632	112	5	section	section	NOUN
bracis-33632	112	6	presented	present	VERB
bracis-33632	112	7	state	state	NOUN
bracis-33632	112	8	-	-	PUNCT
bracis-33632	112	9	of	of	ADP
bracis-33632	112	10	-	-	PUNCT
bracis-33632	112	11	the	the	DET
bracis-33632	112	12	-	-	PUNCT
bracis-33632	112	13	art	art	NOUN
bracis-33632	112	14	fairness	fairness	NOUN
bracis-33632	112	15	algorithms	algorithm	NOUN
bracis-33632	112	16	addressing	address	VERB
bracis-33632	112	17	various	various	ADJ
bracis-33632	112	18	biases	bias	NOUN
bracis-33632	112	19	in	in	ADP
bracis-33632	112	20	ranked	rank	VERB
bracis-33632	112	21	inputs	input	NOUN
bracis-33632	112	22	.	.	PUNCT
bracis-33632	113	1	while	while	SCONJ
bracis-33632	113	2	none	none	NOUN
bracis-33632	113	3	 	 	SPACE
bracis-33632	113	4	of	of	ADP
bracis-33632	113	5	them	they	PRON
bracis-33632	113	6	specifically	specifically	ADV
bracis-33632	113	7	addresses	address	VERB
bracis-33632	113	8	long	long	ADJ
bracis-33632	113	9	-	-	PUNCT
bracis-33632	113	10	term	term	NOUN
bracis-33632	113	11	fairness	fairness	NOUN
bracis-33632	113	12	impacts	impact	NOUN
bracis-33632	113	13	,	,	PUNCT
bracis-33632	113	14	research	research	NOUN
bracis-33632	113	15	 	 	SPACE
bracis-33632	113	16	on	on	ADP
bracis-33632	113	17	this	this	DET
bracis-33632	113	18	aspect	aspect	NOUN
bracis-33632	113	19	exists	exist	VERB
bracis-33632	113	20	for	for	ADP
bracis-33632	113	21	classification	classification	NOUN
bracis-33632	113	22	and	and	CCONJ
bracis-33632	113	23	resource	resource	NOUN
bracis-33632	113	24	allocation	allocation	NOUN
bracis-33632	113	25	 	 	SPACE
bracis-33632	113	26	tasks	task	NOUN
bracis-33632	113	27	[	[	X
bracis-33632	113	28	4	4	NUM
bracis-33632	113	29	,	,	PUNCT
bracis-33632	113	30	7	7	NUM
bracis-33632	113	31	,	,	PUNCT
bracis-33632	113	32	9	9	NUM
bracis-33632	113	33	,	,	PUNCT
bracis-33632	113	34	10	10	NUM
bracis-33632	113	35	,	,	PUNCT
bracis-33632	113	36	14	14	NUM
bracis-33632	113	37	]	]	PUNCT
bracis-33632	113	38	.	.	PUNCT
bracis-33632	114	1	identifying	identify	VERB
bracis-33632	114	2	this	this	DET
bracis-33632	114	3	research	research	NOUN
bracis-33632	114	4	gap	gap	NOUN
bracis-33632	114	5	and	and	CCONJ
bracis-33632	114	6	inspired	inspire	VERB
bracis-33632	114	7	by	by	ADP
bracis-33632	114	8	recent	recent	ADJ
bracis-33632	114	9	regulatory	regulatory	ADJ
bracis-33632	114	10	discussions	discussion	NOUN
bracis-33632	114	11	on	on	ADP
bracis-33632	114	12	fairness	fairness	NOUN
bracis-33632	114	13	in	in	ADP
bracis-33632	114	14	marketplace	marketplace	NOUN
bracis-33632	114	15	environments	environment	NOUN
bracis-33632	114	16	,	,	PUNCT
bracis-33632	114	17	we	we	PRON
bracis-33632	114	18	developed	develop	VERB
bracis-33632	114	19	 	 	SPACE
bracis-33632	114	20	a	a	DET
bracis-33632	114	21	simulation	simulation	NOUN
bracis-33632	114	22	framework	framework	NOUN
bracis-33632	114	23	.	.	PUNCT
bracis-33632	115	1	the	the	DET
bracis-33632	115	2	framework	framework	NOUN
bracis-33632	115	3	draws	draw	VERB
bracis-33632	115	4	inspiration	inspiration	NOUN
bracis-33632	115	5	from	from	ADP
bracis-33632	115	6	d’amour	d’amour	PRON
bracis-33632	115	7	et	et	PROPN
bracis-33632	115	8	al	al	PROPN
bracis-33632	115	9	.	.	PROPN
bracis-33632	115	10	’s	’s	PART
bracis-33632	115	11	work	work	NOUN
bracis-33632	116	1	[	[	X
bracis-33632	116	2	7	7	X
bracis-33632	116	3	]	]	PUNCT
bracis-33632	116	4	and	and	CCONJ
bracis-33632	116	5	utilizes	utilize	VERB
bracis-33632	116	6	the	the	DET
bracis-33632	116	7	algorithm	algorithm	NOUN
bracis-33632	116	8	proposed	propose	VERB
bracis-33632	116	9	by	by	ADP
bracis-33632	116	10	celis	celis	PROPN
bracis-33632	116	11	,	,	PUNCT
bracis-33632	116	12	straszak	straszak	ADV
bracis-33632	116	13	,	,	PUNCT
bracis-33632	116	14	and	and	CCONJ
bracis-33632	116	15	vishnoi	vishnoi	NOUN
bracis-33632	116	16	[	[	X
bracis-33632	116	17	6	6	NUM
bracis-33632	116	18	]	]	PUNCT
bracis-33632	116	19	.	.	PUNCT
bracis-33632	117	1	additionally	additionally	ADV
bracis-33632	117	2	,	,	PUNCT
bracis-33632	117	3	we	we	PRON
bracis-33632	117	4	incorporated	incorporate	VERB
bracis-33632	117	5	the	the	DET
bracis-33632	117	6	rooney	rooney	NOUN
bracis-33632	117	7	rule	rule	NOUN
bracis-33632	117	8	,	,	PUNCT
bracis-33632	117	9	whose	whose	DET
bracis-33632	117	10	effects	effect	NOUN
bracis-33632	117	11	 	 	SPACE
bracis-33632	117	12	were	be	AUX
bracis-33632	117	13	studied	study	VERB
bracis-33632	117	14	by	by	ADP
bracis-33632	117	15	celis	celis	PROPN
bracis-33632	117	16	,	,	PUNCT
bracis-33632	117	17	mehrotra	mehrotra	NOUN
bracis-33632	117	18	and	and	CCONJ
bracis-33632	117	19	vishnoi	vishnoi	NOUN
bracis-33632	117	20	[	[	X
bracis-33632	117	21	5	5	NUM
bracis-33632	117	22	]	]	PUNCT
bracis-33632	117	23	.	.	PUNCT
bracis-33632	118	1	3	3	NUM
bracis-33632	118	2	experimental	experimental	ADJ
bracis-33632	118	3	setup	setup	NOUN
bracis-33632	118	4	the	the	DET
bracis-33632	118	5	main	main	ADJ
bracis-33632	118	6	objective	objective	NOUN
bracis-33632	118	7	of	of	ADP
bracis-33632	118	8	this	this	DET
bracis-33632	118	9	section	section	NOUN
bracis-33632	118	10	is	be	AUX
bracis-33632	118	11	to	to	PART
bracis-33632	118	12	present	present	VERB
bracis-33632	118	13	the	the	DET
bracis-33632	118	14	experimental	experimental	ADJ
bracis-33632	118	15	procedure	procedure	NOUN
bracis-33632	118	16	for	for	ADP
bracis-33632	118	17	designing	design	VERB
bracis-33632	118	18	and	and	CCONJ
bracis-33632	118	19	evaluating	evaluate	VERB
bracis-33632	118	20	the	the	DET
bracis-33632	118	21	marketplace	marketplace	NOUN
bracis-33632	118	22	simulation	simulation	NOUN
bracis-33632	118	23	,	,	PUNCT
bracis-33632	118	24	detailing	detail	VERB
bracis-33632	118	25	the	the	DET
bracis-33632	118	26	fundamental	fundamental	ADJ
bracis-33632	118	27	mechanics	mechanic	NOUN
bracis-33632	118	28	of	of	ADP
bracis-33632	118	29	this	this	DET
bracis-33632	118	30	kind	kind	NOUN
bracis-33632	118	31	of	of	ADP
bracis-33632	118	32	environment	environment	NOUN
bracis-33632	118	33	 	 	SPACE
bracis-33632	118	34	and	and	CCONJ
bracis-33632	118	35	the	the	DET
bracis-33632	118	36	setup	setup	NOUN
bracis-33632	118	37	for	for	ADP
bracis-33632	118	38	systematically	systematically	ADV
bracis-33632	118	39	changing	change	VERB
bracis-33632	118	40	affiliation	affiliation	NOUN
bracis-33632	118	41	group	group	NOUN
bracis-33632	118	42	sizes	size	NOUN
bracis-33632	118	43	.	.	PUNCT
bracis-33632	118	44	 	 	SPACE
bracis-33632	119	1	this	this	DET
bracis-33632	119	2	approach	approach	NOUN
bracis-33632	119	3	aims	aim	VERB
bracis-33632	119	4	to	to	PART
bracis-33632	119	5	understand	understand	VERB
bracis-33632	119	6	the	the	DET
bracis-33632	119	7	effects	effect	NOUN
bracis-33632	119	8	of	of	ADP
bracis-33632	119	9	bias	bias	NOUN
bracis-33632	119	10	mitigation	mitigation	NOUN
bracis-33632	119	11	strategies	strategy	NOUN
bracis-33632	119	12	within	within	ADP
bracis-33632	119	13	the	the	DET
bracis-33632	119	14	dynamic	dynamic	ADJ
bracis-33632	119	15	context	context	NOUN
bracis-33632	119	16	of	of	ADP
bracis-33632	119	17	a	a	DET
bracis-33632	119	18	marketplace	marketplace	NOUN
bracis-33632	119	19	.	.	PUNCT
bracis-33632	120	1	algorithm	algorithm	NOUN
bracis-33632	120	2	1	1	NUM
bracis-33632	120	3	simulation	simulation	NOUN
bracis-33632	120	4	algorithm	algorithm	PROPN
bracis-33632	120	5	full	full	ADJ
bracis-33632	120	6	size	size	NOUN
bracis-33632	120	7	image	image	NOUN
bracis-33632	120	8	algorithm	algorithm	NOUN
bracis-33632	120	9	 	 	SPACE
bracis-33632	120	10	1	1	NUM
bracis-33632	120	11	provides	provide	VERB
bracis-33632	120	12	an	an	DET
bracis-33632	120	13	illustrative	illustrative	ADJ
bracis-33632	120	14	depiction	depiction	NOUN
bracis-33632	120	15	 	 	SPACE
bracis-33632	120	16	of	of	ADP
bracis-33632	120	17	the	the	DET
bracis-33632	120	18	complete	complete	ADJ
bracis-33632	120	19	simulation	simulation	NOUN
bracis-33632	120	20	procedure	procedure	NOUN
bracis-33632	120	21	.	.	PUNCT
bracis-33632	121	1	it	it	PRON
bracis-33632	121	2	iterates	iterate	VERB
bracis-33632	121	3	a	a	DET
bracis-33632	121	4	total	total	NOUN
bracis-33632	121	5	of	of	ADP
bracis-33632	121	6	\(n	\(n	NOUN
bracis-33632	121	7	\cdot	\cdot	PROPN
bracis-33632	121	8	ss\	ss\	PROPN
bracis-33632	121	9	)	)	PUNCT
bracis-33632	121	10	times	time	NOUN
bracis-33632	121	11	,	,	PUNCT
bracis-33632	121	12	where	where	SCONJ
bracis-33632	121	13	n	n	PRON
bracis-33632	121	14	denotes	denote	VERB
bracis-33632	121	15	the	the	DET
bracis-33632	121	16	frequency	frequency	NOUN
bracis-33632	121	17	of	of	ADP
bracis-33632	121	18	parameter	parameter	NOUN
bracis-33632	121	19	updates	update	NOUN
bracis-33632	121	20	 	 	SPACE
bracis-33632	121	21	and	and	CCONJ
bracis-33632	121	22	the	the	DET
bracis-33632	121	23	generation	generation	NOUN
bracis-33632	121	24	of	of	ADP
bracis-33632	121	25	new	new	ADJ
bracis-33632	121	26	seller	seller	NOUN
bracis-33632	121	27	pools	pool	NOUN
bracis-33632	121	28	.	.	PUNCT
bracis-33632	122	1	here	here	ADV
bracis-33632	122	2	,	,	PUNCT
bracis-33632	122	3	ss	ss	NOUN
bracis-33632	122	4	signifies	signify	VERB
bracis-33632	122	5	the	the	DET
bracis-33632	122	6	number	number	NOUN
bracis-33632	122	7	of	of	ADP
bracis-33632	122	8	ranking	ranking	ADJ
bracis-33632	122	9	tasks	task	NOUN
bracis-33632	122	10	executed	execute	VERB
bracis-33632	122	11	with	with	ADP
bracis-33632	122	12	consistent	consistent	ADJ
bracis-33632	122	13	parameters	parameter	NOUN
bracis-33632	122	14	and	and	CCONJ
bracis-33632	122	15	seller	seller	NOUN
bracis-33632	122	16	pools	pool	NOUN
bracis-33632	122	17	,	,	PUNCT
bracis-33632	122	18	both	both	CCONJ
bracis-33632	122	19	premium	premium	NOUN
bracis-33632	122	20	and	and	CCONJ
bracis-33632	122	21	non	non	ADJ
bracis-33632	122	22	-	-	NOUN
bracis-33632	122	23	premium	premium	NOUN
bracis-33632	122	24	.	.	PUNCT
bracis-33632	123	1	the	the	DET
bracis-33632	123	2	creation	creation	NOUN
bracis-33632	123	3	of	of	ADP
bracis-33632	123	4	seller	seller	NOUN
bracis-33632	123	5	pools	pool	NOUN
bracis-33632	123	6	,	,	PUNCT
bracis-33632	123	7	which	which	PRON
bracis-33632	123	8	represent	represent	VERB
bracis-33632	123	9	the	the	DET
bracis-33632	123	10	sellers	seller	NOUN
bracis-33632	123	11	registered	register	VERB
bracis-33632	123	12	in	in	ADP
bracis-33632	123	13	the	the	DET
bracis-33632	123	14	marketplace	marketplace	NOUN
bracis-33632	123	15	,	,	PUNCT
bracis-33632	123	16	is	be	AUX
bracis-33632	123	17	segmented	segment	VERB
bracis-33632	123	18	into	into	ADP
bracis-33632	123	19	premium	premium	NOUN
bracis-33632	123	20	and	and	CCONJ
bracis-33632	123	21	non	non	ADJ
bracis-33632	123	22	-	-	ADJ
bracis-33632	123	23	premium	premium	ADJ
bracis-33632	123	24	categories	category	NOUN
bracis-33632	123	25	(	(	PUNCT
bracis-33632	123	26	cp	cp	INTJ
bracis-33632	123	27	and	and	CCONJ
bracis-33632	123	28	cnp	cnp	PROPN
bracis-33632	123	29	,	,	PUNCT
bracis-33632	123	30	respectively	respectively	ADV
bracis-33632	123	31	)	)	PUNCT
bracis-33632	123	32	.	.	PUNCT
bracis-33632	124	1	this	this	PRON
bracis-33632	124	2	is	be	AUX
bracis-33632	124	3	made	make	VERB
bracis-33632	124	4	through	through	ADP
bracis-33632	124	5	 	 	SPACE
bracis-33632	124	6	the	the	DET
bracis-33632	124	7	function	function	NOUN
bracis-33632	124	8	generatepool	generatepool	NOUN
bracis-33632	124	9	,	,	PUNCT
bracis-33632	124	10	which	which	PRON
bracis-33632	124	11	receives	receive	VERB
bracis-33632	124	12	the	the	DET
bracis-33632	124	13	following	follow	VERB
bracis-33632	124	14	parameters	parameter	NOUN
bracis-33632	124	15	:	:	PUNCT
bracis-33632	124	16	pp	pp	ADV
bracis-33632	124	17	:	:	PUNCT
bracis-33632	124	18	this	this	DET
bracis-33632	124	19	parameter	parameter	NOUN
bracis-33632	124	20	signifies	signify	VERB
bracis-33632	124	21	the	the	DET
bracis-33632	124	22	proportion	proportion	NOUN
bracis-33632	124	23	of	of	ADP
bracis-33632	124	24	premium	premium	NOUN
bracis-33632	124	25	sellers	seller	NOUN
bracis-33632	124	26	relative	relative	ADJ
bracis-33632	124	27	to	to	ADP
bracis-33632	124	28	the	the	DET
bracis-33632	124	29	total	total	ADJ
bracis-33632	124	30	number	number	NOUN
bracis-33632	124	31	of	of	ADP
bracis-33632	124	32	sellers	seller	NOUN
bracis-33632	124	33	.	.	PUNCT
bracis-33632	125	1	the	the	DET
bracis-33632	125	2	distinct	distinct	ADJ
bracis-33632	125	3	sizes	size	NOUN
bracis-33632	125	4	of	of	ADP
bracis-33632	125	5	the	the	DET
bracis-33632	125	6	two	two	NUM
bracis-33632	125	7	pools	pool	NOUN
bracis-33632	125	8	may	may	AUX
bracis-33632	125	9	emulate	emulate	VERB
bracis-33632	125	10	the	the	DET
bracis-33632	125	11	evolution	evolution	NOUN
bracis-33632	125	12	of	of	ADP
bracis-33632	125	13	premium	premium	NOUN
bracis-33632	125	14	services	service	NOUN
bracis-33632	125	15	within	within	ADP
bracis-33632	125	16	a	a	DET
bracis-33632	125	17	business	business	NOUN
bracis-33632	125	18	context	context	NOUN
bracis-33632	125	19	.	.	PUNCT
bracis-33632	126	1	ntotal	ntotal	NOUN
bracis-33632	126	2	:	:	PUNCT
bracis-33632	126	3	this	this	DET
bracis-33632	126	4	variable	variable	NOUN
bracis-33632	126	5	represents	represent	VERB
bracis-33632	126	6	the	the	DET
bracis-33632	126	7	overall	overall	ADJ
bracis-33632	126	8	count	count	NOUN
bracis-33632	126	9	of	of	ADP
bracis-33632	126	10	sellers	seller	NOUN
bracis-33632	126	11	subscribed	subscribe	VERB
bracis-33632	126	12	to	to	ADP
bracis-33632	126	13	the	the	DET
bracis-33632	126	14	marketplace	marketplace	NOUN
bracis-33632	126	15	environment	environment	NOUN
bracis-33632	126	16	.	.	PUNCT
bracis-33632	127	1	\(p_p\	\(p_p\	ADV
bracis-33632	127	2	)	)	PUNCT
bracis-33632	127	3	and	and	CCONJ
bracis-33632	127	4	\(p_{np}\	\(p_{np}\	PROPN
bracis-33632	127	5	):	):	PUNCT
bracis-33632	127	6	these	these	DET
bracis-33632	127	7	parameters	parameter	NOUN
bracis-33632	127	8	,	,	PUNCT
bracis-33632	127	9	which	which	PRON
bracis-33632	127	10	refer	refer	VERB
bracis-33632	127	11	to	to	ADP
bracis-33632	127	12	the	the	DET
bracis-33632	127	13	premium	premium	ADJ
bracis-33632	127	14	pool	pool	NOUN
bracis-33632	127	15	and	and	CCONJ
bracis-33632	127	16	non	non	ADJ
bracis-33632	127	17	-	-	ADJ
bracis-33632	127	18	premium	premium	ADJ
bracis-33632	127	19	pools	pool	NOUN
bracis-33632	127	20	,	,	PUNCT
bracis-33632	127	21	respectively	respectively	ADV
bracis-33632	127	22	,	,	PUNCT
bracis-33632	127	23	encompass	encompass	VERB
bracis-33632	127	24	the	the	DET
bracis-33632	127	25	mean	mean	ADJ
bracis-33632	127	26	and	and	CCONJ
bracis-33632	127	27	standard	standard	ADJ
bracis-33632	127	28	deviation	deviation	NOUN
bracis-33632	127	29	values	value	NOUN
bracis-33632	127	30	for	for	ADP
bracis-33632	127	31	each	each	DET
bracis-33632	127	32	attribute	attribute	NOUN
bracis-33632	127	33	of	of	ADP
bracis-33632	127	34	the	the	DET
bracis-33632	127	35	generated	generate	VERB
bracis-33632	127	36	offers	offer	NOUN
bracis-33632	127	37	(	(	PUNCT
bracis-33632	127	38	e.g.	e.g.	ADV
bracis-33632	127	39	,	,	PUNCT
bracis-33632	127	40	price	price	NOUN
bracis-33632	127	41	,	,	PUNCT
bracis-33632	127	42	delivery	delivery	NOUN
bracis-33632	127	43	time	time	NOUN
bracis-33632	127	44	)	)	PUNCT
bracis-33632	127	45	.	.	PUNCT
bracis-33632	128	1	consequently	consequently	ADV
bracis-33632	128	2	,	,	PUNCT
bracis-33632	128	3	within	within	ADP
bracis-33632	128	4	the	the	DET
bracis-33632	128	5	simulation	simulation	NOUN
bracis-33632	128	6	,	,	PUNCT
bracis-33632	128	7	it	it	PRON
bracis-33632	128	8	is	be	AUX
bracis-33632	128	9	possible	possible	ADJ
bracis-33632	128	10	to	to	ADP
bracis-33632	128	11	fine	fine	ADJ
bracis-33632	128	12	-	-	PUNCT
bracis-33632	128	13	tune	tune	NOUN
bracis-33632	128	14	these	these	DET
bracis-33632	128	15	attributes	attribute	NOUN
bracis-33632	128	16	and	and	CCONJ
bracis-33632	128	17	optimize	optimize	VERB
bracis-33632	128	18	parameters	parameter	NOUN
bracis-33632	128	19	for	for	ADP
bracis-33632	128	20	specific	specific	ADJ
bracis-33632	128	21	groups	group	NOUN
bracis-33632	128	22	,	,	PUNCT
bracis-33632	128	23	conducting	conduct	VERB
bracis-33632	128	24	trade	trade	NOUN
bracis-33632	128	25	-	-	PUNCT
bracis-33632	128	26	off	off	ADP
bracis-33632	128	27	analysis	analysis	NOUN
bracis-33632	128	28	as	as	SCONJ
bracis-33632	128	29	needed	need	VERB
bracis-33632	128	30	.	.	PUNCT
bracis-33632	129	1	following	follow	VERB
bracis-33632	129	2	the	the	DET
bracis-33632	129	3	generation	generation	NOUN
bracis-33632	129	4	of	of	ADP
bracis-33632	129	5	both	both	DET
bracis-33632	129	6	seller	seller	NOUN
bracis-33632	129	7	pools	pool	NOUN
bracis-33632	129	8	,	,	PUNCT
bracis-33632	129	9	at	at	ADP
bracis-33632	129	10	each	each	DET
bracis-33632	129	11	iteration	iteration	NOUN
bracis-33632	129	12	 	 	SPACE
bracis-33632	129	13	of	of	ADP
bracis-33632	129	14	j	j	PROPN
bracis-33632	129	15	,	,	PUNCT
bracis-33632	129	16	the	the	DET
bracis-33632	129	17	randomselection	randomselection	NOUN
bracis-33632	129	18	function	function	NOUN
bracis-33632	129	19	comes	come	VERB
bracis-33632	129	20	into	into	ADP
bracis-33632	129	21	play	play	NOUN
bracis-33632	129	22	.	.	PUNCT
bracis-33632	129	23	 	 	SPACE
bracis-33632	130	1	this	this	DET
bracis-33632	130	2	function	function	NOUN
bracis-33632	130	3	randomly	randomly	ADV
bracis-33632	130	4	gets	get	VERB
bracis-33632	130	5	a	a	DET
bracis-33632	130	6	subset	subset	NOUN
bracis-33632	130	7	from	from	ADP
bracis-33632	130	8	these	these	DET
bracis-33632	130	9	pools	pool	NOUN
bracis-33632	130	10	,	,	PUNCT
bracis-33632	130	11	forming	form	VERB
bracis-33632	130	12	an	an	DET
bracis-33632	130	13	 	 	SPACE
bracis-33632	130	14	offer	offer	NOUN
bracis-33632	130	15	list	list	NOUN
bracis-33632	130	16	.	.	PUNCT
bracis-33632	131	1	each	each	DET
bracis-33632	131	2	selected	select	VERB
bracis-33632	131	3	seller	seller	NOUN
bracis-33632	131	4	has	have	VERB
bracis-33632	131	5	the	the	DET
bracis-33632	131	6	capacity	capacity	NOUN
bracis-33632	131	7	to	to	PART
bracis-33632	131	8	generate	generate	VERB
bracis-33632	131	9	an	an	DET
bracis-33632	131	10	offer	offer	NOUN
bracis-33632	131	11	,	,	PUNCT
bracis-33632	131	12	with	with	ADP
bracis-33632	131	13	individual	individual	ADJ
bracis-33632	131	14	attributes	attribute	NOUN
bracis-33632	131	15	being	be	AUX
bracis-33632	131	16	determined	determine	VERB
bracis-33632	131	17	based	base	VERB
bracis-33632	131	18	on	on	ADP
bracis-33632	131	19	the	the	DET
bracis-33632	131	20	mean	mean	ADJ
bracis-33632	131	21	 	 	SPACE
bracis-33632	131	22	and	and	CCONJ
bracis-33632	131	23	standard	standard	ADJ
bracis-33632	131	24	deviation	deviation	NOUN
bracis-33632	131	25	values	value	NOUN
bracis-33632	131	26	specified	specify	VERB
bracis-33632	131	27	in	in	ADP
bracis-33632	131	28	\(p_p\	\(p_p\	PROPN
bracis-33632	131	29	)	)	PUNCT
bracis-33632	131	30	and	and	CCONJ
bracis-33632	131	31	\(p_{np}\	\(p_{np}\	NOUN
bracis-33632	131	32	)	)	PUNCT
bracis-33632	131	33	.	.	PUNCT
bracis-33632	132	1	the	the	DET
bracis-33632	132	2	default	default	NOUN
bracis-33632	132	3	behavior	behavior	NOUN
bracis-33632	132	4	of	of	ADP
bracis-33632	132	5	this	this	DET
bracis-33632	132	6	random	random	ADJ
bracis-33632	132	7	generation	generation	NOUN
bracis-33632	132	8	adheres	adhere	VERB
bracis-33632	132	9	to	to	ADP
bracis-33632	132	10	the	the	DET
bracis-33632	132	11	rooney	rooney	NOUN
bracis-33632	132	12	rule	rule	NOUN
bracis-33632	132	13	,	,	PUNCT
bracis-33632	132	14	ensuring	ensure	VERB
bracis-33632	132	15	that	that	SCONJ
bracis-33632	132	16	there	there	PRON
bracis-33632	132	17	is	be	VERB
bracis-33632	132	18	always	always	ADV
bracis-33632	132	19	at	at	ADV
bracis-33632	132	20	least	least	ADV
bracis-33632	132	21	one	one	NUM
bracis-33632	132	22	offer	offer	NOUN
bracis-33632	132	23	from	from	ADP
bracis-33632	132	24	 	 	SPACE
bracis-33632	132	25	each	each	DET
bracis-33632	132	26	group	group	NOUN
bracis-33632	132	27	.	.	PUNCT
bracis-33632	133	1	this	this	DET
bracis-33632	133	2	characteristic	characteristic	ADJ
bracis-33632	133	3	aligns	align	VERB
bracis-33632	133	4	with	with	ADP
bracis-33632	133	5	the	the	DET
bracis-33632	133	6	principles	principle	NOUN
bracis-33632	133	7	of	of	ADP
bracis-33632	133	8	fairness	fairness	NOUN
bracis-33632	133	9	and	and	CCONJ
bracis-33632	133	10	inclusivity	inclusivity	NOUN
bracis-33632	133	11	,	,	PUNCT
bracis-33632	133	12	mirroring	mirror	VERB
bracis-33632	133	13	real	real	ADJ
bracis-33632	133	14	-	-	PUNCT
bracis-33632	133	15	world	world	NOUN
bracis-33632	133	16	practices	practice	NOUN
bracis-33632	133	17	in	in	ADP
bracis-33632	133	18	which	which	PRON
bracis-33632	133	19	diversity	diversity	NOUN
bracis-33632	133	20	is	be	AUX
bracis-33632	133	21	prioritized	prioritize	VERB
bracis-33632	133	22	.	.	PUNCT
bracis-33632	134	1	next	next	ADV
bracis-33632	134	2	,	,	PUNCT
bracis-33632	134	3	the	the	DET
bracis-33632	134	4	generated	generate	VERB
bracis-33632	134	5	offers	offer	NOUN
bracis-33632	134	6	(	(	PUNCT
bracis-33632	134	7	co	co	NOUN
bracis-33632	134	8	)	)	PUNCT
bracis-33632	134	9	undergo	undergo	VERB
bracis-33632	134	10	ranking	rank	VERB
bracis-33632	134	11	through	through	ADP
bracis-33632	134	12	a	a	DET
bracis-33632	134	13	weighted	weighted	ADJ
bracis-33632	134	14	function	function	NOUN
bracis-33632	134	15	,	,	PUNCT
bracis-33632	134	16	which	which	PRON
bracis-33632	134	17	is	be	AUX
bracis-33632	134	18	an	an	DET
bracis-33632	134	19	approach	approach	NOUN
bracis-33632	134	20	commonly	commonly	ADV
bracis-33632	134	21	used	use	VERB
bracis-33632	134	22	for	for	ADP
bracis-33632	134	23	naive	naive	ADJ
bracis-33632	134	24	ranking	ranking	ADJ
bracis-33632	134	25	algorithms	algorithm	NOUN
bracis-33632	134	26	[	[	X
bracis-33632	134	27	23	23	NUM
bracis-33632	134	28	]	]	PUNCT
bracis-33632	134	29	.	.	PUNCT
bracis-33632	135	1	attribute	attribute	NOUN
bracis-33632	135	2	weights	weight	NOUN
bracis-33632	135	3	assigned	assign	VERB
bracis-33632	135	4	within	within	ADP
bracis-33632	135	5	this	this	DET
bracis-33632	135	6	process	process	NOUN
bracis-33632	135	7	serve	serve	VERB
bracis-33632	135	8	to	to	PART
bracis-33632	135	9	accentuate	accentuate	VERB
bracis-33632	135	10	the	the	DET
bracis-33632	135	11	significance	significance	NOUN
bracis-33632	135	12	 	 	SPACE
bracis-33632	135	13	of	of	ADP
bracis-33632	135	14	particular	particular	ADJ
bracis-33632	135	15	attributes	attribute	NOUN
bracis-33632	135	16	,	,	PUNCT
bracis-33632	135	17	facilitating	facilitate	VERB
bracis-33632	135	18	the	the	DET
bracis-33632	135	19	generation	generation	NOUN
bracis-33632	135	20	of	of	ADP
bracis-33632	135	21	a	a	DET
bracis-33632	135	22	ranking	ranking	ADJ
bracis-33632	135	23	score	score	NOUN
bracis-33632	135	24	.	.	PUNCT
bracis-33632	136	1	the	the	DET
bracis-33632	136	2	most	most	ADV
bracis-33632	136	3	important	important	ADJ
bracis-33632	136	4	attributes	attribute	NOUN
bracis-33632	136	5	are	be	AUX
bracis-33632	136	6	generally	generally	ADV
bracis-33632	136	7	determined	determine	VERB
bracis-33632	136	8	by	by	ADP
bracis-33632	136	9	 	 	SPACE
bracis-33632	136	10	the	the	DET
bracis-33632	136	11	machine	machine	NOUN
bracis-33632	136	12	learning	learn	VERB
bracis-33632	136	13	algorithm	algorithm	NOUN
bracis-33632	136	14	using	use	VERB
bracis-33632	136	15	the	the	DET
bracis-33632	136	16	provided	provide	VERB
bracis-33632	136	17	data	datum	NOUN
bracis-33632	136	18	or	or	CCONJ
bracis-33632	136	19	by	by	ADP
bracis-33632	136	20	a	a	DET
bracis-33632	136	21	set	set	NOUN
bracis-33632	136	22	 	 	SPACE
bracis-33632	136	23	of	of	ADP
bracis-33632	136	24	business	business	NOUN
bracis-33632	136	25	rules	rule	NOUN
bracis-33632	136	26	created	create	VERB
bracis-33632	136	27	by	by	ADP
bracis-33632	136	28	stakeholders	stakeholder	NOUN
bracis-33632	136	29	,	,	PUNCT
bracis-33632	136	30	which	which	PRON
bracis-33632	136	31	prioritize	prioritize	VERB
bracis-33632	136	32	factors	factor	NOUN
bracis-33632	136	33	such	such	ADJ
bracis-33632	136	34	as	as	ADP
bracis-33632	136	35	price	price	NOUN
bracis-33632	136	36	and	and	CCONJ
bracis-33632	136	37	delivery	delivery	NOUN
bracis-33632	136	38	time	time	NOUN
bracis-33632	136	39	over	over	ADP
bracis-33632	136	40	other	other	ADJ
bracis-33632	136	41	attributes	attribute	NOUN
bracis-33632	136	42	.	.	PUNCT
bracis-33632	137	1	for	for	ADP
bracis-33632	137	2	 	 	SPACE
bracis-33632	137	3	this	this	DET
bracis-33632	137	4	setup	setup	NOUN
bracis-33632	137	5	,	,	PUNCT
bracis-33632	137	6	based	base	VERB
bracis-33632	137	7	on	on	ADP
bracis-33632	137	8	observations	observation	NOUN
bracis-33632	137	9	from	from	ADP
bracis-33632	137	10	real	real	ADJ
bracis-33632	137	11	-	-	PUNCT
bracis-33632	137	12	world	world	NOUN
bracis-33632	137	13	data	datum	NOUN
bracis-33632	137	14	,	,	PUNCT
bracis-33632	137	15	the	the	DET
bracis-33632	137	16	following	follow	VERB
bracis-33632	137	17	attributes	attribute	NOUN
bracis-33632	137	18	were	be	AUX
bracis-33632	137	19	generated	generate	VERB
bracis-33632	137	20	for	for	ADP
bracis-33632	137	21	each	each	DET
bracis-33632	137	22	offer	offer	NOUN
bracis-33632	137	23	,	,	PUNCT
bracis-33632	137	24	and	and	CCONJ
bracis-33632	137	25	these	these	DET
bracis-33632	137	26	weights	weight	NOUN
bracis-33632	137	27	 	 	SPACE
bracis-33632	137	28	were	be	AUX
bracis-33632	137	29	assigned	assign	VERB
bracis-33632	137	30	to	to	ADP
bracis-33632	137	31	them	they	PRON
bracis-33632	137	32	in	in	ADP
bracis-33632	137	33	the	the	DET
bracis-33632	137	34	regular	regular	ADJ
bracis-33632	137	35	ranking	ranking	ADJ
bracis-33632	137	36	agent	agent	NOUN
bracis-33632	137	37	:	:	PUNCT
bracis-33632	137	38	price	price	NOUN
bracis-33632	137	39	(	(	PUNCT
bracis-33632	137	40	weight=5	weight=5	X
bracis-33632	137	41	):	):	PUNCT
bracis-33632	137	42	the	the	DET
bracis-33632	137	43	cost	cost	NOUN
bracis-33632	137	44	associated	associate	VERB
bracis-33632	137	45	with	with	ADP
bracis-33632	137	46	the	the	DET
bracis-33632	137	47	seller	seller	NOUN
bracis-33632	137	48	’s	’s	PART
bracis-33632	137	49	offerings	offering	NOUN
bracis-33632	137	50	,	,	PUNCT
bracis-33632	137	51	determinant	determinant	ADJ
bracis-33632	137	52	for	for	ADP
bracis-33632	137	53	buyers	buyer	NOUN
bracis-33632	137	54	.	.	PUNCT
bracis-33632	138	1	delivery	delivery	NOUN
bracis-33632	138	2	time	time	NOUN
bracis-33632	138	3	(	(	PUNCT
bracis-33632	138	4	weight=2	weight=2	PROPN
bracis-33632	138	5	):	):	PUNCT
bracis-33632	138	6	the	the	DET
bracis-33632	138	7	estimated	estimate	VERB
bracis-33632	138	8	time	time	NOUN
bracis-33632	138	9	frame	frame	NOUN
bracis-33632	138	10	within	within	ADP
bracis-33632	138	11	which	which	PRON
bracis-33632	138	12	the	the	DET
bracis-33632	138	13	product	product	NOUN
bracis-33632	138	14	or	or	CCONJ
bracis-33632	138	15	service	service	NOUN
bracis-33632	138	16	will	will	AUX
bracis-33632	138	17	be	be	AUX
bracis-33632	138	18	delivered	deliver	VERB
bracis-33632	138	19	,	,	PUNCT
bracis-33632	138	20	another	another	DET
bracis-33632	138	21	critical	critical	ADJ
bracis-33632	138	22	factor	factor	NOUN
bracis-33632	138	23	influencing	influence	VERB
bracis-33632	138	24	purchase	purchase	NOUN
bracis-33632	138	25	decisions	decision	NOUN
bracis-33632	138	26	.	.	PUNCT
bracis-33632	139	1	installment	installment	NOUN
bracis-33632	139	2	ratio	ratio	NOUN
bracis-33632	139	3	(	(	PUNCT
bracis-33632	139	4	weight=1	weight=1	NUM
bracis-33632	139	5	):	):	PUNCT
bracis-33632	139	6	the	the	DET
bracis-33632	139	7	proportion	proportion	NOUN
bracis-33632	139	8	of	of	ADP
bracis-33632	139	9	the	the	DET
bracis-33632	139	10	payment	payment	NOUN
bracis-33632	139	11	that	that	PRON
bracis-33632	139	12	can	can	AUX
bracis-33632	139	13	be	be	AUX
bracis-33632	139	14	made	make	VERB
bracis-33632	139	15	in	in	ADP
bracis-33632	139	16	installments	installment	NOUN
bracis-33632	139	17	,	,	PUNCT
bracis-33632	139	18	providing	provide	VERB
bracis-33632	139	19	flexibility	flexibility	NOUN
bracis-33632	139	20	to	to	ADP
bracis-33632	139	21	buyers	buyer	NOUN
bracis-33632	139	22	.	.	PUNCT
bracis-33632	140	1	seller	seller	NOUN
bracis-33632	140	2	score	score	NOUN
bracis-33632	140	3	(	(	PUNCT
bracis-33632	140	4	weight=1	weight=1	NUM
bracis-33632	140	5	):	):	PUNCT
bracis-33632	140	6	the	the	DET
bracis-33632	140	7	seller	seller	NOUN
bracis-33632	140	8	’s	’s	PART
bracis-33632	140	9	historical	historical	ADJ
bracis-33632	140	10	performance	performance	NOUN
bracis-33632	140	11	and	and	CCONJ
bracis-33632	140	12	reputation	reputation	NOUN
bracis-33632	140	13	within	within	ADP
bracis-33632	140	14	the	the	DET
bracis-33632	140	15	marketplace	marketplace	NOUN
bracis-33632	140	16	,	,	PUNCT
bracis-33632	140	17	a	a	DET
bracis-33632	140	18	trust	trust	NOUN
bracis-33632	140	19	-	-	PUNCT
bracis-33632	140	20	building	building	NOUN
bracis-33632	140	21	metric	metric	NOUN
bracis-33632	140	22	for	for	ADP
bracis-33632	140	23	buyers	buyer	NOUN
bracis-33632	140	24	.	.	PUNCT
bracis-33632	141	1	premium	premium	ADJ
bracis-33632	141	2	status	status	NOUN
bracis-33632	141	3	(	(	PUNCT
bracis-33632	141	4	weight=1	weight=1	NUM
bracis-33632	141	5	):	):	PUNCT
bracis-33632	141	6	indicates	indicate	VERB
bracis-33632	141	7	whether	whether	SCONJ
bracis-33632	141	8	the	the	DET
bracis-33632	141	9	seller	seller	NOUN
bracis-33632	141	10	belongs	belong	VERB
bracis-33632	141	11	to	to	ADP
bracis-33632	141	12	the	the	DET
bracis-33632	141	13	premium	premium	ADJ
bracis-33632	141	14	category	category	NOUN
bracis-33632	141	15	or	or	CCONJ
bracis-33632	141	16	not	not	PART
bracis-33632	141	17	.	.	PUNCT
bracis-33632	142	1	premium	premium	NOUN
bracis-33632	142	2	sellers	seller	NOUN
bracis-33632	142	3	are	be	AUX
bracis-33632	142	4	meant	mean	VERB
bracis-33632	142	5	to	to	PART
bracis-33632	142	6	have	have	VERB
bracis-33632	142	7	access	access	NOUN
bracis-33632	142	8	to	to	ADP
bracis-33632	142	9	exclusive	exclusive	ADJ
bracis-33632	142	10	services	service	NOUN
bracis-33632	142	11	that	that	PRON
bracis-33632	142	12	may	may	AUX
bracis-33632	142	13	provide	provide	VERB
bracis-33632	142	14	advantage	advantage	NOUN
bracis-33632	142	15	in	in	ADP
bracis-33632	142	16	competition	competition	NOUN
bracis-33632	142	17	.	.	PUNCT
bracis-33632	143	1	in	in	ADP
bracis-33632	143	2	the	the	DET
bracis-33632	143	3	simulation	simulation	NOUN
bracis-33632	143	4	,	,	PUNCT
bracis-33632	143	5	the	the	DET
bracis-33632	143	6	weight	weight	NOUN
bracis-33632	143	7	introduces	introduce	NOUN
bracis-33632	143	8	bias	bias	NOUN
bracis-33632	143	9	explicitly	explicitly	ADV
bracis-33632	143	10	.	.	PUNCT
bracis-33632	144	1	however	however	ADV
bracis-33632	144	2	,	,	PUNCT
bracis-33632	144	3	it	it	PRON
bracis-33632	144	4	is	be	AUX
bracis-33632	144	5	worth	worth	ADJ
bracis-33632	144	6	noting	note	VERB
bracis-33632	144	7	that	that	SCONJ
bracis-33632	144	8	in	in	ADP
bracis-33632	144	9	most	most	ADJ
bracis-33632	144	10	real	real	ADJ
bracis-33632	144	11	-	-	PUNCT
bracis-33632	144	12	world	world	NOUN
bracis-33632	144	13	scenarios	scenario	NOUN
bracis-33632	144	14	,	,	PUNCT
bracis-33632	144	15	bias	bias	NOUN
bracis-33632	144	16	typically	typically	ADV
bracis-33632	144	17	manifests	manifest	VERB
bracis-33632	144	18	implicitly	implicitly	ADV
bracis-33632	144	19	or	or	CCONJ
bracis-33632	144	20	emerges	emerge	VERB
bracis-33632	144	21	from	from	ADP
bracis-33632	144	22	the	the	DET
bracis-33632	144	23	training	training	NOUN
bracis-33632	144	24	data	datum	NOUN
bracis-33632	144	25	used	use	VERB
bracis-33632	144	26	or	or	CCONJ
bracis-33632	144	27	as	as	ADP
bracis-33632	144	28	a	a	DET
bracis-33632	144	29	side	side	ADJ
bracis-33632	144	30	effect	effect	NOUN
bracis-33632	144	31	of	of	ADP
bracis-33632	144	32	stakeholder	stakeholder	NOUN
bracis-33632	144	33	decisions	decision	NOUN
bracis-33632	144	34	.	.	PUNCT
bracis-33632	145	1	the	the	DET
bracis-33632	145	2	aforementioned	aforementioned	ADJ
bracis-33632	145	3	attributes	attribute	NOUN
bracis-33632	145	4	have	have	AUX
bracis-33632	145	5	been	be	AUX
bracis-33632	145	6	subject	subject	ADJ
bracis-33632	145	7	to	to	ADP
bracis-33632	145	8	normalization	normalization	NOUN
bracis-33632	145	9	using	use	VERB
bracis-33632	145	10	a	a	DET
bracis-33632	145	11	min	min	ADJ
bracis-33632	145	12	-	-	ADJ
bracis-33632	145	13	max	max	PROPN
bracis-33632	145	14	scaler	scaler	NOUN
bracis-33632	145	15	,	,	PUNCT
bracis-33632	145	16	rescaling	rescale	VERB
bracis-33632	145	17	their	their	PRON
bracis-33632	145	18	values	value	NOUN
bracis-33632	145	19	within	within	ADP
bracis-33632	145	20	the	the	DET
bracis-33632	145	21	range	range	NOUN
bracis-33632	145	22	of	of	ADP
bracis-33632	145	23	 	 	SPACE
bracis-33632	145	24	0	0	NUM
bracis-33632	145	25	to	to	ADP
bracis-33632	145	26	1	1	NUM
bracis-33632	145	27	.	.	PUNCT
bracis-33632	146	1	it	it	PRON
bracis-33632	146	2	is	be	AUX
bracis-33632	146	3	important	important	ADJ
bracis-33632	146	4	to	to	PART
bracis-33632	146	5	note	note	VERB
bracis-33632	146	6	that	that	SCONJ
bracis-33632	146	7	,	,	PUNCT
bracis-33632	146	8	for	for	ADP
bracis-33632	146	9	consistency	consistency	NOUN
bracis-33632	146	10	,	,	PUNCT
bracis-33632	146	11	all	all	DET
bracis-33632	146	12	attributes	attribute	NOUN
bracis-33632	146	13	are	be	AUX
bracis-33632	146	14	configured	configure	VERB
bracis-33632	146	15	with	with	ADP
bracis-33632	146	16	a	a	DET
bracis-33632	146	17	“	"	PUNCT
bracis-33632	146	18	bigger	big	ADJ
bracis-33632	146	19	is	be	AUX
bracis-33632	146	20	better	well	ADJ
bracis-33632	146	21	”	"	PUNCT
bracis-33632	146	22	orientation	orientation	NOUN
bracis-33632	146	23	,	,	PUNCT
bracis-33632	146	24	even	even	ADV
bracis-33632	146	25	 	 	SPACE
bracis-33632	146	26	in	in	ADP
bracis-33632	146	27	cases	case	NOUN
bracis-33632	146	28	where	where	SCONJ
bracis-33632	146	29	this	this	PRON
bracis-33632	146	30	contradicts	contradict	VERB
bracis-33632	146	31	the	the	DET
bracis-33632	146	32	natural	natural	ADJ
bracis-33632	146	33	interpretation	interpretation	NOUN
bracis-33632	146	34	of	of	ADP
bracis-33632	146	35	 	 	SPACE
bracis-33632	146	36	the	the	DET
bracis-33632	146	37	non	non	ADJ
bracis-33632	146	38	-	-	ADJ
bracis-33632	146	39	normalized	normalized	ADJ
bracis-33632	146	40	features	feature	NOUN
bracis-33632	146	41	.	.	PUNCT
bracis-33632	147	1	for	for	ADP
bracis-33632	147	2	instance	instance	NOUN
bracis-33632	147	3	,	,	PUNCT
bracis-33632	147	4	attributes	attribute	VERB
bracis-33632	147	5	like	like	ADP
bracis-33632	147	6	price	price	NOUN
bracis-33632	147	7	 	 	SPACE
bracis-33632	147	8	and	and	CCONJ
bracis-33632	147	9	delivery	delivery	NOUN
bracis-33632	147	10	time	time	NOUN
bracis-33632	147	11	,	,	PUNCT
bracis-33632	147	12	which	which	PRON
bracis-33632	147	13	are	be	AUX
bracis-33632	147	14	conventionally	conventionally	ADV
bracis-33632	147	15	considered	consider	VERB
bracis-33632	147	16	more	more	ADV
bracis-33632	147	17	attractive	attractive	ADJ
bracis-33632	147	18	to	to	ADP
bracis-33632	147	19	consumers	consumer	NOUN
bracis-33632	147	20	when	when	SCONJ
bracis-33632	147	21	they	they	PRON
bracis-33632	147	22	are	be	AUX
bracis-33632	147	23	smaller	small	ADJ
bracis-33632	147	24	,	,	PUNCT
bracis-33632	147	25	have	have	AUX
bracis-33632	147	26	been	be	AUX
bracis-33632	147	27	configured	configure	VERB
bracis-33632	147	28	as	as	ADP
bracis-33632	147	29	“	"	PUNCT
bracis-33632	147	30	bigger	big	ADJ
bracis-33632	147	31	is	be	AUX
bracis-33632	147	32	better	well	ADJ
bracis-33632	147	33	”	"	PUNCT
bracis-33632	147	34	.	.	PUNCT
bracis-33632	148	1	following	follow	VERB
bracis-33632	148	2	the	the	DET
bracis-33632	148	3	initial	initial	ADJ
bracis-33632	148	4	ranking	rank	VERB
bracis-33632	148	5	procedure	procedure	NOUN
bracis-33632	148	6	,	,	PUNCT
bracis-33632	148	7	the	the	DET
bracis-33632	148	8	fairrankoffers	fairrankoffer	NOUN
bracis-33632	148	9	function	function	VERB
bracis-33632	148	10	intervenes	intervene	VERB
bracis-33632	148	11	to	to	PART
bracis-33632	148	12	refine	refine	VERB
bracis-33632	148	13	the	the	DET
bracis-33632	148	14	fairness	fairness	NOUN
bracis-33632	148	15	of	of	ADP
bracis-33632	148	16	the	the	DET
bracis-33632	148	17	ranking	ranking	NOUN
bracis-33632	148	18	.	.	PUNCT
bracis-33632	148	19	 	 	SPACE
bracis-33632	149	1	this	this	DET
bracis-33632	149	2	optimization	optimization	NOUN
bracis-33632	149	3	mechanism	mechanism	NOUN
bracis-33632	149	4	implemented	implement	VERB
bracis-33632	149	5	the	the	DET
bracis-33632	149	6	methodology	methodology	NOUN
bracis-33632	149	7	proposed	propose	VERB
bracis-33632	149	8	by	by	ADP
bracis-33632	149	9	 	 	SPACE
bracis-33632	149	10	yang	yang	PROPN
bracis-33632	149	11	and	and	CCONJ
bracis-33632	149	12	stoyanovich	stoyanovich	X
bracis-33632	150	1	[	[	X
bracis-33632	150	2	22	22	NUM
bracis-33632	150	3	]	]	PUNCT
bracis-33632	150	4	,	,	PUNCT
bracis-33632	150	5	publicly	publicly	ADV
bracis-33632	150	6	accessible	accessible	ADJ
bracis-33632	150	7	 	 	SPACE
bracis-33632	150	8	on	on	ADP
bracis-33632	150	9	githubfootnote	githubfootnote	PROPN
bracis-33632	150	10	2	2	NUM
bracis-33632	150	11	,	,	PUNCT
bracis-33632	150	12	replicating	replicate	VERB
bracis-33632	150	13	their	their	PRON
bracis-33632	150	14	approach	approach	NOUN
bracis-33632	150	15	.	.	PUNCT
bracis-33632	151	1	the	the	DET
bracis-33632	151	2	groundtruthrankoffers	groundtruthrankoffer	NOUN
bracis-33632	151	3	function	function	NOUN
bracis-33632	151	4	receives	receive	VERB
bracis-33632	151	5	the	the	DET
bracis-33632	151	6	 	 	SPACE
bracis-33632	151	7	same	same	ADJ
bracis-33632	151	8	parameters	parameter	NOUN
bracis-33632	151	9	as	as	SCONJ
bracis-33632	151	10	the	the	DET
bracis-33632	151	11	rankoffers	rankoffer	NOUN
bracis-33632	151	12	function	function	VERB
bracis-33632	151	13	and	and	CCONJ
bracis-33632	151	14	behaves	behave	VERB
bracis-33632	151	15	similarly	similarly	ADV
bracis-33632	151	16	.	.	PUNCT
bracis-33632	152	1	the	the	DET
bracis-33632	152	2	key	key	ADJ
bracis-33632	152	3	distinction	distinction	NOUN
bracis-33632	152	4	is	be	AUX
bracis-33632	152	5	that	that	SCONJ
bracis-33632	152	6	while	while	SCONJ
bracis-33632	152	7	the	the	DET
bracis-33632	152	8	rankoffers	rankoffer	NOUN
bracis-33632	152	9	function	function	VERB
bracis-33632	152	10	favors	favor	VERB
bracis-33632	152	11	premium	premium	ADJ
bracis-33632	152	12	sellers	seller	NOUN
bracis-33632	152	13	,	,	PUNCT
bracis-33632	152	14	the	the	DET
bracis-33632	152	15	groundtruthrankoffers	groundtruthrankoffer	NOUN
bracis-33632	152	16	function	function	VERB
bracis-33632	152	17	ignores	ignore	VERB
bracis-33632	152	18	the	the	DET
bracis-33632	152	19	premium	premium	NOUN
bracis-33632	152	20	attribute	attribute	NOUN
bracis-33632	152	21	,	,	PUNCT
bracis-33632	152	22	serving	serve	VERB
bracis-33632	152	23	as	as	ADP
bracis-33632	152	24	a	a	DET
bracis-33632	152	25	reliable	reliable	ADJ
bracis-33632	152	26	oracle	oracle	NOUN
bracis-33632	152	27	for	for	ADP
bracis-33632	152	28	comparing	compare	VERB
bracis-33632	152	29	both	both	CCONJ
bracis-33632	152	30	fair	fair	ADJ
bracis-33632	152	31	and	and	CCONJ
bracis-33632	152	32	regular	regular	ADJ
bracis-33632	152	33	ranking	ranking	ADJ
bracis-33632	152	34	agents	agent	NOUN
bracis-33632	152	35	against	against	ADP
bracis-33632	152	36	 	 	SPACE
bracis-33632	152	37	an	an	DET
bracis-33632	152	38	utility	utility	NOUN
bracis-33632	152	39	-	-	PUNCT
bracis-33632	152	40	optimized	optimize	VERB
bracis-33632	152	41	agent	agent	NOUN
bracis-33632	152	42	.	.	PUNCT
bracis-33632	153	1	at	at	ADP
bracis-33632	153	2	the	the	DET
bracis-33632	153	3	conclusion	conclusion	NOUN
bracis-33632	153	4	of	of	ADP
bracis-33632	153	5	each	each	DET
bracis-33632	153	6	iteration	iteration	NOUN
bracis-33632	153	7	i	i	PRON
bracis-33632	153	8	,	,	PUNCT
bracis-33632	153	9	 	 	SPACE
bracis-33632	153	10	the	the	DET
bracis-33632	153	11	updateparameters	updateparameter	NOUN
bracis-33632	153	12	function	function	NOUN
bracis-33632	153	13	is	be	AUX
bracis-33632	153	14	invoked	invoke	VERB
bracis-33632	153	15	and	and	CCONJ
bracis-33632	153	16	changes	change	VERB
bracis-33632	153	17	 	 	SPACE
bracis-33632	153	18	the	the	DET
bracis-33632	153	19	distribution	distribution	NOUN
bracis-33632	153	20	of	of	ADP
bracis-33632	153	21	both	both	DET
bracis-33632	153	22	seller	seller	NOUN
bracis-33632	153	23	groups	group	NOUN
bracis-33632	153	24	poll	poll	NOUN
bracis-33632	153	25	sizes	size	NOUN
bracis-33632	153	26	,	,	PUNCT
bracis-33632	153	27	represented	represent	VERB
bracis-33632	153	28	by	by	ADP
bracis-33632	153	29	 	 	SPACE
bracis-33632	153	30	the	the	DET
bracis-33632	153	31	parameters	parameter	NOUN
bracis-33632	153	32	\(p_p\	\(p_p\	ADV
bracis-33632	153	33	)	)	PUNCT
bracis-33632	153	34	and	and	CCONJ
bracis-33632	153	35	\(p_{np}\	\(p_{np}\	NOUN
bracis-33632	153	36	)	)	PUNCT
bracis-33632	153	37	.	.	PUNCT
bracis-33632	154	1	the	the	DET
bracis-33632	154	2	variation	variation	NOUN
bracis-33632	154	3	size	size	NOUN
bracis-33632	154	4	of	of	ADP
bracis-33632	154	5	the	the	DET
bracis-33632	154	6	sellers	seller	NOUN
bracis-33632	154	7	distribution	distribution	NOUN
bracis-33632	154	8	may	may	AUX
bracis-33632	154	9	be	be	AUX
bracis-33632	154	10	configured	configure	VERB
bracis-33632	154	11	at	at	ADP
bracis-33632	154	12	the	the	DET
bracis-33632	154	13	beginning	beginning	NOUN
bracis-33632	154	14	of	of	ADP
bracis-33632	154	15	the	the	DET
bracis-33632	154	16	experiment	experiment	NOUN
bracis-33632	154	17	.	.	PUNCT
bracis-33632	155	1	the	the	DET
bracis-33632	155	2	idea	idea	NOUN
bracis-33632	155	3	of	of	ADP
bracis-33632	155	4	this	this	DET
bracis-33632	155	5	function	function	NOUN
bracis-33632	155	6	is	be	AUX
bracis-33632	155	7	to	to	PART
bracis-33632	155	8	gradually	gradually	ADV
bracis-33632	155	9	change	change	VERB
bracis-33632	155	10	the	the	DET
bracis-33632	155	11	pool	pool	NOUN
bracis-33632	155	12	size	size	NOUN
bracis-33632	155	13	 	 	SPACE
bracis-33632	155	14	of	of	ADP
bracis-33632	155	15	each	each	DET
bracis-33632	155	16	group	group	NOUN
bracis-33632	155	17	.	.	PUNCT
bracis-33632	156	1	at	at	ADP
bracis-33632	156	2	the	the	DET
bracis-33632	156	3	conclusion	conclusion	NOUN
bracis-33632	156	4	of	of	ADP
bracis-33632	156	5	each	each	DET
bracis-33632	156	6	iteration	iteration	NOUN
bracis-33632	156	7	i	i	PRON
bracis-33632	156	8	,	,	PUNCT
bracis-33632	156	9	 	 	SPACE
bracis-33632	156	10	the	the	DET
bracis-33632	156	11	updateparameters	updateparameter	NOUN
bracis-33632	156	12	function	function	NOUN
bracis-33632	156	13	is	be	AUX
bracis-33632	156	14	invoked	invoke	VERB
bracis-33632	156	15	to	to	PART
bracis-33632	156	16	alter	alter	VERB
bracis-33632	156	17	 	 	SPACE
bracis-33632	156	18	the	the	DET
bracis-33632	156	19	distribution	distribution	NOUN
bracis-33632	156	20	of	of	ADP
bracis-33632	156	21	both	both	DET
bracis-33632	156	22	seller	seller	NOUN
bracis-33632	156	23	groups	group	NOUN
bracis-33632	156	24	’	'	PUNCT
bracis-33632	156	25	pool	pool	NOUN
bracis-33632	156	26	sizes	size	NOUN
bracis-33632	156	27	,	,	PUNCT
bracis-33632	156	28	represented	represent	VERB
bracis-33632	156	29	by	by	ADP
bracis-33632	156	30	 	 	SPACE
bracis-33632	156	31	the	the	DET
bracis-33632	156	32	parameters	parameter	NOUN
bracis-33632	156	33	\(p_p\	\(p_p\	ADV
bracis-33632	156	34	)	)	PUNCT
bracis-33632	156	35	and	and	CCONJ
bracis-33632	156	36	\(p_{np}\	\(p_{np}\	NOUN
bracis-33632	156	37	)	)	PUNCT
bracis-33632	156	38	.	.	PUNCT
bracis-33632	157	1	the	the	DET
bracis-33632	157	2	magnitude	magnitude	NOUN
bracis-33632	157	3	of	of	ADP
bracis-33632	157	4	variation	variation	NOUN
bracis-33632	157	5	in	in	ADP
bracis-33632	157	6	 	 	SPACE
bracis-33632	157	7	the	the	DET
bracis-33632	157	8	sellers	seller	NOUN
bracis-33632	157	9	’	'	PUNCT
bracis-33632	157	10	distribution	distribution	NOUN
bracis-33632	157	11	can	can	AUX
bracis-33632	157	12	be	be	AUX
bracis-33632	157	13	configured	configure	VERB
bracis-33632	157	14	at	at	ADP
bracis-33632	157	15	the	the	DET
bracis-33632	157	16	beginning	beginning	NOUN
bracis-33632	157	17	of	of	ADP
bracis-33632	157	18	 	 	SPACE
bracis-33632	157	19	the	the	DET
bracis-33632	157	20	experiment	experiment	NOUN
bracis-33632	157	21	.	.	PUNCT
bracis-33632	158	1	the	the	DET
bracis-33632	158	2	purpose	purpose	NOUN
bracis-33632	158	3	of	of	ADP
bracis-33632	158	4	this	this	DET
bracis-33632	158	5	function	function	NOUN
bracis-33632	158	6	is	be	AUX
bracis-33632	158	7	to	to	PART
bracis-33632	158	8	gradually	gradually	ADV
bracis-33632	158	9	adjust	adjust	VERB
bracis-33632	158	10	 	 	SPACE
bracis-33632	158	11	the	the	DET
bracis-33632	158	12	pool	pool	NOUN
bracis-33632	158	13	size	size	NOUN
bracis-33632	158	14	of	of	ADP
bracis-33632	158	15	each	each	DET
bracis-33632	158	16	group	group	NOUN
bracis-33632	158	17	.	.	PUNCT
bracis-33632	159	1	the	the	DET
bracis-33632	159	2	data	datum	NOUN
bracis-33632	159	3	is	be	AUX
bracis-33632	159	4	sampled	sample	VERB
bracis-33632	159	5	from	from	ADP
bracis-33632	159	6	data	datum	NOUN
bracis-33632	159	7	distributions	distribution	NOUN
bracis-33632	159	8	calculated	calculate	VERB
bracis-33632	159	9	with	with	ADP
bracis-33632	159	10	 	 	SPACE
bracis-33632	159	11	real	real	ADJ
bracis-33632	159	12	product	product	NOUN
bracis-33632	159	13	offer	offer	VERB
bracis-33632	159	14	data	datum	NOUN
bracis-33632	159	15	using	use	VERB
bracis-33632	159	16	the	the	DET
bracis-33632	159	17	following	follow	VERB
bracis-33632	159	18	method	method	NOUN
bracis-33632	159	19	:	:	PUNCT
bracis-33632	159	20	data	datum	NOUN
bracis-33632	159	21	distributions	distribution	NOUN
bracis-33632	159	22	of	of	ADP
bracis-33632	159	23	100	100	NUM
bracis-33632	159	24	products	product	NOUN
bracis-33632	159	25	are	be	AUX
bracis-33632	159	26	obtained	obtain	VERB
bracis-33632	159	27	using	use	VERB
bracis-33632	159	28	the	the	DET
bracis-33632	159	29	fitter	fit	ADJ
bracis-33632	159	30	libraryfootnote	libraryfootnote	ADJ
bracis-33632	159	31	3	3	NUM
bracis-33632	159	32	,	,	PUNCT
bracis-33632	159	33	which	which	PRON
bracis-33632	159	34	approximates	approximate	VERB
bracis-33632	159	35	the	the	DET
bracis-33632	159	36	data	datum	NOUN
bracis-33632	159	37	distribution	distribution	NOUN
bracis-33632	159	38	of	of	ADP
bracis-33632	159	39	the	the	DET
bracis-33632	159	40	attributes	attribute	NOUN
bracis-33632	159	41	of	of	ADP
bracis-33632	159	42	each	each	DET
bracis-33632	159	43	product	product	NOUN
bracis-33632	159	44	.	.	PUNCT
bracis-33632	160	1	then	then	ADV
bracis-33632	160	2	,	,	PUNCT
bracis-33632	160	3	the	the	DET
bracis-33632	160	4	features	feature	NOUN
bracis-33632	160	5	mean	mean	VERB
bracis-33632	160	6	price	price	NOUN
bracis-33632	160	7	and	and	CCONJ
bracis-33632	160	8	mean	mean	ADJ
bracis-33632	160	9	delivery	delivery	NOUN
bracis-33632	160	10	time	time	NOUN
bracis-33632	160	11	are	be	AUX
bracis-33632	160	12	aggregated	aggregate	VERB
bracis-33632	160	13	to	to	PART
bracis-33632	160	14	enrich	enrich	VERB
bracis-33632	160	15	the	the	DET
bracis-33632	160	16	metadata	metadata	NOUN
bracis-33632	160	17	.	.	PUNCT
bracis-33632	161	1	the	the	DET
bracis-33632	161	2	hdbscan	hdbscan	NOUN
bracis-33632	161	3	clustering	cluster	VERB
bracis-33632	161	4	algorithm	algorithm	NOUN
bracis-33632	161	5	is	be	AUX
bracis-33632	161	6	used	use	VERB
bracis-33632	161	7	to	to	PART
bracis-33632	161	8	cluster	cluster	VERB
bracis-33632	161	9	the	the	DET
bracis-33632	161	10	data	datum	NOUN
bracis-33632	161	11	and	and	CCONJ
bracis-33632	161	12	segregate	segregate	VERB
bracis-33632	161	13	it	it	PRON
bracis-33632	161	14	into	into	ADP
bracis-33632	161	15	4	4	NUM
bracis-33632	161	16	groups	group	NOUN
bracis-33632	161	17	,	,	PUNCT
bracis-33632	161	18	excluding	exclude	VERB
bracis-33632	161	19	the	the	DET
bracis-33632	161	20	outliers	outlier	NOUN
bracis-33632	161	21	.	.	PUNCT
bracis-33632	162	1	a	a	DET
bracis-33632	162	2	qualitative	qualitative	ADJ
bracis-33632	162	3	evaluation	evaluation	NOUN
bracis-33632	162	4	is	be	AUX
bracis-33632	162	5	applied	apply	VERB
bracis-33632	162	6	to	to	ADP
bracis-33632	162	7	the	the	DET
bracis-33632	162	8	results	result	NOUN
bracis-33632	162	9	,	,	PUNCT
bracis-33632	162	10	and	and	CCONJ
bracis-33632	162	11	the	the	DET
bracis-33632	162	12	distribution	distribution	NOUN
bracis-33632	162	13	of	of	ADP
bracis-33632	162	14	each	each	DET
bracis-33632	162	15	attribute	attribute	NOUN
bracis-33632	162	16	representing	represent	VERB
bracis-33632	162	17	each	each	DET
bracis-33632	162	18	cluster	cluster	NOUN
bracis-33632	162	19	of	of	ADP
bracis-33632	162	20	products	product	NOUN
bracis-33632	162	21	is	be	AUX
bracis-33632	162	22	consolidated	consolidate	VERB
bracis-33632	162	23	using	use	VERB
bracis-33632	162	24	the	the	DET
bracis-33632	162	25	most	most	ADV
bracis-33632	162	26	common	common	ADJ
bracis-33632	162	27	distribution	distribution	NOUN
bracis-33632	162	28	within	within	ADP
bracis-33632	162	29	the	the	DET
bracis-33632	162	30	clusters	cluster	NOUN
bracis-33632	162	31	and	and	CCONJ
bracis-33632	162	32	the	the	DET
bracis-33632	162	33	mean	mean	NOUN
bracis-33632	162	34	of	of	ADP
bracis-33632	162	35	the	the	DET
bracis-33632	162	36	distribution	distribution	NOUN
bracis-33632	162	37	parameters	parameter	NOUN
bracis-33632	162	38	.	.	PUNCT
bracis-33632	163	1	at	at	ADP
bracis-33632	163	2	the	the	DET
bracis-33632	163	3	beginning	beginning	NOUN
bracis-33632	163	4	of	of	ADP
bracis-33632	163	5	each	each	DET
bracis-33632	163	6	iteration	iteration	NOUN
bracis-33632	163	7	,	,	PUNCT
bracis-33632	163	8	the	the	DET
bracis-33632	163	9	simulation	simulation	NOUN
bracis-33632	163	10	sellers	seller	NOUN
bracis-33632	163	11	’	'	PUNCT
bracis-33632	163	12	feature	feature	NOUN
bracis-33632	163	13	sampler	sampler	NOUN
bracis-33632	163	14	first	first	ADV
bracis-33632	163	15	chooses	choose	NOUN
bracis-33632	163	16	which	which	DET
bracis-33632	163	17	cluster	cluster	NOUN
bracis-33632	163	18	the	the	DET
bracis-33632	163	19	product	product	NOUN
bracis-33632	163	20	belongs	belong	VERB
bracis-33632	163	21	to	to	ADP
bracis-33632	163	22	,	,	PUNCT
bracis-33632	163	23	respecting	respect	VERB
bracis-33632	163	24	the	the	DET
bracis-33632	163	25	original	original	ADJ
bracis-33632	163	26	data	datum	NOUN
bracis-33632	163	27	distribution	distribution	NOUN
bracis-33632	163	28	.	.	PUNCT
bracis-33632	164	1	it	it	PRON
bracis-33632	164	2	then	then	ADV
bracis-33632	164	3	samples	sample	VERB
bracis-33632	164	4	the	the	DET
bracis-33632	164	5	offers	offer	NOUN
bracis-33632	164	6	using	use	VERB
bracis-33632	164	7	the	the	DET
bracis-33632	164	8	evaluated	evaluated	ADJ
bracis-33632	164	9	distribution	distribution	NOUN
bracis-33632	164	10	of	of	ADP
bracis-33632	164	11	the	the	DET
bracis-33632	164	12	chosen	choose	VERB
bracis-33632	164	13	cluster	cluster	NOUN
bracis-33632	164	14	.	.	PUNCT
bracis-33632	165	1	the	the	DET
bracis-33632	165	2	outliers	outlier	NOUN
bracis-33632	165	3	cluster	cluster	NOUN
bracis-33632	165	4	is	be	AUX
bracis-33632	165	5	also	also	ADV
bracis-33632	165	6	considered	consider	VERB
bracis-33632	165	7	,	,	PUNCT
bracis-33632	165	8	and	and	CCONJ
bracis-33632	165	9	when	when	SCONJ
bracis-33632	165	10	chosen	choose	VERB
bracis-33632	165	11	,	,	PUNCT
bracis-33632	165	12	the	the	DET
bracis-33632	165	13	distribution	distribution	NOUN
bracis-33632	165	14	of	of	ADP
bracis-33632	165	15	each	each	DET
bracis-33632	165	16	attribute	attribute	NOUN
bracis-33632	165	17	is	be	AUX
bracis-33632	165	18	uniform	uniform	ADJ
bracis-33632	165	19	.	.	PUNCT
bracis-33632	166	1	the	the	DET
bracis-33632	166	2	code	code	NOUN
bracis-33632	166	3	utilized	utilize	VERB
bracis-33632	166	4	for	for	ADP
bracis-33632	166	5	the	the	DET
bracis-33632	166	6	simulation	simulation	NOUN
bracis-33632	166	7	is	be	AUX
bracis-33632	166	8	openly	openly	ADV
bracis-33632	166	9	accessible	accessible	ADJ
bracis-33632	166	10	 	 	SPACE
bracis-33632	166	11	on	on	ADP
bracis-33632	166	12	githubfootnote	githubfootnote	PROPN
bracis-33632	166	13	4	4	NUM
bracis-33632	166	14	,	,	PUNCT
bracis-33632	166	15	ensuring	ensure	VERB
bracis-33632	166	16	full	full	ADJ
bracis-33632	166	17	reproducibility	reproducibility	NOUN
bracis-33632	166	18	of	of	ADP
bracis-33632	166	19	this	this	DET
bracis-33632	166	20	setup	setup	NOUN
bracis-33632	166	21	.	.	PUNCT
bracis-33632	167	1	4	4	NUM
bracis-33632	167	2	results	result	NOUN
bracis-33632	167	3	and	and	CCONJ
bracis-33632	167	4	 	 	SPACE
bracis-33632	167	5	discussion	discussion	NOUN
bracis-33632	167	6	this	this	DET
bracis-33632	167	7	section	section	NOUN
bracis-33632	167	8	presents	present	VERB
bracis-33632	167	9	the	the	DET
bracis-33632	167	10	results	result	NOUN
bracis-33632	167	11	of	of	ADP
bracis-33632	167	12	the	the	DET
bracis-33632	167	13	simulation	simulation	NOUN
bracis-33632	167	14	outlined	outline	VERB
bracis-33632	167	15	in	in	ADP
bracis-33632	167	16	 	 	SPACE
bracis-33632	167	17	the	the	DET
bracis-33632	167	18	preceding	precede	VERB
bracis-33632	167	19	section	section	NOUN
bracis-33632	167	20	.	.	PUNCT
bracis-33632	168	1	the	the	DET
bracis-33632	168	2	simulated	simulated	ADJ
bracis-33632	168	3	scenario	scenario	NOUN
bracis-33632	168	4	involved	involve	VERB
bracis-33632	168	5	adding	add	VERB
bracis-33632	168	6	 	 	SPACE
bracis-33632	168	7	more	more	ADJ
bracis-33632	168	8	premium	premium	NOUN
bracis-33632	168	9	sellers	seller	NOUN
bracis-33632	168	10	over	over	ADP
bracis-33632	168	11	time	time	NOUN
bracis-33632	168	12	,	,	PUNCT
bracis-33632	168	13	removing	remove	VERB
bracis-33632	168	14	3	3	NUM
bracis-33632	168	15	%	%	NOUN
bracis-33632	168	16	of	of	ADP
bracis-33632	168	17	the	the	DET
bracis-33632	168	18	non	non	ADJ
bracis-33632	168	19	-	-	ADJ
bracis-33632	168	20	premium	premium	ADJ
bracis-33632	168	21	seller	seller	NOUN
bracis-33632	168	22	pool	pool	NOUN
bracis-33632	168	23	and	and	CCONJ
bracis-33632	168	24	adding	add	VERB
bracis-33632	168	25	them	they	PRON
bracis-33632	168	26	to	to	ADP
bracis-33632	168	27	the	the	DET
bracis-33632	168	28	premium	premium	ADJ
bracis-33632	168	29	seller	seller	NOUN
bracis-33632	168	30	pool	pool	NOUN
bracis-33632	168	31	.	.	PUNCT
bracis-33632	169	1	in	in	ADP
bracis-33632	169	2	the	the	DET
bracis-33632	169	3	simulation	simulation	NOUN
bracis-33632	169	4	,	,	PUNCT
bracis-33632	169	5	the	the	DET
bracis-33632	169	6	regular	regular	ADJ
bracis-33632	169	7	ranking	ranking	ADJ
bracis-33632	169	8	agent	agent	NOUN
bracis-33632	169	9	is	be	AUX
bracis-33632	169	10	biased	bias	VERB
bracis-33632	169	11	towards	towards	ADP
bracis-33632	169	12	premium	premium	ADJ
bracis-33632	169	13	sellers	seller	NOUN
bracis-33632	169	14	.	.	PUNCT
bracis-33632	169	15	 	 	SPACE
bracis-33632	170	1	this	this	DET
bracis-33632	170	2	bias	bias	NOUN
bracis-33632	170	3	is	be	AUX
bracis-33632	170	4	represented	represent	VERB
bracis-33632	170	5	by	by	ADP
bracis-33632	170	6	a	a	DET
bracis-33632	170	7	0.1	0.1	NUM
bracis-33632	170	8	weight	weight	NOUN
bracis-33632	170	9	on	on	ADP
bracis-33632	170	10	the	the	DET
bracis-33632	170	11	premium	premium	ADJ
bracis-33632	170	12	status	status	NOUN
bracis-33632	170	13	attribute	attribute	NOUN
bracis-33632	170	14	.	.	PUNCT
bracis-33632	171	1	in	in	ADP
bracis-33632	171	2	real	real	ADJ
bracis-33632	171	3	-	-	PUNCT
bracis-33632	171	4	world	world	NOUN
bracis-33632	171	5	scenarios	scenario	NOUN
bracis-33632	171	6	,	,	PUNCT
bracis-33632	171	7	this	this	DET
bracis-33632	171	8	bias	bias	NOUN
bracis-33632	171	9	can	can	AUX
bracis-33632	171	10	appear	appear	VERB
bracis-33632	171	11	in	in	ADP
bracis-33632	171	12	an	an	DET
bracis-33632	171	13	implicit	implicit	ADJ
bracis-33632	171	14	form	form	NOUN
bracis-33632	171	15	 	 	SPACE
bracis-33632	171	16	in	in	ADP
bracis-33632	171	17	the	the	DET
bracis-33632	171	18	training	training	NOUN
bracis-33632	171	19	data	datum	NOUN
bracis-33632	171	20	or	or	CCONJ
bracis-33632	171	21	as	as	ADP
bracis-33632	171	22	a	a	DET
bracis-33632	171	23	complex	complex	ADJ
bracis-33632	171	24	set	set	NOUN
bracis-33632	171	25	of	of	ADP
bracis-33632	171	26	requirements	requirement	NOUN
bracis-33632	171	27	 	 	SPACE
bracis-33632	171	28	from	from	ADP
bracis-33632	171	29	stakeholders	stakeholder	NOUN
bracis-33632	171	30	.	.	PUNCT
bracis-33632	172	1	the	the	DET
bracis-33632	172	2	ground	ground	NOUN
bracis-33632	172	3	truth	truth	NOUN
bracis-33632	172	4	ranking	rank	VERB
bracis-33632	172	5	agent	agent	NOUN
bracis-33632	172	6	does	do	AUX
bracis-33632	172	7	n’t	not	PART
bracis-33632	172	8	consider	consider	VERB
bracis-33632	172	9	the	the	DET
bracis-33632	172	10	premium	premium	NOUN
bracis-33632	172	11	status	status	NOUN
bracis-33632	172	12	attribute	attribute	NOUN
bracis-33632	172	13	in	in	ADP
bracis-33632	172	14	the	the	DET
bracis-33632	172	15	ranking	rank	VERB
bracis-33632	172	16	function	function	NOUN
bracis-33632	172	17	.	.	PUNCT
bracis-33632	173	1	this	this	PRON
bracis-33632	173	2	provides	provide	VERB
bracis-33632	173	3	an	an	DET
bracis-33632	173	4	unbiased	unbiased	ADJ
bracis-33632	173	5	version	version	NOUN
bracis-33632	173	6	that	that	PRON
bracis-33632	173	7	does	do	AUX
bracis-33632	173	8	n’t	not	PART
bracis-33632	173	9	have	have	VERB
bracis-33632	173	10	utility	utility	NOUN
bracis-33632	173	11	metrics	metric	NOUN
bracis-33632	173	12	degraded	degrade	VERB
bracis-33632	173	13	by	by	ADP
bracis-33632	173	14	the	the	DET
bracis-33632	173	15	fairness	fairness	NOUN
bracis-33632	173	16	-	-	PUNCT
bracis-33632	173	17	utility	utility	NOUN
bracis-33632	173	18	trade	trade	NOUN
bracis-33632	173	19	-	-	PUNCT
bracis-33632	173	20	off	off	NOUN
bracis-33632	173	21	.	.	PUNCT
bracis-33632	174	1	it	it	PRON
bracis-33632	174	2	is	be	AUX
bracis-33632	174	3	worth	worth	ADJ
bracis-33632	174	4	noting	note	VERB
bracis-33632	174	5	that	that	SCONJ
bracis-33632	174	6	simply	simply	ADV
bracis-33632	174	7	not	not	PART
bracis-33632	174	8	considering	consider	VERB
bracis-33632	174	9	 	 	SPACE
bracis-33632	174	10	the	the	DET
bracis-33632	174	11	premium	premium	NOUN
bracis-33632	174	12	status	status	NOUN
bracis-33632	174	13	attribute	attribute	NOUN
bracis-33632	174	14	does	do	AUX
bracis-33632	174	15	n’t	not	PART
bracis-33632	174	16	solve	solve	VERB
bracis-33632	174	17	any	any	DET
bracis-33632	174	18	type	type	NOUN
bracis-33632	174	19	of	of	ADP
bracis-33632	174	20	bias	bias	NOUN
bracis-33632	174	21	problem	problem	NOUN
bracis-33632	174	22	,	,	PUNCT
bracis-33632	174	23	 	 	SPACE
bracis-33632	174	24	as	as	SCONJ
bracis-33632	174	25	this	this	PRON
bracis-33632	174	26	is	be	AUX
bracis-33632	174	27	a	a	DET
bracis-33632	174	28	simulated	simulated	ADJ
bracis-33632	174	29	scenario	scenario	NOUN
bracis-33632	174	30	with	with	ADP
bracis-33632	174	31	a	a	DET
bracis-33632	174	32	conveniently	conveniently	ADV
bracis-33632	174	33	simple	simple	ADJ
bracis-33632	174	34	biased	biased	ADJ
bracis-33632	174	35	ranking	rank	VERB
bracis-33632	174	36	function	function	NOUN
bracis-33632	174	37	and	and	CCONJ
bracis-33632	174	38	a	a	DET
bracis-33632	174	39	parameterized	parameterized	ADJ
bracis-33632	174	40	amount	amount	NOUN
bracis-33632	174	41	of	of	ADP
bracis-33632	174	42	bias	bias	NOUN
bracis-33632	174	43	.	.	PUNCT
bracis-33632	175	1	additionally	additionally	ADV
bracis-33632	175	2	,	,	PUNCT
bracis-33632	175	3	the	the	DET
bracis-33632	175	4	attributes	attribute	NOUN
bracis-33632	175	5	of	of	ADP
bracis-33632	175	6	premium	premium	NOUN
bracis-33632	175	7	and	and	CCONJ
bracis-33632	175	8	non	non	ADJ
bracis-33632	175	9	-	-	ADJ
bracis-33632	175	10	premium	premium	ADJ
bracis-33632	175	11	sellers	seller	NOUN
bracis-33632	175	12	have	have	VERB
bracis-33632	175	13	the	the	DET
bracis-33632	175	14	 	 	SPACE
bracis-33632	175	15	same	same	ADJ
bracis-33632	175	16	distribution	distribution	NOUN
bracis-33632	175	17	,	,	PUNCT
bracis-33632	175	18	which	which	PRON
bracis-33632	175	19	is	be	AUX
bracis-33632	175	20	not	not	PART
bracis-33632	175	21	the	the	DET
bracis-33632	175	22	case	case	NOUN
bracis-33632	175	23	in	in	ADP
bracis-33632	175	24	production	production	NOUN
bracis-33632	175	25	environments	environment	NOUN
bracis-33632	175	26	.	.	PUNCT
bracis-33632	176	1	fig	fig	NOUN
bracis-33632	176	2	.	.	PUNCT
bracis-33632	177	1	2	2	X
bracis-33632	177	2	.	.	X
bracis-33632	177	3	simulation	simulation	NOUN
bracis-33632	177	4	of	of	ADP
bracis-33632	177	5	gradual	gradual	ADJ
bracis-33632	177	6	growth	growth	NOUN
bracis-33632	177	7	of	of	ADP
bracis-33632	177	8	premium	premium	ADJ
bracis-33632	177	9	sellers	seller	NOUN
bracis-33632	177	10	(	(	PUNCT
bracis-33632	177	11	color	color	NOUN
bracis-33632	177	12	figure	figure	NOUN
bracis-33632	177	13	online	online	ADV
bracis-33632	177	14	)	)	PUNCT
bracis-33632	177	15	full	full	ADJ
bracis-33632	177	16	size	size	NOUN
bracis-33632	177	17	image	image	NOUN
bracis-33632	177	18	in	in	ADP
bracis-33632	177	19	fig	fig	NOUN
bracis-33632	177	20	.	.	PUNCT
bracis-33632	177	21	 	 	SPACE
bracis-33632	178	1	2	2	NUM
bracis-33632	178	2	,	,	PUNCT
bracis-33632	178	3	the	the	DET
bracis-33632	178	4	red	red	ADJ
bracis-33632	178	5	line	line	NOUN
bracis-33632	178	6	with	with	ADP
bracis-33632	178	7	squared	square	VERB
bracis-33632	178	8	points	point	NOUN
bracis-33632	178	9	represents	represent	VERB
bracis-33632	178	10	the	the	DET
bracis-33632	178	11	number	number	NOUN
bracis-33632	178	12	of	of	ADP
bracis-33632	178	13	offers	offer	NOUN
bracis-33632	178	14	from	from	ADP
bracis-33632	178	15	premium	premium	ADJ
bracis-33632	178	16	sellers	seller	NOUN
bracis-33632	178	17	that	that	PRON
bracis-33632	178	18	 	 	SPACE
bracis-33632	178	19	won	win	VERB
bracis-33632	178	20	first	first	ADJ
bracis-33632	178	21	place	place	NOUN
bracis-33632	178	22	in	in	ADP
bracis-33632	178	23	the	the	DET
bracis-33632	178	24	simulated	simulate	VERB
bracis-33632	178	25	offer	offer	NOUN
bracis-33632	178	26	ranking	ranking	NOUN
bracis-33632	178	27	,	,	PUNCT
bracis-33632	178	28	while	while	SCONJ
bracis-33632	178	29	the	the	DET
bracis-33632	178	30	blue	blue	ADJ
bracis-33632	178	31	dotted	dot	VERB
bracis-33632	178	32	line	line	NOUN
bracis-33632	178	33	represents	represent	VERB
bracis-33632	178	34	the	the	DET
bracis-33632	178	35	non	non	ADJ
bracis-33632	178	36	-	-	ADJ
bracis-33632	178	37	premium	premium	ADJ
bracis-33632	178	38	first	first	ADJ
bracis-33632	178	39	-	-	PUNCT
bracis-33632	178	40	place	place	NOUN
bracis-33632	178	41	winners	winner	NOUN
bracis-33632	178	42	.	.	PUNCT
bracis-33632	179	1	the	the	DET
bracis-33632	179	2	x	x	X
bracis-33632	179	3	-	-	NOUN
bracis-33632	179	4	axis	axis	NOUN
bracis-33632	179	5	represents	represent	VERB
bracis-33632	179	6	the	the	DET
bracis-33632	179	7	iterations	iteration	NOUN
bracis-33632	179	8	of	of	ADP
bracis-33632	179	9	the	the	DET
bracis-33632	179	10	simulation	simulation	NOUN
bracis-33632	179	11	.	.	PUNCT
bracis-33632	180	1	in	in	ADP
bracis-33632	180	2	this	this	DET
bracis-33632	180	3	experiment	experiment	NOUN
bracis-33632	180	4	,	,	PUNCT
bracis-33632	180	5	 	 	SPACE
bracis-33632	180	6	we	we	PRON
bracis-33632	180	7	conducted	conduct	VERB
bracis-33632	180	8	the	the	DET
bracis-33632	180	9	simulation	simulation	NOUN
bracis-33632	180	10	for	for	ADP
bracis-33632	180	11	20,000	20,000	NUM
bracis-33632	180	12	iterations	iteration	NOUN
bracis-33632	180	13	.	.	PUNCT
bracis-33632	181	1	every	every	DET
bracis-33632	181	2	1,000	1,000	NUM
bracis-33632	181	3	iterations	iteration	NOUN
bracis-33632	181	4	,	,	PUNCT
bracis-33632	181	5	30	30	NUM
bracis-33632	181	6	sellers	seller	NOUN
bracis-33632	181	7	from	from	ADP
bracis-33632	181	8	the	the	DET
bracis-33632	181	9	non	non	ADJ
bracis-33632	181	10	-	-	ADJ
bracis-33632	181	11	premium	premium	ADJ
bracis-33632	181	12	seller	seller	NOUN
bracis-33632	181	13	pool	pool	NOUN
bracis-33632	181	14	move	move	NOUN
bracis-33632	181	15	to	to	ADP
bracis-33632	181	16	 	 	SPACE
bracis-33632	181	17	the	the	DET
bracis-33632	181	18	premium	premium	ADJ
bracis-33632	181	19	seller	seller	NOUN
bracis-33632	181	20	pool	pool	NOUN
bracis-33632	181	21	.	.	PUNCT
bracis-33632	182	1	the	the	DET
bracis-33632	182	2	grey	grey	PROPN
bracis-33632	182	3	bars	bar	NOUN
bracis-33632	182	4	in	in	ADP
bracis-33632	182	5	the	the	DET
bracis-33632	182	6	figure	figure	NOUN
bracis-33632	182	7	represent	represent	VERB
bracis-33632	182	8	 	 	SPACE
bracis-33632	182	9	the	the	DET
bracis-33632	182	10	number	number	NOUN
bracis-33632	182	11	of	of	ADP
bracis-33632	182	12	premium	premium	NOUN
bracis-33632	182	13	sellers	seller	NOUN
bracis-33632	182	14	,	,	PUNCT
bracis-33632	182	15	shown	show	VERB
bracis-33632	182	16	in	in	ADP
bracis-33632	182	17	darker	dark	ADJ
bracis-33632	182	18	grey	grey	NOUN
bracis-33632	182	19	,	,	PUNCT
bracis-33632	182	20	and	and	CCONJ
bracis-33632	182	21	non	non	ADJ
bracis-33632	182	22	-	-	ADJ
bracis-33632	182	23	premium	premium	ADJ
bracis-33632	182	24	sellers	seller	NOUN
bracis-33632	182	25	,	,	PUNCT
bracis-33632	182	26	shown	show	VERB
bracis-33632	182	27	in	in	ADP
bracis-33632	182	28	lighter	light	ADJ
bracis-33632	182	29	grey	grey	NOUN
bracis-33632	182	30	,	,	PUNCT
bracis-33632	182	31	in	in	ADP
bracis-33632	182	32	each	each	DET
bracis-33632	182	33	pool	pool	NOUN
bracis-33632	182	34	,	,	PUNCT
bracis-33632	182	35	with	with	ADP
bracis-33632	182	36	the	the	DET
bracis-33632	182	37	total	total	ADJ
bracis-33632	182	38	 	 	SPACE
bracis-33632	182	39	pool	pool	NOUN
bracis-33632	182	40	size	size	NOUN
bracis-33632	182	41	always	always	ADV
bracis-33632	182	42	summing	sum	VERB
bracis-33632	182	43	to	to	ADP
bracis-33632	182	44	1,000	1,000	NUM
bracis-33632	182	45	.	.	PUNCT
bracis-33632	183	1	in	in	ADP
bracis-33632	183	2	each	each	DET
bracis-33632	183	3	graph	graph	NOUN
bracis-33632	183	4	,	,	PUNCT
bracis-33632	183	5	we	we	PRON
bracis-33632	183	6	have	have	VERB
bracis-33632	183	7	a	a	DET
bracis-33632	183	8	type	type	NOUN
bracis-33632	183	9	of	of	ADP
bracis-33632	183	10	agent	agent	NOUN
bracis-33632	183	11	.	.	PUNCT
bracis-33632	184	1	the	the	DET
bracis-33632	184	2	regular	regular	ADJ
bracis-33632	184	3	agent	agent	NOUN
bracis-33632	184	4	is	be	AUX
bracis-33632	184	5	clearly	clearly	ADV
bracis-33632	184	6	biased	bias	VERB
bracis-33632	184	7	towards	towards	ADP
bracis-33632	184	8	premium	premium	ADJ
bracis-33632	184	9	sellers	seller	NOUN
bracis-33632	184	10	.	.	PUNCT
bracis-33632	185	1	at	at	ADP
bracis-33632	185	2	the	the	DET
bracis-33632	185	3	beginning	beginning	NOUN
bracis-33632	185	4	of	of	ADP
bracis-33632	185	5	the	the	DET
bracis-33632	185	6	simulation	simulation	NOUN
bracis-33632	185	7	,	,	PUNCT
bracis-33632	185	8	premium	premium	NOUN
bracis-33632	185	9	sellers	seller	NOUN
bracis-33632	185	10	are	be	AUX
bracis-33632	185	11	only	only	ADV
bracis-33632	185	12	10	10	NUM
bracis-33632	185	13	%	%	NOUN
bracis-33632	185	14	of	of	ADP
bracis-33632	185	15	the	the	DET
bracis-33632	185	16	total	total	ADJ
bracis-33632	185	17	pool	pool	NOUN
bracis-33632	185	18	,	,	PUNCT
bracis-33632	185	19	yet	yet	CCONJ
bracis-33632	185	20	the	the	DET
bracis-33632	185	21	number	number	NOUN
bracis-33632	185	22	 	 	SPACE
bracis-33632	185	23	of	of	ADP
bracis-33632	185	24	premium	premium	NOUN
bracis-33632	185	25	winners	winner	NOUN
bracis-33632	185	26	was	be	AUX
bracis-33632	185	27	slightly	slightly	ADV
bracis-33632	185	28	more	more	ADJ
bracis-33632	185	29	than	than	ADP
bracis-33632	185	30	50	50	NUM
bracis-33632	185	31	%	%	NOUN
bracis-33632	185	32	,	,	PUNCT
bracis-33632	185	33	surpassing	surpass	VERB
bracis-33632	185	34	the	the	DET
bracis-33632	185	35	number	number	NOUN
bracis-33632	185	36	of	of	ADP
bracis-33632	185	37	non	non	ADJ
bracis-33632	185	38	-	-	ADJ
bracis-33632	185	39	premium	premium	ADJ
bracis-33632	185	40	winners	winner	NOUN
bracis-33632	185	41	,	,	PUNCT
bracis-33632	185	42	which	which	PRON
bracis-33632	185	43	comprised	comprise	VERB
bracis-33632	185	44	90	90	NUM
bracis-33632	185	45	%	%	NOUN
bracis-33632	185	46	of	of	ADP
bracis-33632	185	47	the	the	DET
bracis-33632	185	48	total	total	ADJ
bracis-33632	185	49	seller	seller	NOUN
bracis-33632	185	50	pool	pool	NOUN
bracis-33632	185	51	.	.	PUNCT
bracis-33632	186	1	the	the	DET
bracis-33632	186	2	fair	fair	ADJ
bracis-33632	186	3	agent	agent	NOUN
bracis-33632	186	4	’s	’s	PART
bracis-33632	186	5	premium	premium	NOUN
bracis-33632	186	6	winner	winner	NOUN
bracis-33632	186	7	plot	plot	NOUN
bracis-33632	186	8	line	line	NOUN
bracis-33632	186	9	adheres	adhere	VERB
bracis-33632	186	10	almost	almost	ADV
bracis-33632	186	11	perfectly	perfectly	ADV
bracis-33632	186	12	to	to	ADP
bracis-33632	186	13	the	the	DET
bracis-33632	186	14	proportion	proportion	NOUN
bracis-33632	186	15	of	of	ADP
bracis-33632	186	16	premium	premium	NOUN
bracis-33632	186	17	sellers	seller	NOUN
bracis-33632	186	18	,	,	PUNCT
bracis-33632	186	19	with	with	ADP
bracis-33632	186	20	slight	slight	ADJ
bracis-33632	186	21	variations	variation	NOUN
bracis-33632	186	22	.	.	PUNCT
bracis-33632	187	1	this	this	PRON
bracis-33632	187	2	indicates	indicate	VERB
bracis-33632	187	3	that	that	SCONJ
bracis-33632	187	4	the	the	DET
bracis-33632	187	5	fairness	fairness	NOUN
bracis-33632	187	6	optimization	optimization	NOUN
bracis-33632	187	7	used	use	VERB
bracis-33632	187	8	 	 	SPACE
bracis-33632	187	9	in	in	ADP
bracis-33632	187	10	the	the	DET
bracis-33632	187	11	fair	fair	ADJ
bracis-33632	187	12	agent	agent	NOUN
bracis-33632	187	13	algorithm	algorithm	NOUN
bracis-33632	187	14	keeps	keep	VERB
bracis-33632	187	15	the	the	DET
bracis-33632	187	16	participation	participation	NOUN
bracis-33632	187	17	of	of	ADP
bracis-33632	187	18	each	each	DET
bracis-33632	187	19	group	group	NOUN
bracis-33632	187	20	 	 	SPACE
bracis-33632	187	21	in	in	ADP
bracis-33632	187	22	line	line	NOUN
bracis-33632	187	23	with	with	ADP
bracis-33632	187	24	the	the	DET
bracis-33632	187	25	group	group	NOUN
bracis-33632	187	26	size	size	NOUN
bracis-33632	187	27	,	,	PUNCT
bracis-33632	187	28	even	even	ADV
bracis-33632	187	29	in	in	ADP
bracis-33632	187	30	the	the	DET
bracis-33632	187	31	buybox	buybox	NOUN
bracis-33632	187	32	scenario	scenario	NOUN
bracis-33632	187	33	where	where	SCONJ
bracis-33632	187	34	only	only	ADV
bracis-33632	187	35	 	 	SPACE
bracis-33632	187	36	the	the	DET
bracis-33632	187	37	top	top	ADV
bracis-33632	187	38	-	-	PUNCT
bracis-33632	187	39	ranked	rank	VERB
bracis-33632	187	40	seller	seller	NOUN
bracis-33632	187	41	is	be	AUX
bracis-33632	187	42	analyzed	analyze	VERB
bracis-33632	187	43	.	.	PUNCT
bracis-33632	188	1	in	in	ADP
bracis-33632	188	2	the	the	DET
bracis-33632	188	3	ground	ground	NOUN
bracis-33632	188	4	truth	truth	NOUN
bracis-33632	188	5	agent	agent	NOUN
bracis-33632	188	6	graph	graph	NOUN
bracis-33632	188	7	,	,	PUNCT
bracis-33632	188	8	the	the	DET
bracis-33632	188	9	number	number	NOUN
bracis-33632	188	10	of	of	ADP
bracis-33632	188	11	premium	premium	NOUN
bracis-33632	188	12	sellers	seller	NOUN
bracis-33632	188	13	 	 	SPACE
bracis-33632	188	14	that	that	PRON
bracis-33632	188	15	won	win	VERB
bracis-33632	188	16	in	in	ADP
bracis-33632	188	17	the	the	DET
bracis-33632	188	18	offer	offer	NOUN
bracis-33632	188	19	ranking	ranking	NOUN
bracis-33632	188	20	also	also	ADV
bracis-33632	188	21	adheres	adhere	VERB
bracis-33632	188	22	to	to	ADP
bracis-33632	188	23	their	their	PRON
bracis-33632	188	24	proportion	proportion	NOUN
bracis-33632	188	25	in	in	ADP
bracis-33632	188	26	 	 	SPACE
bracis-33632	188	27	the	the	DET
bracis-33632	188	28	total	total	ADJ
bracis-33632	188	29	seller	seller	NOUN
bracis-33632	188	30	pool	pool	NOUN
bracis-33632	188	31	.	.	PUNCT
bracis-33632	189	1	this	this	PRON
bracis-33632	189	2	indicates	indicate	VERB
bracis-33632	189	3	that	that	SCONJ
bracis-33632	189	4	,	,	PUNCT
bracis-33632	189	5	in	in	ADP
bracis-33632	189	6	terms	term	NOUN
bracis-33632	189	7	of	of	ADP
bracis-33632	189	8	fairness	fairness	NOUN
bracis-33632	189	9	,	,	PUNCT
bracis-33632	189	10	 	 	SPACE
bracis-33632	189	11	the	the	DET
bracis-33632	189	12	fair	fair	ADJ
bracis-33632	189	13	and	and	CCONJ
bracis-33632	189	14	the	the	DET
bracis-33632	189	15	ground	ground	NOUN
bracis-33632	189	16	truth	truth	NOUN
bracis-33632	189	17	agents	agent	NOUN
bracis-33632	189	18	exhibit	exhibit	VERB
bracis-33632	189	19	similar	similar	ADJ
bracis-33632	189	20	behaviors	behavior	NOUN
bracis-33632	189	21	,	,	PUNCT
bracis-33632	189	22	especially	especially	ADV
bracis-33632	189	23	when	when	SCONJ
bracis-33632	189	24	considering	consider	VERB
bracis-33632	189	25	how	how	SCONJ
bracis-33632	189	26	much	much	ADJ
bracis-33632	189	27	the	the	DET
bracis-33632	189	28	graph	graph	NOUN
bracis-33632	189	29	diverges	diverge	VERB
bracis-33632	189	30	from	from	ADP
bracis-33632	189	31	that	that	PRON
bracis-33632	189	32	 	 	SPACE
bracis-33632	189	33	of	of	ADP
bracis-33632	189	34	the	the	DET
bracis-33632	189	35	regular	regular	ADJ
bracis-33632	189	36	agent	agent	NOUN
bracis-33632	189	37	.	.	PUNCT
bracis-33632	190	1	fig	fig	NOUN
bracis-33632	190	2	.	.	PUNCT
bracis-33632	191	1	3	3	X
bracis-33632	191	2	.	.	X
bracis-33632	191	3	mean	mean	ADJ
bracis-33632	191	4	price	price	NOUN
bracis-33632	191	5	over	over	ADP
bracis-33632	191	6	iterations	iteration	NOUN
bracis-33632	191	7	for	for	ADP
bracis-33632	191	8	each	each	DET
bracis-33632	191	9	product	product	NOUN
bracis-33632	191	10	 	 	SPACE
bracis-33632	191	11	type	type	NOUN
bracis-33632	191	12	full	full	ADJ
bracis-33632	191	13	size	size	NOUN
bracis-33632	191	14	image	image	NOUN
bracis-33632	191	15	figure	figure	NOUN
bracis-33632	191	16	 	 	SPACE
bracis-33632	191	17	3	3	NUM
bracis-33632	191	18	shows	show	VERB
bracis-33632	191	19	the	the	DET
bracis-33632	191	20	mean	mean	ADJ
bracis-33632	191	21	 	 	SPACE
bracis-33632	191	22	price	price	NOUN
bracis-33632	191	23	evolution	evolution	NOUN
bracis-33632	191	24	of	of	ADP
bracis-33632	191	25	the	the	DET
bracis-33632	191	26	top	top	ADV
bracis-33632	191	27	-	-	PUNCT
bracis-33632	191	28	ranked	rank	VERB
bracis-33632	191	29	offer	offer	NOUN
bracis-33632	191	30	during	during	ADP
bracis-33632	191	31	simulation	simulation	NOUN
bracis-33632	191	32	iterations	iteration	NOUN
bracis-33632	191	33	 	 	SPACE
bracis-33632	191	34	for	for	ADP
bracis-33632	191	35	each	each	DET
bracis-33632	191	36	product	product	NOUN
bracis-33632	191	37	type	type	NOUN
bracis-33632	191	38	.	.	PUNCT
bracis-33632	192	1	these	these	DET
bracis-33632	192	2	product	product	NOUN
bracis-33632	192	3	types	type	NOUN
bracis-33632	192	4	were	be	AUX
bracis-33632	192	5	derived	derive	VERB
bracis-33632	192	6	from	from	ADP
bracis-33632	192	7	clustering	cluster	VERB
bracis-33632	192	8	real	real	ADJ
bracis-33632	192	9	-	-	PUNCT
bracis-33632	192	10	world	world	NOUN
bracis-33632	192	11	data	datum	NOUN
bracis-33632	192	12	using	use	VERB
bracis-33632	192	13	the	the	DET
bracis-33632	192	14	hdbscan	hdbscan	PROPN
bracis-33632	192	15	algorithm	algorithm	NOUN
bracis-33632	192	16	,	,	PUNCT
bracis-33632	192	17	as	as	SCONJ
bracis-33632	192	18	detailed	detailed	ADJ
bracis-33632	192	19	in	in	ADP
bracis-33632	192	20	sect	sect	NOUN
bracis-33632	192	21	.	.	PUNCT
bracis-33632	192	22	 	 	SPACE
bracis-33632	193	1	3	3	NUM
bracis-33632	193	2	,	,	PUNCT
bracis-33632	193	3	where	where	SCONJ
bracis-33632	193	4	each	each	DET
bracis-33632	193	5	identified	identify	VERB
bracis-33632	193	6	cluster	cluster	NOUN
bracis-33632	193	7	represents	represent	VERB
bracis-33632	193	8	a	a	DET
bracis-33632	193	9	distinct	distinct	ADJ
bracis-33632	193	10	product	product	NOUN
bracis-33632	193	11	type	type	NOUN
bracis-33632	193	12	.	.	PUNCT
bracis-33632	194	1	the	the	DET
bracis-33632	194	2	hdbscan	hdbscan	PROPN
bracis-33632	194	3	algorithm	algorithm	PROPN
bracis-33632	194	4	was	be	AUX
bracis-33632	194	5	chosen	choose	VERB
bracis-33632	194	6	because	because	SCONJ
bracis-33632	194	7	it	it	PRON
bracis-33632	194	8	does	do	AUX
bracis-33632	194	9	not	not	PART
bracis-33632	194	10	require	require	VERB
bracis-33632	194	11	a	a	DET
bracis-33632	194	12	 	 	SPACE
bracis-33632	194	13	fixed	fix	VERB
bracis-33632	194	14	number	number	NOUN
bracis-33632	194	15	of	of	ADP
bracis-33632	194	16	groups	group	NOUN
bracis-33632	194	17	,	,	PUNCT
bracis-33632	194	18	automatically	automatically	ADV
bracis-33632	194	19	creates	create	VERB
bracis-33632	194	20	an	an	DET
bracis-33632	194	21	outlier	outlier	ADJ
bracis-33632	194	22	group	group	NOUN
bracis-33632	194	23	,	,	PUNCT
bracis-33632	194	24	and	and	CCONJ
bracis-33632	194	25	allows	allow	VERB
bracis-33632	194	26	for	for	ADP
bracis-33632	194	27	qualitative	qualitative	ADJ
bracis-33632	194	28	analysis	analysis	NOUN
bracis-33632	194	29	of	of	ADP
bracis-33632	194	30	the	the	DET
bracis-33632	194	31	results	result	NOUN
bracis-33632	194	32	using	use	VERB
bracis-33632	194	33	the	the	DET
bracis-33632	194	34	hierarchical	hierarchical	ADJ
bracis-33632	194	35	structure	structure	NOUN
bracis-33632	195	1	[	[	X
bracis-33632	195	2	15	15	NUM
bracis-33632	195	3	]	]	PUNCT
bracis-33632	195	4	.	.	PUNCT
bracis-33632	196	1	the	the	DET
bracis-33632	196	2	outlier	outlier	NOUN
bracis-33632	196	3	group	group	NOUN
bracis-33632	196	4	was	be	AUX
bracis-33632	196	5	not	not	PART
bracis-33632	196	6	considered	consider	VERB
bracis-33632	196	7	 	 	SPACE
bracis-33632	196	8	in	in	ADP
bracis-33632	196	9	this	this	DET
bracis-33632	196	10	analysis	analysis	NOUN
bracis-33632	196	11	.	.	PUNCT
bracis-33632	197	1	since	since	SCONJ
bracis-33632	197	2	each	each	DET
bracis-33632	197	3	product	product	NOUN
bracis-33632	197	4	type	type	NOUN
bracis-33632	197	5	has	have	VERB
bracis-33632	197	6	a	a	DET
bracis-33632	197	7	different	different	ADJ
bracis-33632	197	8	distribution	distribution	NOUN
bracis-33632	197	9	of	of	ADP
bracis-33632	197	10	the	the	DET
bracis-33632	197	11	 	 	SPACE
bracis-33632	197	12	price	price	NOUN
bracis-33632	197	13	attribute	attribute	NOUN
bracis-33632	197	14	,	,	PUNCT
bracis-33632	197	15	the	the	DET
bracis-33632	197	16	figure	figure	NOUN
bracis-33632	197	17	shows	show	VERB
bracis-33632	197	18	that	that	SCONJ
bracis-33632	197	19	the	the	DET
bracis-33632	197	20	winners	winner	NOUN
bracis-33632	197	21	chosen	choose	VERB
bracis-33632	197	22	by	by	ADP
bracis-33632	197	23	the	the	DET
bracis-33632	197	24	 	 	SPACE
bracis-33632	197	25	fair	fair	ADJ
bracis-33632	197	26	agent	agent	NOUN
bracis-33632	197	27	consistently	consistently	ADV
bracis-33632	197	28	have	have	VERB
bracis-33632	197	29	a	a	DET
bracis-33632	197	30	worse	bad	ADJ
bracis-33632	197	31	mean	mean	ADJ
bracis-33632	197	32	price	price	NOUN
bracis-33632	197	33	compared	compare	VERB
bracis-33632	197	34	to	to	ADP
bracis-33632	197	35	those	those	PRON
bracis-33632	197	36	of	of	ADP
bracis-33632	197	37	 	 	SPACE
bracis-33632	197	38	the	the	DET
bracis-33632	197	39	ground	ground	NOUN
bracis-33632	197	40	truth	truth	NOUN
bracis-33632	197	41	agent	agent	NOUN
bracis-33632	197	42	and	and	CCONJ
bracis-33632	197	43	the	the	DET
bracis-33632	197	44	regular	regular	ADJ
bracis-33632	197	45	agent	agent	NOUN
bracis-33632	197	46	.	.	PUNCT
bracis-33632	198	1	throughout	throughout	ADP
bracis-33632	198	2	all	all	DET
bracis-33632	198	3	iterations	iteration	NOUN
bracis-33632	198	4	,	,	PUNCT
bracis-33632	198	5	the	the	DET
bracis-33632	198	6	regular	regular	ADJ
bracis-33632	198	7	agent	agent	NOUN
bracis-33632	198	8	consistently	consistently	ADV
bracis-33632	198	9	demonstrates	demonstrate	VERB
bracis-33632	198	10	a	a	DET
bracis-33632	198	11	worse	bad	ADJ
bracis-33632	198	12	price	price	NOUN
bracis-33632	198	13	mean	mean	NOUN
bracis-33632	198	14	 	 	SPACE
bracis-33632	198	15	than	than	ADP
bracis-33632	198	16	the	the	DET
bracis-33632	198	17	ground	ground	NOUN
bracis-33632	198	18	truth	truth	NOUN
bracis-33632	198	19	agent	agent	NOUN
bracis-33632	198	20	.	.	PUNCT
bracis-33632	199	1	figure	figure	NOUN
bracis-33632	199	2	 	 	SPACE
bracis-33632	199	3	3	3	NUM
bracis-33632	199	4	also	also	ADV
bracis-33632	199	5	highlights	highlight	VERB
bracis-33632	199	6	how	how	SCONJ
bracis-33632	199	7	 	 	SPACE
bracis-33632	199	8	the	the	DET
bracis-33632	199	9	distribution	distribution	NOUN
bracis-33632	199	10	of	of	ADP
bracis-33632	199	11	the	the	DET
bracis-33632	199	12	attribute	attribute	NOUN
bracis-33632	199	13	can	can	AUX
bracis-33632	199	14	affect	affect	VERB
bracis-33632	199	15	the	the	DET
bracis-33632	199	16	results	result	NOUN
bracis-33632	199	17	of	of	ADP
bracis-33632	199	18	the	the	DET
bracis-33632	199	19	 	 	SPACE
bracis-33632	199	20	fair	fair	ADJ
bracis-33632	199	21	agent	agent	NOUN
bracis-33632	199	22	.	.	PUNCT
bracis-33632	200	1	product	product	NOUN
bracis-33632	200	2	types	type	NOUN
bracis-33632	200	3	2	2	NUM
bracis-33632	200	4	and	and	CCONJ
bracis-33632	200	5	4	4	NUM
bracis-33632	200	6	have	have	VERB
bracis-33632	200	7	more	more	ADJ
bracis-33632	200	8	variation	variation	NOUN
bracis-33632	200	9	in	in	ADP
bracis-33632	200	10	their	their	PRON
bracis-33632	200	11	fair	fair	ADJ
bracis-33632	200	12	 	 	SPACE
bracis-33632	200	13	agent	agent	NOUN
bracis-33632	200	14	price	price	NOUN
bracis-33632	200	15	mean	mean	NOUN
bracis-33632	200	16	,	,	PUNCT
bracis-33632	200	17	ranging	range	VERB
bracis-33632	200	18	between	between	ADP
bracis-33632	200	19	0.4	0.4	NUM
bracis-33632	200	20	and	and	CCONJ
bracis-33632	200	21	0.6	0.6	NUM
bracis-33632	200	22	,	,	PUNCT
bracis-33632	200	23	while	while	SCONJ
bracis-33632	200	24	in	in	ADP
bracis-33632	200	25	product	product	NOUN
bracis-33632	200	26	types	type	NOUN
bracis-33632	200	27	 	 	SPACE
bracis-33632	200	28	1	1	NUM
bracis-33632	200	29	and	and	CCONJ
bracis-33632	200	30	3	3	NUM
bracis-33632	200	31	this	this	DET
bracis-33632	200	32	variation	variation	NOUN
bracis-33632	200	33	is	be	AUX
bracis-33632	200	34	between	between	ADP
bracis-33632	200	35	0.5	0.5	NUM
bracis-33632	200	36	and	and	CCONJ
bracis-33632	200	37	0.6	0.6	NUM
bracis-33632	200	38	.	.	PUNCT
bracis-33632	201	1	the	the	DET
bracis-33632	201	2	variation	variation	NOUN
bracis-33632	201	3	between	between	ADP
bracis-33632	201	4	the	the	DET
bracis-33632	201	5	regular	regular	ADJ
bracis-33632	201	6	and	and	CCONJ
bracis-33632	201	7	ground	ground	NOUN
bracis-33632	201	8	truth	truth	NOUN
bracis-33632	201	9	agents	agent	NOUN
bracis-33632	201	10	is	be	AUX
bracis-33632	201	11	also	also	ADV
bracis-33632	201	12	more	more	ADV
bracis-33632	201	13	pronounced	pronounce	VERB
bracis-33632	201	14	 	 	SPACE
bracis-33632	201	15	in	in	ADP
bracis-33632	201	16	product	product	NOUN
bracis-33632	201	17	types	type	NOUN
bracis-33632	201	18	2	2	NUM
bracis-33632	201	19	and	and	CCONJ
bracis-33632	201	20	4	4	NUM
bracis-33632	201	21	,	,	PUNCT
bracis-33632	201	22	with	with	ADP
bracis-33632	201	23	some	some	DET
bracis-33632	201	24	iterations	iteration	NOUN
bracis-33632	201	25	showing	show	VERB
bracis-33632	201	26	a	a	DET
bracis-33632	201	27	wider	wide	ADJ
bracis-33632	201	28	 	 	SPACE
bracis-33632	201	29	gap	gap	NOUN
bracis-33632	201	30	between	between	ADP
bracis-33632	201	31	the	the	DET
bracis-33632	201	32	regular	regular	ADJ
bracis-33632	201	33	and	and	CCONJ
bracis-33632	201	34	ground	ground	NOUN
bracis-33632	201	35	truth	truth	NOUN
bracis-33632	201	36	price	price	NOUN
bracis-33632	201	37	means	mean	NOUN
bracis-33632	201	38	.	.	PUNCT
bracis-33632	202	1	fig	fig	NOUN
bracis-33632	202	2	.	.	PUNCT
bracis-33632	203	1	4	4	X
bracis-33632	203	2	.	.	X
bracis-33632	203	3	critical	critical	ADJ
bracis-33632	203	4	difference	difference	NOUN
bracis-33632	203	5	diagram	diagram	NOUN
bracis-33632	203	6	for	for	ADP
bracis-33632	203	7	the	the	DET
bracis-33632	203	8	rkl	rkl	PROPN
bracis-33632	203	9	measures	measure	NOUN
bracis-33632	203	10	during	during	ADP
bracis-33632	203	11	simulation	simulation	NOUN
bracis-33632	203	12	full	full	ADJ
bracis-33632	203	13	size	size	NOUN
bracis-33632	203	14	image	image	NOUN
bracis-33632	203	15	figure	figure	NOUN
bracis-33632	203	16	 	 	SPACE
bracis-33632	203	17	4	4	NUM
bracis-33632	203	18	shows	show	VERB
bracis-33632	203	19	two	two	NUM
bracis-33632	203	20	critical	critical	ADJ
bracis-33632	203	21	difference	difference	NOUN
bracis-33632	203	22	diagrams	diagram	NOUN
bracis-33632	203	23	of	of	ADP
bracis-33632	203	24	the	the	DET
bracis-33632	203	25	normalized	normalize	VERB
bracis-33632	203	26	discounted	discount	VERB
bracis-33632	203	27	kl	kl	NOUN
bracis-33632	203	28	-	-	NOUN
bracis-33632	203	29	divergence	divergence	NOUN
bracis-33632	203	30	(	(	PUNCT
bracis-33632	203	31	rkl	rkl	PROPN
bracis-33632	203	32	)	)	PUNCT
bracis-33632	203	33	,	,	PUNCT
bracis-33632	203	34	the	the	DET
bracis-33632	203	35	metric	metric	NOUN
bracis-33632	203	36	proposed	propose	VERB
bracis-33632	203	37	by	by	ADP
bracis-33632	203	38	yang	yang	PROPN
bracis-33632	203	39	and	and	CCONJ
bracis-33632	203	40	stoyanovich	stoyanovich	PROPN
bracis-33632	204	1	[	[	X
bracis-33632	204	2	22	22	NUM
bracis-33632	204	3	]	]	PUNCT
bracis-33632	204	4	,	,	PUNCT
bracis-33632	204	5	with	with	ADP
bracis-33632	204	6	smaller	small	ADJ
bracis-33632	204	7	rkl	rkl	PROPN
bracis-33632	204	8	values	value	NOUN
bracis-33632	204	9	indicating	indicate	VERB
bracis-33632	204	10	fairer	fair	ADJ
bracis-33632	204	11	rankings	ranking	NOUN
bracis-33632	204	12	.	.	PUNCT
bracis-33632	205	1	for	for	ADP
bracis-33632	205	2	each	each	DET
bracis-33632	205	3	ranking	rank	VERB
bracis-33632	205	4	agent	agent	NOUN
bracis-33632	205	5	,	,	PUNCT
bracis-33632	205	6	the	the	DET
bracis-33632	205	7	mean	mean	ADJ
bracis-33632	205	8	rkl	rkl	PROPN
bracis-33632	205	9	is	be	AUX
bracis-33632	205	10	calculated	calculate	VERB
bracis-33632	205	11	over	over	ADP
bracis-33632	205	12	 	 	SPACE
bracis-33632	205	13	20	20	NUM
bracis-33632	205	14	groups	group	NOUN
bracis-33632	205	15	,	,	PUNCT
bracis-33632	205	16	each	each	PRON
bracis-33632	205	17	with	with	ADP
bracis-33632	205	18	1,000	1,000	NUM
bracis-33632	205	19	iterations	iteration	NOUN
bracis-33632	205	20	,	,	PUNCT
bracis-33632	205	21	to	to	PART
bracis-33632	205	22	ensure	ensure	VERB
bracis-33632	205	23	robust	robust	ADJ
bracis-33632	205	24	results	result	NOUN
bracis-33632	205	25	.	.	PUNCT
bracis-33632	205	26	 	 	SPACE
bracis-33632	206	1	the	the	DET
bracis-33632	206	2	agents	agent	NOUN
bracis-33632	206	3	are	be	AUX
bracis-33632	206	4	then	then	ADV
bracis-33632	206	5	ranked	rank	VERB
bracis-33632	206	6	based	base	VERB
bracis-33632	206	7	on	on	ADP
bracis-33632	206	8	their	their	PRON
bracis-33632	206	9	mean	mean	ADJ
bracis-33632	206	10	rkl	rkl	PROPN
bracis-33632	206	11	values	value	NOUN
bracis-33632	206	12	for	for	ADP
bracis-33632	206	13	 	 	SPACE
bracis-33632	206	14	each	each	DET
bracis-33632	206	15	group	group	NOUN
bracis-33632	206	16	,	,	PUNCT
bracis-33632	206	17	and	and	CCONJ
bracis-33632	206	18	the	the	DET
bracis-33632	206	19	average	average	ADJ
bracis-33632	206	20	rank	rank	NOUN
bracis-33632	206	21	for	for	ADP
bracis-33632	206	22	each	each	DET
bracis-33632	206	23	agent	agent	NOUN
bracis-33632	206	24	is	be	AUX
bracis-33632	206	25	computed	compute	VERB
bracis-33632	206	26	across	across	ADP
bracis-33632	206	27	 	 	SPACE
bracis-33632	206	28	all	all	DET
bracis-33632	206	29	groups	group	NOUN
bracis-33632	206	30	.	.	PUNCT
bracis-33632	207	1	in	in	ADP
bracis-33632	207	2	fig	fig	NOUN
bracis-33632	207	3	.	.	PUNCT
bracis-33632	207	4	 	 	SPACE
bracis-33632	207	5	4	4	NUM
bracis-33632	207	6	,	,	PUNCT
bracis-33632	207	7	in	in	ADP
bracis-33632	207	8	the	the	DET
bracis-33632	207	9	diagram	diagram	NOUN
bracis-33632	207	10	at	at	ADP
bracis-33632	207	11	 	 	SPACE
bracis-33632	207	12	the	the	DET
bracis-33632	207	13	left	left	ADJ
bracis-33632	207	14	side	side	NOUN
bracis-33632	207	15	,	,	PUNCT
bracis-33632	207	16	the	the	DET
bracis-33632	207	17	rkl	rkl	PROPN
bracis-33632	207	18	was	be	AUX
bracis-33632	207	19	calculated	calculate	VERB
bracis-33632	207	20	using	use	VERB
bracis-33632	207	21	a	a	DET
bracis-33632	207	22	cutoff	cutoff	NOUN
bracis-33632	207	23	point	point	NOUN
bracis-33632	207	24	of	of	ADP
bracis-33632	207	25	5	5	NUM
bracis-33632	207	26	in	in	ADP
bracis-33632	207	27	 	 	SPACE
bracis-33632	207	28	the	the	DET
bracis-33632	207	29	evaluated	evaluated	ADJ
bracis-33632	207	30	ranking	ranking	NOUN
bracis-33632	207	31	,	,	PUNCT
bracis-33632	207	32	meaning	mean	VERB
bracis-33632	207	33	that	that	SCONJ
bracis-33632	207	34	only	only	ADV
bracis-33632	207	35	the	the	DET
bracis-33632	207	36	top	top	ADJ
bracis-33632	207	37	5	5	NUM
bracis-33632	207	38	positions	position	NOUN
bracis-33632	207	39	 	 	SPACE
bracis-33632	207	40	are	be	AUX
bracis-33632	207	41	considered	consider	VERB
bracis-33632	207	42	when	when	SCONJ
bracis-33632	207	43	calculating	calculate	VERB
bracis-33632	207	44	the	the	DET
bracis-33632	207	45	metric	metric	NOUN
bracis-33632	207	46	.	.	PUNCT
bracis-33632	208	1	the	the	DET
bracis-33632	208	2	diagram	diagram	NOUN
bracis-33632	208	3	at	at	ADP
bracis-33632	208	4	the	the	DET
bracis-33632	208	5	 	 	SPACE
bracis-33632	208	6	right	right	ADJ
bracis-33632	208	7	side	side	NOUN
bracis-33632	208	8	uses	use	VERB
bracis-33632	208	9	a	a	DET
bracis-33632	208	10	cutoff	cutoff	NOUN
bracis-33632	208	11	point	point	NOUN
bracis-33632	208	12	of	of	ADP
bracis-33632	208	13	10	10	NUM
bracis-33632	208	14	.	.	PUNCT
bracis-33632	209	1	we	we	PRON
bracis-33632	209	2	performed	perform	VERB
bracis-33632	209	3	a	a	DET
bracis-33632	209	4	nemenyi	nemenyi	NOUN
bracis-33632	209	5	post	post	ADJ
bracis-33632	209	6	-	-	ADJ
bracis-33632	209	7	hoc	hoc	ADJ
bracis-33632	209	8	test	test	NOUN
bracis-33632	209	9	for	for	ADP
bracis-33632	209	10	both	both	DET
bracis-33632	209	11	cutoff	cutoff	NOUN
bracis-33632	209	12	point	point	NOUN
bracis-33632	209	13	options	option	NOUN
bracis-33632	209	14	.	.	PUNCT
bracis-33632	210	1	the	the	DET
bracis-33632	210	2	test	test	NOUN
bracis-33632	210	3	identifies	identify	VERB
bracis-33632	210	4	the	the	DET
bracis-33632	210	5	sets	set	NOUN
bracis-33632	210	6	of	of	ADP
bracis-33632	210	7	agents	agent	NOUN
bracis-33632	210	8	whose	whose	DET
bracis-33632	210	9	mean	mean	NOUN
bracis-33632	210	10	rkl	rkl	PROPN
bracis-33632	210	11	ranked	rank	VERB
bracis-33632	210	12	differences	difference	NOUN
bracis-33632	210	13	are	be	AUX
bracis-33632	210	14	not	not	PART
bracis-33632	210	15	statistically	statistically	ADV
bracis-33632	210	16	significant	significant	ADJ
bracis-33632	210	17	.	.	PUNCT
bracis-33632	211	1	this	this	PRON
bracis-33632	211	2	is	be	AUX
bracis-33632	211	3	represented	represent	VERB
bracis-33632	211	4	by	by	ADP
bracis-33632	211	5	a	a	DET
bracis-33632	211	6	black	black	ADJ
bracis-33632	211	7	horizontal	horizontal	ADJ
bracis-33632	211	8	bar	bar	NOUN
bracis-33632	211	9	connecting	connect	VERB
bracis-33632	211	10	them	they	PRON
bracis-33632	211	11	:	:	PUNCT
bracis-33632	211	12	if	if	SCONJ
bracis-33632	211	13	two	two	NUM
bracis-33632	211	14	algorithms	algorithm	NOUN
bracis-33632	211	15	 	 	SPACE
bracis-33632	211	16	are	be	AUX
bracis-33632	211	17	connected	connect	VERB
bracis-33632	211	18	by	by	ADP
bracis-33632	211	19	the	the	DET
bracis-33632	211	20	bar	bar	NOUN
bracis-33632	211	21	,	,	PUNCT
bracis-33632	211	22	their	their	PRON
bracis-33632	211	23	fairness	fairness	NOUN
bracis-33632	211	24	,	,	PUNCT
bracis-33632	211	25	as	as	SCONJ
bracis-33632	211	26	measured	measure	VERB
bracis-33632	211	27	by	by	ADP
bracis-33632	211	28	the	the	DET
bracis-33632	211	29	rkl	rkl	PROPN
bracis-33632	211	30	metric	metric	PROPN
bracis-33632	211	31	,	,	PUNCT
bracis-33632	211	32	does	do	AUX
bracis-33632	211	33	not	not	PART
bracis-33632	211	34	differ	differ	VERB
bracis-33632	211	35	significantly	significantly	ADV
bracis-33632	211	36	.	.	PUNCT
bracis-33632	212	1	the	the	DET
bracis-33632	212	2	horizontal	horizontal	ADJ
bracis-33632	212	3	bar	bar	NOUN
bracis-33632	212	4	in	in	ADP
bracis-33632	212	5	the	the	DET
bracis-33632	212	6	right	right	ADJ
bracis-33632	212	7	side	side	NOUN
bracis-33632	212	8	of	of	ADP
bracis-33632	212	9	fig	fig	NOUN
bracis-33632	212	10	.	.	PUNCT
bracis-33632	212	11	 	 	SPACE
bracis-33632	212	12	4	4	NUM
bracis-33632	212	13	(	(	PUNCT
bracis-33632	212	14	cutoff	cutoff	NOUN
bracis-33632	212	15	point	point	NOUN
bracis-33632	212	16	value	value	NOUN
bracis-33632	212	17	of	of	ADP
bracis-33632	212	18	 	 	SPACE
bracis-33632	212	19	10	10	NUM
bracis-33632	212	20	)	)	PUNCT
bracis-33632	212	21	connects	connect	VERB
bracis-33632	212	22	all	all	DET
bracis-33632	212	23	three	three	NUM
bracis-33632	212	24	agents	agent	NOUN
bracis-33632	212	25	.	.	PUNCT
bracis-33632	213	1	this	this	PRON
bracis-33632	213	2	means	mean	VERB
bracis-33632	213	3	that	that	SCONJ
bracis-33632	213	4	there	there	PRON
bracis-33632	213	5	is	be	VERB
bracis-33632	213	6	not	not	PART
bracis-33632	213	7	 	 	SPACE
bracis-33632	213	8	a	a	DET
bracis-33632	213	9	significant	significant	ADJ
bracis-33632	213	10	statistical	statistical	ADJ
bracis-33632	213	11	difference	difference	NOUN
bracis-33632	213	12	between	between	ADP
bracis-33632	213	13	them	they	PRON
bracis-33632	213	14	.	.	PUNCT
bracis-33632	214	1	this	this	PRON
bracis-33632	214	2	can	can	AUX
bracis-33632	214	3	 	 	SPACE
bracis-33632	214	4	be	be	AUX
bracis-33632	214	5	explained	explain	VERB
bracis-33632	214	6	by	by	ADP
bracis-33632	214	7	several	several	ADJ
bracis-33632	214	8	factors	factor	NOUN
bracis-33632	214	9	.	.	PUNCT
bracis-33632	215	1	the	the	DET
bracis-33632	215	2	first	first	ADJ
bracis-33632	215	3	factor	factor	NOUN
bracis-33632	215	4	is	be	AUX
bracis-33632	215	5	the	the	DET
bracis-33632	215	6	changing	change	VERB
bracis-33632	215	7	 	 	SPACE
bracis-33632	215	8	data	datum	NOUN
bracis-33632	215	9	distribution	distribution	NOUN
bracis-33632	215	10	.	.	PUNCT
bracis-33632	216	1	initially	initially	ADV
bracis-33632	216	2	,	,	PUNCT
bracis-33632	216	3	the	the	DET
bracis-33632	216	4	smallest	small	ADJ
bracis-33632	216	5	rkl	rkl	NOUN
bracis-33632	216	6	for	for	ADP
bracis-33632	216	7	both	both	CCONJ
bracis-33632	216	8	cutoff	cutoff	NOUN
bracis-33632	216	9	 	 	SPACE
bracis-33632	216	10	point	point	NOUN
bracis-33632	216	11	values	value	NOUN
bracis-33632	216	12	belongs	belong	VERB
bracis-33632	216	13	to	to	ADP
bracis-33632	216	14	the	the	DET
bracis-33632	216	15	regular	regular	ADJ
bracis-33632	216	16	agent	agent	NOUN
bracis-33632	216	17	because	because	SCONJ
bracis-33632	216	18	the	the	DET
bracis-33632	216	19	premium	premium	NOUN
bracis-33632	216	20	seller	seller	NOUN
bracis-33632	216	21	 	 	SPACE
bracis-33632	216	22	pool	pool	NOUN
bracis-33632	216	23	starts	start	VERB
bracis-33632	216	24	with	with	ADP
bracis-33632	216	25	fewer	few	ADJ
bracis-33632	216	26	members	member	NOUN
bracis-33632	216	27	than	than	ADP
bracis-33632	216	28	the	the	DET
bracis-33632	216	29	non	non	ADJ
bracis-33632	216	30	-	-	ADJ
bracis-33632	216	31	premium	premium	ADJ
bracis-33632	216	32	seller	seller	NOUN
bracis-33632	216	33	pool	pool	NOUN
bracis-33632	216	34	.	.	PUNCT
bracis-33632	217	1	as	as	SCONJ
bracis-33632	217	2	 	 	SPACE
bracis-33632	217	3	the	the	DET
bracis-33632	217	4	premium	premium	ADJ
bracis-33632	217	5	seller	seller	NOUN
bracis-33632	217	6	ratio	ratio	NOUN
bracis-33632	217	7	in	in	ADP
bracis-33632	217	8	the	the	DET
bracis-33632	217	9	total	total	ADJ
bracis-33632	217	10	pool	pool	NOUN
bracis-33632	217	11	approaches	approach	VERB
bracis-33632	217	12	50	50	NUM
bracis-33632	217	13	%	%	NOUN
bracis-33632	217	14	,	,	PUNCT
bracis-33632	217	15	the	the	DET
bracis-33632	217	16	 	 	SPACE
bracis-33632	217	17	rkl	rkl	PROPN
bracis-33632	217	18	measurements	measurement	NOUN
bracis-33632	217	19	of	of	ADP
bracis-33632	217	20	all	all	DET
bracis-33632	217	21	agents	agent	NOUN
bracis-33632	217	22	begin	begin	VERB
bracis-33632	217	23	to	to	PART
bracis-33632	217	24	align	align	VERB
bracis-33632	217	25	with	with	ADP
bracis-33632	217	26	expectations	expectation	NOUN
bracis-33632	217	27	.	.	PUNCT
bracis-33632	218	1	looking	look	VERB
bracis-33632	218	2	at	at	ADP
bracis-33632	218	3	the	the	DET
bracis-33632	218	4	whole	whole	ADJ
bracis-33632	218	5	simulation	simulation	NOUN
bracis-33632	218	6	,	,	PUNCT
bracis-33632	218	7	the	the	DET
bracis-33632	218	8	best	good	ADJ
bracis-33632	218	9	method	method	NOUN
bracis-33632	218	10	for	for	ADP
bracis-33632	218	11	fairness	fairness	NOUN
bracis-33632	218	12	is	be	AUX
bracis-33632	218	13	the	the	DET
bracis-33632	218	14	 	 	SPACE
bracis-33632	218	15	fair	fair	ADJ
bracis-33632	218	16	agent	agent	NOUN
bracis-33632	218	17	,	,	PUNCT
bracis-33632	218	18	followed	follow	VERB
bracis-33632	218	19	by	by	ADP
bracis-33632	218	20	the	the	DET
bracis-33632	218	21	ground	ground	NOUN
bracis-33632	218	22	truth	truth	NOUN
bracis-33632	218	23	agent	agent	NOUN
bracis-33632	218	24	with	with	ADP
bracis-33632	218	25	a	a	DET
bracis-33632	218	26	0.1	0.1	NUM
bracis-33632	218	27	difference	difference	NOUN
bracis-33632	218	28	 	 	SPACE
bracis-33632	218	29	in	in	ADP
bracis-33632	218	30	the	the	DET
bracis-33632	218	31	average	average	ADJ
bracis-33632	218	32	ranking	ranking	NOUN
bracis-33632	218	33	,	,	PUNCT
bracis-33632	218	34	and	and	CCONJ
bracis-33632	218	35	then	then	ADV
bracis-33632	218	36	the	the	DET
bracis-33632	218	37	regular	regular	ADJ
bracis-33632	218	38	agent	agent	NOUN
bracis-33632	218	39	,	,	PUNCT
bracis-33632	218	40	with	with	ADP
bracis-33632	218	41	a	a	DET
bracis-33632	218	42	0.5	0.5	NUM
bracis-33632	218	43	difference	difference	NOUN
bracis-33632	218	44	in	in	ADP
bracis-33632	218	45	the	the	DET
bracis-33632	218	46	average	average	ADJ
bracis-33632	218	47	ranking	ranking	NOUN
bracis-33632	218	48	.	.	PUNCT
bracis-33632	219	1	for	for	ADP
bracis-33632	219	2	the	the	DET
bracis-33632	219	3	cutoff	cutoff	NOUN
bracis-33632	219	4	point	point	NOUN
bracis-33632	219	5	value	value	NOUN
bracis-33632	219	6	of	of	ADP
bracis-33632	219	7	5	5	NUM
bracis-33632	219	8	,	,	PUNCT
bracis-33632	219	9	the	the	DET
bracis-33632	219	10	same	same	ADJ
bracis-33632	219	11	behavior	behavior	NOUN
bracis-33632	219	12	is	be	AUX
bracis-33632	219	13	observed	observe	VERB
bracis-33632	219	14	,	,	PUNCT
bracis-33632	219	15	 	 	SPACE
bracis-33632	219	16	but	but	CCONJ
bracis-33632	219	17	with	with	ADP
bracis-33632	219	18	a	a	DET
bracis-33632	219	19	more	more	ADV
bracis-33632	219	20	pronounced	pronounced	ADJ
bracis-33632	219	21	difference	difference	NOUN
bracis-33632	219	22	between	between	ADP
bracis-33632	219	23	the	the	DET
bracis-33632	219	24	agents	agent	NOUN
bracis-33632	219	25	.	.	PUNCT
bracis-33632	220	1	the	the	DET
bracis-33632	220	2	fair	fair	ADJ
bracis-33632	220	3	 	 	SPACE
bracis-33632	220	4	agent	agent	NOUN
bracis-33632	220	5	and	and	CCONJ
bracis-33632	220	6	the	the	DET
bracis-33632	220	7	regular	regular	ADJ
bracis-33632	220	8	agent	agent	NOUN
bracis-33632	220	9	show	show	VERB
bracis-33632	220	10	a	a	DET
bracis-33632	220	11	significant	significant	ADJ
bracis-33632	220	12	statistical	statistical	ADJ
bracis-33632	220	13	difference	difference	NOUN
bracis-33632	220	14	 	 	SPACE
bracis-33632	220	15	in	in	ADP
bracis-33632	220	16	their	their	PRON
bracis-33632	220	17	results	result	NOUN
bracis-33632	220	18	,	,	PUNCT
bracis-33632	220	19	but	but	CCONJ
bracis-33632	220	20	neither	neither	PRON
bracis-33632	220	21	shows	show	VERB
bracis-33632	220	22	a	a	DET
bracis-33632	220	23	significant	significant	ADJ
bracis-33632	220	24	difference	difference	NOUN
bracis-33632	220	25	with	with	ADP
bracis-33632	220	26	 	 	SPACE
bracis-33632	220	27	the	the	DET
bracis-33632	220	28	ground	ground	NOUN
bracis-33632	220	29	truth	truth	NOUN
bracis-33632	220	30	agent	agent	NOUN
bracis-33632	220	31	,	,	PUNCT
bracis-33632	220	32	which	which	PRON
bracis-33632	220	33	divides	divide	VERB
bracis-33632	220	34	both	both	PRON
bracis-33632	220	35	.	.	PUNCT
bracis-33632	221	1	the	the	DET
bracis-33632	221	2	best	good	ADJ
bracis-33632	221	3	cutoff	cutoff	NOUN
bracis-33632	221	4	point	point	NOUN
bracis-33632	221	5	 	 	SPACE
bracis-33632	221	6	may	may	AUX
bracis-33632	221	7	depend	depend	VERB
bracis-33632	221	8	on	on	ADP
bracis-33632	221	9	the	the	DET
bracis-33632	221	10	use	use	NOUN
bracis-33632	221	11	case	case	NOUN
bracis-33632	221	12	and	and	CCONJ
bracis-33632	221	13	the	the	DET
bracis-33632	221	14	parameters	parameter	NOUN
bracis-33632	221	15	of	of	ADP
bracis-33632	221	16	the	the	DET
bracis-33632	221	17	fairness	fairness	NOUN
bracis-33632	221	18	optimizer	optimizer	NOUN
bracis-33632	221	19	,	,	PUNCT
bracis-33632	221	20	but	but	CCONJ
bracis-33632	221	21	the	the	DET
bracis-33632	221	22	low	low	ADJ
bracis-33632	221	23	sensitivity	sensitivity	NOUN
bracis-33632	221	24	of	of	ADP
bracis-33632	221	25	the	the	DET
bracis-33632	221	26	metric	metric	NOUN
bracis-33632	221	27	can	can	AUX
bracis-33632	221	28	also	also	ADV
bracis-33632	221	29	significantly	significantly	ADV
bracis-33632	221	30	affect	affect	VERB
bracis-33632	221	31	how	how	SCONJ
bracis-33632	221	32	the	the	DET
bracis-33632	221	33	metric	metric	ADJ
bracis-33632	221	34	behaves	behave	NOUN
bracis-33632	221	35	during	during	ADP
bracis-33632	221	36	the	the	DET
bracis-33632	221	37	simulation	simulation	NOUN
bracis-33632	221	38	with	with	ADP
bracis-33632	221	39	changing	change	VERB
bracis-33632	221	40	 	 	SPACE
bracis-33632	221	41	group	group	NOUN
bracis-33632	221	42	sizes	size	NOUN
bracis-33632	221	43	.	.	PUNCT
bracis-33632	222	1	when	when	SCONJ
bracis-33632	222	2	evaluating	evaluate	VERB
bracis-33632	222	3	more	more	ADJ
bracis-33632	222	4	members	member	NOUN
bracis-33632	222	5	in	in	ADP
bracis-33632	222	6	the	the	DET
bracis-33632	222	7	ranking	ranking	NOUN
bracis-33632	222	8	,	,	PUNCT
bracis-33632	222	9	we	we	PRON
bracis-33632	222	10	often	often	ADV
bracis-33632	222	11	include	include	VERB
bracis-33632	222	12	more	more	ADJ
bracis-33632	222	13	members	member	NOUN
bracis-33632	222	14	of	of	ADP
bracis-33632	222	15	both	both	DET
bracis-33632	222	16	affiliation	affiliation	NOUN
bracis-33632	222	17	groups	group	NOUN
bracis-33632	222	18	,	,	PUNCT
bracis-33632	222	19	making	make	VERB
bracis-33632	222	20	position	position	NOUN
bracis-33632	222	21	bias	bias	NOUN
bracis-33632	222	22	 	 	SPACE
bracis-33632	222	23	more	more	ADV
bracis-33632	222	24	pronounced	pronounced	ADJ
bracis-33632	222	25	.	.	PUNCT
bracis-33632	223	1	despite	despite	SCONJ
bracis-33632	223	2	the	the	DET
bracis-33632	223	3	influence	influence	NOUN
bracis-33632	223	4	of	of	ADP
bracis-33632	223	5	the	the	DET
bracis-33632	223	6	cutoff	cutoff	NOUN
bracis-33632	223	7	point	point	NOUN
bracis-33632	223	8	value	value	NOUN
bracis-33632	223	9	on	on	ADP
bracis-33632	223	10	metric	metric	ADJ
bracis-33632	223	11	performance	performance	NOUN
bracis-33632	223	12	and	and	CCONJ
bracis-33632	223	13	the	the	DET
bracis-33632	223	14	expected	expect	VERB
bracis-33632	223	15	results	result	NOUN
bracis-33632	223	16	shown	show	VERB
bracis-33632	223	17	in	in	ADP
bracis-33632	223	18	both	both	DET
bracis-33632	223	19	diagrams	diagram	NOUN
bracis-33632	223	20	,	,	PUNCT
bracis-33632	223	21	 	 	SPACE
bracis-33632	223	22	using	use	VERB
bracis-33632	223	23	rkl	rkl	PROPN
bracis-33632	223	24	in	in	ADP
bracis-33632	223	25	an	an	DET
bracis-33632	223	26	environment	environment	NOUN
bracis-33632	223	27	where	where	SCONJ
bracis-33632	223	28	there	there	PRON
bracis-33632	223	29	are	be	VERB
bracis-33632	223	30	changes	change	NOUN
bracis-33632	223	31	in	in	ADP
bracis-33632	223	32	group	group	NOUN
bracis-33632	223	33	affiliations	affiliation	NOUN
bracis-33632	223	34	can	can	AUX
bracis-33632	223	35	lead	lead	VERB
bracis-33632	223	36	to	to	ADP
bracis-33632	223	37	unexpected	unexpected	ADJ
bracis-33632	223	38	outcomes	outcome	NOUN
bracis-33632	223	39	.	.	PUNCT
bracis-33632	224	1	yang	yang	PROPN
bracis-33632	224	2	and	and	CCONJ
bracis-33632	224	3	stoyanovich	stoyanovich	PROPN
bracis-33632	225	1	[	[	X
bracis-33632	225	2	22	22	NUM
bracis-33632	225	3	]	]	PUNCT
bracis-33632	225	4	assert	assert	VERB
bracis-33632	225	5	that	that	SCONJ
bracis-33632	225	6	,	,	PUNCT
bracis-33632	225	7	compared	compare	VERB
bracis-33632	225	8	with	with	ADP
bracis-33632	225	9	other	other	ADJ
bracis-33632	225	10	similar	similar	ADJ
bracis-33632	225	11	metrics	metric	NOUN
bracis-33632	225	12	,	,	PUNCT
bracis-33632	225	13	the	the	DET
bracis-33632	225	14	symmetric	symmetric	ADJ
bracis-33632	225	15	behavior	behavior	NOUN
bracis-33632	225	16	of	of	ADP
bracis-33632	225	17	rkl	rkl	PROPN
bracis-33632	225	18	makes	make	VERB
bracis-33632	225	19	it	it	PRON
bracis-33632	225	20	more	more	ADV
bracis-33632	225	21	resilient	resilient	ADJ
bracis-33632	225	22	 	 	SPACE
bracis-33632	225	23	to	to	ADP
bracis-33632	225	24	distribution	distribution	NOUN
bracis-33632	225	25	changes	change	NOUN
bracis-33632	225	26	.	.	PUNCT
bracis-33632	226	1	however	however	ADV
bracis-33632	226	2	,	,	PUNCT
bracis-33632	226	3	the	the	DET
bracis-33632	226	4	lack	lack	NOUN
bracis-33632	226	5	of	of	ADP
bracis-33632	226	6	sensitivity	sensitivity	NOUN
bracis-33632	226	7	of	of	ADP
bracis-33632	226	8	the	the	DET
bracis-33632	226	9	metric	metric	NOUN
bracis-33632	226	10	can	can	AUX
bracis-33632	226	11	be	be	AUX
bracis-33632	226	12	detrimental	detrimental	ADJ
bracis-33632	226	13	to	to	ADP
bracis-33632	226	14	its	its	PRON
bracis-33632	226	15	performance	performance	NOUN
bracis-33632	226	16	in	in	ADP
bracis-33632	226	17	measuring	measure	VERB
bracis-33632	226	18	fairness	fairness	NOUN
bracis-33632	226	19	in	in	ADP
bracis-33632	226	20	 	 	SPACE
bracis-33632	226	21	such	such	ADJ
bracis-33632	226	22	scenarios	scenario	NOUN
bracis-33632	226	23	.	.	PUNCT
bracis-33632	227	1	5	5	NUM
bracis-33632	227	2	concluding	conclude	VERB
bracis-33632	227	3	remarks	remark	NOUN
bracis-33632	227	4	while	while	SCONJ
bracis-33632	227	5	the	the	DET
bracis-33632	227	6	fair	fair	ADJ
bracis-33632	227	7	agent	agent	NOUN
bracis-33632	227	8	has	have	AUX
bracis-33632	227	9	proven	prove	VERB
bracis-33632	227	10	effective	effective	ADJ
bracis-33632	227	11	in	in	ADP
bracis-33632	227	12	maintaining	maintain	VERB
bracis-33632	227	13	 	 	SPACE
bracis-33632	227	14	group	group	NOUN
bracis-33632	227	15	proportionality	proportionality	NOUN
bracis-33632	227	16	at	at	ADP
bracis-33632	227	17	the	the	DET
bracis-33632	227	18	top	top	NOUN
bracis-33632	227	19	of	of	ADP
bracis-33632	227	20	the	the	DET
bracis-33632	227	21	ranking	ranking	NOUN
bracis-33632	227	22	,	,	PUNCT
bracis-33632	227	23	it	it	PRON
bracis-33632	227	24	has	have	AUX
bracis-33632	227	25	shown	show	VERB
bracis-33632	227	26	inferior	inferior	ADJ
bracis-33632	227	27	results	result	NOUN
bracis-33632	227	28	in	in	ADP
bracis-33632	227	29	average	average	ADJ
bracis-33632	227	30	prices	price	NOUN
bracis-33632	227	31	compared	compare	VERB
bracis-33632	227	32	to	to	ADP
bracis-33632	227	33	the	the	DET
bracis-33632	227	34	regular	regular	ADJ
bracis-33632	227	35	agent	agent	NOUN
bracis-33632	227	36	and	and	CCONJ
bracis-33632	227	37	 	 	SPACE
bracis-33632	227	38	the	the	DET
bracis-33632	227	39	ground	ground	NOUN
bracis-33632	227	40	truth	truth	NOUN
bracis-33632	227	41	agent	agent	NOUN
bracis-33632	227	42	.	.	PUNCT
bracis-33632	228	1	the	the	DET
bracis-33632	228	2	fair	fair	ADJ
bracis-33632	228	3	agent	agent	NOUN
bracis-33632	228	4	frequently	frequently	ADV
bracis-33632	228	5	selects	select	VERB
bracis-33632	228	6	offers	offer	NOUN
bracis-33632	228	7	 	 	SPACE
bracis-33632	228	8	with	with	ADP
bracis-33632	228	9	worse	bad	ADJ
bracis-33632	228	10	prices	price	NOUN
bracis-33632	228	11	.	.	PUNCT
bracis-33632	229	1	this	this	DET
bracis-33632	229	2	disparity	disparity	NOUN
bracis-33632	229	3	in	in	ADP
bracis-33632	229	4	average	average	ADJ
bracis-33632	229	5	prices	price	NOUN
bracis-33632	229	6	highlights	highlight	NOUN
bracis-33632	229	7	 	 	SPACE
bracis-33632	229	8	the	the	DET
bracis-33632	229	9	inherent	inherent	ADJ
bracis-33632	229	10	trade	trade	NOUN
bracis-33632	229	11	-	-	PUNCT
bracis-33632	229	12	off	off	NOUN
bracis-33632	229	13	between	between	ADP
bracis-33632	229	14	fairness	fairness	NOUN
bracis-33632	229	15	and	and	CCONJ
bracis-33632	229	16	utility	utility	NOUN
bracis-33632	229	17	in	in	ADP
bracis-33632	229	18	ranking	ranking	ADJ
bracis-33632	229	19	systems	system	NOUN
bracis-33632	229	20	,	,	PUNCT
bracis-33632	229	21	where	where	SCONJ
bracis-33632	229	22	optimizing	optimize	VERB
bracis-33632	229	23	for	for	ADP
bracis-33632	229	24	one	one	NUM
bracis-33632	229	25	objective	objective	NOUN
bracis-33632	229	26	can	can	AUX
bracis-33632	229	27	lead	lead	VERB
bracis-33632	229	28	to	to	ADP
bracis-33632	229	29	a	a	DET
bracis-33632	229	30	negative	negative	ADJ
bracis-33632	229	31	impact	impact	NOUN
bracis-33632	229	32	 	 	SPACE
bracis-33632	229	33	on	on	ADP
bracis-33632	229	34	another	another	PRON
bracis-33632	229	35	.	.	PUNCT
bracis-33632	230	1	the	the	DET
bracis-33632	230	2	fairness	fairness	NOUN
bracis-33632	230	3	-	-	PUNCT
bracis-33632	230	4	utility	utility	NOUN
bracis-33632	230	5	trade	trade	NOUN
bracis-33632	230	6	-	-	PUNCT
bracis-33632	230	7	off	off	NOUN
bracis-33632	230	8	,	,	PUNCT
bracis-33632	230	9	coupled	couple	VERB
bracis-33632	230	10	with	with	ADP
bracis-33632	230	11	the	the	DET
bracis-33632	230	12	challenge	challenge	NOUN
bracis-33632	230	13	posed	pose	VERB
bracis-33632	230	14	 	 	SPACE
bracis-33632	230	15	by	by	ADP
bracis-33632	230	16	constantly	constantly	ADV
bracis-33632	230	17	changing	change	VERB
bracis-33632	230	18	group	group	NOUN
bracis-33632	230	19	size	size	NOUN
bracis-33632	230	20	distributions	distribution	NOUN
bracis-33632	230	21	,	,	PUNCT
bracis-33632	230	22	has	have	AUX
bracis-33632	230	23	underscored	underscore	VERB
bracis-33632	230	24	limitations	limitation	NOUN
bracis-33632	230	25	in	in	ADP
bracis-33632	230	26	state	state	NOUN
bracis-33632	230	27	-	-	PUNCT
bracis-33632	230	28	of	of	ADP
bracis-33632	230	29	-	-	PUNCT
bracis-33632	230	30	the	the	DET
bracis-33632	230	31	-	-	PUNCT
bracis-33632	230	32	art	art	NOUN
bracis-33632	230	33	methods	method	NOUN
bracis-33632	230	34	and	and	CCONJ
bracis-33632	230	35	metrics	metric	NOUN
bracis-33632	230	36	for	for	ADP
bracis-33632	230	37	optimizing	optimize	VERB
bracis-33632	230	38	ranking	rank	VERB
bracis-33632	230	39	fairness	fairness	NOUN
bracis-33632	230	40	in	in	ADP
bracis-33632	230	41	the	the	DET
bracis-33632	230	42	proposed	propose	VERB
bracis-33632	230	43	simulated	simulate	VERB
bracis-33632	230	44	environment	environment	NOUN
bracis-33632	230	45	.	.	PUNCT
bracis-33632	230	46	 	 	SPACE
bracis-33632	231	1	novel	novel	ADJ
bracis-33632	231	2	approaches	approach	NOUN
bracis-33632	231	3	borrowed	borrow	VERB
bracis-33632	231	4	from	from	ADP
bracis-33632	231	5	fairness	fairness	NOUN
bracis-33632	231	6	in	in	ADP
bracis-33632	231	7	classification	classification	NOUN
bracis-33632	231	8	methods	method	NOUN
bracis-33632	231	9	,	,	PUNCT
bracis-33632	231	10	 	 	SPACE
bracis-33632	231	11	which	which	PRON
bracis-33632	231	12	are	be	AUX
bracis-33632	231	13	resilient	resilient	ADJ
bracis-33632	231	14	to	to	ADP
bracis-33632	231	15	distribution	distribution	NOUN
bracis-33632	231	16	shifts	shift	NOUN
bracis-33632	231	17	and	and	CCONJ
bracis-33632	231	18	capable	capable	ADJ
bracis-33632	231	19	of	of	ADP
bracis-33632	231	20	detecting	detect	VERB
bracis-33632	231	21	unaware	unaware	ADJ
bracis-33632	231	22	protected	protect	VERB
bracis-33632	231	23	attributes	attribute	NOUN
bracis-33632	231	24	and	and	CCONJ
bracis-33632	231	25	mitigating	mitigate	VERB
bracis-33632	231	26	bias	bias	NOUN
bracis-33632	231	27	,	,	PUNCT
bracis-33632	231	28	can	can	AUX
bracis-33632	231	29	be	be	AUX
bracis-33632	231	30	adapted	adapt	VERB
bracis-33632	231	31	 	 	SPACE
bracis-33632	231	32	and	and	CCONJ
bracis-33632	231	33	tested	test	VERB
bracis-33632	231	34	for	for	ADP
bracis-33632	231	35	fairness	fairness	NOUN
bracis-33632	231	36	in	in	ADP
bracis-33632	231	37	ranking	ranking	ADJ
bracis-33632	231	38	tasks	task	NOUN
bracis-33632	231	39	.	.	PUNCT
bracis-33632	232	1	promising	promise	VERB
bracis-33632	232	2	methods	method	NOUN
bracis-33632	232	3	of	of	ADP
bracis-33632	232	4	this	this	DET
bracis-33632	232	5	 	 	SPACE
bracis-33632	232	6	kind	kind	NOUN
bracis-33632	232	7	include	include	VERB
bracis-33632	232	8	quantification	quantification	NOUN
bracis-33632	232	9	methods	method	NOUN
bracis-33632	232	10	[	[	X
bracis-33632	232	11	11	11	NUM
bracis-33632	232	12	]	]	SYM
bracis-33632	232	13	 	 	SPACE
bracis-33632	232	14	and	and	CCONJ
bracis-33632	232	15	adversarial	adversarial	ADJ
bracis-33632	232	16	architectures	architecture	NOUN
bracis-33632	232	17	for	for	ADP
bracis-33632	232	18	fairness	fairness	NOUN
bracis-33632	232	19	[	[	X
bracis-33632	232	20	20	20	NUM
bracis-33632	232	21	]	]	PUNCT
bracis-33632	232	22	.	.	PUNCT
bracis-33632	233	1	notes	note	VERB
bracis-33632	233	2	1.https://github.com/google/ml-fairness-gym	1.https://github.com/google/ml-fairness-gym	PRON
bracis-33632	233	3	.	.	PUNCT
bracis-33632	234	1	2.https://github.com/dataresponsibly/fairrank	2.https://github.com/dataresponsibly/fairrank	NUM
bracis-33632	234	2	.	.	PUNCT
bracis-33632	235	1	3.https://github.com/cokelaer/fitter	3.https://github.com/cokelaer/fitter	NUM
bracis-33632	235	2	.	.	PUNCT
bracis-33632	236	1	4.https://github.com/cardosolucas/mkp-fairness-simulation	4.https://github.com/cardosolucas/mkp-fairness-simulation	NOUN
bracis-33632	236	2	.	.	PUNCT
bracis-33632	237	1	references	reference	NOUN
bracis-33632	237	2	federal	federal	PROPN
bracis-33632	237	3	trade	trade	PROPN
bracis-33632	237	4	commission	commission	PROPN
bracis-33632	237	5	,	,	PUNCT
bracis-33632	237	6	et	et	PROPN
bracis-33632	237	7	al	al	PROPN
bracis-33632	237	8	.	.	PROPN
bracis-33632	238	1	v.	v.	PROPN
bracis-33632	238	2	amazon.com	amazon.com	PROPN
bracis-33632	238	3	,	,	PUNCT
bracis-33632	238	4	inc	inc	PROPN
bracis-33632	238	5	.	.	PROPN
bracis-33632	238	6	case	case	NOUN
bracis-33632	239	1	no	no	INTJ
bracis-33632	239	2	.	.	NOUN
bracis-33632	239	3	2:23	2:23	NUM
bracis-33632	239	4	-	-	PUNCT
bracis-33632	239	5	cv-01495	cv-01495	NOUN
bracis-33632	239	6	-	-	PUNCT
bracis-33632	239	7	jhc	jhc	PROPN
bracis-33632	239	8	,	,	PUNCT
bracis-33632	239	9	united	united	PROPN
bracis-33632	239	10	states	states	PROPN
bracis-33632	239	11	district	district	PROPN
bracis-33632	239	12	court	court	NOUN
bracis-33632	239	13	for	for	ADP
bracis-33632	239	14	the	the	DET
bracis-33632	239	15	western	western	ADJ
bracis-33632	239	16	district	district	NOUN
bracis-33632	239	17	of	of	ADP
bracis-33632	239	18	washington	washington	PROPN
bracis-33632	239	19	(	(	PUNCT
bracis-33632	239	20	2023	2023	NUM
bracis-33632	239	21	)	)	PUNCT
bracis-33632	239	22	.	.	PUNCT
bracis-33632	240	1	https://www.ftc.gov/system/files/ftc_gov/pdf/1910134amazonecommercecomplaintrevisedredactions.pdf	https://www.ftc.gov/system/files/ftc_gov/pdf/1910134amazonecommercecomplaintrevisedredactions.pdf	PROPN
bracis-33632	240	2	.	.	PUNCT
bracis-33632	241	1	accessed	access	VERB
bracis-33632	241	2	29	29	NUM
bracis-33632	241	3	jun	jun	PROPN
bracis-33632	241	4	2024	2024	NUM
bracis-33632	241	5	asudeh	asudeh	PROPN
bracis-33632	241	6	,	,	PUNCT
bracis-33632	241	7	a.	a.	PROPN
bracis-33632	241	8	,	,	PUNCT
bracis-33632	241	9	jagadish	jagadish	PROPN
bracis-33632	241	10	,	,	PUNCT
bracis-33632	241	11	h.	h.	PROPN
bracis-33632	241	12	,	,	PUNCT
bracis-33632	241	13	stoyanovich	stoyanovich	PROPN
bracis-33632	241	14	,	,	PUNCT
bracis-33632	241	15	j.	j.	PROPN
bracis-33632	241	16	,	,	PUNCT
bracis-33632	241	17	das	das	PROPN
bracis-33632	241	18	,	,	PUNCT
bracis-33632	241	19	g.	g.	NOUN
bracis-33632	241	20	:	:	PUNCT
bracis-33632	241	21	designing	design	VERB
bracis-33632	241	22	fair	fair	ADJ
bracis-33632	241	23	ranking	ranking	ADJ
bracis-33632	241	24	schemes	scheme	NOUN
bracis-33632	241	25	.	.	PUNCT
bracis-33632	242	1	in	in	ADP
bracis-33632	242	2	:	:	PUNCT
bracis-33632	242	3	proceedings	proceeding	NOUN
bracis-33632	242	4	of	of	ADP
bracis-33632	242	5	the	the	DET
bracis-33632	242	6	2019	2019	NUM
bracis-33632	242	7	international	international	ADJ
bracis-33632	242	8	conference	conference	NOUN
bracis-33632	242	9	on	on	ADP
bracis-33632	242	10	management	management	NOUN
bracis-33632	242	11	of	of	ADP
bracis-33632	242	12	data	datum	NOUN
bracis-33632	242	13	,	,	PUNCT
bracis-33632	242	14	pp	pp	ADJ
bracis-33632	242	15	.	.	PUNCT
bracis-33632	243	1	1259–1276	1259–1276	NUM
bracis-33632	243	2	(	(	PUNCT
bracis-33632	243	3	2019	2019	NUM
bracis-33632	243	4	)	)	PUNCT
bracis-33632	243	5	google	google	PROPN
bracis-33632	243	6	scholar	scholar	NOUN
bracis-33632	243	7	  	  	SPACE
bracis-33632	243	8	browne	browne	PROPN
bracis-33632	243	9	,	,	PUNCT
bracis-33632	243	10	r.	r.	PROPN
bracis-33632	243	11	:	:	PUNCT
bracis-33632	243	12	amazon	amazon	NOUN
bracis-33632	243	13	avoids	avoid	VERB
bracis-33632	243	14	multibillion	multibillion	NUM
bracis-33632	243	15	-	-	PUNCT
bracis-33632	243	16	dollar	dollar	NOUN
bracis-33632	243	17	fine	fine	NOUN
bracis-33632	243	18	as	as	SCONJ
bracis-33632	243	19	it	it	PRON
bracis-33632	243	20	reaches	reach	VERB
bracis-33632	243	21	eu	eu	PROPN
bracis-33632	243	22	antitrust	antitrust	ADJ
bracis-33632	243	23	settlement	settlement	NOUN
bracis-33632	243	24	(	(	PUNCT
bracis-33632	243	25	2023	2023	NUM
bracis-33632	243	26	)	)	PUNCT
bracis-33632	243	27	.	.	PUNCT
bracis-33632	244	1	https://www.cnbc.com/2022/12/20/amazon-reaches-settlement-with-eu-on-antitrust-case.html	https://www.cnbc.com/2022/12/20/amazon-reaches-settlement-with-eu-on-antitrust-case.html	PROPN
bracis-33632	244	2	.	.	PUNCT
bracis-33632	245	1	accessed	access	VERB
bracis-33632	245	2	29	29	NUM
bracis-33632	245	3	june	june	PROPN
bracis-33632	245	4	2024	2024	NUM
bracis-33632	245	5	brückner	brückner	NOUN
bracis-33632	245	6	,	,	PUNCT
bracis-33632	245	7	m.	m.	NOUN
bracis-33632	245	8	,	,	PUNCT
bracis-33632	245	9	scheffer	scheffer	NOUN
bracis-33632	245	10	,	,	PUNCT
bracis-33632	245	11	t.	t.	PROPN
bracis-33632	245	12	:	:	PUNCT
bracis-33632	245	13	stackelberg	stackelberg	PROPN
bracis-33632	245	14	games	game	NOUN
bracis-33632	245	15	for	for	ADP
bracis-33632	245	16	adversarial	adversarial	ADJ
bracis-33632	245	17	prediction	prediction	NOUN
bracis-33632	245	18	problems	problem	NOUN
bracis-33632	245	19	.	.	PUNCT
bracis-33632	246	1	in	in	ADP
bracis-33632	246	2	:	:	PUNCT
bracis-33632	246	3	proceedings	proceeding	NOUN
bracis-33632	246	4	of	of	ADP
bracis-33632	246	5	the	the	DET
bracis-33632	246	6	17th	17th	ADJ
bracis-33632	246	7	acm	acm	PROPN
bracis-33632	246	8	sigkdd	sigkdd	NOUN
bracis-33632	246	9	international	international	ADJ
bracis-33632	246	10	conference	conference	NOUN
bracis-33632	246	11	on	on	ADP
bracis-33632	246	12	knowledge	knowledge	NOUN
bracis-33632	246	13	discovery	discovery	PROPN
bracis-33632	246	14	and	and	CCONJ
bracis-33632	246	15	data	datum	NOUN
bracis-33632	246	16	mining	mining	NOUN
bracis-33632	246	17	,	,	PUNCT
bracis-33632	246	18	pp	pp	ADP
bracis-33632	246	19	.	.	PUNCT
bracis-33632	247	1	547–555	547–555	NUM
bracis-33632	247	2	(	(	PUNCT
bracis-33632	247	3	2011	2011	NUM
bracis-33632	247	4	)	)	PUNCT
bracis-33632	247	5	google	google	PROPN
bracis-33632	247	6	scholar	scholar	NOUN
bracis-33632	247	7	  	  	SPACE
bracis-33632	247	8	celis	celis	PROPN
bracis-33632	247	9	,	,	PUNCT
bracis-33632	247	10	l.e	l.e	PROPN
bracis-33632	247	11	.	.	PROPN
bracis-33632	247	12	,	,	PUNCT
bracis-33632	247	13	mehrotra	mehrotra	PROPN
bracis-33632	247	14	,	,	PUNCT
bracis-33632	247	15	a.	a.	NOUN
bracis-33632	247	16	,	,	PUNCT
bracis-33632	247	17	vishnoi	vishnoi	NOUN
bracis-33632	247	18	,	,	PUNCT
bracis-33632	247	19	n.k	n.k	PROPN
bracis-33632	247	20	.	.	PUNCT
bracis-33632	247	21	:	:	PUNCT
bracis-33632	247	22	interventions	intervention	NOUN
bracis-33632	247	23	for	for	ADP
bracis-33632	247	24	ranking	rank	VERB
bracis-33632	247	25	in	in	ADP
bracis-33632	247	26	the	the	DET
bracis-33632	247	27	presence	presence	NOUN
bracis-33632	247	28	of	of	ADP
bracis-33632	247	29	implicit	implicit	ADJ
bracis-33632	247	30	bias	bias	NOUN
bracis-33632	247	31	.	.	PUNCT
bracis-33632	248	1	in	in	ADP
bracis-33632	248	2	:	:	PUNCT
bracis-33632	248	3	proceedings	proceeding	NOUN
bracis-33632	248	4	of	of	ADP
bracis-33632	248	5	the	the	DET
bracis-33632	248	6	2020	2020	NUM
bracis-33632	248	7	conference	conference	NOUN
bracis-33632	248	8	on	on	ADP
bracis-33632	248	9	fairness	fairness	NOUN
bracis-33632	248	10	,	,	PUNCT
bracis-33632	248	11	accountability	accountability	NOUN
bracis-33632	248	12	,	,	PUNCT
bracis-33632	248	13	and	and	CCONJ
bracis-33632	248	14	transparency	transparency	NOUN
bracis-33632	248	15	,	,	PUNCT
bracis-33632	248	16	pp	pp	ADV
bracis-33632	248	17	.	.	PUNCT
bracis-33632	249	1	369–380	369–380	NUM
bracis-33632	249	2	(	(	PUNCT
bracis-33632	249	3	2020	2020	NUM
bracis-33632	249	4	)	)	PUNCT
bracis-33632	249	5	google	google	PROPN
bracis-33632	249	6	scholar	scholar	NOUN
bracis-33632	249	7	  	  	SPACE
bracis-33632	249	8	celis	celis	PROPN
bracis-33632	249	9	,	,	PUNCT
bracis-33632	249	10	l.e	l.e	PROPN
bracis-33632	249	11	.	.	PROPN
bracis-33632	249	12	,	,	PUNCT
bracis-33632	249	13	straszak	straszak	PROPN
bracis-33632	249	14	,	,	PUNCT
bracis-33632	249	15	d.	d.	PROPN
bracis-33632	249	16	,	,	PUNCT
bracis-33632	249	17	vishnoi	vishnoi	NOUN
bracis-33632	249	18	,	,	PUNCT
bracis-33632	249	19	n.k	n.k	PROPN
bracis-33632	249	20	.	.	PUNCT
bracis-33632	249	21	:	:	PUNCT
bracis-33632	249	22	ranking	rank	VERB
bracis-33632	249	23	with	with	ADP
bracis-33632	249	24	fairness	fairness	NOUN
bracis-33632	249	25	constraints	constraint	NOUN
bracis-33632	249	26	.	.	PUNCT
bracis-33632	250	1	in	in	ADP
bracis-33632	250	2	:	:	PUNCT
bracis-33632	250	3	45th	45th	ADJ
bracis-33632	250	4	international	international	ADJ
bracis-33632	250	5	colloquium	colloquium	NOUN
bracis-33632	250	6	on	on	ADP
bracis-33632	250	7	automata	automata	NOUN
bracis-33632	250	8	,	,	PUNCT
bracis-33632	250	9	languages	language	NOUN
bracis-33632	250	10	,	,	PUNCT
bracis-33632	250	11	and	and	CCONJ
bracis-33632	250	12	programming	programming	NOUN
bracis-33632	250	13	(	(	PUNCT
bracis-33632	250	14	icalp	icalp	NOUN
bracis-33632	250	15	2018	2018	NUM
bracis-33632	250	16	)	)	PUNCT
bracis-33632	250	17	,	,	PUNCT
bracis-33632	250	18	vol	vol	NOUN
bracis-33632	250	19	.	.	PUNCT
bracis-33632	250	20	 	 	SPACE
bracis-33632	250	21	107	107	NUM
bracis-33632	250	22	,	,	PUNCT
bracis-33632	250	23	pp	pp	ADV
bracis-33632	250	24	.	.	PUNCT
bracis-33632	250	25	 	 	SPACE
bracis-33632	251	1	28	28	NUM
bracis-33632	251	2	(	(	PUNCT
bracis-33632	251	3	2018	2018	NUM
bracis-33632	251	4	)	)	PUNCT
bracis-33632	251	5	google	google	PROPN
bracis-33632	251	6	scholar	scholar	NOUN
bracis-33632	251	7	  	  	SPACE
bracis-33632	251	8	d’amour	d’amour	PROPN
bracis-33632	251	9	,	,	PUNCT
bracis-33632	251	10	a.	a.	NOUN
bracis-33632	251	11	,	,	PUNCT
bracis-33632	251	12	srinivasan	srinivasan	NOUN
bracis-33632	251	13	,	,	PUNCT
bracis-33632	251	14	h.	h.	PROPN
bracis-33632	251	15	,	,	PUNCT
bracis-33632	251	16	atwood	atwood	PROPN
bracis-33632	251	17	,	,	PUNCT
bracis-33632	251	18	j.	j.	PROPN
bracis-33632	251	19	,	,	PUNCT
bracis-33632	251	20	baljekar	baljekar	PROPN
bracis-33632	251	21	,	,	PUNCT
bracis-33632	251	22	p.	p.	PROPN
bracis-33632	251	23	,	,	PUNCT
bracis-33632	251	24	sculley	sculley	NOUN
bracis-33632	251	25	,	,	PUNCT
bracis-33632	251	26	d.	d.	PROPN
bracis-33632	251	27	,	,	PUNCT
bracis-33632	251	28	halpern	halpern	PROPN
bracis-33632	251	29	,	,	PUNCT
bracis-33632	251	30	y.	y.	PROPN
bracis-33632	251	31	:	:	PUNCT
bracis-33632	251	32	fairness	fairness	NOUN
bracis-33632	251	33	is	be	AUX
bracis-33632	251	34	not	not	PART
bracis-33632	251	35	static	static	ADJ
bracis-33632	251	36	:	:	PUNCT
bracis-33632	251	37	deeper	deep	ADJ
bracis-33632	251	38	understanding	understanding	NOUN
bracis-33632	251	39	of	of	ADP
bracis-33632	251	40	long	long	ADJ
bracis-33632	251	41	term	term	NOUN
bracis-33632	251	42	fairness	fairness	NOUN
bracis-33632	251	43	via	via	ADP
bracis-33632	251	44	simulation	simulation	NOUN
bracis-33632	251	45	studies	study	NOUN
bracis-33632	251	46	.	.	PUNCT
bracis-33632	252	1	in	in	ADP
bracis-33632	252	2	:	:	PUNCT
bracis-33632	252	3	proceedings	proceeding	NOUN
bracis-33632	252	4	of	of	ADP
bracis-33632	252	5	the	the	DET
bracis-33632	252	6	2020	2020	NUM
bracis-33632	252	7	conference	conference	NOUN
bracis-33632	252	8	on	on	ADP
bracis-33632	252	9	fairness	fairness	NOUN
bracis-33632	252	10	,	,	PUNCT
bracis-33632	252	11	accountability	accountability	NOUN
bracis-33632	252	12	,	,	PUNCT
bracis-33632	252	13	and	and	CCONJ
bracis-33632	252	14	transparency	transparency	NOUN
bracis-33632	252	15	,	,	PUNCT
bracis-33632	252	16	pp	pp	ADV
bracis-33632	252	17	.	.	PUNCT
bracis-33632	253	1	525–534	525–534	NUM
bracis-33632	253	2	(	(	PUNCT
bracis-33632	253	3	2020	2020	NUM
bracis-33632	253	4	)	)	PUNCT
bracis-33632	253	5	google	google	NOUN
bracis-33632	253	6	scholar	scholar	NOUN
bracis-33632	253	7	  	  	SPACE
bracis-33632	253	8	dash	dash	NOUN
bracis-33632	253	9	,	,	PUNCT
bracis-33632	253	10	a.	a.	NOUN
bracis-33632	253	11	,	,	PUNCT
bracis-33632	253	12	chakraborty	chakraborty	PROPN
bracis-33632	253	13	,	,	PUNCT
bracis-33632	253	14	a.	a.	PROPN
bracis-33632	253	15	,	,	PUNCT
bracis-33632	253	16	ghosh	ghosh	PROPN
bracis-33632	253	17	,	,	PUNCT
bracis-33632	253	18	s.	s.	PROPN
bracis-33632	253	19	,	,	PUNCT
bracis-33632	253	20	mukherjee	mukherjee	PROPN
bracis-33632	253	21	,	,	PUNCT
bracis-33632	253	22	a.	a.	NOUN
bracis-33632	253	23	,	,	PUNCT
bracis-33632	253	24	gummadi	gummadi	NOUN
bracis-33632	253	25	,	,	PUNCT
bracis-33632	253	26	k.p	k.p	PROPN
bracis-33632	253	27	.	.	PROPN
bracis-33632	253	28	:	:	PUNCT
bracis-33632	254	1	when	when	SCONJ
bracis-33632	254	2	the	the	DET
bracis-33632	254	3	umpire	umpire	NOUN
bracis-33632	254	4	is	be	AUX
bracis-33632	254	5	also	also	ADV
bracis-33632	254	6	a	a	DET
bracis-33632	254	7	player	player	NOUN
bracis-33632	254	8	:	:	PUNCT
bracis-33632	254	9	bias	bias	NOUN
bracis-33632	254	10	in	in	ADP
bracis-33632	254	11	private	private	ADJ
bracis-33632	254	12	label	label	NOUN
bracis-33632	254	13	product	product	NOUN
bracis-33632	254	14	recommendations	recommendation	NOUN
bracis-33632	254	15	on	on	ADP
bracis-33632	254	16	e	e	NOUN
bracis-33632	254	17	-	-	NOUN
bracis-33632	254	18	commerce	commerce	NOUN
bracis-33632	254	19	marketplaces	marketplace	NOUN
bracis-33632	254	20	.	.	PUNCT
bracis-33632	255	1	in	in	ADP
bracis-33632	255	2	:	:	PUNCT
bracis-33632	255	3	proceedings	proceeding	NOUN
bracis-33632	255	4	of	of	ADP
bracis-33632	255	5	the	the	DET
bracis-33632	255	6	2021	2021	NUM
bracis-33632	255	7	acm	acm	NOUN
bracis-33632	255	8	conference	conference	NOUN
bracis-33632	255	9	on	on	ADP
bracis-33632	255	10	fairness	fairness	NOUN
bracis-33632	255	11	,	,	PUNCT
bracis-33632	255	12	accountability	accountability	NOUN
bracis-33632	255	13	,	,	PUNCT
bracis-33632	255	14	and	and	CCONJ
bracis-33632	255	15	transparency	transparency	NOUN
bracis-33632	255	16	,	,	PUNCT
bracis-33632	255	17	pp	pp	ADV
bracis-33632	255	18	.	.	PUNCT
bracis-33632	256	1	873–884	873–884	NUM
bracis-33632	256	2	(	(	PUNCT
bracis-33632	256	3	2021	2021	NUM
bracis-33632	256	4	)	)	PUNCT
bracis-33632	256	5	google	google	NOUN
bracis-33632	256	6	scholar	scholar	NOUN
bracis-33632	256	7	  	  	SPACE
bracis-33632	256	8	elzayn	elzayn	NOUN
bracis-33632	256	9	,	,	PUNCT
bracis-33632	256	10	h.	h.	PROPN
bracis-33632	256	11	,	,	PUNCT
bracis-33632	256	12	et	et	PROPN
bracis-33632	256	13	al	al	PROPN
bracis-33632	256	14	.	.	PROPN
bracis-33632	256	15	:	:	PUNCT
bracis-33632	257	1	fair	fair	ADJ
bracis-33632	257	2	algorithms	algorithm	NOUN
bracis-33632	257	3	for	for	ADP
bracis-33632	257	4	learning	learn	VERB
bracis-33632	257	5	in	in	ADP
bracis-33632	257	6	allocation	allocation	NOUN
bracis-33632	257	7	problems	problem	NOUN
bracis-33632	257	8	.	.	PUNCT
bracis-33632	258	1	in	in	ADP
bracis-33632	258	2	:	:	PUNCT
bracis-33632	258	3	proceedings	proceeding	NOUN
bracis-33632	258	4	of	of	ADP
bracis-33632	258	5	the	the	DET
bracis-33632	258	6	conference	conference	NOUN
bracis-33632	258	7	on	on	ADP
bracis-33632	258	8	fairness	fairness	NOUN
bracis-33632	258	9	,	,	PUNCT
bracis-33632	258	10	accountability	accountability	NOUN
bracis-33632	258	11	,	,	PUNCT
bracis-33632	258	12	and	and	CCONJ
bracis-33632	258	13	transparency	transparency	NOUN
bracis-33632	258	14	,	,	PUNCT
bracis-33632	258	15	pp	pp	ADV
bracis-33632	258	16	.	.	PUNCT
bracis-33632	259	1	170–179	170–179	NUM
bracis-33632	259	2	(	(	PUNCT
bracis-33632	259	3	2019	2019	NUM
bracis-33632	259	4	)	)	PUNCT
bracis-33632	259	5	google	google	NOUN
bracis-33632	259	6	scholar	scholar	NOUN
bracis-33632	259	7	  	  	SPACE
bracis-33632	259	8	ensign	ensign	NOUN
bracis-33632	259	9	,	,	PUNCT
bracis-33632	259	10	d.	d.	PROPN
bracis-33632	259	11	,	,	PUNCT
bracis-33632	259	12	friedler	friedler	NOUN
bracis-33632	259	13	,	,	PUNCT
bracis-33632	259	14	s.a	s.a	PROPN
bracis-33632	259	15	.	.	PROPN
bracis-33632	259	16	,	,	PUNCT
bracis-33632	259	17	neville	neville	PROPN
bracis-33632	259	18	,	,	PUNCT
bracis-33632	259	19	s.	s.	PROPN
bracis-33632	259	20	,	,	PUNCT
bracis-33632	259	21	scheidegger	scheidegger	PROPN
bracis-33632	259	22	,	,	PUNCT
bracis-33632	259	23	c.	c.	PROPN
bracis-33632	259	24	,	,	PUNCT
bracis-33632	259	25	venkatasubramanian	venkatasubramanian	NOUN
bracis-33632	259	26	,	,	PUNCT
bracis-33632	259	27	s.	s.	PROPN
bracis-33632	259	28	:	:	PUNCT
bracis-33632	259	29	runaway	runaway	ADJ
bracis-33632	259	30	feedback	feedback	NOUN
bracis-33632	259	31	loops	loop	NOUN
bracis-33632	259	32	in	in	ADP
bracis-33632	259	33	predictive	predictive	ADJ
bracis-33632	259	34	policing	policing	NOUN
bracis-33632	259	35	.	.	PUNCT
bracis-33632	260	1	in	in	ADP
bracis-33632	260	2	:	:	PUNCT
bracis-33632	260	3	conference	conference	NOUN
bracis-33632	260	4	on	on	ADP
bracis-33632	260	5	fairness	fairness	NOUN
bracis-33632	260	6	,	,	PUNCT
bracis-33632	260	7	accountability	accountability	NOUN
bracis-33632	260	8	and	and	CCONJ
bracis-33632	260	9	transparency	transparency	NOUN
bracis-33632	260	10	,	,	PUNCT
bracis-33632	260	11	pp	pp	ADV
bracis-33632	260	12	.	.	PUNCT
bracis-33632	261	1	160–171	160–171	NUM
bracis-33632	261	2	(	(	PUNCT
bracis-33632	261	3	2018	2018	NUM
bracis-33632	261	4	)	)	PUNCT
bracis-33632	261	5	google	google	NOUN
bracis-33632	261	6	scholar	scholar	NOUN
bracis-33632	261	7	  	  	SPACE
bracis-33632	261	8	fabris	fabris	NOUN
bracis-33632	261	9	,	,	PUNCT
bracis-33632	261	10	a.	a.	NOUN
bracis-33632	261	11	,	,	PUNCT
bracis-33632	261	12	esuli	esuli	PROPN
bracis-33632	261	13	,	,	PUNCT
bracis-33632	261	14	a.	a.	PROPN
bracis-33632	261	15	,	,	PUNCT
bracis-33632	261	16	moreo	moreo	PROPN
bracis-33632	261	17	,	,	PUNCT
bracis-33632	261	18	a.	a.	PROPN
bracis-33632	261	19	,	,	PUNCT
bracis-33632	261	20	sebastiani	sebastiani	PROPN
bracis-33632	261	21	,	,	PUNCT
bracis-33632	261	22	f.	f.	PROPN
bracis-33632	261	23	:	:	PUNCT
bracis-33632	261	24	measuring	measure	VERB
bracis-33632	261	25	fairness	fairness	NOUN
bracis-33632	261	26	under	under	ADP
bracis-33632	261	27	unawareness	unawareness	NOUN
bracis-33632	261	28	of	of	ADP
bracis-33632	261	29	sensitive	sensitive	ADJ
bracis-33632	261	30	attributes	attribute	NOUN
bracis-33632	261	31	:	:	PUNCT
bracis-33632	261	32	a	a	DET
bracis-33632	261	33	quantification	quantification	NOUN
bracis-33632	261	34	-	-	PUNCT
bracis-33632	261	35	based	base	VERB
bracis-33632	261	36	approach	approach	NOUN
bracis-33632	261	37	.	.	PUNCT
bracis-33632	262	1	j.	j.	PROPN
bracis-33632	262	2	artif	artif	PROPN
bracis-33632	262	3	.	.	PUNCT
bracis-33632	263	1	intell	intell	PROPN
bracis-33632	263	2	.	.	PUNCT
bracis-33632	264	1	res	re	NOUN
bracis-33632	264	2	.	.	PROPN
bracis-33632	265	1	76	76	NUM
bracis-33632	265	2	,	,	PUNCT
bracis-33632	265	3	1117–1180	1117–1180	NUM
bracis-33632	265	4	(	(	PUNCT
bracis-33632	265	5	2023	2023	NUM
bracis-33632	265	6	)	)	PUNCT
bracis-33632	265	7	article	article	NOUN
bracis-33632	265	8	  	  	SPACE
bracis-33632	265	9	mathscinet	mathscinet	NOUN
bracis-33632	265	10	  	  	SPACE
bracis-33632	265	11	math	math	NOUN
bracis-33632	265	12	  	  	SPACE
bracis-33632	265	13	google	google	PROPN
bracis-33632	265	14	scholar	scholar	NOUN
bracis-33632	265	15	  	  	SPACE
bracis-33632	265	16	ke	ke	PROPN
bracis-33632	265	17	,	,	PUNCT
bracis-33632	265	18	y.	y.	PROPN
bracis-33632	265	19	,	,	PUNCT
bracis-33632	265	20	loftus	loftus	PROPN
bracis-33632	265	21	 	 	SPACE
bracis-33632	265	22	joshua	joshua	PROPN
bracis-33632	265	23	,	,	PUNCT
bracis-33632	265	24	r.	r.	PROPN
bracis-33632	265	25	,	,	PUNCT
bracis-33632	265	26	julia	julia	PROPN
bracis-33632	265	27	,	,	PUNCT
bracis-33632	265	28	s.	s.	PROPN
bracis-33632	265	29	:	:	PUNCT
bracis-33632	265	30	causal	causal	ADJ
bracis-33632	265	31	intersectionality	intersectionality	NOUN
bracis-33632	265	32	and	and	CCONJ
bracis-33632	265	33	fair	fair	ADJ
bracis-33632	265	34	ranking	ranking	NOUN
bracis-33632	265	35	.	.	PUNCT
bracis-33632	266	1	in	in	ADP
bracis-33632	266	2	:	:	PUNCT
bracis-33632	266	3	2nd	2nd	ADJ
bracis-33632	266	4	symposium	symposium	NOUN
bracis-33632	266	5	on	on	ADP
bracis-33632	266	6	foundations	foundation	NOUN
bracis-33632	266	7	of	of	ADP
bracis-33632	266	8	responsible	responsible	ADJ
bracis-33632	266	9	computing	computing	NOUN
bracis-33632	266	10	,	,	PUNCT
bracis-33632	266	11	forc	forc	NOUN
bracis-33632	266	12	2021	2021	NUM
bracis-33632	266	13	,	,	PUNCT
bracis-33632	266	14	june	june	PROPN
bracis-33632	266	15	9–11	9–11	PROPN
bracis-33632	266	16	,	,	PUNCT
bracis-33632	266	17	2021	2021	NUM
bracis-33632	266	18	,	,	PUNCT
bracis-33632	266	19	virtual	virtual	ADJ
bracis-33632	266	20	conference	conference	NOUN
bracis-33632	266	21	(	(	PUNCT
bracis-33632	266	22	lipics	lipic	NOUN
bracis-33632	266	23	)	)	PUNCT
bracis-33632	266	24	,	,	PUNCT
bracis-33632	266	25	vol	vol	NOUN
bracis-33632	266	26	.	.	PUNCT
bracis-33632	266	27	 	 	SPACE
bracis-33632	266	28	192	192	NUM
bracis-33632	266	29	,	,	PUNCT
bracis-33632	266	30	pp	pp	ADV
bracis-33632	266	31	.	.	PUNCT
bracis-33632	266	32	 	 	SPACE
bracis-33632	266	33	1–7	1–7	NUM
bracis-33632	266	34	(	(	PUNCT
bracis-33632	266	35	2021	2021	NUM
bracis-33632	266	36	)	)	PUNCT
bracis-33632	266	37	google	google	PROPN
bracis-33632	266	38	scholar	scholar	NOUN
bracis-33632	266	39	  	  	SPACE
bracis-33632	266	40	kleinberg	kleinberg	PROPN
bracis-33632	266	41	,	,	PUNCT
bracis-33632	266	42	j.	j.	PROPN
bracis-33632	266	43	,	,	PUNCT
bracis-33632	266	44	raghavan	raghavan	PROPN
bracis-33632	266	45	,	,	PUNCT
bracis-33632	266	46	m.	m.	NOUN
bracis-33632	266	47	:	:	PUNCT
bracis-33632	266	48	selection	selection	NOUN
bracis-33632	266	49	problems	problem	NOUN
bracis-33632	266	50	in	in	ADP
bracis-33632	266	51	the	the	DET
bracis-33632	266	52	presence	presence	NOUN
bracis-33632	266	53	of	of	ADP
bracis-33632	266	54	implicit	implicit	ADJ
bracis-33632	266	55	bias	bias	NOUN
bracis-33632	266	56	.	.	PUNCT
bracis-33632	267	1	in	in	ADP
bracis-33632	267	2	:	:	PUNCT
bracis-33632	267	3	9th	9th	ADJ
bracis-33632	267	4	innovations	innovation	NOUN
bracis-33632	267	5	in	in	ADP
bracis-33632	267	6	theoretical	theoretical	ADJ
bracis-33632	267	7	computer	computer	NOUN
bracis-33632	267	8	science	science	NOUN
bracis-33632	267	9	conference	conference	NOUN
bracis-33632	267	10	(	(	PUNCT
bracis-33632	267	11	itcs	itcs	NOUN
bracis-33632	267	12	2018	2018	NUM
bracis-33632	267	13	)	)	PUNCT
bracis-33632	267	14	.	.	PUNCT
bracis-33632	268	1	schloss	schloss	NOUN
bracis-33632	268	2	-	-	PUNCT
bracis-33632	268	3	dagstuhl	dagstuhl	NOUN
bracis-33632	268	4	-	-	PUNCT
bracis-33632	268	5	leibniz	leibniz	NOUN
bracis-33632	268	6	zentrum	zentrum	PROPN
bracis-33632	268	7	für	für	PROPN
bracis-33632	268	8	informatik	informatik	PROPN
bracis-33632	268	9	(	(	PUNCT
bracis-33632	268	10	2018	2018	NUM
bracis-33632	268	11	)	)	PUNCT
bracis-33632	268	12	google	google	PROPN
bracis-33632	268	13	scholar	scholar	NOUN
bracis-33632	268	14	  	  	SPACE
bracis-33632	268	15	liu	liu	PROPN
bracis-33632	268	16	,	,	PUNCT
bracis-33632	268	17	l.t	l.t	PROPN
bracis-33632	268	18	.	.	PROPN
bracis-33632	268	19	,	,	PUNCT
bracis-33632	268	20	dean	dean	PROPN
bracis-33632	268	21	,	,	PUNCT
bracis-33632	268	22	s.	s.	PROPN
bracis-33632	268	23	,	,	PUNCT
bracis-33632	268	24	rolf	rolf	PROPN
bracis-33632	268	25	,	,	PUNCT
bracis-33632	268	26	e.	e.	PROPN
bracis-33632	268	27	,	,	PUNCT
bracis-33632	268	28	simchowitz	simchowitz	PROPN
bracis-33632	268	29	,	,	PUNCT
bracis-33632	268	30	m.	m.	NOUN
bracis-33632	268	31	,	,	PUNCT
bracis-33632	268	32	hardt	hardt	PROPN
bracis-33632	268	33	,	,	PUNCT
bracis-33632	268	34	m.	m.	NOUN
bracis-33632	268	35	:	:	PUNCT
bracis-33632	268	36	delayed	delay	VERB
bracis-33632	268	37	impact	impact	NOUN
bracis-33632	268	38	of	of	ADP
bracis-33632	268	39	fair	fair	ADJ
bracis-33632	268	40	machine	machine	NOUN
bracis-33632	268	41	learning	learning	NOUN
bracis-33632	268	42	.	.	PUNCT
bracis-33632	269	1	in	in	ADP
bracis-33632	269	2	:	:	PUNCT
bracis-33632	269	3	international	international	ADJ
bracis-33632	269	4	conference	conference	NOUN
bracis-33632	269	5	on	on	ADP
bracis-33632	269	6	machine	machine	NOUN
bracis-33632	269	7	learning	learning	NOUN
bracis-33632	269	8	,	,	PUNCT
bracis-33632	269	9	pp	pp	ADJ
bracis-33632	269	10	.	.	PUNCT
bracis-33632	270	1	3150–3158	3150–3158	NUM
bracis-33632	270	2	(	(	PUNCT
bracis-33632	270	3	2018	2018	NUM
bracis-33632	270	4	)	)	PUNCT
bracis-33632	270	5	google	google	PROPN
bracis-33632	270	6	scholar	scholar	NOUN
bracis-33632	270	7	  	  	SPACE
bracis-33632	270	8	mcinnes	mcinne	NOUN
bracis-33632	270	9	,	,	PUNCT
bracis-33632	270	10	l.	l.	PROPN
bracis-33632	270	11	,	,	PUNCT
bracis-33632	270	12	healy	healy	PROPN
bracis-33632	270	13	,	,	PUNCT
bracis-33632	270	14	j.	j.	PROPN
bracis-33632	270	15	:	:	PUNCT
bracis-33632	270	16	accelerated	accelerate	VERB
bracis-33632	270	17	hierarchical	hierarchical	ADJ
bracis-33632	270	18	density	density	NOUN
bracis-33632	270	19	based	base	VERB
bracis-33632	270	20	clustering	clustering	NOUN
bracis-33632	270	21	.	.	PUNCT
bracis-33632	271	1	in	in	ADP
bracis-33632	271	2	:	:	PUNCT
bracis-33632	271	3	2017	2017	NUM
bracis-33632	271	4	ieee	ieee	NOUN
bracis-33632	271	5	international	international	ADJ
bracis-33632	271	6	conference	conference	NOUN
bracis-33632	271	7	on	on	ADP
bracis-33632	271	8	data	datum	NOUN
bracis-33632	271	9	mining	mining	NOUN
bracis-33632	271	10	workshops	workshop	NOUN
bracis-33632	271	11	(	(	PUNCT
bracis-33632	271	12	icdmw	icdmw	PROPN
bracis-33632	271	13	)	)	PUNCT
bracis-33632	271	14	,	,	PUNCT
bracis-33632	271	15	pp	pp	ADJ
bracis-33632	271	16	.	.	PUNCT
bracis-33632	272	1	33–42	33–42	NUM
bracis-33632	272	2	(	(	PUNCT
bracis-33632	272	3	2017	2017	NUM
bracis-33632	272	4	)	)	PUNCT
bracis-33632	272	5	google	google	PROPN
bracis-33632	272	6	scholar	scholar	NOUN
bracis-33632	272	7	  	  	SPACE
bracis-33632	272	8	reeves	reeves	PROPN
bracis-33632	272	9	,	,	PUNCT
bracis-33632	272	10	r.v	r.v	PROPN
bracis-33632	272	11	.	.	PROPN
bracis-33632	272	12	,	,	PUNCT
bracis-33632	272	13	halikias	halikias	PROPN
bracis-33632	272	14	,	,	PUNCT
bracis-33632	272	15	d.	d.	PROPN
bracis-33632	272	16	:	:	PUNCT
bracis-33632	272	17	race	race	NOUN
bracis-33632	272	18	gaps	gap	NOUN
bracis-33632	272	19	in	in	ADP
bracis-33632	272	20	sat	sit	VERB
bracis-33632	272	21	scores	score	NOUN
bracis-33632	272	22	highlight	highlight	VERB
bracis-33632	272	23	inequality	inequality	NOUN
bracis-33632	272	24	and	and	CCONJ
bracis-33632	272	25	hinder	hinder	VERB
bracis-33632	272	26	upward	upward	ADJ
bracis-33632	272	27	mobility	mobility	NOUN
bracis-33632	272	28	(	(	PUNCT
bracis-33632	272	29	2017	2017	NUM
bracis-33632	272	30	)	)	PUNCT
bracis-33632	272	31	.	.	PUNCT
bracis-33632	273	1	https://www.brookings.edu/articles/race-gaps-in-sat-scores-highlight-inequality-and-hinder-upward-mobility	https://www.brookings.edu/articles/race-gaps-in-sat-scores-highlight-inequality-and-hinder-upward-mobility	NOUN
bracis-33632	273	2	.	.	PUNCT
bracis-33632	273	3	accessed	access	VERB
bracis-33632	273	4	29	29	NUM
bracis-33632	273	5	june	june	PROPN
bracis-33632	273	6	2024	2024	NUM
bracis-33632	273	7	riccio	riccio	PROPN
bracis-33632	273	8	,	,	PUNCT
bracis-33632	273	9	v.	v.	PROPN
bracis-33632	273	10	,	,	PUNCT
bracis-33632	273	11	jahangirova	jahangirova	PROPN
bracis-33632	273	12	,	,	PUNCT
bracis-33632	273	13	g.	g.	PROPN
bracis-33632	273	14	,	,	PUNCT
bracis-33632	273	15	stocco	stocco	PROPN
bracis-33632	273	16	,	,	PUNCT
bracis-33632	273	17	a.	a.	NOUN
bracis-33632	273	18	,	,	PUNCT
bracis-33632	273	19	humbatova	humbatova	PROPN
bracis-33632	273	20	,	,	PUNCT
bracis-33632	273	21	n.	n.	PROPN
bracis-33632	273	22	,	,	PUNCT
bracis-33632	273	23	weiss	weiss	PROPN
bracis-33632	273	24	,	,	PUNCT
bracis-33632	273	25	m.	m.	NOUN
bracis-33632	273	26	,	,	PUNCT
bracis-33632	273	27	tonella	tonella	NOUN
bracis-33632	273	28	,	,	PUNCT
bracis-33632	273	29	p.	p.	NOUN
bracis-33632	273	30	:	:	PUNCT
bracis-33632	273	31	testing	test	VERB
bracis-33632	273	32	machine	machine	NOUN
bracis-33632	273	33	learning	learn	VERB
bracis-33632	273	34	based	base	VERB
bracis-33632	273	35	systems	system	NOUN
bracis-33632	273	36	:	:	PUNCT
bracis-33632	273	37	a	a	DET
bracis-33632	273	38	systematic	systematic	ADJ
bracis-33632	273	39	mapping	mapping	NOUN
bracis-33632	273	40	.	.	PUNCT
bracis-33632	274	1	empir	empir	PROPN
bracis-33632	274	2	.	.	PUNCT
bracis-33632	275	1	softw	softw	PROPN
bracis-33632	275	2	.	.	PUNCT
bracis-33632	276	1	eng	eng	PROPN
bracis-33632	276	2	.	.	PROPN
bracis-33632	276	3	25	25	NUM
bracis-33632	276	4	,	,	PUNCT
bracis-33632	276	5	5193–5254	5193–5254	NUM
bracis-33632	276	6	(	(	PUNCT
bracis-33632	276	7	2020	2020	NUM
bracis-33632	276	8	)	)	PUNCT
bracis-33632	276	9	article	article	NOUN
bracis-33632	276	10	  	  	SPACE
bracis-33632	276	11	google	google	PROPN
bracis-33632	276	12	scholar	scholar	NOUN
bracis-33632	276	13	  	  	SPACE
bracis-33632	276	14	stoyanovich	stoyanovich	PROPN
bracis-33632	276	15	,	,	PUNCT
bracis-33632	276	16	j.	j.	PROPN
bracis-33632	276	17	,	,	PUNCT
bracis-33632	276	18	yang	yang	PROPN
bracis-33632	276	19	,	,	PUNCT
bracis-33632	276	20	k.	k.	PROPN
bracis-33632	276	21	,	,	PUNCT
bracis-33632	276	22	jagadish	jagadish	PROPN
bracis-33632	276	23	,	,	PUNCT
bracis-33632	276	24	h.	h.	PROPN
bracis-33632	276	25	:	:	PUNCT
bracis-33632	276	26	online	online	PROPN
bracis-33632	276	27	set	set	VERB
bracis-33632	276	28	selection	selection	NOUN
bracis-33632	276	29	with	with	ADP
bracis-33632	276	30	fairness	fairness	NOUN
bracis-33632	276	31	and	and	CCONJ
bracis-33632	276	32	diversity	diversity	NOUN
bracis-33632	276	33	constraints	constraint	NOUN
bracis-33632	276	34	.	.	PUNCT
bracis-33632	277	1	in	in	ADP
bracis-33632	277	2	:	:	PUNCT
bracis-33632	277	3	proceedings	proceeding	NOUN
bracis-33632	277	4	of	of	ADP
bracis-33632	277	5	the	the	DET
bracis-33632	277	6	edbt	edbt	ADJ
bracis-33632	277	7	conference	conference	NOUN
bracis-33632	277	8	(	(	PUNCT
bracis-33632	277	9	2018	2018	NUM
bracis-33632	277	10	)	)	PUNCT
bracis-33632	277	11	google	google	NOUN
bracis-33632	277	12	scholar	scholar	NOUN
bracis-33632	277	13	  	  	SPACE
bracis-33632	277	14	the	the	DET
bracis-33632	277	15	european	european	PROPN
bracis-33632	277	16	commission	commission	PROPN
bracis-33632	277	17	:	:	PUNCT
bracis-33632	277	18	antitrust	antitrust	ADJ
bracis-33632	277	19	:	:	PUNCT
bracis-33632	277	20	commission	commission	NOUN
bracis-33632	277	21	accepts	accept	VERB
bracis-33632	277	22	commitments	commitment	NOUN
bracis-33632	277	23	by	by	ADP
bracis-33632	277	24	amazon	amazon	NOUN
bracis-33632	277	25	barring	bar	VERB
bracis-33632	277	26	it	it	PRON
bracis-33632	277	27	from	from	ADP
bracis-33632	277	28	using	use	VERB
bracis-33632	277	29	marketplace	marketplace	NOUN
bracis-33632	277	30	seller	seller	NOUN
bracis-33632	277	31	data	datum	NOUN
bracis-33632	277	32	,	,	PUNCT
bracis-33632	277	33	and	and	CCONJ
bracis-33632	277	34	ensuring	ensure	VERB
bracis-33632	277	35	equal	equal	ADJ
bracis-33632	277	36	access	access	NOUN
bracis-33632	277	37	to	to	PART
bracis-33632	277	38	buy	buy	VERB
bracis-33632	277	39	box	box	NOUN
bracis-33632	277	40	and	and	CCONJ
bracis-33632	277	41	prime	prime	NOUN
bracis-33632	277	42	.	.	PUNCT
bracis-33632	278	1	https://ec.europa.eu/commission/presscorner/detail/en/ip_22_7777	https://ec.europa.eu/commission/presscorner/detail/en/ip_22_7777	PROPN
bracis-33632	278	2	.	.	PROPN
bracis-33632	278	3	accessed	access	VERB
bracis-33632	278	4	29	29	NUM
bracis-33632	278	5	june	june	PROPN
bracis-33632	278	6	2024	2024	NUM
bracis-33632	278	7	yang	yang	PROPN
bracis-33632	278	8	,	,	PUNCT
bracis-33632	278	9	j.	j.	PROPN
bracis-33632	278	10	,	,	PUNCT
bracis-33632	278	11	soltan	soltan	PROPN
bracis-33632	278	12	,	,	PUNCT
bracis-33632	278	13	a.a	a.a	PROPN
bracis-33632	278	14	.	.	PROPN
bracis-33632	278	15	,	,	PUNCT
bracis-33632	278	16	yang	yang	PROPN
bracis-33632	278	17	,	,	PUNCT
bracis-33632	278	18	y.	y.	PROPN
bracis-33632	278	19	,	,	PUNCT
bracis-33632	278	20	clifton	clifton	PROPN
bracis-33632	278	21	,	,	PUNCT
bracis-33632	278	22	d.a	d.a	PROPN
bracis-33632	278	23	.	.	PROPN
bracis-33632	278	24	:	:	PUNCT
bracis-33632	278	25	algorithmic	algorithmic	ADJ
bracis-33632	278	26	fairness	fairness	NOUN
bracis-33632	278	27	and	and	CCONJ
bracis-33632	278	28	bias	bias	NOUN
bracis-33632	278	29	mitigation	mitigation	NOUN
bracis-33632	278	30	for	for	ADP
bracis-33632	278	31	clinical	clinical	ADJ
bracis-33632	278	32	machine	machine	NOUN
bracis-33632	278	33	learning	learning	NOUN
bracis-33632	278	34	:	:	PUNCT
bracis-33632	278	35	insights	insight	NOUN
bracis-33632	278	36	from	from	ADP
bracis-33632	278	37	rapid	rapid	ADJ
bracis-33632	278	38	covid-19	covid-19	PROPN
bracis-33632	278	39	diagnosis	diagnosis	NOUN
bracis-33632	278	40	by	by	ADP
bracis-33632	278	41	adversarial	adversarial	ADJ
bracis-33632	278	42	learning	learning	NOUN
bracis-33632	278	43	.	.	PUNCT
bracis-33632	279	1	medrxiv	medrxiv	X
bracis-33632	279	2	(	(	PUNCT
bracis-33632	279	3	2022	2022	NUM
bracis-33632	279	4	)	)	PUNCT
bracis-33632	279	5	google	google	PROPN
bracis-33632	279	6	scholar	scholar	NOUN
bracis-33632	279	7	  	  	SPACE
bracis-33632	279	8	yang	yang	PROPN
bracis-33632	279	9	,	,	PUNCT
bracis-33632	279	10	k.	k.	PROPN
bracis-33632	279	11	,	,	PUNCT
bracis-33632	279	12	gkatzelis	gkatzelis	PROPN
bracis-33632	279	13	,	,	PUNCT
bracis-33632	279	14	v.	v.	ADV
bracis-33632	279	15	,	,	PUNCT
bracis-33632	279	16	stoyanovich	stoyanovich	X
bracis-33632	279	17	,	,	PUNCT
bracis-33632	279	18	j.	j.	PROPN
bracis-33632	279	19	:	:	PUNCT
bracis-33632	279	20	balanced	balanced	ADJ
bracis-33632	279	21	ranking	rank	VERB
bracis-33632	279	22	with	with	ADP
bracis-33632	279	23	diversity	diversity	NOUN
bracis-33632	279	24	constraints	constraint	NOUN
bracis-33632	279	25	.	.	PUNCT
bracis-33632	280	1	in	in	ADP
bracis-33632	280	2	:	:	PUNCT
bracis-33632	280	3	proceedings	proceeding	NOUN
bracis-33632	280	4	of	of	ADP
bracis-33632	280	5	the	the	DET
bracis-33632	280	6	twenty	twenty	NUM
bracis-33632	280	7	-	-	PUNCT
bracis-33632	280	8	eighth	eighth	ADJ
bracis-33632	280	9	international	international	ADJ
bracis-33632	280	10	joint	joint	ADJ
bracis-33632	280	11	conference	conference	NOUN
bracis-33632	280	12	on	on	ADP
bracis-33632	280	13	artificial	artificial	ADJ
bracis-33632	280	14	intelligence	intelligence	NOUN
bracis-33632	280	15	,	,	PUNCT
bracis-33632	280	16	ijcai	ijcai	NOUN
bracis-33632	280	17	,	,	PUNCT
bracis-33632	280	18	pp	pp	X
bracis-33632	280	19	.	.	PUNCT
bracis-33632	281	1	6035–6042	6035–6042	NUM
bracis-33632	281	2	(	(	PUNCT
bracis-33632	281	3	2019	2019	NUM
bracis-33632	281	4	)	)	PUNCT
bracis-33632	281	5	google	google	PROPN
bracis-33632	281	6	scholar	scholar	NOUN
bracis-33632	281	7	  	  	SPACE
bracis-33632	281	8	yang	yang	PROPN
bracis-33632	281	9	,	,	PUNCT
bracis-33632	281	10	k.	k.	PROPN
bracis-33632	281	11	,	,	PUNCT
bracis-33632	281	12	stoyanovich	stoyanovich	PROPN
bracis-33632	281	13	,	,	PUNCT
bracis-33632	281	14	j.	j.	PROPN
bracis-33632	281	15	:	:	PUNCT
bracis-33632	281	16	measuring	measure	VERB
bracis-33632	281	17	fairness	fairness	NOUN
bracis-33632	281	18	in	in	ADP
bracis-33632	281	19	ranked	rank	VERB
bracis-33632	281	20	outputs	output	NOUN
bracis-33632	281	21	.	.	PUNCT
bracis-33632	282	1	in	in	ADP
bracis-33632	282	2	:	:	PUNCT
bracis-33632	282	3	proceedings	proceeding	NOUN
bracis-33632	282	4	of	of	ADP
bracis-33632	282	5	the	the	DET
bracis-33632	282	6	29th	29th	ADJ
bracis-33632	282	7	international	international	ADJ
bracis-33632	282	8	conference	conference	NOUN
bracis-33632	282	9	on	on	ADP
bracis-33632	282	10	scientific	scientific	ADJ
bracis-33632	282	11	and	and	CCONJ
bracis-33632	282	12	statistical	statistical	ADJ
bracis-33632	282	13	database	database	NOUN
bracis-33632	282	14	management	management	NOUN
bracis-33632	282	15	,	,	PUNCT
bracis-33632	282	16	pp	pp	ADV
bracis-33632	282	17	.	.	PUNCT
bracis-33632	282	18	 	 	SPACE
bracis-33632	282	19	1–6	1–6	NUM
bracis-33632	282	20	(	(	PUNCT
bracis-33632	282	21	2017	2017	NUM
bracis-33632	282	22	)	)	PUNCT
bracis-33632	282	23	google	google	NOUN
bracis-33632	282	24	scholar	scholar	NOUN
bracis-33632	282	25	  	  	SPACE
bracis-33632	282	26	zehlike	zehlike	NOUN
bracis-33632	282	27	,	,	PUNCT
bracis-33632	282	28	m.	m.	NOUN
bracis-33632	282	29	,	,	PUNCT
bracis-33632	282	30	yang	yang	PROPN
bracis-33632	282	31	,	,	PUNCT
bracis-33632	282	32	k.	k.	PROPN
bracis-33632	282	33	,	,	PUNCT
bracis-33632	282	34	stoyanovich	stoyanovich	PROPN
bracis-33632	282	35	,	,	PUNCT
bracis-33632	282	36	j.	j.	PROPN
bracis-33632	282	37	:	:	PUNCT
bracis-33632	282	38	fairness	fairness	NOUN
bracis-33632	282	39	in	in	ADP
bracis-33632	282	40	ranking	ranking	NOUN
bracis-33632	282	41	,	,	PUNCT
bracis-33632	282	42	part	part	NOUN
bracis-33632	282	43	i	i	PRON
bracis-33632	282	44	:	:	PUNCT
bracis-33632	282	45	score	score	NOUN
bracis-33632	282	46	-	-	PUNCT
bracis-33632	282	47	based	base	VERB
bracis-33632	282	48	ranking	ranking	NOUN
bracis-33632	282	49	.	.	PUNCT
bracis-33632	282	50	acm	acm	PROPN
bracis-33632	282	51	comput	comput	NOUN
bracis-33632	282	52	.	.	PUNCT
bracis-33632	283	1	surv	surv	NOUN
bracis-33632	283	2	.	.	PUNCT
bracis-33632	284	1	55(6	55(6	NUM
bracis-33632	284	2	)	)	PUNCT
bracis-33632	284	3	,	,	PUNCT
bracis-33632	284	4	1–36	1–36	PROPN
bracis-33632	284	5	(	(	PUNCT
bracis-33632	284	6	2022	2022	NUM
bracis-33632	284	7	)	)	PUNCT
bracis-33632	284	8	math	math	NOUN
bracis-33632	284	9	  	  	SPACE
bracis-33632	284	10	google	google	PROPN
bracis-33632	284	11	scholar	scholar	NOUN
bracis-33632	284	12	  	  	SPACE
bracis-33632	284	13	download	download	NOUN
bracis-33632	284	14	references	reference	NOUN
bracis-33632	284	15	acknowledgements	acknowledgement	NOUN
bracis-33632	284	16	we	we	PRON
bracis-33632	284	17	would	would	AUX
bracis-33632	284	18	like	like	VERB
bracis-33632	284	19	to	to	PART
bracis-33632	284	20	 	 	SPACE
bracis-33632	284	21	thank	thank	VERB
bracis-33632	284	22	americanas	americanas	PROPN
bracis-33632	284	23	s.a	s.a	PROPN
bracis-33632	284	24	.	.	PROPN
bracis-33632	284	25	for	for	ADP
bracis-33632	284	26	their	their	PRON
bracis-33632	284	27	technical	technical	ADJ
bracis-33632	284	28	support	support	NOUN
bracis-33632	284	29	.	.	PUNCT
bracis-33632	285	1	this	this	DET
bracis-33632	285	2	study	study	NOUN
bracis-33632	285	3	was	be	AUX
bracis-33632	285	4	financed	finance	VERB
bracis-33632	285	5	in	in	ADP
bracis-33632	285	6	part	part	NOUN
bracis-33632	285	7	by	by	ADP
bracis-33632	285	8	the	the	DET
bracis-33632	285	9	coordenação	coordenação	PROPN
bracis-33632	285	10	de	de	PROPN
bracis-33632	285	11	aperfeiçoamento	aperfeiçoamento	PROPN
bracis-33632	285	12	de	de	X
bracis-33632	285	13	pessoal	pessoal	PROPN
bracis-33632	285	14	de	de	PROPN
bracis-33632	285	15	nível	nível	PROPN
bracis-33632	285	16	superior	superior	PROPN
bracis-33632	285	17	brasil	brasil	PROPN
bracis-33632	285	18	(	(	PUNCT
bracis-33632	285	19	capes	cape	NOUN
bracis-33632	285	20	)	)	PUNCT
bracis-33632	285	21	finance	finance	NOUN
bracis-33632	285	22	code	code	NOUN
bracis-33632	285	23	001	001	NUM
bracis-33632	285	24	.	.	PUNCT
bracis-33632	286	1	author	author	NOUN
bracis-33632	286	2	information	information	NOUN
bracis-33632	286	3	authors	author	NOUN
bracis-33632	286	4	and	and	CCONJ
bracis-33632	286	5	affiliations	affiliation	NOUN
bracis-33632	286	6	federal	federal	PROPN
bracis-33632	286	7	university	university	PROPN
bracis-33632	286	8	of	of	ADP
bracis-33632	286	9	são	são	PROPN
bracis-33632	286	10	carlos	carlos	PROPN
bracis-33632	286	11	(	(	PUNCT
bracis-33632	286	12	ufscar	ufscar	PROPN
bracis-33632	286	13	)	)	PUNCT
bracis-33632	286	14	,	,	PUNCT
bracis-33632	286	15	são	são	PROPN
bracis-33632	286	16	carlos	carlos	PROPN
bracis-33632	286	17	-	-	PUNCT
bracis-33632	286	18	sp	sp	PROPN
bracis-33632	286	19	,	,	PUNCT
bracis-33632	286	20	brazil	brazil	PROPN
bracis-33632	286	21	lucas	lucas	PROPN
bracis-33632	286	22	c.	c.	PROPN
bracis-33632	286	23	silva	silva	PROPN
bracis-33632	286	24	 	 	SPACE
bracis-33632	286	25	&	&	CCONJ
bracis-33632	286	26	 	 	SPACE
bracis-33632	286	27	daniel	daniel	PROPN
bracis-33632	286	28	lucrédio	lucrédio	PROPN
bracis-33632	286	29	authors	author	NOUN
bracis-33632	286	30	lucas	lucas	PROPN
bracis-33632	286	31	c.	c.	PROPN
bracis-33632	286	32	silvaview	silvaview	PROPN
bracis-33632	286	33	author	author	NOUN
bracis-33632	286	34	publications	publication	NOUN
bracis-33632	286	35	search	search	NOUN
bracis-33632	286	36	author	author	NOUN
bracis-33632	286	37	on	on	ADP
bracis-33632	286	38	:	:	PUNCT
bracis-33632	286	39	pubmed	pubmed	PROPN
bracis-33632	286	40	 	 	SPACE
bracis-33632	286	41	google	google	PROPN
bracis-33632	286	42	scholar	scholar	NOUN
bracis-33632	286	43	daniel	daniel	PROPN
bracis-33632	286	44	lucrédioview	lucrédioview	PROPN
bracis-33632	286	45	author	author	NOUN
bracis-33632	286	46	publications	publication	NOUN
bracis-33632	286	47	search	search	NOUN
bracis-33632	286	48	author	author	NOUN
bracis-33632	286	49	on	on	ADP
bracis-33632	286	50	:	:	PUNCT
bracis-33632	286	51	pubmed	pubmed	PROPN
bracis-33632	286	52	 	 	SPACE
bracis-33632	286	53	google	google	PROPN
bracis-33632	286	54	scholar	scholar	NOUN
bracis-33632	286	55	corresponding	correspond	VERB
bracis-33632	286	56	author	author	NOUN
bracis-33632	286	57	correspondence	correspondence	NOUN
bracis-33632	286	58	to	to	ADP
bracis-33632	286	59	lucas	lucas	PROPN
bracis-33632	286	60	c.	c.	PROPN
bracis-33632	286	61	silva	silva	PROPN
bracis-33632	286	62	.	.	PUNCT
bracis-33632	287	1	editor	editor	NOUN
bracis-33632	287	2	information	information	NOUN
bracis-33632	287	3	editors	editor	NOUN
bracis-33632	287	4	and	and	CCONJ
bracis-33632	287	5	affiliations	affiliation	NOUN
bracis-33632	287	6	universidade	universidade	VERB
bracis-33632	287	7	federal	federal	PROPN
bracis-33632	287	8	fluminense	fluminense	PROPN
bracis-33632	287	9	,	,	PUNCT
bracis-33632	287	10	niterói	niterói	PROPN
bracis-33632	287	11	,	,	PUNCT
bracis-33632	287	12	brazil	brazil	PROPN
bracis-33632	287	13	aline	aline	PROPN
bracis-33632	287	14	paes	paes	PROPN
bracis-33632	287	15	instituto	instituto	PROPN
bracis-33632	287	16	tecnológico	tecnológico	PROPN
bracis-33632	287	17	de	de	PROPN
bracis-33632	287	18	aeronáutica	aeronáutica	PROPN
bracis-33632	287	19	,	,	PUNCT
bracis-33632	287	20	são	são	PROPN
bracis-33632	287	21	josé	josé	PROPN
bracis-33632	287	22	dos	dos	PROPN
bracis-33632	287	23	campos	campos	PROPN
bracis-33632	287	24	,	,	PUNCT
bracis-33632	287	25	brazil	brazil	PROPN
bracis-33632	287	26	filipe	filipe	PROPN
bracis-33632	287	27	a.	a.	PROPN
bracis-33632	287	28	n.	n.	PROPN
bracis-33632	287	29	verri	verri	PROPN
bracis-33632	287	30	rights	right	NOUN
bracis-33632	287	31	and	and	CCONJ
bracis-33632	287	32	permissions	permission	NOUN
bracis-33632	287	33	reprints	reprint	NOUN
bracis-33632	287	34	and	and	CCONJ
bracis-33632	287	35	permissions	permission	VERB
bracis-33632	287	36	copyright	copyright	NOUN
bracis-33632	287	37	information	information	NOUN
bracis-33632	287	38	©	©	ADP
bracis-33632	287	39	2025	2025	NUM
bracis-33632	287	40	the	the	DET
bracis-33632	287	41	author(s	author(s	NOUN
bracis-33632	287	42	)	)	PUNCT
bracis-33632	287	43	,	,	PUNCT
bracis-33632	287	44	under	under	ADP
bracis-33632	287	45	exclusive	exclusive	ADJ
bracis-33632	287	46	license	license	NOUN
bracis-33632	287	47	to	to	ADP
bracis-33632	287	48	springer	springer	NOUN
bracis-33632	287	49	nature	nature	PROPN
bracis-33632	287	50	switzerland	switzerland	PROPN
bracis-33632	287	51	ag	ag	PROPN
bracis-33632	287	52	about	about	ADP
bracis-33632	287	53	this	this	DET
bracis-33632	287	54	paper	paper	NOUN
bracis-33632	287	55	cite	cite	VERB
bracis-33632	287	56	this	this	DET
bracis-33632	287	57	paper	paper	NOUN
bracis-33632	287	58	silva	silva	NOUN
bracis-33632	287	59	,	,	PUNCT
bracis-33632	287	60	l.c	l.c	PROPN
bracis-33632	287	61	.	.	PROPN
bracis-33632	287	62	,	,	PUNCT
bracis-33632	287	63	lucrédio	lucrédio	NOUN
bracis-33632	287	64	,	,	PUNCT
bracis-33632	287	65	d.	d.	PROPN
bracis-33632	287	66	(	(	PUNCT
bracis-33632	287	67	2025	2025	NUM
bracis-33632	287	68	)	)	PUNCT
bracis-33632	287	69	.	.	PUNCT
bracis-33632	288	1	exploring	explore	VERB
bracis-33632	288	2	score	score	NOUN
bracis-33632	288	3	-	-	PUNCT
bracis-33632	288	4	based	base	VERB
bracis-33632	288	5	ranking	ranking	ADJ
bracis-33632	288	6	fairness	fairness	NOUN
bracis-33632	288	7	in	in	ADP
bracis-33632	288	8	 	 	SPACE
bracis-33632	288	9	marketplace	marketplace	NOUN
bracis-33632	288	10	environments	environment	NOUN
bracis-33632	288	11	through	through	ADP
bracis-33632	288	12	simulation	simulation	NOUN
bracis-33632	288	13	.	.	PUNCT
bracis-33632	289	1	in	in	ADP
bracis-33632	289	2	:	:	PUNCT
bracis-33632	289	3	paes	paes	PROPN
bracis-33632	289	4	,	,	PUNCT
bracis-33632	289	5	a.	a.	PROPN
bracis-33632	289	6	,	,	PUNCT
bracis-33632	289	7	verri	verri	NOUN
bracis-33632	289	8	,	,	PUNCT
bracis-33632	289	9	f.a.n	f.a.n	ADJ
bracis-33632	289	10	.	.	PUNCT
bracis-33632	289	11	(	(	PUNCT
bracis-33632	289	12	eds	ed	NOUN
bracis-33632	289	13	)	)	PUNCT
bracis-33632	289	14	intelligent	intelligent	ADJ
bracis-33632	289	15	systems	system	NOUN
bracis-33632	289	16	.	.	PUNCT
bracis-33632	289	17	bracis	bracis	PROPN
bracis-33632	289	18	2024	2024	NUM
bracis-33632	289	19	.	.	PUNCT
bracis-33632	290	1	lecture	lecture	NOUN
bracis-33632	290	2	notes	note	NOUN
bracis-33632	290	3	in	in	ADP
bracis-33632	290	4	computer	computer	NOUN
bracis-33632	290	5	science	science	NOUN
bracis-33632	290	6	(	(	PUNCT
bracis-33632	290	7	)	)	PUNCT
bracis-33632	290	8	,	,	PUNCT
bracis-33632	290	9	vol	vol	NOUN
bracis-33632	290	10	15414	15414	NUM
bracis-33632	290	11	.	.	PUNCT
bracis-33632	291	1	springer	springer	NOUN
bracis-33632	291	2	,	,	PUNCT
bracis-33632	291	3	cham	cham	PROPN
bracis-33632	291	4	.	.	PUNCT
bracis-33632	292	1	https://doi.org/10.1007/978-3-031-79035-5_19	https://doi.org/10.1007/978-3-031-79035-5_19	PROPN
bracis-33632	292	2	download	download	NOUN
bracis-33632	292	3	citation	citation	NOUN
bracis-33632	292	4	.ris	.ris	PUNCT
bracis-33632	292	5	.enw	.enw	PROPN
bracis-33632	292	6	.bib	.bib	PUNCT
bracis-33632	293	1	doi	doi	PROPN
bracis-33632	293	2	:	:	PUNCT
bracis-33632	293	3	https://doi.org/10.1007/978-3-031-79035-5_19	https://doi.org/10.1007/978-3-031-79035-5_19	NOUN
bracis-33632	293	4	published	publish	VERB
bracis-33632	293	5	:	:	PUNCT
bracis-33632	293	6	30	30	NUM
bracis-33632	293	7	january	january	PROPN
bracis-33632	293	8	2025	2025	NUM
bracis-33632	293	9	publisher	publisher	NOUN
bracis-33632	293	10	name	name	NOUN
bracis-33632	293	11	:	:	PUNCT
bracis-33632	293	12	springer	springer	NOUN
bracis-33632	293	13	,	,	PUNCT
bracis-33632	293	14	cham	cham	PROPN
bracis-33632	293	15	print	print	PROPN
bracis-33632	293	16	isbn	isbn	PROPN
bracis-33632	293	17	:	:	PUNCT
bracis-33632	293	18	978	978	NUM
bracis-33632	293	19	-	-	SYM
bracis-33632	293	20	3	3	NUM
bracis-33632	293	21	-	-	PUNCT
bracis-33632	293	22	031	031	NUM
bracis-33632	293	23	-	-	PUNCT
bracis-33632	293	24	79034	79034	NUM
bracis-33632	293	25	-	-	SYM
bracis-33632	293	26	8	8	NUM
bracis-33632	293	27	online	online	ADJ
bracis-33632	293	28	isbn	isbn	NOUN
bracis-33632	293	29	:	:	PUNCT
bracis-33632	293	30	978	978	NUM
bracis-33632	293	31	-	-	SYM
bracis-33632	293	32	3	3	NUM
bracis-33632	293	33	-	-	PUNCT
bracis-33632	293	34	031	031	NUM
bracis-33632	293	35	-	-	PUNCT
bracis-33632	293	36	79035	79035	NUM
bracis-33632	293	37	-	-	PUNCT
bracis-33632	293	38	5	5	NUM
bracis-33632	293	39	ebook	ebook	NOUN
bracis-33632	293	40	packages	package	NOUN
bracis-33632	293	41	:	:	PUNCT
bracis-33632	293	42	computer	computer	NOUN
bracis-33632	293	43	sciencecomputer	sciencecomputer	NOUN
bracis-33632	293	44	science	science	NOUN
bracis-33632	293	45	(	(	PUNCT
bracis-33632	293	46	r0	r0	NOUN
bracis-33632	293	47	)	)	PUNCT
bracis-33632	293	48	share	share	VERB
bracis-33632	293	49	this	this	DET
bracis-33632	293	50	paper	paper	NOUN
bracis-33632	293	51	anyone	anyone	PRON
bracis-33632	293	52	you	you	PRON
bracis-33632	293	53	share	share	VERB
bracis-33632	293	54	the	the	DET
bracis-33632	293	55	following	follow	VERB
bracis-33632	293	56	link	link	NOUN
bracis-33632	293	57	with	with	ADP
bracis-33632	293	58	will	will	AUX
bracis-33632	293	59	be	be	AUX
bracis-33632	293	60	able	able	ADJ
bracis-33632	293	61	to	to	PART
bracis-33632	293	62	read	read	VERB
bracis-33632	293	63	this	this	DET
bracis-33632	293	64	content	content	NOUN
bracis-33632	293	65	:	:	PUNCT
bracis-33632	293	66	get	get	VERB
bracis-33632	293	67	shareable	shareable	ADJ
bracis-33632	293	68	linksorry	linksorry	NOUN
bracis-33632	293	69	,	,	PUNCT
bracis-33632	293	70	a	a	DET
bracis-33632	293	71	shareable	shareable	ADJ
bracis-33632	293	72	link	link	NOUN
bracis-33632	293	73	is	be	AUX
bracis-33632	293	74	not	not	PART
bracis-33632	293	75	currently	currently	ADV
bracis-33632	293	76	available	available	ADJ
bracis-33632	293	77	for	for	ADP
bracis-33632	293	78	this	this	DET
bracis-33632	293	79	article	article	NOUN
bracis-33632	293	80	.	.	PUNCT
bracis-33632	294	1	copy	copy	VERB
bracis-33632	294	2	shareable	shareable	ADJ
bracis-33632	294	3	link	link	NOUN
bracis-33632	294	4	to	to	PART
bracis-33632	294	5	clipboard	clipboard	NOUN
bracis-33632	294	6	provided	provide	VERB
bracis-33632	294	7	by	by	ADP
bracis-33632	294	8	the	the	DET
bracis-33632	294	9	springer	springer	NOUN
bracis-33632	294	10	nature	nature	PROPN
bracis-33632	294	11	sharedit	sharedit	PROPN
bracis-33632	294	12	content	content	NOUN
bracis-33632	294	13	-	-	PUNCT
bracis-33632	294	14	sharing	share	VERB
bracis-33632	294	15	initiative	initiative	NOUN
bracis-33632	294	16	keywords	keyword	NOUN
bracis-33632	294	17	fairness	fairness	VERB
bracis-33632	294	18	score	score	NOUN
bracis-33632	294	19	-	-	PUNCT
bracis-33632	294	20	based	base	VERB
bracis-33632	294	21	ranking	ranking	ADJ
bracis-33632	294	22	marketplace	marketplace	NOUN
bracis-33632	294	23	buybox	buybox	NOUN
bracis-33632	294	24	simulation	simulation	NOUN
bracis-33632	294	25	publish	publish	VERB
bracis-33632	294	26	with	with	ADP
bracis-33632	294	27	us	us	PROPN
bracis-33632	294	28	policies	policy	NOUN
bracis-33632	294	29	and	and	CCONJ
bracis-33632	294	30	ethics	ethic	NOUN
bracis-33632	294	31	search	search	NOUN
bracis-33632	294	32	search	search	NOUN
bracis-33632	294	33	by	by	ADP
bracis-33632	294	34	keyword	keyword	NOUN
bracis-33632	294	35	or	or	CCONJ
bracis-33632	294	36	author	author	NOUN
bracis-33632	294	37	search	search	NOUN
bracis-33632	294	38	navigation	navigation	NOUN
bracis-33632	294	39	find	find	VERB
bracis-33632	294	40	a	a	DET
bracis-33632	294	41	journal	journal	NOUN
bracis-33632	294	42	publish	publish	VERB
bracis-33632	294	43	with	with	ADP
bracis-33632	294	44	us	we	PRON
bracis-33632	294	45	track	track	VERB
bracis-33632	294	46	your	your	PRON
bracis-33632	294	47	research	research	NOUN
bracis-33632	294	48	discover	discover	VERB
bracis-33632	294	49	content	content	NOUN
bracis-33632	294	50	journals	journal	NOUN
bracis-33632	294	51	a	a	DET
bracis-33632	294	52	-	-	PUNCT
bracis-33632	294	53	z	z	NOUN
bracis-33632	294	54	books	book	NOUN
bracis-33632	294	55	a	a	DET
bracis-33632	294	56	-	-	PUNCT
bracis-33632	294	57	z	z	NOUN
bracis-33632	294	58	publish	publish	NOUN
bracis-33632	294	59	with	with	ADP
bracis-33632	294	60	us	us	PROPN
bracis-33632	294	61	journal	journal	PROPN
bracis-33632	294	62	finder	finder	PROPN
bracis-33632	294	63	publish	publish	VERB
bracis-33632	294	64	your	your	PRON
bracis-33632	294	65	research	research	NOUN
bracis-33632	294	66	language	language	NOUN
bracis-33632	294	67	editing	edit	VERB
bracis-33632	294	68	open	open	ADJ
bracis-33632	294	69	access	access	NOUN
bracis-33632	294	70	publishing	publishing	NOUN
bracis-33632	294	71	products	product	NOUN
bracis-33632	294	72	and	and	CCONJ
bracis-33632	294	73	services	service	NOUN
bracis-33632	294	74	our	our	PRON
bracis-33632	294	75	products	product	NOUN
bracis-33632	294	76	librarians	librarian	VERB
bracis-33632	294	77	societies	society	NOUN
bracis-33632	294	78	partners	partner	NOUN
bracis-33632	294	79	and	and	CCONJ
bracis-33632	294	80	advertisers	advertiser	NOUN
bracis-33632	294	81	our	our	PRON
bracis-33632	294	82	brands	brand	NOUN
bracis-33632	294	83	springer	springer	NOUN
bracis-33632	294	84	nature	nature	PROPN
bracis-33632	294	85	portfolio	portfolio	PROPN
bracis-33632	294	86	bmc	bmc	PROPN
bracis-33632	294	87	palgrave	palgrave	PROPN
bracis-33632	294	88	macmillan	macmillan	PROPN
bracis-33632	294	89	apress	apress	PROPN
bracis-33632	294	90	discover	discover	VERB
bracis-33632	294	91	your	your	PRON
bracis-33632	294	92	privacy	privacy	NOUN
bracis-33632	294	93	choices	choice	NOUN
bracis-33632	294	94	/	/	SYM
bracis-33632	294	95	manage	manage	NOUN
bracis-33632	294	96	cookies	cookie	NOUN
bracis-33632	294	97	your	your	PRON
bracis-33632	294	98	us	us	PROPN
bracis-33632	295	1	state	state	NOUN
bracis-33632	295	2	privacy	privacy	NOUN
bracis-33632	295	3	rights	right	NOUN
bracis-33632	295	4	accessibility	accessibility	NOUN
bracis-33632	295	5	statement	statement	NOUN
bracis-33632	295	6	terms	term	NOUN
bracis-33632	295	7	and	and	CCONJ
bracis-33632	295	8	conditions	condition	NOUN
bracis-33632	295	9	privacy	privacy	NOUN
bracis-33632	295	10	policy	policy	NOUN
bracis-33632	295	11	help	help	NOUN
bracis-33632	295	12	and	and	CCONJ
bracis-33632	295	13	support	support	VERB
bracis-33632	295	14	legal	legal	ADJ
bracis-33632	295	15	notice	notice	NOUN
bracis-33632	295	16	cancel	cancel	VERB
bracis-33632	295	17	contracts	contract	NOUN
bracis-33632	295	18	here	here	ADV
bracis-33632	295	19	129.74.145.123	129.74.145.123	NUM
bracis-33632	295	20	hesburgh	hesburgh	PROPN
bracis-33632	295	21	library	library	PROPN
bracis-33632	295	22	er	er	INTJ
bracis-33632	295	23	unit	unit	NOUN
bracis-33632	295	24	(	(	PUNCT
bracis-33632	295	25	3005732405	3005732405	NUM
bracis-33632	295	26	)	)	PUNCT
bracis-33632	295	27	northeast	northeast	ADJ
bracis-33632	295	28	research	research	NOUN
bracis-33632	295	29	libraries	library	NOUN
bracis-33632	295	30	(	(	PUNCT
bracis-33632	295	31	nerl	nerl	PROPN
bracis-33632	295	32	)	)	PUNCT
bracis-33632	295	33	(	(	PUNCT
bracis-33632	295	34	8200828607	8200828607	NUM
bracis-33632	295	35	)	)	PUNCT
bracis-33632	295	36	nerl	nerl	VERB
bracis-33632	295	37	ta	ta	X
bracis-33632	295	38	account	account	NOUN
bracis-33632	295	39	(	(	PUNCT
bracis-33632	295	40	3006206169	3006206169	NUM
bracis-33632	295	41	)	)	PUNCT
bracis-33632	295	42	university	university	NOUN
bracis-33632	295	43	of	of	ADP
bracis-33632	295	44	notre	notre	PROPN
bracis-33632	295	45	dame	dame	PROPN
bracis-33632	295	46	hesburgh	hesburgh	PROPN
bracis-33632	295	47	library	library	NOUN
bracis-33632	295	48	(	(	PUNCT
bracis-33632	295	49	3000184373	3000184373	NUM
bracis-33632	295	50	)	)	PUNCT
bracis-33632	296	1	©	©	ADP
bracis-33632	296	2	2025	2025	NUM
bracis-33632	296	3	springer	springer	NOUN
bracis-33632	296	4	nature	nature	NOUN