notesum.ai

Published at November 4

cs.LG

cs.AI

cs.CY

68T37, 60H30, 68W40

I.6.4; I.5.2

Released Date: November 4, 2024

Authors: Johannes Himmelreich¹, Arbie Hsu², Kristian Lum³, Ellen Veomett²

Aff.: ¹Syracuse University; ²University of San Francisco; ³University of Chicago

Dataset	Subgroup	Subgroup Category	n	$m(G)$
adult	(White, Male, 50’s)	[race, sex, age_cat]	4256	0.8020050125313280
bank	<=24	age_cat	809	0.7766790276060980
compas	(Male, Native American, 25 - 45)	[sex, race, age_cat]	6	0.9444444444444450
compas_violent	(Female, African-American, $<$ 25)	[sex, race, age_cat]	95	0.9929824561403510
creditg	(male div/sep, male, <=25)	[personal_status, sex, age_cat]	2	0.6666666666666670
default_credit	(male, 40’s)	[sex, age_cat]	2771	0.8078912546613740
heart_disease	(female, >54)	[sex, age_cat]	103	0.9158576051779940
meps19	(White, 80’s, female)	[RACE, age_cat, SEX]	184	0.947463768115942
meps20	(Non-White, 80’s, female)	[RACE, age_cat, SEX]	146	0.9474885844748860
meps21	(Non-White, 80’s, female)	[RACE, age_cat, SEX]	142	0.9577464788732400
nlsy	(Female, <18, GREEK)	[gender, age_cat, race]	2	0.666666666666667
nursery	great_pret	parents	4320	0.8922839506172840
ricci	W	race	68	0.9901960784313730
student_math	(M, <18)	[sex, age_cat]	134	0.9676616915422890
student_por	(M, >=18)	[sex, age_cat]	73	0.9406392694063930
tae	1.0	whether_of_not _the_ta_is_a_native _english_speaker	29	0.8045977011494250
titanic	(female, 60’s)	[sex, age_cat]	10	0.9666666666666670
us_crime	TRUE	blackgt6pct	970	0.9663230240549830