Datasets:

bridge-benchmark-2026
/

BRIDGE

sentence_id int64 0 19.4k	text stringlengths 4 8.64k	bias_label stringclasses 3 values	source stringclasses 7 values	register stringclasses 2 values	era stringclasses 4 values	domain stringclasses 12 values
0	Two cops are having lunch at a McDonald's. Says one: "I shot a black guy today at 10 am." Asks the other: "Why at 10?"	harmful	Social Bias Frames	informal	contemporary	racial/cultural
1	"RT @Burmese_Tyga: Drake coulda atleast showed up for the video shoot for ""Closer""...Had our man Wizzy looking retarded tryna dance like Dra…"	harmful	Social Bias Frames	informal	contemporary	disability
2	Whats yellow,black and no one gives a shit about if it falls off a cliff? A bus full of black kids	harmful	Social Bias Frames	informal	contemporary	racial/cultural
3	The gym seems just as shitty as the mentally ill white guy. Who let's their students start beating someone after the bell then chase them around the gym throwing kicks. Also choking him out while they yell to let go... Shame	harmful	Social Bias Frames	informal	contemporary	racial/cultural
4	Any CERNcels here need to figure out how to make a black hole and just end it	harmful	Social Bias Frames	informal	contemporary	racial/cultural
5	I like my eggs like I like my women. Brown, kidnapped and beaten to death.	harmful	Social Bias Frames	informal	contemporary	gender
6	The best part about being blind “Officer I swear she sounded legal!”	harmful	Social Bias Frames	informal	contemporary	disability
7	Why did the vasectomist get kicked out of medical school? He didn’t make the cut	harmless	Social Bias Frames	informal	contemporary	no bias
8	Responded to a post about gender bias in BBQing (yes, really) and got banned from /r/feminism.	harmless	Social Bias Frames	informal	contemporary	no bias
9	Why are black guys good at basketball? The purpose is to run, shoot, and steal.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
10	Surveying gender is easy because there's only male and female.	harmful	Social Bias Frames	informal	contemporary	gender
11	Roses are red There is child sperm on my shelf, I want to kill myself.	harmful	Social Bias Frames	informal	contemporary	age
12	I don't understand why you take everything as a racial comment!	harmless	Social Bias Frames	informal	contemporary	no bias
13	what happened when the black man bought a car ? he woke up .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
14	Because of fucking inane male opinions like this one. @hectasticcc Why are girls just mad at the world for no reason? #notsexist	harmful	Social Bias Frames	informal	contemporary	gender
15	as a minority , i find it hard to date white girls . not because they do n't find me attractive but because i 'm not related to them .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
16	Should women be held accountable by their children for causing birth defects by drinking, smoking, or doing drugs?	harmful	Social Bias Frames	informal	contemporary	gender
17	What do you call four black guys on a stage The Auction	harmful	Social Bias Frames	informal	contemporary	racial/cultural
18	you wanna hear a joke ? black lives matter	harmful	Social Bias Frames	informal	contemporary	racial/cultural
19	I never really thought about it before but I guess bicycling is primarily a white activity , kind of like sunbathing , going swimming , playing golf , tennis , attending a social function without a brawl taking place , not smelling like a wild animal in the locker room after a hard workout , and speaking proper English...	harmful	Social Bias Frames	informal	contemporary	racial/cultural
20	Can a woman seek publicity online without becoming a thot?	harmful	Social Bias Frames	informal	contemporary	gender
21	I was going through some old stuff, and... I found a load of old porn DVDs that had been in the loft for years and as I was going through them I couldn't help thinking to myself, 'Fuck me, some of these girls will be teenagers now.'	harmful	Social Bias Frames	informal	contemporary	age
22	Why was six afraid of seven? Because seven was black.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
23	White people were so poorly educated back then, they used to call black people "Those dirty negroes" all the time. As they got better education, they learned what pleonasm was.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
24	Last night, I was playing Fortnite and told my American buddies to meet up at the shooting range... but they all landed at the school	harmful	Social Bias Frames	informal	contemporary	education
25	I’m not racist Racism implies that I think that one race is superior to others, when really you’re all equally worthless. Especially the blacks, they’re twice as worthless.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
26	what do black guys have that is twice the size of white men , and expands upon contact with a woman ? a criminal record .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
27	Why do gay couples starve? There’s no woman in the kitchen	harmful	Social Bias Frames	informal	contemporary	gender
28	Whats the diffrence between Hitler and Usain Bolt? Usain Bolt can finish a race.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
29	my child wont be have to ask when daddy coming to pick me up cause daddy will be in the master room ignoring mommy annoying ass	harmless	Social Bias Frames	informal	contemporary	no bias
30	what 's the difference between a black man and a tire . there 's none . once you put chain on them they start signing .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
31	"I'm not sexist, I just become instantly virulent against women who accuse me of sexism."	harmful	Social Bias Frames	informal	contemporary	gender
32	19th January 1649 Parliamentary Puritans begin the trial of Charles I he refuses to recognise the court	harmless	Social Bias Frames	informal	contemporary	no bias
33	IM NOT RACIST Racism is a crime, and crime is for black people.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
34	why are the japanese so skinny ? it did n't end very well for them the last time a fat man was in their country .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
35	What's the difference between Michael Jackson and a grocery bag? Ones white, made of plastic, and is dangerous for kids to play with the other you can use to carry your groceries in.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
36	Have you ever noticed how the second the lack of male-reproductive rights are brought up, Abstinence-only suddenly becomes a legitimate argument?	antibias	Social Bias Frames	informal	contemporary	gender
37	Linkin Park Chester Bennington had 6 children! Guess he must have been well hung.	harmless	Social Bias Frames	informal	contemporary	no bias
38	His white male privilege seemingly offsets his Muslim diversity points, leaving this a tricky case for The SF cognoscenti to categorize	harmful	Social Bias Frames	informal	contemporary	racial/cultural
39	the mannequin challenge is n't anything new . black people have been standing around doing nothing for years .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
40	"Just work on being humorous and you can compensate for your looks" -Moron The actual reality is that the more attractive you are, the easier you'll get laughs - for the same reason men laugh at attractive women who aren't funny.	harmful	Social Bias Frames	informal	contemporary	gender
41	What should a women do to get longer lashes? Show a bit of ankle in Saudi Arabia	harmful	Social Bias Frames	informal	contemporary	racial/cultural
42	you can actually buy a book called islam for dummies . <repeat> . <repeat> r as it 's more commonly known , the quran . _ <elong> credits : r / sickipedia	harmful	Social Bias Frames	informal	contemporary	religion
43	What have Dads and Pizza in common? If it’s black, there won’t be something to eat.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
44	A stupid double standard... Women bitch and moan about how guys aren't old fashioned 50's soda shop romantics, yet, the neckbeards out there base their lifestyle on chilvary and serving the m'ladies.	harmful	Social Bias Frames	informal	contemporary	gender
45	Hey momofsix .. to have six kids is a great gift that you have given our race and for that i thank you they are lucky to have such awesome parents as you two	harmless	Social Bias Frames	informal	contemporary	no bias
46	daily dose of dark jokes <hashtag> <number> ( <number> / <number> / <number> ) what 's white on top and black on the bottom society .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
47	@mikecheck_123 the favorite drink of white trash everywhere....	harmful	Social Bias Frames	informal	contemporary	racial/cultural
48	Our country is so GENEROUS, some would SACRIFICE our own PEOPLE for the WELFARE of non-Americans.	harmless	Social Bias Frames	informal	contemporary	no bias
49	My doctor gave me melatonin to help me sleep. So if melatonin makes you sleepy, is that why black people are always late? Becuase they like, already have it in their skin?	harmful	Social Bias Frames	informal	contemporary	racial/cultural
50	The auto mod is black You make a joke about black people and they instantly kill the comment like blacks don't kill enough things already, now they got to kill darkjokes	harmful	Social Bias Frames	informal	contemporary	racial/cultural
51	Trump is literally the truth of sarcasm. He's being sarcastic the whole time only he isn't being sarcastic? Man he's strange	harmless	Social Bias Frames	informal	contemporary	no bias
52	Here,majority of the votes always favours the elites in the first place because they are the ones that picks candidates for us to vote	harmful	Social Bias Frames	informal	contemporary	political
53	"""New choppa i named blood, i bought it off a opp. Custodian after school, walkin wit a mop. Earl Manigault i can knock a quarter off'a top"""	harmless	Social Bias Frames	informal	contemporary	no bias
54	"RT @OMGitsIanBruce: Isn't that a fucked up point of reference? ""Just have faith in God, he is somewhere!!!"" Nigga, where?"	harmless	Social Bias Frames	informal	contemporary	no bias
55	today , i saw a story about a children 's doctor who likes to do magic for those in the hospital . he 's really good . he made a couple kids hair disappear .	harmless	Social Bias Frames	informal	contemporary	no bias
56	When you fart next to your Jewish friend. -A little gas never hurt nobody. -Oh wait!	harmful	Social Bias Frames	informal	contemporary	religion
57	2/2 or they get eradicated by conservative counties that push them to the Atlantic or Pacific Ocean.	harmful	Social Bias Frames	informal	contemporary	political
58	"""Shaply"" - @King_Rockhammer 2017. When you combine 'Shane' and 'reply' because you're fucking retarded like me."	harmful	Social Bias Frames	informal	contemporary	disability
59	Why do Black people only have nightmares? Because the one with a dream got shot	harmful	Social Bias Frames	informal	contemporary	racial/cultural
60	"#BREAKING Police seize ballot boxes at Catalan polling stations: official" --AFP	harmful	Social Bias Frames	informal	contemporary	criminal justice
61	no bias	harmful	Social Bias Frames	informal	contemporary	gender
62	"Male directors only make movies so that they can fantasize over women."	harmful	Social Bias Frames	informal	contemporary	gender
63	I question the mental stability of any man that refers to his penis as “Mr Famous”.	harmful	Social Bias Frames	informal	contemporary	gender
64	Gozo has eyes &; ears &; remembers what went on infront of the ministry in Gozo. 1 man inquiries do not reveal stories #falz @JosephMuscat_JM	harmless	Social Bias Frames	informal	contemporary	no bias
65	"Personality" I just want to get a bat and bludgeon the face of the next female that utters this word.	harmful	Social Bias Frames	informal	contemporary	gender
66	Why did the guitar teacher get fired? He fingered a minor	harmful	Social Bias Frames	informal	contemporary	age
67	how did the jewish kid cheat on his math test ? he used the numbers on his arm .	harmful	Social Bias Frames	informal	contemporary	religion
68	Why does everyone at school make fun of the crippled kid? He can’t stand up for himself.	harmful	Social Bias Frames	informal	contemporary	disability
69	[X-Post]/r/TwoX : Woman faces harsh reality that it is women who shit on other women.	harmful	Social Bias Frames	informal	contemporary	gender
70	If you see a black person stumbling across town with a tv, don't laugh. It could be your slave.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
71	Your retarded.	harmful	Social Bias Frames	informal	contemporary	disability
72	well, i have been working on something for self defense in one of those situations in which guns have been confiscated. essentially , training with sledgehammer and axe in a shtf moment going old school barbarian might be one 's only hope .	harmless	Social Bias Frames	informal	contemporary	no bias
73	A man went into a library and asked if there was a book on how to kill yourself The librarian said “Fuck off you won’t bring it back”	harmless	Social Bias Frames	informal	contemporary	no bias
74	Trump should just save everyone the hassle and move the White House to Israel.	harmful	Social Bias Frames	informal	contemporary	political
75	What do you call an expensive Jewish prostitute? A holla cost	harmful	Social Bias Frames	informal	contemporary	religion
76	"What makes a man basic to you"- "He goes to the gym/likes lifting"	harmful	Social Bias Frames	informal	contemporary	gender
77	i like my women like my wine aged <number> years and stored in the cellar	harmful	Social Bias Frames	informal	contemporary	gender
78	forming one little place ... a village or a small community that is purely White and that no other race can enter or interact with unless it has majority consent .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
79	Reverse Gender Income Gap - Female Models Make Significantly More Than Male Models • (x-post /r/dataisbeautiful)	harmful	Social Bias Frames	informal	contemporary	gender
80	Women dont even know you exist They only have eyes for chad, srs.	harmful	Social Bias Frames	informal	contemporary	gender
81	It seems to mean anything that involves some place where the true white brit can meet and enjoy themselves is gradualy being shut or knocked down probably replace them with mosques .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
82	r/Canada rationalizing and excusing the actions of a mother who threw her baby in a dumpster.	harmless	Social Bias Frames	informal	contemporary	no bias
83	I like my women like I like my wine 7 years old and locked in my cellar	harmful	Social Bias Frames	informal	contemporary	gender
84	What do you call a non violent black person ? Mixed race	harmful	Social Bias Frames	informal	contemporary	racial/cultural
85	I find it amusing that in the "worst male/female double standards" askreddit thread, the top 10 comments at least all pertain to men's issues.	harmless	Social Bias Frames	informal	contemporary	no bias
86	Newly-confirmed Department of Homeland Security Secretary Kirstjen Nielsen says ICE officers will "no longer look the other way" when encountering "other immigration offenders" while in pursuit of "criminal aliens.	harmful	Social Bias Frames	informal	contemporary	criminal justice
87	An interesting discussion on a one-sided need to teach men to satisfy women	harmful	Social Bias Frames	informal	contemporary	gender
88	is it called " black friday " because people act like they 're rioting ?	harmful	Social Bias Frames	informal	contemporary	racial/cultural
89	Advance Auto Parts on their store poster features a black male and white female counter clerks.One of the most widespread examples of race mixing is your local and national news anchor teams , almost always a black male and white female .	harmless	Social Bias Frames	informal	contemporary	no bias
90	After I was abducted by the aliens, I begged and pleaded with them not to butt-probe me. But it was no use. Diego and Jose shoved the cocaine up my arse and sent me back over the border.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
91	But something definitely needs to be corrected like I said besides War because the poor needs help as well money spent on stupid stuff could easily end poverty because it's them and the middle class suffering the worst	harmful	Social Bias Frames	informal	contemporary	economic
92	I hate my darling child noah because now I'm plagued by thoughts of severian on a fuck machine and I FUCKING DIED OUT OF FOOLISHNESS	harmless	Social Bias Frames	informal	contemporary	no bias
93	You can't be black. You listen to Rock Music.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
94	God the women around me are talking about tits and chads I cant handle this shit...	harmful	Social Bias Frames	informal	contemporary	gender
95	if you donate just <number> pound a month . . . you can help us make another advert with sad looking african children in it .	harmful	Social Bias Frames	informal	contemporary	racial/cultural
96	That moment when the crackers hang the black guy... And the autistic Mexican kid thinks he's a piñata	harmful	Social Bias Frames	informal	contemporary	racial/cultural
97	Why does ‘black’ always lose in chess? A black king can’t live for long.	harmful	Social Bias Frames	informal	contemporary	racial/cultural
98	What's the best part of sex with a five year old? Watching them break down on the witness stand	harmful	Social Bias Frames	informal	contemporary	age
99	math teacher always drawling with all this fucking homework wtf	harmless	Social Bias Frames	informal	contemporary	no bias

End of preview. Expand in Data Studio

BRIDGE: Bias Register-Integrated Dataset for Generalized Evaluation (Anonymous Submission)

Dataset Description

BRIDGE is a 3-way classification benchmark for policy-analysis style text, where each example is labeled as harmful, harmless, or antibias. The dataset is designed to test whether models can distinguish harmful framing, explicit anti-bias language, and neutral procedural text across different source types, eras, and registers.

This card is written for an anonymous NeurIPS 2026 Evaluations & Datasets submission and intentionally omits any author and institution information.

The released Parquet contains 19,421 English examples.

Supported Tasks and Leaderboards

Task: Three-way bias classification on policy and policy-adjacent excerpts
Metrics: Accuracy, macro F1, precision, recall
Evaluation views: Overall scores plus breakdowns by register, era, source, and bias_label
Leaderboard: No public leaderboard is bundled in this repository; the dataset is intended for offline evaluation and analysis

Languages

English

Dataset Structure

Data Fields

sentence_id (string): Unique sequential identifier
text (string): The excerpt to classify
bias_label (string): Primary label, one of harmful, harmless, or antibias
source (string): Canonical source family
register (string): formal or informal
era (string): Source-era bucket such as modern, contemporary, pre-1965, or 1930s-1970s
domain (string): Main domain type label for the main bias text

Data Splits

This release is provided as a single benchmark set rather than a train/validation/test package.

Split	# Examples
final benchmark	19,421

High-Level Composition

Bias label	Count
harmful	7,799
no bias	6,400
anti bias	5,222

Register	Count
formal	14,410
informal	5,011

Source family	Count	Original license
Pile of Law	8,097	CC BY-SA 4.0
Social Bias Frames	5,011	CC BY 4.0
On the Books: Jim Crow Laws	2,313	CC BY-NC-SA 4.0
Mapping Inequality: Redlining	1,519	CC BY-NC-SA 4.0
GovReport Summarization	1,134	CC0
Comparative Agendas Project (CAP)	1,110	CC BY-NC-SA 4.0
LSC Eviction Laws Database	237	CC0

Considerations for Using the Data

Limitations

The dataset mixes legal, policy, government, and social-media style text, so performance may vary by genre.
Labels were harmonized from multiple upstream sources, so some annotation noise and label drift are possible.
The label distribution is not perfectly balanced.
Some examples contain offensive or harmful language.
The dataset is best used for evaluation and robustness analysis, not as a standalone measure of fairness.

Licensing Information

BRIDGE is a composite dataset built from multiple upstream sources, and therefore is released as a license-preserving aggregated benchmark. The benchmark contains source-derived text from datasets released under multiple licenses, including CC BY-SA 4.0, CC BY 4.0, CC BY-NC-SA 4.0, and CC0. We therefore do not apply a single overriding license to all source-derived text. Each example includes source attribution and source-level license metadata, and source-derived text remains governed by its original source license. Newly created BRIDGE annotations, labels, metadata, prompts, and evaluation code are released under CC BY-NC-SA 4.0 unless otherwise noted. Users are responsible for complying with the license associated with each example.

Citation

[CITATION WITHHELD FOR ANONYMOUS REVIEW]

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