Datasets:
ID
stringlengths 6
13
| Text
stringlengths 10
998
| United_States_Hate
float64 0
1
| Australia_Hate
float64 0
1
| United_Kingdom_Hate
float64 0
1
| South_Africa_Hate
float64 0
1
| Singapore_Hate
float64 0
1
| SBIC_ID
float64 0
4.69k
⌀ |
|---|---|---|---|---|---|---|---|
SBIC-0 | if you make a fact filled book or book of lies about the clintons your gonna just end up another number on the clinton body count. | 0 | 0 | 0 | 0 | 0 | 0 |
SBIC-1 | Jason Donner:
FBI Deputy Director Andrew McCabe has now been meeting with the House Intel Committee behind closed doors for more than seven hours. | 0 | 0 | 0 | 0 | 0 | 2 |
SBIC-2 | """Almost called you to ask if you were okay... u were eating A LOT of food on your IG story yday. Are you going through things?"" Wow thx 😐😂" | 0 | 0 | 0 | 0 | 0 | 7 |
SBIC-3 | """Blanny loves it when I call her that... You can tell from the angrily blushes and explicit language. That's how you know, hmhmhmhm~""" | 0 | 0 | 0 | 0 | 0 | 8 |
SBIC-4 | """Boys convince themselves they are a man by drinking lots of beer and having a vagina nearby to stick themselves into."" FUCKING NAILED IT" | 1 | 1 | 1 | 1 | 0 | 9 |
SBIC-5 | """Don't worry, don't be afraid -- ever -- because... this is just a ride!"" _Bill Hicks" | 0 | 0 | 0 | 0 | 0 | 10 |
SBIC-6 | """i've got these fucking barney rubbles in my mentions""" | 0 | 0 | 0 | 0 | 0 | 26 |
SBIC-7 | ".@USER It showed gossip network users got news or headlines from those networks, that's not ""their news.""" | 0 | 0 | 0 | 0 | 0 | 28 |
SBIC-8 | "@USER: Females think dating a pussy is cute now? URL" how does doing this stuff make him a pussy? | 1 | 0 | 0 | 1 | 1 | 31 |
SBIC-9 | "@USER: Have you ever been threatened with rape by a woman? #QuestionsForMen" Yes. Many times, but ONLY by feminist women. | 1 | 1 | 1 | 1 | 1 | 34 |
SBIC-10 | "@USER @USER +don't forget to grab your coupons to Big Belly Burger on your way out.""" | 0 | 0 | 0 | 0 | 0 | 36 |
SBIC-11 | "@USER Pepsi is not alone, may be they are more direct but all of them turn politics into ""cool"" product then sell it for profit" | 0 | 0 | 0 | 0 | 0 | 37 |
SBIC-12 | "@USER @USER Bill O""Reilly did nothing wrong, says the Donald He probably just grabbed some pussy Like a president!" | 0 | 0 | 0 | 1 | 1 | 45 |
SBIC-13 | "@USER: bitches can't cook but know how to suck dick .." s/o to the ones that can do both! | 1 | 1 | 1 | 1 | 0 | 47 |
SBIC-14 | "@USER: Sad knowing that most hoes won't fuck with you bc you ain't got stacks." wait till friday | 1 | 1 | 0 | 1 | 1 | 51 |
SBIC-15 | "@USER No.. that's me laughing at your desperate attempts to ""explain-away"" people that don't believe/accept your cult's bullshit" | 1 | 1 | 0 | 0 | 0 | 58 |
SBIC-16 | "@USER I know it's easy to think names as first+last, but ""you can't create a lead without a last name"" ignores real world names." | 0 | 0 | 0 | 0 | 0 | 64 |
SBIC-17 | "@USER i deadass just hear hobi saying ""park jimin"" honestly this could be a play in our ears lmao" | 0 | 0 | 0 | 0 | 0 | 65 |
SBIC-18 | "As we loaded on the shuttle, our gate agent ran by our tarmac shuttle yelling ""where is the white plains plane parked?"" #lowconfidence" | 0 | 0 | 0 | 0 | 0 | 67 |
SBIC-19 | "Before we ""PRAY FOR SYRIA"" and their fake crisis, can we ""PRAY FOR CHICAGO"" and their real crisis of murdered children⁉️⁉️" | 0 | 1 | 1 | 1 | 1 | 69 |
SBIC-20 | "Bylsma on Justin Bailey: ""He did quite well up here, and the challenge is sustaining that. Saw dips and inconsistencies in his game.""" | 0 | 0 | 0 | 0 | 0 | 71 |
SBIC-21 | "Edgy" means u get 2 complain about how persecuted you are for saying horrible things while u continue 2 face no consequences 4 saying them. | 0 | 0 | 0 | 0 | 0 | 75 |
SBIC-22 | "Fat acceptance" is absolutely degeneracy of the highest order, and during the Fourth Reich, there will be compulsory calisthenics. | 1 | 1 | 1 | 1 | 1 | 77 |
SBIC-23 | "From 1480 to 1913 European Queens waged far more wars that European Kings" [xpost: r/history] | 0 | 0 | 0 | 0 | 0 | 79 |
SBIC-24 | "Google Home to me this morning: ""Just remember, it is April 1st, so there are many people out to fool you today. Stay vigilant."" 😂😂😂😂" | 0 | 0 | 0 | 0 | 0 | 81 |
SBIC-25 | "How can I help if she doesn't even try to explain what's ""the help"" she need & let me translate her needs from screenshot of WhatsApp convo?" | 0 | 0 | 0 | 0 | 0 | 83 |
SBIC-26 | "Is that an albino Mexican?"
"No dad, he's Asian." | 1 | 1 | 1 | 0 | 1 | 96 |
SBIC-27 | "Libyan government to investigate slave auctions in which African migrants are sold to the highest bidder"
How come they're selling them in Libya when they're giving them to Europe for free? | 1 | 1 | 1 | 1 | 0 | 99 |
SBIC-28 | "Madam, your son just called me ugly!" The mother apologizes shamefacedly, "I'm so sorry, I must have told him like a thousand times it is wrong to judge people just from how they look..." | 0 | 0 | 0 | 0 | 0 | 101 |
SBIC-29 | "Niggas don't lie, our ugly friend put up a pic we just gon write ""nigga u ugly"" under it" | 1 | 1 | 1 | 0 | 1 | 106 |
SBIC-30 | "One man's trash is another man's treasure" Wonderful saying, horrible way to find out that you were adopted. | 0 | 0 | 0 | 1 | 0 | 107 |
SBIC-31 | "Personality"
I just want to get a bat and bludgeon the face of the next female that utters this word. | 1 | 1 | 1 | 1 | 1 | 108 |
SBIC-32 | "RT @USER: (Haters): Please name a rapper from Austin who has ""Valid"" numbers like these... can't? 🤔Okay, shut the fuck up and…" | 0 | 0 | 0 | 0 | 1 | 118 |
SBIC-33 | "RT @USER: ""na boo you just be fucking with the wrong niggas"" - a wronger nigga" | 0 | 0 | 0 | 0 | 0 | 123 |
SBIC-34 | "RT @USER: Muslims in Germany chant""Adolf Hitler""&""death to Jews""as they Nazi salute. Ironically side fighting this hate in U.…" | 1 | 1 | 1 | 1 | 1 | 127 |
SBIC-35 | "RT @USER: .@USER to @USER ""Suck my dick. Suck my dick. Suck my dick you fucking prick"" #gayporn @USER…" | 0 | 0 | 0 | 1 | 1 | 131 |
SBIC-36 | "Red Pill" cuck gets used for money on a date, writes a field report on it lmfao | 0 | 0 | 1 | 0 | 1 | 132 |
SBIC-37 | "Snigger" -> "Laughrican American" | 1 | 1 | 1 | 1 | 1 | 136 |
SBIC-38 | "The ""White Helmets"" have done plenty of proven hoaxes in the past. Why would this event be any different?" | 0 | 0 | 1 | 1 | 1 | 141 |
SBIC-39 | "Why people think gay marriage is okay is beyond me. Sorry I don't want my future son seeing 2 fags walking down the street holding hands an | 1 | 1 | 1 | 1 | 1 | 150 |
SBIC-40 | "he is attractive but not my type"
u hear this saying a lot from females in the show 'dating in the dark'
ie: he is ugly but i don't want to look shallow because im a coward piece of shit | 0 | 0 | 0 | 0 | 0 | 156 |
SBIC-41 | "i can't stand these ""grown"" ass females 🤦🏽♀️🤦🏽♀️ how you "" grown "" but childish as hell ?! 😩😂🤦🏽♀️🤦🏽♀️" | 1 | 0 | 1 | 0 | 1 | 158 |
SBIC-42 | "i feel bad for intentionally mishearing this part in park bo gum's song (but i swear on me mum it sounded like ""chinko"" IM SORRY)" | 0 | 1 | 1 | 0 | 0 | 159 |
SBIC-43 | "if i wasnt in a work place id deck you" aye fucking right, I'd give you a tyson 4 combo nd end you with an uppercut. Shut the fuck up bitch | 1 | 0 | 0 | 0 | 1 | 161 |
SBIC-44 | "imagine having such a pathetic relationship with christ that'd you would ""consider"" paganism @USER" | 0 | 1 | 0 | 0 | 1 | 162 |
SBIC-45 | "just don't" = the sum total of your unconscious biases @USER I'm not sexist but I just dont like female singers haha | 1 | 1 | 1 | 0 | 0 | 163 |
SBIC-46 | "most ugly men are ugly on the inside too" | 1 | 0 | 0 | 1 | 1 | 165 |
SBIC-47 | #000000 this sub has only gone downhill since scrooge left, but i can't blame him.
nigger | 1 | 1 | 1 | 0 | 1 | 172 |
SBIC-48 | #Ascendant / #MediumCoeli for Budapest, H for now (16h28m02s UT): 06°51'22.7'' #Libra (AC) / 08°30'57.6'' #Cancer (MC) | 0 | 0 | 0 | 0 | 0 | 178 |
SBIC-49 | #Hyères #footjob throat #sexo #uniforms #planq #incall #chatroom blowjob #kikhorny #dirty URL | 0 | 0 | 0 | 0 | 0 | 187 |
SBIC-50 | #YesAllWomen because my mother hoped I would inherit a better world than this | 0 | 0 | 0 | 0 | 0 | 200 |
SBIC-51 | #cabinetreshuffle fricking hell Melusi Gigaba for finance minister???????? @USER @USER I'm shell shocked | 0 | 0 | 0 | 0 | 0 | 201 |
SBIC-52 | #faggots are MERELY a #scientific indicator that SOMETHING IS WRONG> Do not celebrate as "unique indiviuals" for they are #cancer> | 1 | 1 | 1 | 1 | 1 | 202 |
SBIC-53 | #followfriday time! You guys are so so awesome!! Thanks for the support 😊 #GamersUnite @USER @USER | 0 | 0 | 0 | 0 | 0 | 203 |
SBIC-54 | “@USER: done w. All these fuck niggas 😪😂 snip snip hoe ✌️✂️” stfu | 1 | 1 | 1 | 1 | 1 | 215 |
SBIC-55 | “@USER: Throwing lamps at bitches who need to lighten up.” True dat | 1 | 0 | 0 | 0 | 1 | 217 |
SBIC-56 | “@USER: If Jennifer Hudson can lose weight anybody can you fat ass hoes!!!”😂😂😂😂 | 1 | 0 | 0 | 1 | 1 | 219 |
SBIC-57 | “@USER: I'm 2 much for these niggas and 3 much for these hoes 💁” | 1 | 1 | 1 | 0 | 1 | 221 |
SBIC-58 | “@USER: @USER would love the Parkside sport girls, dressed like Kobe all day everyday!” Let me see 1 of them hoes | 0 | 0 | 1 | 1 | 0 | 222 |
SBIC-59 | “@USER: That one friend who you greet with an insult.” @USER @USER niggers | 1 | 1 | 1 | 1 | 0 | 223 |
SBIC-60 | “@USER: When hoes feel like their photo didnt get enough favorites URL; | 0 | 1 | 0 | 0 | 0 | 224 |
SBIC-61 | “@USER: If you got netflix watch fresh that hoe live” from now on my name is Chuck E I'm not chuckie no more 😂😂😂 | 0 | 0 | 0 | 0 | 0 | 226 |
SBIC-62 | >tfw even if you woke up as Chad and you wouldn't feel any different because years of psychological damage at the hands of female human organisms has permanently made you the way you are mentally | 1 | 1 | 1 | 0 | 0 | 230 |
SBIC-63 | <--- number of femoids who would rather die than spend more than 5 seconds with an incel | 1 | 1 | 1 | 1 | 1 | 232 |
SBIC-64 | 'As long as we never make another mistake the left will let us speak'
Good luck with that, altlite fags. | 1 | 1 | 1 | 1 | 0 | 233 |
SBIC-65 | 'Build the wall deport em all (not just illegals)' | 1 | 1 | 1 | 1 | 1 | 234 |
SBIC-66 | (If I owe you a reply please forgive me. I can't find them! It will take me a bit of time to go through my mentions.) | 0 | 0 | 0 | 0 | 0 | 236 |
SBIC-67 | (In America) Men get circumcised but women don't
Maybe if we started cutting off their clits they'd be less likely to whore away their youth | 1 | 1 | 1 | 1 | 1 | 237 |
SBIC-68 | (Stolen) A black woman calls her 5 kids Tyrone. How can she tell them apart?
By their last names | 1 | 1 | 1 | 1 | 1 | 239 |
SBIC-69 | *Does backflip* THISSSSSSSS!!! RT @USER: You niggas switch up your opinions like faggots | 1 | 1 | 1 | 1 | 0 | 244 |
SBIC-70 | *Goes to store* A box of condoms, please.
That’ll be 3,99. Do you want a bag with it?
Nah I’m OK. She’s actually quite pretty. | 0 | 0 | 0 | 0 | 0 | 245 |
SBIC-71 | *Has upset stomach*
*Smokes j of Blue Dream*
*Doesn't have upset stomach*
Funny how that works. | 0 | 0 | 0 | 0 | 0 | 246 |
SBIC-72 | *No jews were harmed in the making of the holocaust. | 1 | 1 | 1 | 1 | 1 | 247 |
SBIC-73 | *gasps* You've NEVER had taiyaki* before? You're not really Japanese! | 0 | 0 | 0 | 0 | 0 | 248 |
SBIC-74 | *jumps up and down because I cannot wait to get to it and for @USER to destroy me emotionally* | 0 | 0 | 0 | 0 | 0 | 249 |
SBIC-75 | *most boys @USER I'm not sexist but all the internet does is show that most girls don't know how to form their own opinions. | 1 | 1 | 1 | 1 | 1 | 250 |
SBIC-76 | .@USER Realized then that selfish hypocrisy is the crux of modern feminism, not equality. | 1 | 1 | 0 | 0 | 0 | 257 |
SBIC-77 | .@USER really does talk like a buck nigger | 1 | 1 | 1 | 1 | 1 | 258 |
SBIC-78 | .@USER there will not be comment section so people comment i want to see reviews so i feel people are watching liking chandrakanta or not | 0 | 0 | 0 | 0 | 0 | 259 |
SBIC-79 | 12 Computer Technicians Share The Weirdest Thing Theyve Found On A Customers Computer. URL | 0 | 0 | 0 | 0 | 0 | 278 |
SBIC-80 | 135 Billion dollars a year due to Illegal Aliens .....NO MORE IMMIGRATION.....PERIOD....WE ARE FULL ! | 0 | 1 | 1 | 1 | 1 | 283 |
SBIC-81 | 2 condoms walk by a gay bar The other one looks at the other and asks "Hey, you wanna go get shitfaced?" | 1 | 1 | 0 | 1 | 1 | 292 |
SBIC-82 | 2018 Democrat Strategy:
Lie about Conservative Candidates
Dredge up paid examples of lies
Flood advertising with these lies and liars
Bring unqualified voters to the polls by the busload
Program voting machines to register "Democrat" at least 1.5:1 ratio
Destroy votes immediately after election | 0 | 1 | 1 | 0 | 0 | 295 |
SBIC-83 | 28. We see all the budding possibilities and are excited to be accepted by such a wonderful and perfect person. #YingAndYang | 0 | 0 | 0 | 0 | 0 | 297 |
SBIC-84 | 4) safety gloves. It's time we start calling out the hypocrisy and end our coddling of religion. No more tax breaks for churches. No more | 0 | 0 | 0 | 0 | 1 | 299 |
SBIC-85 | 4chan will find out the truth about the shooter before our government does. | 0 | 0 | 0 | 0 | 0 | 301 |
SBIC-86 | 9/11 jokes always seem good in the beginning But then they come crashing down | 0 | 0 | 0 | 0 | 1 | 307 |
SBIC-87 | 9/11 was a very sad day... I lost 500$ betting on which building would fall down first. | 0 | 0 | 0 | 0 | 0 | 308 |
SBIC-88 | 9/11 was an inside job I mean why else would you only put one tower to replace two, there's no way that Trump could hit two targets in one go | 0 | 0 | 0 | 0 | 0 | 309 |
SBIC-89 | :D @USER Dudes who go to culinary school: #why #findawife #notsexist :) | 0 | 0 | 0 | 0 | 1 | 313 |
SBIC-90 | <url> [ removed ] | 0 | 0 | 0 | 0 | 0 | 315 |
SBIC-91 | > Because in my family my mom would have supported me getting a new dress and would have made my sister pay for it (as she should) Love this idea. | 0 | 0 | 0 | 0 | 0 | 316 |
SBIC-92 | @USER too bad hes a faggot | 1 | 1 | 1 | 1 | 0 | 320 |
SBIC-93 | @USER yeah that niggah played good, lowkey i wanted brazil to win | 0 | 1 | 1 | 0 | 1 | 321 |
SBIC-94 | @USER @USER No he didn't. He said that at one rally. So at no point do we blame the people who acted out. | 0 | 0 | 0 | 0 | 0 | 322 |
SBIC-95 | @USER Yes because the person we voted for is keeping his promises, in spite of the lefts resistance! # MAGA. today and 2020 | 0 | 0 | 0 | 0 | 0 | 325 |
SBIC-96 | @USER I don't really do twitter JA 2 emotio wen the countdown of letters goes from 1left to a negative &then… URL | 0 | 0 | 0 | 0 | 0 | 329 |
SBIC-97 | @USER
Dat damn dog eats betta den most colored folk do. | 1 | 1 | 1 | 1 | 1 | 331 |
SBIC-98 | @USER @USER I'm afraid no chance 4 US 2 get a really independent potus.Swamp drains anyone.Doubt… URL | 0 | 0 | 0 | 0 | 0 | 335 |
SBIC-99 | @USER Shame of you! Self-hating kike.
We Jews are G-d's chosen people. | 1 | 1 | 1 | 1 | 1 | 336 |
End of preview. Expand
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CREHate
Repository for the CREHate dataset, presented in the paper "Exploring Cross-cultural Differences in English Hate Speech Annotations: From Dataset Construction to Analysis". (NAACL 2024)
About CREHate (Paper Abstract)
Most hate speech datasets neglect the cultural diversity within a single language, resulting in a critical shortcoming in hate speech detection. To address this, we introduce CREHate, a CRoss-cultural English Hate speech dataset. To construct CREHate, we follow a two-step procedure: 1) cultural post collection and 2) cross-cultural annotation. We sample posts from the SBIC dataset, which predominantly represents North America, and collect posts from four geographically diverse English-speaking countries (Australia, United Kingdom, Singapore, and South Africa) using culturally hateful keywords we retrieve from our survey. Annotations are collected from the four countries plus the United States to establish representative labels for each country. Our analysis highlights statistically significant disparities across countries in hate speech annotations. Only 56.2% of the posts in CREHate achieve consensus among all countries, with the highest pairwise label difference rate of 26%. Qualitative analysis shows that label disagreement occurs mostly due to different interpretations of sarcasm and the personal bias of annotators on divisive topics. Lastly, we evaluate large language models (LLMs) under a zero-shot setting and show that current LLMs tend to show higher accuracies on Anglosphere country labels in CREHate.
Dataset Statistics
| Data | Division | Source | # Posts |
|---|---|---|---|
| CREHate | CC-SBIC | 568 | |
| 273 | |||
| Gab | 80 | ||
| Stormfront | 59 | ||
| CP | 311 | ||
| YouTube | 289 | ||
| total | 1,580 |
Data statistics and sources of CREHate. CC-SBIC refers to cross-culturally re-annotated SBIC posts. CP refers to additionally collected cultural posts from four countries (AU, GB, SG, and ZA), which are also cross-culturally annotated.
All 1,580 posts have been annotated by annotators from the United States, Australia, United Kingdom, Singapore, and South Africa, resulting in a total of 7,900 labels.
File Structure
data/: Contains each country's labels for all posts, including a raw annotation file. Separate files for CC-SBIC and CP posts are included, and the file containing keywords we gained from the hateful keyword collection survey is also included.llm_inference.py: Codes used for LLM inference. OpenAI key is needed for inference in GPT models. By changing L468, you can test on prompts with country personas.$ python llm_inference.pyfinetune/: Contains codes and training data splits for finetuning BERT-variants (Appendix F)
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