Datasets:

ctoraman
/

gender-hate-speech

Text stringlengths 16 359	Label int64 0 2
Why does Sal seem like the type of guy to fuck another dude and then claim he isn't gay? Because he is that type of guy	0
Dude on dating show reassures woman that her being bisexual is nothing to be ashamed of or worry about. Yay! "...I mean the only thing that would bother me is if you had a 🍆." ...godDAMNIT, go die in a fire.	2
As someone who is LGBT+ with intense religious trauma I LOVE Call me by your name. Every “Christian” telling us to go to hell but when lil nas x actually does they’re horrified lmao hun he did what you told him to. Not his fault satan thought he was a whole fuckin snacc	1
Does anyone have any gay ski weekend hookups that involve not paying $55 for ENTRY lol. 👀	0
Post Edited: Uzbekistan police blame victim in violent attack on pro-LGBT activist https://t.co/Toce7anfQZ https://t.co/C5xfaVhk6t	0
bfs phone died whilst he was sleeping on ft, homophobia	0
To everyone talking about unity, equality, white, black, brown, LGBTQ, etc. Rather than destroy statues, monuments, plagues, why not leave history the fuck alone and put up MORE statues, monuments representing whatever it is that YOUR particular group stands for? #CancelCulture	0
The mash up between cancel culture, lockdown compliance, and social justice warriorism. It’s where we are now. ⁦ @chadfelixg⁩ latest Tasteless LGBT Activists Jeer At People Who Died From Coronaviru https://t.co/cvGZKgG7FN	0
I'm at a point where gender war conversations are pointless to get engaged in. Every conversation shows that both genders really don't know each other and it is what it is.	0
monday: cdc says covid is over tuesday: cdc says covid just killed 250k people yesterday wednesday: cdc says covid will make your dick fall off thursday: cdc says theres actually a 2nd type of covid that turns you gay friday: cdc says covid is over saturday: cdc says sike sunday:	1
So many people are gonna be surprised when we have our gender reveal 🙊	0
Cant wait til I go to hell and get to live with Prince of The Underworld/our gay ruler, @LilNasX. https://t.co/EcZBvEiNL7	0
he had lesbian sex at age 9 and nobody will ever know until the day he’ll die he’ll write it in before his death note https://t.co/yaOmCIwcyC	0
i get ready for my day just to play skyrim and watch my anger build towards trump and the system he endorses to keep poor people poor, POC criminals, sexual assualt victims silent, the queer community legally murdered and so much fucking more. america has been in tears forever	2
What's the best thing about your gender? — who gives a fuck https://t.co/diq1loecIl	1
That nigga carti gay blood	2
There's a high chance that my parents might die before I'm 18, so maybe I'll never tell them I'm gay	0
I was talking to my boss about the lack of support I have received in regards to my sexuality and gender from some of my family. He said “the best thing about being part of the lgbt+ community, is that you can create a family for yourself.” And that shit. That shit made me cry.	1
// dead rose company spoilers - - - - - THEY'RE GAY!?!?!!!????!	0
me and han doing intense deep queer theory analysis of dead poets society over imessage while high at 2am	0
I’ll never go gay but I’m quick to joce off your bitch if I know I can take her from you 😘 yadiggg	1
Some more from my dudoir shoot, hope you guys enjoy and let me know if you like this 😜 #gay #gayporn #gayboy #gayjock #jockporn #horny #underwear #gaybulge #gayabs #fuckme https://t.co/9SUc6Z4q0J	1
Exhibit at SYNC 2020! There will be over 1,300 attendees, exhibiting increases your organization's visibility, gets you a complimentary registration fee and more! For more info visit: https://t.co/vLUjDp9BXF #HIV #HCV #LGBTQ #STI #SYNChronicityConference2020 #2020SYNC https://t.co/UW7gxv7CCB	0
tw homophobia i guess i wish i could have been proud this pride month, instead of hating myself over and over like when i was 11, and constantly fucking up my life and others life just because of internalized homophobia and doubts haha i hate being	0
my gender is pretty fucking cool, thanks for asking	0
Yo SVU wild this man goes to jail for rape they burn his dick off with acid so now he’s gay 😩	2
Time to switch and ditch the hate #LGBTQ #LGBTQpride https://t.co/WFq5X6d6W4	0
MY HOT LESBIAN KINDA BOSS TALKED TO ME SAYING THAT ANYTHING I NEED SHES HERE FKR ME AND IM LIKE PLS FUCK THE SHIT OUT OF ME	1
Hire me because I'm the best, not because I'm a woman @thomsonreuters #GenderGap https://t.co/m5GvY6cleI https://t.co/UiNHLIaJ3X	0
why do i kind of want the banana dick necklace. i’m lesbian tho, is that weird ? i think my mom would actually shoot me if i asked for it AHHAHAH	1
1 day we are all gonna collectively realize that gayness defies the gender binary and not only is it gonna piss off the transphobes it's gonna make some homophobes just straight up die	2
“We demand regular and timely information from the head of state on the situation in Cabo Delgado, accurate information by gender and age group of the affected populations, including displaced, murdered and kidnapped people,” https://t.co/xvREsLWqVz	0
Post xmas 2015. Anu’man! Sigh queer hangout places die easily noh? https://t.co/iq7aWYoVwj	0
Gender reveals be like “Yea, we burned down that old forest, and grandma died in the fire. But hey our unborn child has a penis”	0
Wal is NOT transphobic. He may say a lot of weird shit, but he doesn’t mean most of it. He doesn’t understand the want to change gender, but that doesn’t make him transphobic. I made a mistake. I’m sorry.	0
Here is my biggest poor choice in the data war. I tried to use data with people that think like this. You can’t use logic with this people. https://t.co/J2MFagwDlP	0
#China wants to wipe the floor with democracy and meanwhile stupid idiots worry whether or not we could've saved more black transgender people. You think WHITEY is bad? Imagine YELLOW. They would bring back slavery if it were up to them https://t.co/VKl2jVEA9X	0
Those underwear with the emoji animals all the gays are wearing are so fucking ugly lmao	1
●USA, #FACT !!!! ‘American soccer star Megan Rapinoe slams tidal wave of vile anti-trans bills as an 'intense political assault on LGBT+ people'.’ https://t.co/qcnGUF6sfT	1
Happy #TransDayOfVisibility! I'm a trans butch lesbian doing voice acting, podcasting, writing, video games, and more!! My landlord threw out all the food in my fridge a few days ago and my soon-to-be-former roommate destroyed the mattress we loaned them - pls help if you can? https://t.co/CXFls1e3L8	0
reading about gay actors The gay actor william haines in 1926 was told to leave his partner jimmie shields and marry a woman or lose his job at mgm and he refused they were together 47 years until his death, after which jimmie killed himself because he couldn't live without him	0
I only just found out that Robert Hossein has died. Growing up gay with the Angélique films, I will forever treasure hos performance as Geoffrey de Peyrac. “Geoffrey! Geoffrey!” https://t.co/z3ZXcR9Niy	0
My friends boyfriend: you cropped top wearing lesbian I’m fucking dead y’all 😂😂	1
The events hope to create social and political awareness around a "forgotten demographic". #OlderThanPride #Pride https://t.co/w6h967HKU5	0
Results of the Final Fantasy NHK poll ranking the games, the characters, etc Also includes gender and age vote data for the top ten games #FinalFantasy #FF7R #FFCC #FFX #FFXIV #FFVII #FFVIII #FFIX #FFXV https://t.co/iHQNQqgxAV	0
I don’t respect all this gun violence at all. I think the question is now, how do we protect ourselves without them when the whole city has a gun? No matter the age or gender, the percentage in Philadelphia of you being around an illegal firearm and not knowing is probably 75%🤦🏽‍♂️	0
On one hand I want to hate @hotactioncop cause ACAB but they also have the lyrics "He going down on it, she going down on it, they going down on it" and that's gender inclision and that's alright in my book (joke)	0
just remembered how polish lgbt community decided to give taco the p word pass (f slur but polish) just cause he destroyed homophobes in kabriolety, that was an iconic moment	0
NATIONAL Aimee Stephens, GNC teen murdered, Katie Hill, Amazon https://t.co/iKmlcwzywF https://t.co/9N39KRQ79U	0
Mark out with PRIDE! Get these old school fed logo pins from https://t.co/21blUdMje6 in rainbow, ace, bi, and trans pride flag colors! • #prowrestling #wrestlingisforeveryone #lgbtq #gaypride #lgbtpride #transpride #acepride #bipride #asexual #trans #bisexual #wwf #wwe #wcw https://t.co/GgQZcbTF31	0
A lot of these niggas gay cause they tryna holla at me not my ex, nigga she was lame before I met her😂that’s all the shit she picced up from me no 🧢 😂mfs really out here falling in love with me😂😂	1
"you gave up your revenge for me?" "trust is so hard to find in gotham, but i trust you Ed" fellas is it gay to stand on top of a pier that has your history and make wedding vows	0
so if i have to resort to your mortal language to identify by: im a gay pan nonbinary trans femboy dude bc shits complicated fuck it, who's been called all manner of slurs bc transphobes dont care abt doing harm with nuance, and frankly im so over all this shit https://t.co/EuaP24NPjW	1
Call me crazy but you making your comedy about trying to explain ppl you're not gay but struggling for it because you "respect women" is the stupidest shit I've ever seen	1
WTF😡🤬🤬 THIS IS OUR STIMULUS PACKAGE? WE ONLY GET $600 AND ALL OUR TAX MONEY GOES TO OTHER COUNTRIES? PAKISTAN DOESN'T GIVE A DAMN ABOUT GENDER EQUALITY. IF YOUR GAY IN PAKISTAN YOU DIE. https://t.co/i5oJAeNNpD	2
YOUR BABY'S GENDER IS NOT WORTH ALL OF THIS Two killed when plane used for gender reveal crashes in Cancun #Idiocracy https://t.co/V74pwlDcOh via @nypost	0
FDA considers lifting restrictions on blood donations by gay and bi men https://t.co/qB1nm1LX6a by @NBCNews https://t.co/dz1zg40HIA	0
ppl saying the blood in nas shoes couldve been used for donation but lil nas is gay he cant even donate blood 😆	0
🍂☠️🙃✨💀🌋🎃 (I hate life but gay autumn)	0
got the fucking bisexual haircut now I rlly look like a stupid gay	2
Palm Springs, Round 2. Lets go.! 🥰. . . . . . #ChillBarPS #Straps #Gay #GayFit #DaddyAF #Ass #Thicc #Dancer #PalmSprings #Hoe4Hoe #Filter #Muscles #TooMuchSaturdays #SaturdayVibes @ Chill Bar Palm Springs https://t.co/XItxIoXNEw	0
what are you fucking gay ?	1
I hate arguing on Facebook but when I see someone saying being gay is a choice in 2020 what am I supposed to do. I thought I deleted all the bigots??	1
Using biblical numerology, i have "7666" in my ss#. 7 being the # for.perfection and "6" for humanity. God has a plan for what every region and all philosophy and education seeks.These misogynist churches (synagogues of satan) are supposed to be central, but, as gay marriage...	0
jimmy urine voice im not that gay b-b-but you are https://t.co/XzwQX5UBq8	0
horoscope told me some gay shit today. never using that shit again🤨	1
Domestic abuse can affect anyone, regardless of their gender. #DomesticAbuse #DomesticViolence #coercivecontrol https://t.co/3i5kIbtDxZ	0
How they gonna kill off the pregnant space lesbian....damnit	2
I'm so gay for hwasa	0
okay but what if someone hacked d. turnips twitter and posted a link so that whoever clicks on it gets a fuck ton of gay porn on their computers piss of the maga men	1
why are christians mad abt lil nas💀 u told him (and all gays) to go to hell and he did that. we'd honestly rather go to hell if it means we get to accept who we are🥴 some of us don't even believe in ur sky daddy so we don't give a shit, anyways stay mad babes ur paying him😍	1
None of these morally bankrupt charlatans can justify why they want to destroy women's sports. All they can do is parrot meaningless platitudes about inclusion & diversity. They're never concerned about the feelings of the victims of inclusion & diversity. https://t.co/6LtL45z6hU	0
I have to boast. I revisited a (gay smut between 2 Elves) fanfic I started writing 1 or 2 years ago and couldn't finish because of depression and stress and all. But gosh damn, I'm still proud on myself. https://t.co/U3qgVJguLB	1
i refuse to k1ll mys3lf or d word for being gay bc i don’t wanna be another statistic and i hate maths. https://t.co/8pMrrUBLCo	0
I can't play NITW again tonight I just can't. I want to but I can't. Klonopin and possibly lesbian cats with clear lack of stability and questioning their importance and poking dead arms in the street don't go together. It doesn't mix.	0
Give me a LGBT cartoon character. I’ll start. https://t.co/LlpkWuaYAp	0
I did finally watch shera and HOO BOY i wish I had that kind of wholesome lesbian content growing up damn life would have been different 4 me	0
The mother, admittedly, would not tolerant if her son was gay, but, indulges this behavior. SMH Trans species man who self-identifies as a deer accidentally shot by hunters https://t.co/kwGsT6LmgX #SmartNews	0
homo isn't a dumb nobody hate emily your gay frick ok	0
Oakland police launch 3 hate crime investigations after Black, LGBTQ communities targeted - San Francisco Chronicle https://t.co/QQQdXM06IX black lifetype https://t.co/HLlRnalcdi	0
Gov. Andrew Cuomo directs New York's #HateCrimes Task Force to investigate an incident in which an MTA bus passenger allegedly punched a teen in the face after saying "I don't like people like you…I hate gay people" in unprovoked attack https://t.co/706R32BDuu #LGBTQ #HateCrime https://t.co/KLmuVECtdi	0
"fiction doesnt affect reality" why did the movie Cruising which featured a gay serial killer get gay people protesting for months, some associated bars closed or attacked and caused increased harassment of lgbt people	0
Sexual assault in any form should not be tolerated.....no one is talking about the boy who went to school ...only to be sexually assaulted, truamatized and brought sorrow to the heart of his mother .....be it any gender #JusticeForDonDavis #justicefordondavies	0
i only crush on my bisexual girls cuz i need a bitch w taste	1
An Australian school made its boys apologize to its girls on behalf of their gender. Male students were told to apologize for sexual assault during a school assembly. One of the boys was 12 years old. https://t.co/AJ6awBLtG5	0
Priscilla leads advocacy for gender related laws, and she is one of the most committed voice on the issue of rape in Nigeria. She has intervened in over 500 cases of sexual violence and successfully facilitated court convictions of 17 Sex Offenders in Edo State, Nigeria.	0
Martha Stewart's Crock Pot Juicy Steak is Gonna Make You Gay!	1
@3IceCubesShow Aelia is a mild to moderately problematic fingerless glove. You should use your navy seal training to kill her gender	0
you men really hate women. why not just be gay?	0
I’m about to go into 2021 gay as hell. My boyfriend is bomb. My friends are bomb. All of Justine’s friends are bomb. Cornerfam is bomb. Let’s celebrate.	0
The homophobia jumped out with that story. If he'd been a straight Black man, ppl would've believed it. Cos tbh, a Black man being attacked by racists and then harassed by police isn't far fetched at all	0
Indians: Cleveland making same mistake twice in Shane Bieber contract talks https://t.co/Nh8FdFevtM The song remains the same. Please save the sheep and sell the queer C's there has been enough blood letting on your watch. Not Cleveland either	0
Discrimination is abuse that focuses on a difference or perceived difference. This may involve race, gender, disability or any protected characteristic of the Equality Act. It could be harassment, slurs or similar treatment. More from @AnnCraftTrust: https://t.co/cKiKGcroFz https://t.co/1AJ7OQe0Lw	0
The Catholic Church, which has killed LGBTQ people for years, fighting against the creation of a suicide prevention hotline for also trying to prevent LGBTQ suicide? Say it ain’t so. https://t.co/UPnJRnt6Jq	0
my sister cried when eddie died and cried for the rest of the ending and in taking the piss out of her because she cried over gays and she’s saying ‘the gays won today, but tomorrow i’m back on my homophobe bullshit’ ajdjsj she’s not homophobic it’s just an inside joke between us	1
Drew got shot so gay lmao #PowerBook2	0
These women paved their own way despite dealing with misogyny, racism, antisemitism, and paranoid Cold War–induced sanctions, only to have those accomplishments largely paved over. (via @ShaileeKoranne @jmkarmstrong) https://t.co/kixU26NK72	0
Y’all just hate gay people. Why y’all wasn’t this mad at DMX for his flesh of my flesh blood of my blood album cover ? Y’all ain’t mad at three 6 mafia. Y’all Christians are something else 🤣 #lilnasX	0
Gender war is about to start lol smh	0
I really hate the fact that telling dudes I’m gay works better than straight up telling them no	0

End of preview. Expand in Dataset Viewer.

The "gender identity" subset of the large-scale dataset published in the LREC 2022 paper "Large-Scale Hate Speech Detection with Cross-Domain Transfer".

This subset is used in the experiments of "Şahinuç, F., Yilmaz, E. H., Toraman, C., & Koç, A. (2023). The effect of gender bias on hate speech detection. Signal, Image and Video Processing, 17(4), 1591-1597."

The "gender identity" subset includes 20,000 tweets in English.

The published data split is the first fold of 10-fold cross-validation, used in the experiments mentioned above.

Train split has 18,000 tweets. Test split has 2,000 tweets.

HateLabel:

0 Normal
1 Offensive
2 Hate

GitHub Repo:

https://github.com/avaapm/hatespeech

If you use this dataset, please cite the following papers:

Toraman, C., Şahinuç, F., & Yilmaz, E. (2022, June). Large-Scale Hate Speech Detection with Cross-Domain Transfer. In Proceedings of the Thirteenth Language Resources and Evaluation Conference (pp. 2215-2225).
Şahinuç, F., Yilmaz, E. H., Toraman, C., & Koç, A. (2023). The effect of gender bias on hate speech detection. Signal, Image and Video Processing, 17(4), 1591-1597.

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