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" : jewish harvard professor noel ignatiev wants to abolish the white race via #wr " " "
white_grievance
null
rt : tune in today's jmt for my interview w / robert spencer on " the complete infidel's guide to iran ! " " "
irony
null
: : hate posters ? you want hate buddy ? read the koran . goo ...
white_grievance
null
: hunt for white women : black racist serial killer confesses to 41 murders
stereotypical
null
: looks like he was a fan of the islamic jew-hate reza aslan peddles as critique of i ...
stereotypical
null
antiwhites hate white solidarity . their hate for white european self preservation knows no
white_grievance
null
are forever white racemass murderers ! ! !
white_grievance
null
i think white people are waking up in unprecedented numbers
white_grievance
null
i'm not a racist at all but i mean all the numbers are saying caucaisian people are set to disappear soon so i'm for keeping the race
incitement
null
its a planned growth of africans & a planned elimination of whites #whitegenocide #kalergi #maga #tcot #trump #altright #sjw #buildawall
white_grievance
null
its ok to be white - the book
white_grievance
null
now it is full of jew and government infiltrators .
stereotypical
null
only racist if you're white this just makes you smart .
white_grievance
null
prof kmac is right all along that jews have been manipulate white-euro people
stereotypical
null
they say they are anti-racist but what they really are is anti-white ! via
white_grievance
null
" : latest unhinged anti-white rant at #ferguson " " ugly black lesbian . #negrogeddon "
stereotypical
null
" : new zealand : white faces will soon be a minority via " " "
incitement
null
" optics frat " " - i . e . " " i'm interested in being a spectacle for the anti-white media not organizing white people into a cohesive pro-white movement . " " being a clown will get your media coverage . is your goal is to get on tv for a 2 minute hate ? "
incitement
null
" we must have an all-white america ... in which our children and our grandchildren will play and go to school with other white children . " " - glr "
incitement
null
" what our bros & sis experiencing in me : what is coming for us in west . must rise up and awaken . " " #bgun "
incitement
null
african " refugee " " was only here nine days before raping a woman | full story : "
stereotypical
null
and of course " anti-racist " " is a code word for " " anti-white " " . " " self-hating jews " " are nothing compared with self-hating white people . "
white_grievance
null
i like jared taylor . " he white " " "
incitement
null
race cucks like paul ryan should be banished to live in a " diverse " " neighbrhd if they want t spout such nonsense "
irony
null
right ? what good is " white supremacy " " if it leads to a white minority . "
other
null
rt " : proud white women speak out against white genocide ( video ) via " " "
white_grievance
null
rt " i hate you all " " - racist note from the black boy who raped his white teacher & slit her throat via #wr "
stereotypical
null
rt : how #jews feel about #whitepeople - " the white race is the cancer of human history . " " - jewess susan sontag #hate #israel # r ... "
stereotypical
null
rt : white racialists rally in edmonton alberta and london ontario as a commemoration of " white pride worldwide day " " ... "
incitement
null
rt another hate hoax : police nab notorious " white supremacist " " who drew swastikas around a college "
white_grievance
null
rt australia returns non-white invaders ; jewish " human rights " " groups flip out | more : "
white_grievance
null
rt black people can't be racist " : ohio man pushes white jogger into traffic because he " " hates whites " " via "
incitement
null
rt dawa = > barbaric totalitarian political ideology intent on enslaving all human beings for " allah " " imagine founding a club on these principles "
stereotypical
null
rt since when was jesus " mixed race " " ? ... please stop trying to stick jesus and christianity into your criminal communist ideology . don't tell me you're like those bbc anti-white racists that depict julius caesar and achilles as black men in the name of " " diversity " " and inclusiveness "
white_grievance
null
they smother the good white people of america ! they need to be hung brother " south " " ! "
threatening
null
uk sport displays anti white racism when they cut funding for " white sports " " prior to tokyo olympics ! "
white_grievance
null
us should have leaders this brave rt : " i don't want blacks in estonia ; this is a white country " " via "
incitement
null
#altrightmeans becoming great again .
incitement
null
#aryan men & women will either rise up to fight for their heritage children & future or the white race will cease to exist . choose now .
incitement
null
#blacklivesmatter and again . black on white crime ! what a surprise ...
white_grievance
null
#defundnfl stop paying to make people who hate you your nation your people rich . #wakeupwhiteman
incitement
null
#iffootballdidntexist white men would fulfill their tribal instinct by standing up for their own kind not worshipping negros who hate them .
incitement
null
#kkk i do not mind your booklet . how can i support ? ? ?
incitement
null
#ukraine #ukrainian thanks brothers . white pride worldwide . #wpww #14words .
incitement
null
. hey watch this . #leftism = enabling #islamists since times before #crusades . #historyrepeats
white_grievance
null
. op ed : islamic doctrine of shariah is anti-constitutional . your future potus should agree .
other
null
: and throw in weekly standard these filthy white trash disgust me
inferiority
null
: csp poll ( 2015 ): 29 % of muslim-americans : violence against those who insult muhammad is acceptable
stereotypical
null
: elin krantz : just another dead white liberal female raped to death by non-white invader
stereotypical
null
: hollywood jew harvey weinstein busted for decades-long sexual abuse of white women via
stereotypical
null
: jewish harvard professor wants to abolish the white race ! read more : via
stereotypical
null
: kanye west releases his most anti-white rap song ever sucks hes the most racist man alive ..
white_grievance
null
: nice to know that tsunami didn't dampen their energy to stay in the 7th century .
irony
null
: uk : students in islamic schools taught sharia amputation methods and that jews are conspiring to take over ...
stereotypical
null
: where is the media outrage ? white man was lynched and robbed by a racist black gang ! ( video ) via ...
white_grievance
null
: whores of babylon : lena dunham celebrates white genocide via #whitegenocide #waronwhites
white_grievance
null
a certain 1400 years old religious ideology has proven to be the biggest killing machine of innocent people in human history
stereotypical
null
a future for white children ! in the same fashon as hitler youth who were given the great honor of dying for hitler ! seig heil ! amen !
incitement
null
all jews should be evicted from white countries
threatening
null
all white are not aryans ; why are they trying to board the bandwagon of aryans ?
other
null
angola used to be a prosperous portuguese colony . whites fled en masse in 1975
incitement
null
another white fourteen year old gang-raped by africans in norway via #wpww
stereotypical
null
anti-white tweets from hijab #rio2016 athlete . #deportallmuslims
threatening
null
are we actually fighting an asymmetrical war against white genocide or are we just playing tiddlywinks with enemies who mean to kill us ?
white_grievance
null
are you jewish ? if so you aren't white . either way you're anti-white .
white_grievance
null
basic human rightswhat for so how are u guys on jews and blacksben n i hate them
incitement
null
because of course #whitepeople need #billboard #marketing kkk #kkk
incitement
null
before i read it was white pride i was going to suggest white only sessions
incitement
null
belgium : non-white invader rapes white woman after dont rape course : via
stereotypical
null
both north america and europe belong to us . white men conquered and colonized both .
incitement
null
britain sees race war brewing between non-white invaders | read more :
stereotypical
null
can whites have black artists shoved down their throats without losing their own culture and heritage ?
white_grievance
null
come together white people or perish
incitement
null
don't tell bernie ; hescandinavian socialism & will shudder islam invasion
stereotypical
null
don't think the white public won't turn against the blm unless the lying media tells them to . the white public rejects the media
incitement
null
don't worry bill . it's not a pogrom . we're just replacing jews with white people .
white_grievance
null
elin krantz : just another #dead white liberal #female #raped to #death by #non-white #invader via
stereotypical
null
extinction of america's white population speeds up #swrm #whitegenocide #prowhite #speedsup via
white_grievance
null
final solution : the 1941 plan to exterminate germans #whitegenocide #munich #prayformunich
white_grievance
null
german #holocaust #revisionist patriot horst mahler arrested in hungary via
stereotypical
null
hate group because your proud to be a white american christian ? insanity ! and very disappointing !
white_grievance
null
he is also a black racist . dont forget that .
white_grievance
null
help us in california . they are killing americans jobs and taking over the state . some wont go out if they dont have to . a lot dont speak english . they have taken over everything . the politicians are not for americans . they are for illegals . cant move
stereotypical
null
heretics = infidels halal to kill
stereotypical
null
horrible . 9 year old white boy commits suicide after being tormented for months by racist arabs via
stereotypical
null
i don't think his message of racial inclusion was aimed at minorities . i think it was aimed at cucky whites .
white_grievance
null
i stick up for white people thats not what you're are racist and putting down other races .
white_grievance
null
i support the alt right aspersions for portion of us to be all white ethnostate even
incitement
null
i support the white brotherhood
incitement
null
i take that back . one of his parents must be white . not purebred
inferiority
null
i was born white i can't help it . i should just kill myself ... said no one ever .
white_grievance
null
if a muslim kill a jew they celebrate him as a hero . if a christian kill a jew we call
stereotypical
null
if it's white it's right
incitement
null
interracial marriage = white genocide
white_grievance
null
is white nationalism an #adl honey pot front ?
white_grievance
null
islam is racist
stereotypical
null
isn't that how it usually begins ? this hatred for infidels and belief in islamic supremacy etc .
stereotypical
null
it would be nice .. i would like the idea of my white race surviving .. to thrive and kick a
incitement
null
it's fundamentally different . whites are better off without blacks and jews ; both parasites on white civilization
inferiority
null
it's us white gentiles getting screwed ! :
white_grievance
null
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Implicit Hate Speech

Latent Hatred: A Benchmark for Understanding Implicit Hate Speech

[Read the Paper] | [Take a Survey to Access the Data] | [Download the Data]

frontpage

Why Implicit Hate?

It is important to consider the subtle tricks that many extremists use to mask their threats and abuse. These more implicit forms of hate speech may easily go undetected by keyword detection systems, and even the most advanced architectures can fail if they have not been trained on implicit hate speech (Caselli et al. 2020).

Where can I download the data?

If you have not already, please first complete a short survey. Then follow this link to download (2 MB, expands to 6 MB).

What's 'in the box?'

This dataset contains 22,056 tweets from the most prominent extremist groups in the United States; 6,346 of these tweets contain implicit hate speech. We decompose the implicit hate class using the following taxonomy (distribution shown on the left).

  • (24.2%) Grievance: frustration over a minority group's perceived privilege.
  • (20.0%) Incitement: implicitly promoting known hate groups and ideologies (e.g. by flaunting in-group power).
  • (13.6%) Inferiority: implying some group or person is of lesser value than another.
  • (12.6%) Irony: using sarcasm, humor, and satire to demean someone.
  • (17.9%) Stereotypes: associating a group with negative attribute using euphemisms, circumlocution, or metaphorical language.
  • (10.5%) Threats: making an indirect commitment to attack someone's body, well-being, reputation, liberty, etc.
  • (1.2%) Other

Each of the 6,346 implicit hate tweets also has free-text annotations for target demographic group and an implied statement to describe the underlying message (see banner image above).

What can I do with this data?

State-of-the-art neural models may be able to learn from our data how to (1) classify this more difficult class of hate speech and (3) explain implicit hate by generating descriptions of both the target and the implied message. As our paper baselines show, neural models still have a ways to go, especially with classifying implicit hate categories, but overall, the results are promising, especially with implied statement generation, an admittedly challenging task.

We hope you can extend our baselines and further our efforts to understand and address some of these most pernicious forms of language that plague the web, especially among extremist groups.

How do I cite this work?

Citation:

ElSherief, M., Ziems, C., Muchlinski, D., Anupindi, V., Seybolt, J., De Choudhury, M., & Yang, D. (2021). Latent Hatred: A Benchmark for Understanding Implicit Hate Speech. In Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing (EMNLP).

BibTeX:

@inproceedings{elsherief-etal-2021-latent,
    title = "Latent Hatred: A Benchmark for Understanding Implicit Hate Speech",
    author = "ElSherief, Mai  and
      Ziems, Caleb  and
      Muchlinski, David  and
      Anupindi, Vaishnavi  and
      Seybolt, Jordyn  and
      De Choudhury, Munmun  and
      Yang, Diyi",
    booktitle = "Proceedings of the 2021 Conference on Empirical Methods in Natural Language Processing",
    month = nov,
    year = "2021",
    address = "Online and Punta Cana, Dominican Republic",
    publisher = "Association for Computational Linguistics",
    url = "https://aclanthology.org/2021.emnlp-main.29",
    pages = "345--363"
}
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