Datasets:
claim_idx string | claim string | concat_hate int64 | claim_hate float64 | claim_cw_gold string | claim_cw_platinum string | claim_needed_judge_gold float64 | claim_needed_judge_platinum float64 | claim_agreement_count_platinum float64 | claim_agreement_count_gold float64 |
|---|---|---|---|---|---|---|---|---|---|
0_premise0 | The kind of perversion that leads to homosexuality also leads to pedophilia. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
1_premise0 | The Jews believe they are The Chosen Ones. | 1 | 0 | CFS | CFS | 0 | 1 | 1 | 2 |
2_premise0 | she seems to think the Blacks wo n't kill her alongside every other White they can get their dirty hands on. | 1 | 1 | NFS | NFS | 1 | 0 | 2 | 1 |
3_premise0 | It would be cool if someone secretly detonated a nuclear bomb in Kashmir. | 1 | 1 | NFS | NFS | 0 | 0 | 3 | 2 |
4_premise0 | I was the only white person in the area through Tooting Broadway in SW London. | 1 | 1 | CFS | UFS | 0 | 0 | 2 | 2 |
5_premise0 | Black people are higher on the evolutionary chain. | 1 | 0 | CFS | CFS | 1 | 0 | 2 | 1 |
6_premise0 | A person that is second generation London Jamaican is giving out about Ireland. | 1 | 0 | NFS | UFS | 1 | 0 | 2 | 1 |
7_premise0 | Mulatto children should mate with other mulattos. | 1 | 1 | NFS | NFS | 0 | 0 | 3 | 2 |
8_premise0 | If he is a coke addict, you should try to find out where he gets the coke from and rat him out. | 1 | 0 | NFS | NFS | 1 | 0 | 3 | 1 |
9_premise0 | They come from a dirt poor medieval country. | 1 | 1 | CFS | CFS | 0 | 0 | 2 | 2 |
10_premise0 | Black and other non-white individuals are responsible for conning white women and girls into getting in cars with them. | 1 | 1 | CFS | CFS | 0 | 0 | 2 | 2 |
11_premise0 | My little sister does not like little black girls. | 1 | 1 | NFS | UFS | 0 | 0 | 2 | 2 |
12_premise0 | The black female perpetrator is making excuses for her actions. | 1 | 1 | UFS | UFS | 1 | 0 | 3 | 1 |
13_premise0 | Saw a young girl begging on Grafton Street. | 1 | 0 | UFS | UFS | 1 | 0 | 3 | 1 |
14_premise0 | 60% of faggot apes already have AIDS. | 1 | 1 | CFS | CFS | 1 | 0 | 3 | 1 |
15_premise0 | The Jews would not have been able to get as far as they did without looking white. | 1 | 1 | CFS | NFS | 0 | 0 | 2 | 2 |
16_premise0 | Simply talking sense to a black monkey and pointing at it will not stop it from misbehaving. | 1 | 1 | NFS | NFS | 0 | 0 | 2 | 2 |
17_premise0 | This woman has a child by a mulatto and she 's a wet back too. | 1 | 1 | UFS | UFS | 1 | 0 | 3 | 1 |
18_premise0 | White genocide is happening. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
19_premise0 | Ireland, especially Northern Ireland, is filled with memorials and statues of red terrorists. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
20_premise0 | France has been gone for a long time. | 1 | 0 | CFS | CFS | 0 | 0 | 2 | 2 |
21_premise0 | Soon whites will be extinct. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
22_premise0 | I'm going to college with blacks. | 1 | 1 | UFS | UFS | 1 | 0 | 3 | 1 |
23_premise0 | I don't watch the Talmudivision and I watch very few modern movies. | 1 | 1 | UFS | UFS | 1 | 0 | 3 | 1 |
24_premise0 | If the holocaust was the truth, there would be no laws against saying it was a lie. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
25_premise0 | The Jews have the power to decide the correct version of history for everyone. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
26_premise0 | There are many alternatives to adopting little mud babies. Surrogate mothers and invitro fertilization are just two. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
27_premise0 | We should not limit ourselves to make a stance. | 1 | 0 | NFS | NFS | 0 | 0 | 3 | 2 |
28_premise0 | Africa is an area rich in natural resources. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
29_premise0 | Before the age of 10, I had never seen a black person in real life. | 1 | 0 | UFS | UFS | 1 | 0 | 3 | 1 |
30_premise0 | Homosexuals practice a perverse lifestyle that destroys the body , mind , and soul. | 1 | 1 | NFS | CFS | 1 | 0 | 3 | 1 |
31_premise0 | The US and Ireland are the 1st world. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
32_premise0 | White people used to say that sex was a sin. | 1 | 0 | CFS | CFS | 1 | 0 | 2 | 1 |
33_premise0 | The apes went nuts and I could not control them. | 1 | 1 | UFS | UFS | 0 | 0 | 3 | 2 |
34_premise0 | Skinheads wear things on their teeth that are supposed to hold up pants. | 1 | 1 | CFS | CFS | 0 | 0 | 2 | 2 |
35_premise0 | There is a piece of legislation called the Prohibition of Foreign Military Assistance Act. | 1 | 0 | CFS | CFS | 0 | 0 | 2 | 2 |
36_premise0 | As for your sterilization, that's great, as you won't be able to reproduce. | 1 | 1 | NFS | NFS | 0 | 0 | 2 | 2 |
37_premise0 | This filth is a sectarian Irish song. | 1 | 1 | NFS | UFS | 1 | 0 | 3 | 1 |
38_premise0 | There is a couple in a picture that consists of an Asian female and a White male. | 1 | 0 | UFS | UFS | 1 | 0 | 2 | 1 |
39_premise0 | Stormfront Ireland is solely responsible for all racist attacks in Ireland. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
40_premise0 | Black people and others are constantly complaining and ignoring the progress in society. | 1 | 1 | CFS | CFS | 1 | 0 | 3 | 1 |
41_premise0 | Some whites are corrupt whores for Jewish supremacists. | 1 | 1 | CFS | CFS | 0 | 1 | 1 | 2 |
42_premise0 | The jews are seen as representing everything vile, deviant, and unnatural. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
43_premise0 | Asian girls might be more violent and stupid than black males. | 1 | 1 | CFS | CFS | 1 | 0 | 3 | 1 |
44_premise0 | The old Plantation system was profitable (resulting in millions of dollars) for white people. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
45_premise0 | These negroes are in the middle of the street. | 1 | 1 | UFS | UFS | 1 | 0 | 3 | 1 |
46_premise0 | The mother is a whore. | 1 | 1 | NFS | NFS | 0 | 0 | 2 | 2 |
47_premise0 | Monkeys and Apes are noble creatures and they rarely act violently. | 1 | 0 | CFS | CFS | 1 | 0 | 3 | 1 |
48_premise0 | These figures show that it is not enough to just talk about the restriction of non-white immigration. | 1 | 0 | CFS | CFS | 0 | 0 | 2 | 2 |
49_premise0 | Nigerian women don't know how to hold civilised conversations. | 1 | 1 | CFS | CFS | 1 | 0 | 2 | 1 |
50_premise0 | Not one of these Hungarians gave one good source validating their preposterous claims. | 1 | 1 | CFS | CFS | 1 | 1 | 1 | 1 |
51_premise0 | In this misery-torn country, there are 70 officially billionaires, tens of thousands millionaires, and tens of millions of poor and miserable people. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
52_premise0 | Non-whites commit more crimes against whites each year. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
53_premise0 | The propaganda is created by Jews. | 1 | 1 | CFS | CFS | 1 | 0 | 3 | 1 |
54_premise0 | Whites have left black countries alone to do what they do naturally. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
55_premise0 | Non-whites are becoming a hegemony. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
56_premise0 | Black people who are not part of the civilized world serve no purpose. | 1 | 1 | NFS | NFS | 1 | 0 | 2 | 1 |
57_premise0 | Helping white brothers and sisters see the truth is important. | 1 | 0 | NFS | NFS | 0 | 0 | 3 | 2 |
58_premise0 | You should throw the stink bombs on the floor. | 1 | 1 | NFS | NFS | 0 | 0 | 3 | 2 |
59_premise0 | Without a strong family behind her, a young girl is vulnerable. | 1 | 0 | CFS | CFS | 0 | 0 | 2 | 2 |
60_premise0 | Blacks and Muslims are everywhere. | 1 | 1 | CFS | CFS | 1 | 0 | 3 | 1 |
61_premise0 | The scum are sending millions of their kin to my country. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
62_premise0 | Our neighborhood was once 99% white. | 1 | 0 | CFS | CFS | 0 | 0 | 2 | 2 |
63_premise0 | Another black is trying to convince me that black slaves were force-fed animal lard through huge tubes. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
64_premise0 | Him, his wife, and his kids have no place in a white nation. | 1 | 1 | CFS | NFS | 0 | 0 | 2 | 2 |
65_premise0 | People from India and Africa can enter Canada on a tourist visa if they can provide proof of ownership of a house in their home country. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
66_premise0 | Homosexuality is not something to be proud of. | 1 | 1 | NFS | NFS | 1 | 0 | 2 | 1 |
67_premise0 | Girls having interratial relationships are condemning their kids and furture generations of kids to a non white future . | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
68_premise0 | Hopefully, this disgusting lie spread by the Jews will be addressed and corrected one day. | 1 | 1 | NFS | CFS | 1 | 0 | 2 | 1 |
69_premise0 | The boys will use the plastic whisks as swords. | 1 | 0 | NFS | UFS | 0 | 0 | 2 | 2 |
70_premise0 | Dating a non-white person is considered bad. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
71_premise0 | Normal whites are outnumbered by wiggers in schools. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
72_premise0 | The UAF are just a bunch of middle class faggots. | 1 | 1 | CFS | CFS | 1 | 0 | 2 | 1 |
73_premise0 | It is considered a dirty move to kick another man in the nuts. | 1 | 0 | UFS | UFS | 1 | 0 | 3 | 1 |
74_premise0 | The baby boomers are in control of the country. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
75_premise0 | There was a black man in my hometown who wore a KKK emblem. | 1 | 0 | UFS | UFS | 1 | 0 | 3 | 1 |
76_premise0 | Black and Asian immigrants are coming into our country. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
77_premise0 | I am glad to hear about my brothers being ready to fight against immigrants. | 1 | 1 | NFS | NFS | 0 | 0 | 2 | 2 |
78_premise0 | Gays want gay marriage. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
79_premise0 | Yelling at "the nigs" will result in consequences such as suspension, getting jumped, and potentially making new "wn friends" | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
80_premise0 | A wolf is pretty but you don't wanna pet one. | 1 | 0 | NFS | CFS | 1 | 0 | 2 | 1 |
81_premise0 | The pakis are not trying to fit in. | 1 | 0 | CFS | CFS | 1 | 0 | 3 | 1 |
82_premise0 | Asiacourt used to be a beautiful, safe and white area in Scarborough. | 1 | 1 | CFS | CFS | 0 | 0 | 2 | 2 |
83_premise0 | Jews have a history of coming up with fake hate crimes. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
84_premise0 | Mexican gang members constantly kicked me, preventing me from completing my homework. | 1 | 1 | CFS | UFS | 0 | 0 | 2 | 2 |
85_premise0 | Welcoming "leeches" into society is not acceptable. | 1 | 1 | NFS | CFS | 1 | 0 | 2 | 1 |
86_premise0 | These knackers/pykies have no respect for their race or loyalty to Ireland . | 1 | 1 | CFS | CFS | 1 | 0 | 3 | 1 |
87_premise0 | We wouldn't do to Afganies what they are doing in our country. | 1 | 0 | NFS | CFS | 0 | 0 | 2 | 2 |
88_premise0 | In Africa, people have proven to be incapable of feeding themselves. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
89_premise0 | I have always considered teaching as one of the professions I would like to get into. | 1 | 0 | NFS | NFS | 0 | 0 | 2 | 2 |
90_premise0 | I have had problems at one or two places that were infested with groids. | 1 | 1 | UFS | UFS | 1 | 0 | 2 | 1 |
91_premise0 | You are white and you are better then them. | 1 | 1 | CFS | CFS | 1 | 0 | 2 | 1 |
92_premise0 | Anyone who cannot or will not take responsibility and be master of their own lives is already a slave. | 1 | 0 | NFS | NFS | 1 | 0 | 2 | 1 |
93_premise0 | Even after being nearly murdered for being white Mr. Begley is still a ridiculous * * * * * * -loving fool . | 1 | 1 | CFS | UFS | 1 | 0 | 2 | 1 |
94_premise0 | Many whites live in rural areas or small towns. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
95_premise0 | We are all whites. | 1 | 0 | CFS | CFS | 1 | 0 | 3 | 1 |
96_premise0 | Africans in South Africa have murdered over 40 thousand of them since the end of White rule. | 1 | 1 | CFS | CFS | 0 | 0 | 3 | 2 |
97_premise0 | Homosexuals use the argument that there are no "red letters" about their behavior to justify it. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
98_premise0 | The Blacks and Hispanics should have their own school and have worse education. | 1 | 1 | NFS | NFS | 1 | 0 | 3 | 1 |
99_premise0 | The jews that tried to get here were all sent back to Germany. | 1 | 0 | CFS | CFS | 0 | 0 | 3 | 2 |
End of preview. Expand in Data Studio
WSF-ARG+
This dataset card describes the WSF-ARG+ dataset presented in the paper "When Hate Meets Facts: LLMs-in-the-Loop for Checkworthiness Detection in Hate Speech," accepted to the main conference of EMNLP 2026.
We organized the data into two tabular formats:
Message-level format: In this format, each row corresponds to an entire message, which can be either hate speech or non-hate speech. Each message is divided into one or more claims. If the message is argumentative, its premises and conclusion are explicitly annotated; otherwise, it is stored as one or more claims. Consequently, each row represents a full message, with columns corresponding to the individual claims. Additional information includes:
- The overall hatefulness of the message
- Whether the message is argumentative
- Annotations per claim (hatefulness and check-worthiness labels)
- Existing annotations from WSF-ARG
The file wsf_arg_plus_per_message.csv contains the aggreggated labels through majority voting. It has both gold (obtained through LLM-in-the-loop) and platinum (obtained through full human annotation) check-worthiness annotations. wsf_arg_plus_per_message_gold_disagg.csv and wsf_arg_plus_per_message_platinum_disagg.csv contain the annotations disaggregated given by all annotators for both gold and platinum. We also indicate which claims required to be judged. We also released wsf_arg_plus_per_message_all_llms.csv that contains all the predictions carried out in the check-worthiness detection task for all configurations (per LLM and prompt). We release the three runs per configuration and the majority voting label. Consider that we have 12 LLMs tested, and 2 prompt strategies being in total 12x2 = 24 configurations. Each configuration is run three times meaning a total of 24x3 = 96 runs. Therefore, the .csv file contains 96 columns with each of these runs and 12 other columns for the majority voting label.
Claim-level format: This format transforms the message-level table into one where each row represents a single claim. Each claim may originate from a full message. For each claim, we record:
- The message it comes from
- Whether the claim itself is hateful
- Whether it comes from a hate speech or non-hate speech message
- Check-worthiness annotations provided by the LLM-in-the-loop
- Annotations from all human annotators
- Annotations from each model included in our experimental study
Similarly to the message-level format, we have:
wsf_arg_plus_per_claim.csv as the general dataset organized in claim-level format.
wsf_arg_plus_per_claim_gold_disagg.csv and wsf_arg_plus_per_claim_platinum_disagg.csv for the disaggregated gold and platinum labels.
wsf_arg_plus_per_claim_all_llms.csv that contains the disaggregated and aggregated annotations carried out by all our 24 configuration (12 LLMs and 2 prompting strategies).
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