Datasets › ETHOS
ETHOS (multi-labEl haTe speecH detectiOn dataSet)
ETHOS is a hate speech detection dataset. It is built from YouTube and Reddit comments validated through a crowdsourcing platform. It has two subsets, one for binary classification and the other for multi-label classification. The former contains 998 comments, while the latter contains fine-grained hate-speech annotations for 433 comments.
Source: https://arxiv.org/abs/2006.08328
Benchmarks archive 2025-07-28
All 2 leaderboards whose dataset resolves to this page shown (sort by any header). "First row" is the archive's own first row at snapshot, in the archive's row order; nothing here re-ranks and metric direction is not asserted.
| First row (archive order) | Paper | Code | ||||
|---|---|---|---|---|---|---|
| Hate Speech Detection | Ethos Binary | BiLSTM + static BE F1-score 0.7971 | Hate speech detection using static BERT embeddings | — | 12 | Compare |
| Hate Speech Detection | Ethos MultiLabel | MLARAM Hamming Loss 0.2948 | ETHOS: an Online Hate Speech Detection Dataset | intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset | 5 | Compare |
Papers archive 2025-07-28
3 shown of 3 papers with a leaderboard row on this dataset's benchmarks, newest first. The archive's own "papers using this dataset" list was never published, so this is the benchmark-backed subset; the archive's count for this dataset is 20. The Syntology column is from Syntology's graph (read 2026-09-24), stated per sample; it is not part of any archive number.
| Date | Samples run Syntology | |||
|---|---|---|---|---|
| OPT: Open Pre-trained Transformer Language Models | 11 | 6 | 2 May 2022 | ran 6 of 24 samples (18 unverified; 16 pointer-only for licence) |
| Hate speech detection using static BERT embeddings | 0 | 1 | 29 Jun 2021 | not harvested |
| ETHOS: an Online Hate Speech Detection Dataset | 1 | 10 | 11 Jun 2020 | not harvested |
Dataset loaders archive 2025-07-28
4 loaders as listed in the archive; links are outbound and not re-checked here.
Tasks archive 2025-07-28
License archive 2025-07-28
Modalities archive 2025-07-28
Languages archive 2025-07-28
Variants archive 2025-07-28
- Ethos Binary
- Ethos MultiLabel
- ETHOS
3 variant names, as the archive lists them.
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