{"url":"/dataset/ethos","name":"ETHOS","full_name":"multi-labEl haTe speecH detectiOn dataSet","description_markdown":"**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.\r\n\r\nSource: [https://arxiv.org/abs/2006.08328](https://arxiv.org/abs/2006.08328)","description_withheld":null,"homepage":"https://github.com/intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset","introduced_date":null,"introduced_date_note":null,"introduced_by":{"paper":"/paper/ethos-an-online-hate-speech-detection-dataset","title":"ETHOS: an Online Hate Speech Detection Dataset","first_author":"Ioannis Mollas","url":null},"license":{"name":"GNU GPLv3","url":"https://raw.githubusercontent.com/intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset/master/LICENSE"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Image Classification","url":"/task/image-classification","datasets_with_task":"/datasets/task/image-classification"},{"name":"Hate Speech Detection","url":"/task/hate-speech-detection","datasets_with_task":"/datasets/task/hate-speech-detection"},{"name":"Data Augmentation","url":"/task/data-augmentation","datasets_with_task":"/datasets/task/data-augmentation"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["Ethos Binary","Ethos MultiLabel","ETHOS"],"data_loaders":[{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/iamollas/ethos","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/taldarim/arvrmrposts","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/ethos","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset","url":"https://github.com/intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset","frameworks":[]}],"num_papers_in_archive":20,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/hate-speech-detection-on-ethos-binary","task":"Hate Speech Detection","dataset_variant":"Ethos Binary","rows":12,"metrics":["F1-score","Classification Accuracy","Precision"],"first_row_in_archive_order":{"model":"BiLSTM + static BE","paper":"/paper/hate-speech-detection-using-static-bert","metrics":{"Classification Accuracy":"0.8015","F1-score":"0.7971","Precision":"0.8037"},"code_links":[]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/hate-speech-detection-on-ethos-multilabel","task":"Hate Speech Detection","dataset_variant":"Ethos MultiLabel","rows":5,"metrics":["Hamming Loss"],"first_row_in_archive_order":{"model":"MLARAM","paper":"/paper/ethos-an-online-hate-speech-detection-dataset","metrics":{"Hamming Loss":"0.2948"},"code_links":[{"title":"intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset","url":"https://github.com/intelligence-csd-auth-gr/Ethos-Hate-Speech-Dataset"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/opt-open-pre-trained-transformer-language","title":"OPT: Open Pre-trained Transformer Language Models","date":"2022-05-02","rows_on_this_dataset":6,"code_links":11,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":24,"samples_ran":6,"samples_unverified":18,"pointer_only_for_licence":16,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}},{"paper":"/paper/hate-speech-detection-using-static-bert","title":"Hate speech detection using static BERT embeddings","date":"2021-06-29","rows_on_this_dataset":1,"code_links":0,"syntology":null},{"paper":"/paper/ethos-an-online-hate-speech-detection-dataset","title":"ETHOS: an Online Hate Speech Detection Dataset","date":"2020-06-11","rows_on_this_dataset":10,"code_links":1,"syntology":null}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":24,"samples_ran":6,"samples_unverified":18,"pointer_only_for_licence":16,"papers_with_no_sample_that_ran":0,"note":"the per-paper counts above, summed; not a rate"},"papers_note":"The archive never published its papers-using-dataset list; these are papers with a leaderboard row on this dataset's benchmarks."}