{"url":"/dataset/winobias","name":"WinoBias","full_name":"WinoBias","description_markdown":"**WinoBias** contains 3,160 sentences, split equally for development and test, created by researchers familiar with the project. Sentences were created to follow two prototypical templates but annotators were encouraged to come up with scenarios where entities could be interacting in plausible ways. Templates were selected to be challenging and designed to cover cases requiring semantics and syntax separately.\r\n\r\nSource: [WinoBias](https://uclanlp.github.io/corefBias/overview)\r\nImage Source: [https://uclanlp.github.io/corefBias/overview](https://uclanlp.github.io/corefBias/overview)","description_withheld":null,"homepage":"https://uclanlp.github.io/corefBias/overview","introduced_date":"2018-01-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/gender-bias-in-coreference-resolution-1","title":"Gender Bias in Coreference Resolution: Evaluation and Debiasing Methods","first_author":"Jieyu Zhao","url":null},"license":{"name":"MIT","url":"https://github.com/uclanlp/corefBias/blob/master/LICENSE"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Coreference Resolution","url":"/task/coreference-resolution","datasets_with_task":"/datasets/task/coreference-resolution"},{"name":"Fairness","url":"/task/fairness","datasets_with_task":"/datasets/task/fairness"},{"name":"Word Embeddings","url":"/task/word-embeddings","datasets_with_task":"/datasets/task/word-embeddings"}],"languages":[],"variants":["WinoBias"],"data_loaders":[{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/uclanlp/wino_bias","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/facebook/panda","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/wino_bias","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/allenai/allennlp-models","url":"https://docs.allennlp.org/models/main/models/coref/dataset_readers/winobias/","frameworks":["pytorch"]}],"num_papers_in_archive":134,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[],"papers_with_a_benchmark_row":[],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":0,"samples_harvested":0,"samples_ran":0,"samples_unverified":0,"pointer_only_for_licence":0,"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."}