{"url":"/dataset/wikihow","name":"WikiHow","full_name":null,"description_markdown":"**WikiHow** is a dataset of more than 230,000 article and summary pairs extracted and constructed from an online knowledge base written by different human authors. The articles span a wide range of topics and represent high diversity styles.\r\n\r\nSource: [WikiHow: A Large Scale Text Summarization Dataset](https://paperswithcode.com/paper/wikihow-a-large-scale-text-summarization/)\r\nImage Source: [WikiHow: A Large Scale Text Summarization Dataset](https://paperswithcode.com/paper/wikihow-a-large-scale-text-summarization/)","description_withheld":null,"homepage":"https://github.com/mahnazkoupaee/WikiHow-Dataset","introduced_date":"2018-01-01","introduced_date_note":null,"introduced_by":{"paper":"/paper/wikihow-a-large-scale-text-summarization","title":"WikiHow: A Large Scale Text Summarization Dataset","first_author":"Mahnaz Koupaee","url":null},"license":{"name":"CC-BY-NC-SA","url":"https://creativecommons.org/licenses/by-nc-sa/3.0/"},"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Text Summarization","url":"/task/text-summarization","datasets_with_task":"/datasets/task/text-summarization"},{"name":"Abstractive Text Summarization","url":"/task/abstractive-text-summarization","datasets_with_task":"/datasets/task/abstractive-text-summarization"}],"languages":[{"name":"English","url":"/datasets/language/english"}],"variants":["WikiHow","wikihow"],"data_loaders":[{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/wangwilliamyang/wikihow","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/huggingface/datasets","url":"https://huggingface.co/datasets/wikihow","frameworks":["tf","pytorch","jax"]},{"repo":"https://github.com/tensorflow/datasets","url":"https://www.tensorflow.org/datasets/catalog/wikihow","frameworks":["tf","jax"]},{"repo":"https://github.com/mahnazkoupaee/WikiHow-Dataset","url":"https://github.com/mahnazkoupaee/WikiHow-Dataset","frameworks":[]}],"num_papers_in_archive":127,"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28"},"benchmarks":[{"leaderboard":"/sota/text-summarization-on-wikihow","task":"Text Summarization","dataset_variant":"WikiHow","rows":3,"metrics":["ROUGE-1","ROUGE-2","ROUGE-L","Content F1"],"first_row_in_archive_order":{"model":"BertSum","paper":"/paper/abstractive-summarization-of-spoken","metrics":{"Content F1":"29.8","ROUGE-1":"35.91","ROUGE-2":"13.9","ROUGE-L":"34.82"},"code_links":[{"title":"nlpyang/PreSumm","url":"https://github.com/nlpyang/PreSumm"},{"title":"alebryvas/berk266","url":"https://github.com/alebryvas/berk266"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"},{"leaderboard":"/sota/abstractive-text-summarization-on-wikihow","task":"Abstractive Text Summarization","dataset_variant":"WikiHow","rows":1,"metrics":["Content F1","ROUGE-1","ROUGE-2","ROUGE-L"],"first_row_in_archive_order":{"model":"BertSum","paper":"/paper/abstractive-summarization-of-spoken","metrics":{"Content F1":"29.8","ROUGE-1":"35.91","ROUGE-2":"13.9","ROUGE-L":"34.82"},"code_links":[{"title":"nlpyang/PreSumm","url":"https://github.com/nlpyang/PreSumm"},{"title":"alebryvas/berk266","url":"https://github.com/alebryvas/berk266"}]},"note":"rows are the archive's own order at snapshot; nothing here re-ranks them"}],"papers_with_a_benchmark_row":[{"paper":"/paper/abstractive-summarization-of-spoken","title":"Abstractive Summarization of Spoken andWritten Instructions with BERT","date":"2020-08-21","rows_on_this_dataset":2,"code_links":2,"syntology":null},{"paper":"/paper/extractive-summarization-as-text-matching","title":"Extractive Summarization as Text Matching","date":"2020-04-19","rows_on_this_dataset":1,"code_links":2,"syntology":null},{"paper":"/paper/wikihow-a-large-scale-text-summarization","title":"WikiHow: A Large Scale Text Summarization Dataset","date":"2018-10-18","rows_on_this_dataset":1,"code_links":9,"syntology":{"read_at":"2026-09-24T18:15:14+00:00","samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":1,"claim":"Per-sample execution on synthesized fixtures; not a correctness claim."}}],"syntology_totals":{"read_at":"2026-09-24T18:15:14+00:00","papers_with_samples":1,"samples_harvested":1,"samples_ran":1,"samples_unverified":0,"pointer_only_for_licence":1,"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."}