{"url":"/dataset/talksumm","name":"TalkSumm","full_name":"TalkSumm","description_markdown":"The **TalkSumm** dataset contains 1705 automatically-generated summaries of scientific papers from ACL, NAACL, EMNLP, SIGDIAL (2015-2018), and ICML (2017-2018).\r\n\r\nThe dataset is provided as a list of titles and URLs and the corresponding summaries.\r\n\r\nSource: [GitHub](https://github.com/levguy/talksumm)","description_withheld":null,"homepage":"https://github.com/levguy/talksumm","introduced_date":"2019-06-04","introduced_date_note":null,"introduced_by":{"paper":"/paper/talksumm-a-dataset-and-scalable-annotation","title":"TalkSumm: A Dataset and Scalable Annotation Method for Scientific Paper Summarization Based on Conference Talks","first_author":"Guy Lev","url":null},"license":null,"modalities":[{"name":"Texts","url":"/datasets/modality/texts"}],"tasks":[{"name":"Text Summarization","url":"/task/text-summarization","datasets_with_task":"/datasets/task/text-summarization"},{"name":"Document Summarization","url":"/task/document-summarization","datasets_with_task":"/datasets/task/document-summarization"},{"name":"Scientific Document Summarization","url":"/task/scientific-article-summarization","datasets_with_task":"/datasets/task/scientific-article-summarization"}],"languages":[],"variants":["TalkSumm"],"data_loaders":[{"repo":"https://github.com/levguy/talksumm","url":"https://github.com/levguy/talksumm","frameworks":[]}],"num_papers_in_archive":6,"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."}