{"url":"/task/lay-summarization","name":"Lay Summarization","slug":"lay-summarization","description_markdown":"Summarizing a technical or scientific document in simple, non-technical language that is comprehensible to a lay person (non-expert).","categories":[{"name":"Natural Language Processing","url":"/area/natural-language-processing"}],"source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","slug_source":"archive_url"},"counts":{"papers_tagged":11,"papers_with_code":5,"benchmarks":2,"benchmark_tables_in_archive":2,"benchmark_tables_shown":2,"benchmark_tables_withheld_as_spam":0,"benchmark_definition":"a leaderboard table with at least one row; benchmark_tables_shown also counts the zero-row tables; benchmark_tables_in_archive adds the tables withheld as spam","datasets":4,"subtasks":0,"parent_tasks":1},"benchmarks":[{"leaderboard":"/sota/lay-summarization-on-elife","slug":"lay-summarization-on-elife","dataset":"eLife","dataset_url":"/dataset/elife","rows_in_archive":1,"metrics":["ROUGE-1","ROUGE-2","ROUGE-L"],"first_row_in_archive_order":{"model":"BART","paper_title":"Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature","paper_url":"/paper/making-science-simple-corpora-for-the-lay","paper_date":"2022-10-18","arxiv_id":"2210.09932","code_links":[{"title":"tgoldsack1/corpora_for_lay_summarisation","url":"https://github.com/tgoldsack1/corpora_for_lay_summarisation"}],"syntology":null}},{"leaderboard":"/sota/lay-summarization-on-plos","slug":"lay-summarization-on-plos","dataset":"PLOS","dataset_url":"/dataset/plos","rows_in_archive":1,"metrics":["ROUGE-1","ROUGE-2","ROUGE-L"],"first_row_in_archive_order":{"model":"BART","paper_title":"Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature","paper_url":"/paper/making-science-simple-corpora-for-the-lay","paper_date":"2022-10-18","arxiv_id":"2210.09932","code_links":[{"title":"tgoldsack1/corpora_for_lay_summarisation","url":"https://github.com/tgoldsack1/corpora_for_lay_summarisation"}],"syntology":null}}],"datasets":[{"url":"/dataset/elife","name":"eLife","full_name":"Scientific Lay Summarization","num_papers_in_archive":24},{"url":"/dataset/plos","name":"PLOS","full_name":"Scientific Lay Summarization","num_papers_in_archive":21},{"url":"/dataset/auth-at-biolaysumm-2024-bringing-scientific","name":"AUTH at BioLaySumm 2024 - Bringing Scientific Content to Kids","full_name":"","num_papers_in_archive":1},{"url":"/dataset/loukritia-stefanou","name":"AUTH at BioLaySumm 2024: Bringing Scientific Content to Kids","full_name":"","num_papers_in_archive":1}],"subtasks":[],"parent_tasks":[{"url":"/task/scientific-article-summarization","name":"Scientific Document Summarization"}],"papers":{"order":"repositories listed in the archive (desc), then date (desc); the archive holds no stars","population":"papers tagged with this task that list at least one repository in the archive","shown":5,"of":5,"tagged_in_all":11,"items":[{"url":"/paper/generating-summaries-with-controllable","title":"Generating Summaries with Controllable Readability Levels","date":"2023-10-16","arxiv_id":"2310.10623","repositories_listed":1,"syntology":null},{"url":"/paper/making-science-simple-corpora-for-the-lay","title":"Making Science Simple: Corpora for the Lay Summarisation of Scientific Literature","date":"2022-10-18","arxiv_id":"2210.09932","repositories_listed":1,"syntology":null},{"url":"/paper/dimsum-laysumm-20","title":"Dimsum @LaySumm 20","date":"2020-11-01","arxiv_id":null,"repositories_listed":1,"syntology":null},{"url":"/paper/divide-and-conquer-from-complexity-to","title":"Divide and Conquer: From Complexity to Simplicity for Lay Summarization","date":"2020-11-01","arxiv_id":null,"repositories_listed":1,"syntology":null},{"url":"/paper/dimsum-laysumm-20-bart-based-approach-for","title":"Dimsum @LaySumm 20: BART-based Approach for Scientific Document Summarization","date":"2020-10-19","arxiv_id":"2010.09252","repositories_listed":1,"syntology":null}],"syntology_records":0,"syntology_note":"a paper without a record is not a recorded non-run: it may lack an arXiv id or simply be absent from the graph layer"},"description_links":{"kept":0,"unwrapped_to_text":0,"bare_urls_linked":0,"relative_images_dropped":0,"rule":"internal links are kept only when the target slug exists in the catalog"},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per-sample execution status on synthesized fixtures ('ran N of M samples'); 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