{"url":"/sota/text-simplification-on-eurekaalert","task":{"name":"Text Simplification","url":"/task/text-simplification","note":null},"dataset":{"name":"EurekaAlert","url":"/dataset/eurekaalert"},"category":"Natural Language Processing","categories":["Natural Language Processing"],"category_note":null,"description":"**Text Simplification** is the task of reducing the complexity of the vocabulary and sentence structure of text while retaining its original meaning, with the goal of improving readability and understanding. Simplification has a variety of important societal applications, for example increasing accessibility for those with cognitive disabilities such as aphasia, dyslexia, and autism, or for non-native speakers and children with reading difficulties.\r\n\r\n\r\n<span class=\"description-source\">Source: [Multilingual Unsupervised Sentence Simplification](https://arxiv.org/abs/2005.00352)</span>","description_from":"task","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","rank":"the archive's row order at snapshot; not re-ranked","rows_end_at":"2025-07-28","rows_withheld_as_spam":0,"metric_values":"the archive's strings, untouched"},"metrics":["Rouge1","SARI"],"metric_direction":{"note":"inferred from the metric name only (the archive records no direction); null = not inferred, chart draws points only","by_metric":{"Rouge1":null,"SARI":null}},"counts":{"rows":3,"rows_with_code":2,"rows_with_paper_page":3,"rows_dated":3,"rows_using_additional_data":0},"rows":[{"rank_in_archive_order":1,"model":"MedTSS-BART (Without Training)","metrics":{"Rouge1":"35.17"},"uses_additional_data":false,"paper_date":"2024-01-30","paper":"/paper/medtss-transforming-abstractive-summarization","paper_url":"https://www.springerprofessional.de/en/medtss-transforming-abstractive-summarization-of-scientific-arti/26680000","paper_title":"MedTSS: transforming abstractive summarization of scientific articles with linguistic analysis and concept reinforcement","code":"https://github.com/NadiaSaeed/MedTSS","n_code_links":1,"syntology":null},{"rank_in_archive_order":2,"model":"HTSS","metrics":{"Rouge1":"21.94"},"uses_additional_data":false,"paper_date":"2020-07-13","paper":"/paper/htss-a-novel-hybrid-text-summarisation-and","paper_url":"https://www.sciencedirect.com/science/article/abs/pii/S0306457320308463","paper_title":"HTSS: A Novel Hybrid Text Summarisation and Simplification Architecture","code":"https://github.com/slab-itu/htss","n_code_links":2,"syntology":null},{"rank_in_archive_order":3,"model":"SATS","metrics":{"SARI":"40.83"},"uses_additional_data":false,"paper_date":"2024-07-10","paper":"/paper/sats-simplification-aware-text-summarization","paper_url":"https://www.frontiersin.org/journals/artificial-intelligence/articles/10.3389/frai.2024.1375419/full","paper_title":"SATS: simplification aware text summarization of scientific documents","code":null,"n_code_links":0,"syntology":null}],"since_archive":{"present":false,"note":"No Syntology-extracted rows are published in this build."},"syntology":{"read_at":"2026-09-24T18:15:14+00:00","claim":"Per row: N of M harvested code samples from that row's paper executed on a synthesized fixture; the other M-N are unverified. Not a reproduction of the row's number; not a correctness claim. n_pointer_only_licence counts samples the site points at rather than redistributes (a licence axis, independent of ran/unverified).","rows_with_graph_line":0,"rows_with_any_sample_ran":0,"distinct_papers_with_graph_line":0,"distinct_papers_with_any_sample_ran":0,"samples_over_distinct_papers":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"each paper (arXiv id) counted once, however many rows it is behind; this is the page-level figure"},"samples_row_weighted":{"n_ran":0,"n_unverified":0,"n_samples":0,"n_pointer_only_licence":0,"note":"row-weighted: a paper behind several rows is counted once per row; inflated relative to samples_over_distinct_papers by design, kept for readers summing the per-row syntology blocks"}}}