{"about":{"site":"https://codewithpapers.app","non_affiliation":"Code with Papers and Syntology are not affiliated with, endorsed by, or sponsored by Papers with Code, Meta, or the pwc-archive mirror.","licence":"CC BY-SA 4.0","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","attribution":"https://codewithpapers.app/attribution","modified":"archive material modified by Syntology; see the attribution page"},"url":"/paper/unsupervised-sentence-simplification-using","title":"Unsupervised Sentence Simplification Using Deep Semantics","arxiv_id":"1507.08452","date":"2015-07-30","proceeding":"WS 2016 9","authors":["Shashi Narayan","Claire Gardent"],"abstract":"We present a novel approach to sentence simplification which departs from\nprevious work in two main ways. First, it requires neither hand written rules\nnor a training corpus of aligned standard and simplified sentences. Second,\nsentence splitting operates on deep semantic structure. We show (i) that the\nunsupervised framework we propose is competitive with four state-of-the-art\nsupervised systems and (ii) that our semantic based approach allows for a\nprincipled and effective handling of sentence splitting.","url_abs":"http://arxiv.org/abs/1507.08452v3","url_pdf":"http://arxiv.org/pdf/1507.08452v3.pdf","source":{"archive":"pwc-archive (Hugging Face), CC BY-SA 4.0","snapshot":"2025-07-28","licence_url":"https://creativecommons.org/licenses/by-sa/4.0/legalcode","row_kind":"abstracts"},"code_links":[{"paper_slug":"unsupervised-sentence-simplification-using","repo_url":"https://github.com/shashiongithub/Sentence-Simplification-ACL14","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":null}],"tasks":[{"task_slug":"sentence","task_name":"Sentence"},{"task_slug":"text-simplification","task_name":"Text Simplification"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/text-simplification-on-pwkp-wikismall","task":"Text Simplification","dataset":"PWKP / WikiSmall","model":"UNSUP","rank_in_archive_order":2,"of":11,"metrics":{"BLEU":"38.47"},"uses_additional_data":false}],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1507.08452","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}