{"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/hybrid-simplification-using-deep-semantics","title":"Hybrid Simplification using Deep Semantics and Machine Translation","arxiv_id":null,"date":"2014-06-01","proceeding":"ACL 2014 6","authors":["Shashi Narayan","Claire Gardent"],"abstract":"","url_abs":"https://aclanthology.org/P14-1041","url_pdf":"https://aclanthology.org/P14-1041.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":[],"tasks":[{"task_slug":"machine-translation","task_name":"Machine Translation"},{"task_slug":"text-simplification","task_name":"Text Simplification"},{"task_slug":"translation","task_name":"Translation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/text-simplification-on-newsela","task":"Text Simplification","dataset":"Newsela","model":"Hybrid","rank_in_archive_order":12,"of":13,"metrics":{"BLEU":"14.46*","SARI":"28.61*"},"uses_additional_data":false},{"leaderboard":"/sota/text-simplification-on-pwkp-wikismall","task":"Text Simplification","dataset":"PWKP / WikiSmall","model":"Hybrid","rank_in_archive_order":10,"of":11,"metrics":{"BLEU":"53.94* (53.6)","SARI":"30.46*"},"uses_additional_data":false},{"leaderboard":"/sota/text-simplification-on-turkcorpus","task":"Text Simplification","dataset":"TurkCorpus","model":"Hybrid","rank_in_archive_order":24,"of":25,"metrics":{"BLEU":"48.97*","SARI (EASSE>=0.2.1)":"31.40*"},"uses_additional_data":false}],"syntology":{"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}