{"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/neural-networks-classifier-for-data-selection","title":"Neural Networks Classifier for Data Selection in Statistical Machine Translation","arxiv_id":"1612.05555","date":"2016-12-16","proceeding":null,"authors":["Álvaro Peris","Mara Chinea-Rios","Francisco Casacuberta"],"abstract":"We address the data selection problem in statistical machine translation\n(SMT) as a classification task. The new data selection method is based on a\nneural network classifier. We present a new method description and empirical\nresults proving that our data selection method provides better translation\nquality, compared to a state-of-the-art method (i.e., Cross entropy). Moreover,\nthe empirical results reported are coherent across different language pairs.","url_abs":"http://arxiv.org/abs/1612.05555v2","url_pdf":"http://arxiv.org/pdf/1612.05555v2.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":"neural-networks-classifier-for-data-selection","repo_url":"https://github.com/lvapeab/sentence-selectioNN","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"none","reach":null}],"tasks":[{"task_slug":"classification","task_name":"General Classification"},{"task_slug":"machine-translation","task_name":"Machine Translation"},{"task_slug":"translation","task_name":"Translation"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1612.05555","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}