{"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/long-short-term-memory-neural-networks-for","title":"Long Short-Term Memory Neural Networks for Chinese Word Segmentation","arxiv_id":null,"date":"2015-09-01","proceeding":"EMNLP 2015 9","authors":["Xinchi Chen","Xipeng Qiu","Chenxi Zhu","PengFei Liu","Xuanjing Huang"],"abstract":"","url_abs":"https://aclanthology.org/D15-1141","url_pdf":"https://aclanthology.org/D15-1141.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":"chinese-word-segmentation","task_name":"Chinese Word Segmentation"},{"task_slug":"feature-engineering","task_name":"Feature Engineering"}],"methods":[{"method_slug":"lstm","method_name":"LSTM"},{"method_slug":"sigmoid-activation","method_name":"Sigmoid Activation"},{"method_slug":"tanh-activation","method_name":"Tanh Activation"}],"datasets_introduced":[],"methods_introduced":[],"results":[{"leaderboard":"/sota/chinese-word-segmentation-on-msra","task":"Chinese Word Segmentation","dataset":"MSRA","model":"Pre-trained+bigram+ LSTM+CRF","rank_in_archive_order":3,"of":3,"metrics":{"F1":"97.4"},"uses_additional_data":false}],"syntology":{"syntology_url":null,"atlas_url":null,"mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}