{"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/speaker-role-contextual-modeling-for-language","title":"Speaker Role Contextual Modeling for Language Understanding and Dialogue Policy Learning","arxiv_id":"1710.00164","date":"2017-09-30","proceeding":"IJCNLP 2017 11","authors":["Ta-Chung Chi","Po-Chun Chen","Shang-Yu Su","Yun-Nung Chen"],"abstract":"Language understanding (LU) and dialogue policy learning are two essential\ncomponents in conversational systems. Human-human dialogues are not\nwell-controlled and often random and unpredictable due to their own goals and\nspeaking habits. This paper proposes a role-based contextual model to consider\ndifferent speaker roles independently based on the various speaking patterns in\nthe multi-turn dialogues. The experiments on the benchmark dataset show that\nthe proposed role-based model successfully learns role-specific behavioral\npatterns for contextual encoding and then significantly improves language\nunderstanding and dialogue policy learning tasks.","url_abs":"http://arxiv.org/abs/1710.00164v1","url_pdf":"http://arxiv.org/pdf/1710.00164v1.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":"speaker-role-contextual-modeling-for-language","repo_url":"https://github.com/MiuLab/Spk-Dialogue","is_official":1,"mentioned_in_paper":1,"mentioned_in_github":0,"framework":"tf","reach":null}],"tasks":[],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1710.00164","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}