{"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/a-persona-based-neural-conversation-model","title":"A Persona-Based Neural Conversation Model","arxiv_id":"1603.06155","date":"2016-03-19","proceeding":"ACL 2016 8","authors":["Jiwei Li","Michel Galley","Chris Brockett","Georgios P. Spithourakis","Jianfeng Gao","Bill Dolan"],"abstract":"We present persona-based models for handling the issue of speaker consistency\nin neural response generation. A speaker model encodes personas in distributed\nembeddings that capture individual characteristics such as background\ninformation and speaking style. A dyadic speaker-addressee model captures\nproperties of interactions between two interlocutors. Our models yield\nqualitative performance improvements in both perplexity and BLEU scores over\nbaseline sequence-to-sequence models, with similar gains in speaker consistency\nas measured by human judges.","url_abs":"http://arxiv.org/abs/1603.06155v2","url_pdf":"http://arxiv.org/pdf/1603.06155v2.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":"a-persona-based-neural-conversation-model","repo_url":"https://github.com/shrebox/Personified-Chatbot-I-am-Kalam","is_official":0,"mentioned_in_paper":0,"mentioned_in_github":1,"framework":"none","reach":{"status":"ok"}}],"tasks":[{"task_slug":"response-generation","task_name":"Response Generation"},{"task_slug":"model","task_name":"model"}],"methods":[],"datasets_introduced":[],"methods_introduced":[],"results":[],"syntology":{"atlas_url":"https://app.syntology.ai/?focus=1603.06155","mcp":null,"developers":"https://syntology.ai/developers"},"arxiv_metadata":null,"syntology_extracted_results":null}