%0 Generic %1 li2016personabased %A Li, Jiwei %A Galley, Michel %A Brockett, Chris %A Spithourakis, Georgios P. %A Gao, Jianfeng %A Dolan, Bill %D 2016 %K chat conversation model wj2017 %T A Persona-Based Neural Conversation Model %U http://arxiv.org/abs/1603.06155 %X We present persona-based models for handling the issue of speaker consistency in neural response generation. A speaker model encodes personas in distributed embeddings that capture individual characteristics such as background information and speaking style. A dyadic speaker-addressee model captures properties of interactions between two interlocutors. Our models yield qualitative performance improvements in both perplexity and BLEU scores over baseline sequence-to-sequence models, with similar gains in speaker consistency as measured by human judges.

@misc{li2016personabased, abstract = {We present persona-based models for handling the issue of speaker consistency in neural response generation. A speaker model encodes personas in distributed embeddings that capture individual characteristics such as background information and speaking style. A dyadic speaker-addressee model captures properties of interactions between two interlocutors. Our models yield qualitative performance improvements in both perplexity and BLEU scores over baseline sequence-to-sequence models, with similar gains in speaker consistency as measured by human judges.}, added-at = {2017-05-03T15:12:50.000+0200}, author = {Li, Jiwei and Galley, Michel and Brockett, Chris and Spithourakis, Georgios P. and Gao, Jianfeng and Dolan, Bill}, biburl = {https://www.bibsonomy.org/bibtex/240988a3f8b74ca8e030b98e0cc4a8211/hotho}, description = {A Persona-Based Neural Conversation Model}, interhash = {4e0a57892428075c3fd141e037fad230}, intrahash = {40988a3f8b74ca8e030b98e0cc4a8211}, keywords = {chat conversation model wj2017}, note = {cite arxiv:1603.06155Comment: Accepted for publication at ACL 2016}, timestamp = {2017-05-03T15:12:50.000+0200}, title = {A Persona-Based Neural Conversation Model}, url = {http://arxiv.org/abs/1603.06155}, year = 2016 }