@inproceedings{li2016a, author = {Li, Jiwei and Galley, Michel and Brockett, Chris and Spithourakis, Georgios P. and Gao, Jianfeng and Dolan, Bill}, title = {A Persona-Based Neural Conversation Model}, booktitle = {Proc. of ACL}, year = {2016}, month = {June}, 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.}, url = {http://approjects.co.za/?big=en-us/research/publication/persona-based-neural-conversation-model/}, edition = {Proc. of ACL}, }