AliMe Chat: A Sequence to Sequence and Rerank based Chatbot Engine

نویسندگان

  • Minghui Qiu
  • Feng-Lin Li
  • Siyu Wang
  • Xing Gao
  • Yan Chen
  • Weipeng Zhao
  • Haiqing Chen
  • Jun Huang
  • Wei Chu
چکیده

We propose AliMe Chat, an open-domain chatbot engine that integrates the joint results of Information Retrieval (IR) and Sequence to Sequence (Seq2Seq) based generation models. AliMe Chat uses an attentive Seq2Seq based rerank model to optimize the joint results. Extensive experiments show our engine outperforms both IR and generation based models. We launch AliMe Chat for a real-world industrial application and observe better results than another public chatbot.

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تاریخ انتشار 2017