Towards a Continuous Knowledge Learning Engine for Chatbots

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Mazumder, Sahisnu; Ma, Nianzu; Liu, Bing;
  • Subject: Computer Science - Computation and Language | Computer Science - Artificial Intelligence | Computer Science - Human-Computer Interaction

Although chatbots have been very popular in recent years, they still have some serious weaknesses which limit the scope of their applications. One major weakness is that they cannot learn new knowledge during the conversation process, i.e., their knowledge is fixed befo... View more
  • References (41)
    41 references, page 1 of 5

    David Ameixa, Luisa Coheur, Pedro Fialho, and Paulo Quaresma. 2014. Luke, i am your father: dealing with out-of-domain requests by using movies subtitles. In International Conference on Intelligent Virtual Agents.

    Rafael E Banchs and Haizhou Li. 2012. Iris: a chatoriented dialogue system based on the vector space model. In Proceedings of the ACL 2012 System Demonstrations. pages 37-42.

    Antoine Bordes, Nicolas Usunier, Alberto GarciaDuran, Jason Weston, and Oksana Yakhnenko. 2013. Translating embeddings for modeling multirelational data. In NIPS.

    Antoine Bordes and Jason Weston. 2016. Learning end-to-end goal-oriented dialog. arXiv preprint arXiv:1605.07683 .

    Antoine Bordes, Jason Weston, Ronan Collobert, and Yoshua Bengio. 2011. Learning structured embeddings of knowledge bases. In AAAI.

    Zhiyuan Chen and Bing Liu. 2013. Lifelong Learning for Sentiment Classification. In ACL-2015, short paper.

    Zhiyuan Chen and Bing Liu. 2014. Topic Modeling using Topics from Many Domains, Lifelong Learning and Big Data. In ICML.

    Zhiyuan Chen and Bing Liu. 2016. Lifelong Machine learning. Morgan and Claypool Publishers.

    Rajarshi Das, Arvind Neelakantan, David Belanger, and Andrew McCallum. 2016. Chains of reasoning over entities, relations, and text using recurrent neural networks. arXiv preprint arXiv:1607.01426 .

    Matt Gardner and Tom M Mitchell. 2015. Efficient and expressive knowledge base completion using subgraph feature extraction. In EMNLP.

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