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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence

History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System

February 1, 2023

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Authors

Yajing Sun

University of Chinese Academy of Sciences


Yue Hu

University of Chinese Academy of Sciences


Luxi Xing

Chinese Academy of Sciences


Jing Yu

Chinese Academy of Sciences


Yuqiang Xie

Chinese Academy of Sciences


DOI:

10.1609/aaai.v34i05.6425


Abstract:

Keeping the conversation consistent and avoiding its repetition are two key factors to construct an intelligent multi-turn knowledge-grounded dialogue system. Although some works tend to combine history with external knowledge such as personal background information to boost dialogue quality, they are prone to ignore the fact that incorporating the same knowledge multiple times into the conversation leads to repetition. The main reason is the lack of effective control over the use of knowledge on the conversation level. So we design a history-adaption knowledge incorporation mechanism to build an effective multi-turn dialogue model. Our proposed model addresses repetition by recurrently updating the knowledge from the conversation level and progressively incorporating it into the history step-by-step. And the knowledge-grounded history representation also enhances the conversation consistency. Experimental results show that our proposed model significantly outperforms several retrieval-based models on some benchmark datasets. The human evaluation demonstrates that our model can maintain conversation consistent and reduce conversation repetition.

Topics: AAAI

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Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System Proceedings of the AAAI Conference on Artificial Intelligence (2020) 8944-8951.

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System AAAI 2020, 8944-8951.

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie (2020). History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System. Proceedings of the AAAI Conference on Artificial Intelligence, 8944-8951.

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie. History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System. Proceedings of the AAAI Conference on Artificial Intelligence 2020 p.8944-8951.

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie. 2020. History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System. "Proceedings of the AAAI Conference on Artificial Intelligence". 8944-8951.

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie. (2020) "History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System", Proceedings of the AAAI Conference on Artificial Intelligence, p.8944-8951

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie, "History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System", AAAI, p.8944-8951, 2020.

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie. "History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System". Proceedings of the AAAI Conference on Artificial Intelligence, 2020, p.8944-8951.

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie. "History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System". Proceedings of the AAAI Conference on Artificial Intelligence, (2020): 8944-8951.

Yajing Sun||Yue Hu||Luxi Xing||Jing Yu||Yuqiang Xie. History-Adaption Knowledge Incorporation Mechanism for Multi-Turn Dialogue System. AAAI[Internet]. 2020[cited 2023]; 8944-8951.


ISSN: 2374-3468


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