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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 36 / No. 11: IAAI-22, EAAI-22, AAAI-22 Special Programs and Special Track, Student Papers and Demonstrations

FORCE: A Framework of Rule-Based Conversational Recommender System

February 1, 2023

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Authors

Jun Quan

School of Computer Science and Technology, Soochow University, Suzhou, China Microsoft, China


Ze Wei

Microsoft, China


Qiang Gan

Microsoft, China


Jingqi Yao

Donald Bren School of Information and Computer Sciences, University of California, Irvine Microsoft, China


Jingyi Lu

Microsoft, China


Yuchen Dong

Microsoft, China


Yiming Liu

Microsoft, China


Yi Zeng

Microsoft, China


Chao Zhang

Microsoft, China


Yongzhi Li

Microsoft, China


Huang Hu

Microsoft, China


Yingying He

Microsoft, China


Yang Yang

Microsoft, China


Daxin Jiang

Microsoft, China


DOI:

10.1609/aaai.v36i11.21732


Abstract:

The conversational recommender systems (CRSs) have received extensive attention in recent years. However, most of the existing works focus on various deep learning models, which are largely limited by the requirement of large-scale human-annotated datasets. Such methods are not able to deal with the cold-start scenarios in industrial products. To alleviate the problem, we propose FORCE, a Framework Of Rule-based Conversational rEcommender system that helps developers to quickly build CRS bots by simple configuration. We conduct experiments on two datasets in different languages and domains to verify its effectiveness and usability.

Topics: AAAI

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HOW TO CITE:

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang FORCE: A Framework of Rule-Based Conversational Recommender System Proceedings of the AAAI Conference on Artificial Intelligence (2022) 13215-13217.

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang FORCE: A Framework of Rule-Based Conversational Recommender System AAAI 2022, 13215-13217.

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang (2022). FORCE: A Framework of Rule-Based Conversational Recommender System. Proceedings of the AAAI Conference on Artificial Intelligence, 13215-13217.

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang. FORCE: A Framework of Rule-Based Conversational Recommender System. Proceedings of the AAAI Conference on Artificial Intelligence 2022 p.13215-13217.

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang. 2022. FORCE: A Framework of Rule-Based Conversational Recommender System. "Proceedings of the AAAI Conference on Artificial Intelligence". 13215-13217.

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang. (2022) "FORCE: A Framework of Rule-Based Conversational Recommender System", Proceedings of the AAAI Conference on Artificial Intelligence, p.13215-13217

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang, "FORCE: A Framework of Rule-Based Conversational Recommender System", AAAI, p.13215-13217, 2022.

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang. "FORCE: A Framework of Rule-Based Conversational Recommender System". Proceedings of the AAAI Conference on Artificial Intelligence, 2022, p.13215-13217.

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang. "FORCE: A Framework of Rule-Based Conversational Recommender System". Proceedings of the AAAI Conference on Artificial Intelligence, (2022): 13215-13217.

Jun Quan||Ze Wei||Qiang Gan||Jingqi Yao||Jingyi Lu||Yuchen Dong||Yiming Liu||Yi Zeng||Chao Zhang||Yongzhi Li||Huang Hu||Yingying He||Yang Yang||Daxin Jiang. FORCE: A Framework of Rule-Based Conversational Recommender System. AAAI[Internet]. 2022[cited 2023]; 13215-13217.


ISSN: 2374-3468


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Copyright 2022, Association for the Advancement of
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