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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 32

Augmenting End-to-End Dialogue Systems With Commonsense Knowledge

March 15, 2023

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Published Date: 2018-02-08

Registration: ISSN 2374-3468 (Online) ISSN 2159-5399 (Print)

Copyright: Published by AAAI Press, Palo Alto, California USA Copyright © 2018, Association for the Advancement of Artificial Intelligence All Rights Reserved.

Authors

Tom Young

Beijing Institute of Technology


Erik Cambria

Nanyang Technological University


Iti Chaturvedi

Nanyang Technological University


Hao Zhou

Tsinghua University


Subham Biswas

Nanyang Technological University


Minlie Huang

Tsinghua University


DOI:

10.1609/aaai.v32i1.11923


Abstract:

Building dialogue systems that can converse naturally with humans is a challenging yet intriguing problem of artificial intelligence. In open-domain human-computer conversation, where the conversational agent is expected to respond to human utterances in an interesting and engaging way, commonsense knowledge has to be integrated into the model effectively. In this paper, we investigate the impact of providing commonsense knowledge about the concepts covered in the dialogue. Our model represents the first attempt to integrating a large commonsense knowledge base into end-to-end conversational models. In the retrieval-based scenario, we propose a model to jointly take into account message content and related commonsense for selecting an appropriate response. Our experiments suggest that the knowledge-augmented models are superior to their knowledge-free counterparts.

Topics: AAAI

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HOW TO CITE:

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang Augmenting End-to-End Dialogue Systems With Commonsense Knowledge Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang Augmenting End-to-End Dialogue Systems With Commonsense Knowledge AAAI 2018, .

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang (2018). Augmenting End-to-End Dialogue Systems With Commonsense Knowledge. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang. Augmenting End-to-End Dialogue Systems With Commonsense Knowledge. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang. 2018. Augmenting End-to-End Dialogue Systems With Commonsense Knowledge. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang. (2018) "Augmenting End-to-End Dialogue Systems With Commonsense Knowledge", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang, "Augmenting End-to-End Dialogue Systems With Commonsense Knowledge", AAAI, p., 2018.

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang. "Augmenting End-to-End Dialogue Systems With Commonsense Knowledge". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang. "Augmenting End-to-End Dialogue Systems With Commonsense Knowledge". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Tom Young||Erik Cambria||Iti Chaturvedi||Hao Zhou||Subham Biswas||Minlie Huang. Augmenting End-to-End Dialogue Systems With Commonsense Knowledge. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
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