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Home / Proceedings / Proceedings of the AAAI Conference on Artificial Intelligence, 35 / No. 14: AAAI-21 Technical Tracks 14

MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations

February 1, 2023

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Authors

Yao Dou

University of Washington


Maxwell Forbes

University of Washington Allen Institute for AI


Ari Holtzman

University of Washington


Yejin Choi

University of Washington Allen Institute for AI


DOI:

10.1609/aaai.v35i14.17510


Abstract:

We study conversational dialog in which there are many possible responses to a given history. We present the MultiTalk Dataset, a corpus of over 320,000 sentences of written conversational dialog that balances a high branching factor (10) with several conversation turns (6) through selective branch continuation. We make multiple contributions to study dialog generation in the highly branching setting. In order to evaluate a diverse set of generations, we propose a simple scoring algorithm, based on bipartite graph matching, to optimally incorporate a set of diverse references. We study multiple language generation tasks at different levels of predictive conversation depth, using textual attributes induced automatically from pretrained classifiers. Our culminating task is a challenging theory of mind problem, a controllable generation task which requires reasoning about the expected reaction of the listener.

Topics: AAAI

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HOW TO CITE:

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations Proceedings of the AAAI Conference on Artificial Intelligence (2021) 12760-12767.

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations AAAI 2021, 12760-12767.

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi (2021). MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations. Proceedings of the AAAI Conference on Artificial Intelligence, 12760-12767.

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi. MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations. Proceedings of the AAAI Conference on Artificial Intelligence 2021 p.12760-12767.

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi. 2021. MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations. "Proceedings of the AAAI Conference on Artificial Intelligence". 12760-12767.

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi. (2021) "MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations", Proceedings of the AAAI Conference on Artificial Intelligence, p.12760-12767

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi, "MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations", AAAI, p.12760-12767, 2021.

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi. "MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations". Proceedings of the AAAI Conference on Artificial Intelligence, 2021, p.12760-12767.

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi. "MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations". Proceedings of the AAAI Conference on Artificial Intelligence, (2021): 12760-12767.

Yao Dou||Maxwell Forbes||Ari Holtzman||Yejin Choi. MultiTalk: A Highly-Branching Dialog Testbed for Diverse Conversations. AAAI[Internet]. 2021[cited 2023]; 12760-12767.


ISSN: 2374-3468


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