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

RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems

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

Chongyang Tao

Peking University


Lili Mou

University of Waterloo


Dongyan Zhao

Peking University


Rui Yan

Peking University


DOI:

10.1609/aaai.v32i1.11321


Abstract:

Open-domain human-computer conversation has been attracting increasing attention over the past few years. However, there does not exist a standard automatic evaluation metric for open-domain dialog systems; researchers usually resort to human annotation for model evaluation, which is time- and labor-intensive. In this paper, we propose RUBER, a Referenced metric and Unreferenced metric Blended Evaluation Routine, which evaluates a reply by taking into consideration both a groundtruth reply and a query (previous user-issued utterance). Our metric is learnable, but its training does not require labels of human satisfaction. Hence, RUBER is flexible and extensible to different datasets and languages. Experiments on both retrieval and generative dialog systems show that RUBER has a high correlation with human annotation, and that RUBER has fair transferability over different datasets.

Topics: AAAI

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HOW TO CITE:

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems Proceedings of the AAAI Conference on Artificial Intelligence, 32 (2018) .

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems AAAI 2018, .

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan (2018). RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems. Proceedings of the AAAI Conference on Artificial Intelligence, 32, .

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan. RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems. Proceedings of the AAAI Conference on Artificial Intelligence, 32 2018 p..

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan. 2018. RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems. "Proceedings of the AAAI Conference on Artificial Intelligence, 32". .

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan. (2018) "RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems", Proceedings of the AAAI Conference on Artificial Intelligence, 32, p.

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan, "RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems", AAAI, p., 2018.

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan. "RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems". Proceedings of the AAAI Conference on Artificial Intelligence, 32, 2018, p..

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan. "RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems". Proceedings of the AAAI Conference on Artificial Intelligence, 32, (2018): .

Chongyang Tao||Lili Mou||Dongyan Zhao||Rui Yan. RUBER: An Unsupervised Method for Automatic Evaluation of Open-Domain Dialog Systems. AAAI[Internet]. 2018[cited 2023]; .


ISSN: 2374-3468


Published by AAAI Press, Palo Alto, California USA
Copyright 2022, Association for the Advancement of
Artificial Intelligence 1900 Embarcadero Road, Suite
101, Palo Alto, California 94303 All Rights Reserved

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