Uncertainty Estimation of Transformer Predictions for Misclassification Detection

Artem Vazhentsev, Gleb Kuzmin, Artem Shelmanov, Akim Tsvigun, Evgenii Tsymbalov, Kirill Fedyanin, Maxim Panov, Alexander Panchenko, Gleb Gusev, Mikhail Burtsev, Manvel Avetisian, Leonid Zhukov. Uncertainty Estimation of Transformer Predictions for Misclassification Detection. In Smaranda Muresan, Preslav Nakov, Aline Villavicencio, editors, Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics (Volume 1: Long Papers), ACL 2022, Dublin, Ireland, May 22-27, 2022. pages 8237-8252, Association for Computational Linguistics, 2022. [doi]

Authors

Artem Vazhentsev

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Gleb Kuzmin

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Artem Shelmanov

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Akim Tsvigun

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Evgenii Tsymbalov

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Kirill Fedyanin

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Maxim Panov

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Alexander Panchenko

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Gleb Gusev

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Mikhail Burtsev

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Manvel Avetisian

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Leonid Zhukov

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