Proceedings of the 60th Annual Meeting of the Association for Computational Linguistics

Vol. 1: Long Papers. Association for Computational Linguistics, 2022.

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Uncertainty Estimation of Transformer Predictions for Misclassification Detection

Vazhentsev A., Kuzmin G., Shelmanov A. и др., , in: Proceedings of the 60th Annual Meeting of the Association for Computational LinguisticsVol. 1: Long Papers.: Association for Computational Linguistics, 2022. P. 8237–8252.

Uncertainty estimation (UE) of model predictions is a crucial step for a variety of tasks such as active learning, misclassification detection, adversarial attack detection, out-of-distribution detection, etc. Most of the works on modeling the uncertainty of deep neural networks evaluate these methods on image classification tasks. Little attention has been paid to UE in natural ...

Добавлено: 13 декабря 2022 г.

Ключевые слова: natural language processing, Uncertainty Estimation, transformers, natural language processing with deep neural networks