Active Learning for Sequence Tagging with Deep Pre-trained Models and Bayesian Uncertainty Estimates

Artem Shelmanov, Dmitry Puzyrev, Lyubov Kupriyanova, Denis Belyakov, Daniil Larionov, Nikita Khromov, Olga Kozlova, Ekaterina Artemova, Dmitry V. Dylov, Alexander Panchenko. Active Learning for Sequence Tagging with Deep Pre-trained Models and Bayesian Uncertainty Estimates. In Paola Merlo, Jörg Tiedemann, Reut Tsarfaty, editors, Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics: Main Volume, EACL 2021, Online, April 19 - 23, 2021. pages 1698-1712, Association for Computational Linguistics, 2021. [doi]

Abstract

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