An Overview of Uncertainty Calibration for Text Classification and the Role of Distillation

Han Guo, Ramakanth Pasunuru, Mohit Bansal. An Overview of Uncertainty Calibration for Text Classification and the Role of Distillation. In Anna Rogers, Iacer Calixto, Ivan Vulic, Naomi Saphra, Nora Kassner, Oana-Maria Camburu, Trapit Bansal, Vered Shwartz, editors, Proceedings of the 6th Workshop on Representation Learning for NLP, RepL4NLP@ACL-IJCNLP 2021, Online, August 6, 2021. pages 289-306, Association for Computational Linguistics, 2021. [doi]

Abstract

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