Softmax Bottleneck Makes Language Models Unable to Represent Multi-mode Word Distributions

Haw-Shiuan Chang, Andrew McCallum. Softmax Bottleneck Makes Language Models Unable to Represent Multi-mode Word Distributions. 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 8048-8073, Association for Computational Linguistics, 2022. [doi]

Abstract

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