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On the Distribution, Sparsity, and Inference-time Quantization of Attention Values in Transformers

Tianchu Ji, Shraddhan Jain, Michael Ferdman, Peter A. Milder, H. Andrew Schwartz, Niranjan Balasubramanian. On the Distribution, Sparsity, and Inference-time Quantization of Attention Values in Transformers. In Chengqing Zong, Fei Xia, Wenjie Li 0002, Roberto Navigli, editors, Findings of the Association for Computational Linguistics: ACL/IJCNLP 2021, Online Event, August 1-6, 2021. pages 4147-4157, Association for Computational Linguistics, 2021. [doi]

Authors

Tianchu Ji

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Shraddhan Jain

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Michael Ferdman

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Peter A. Milder

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H. Andrew Schwartz

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Niranjan Balasubramanian

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