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Ilya Eckstein

2 accepted papers

2022

FNet: Mixing Tokens with Fourier Transforms

NAACL 2022long

We show that Transformer encoder architectures can be sped up, with limited accuracy costs, by replacing the self-attention sublayers with simple linear transformations that “mix” input tokens. Most surprisingly, we find that replacing the self-attention sublayer in a Transformer encoder with a stan…

2021

ReadTwice: Reading Very Large Documents with Memories

NAACL 2021long

Knowledge-intensive tasks such as question answering often require assimilating information from different sections of large inputs such as books or article collections. We propose ReadTwice, a simple and effective technique that combines several strengths of prior approaches to model long-range dep…

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