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Image Credit: Arxiv

Selective Attention Improves Transformer

  • Unneeded elements in the attention's context degrade performance.
  • Selective Attention is introduced as a simple parameter-free change to the standard attention mechanism.
  • Selective Attention consistently improves language modeling and downstream task performance.
  • Selective Attention allows for meaningful reductions in memory and compute requirements during inference.

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