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How Selection Mechanisms Address Long-Context Limitations in AI Sequence Models

  • Selection mechanisms address long-context limitations in AI sequence models.
  • The selection mechanism is a broad concept that can be applied in different ways and to different parameters.
  • The classical gating mechanism of RNNs is an instance of the selection mechanism for SSMs.
  • Selection mechanisms in sequence models allow for filtering context and improving performance with longer context.

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