Glossary · Term

basin shift

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Definition

Plain language

A sudden reorganization of a model's internal state that flips its answer between iterations.

As stated in the literature

In iterative/recurrent inference, a discrete event where a token's hidden state moves between qualitatively distinct attractor basins, causing a large change in the argmax output.

Also called: basin shifts

Why it matters: Basin shifts explain how small additional reasoning steps can produce qualitatively different answers, which matters for the stability and reproducibility of iterative inference.

For example, after the seventh refinement step a token might suddenly flip from 'yes' to 'no' as its hidden state crosses into a different attractor basin.

Heard on the show

“Aviss calls these moments *basin shifts*.”
Episode 032 — A Sticky-Note for Every Layer: Letting Transformers Remember What They Were Just Thinking

Mentioned in 1 episode

  1. 032
    A Sticky-Note for Every Layer: Letting Transformers Remember What They Were Just Thinking

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