Glossary · Term

unembedding

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Definition

Plain language

The final step inside a language model that turns its internal state into actual word predictions.

As stated in the literature

The output projection matrix that maps a transformer's residual-stream representation back into vocabulary logits, often tied to the input embedding.

Why it matters: It is the bridge between the model's internal representations and the actual words it outputs, and a central object in interpretability work.

For example, the unembedding takes the model's final 4096-dimensional vector for a position and projects it to a score over all 100,000 vocabulary tokens.

Heard on the show

“You can take the backbone's first guess, decode it directly through the unembedding, skip the attractor module entirely — and the quality is the same as if you'd run eight refinement steps.”
Episode 041 — When the Iteration Teaches the Model to Skip the Iteration

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