The Shelf · Signal Library
No. 143

PIVOT: teacher corrections inside failing rollouts nearly double RLVR on hard logic games

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Oct 30, 2026Shelved
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inserting teacher-generated corrections into student rollouts plus token-level KL supervision on those segments took mean avg@8 from 19.5% (best baseline) to 35.6%; either mechanism alone was insufficient.

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