Author

Felix Zhou

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#artificial intelligence May 2026

Reasoning with Sampling: Cutting at Decision Points

An algorithm is introduced that uses the base model's next-token entropy as a proxy to identify key decision points and resample from those positions and it is proved that the method's mixing time scales with the number of decisions in a trace rather than with the number of tokens, which can be much larger.

Felix Zhou, Anay Mehrotra, Quanquan C. Liu · arXiv.org · 3 citations