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Home/Authors/Felix Zhou

Felix Zhou

1 indexed paper

Recent (6 mo)
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Publications per year

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26

Top categories

ML×1AI×1NLP×1Stats Theory×1Stats ML×1

Frequent co-authors

Anay Mehrotra1×
Quanquan C. Liu1×

Research Timeline

2026
Reasoning with Sampling: Cutting at Decision Points

The paper introduces Entropy-Cut Metropolis-Hastings, an efficient sampling method that uses next-token entropy to identify and resample from critical decision points in a reasoning trace, significantly improving sampling efficiency over existing uniform cut methods.

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Papers

cs.LGcs.AIcs.CLRecentMay 28, 2026

Reasoning with Sampling: Cutting at Decision Points

Felix Zhou, Anay Mehrotra, Quanquan C. Liu

The paper introduces Entropy-Cut Metropolis-Hastings, an efficient sampling method that uses next-token entropy to identify and resample from critical decision points in a reasoning trace, significant…

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