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#artificial intelligence Preprint Oct 2026

Expanding LLM Reasoning

Extra inference compute is usually spent on sampling more reasoning chains. We study where inside an existing chain an additional continuation should begin. We define expansion utility, the change in correctness from restarting a chain at a stored step, and measure it at every eligible step for nine models on six bench...

Rian Atri, Evan Luo · 0 citations

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