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20242026
most citedDo NOT Think That Much for 2+3=? On the Overthinking of o1-Like LLMs

2 citations · 3 across the 10 of their papers we have counts for

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cs.CL2026

Stabilizing Efficient Reasoning with Step-Level Advantage Selection

Han Wang, Xiaodong Yu, Jialian Wu +4

Large language models (LLMs) achieve strong reasoning performance by allocating substantial computation at inference time, often generating long and verbose reasoning traces. While…