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Reasoning Control Fields Optimize Long Chain-of-Thought in LLMs

Controlling LLMs' Thinking Effort: Reasoning Control Fields (RCF) for Long CoT This paper tackles underthinking (too shallow) and overthinking (too verbose) in long chain-of-thought (L-CoT) reasoning by introducing Reasoning Control Fields (RCF) — a test-time method that

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