Smart thinking ≠ long thinking.
Long chains of thought (CoT) help LLMs reason—but often, they’re overkill.
AdaR1, from a team of Chinese universities, introduces Bi-Level Adaptive Reasoning Optimization, a hybrid-CoT framework that dynamically mixes short & long reasoning chains

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