Large Reasoning Models (LRMs) often struggle to balance deep thinking with efficient generation. Prior methods use monotonic scaling (e.g. "more steps = better results") but lack flexibility. Enter AlphaOne: Modulated Reasoning at Test Time AlphaOne introduces a universal

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