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cs.CL 1

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2026 1

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What If We Allocate Test-Time Compute Adaptively?

cs.CL · 2026-02-01 · unverdicted · novelty 6.0

A PRM-guided adaptive test-time compute framework outperforms uniform scaling with large gains on MATH-500 and several-fold improvements on AIME24 and AMO-Bench by dynamically selecting strategies and pruning low-reward paths.

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  • What If We Allocate Test-Time Compute Adaptively? cs.CL · 2026-02-01 · unverdicted · none · ref 19

    A PRM-guided adaptive test-time compute framework outperforms uniform scaling with large gains on MATH-500 and several-fold improvements on AIME24 and AMO-Bench by dynamically selecting strategies and pruning low-reward paths.