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2026 1

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Process Rewards with Learned Reliability

cs.CL · 2026-05-15 · unverdicted · novelty 6.0

BetaPRM learns distributional step rewards with explicit reliability via Beta-Binomial modeling, enabling ACA that cuts token use by up to 33.57% while raising final-answer accuracy on reasoning benchmarks.

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  • Process Rewards with Learned Reliability cs.CL · 2026-05-15 · unverdicted · none · ref 1

    BetaPRM learns distributional step rewards with explicit reliability via Beta-Binomial modeling, enabling ACA that cuts token use by up to 33.57% while raising final-answer accuracy on reasoning benchmarks.