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alphaXiv
@askalphaxiv
Your Base Model is Smarter Than You Think

This paper proposes a way to beat the lack of generation diversity in RL without RL!

By using Markov Chain Monte Carlo’s ‘power sampling’ that reuses a base LLM’s own probabilities, it’s able to beat GRPO without training & verifiers
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alphaXiv
@askalphaxiv
alphaxiv.org/pdf/2510.14901
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