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alphaXiv
@askalphaxivYour 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<a target="_blank" href="https://www.alphaxiv.org/pdf/2510.14901" color="blue">alphaxiv.org/pdf/2510.14901</a>
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