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Woody Bayliss

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Towards Better Exploration in Sequential Test-Time Scaling

Joseph Rance, Fabio Pizzati, Juil Sock وآخرون · 2026

Test-time scaling improves language model reasoning by spending additional compute at inference. However, both classes of existing methods often fail to continue improving over long timescales. Parallel methods repeatedly sample independent answers from the model, scaling poorly on problems the model is unlikely to sol …

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