Towards Better Exploration in Sequential Test-Time Scaling
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...
Joseph Rance, Fabio Pizzati, Juil Sock et al.
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