Compare to Correct: Pairwise-Guided Logit Adjustment for LLM Test-Time Scaling
Sampling-based test-time scaling enhances LLM reasoning by aggregating multiple reasoning paths for the same query. Existing methods use answer frequencies or path confidence to compute candidate scores, which do not explicitly characterize comparisons between competing answers. Inspired by the Condorcet principle in s...
Cong Hua, Qian-Qian Xu, Zi-Tai Wang et al.
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