Compare to Correct: Pairwise-Guided Logit Adjustment for LLM Test-Time Scaling

Cong Hua, Qianqian Xu, Zitai Wang +4

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 co…