一作ACL 2026Findings· Findings of ACL
Learning to Refine: Self-Refinement of Parallel Reasoning in LLM s
Qibin Wang · Pu Zhao · Shaohan Huang · Fangkai Yang · Lu Wang · Furu Wei · Qingwei Lin · Saravan Rajmohan · Dongmei Zhang
摘要
Test-time scaling (TTS) has gained widespread attention for enhancing LLM reasoning. Existing approaches such as Best-of-N and majority voting are limited as their performance depends on the quality of candidate responses, making them unable to produce a correct solution when all candidates are i...