LLM-as-an-Improver: Turning Verification into Better Candidates

Akiyoshi Tomihari, Yuma Ichikawa

Verifier-based selection improves LLM performance by generating multiple candidate solutions and using a verifier to select the most promising one. However, existing methods typica…