VisConf: Quality-Aware Consensus for Best-of-N in Vision-Language Model Reasoning

Muhammad Usman, Muhammad Qasim Ayub, Usman Ahad +1

Best-of-N methods improve text-only LLM reasoning by sampling multiple trajectories before selecting an answer. For Vision-Language Models (VLMs), answer frequency and model confid…