Efficient Self-Improvement in Multimodal Large Language Models: A Model-Level Judge-Free Approach

Shijian Deng, Wentian Zhao, Yu-Jhe Li +4

Self-improvement in multimodal large language models (MLLMs) is crucial for enhancing their reliability and robustness. However, current methods often rely heavily on MLLMs themsel…