Jie Ma

MAMath-Bench: Process-Aware and Robust Evaluation of Multimodal Multi-Agent Mathematical Reasoning

MAMath-Bench is introduced, a process-aware benchmark designed to evaluate the multimodal mathematical reasoning capabilities of MASs, and finds that multi-agent collaboration does not consistently improve final-answer accuracy over strong single LLMs, and current systems remain vulnerable to adversarial reasoning erro...