Think, Look, and Revise: Inconsistency-Aware Visual Self-Correction in MLLMs

Yu Cheng, Arushi Goel, Hakan Bilen

Tool-augmented multimodal reasoning integrates external tools (e.g., object detection, depth estimation) into multimodal large language models (MLLMs) to address perceptual bottlen…