Existing MLLMs suffer from distribution shifts, which limit their multimodal reasoning, particularly in Chain-of-Thought (CoT) performance Cue.. Mixed Preference Optimisation (MPO) A PO algorithm that enhances multimodal reasoning by teaching the model to learn relative

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