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This paper systematically evaluates multimodal Chain-of-Thought reasoning across 12 tasks, finding it selectively effective for reasoning tasks but detrimental for perception tasks, and identifies a 'Look Light, Think Heavy' pattern where visual introspection declines during reasoning.