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Current multimodal math models struggle with visual interpretation, symbol alignment, and consistent reasoning, highlighting the need for a unified "Perception-Alignment-Reasoning" framework.
Current AI alignment strategies that compress human values into a single reward are doomed to flatten values, erase minority viewpoints, and ignore uncertainty, demanding a shift towards "Edge Alignment" that respects value diversity.
