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A unified decision process for multi-modal reasoning reveals that joint optimization of text and image generation can dramatically enhance performance in complex reasoning tasks.
Last-utterance clarifications can worsen parsing accuracy, with parser-agnostic rewrites introducing more errors than fixes in real-world applications.
