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The "AI Judges" mechanism is proposed to balance quality and efficiency. Instead of multiple query rounds, three descriptions are generated in a single session, and virtual judges such as a "Lighting Judge" or "Clarity Judge" evaluate them based on specific criteria . This approach simulates diverse perspectives to select the best description instantly. As shown in Figure, the method achieves effective feature separation similar to self-consistency but with significantly lower computational overhead, making it practical for real-time applications . |