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Severity scores are meaningless without spatial grounding: gating RL rewards on strictly ordered localization and classification dependencies forces MLLMs to diagnose visual degradation rather than hallucinate holistic quality metrics.
KBK achieves a 2.7% accuracy boost over previous methods in multi-label class-incremental learning, all without using replay buffers.
