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State-aligned framing in China-origin VLMs is not just a matter of refusal; it's a sophisticated shift to invisible censorship that users may not recognize.
GLID achieves a remarkable 0.805 mean AUC on a 16-axis benchmark, outperforming traditional fine-tuned detectors by leveraging geometric signals instead of additional training data.
