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Robustness controls show that the signal extends beyond English, is not explained solely by accompanying OCR, and depends on paired visual evidence, thus, routing, rather than representation alone, is a recurring bottleneck in harmful meme classification.
Segments with conflicting quality signals are systematically undervalued, revealing critical flaws in current evaluation metrics for multilingual tasks.
