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Romanized and regional dialects represent a massive evaluation blind spot for frontier LLMs鈥攅ven across globally dominant low-resource languages like Bangla.
Modern VLMs can often classify meme sentiment on the surface, but they fail dramatically when forced to decipher and explain the localized visual metaphors driving low-resource cultural content.