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Pretrained tabular foundation models, when adapted with a simple readout and contrastive learning, unlock state-of-the-art dataset representations for retrieval and shift detection.
MLLMs struggle to ground cultural values in visual scenes, losing ~7% accuracy compared to text-only inputs, even when they understand the visual content.