CLIP and SigLIP similarity scores can be interpreted as log density ratios, enabling prompt-based importance weighting and KL-divergence-based data curation.
Word associa- tion norms, mutual information, and lexicography.Compu- tational Linguistics, 16(1):22–29, 1990
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CLIP-like Model as a Foundational Density Ratio Estimator
CLIP and SigLIP similarity scores can be interpreted as log density ratios, enabling prompt-based importance weighting and KL-divergence-based data curation.