DeGLA fine-tunes CLIP with LLM-generated hard negatives plus EMA self-distillation, improving compositional reasoning benchmarks by 1.9 to 4.9 points over CE-CLIP while staying within 2.3 points of the original CLIP on zero-shot classification.
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Decoupled Global-Local Alignment for Improving Compositional Understanding
DeGLA fine-tunes CLIP with LLM-generated hard negatives plus EMA self-distillation, improving compositional reasoning benchmarks by 1.9 to 4.9 points over CE-CLIP while staying within 2.3 points of the original CLIP on zero-shot classification.