CPI ranks image-text pairs using phrase-level sensitivity scores from nonce substitutions to improve compositional performance in VL pretraining, achieving gains on relation benchmarks with a 50% data subset.
READ: Reinforcement-based adversarial learning for text-image compositional reasoning
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What Does the Caption Really Say? Counterfactual Phrase Intervention for Compositional Data Selection in Vision-Language Pretraining
CPI ranks image-text pairs using phrase-level sensitivity scores from nonce substitutions to improve compositional performance in VL pretraining, achieving gains on relation benchmarks with a 50% data subset.