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Data-augmented Phrase-level Alignment (DPA) and HALVA are methods that build hallucinated/correct response pairs via phrase-level augmentation and train with a phrase-level alignment loss to downweight hallucinated phrases, reducing object hallucinations while preserving general vision-language performance.

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