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Zhanna Mukhametsharip

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Preprint Aug 2026

PragMatch: Separating Pragmatic Incongruity from Cross-Modal Mismatch in Large Vision-Language Models

The results show that LVLM predictions are sensitive to lexical, OCR-derived and stylistic cues, with injected surface signals causing substantial changes in model predictions despite unchanged underlying image-text relationships.

Zhanna Mukhametsharip, Vera Demberg, Varsha Suresh Saarland University et al. · 0 citations