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Ruixiang Tang

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Preprint Jul 2026

HIVE: Understanding Post-Hallucination Reasoning in Vision Language Models

This work studies Post Hallucination Reasoning (PHR), the stage in which hallucinated semantics enter the model's inference context and influence downstream predictions, and introduces HIVE, Hallucination Inference and Verification Engine, an evaluation infrastructure that enables controlled comparisons between faithful and hallucinated captions.

Feng He, Zhenting Wang, Qifan Wang et al. · 1 citation