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Sponsored Artificial Intelligence: A Modern Approach, Global Edition Artificial Intelligence: A Modern Approach, Global Edition

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Mingyang Bi

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Aug 2026

REVERIE+: Generalized Reflective Instruction Tuning for Hallucination Mitigation in Advanced VLMs

This work proposes REVERIE+ (ReflEctiVERatIonalE), an extension of REVERIE substantially expanded in domain diversity, task complexity, and annotation richness, tailored to advanced LVLMs, which broadens domain coverage and increases task difficulty, while improving annotation reliability.

Mingyang Bi, Jinrui Zhang, Xiang-Chen Wang et al. · 0 citations

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