Language Bias in LVLMs: From In-Depth Analysis to Simple and Effective Mitigation

Yangneng Chen, Jing Li

Large Vision-Language Models (LVLMs) extend large language models with visual understanding, but remain vulnerable to hallucination, where outputs are fluent yet inconsistent with…