Author

Jiale Li

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#artificial intelligence Preprint Oct 2026

Beyond Visual Enhancement: Adaptive Multi-Context Steering to Mitigate LVLM Hallucinations

Hallucination remains a significant challenge in Large Vision-Language Models (LVLMs). Existing training-free methods generally mitigate hallucinations through contrastive decoding or visual enhancement, often increasing the relative influence of visual evidence during generation. This raises a fundamental question: Ca...

Shu-Ran Ma, Jia-Le Li, Yu-Xi Dong et al. · 0 citations

Preprint Jul 2026

MoHallBench: A Benchmark for Motion Hallucination in Video Large Language Models

MoHallBench is presented, a benchmark for diagnosing motion hallucination in VideoLLMs that systematically evaluates three major sources of hallucination: co-occurrence priors, sequential inference, and similarity confusion, and confirms that stronger priors and finer-grained similarity substantially amplify hallucinat...

Sihan Chen, Jiale Li, Jianghang Lin et al. · 0 citations