Author

Yuntao Du

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Preprint Aug 2026

KnowHal: A Knowledge-Driven Benchmark for Comprehensive Multimodal Hallucination Evaluation

By unifying four hallucination dimensions with paired question design, KnowHal addresses an important gap in existing evaluation frameworks and enables a more comprehensive assessment of hallucinations in MLLMs.

Ruihan Li, Jiyang Tan, Kailin Jiang et al. · 0 citations