ResearchBenchmarksText Scene Hallucination on TextHalu-BenchText Scene Hallucination on TextHalu-BenchFollow21.7S-F1CHiP19.30819.92920.5521.171Jun 29, 2026Evaluation resultsMethodMethodLinksS-F1U-F1CHiPBase Model=LLaVA-NeXTBase Model=LLaVA-NeXT2026.0621.735.6OPPOBase Model=LLaVA-NeXTBase Model=LLaVA-NeXT2026.0621.434.9mDPOBase Model=LLaVA-NeXTBase Model=LLaVA-NeXT2026.0621.234.3DPOBase Model=LLaVA-NeXTBase Model=LLaVA-NeXT2026.0620.335BaselineModel=LLaVA-NeXTModel=LLaVA-NeXT2026.0619.433.2