ResearchBenchmarksVisual Question Answering on TextVQA (UPR, CAE, CSG)For AI assistantsMarkdownContent indexVisual Question Answering on TextVQA (UPR, CAE, CSG)Follow97.94UPRRayS56.02866.90977.7988.671Jan 17, 2026Evaluation resultsMethodMethodLinksUPRCAECSGRaySTarget Model=Qwen-VLTarget Model=Qwen-VL2026.0197.942.360.003T-CAATarget Model=LLaVATarget Model=LLaVA2026.0192.5650.240.428T-CAATarget Model=Qwen-VLTarget Model=Qwen-VL2026.0187.9843.050.3103HSJATarget Model=LLaVATarget Model=LLaVA2026.0171.4627.45-0.0109RaySTarget Model=LLaVATarget Model=LLaVA2026.0166.8932.86-0.0024HSJATarget Model=Qwen-VLTarget Model=Qwen-VL2026.0157.6429.86-0.1251