ResearchBenchmarksVision-Language Explainability on Diabetic Retinopathy Fundus Images 3,000 samplesVision-Language Explainability on Diabetic Retinopathy Fundus Images 3,000 samplesFollow98.2Fidelity (CFS)HSQ-VLM83.1287.03590.9594.865Jun 11, 2026Evaluation resultsMethodMethodLinksFidelity (CFS)Hallucination RateSemantic AlignmentHSQ-VLMBackbone=Pyramid Visio...Backbone=Pyramid Vision Transformer (PVT-2)2026.0698.21.497.9Med-LLaVA2026.0683.715.281.6