ResearchBenchmarksHallucination and Visual Illusion Assessment on HallusionBenchFollow22.51AccuracyKORE8.230811.937915.64519.3521Oct 22, 2025Evaluation ResultsMethodMethodLinksAccuracyKORErank=235rank=2352025.1022.51KORErank=256rank=2562025.1022.23LLaVA-v1.5Backbone Parameters=7BBackbone Parameters=7B2025.1021.76O-LoRA2025.1020.78MoELoRA2025.1019.29Replay2025.1017.9SEFE2025.1012.48EWC2025.1010.77CIA2025.109.75Full-FTLearning Strategy=Fine...Learning Strategy=Fine-Tuning2025.109.27LwF2025.109.13LoRA2025.108.78