ResearchBenchmarksYes&No Question Answering on RAMIEYes&No Question Answering on RAMIEFollow89.16AccuracyVLM+SAM385.436886.403487.3788.3366Jun 14, 2026Evaluation resultsMethodMethodLinksAccuracyVLM+SAM3Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM32026.0689.16VLM+SAM2Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM22026.0687.92VLM onlyFine-tuning=LoRAFine-tuning=LoRA2026.0686.56VLM+SAMFine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM2026.0685.58