ResearchBenchmarksTool Identification on RAMIEFollow91.34BLEU-4VLM+SAM290.206490.500790.79591.0893Jun 14, 2026Evaluation ResultsMethodMethodLinksBLEU-4CIDErRouge-LVLM+SAM2Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM22026.0691.348.38996.02VLM+SAM3Fine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM32026.0690.828.35595.79VLM onlyFine-tuning=LoRAFine-tuning=LoRA2026.0690.438.19295.03VLM+SAMFine-tuning=LoRA, Segm...Fine-tuning=LoRA, Segmentation Module=SAM2026.0690.257.99594.58