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Benchmarks
Tool Identification on RAMIE
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91.34
BLEU-4
VLM+SAM2
90.2064
90.5007
90.795
91.0893
Jun 14, 2026
BLEU-4
CIDEr
Rouge-L
Updated 1mo ago
Evaluation Results
Method
Method
Links
BLEU-4
CIDEr
Rouge-L
VLM+SAM2
Fine-tuning=LoRA, Segm...
2026.06
91.34
8.389
96.02
VLM+SAM3
Fine-tuning=LoRA, Segm...
2026.06
90.82
8.355
95.79
VLM only
Fine-tuning=LoRA
2026.06
90.43
8.192
95.03
VLM+SAM
Fine-tuning=LoRA, Segm...
2026.06
90.25
7.995
94.58
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