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Benchmarks
Structure Identification on RAMIE
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75.57
BLEU-4
VLM+SAM2
58.6908
63.0729
67.455
71.8371
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
75.57
7.404
84.13
VLM+SAM3
Fine-tuning=LoRA, Segm...
2026.06
75.32
7.351
83.81
VLM only
Fine-tuning=LoRA
2026.06
74.65
7.29
83.59
VLM+SAM
Fine-tuning=LoRA, Segm...
2026.06
74.14
7.053
82.25
VLM+SAM2
Fine-tuning=LoRA, Segm...
2026.06
70.38
5.098
84.43
VLM+SAM3
Fine-tuning=LoRA, Segm...
2026.06
68.62
4.978
83.7
VLM only
Fine-tuning=LoRA
2026.06
65.47
4.598
82.09
VLM+SAM
Fine-tuning=LoRA, Segm...
2026.06
59.34
4.126
81.08
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