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Benchmarks
Structure-aware retrieval on FigureBench
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83.3
MRR
Qwen3 + LoRA
9.564
28.707
47.85
66.993
May 27, 2026
MRR
Accuracy
Recall@1
Recall@5
F1-score
Updated 1mo ago
Evaluation Results
Method
Method
Links
MRR
Accuracy
Recall@1
Recall@5
F1-score
Qwen3 + LoRA
LoRA=true
2026.05
83.3
80.2
80.2
87.4
80.2
Qwen3
LoRA=false
2026.05
77.6
74.6
74.6
80.9
74.6
SIGLIP2
2026.05
33.3
28.2
28.2
37.8
28.2
SIGLIP
2026.05
25.6
20.6
20.6
30.2
20.6
SKetch_LVM
2026.05
16.1
13
13
19.3
13
OpenCLIP
2026.05
12.4
9.5
9.5
13.7
9.5
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