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Benchmarks
Mathematical Multimodal Reasoning on MM-Math
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43.8
Accuracy
Ours
22.272
27.861
33.45
39.039
Jan 12, 2026
Accuracy
Updated 4d ago
Evaluation Results
Method
Method
Links
Accuracy
Ours
Model Category=Reasoni...
2026.01
43.8
Ours [with DPS]
Model Category=Reasoni...
2026.01
43.4
Ours [with DPS and annealing]
Model Category=Reasoni...
2026.01
43.4
VisonR1 7B
Model Category=Reasoni...
2026.01
40
VLAA-Thinker 7B
Model Category=Reasoni...
2026.01
39
Qwen2.5VL 7B
Model Category=Open-So...
2026.01
36.4
MixedR1 7B
Model Category=Reasoni...
2026.01
35.8
R1-Onevision 7B
Model Category=Reasoni...
2026.01
32.9
GPT-4o
Model Category=Closed-...
2026.01
31.8
Mulberry
Model Category=Reasoni...
2026.01
23.7
GPT-4V
Model Category=Closed-...
2026.01
23.1
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