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Visual Math Reasoning on MathVista (test)
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73.3
MathVista Accuracy
Uni-CoT
46.468
53.434
60.4
67.366
Aug 7, 2025
Aug 28, 2025
Sep 19, 2025
Oct 11, 2025
Nov 2, 2025
Nov 24, 2025
Dec 16, 2025
MathVista Accuracy
Latency (s)
Speedup (x)
Updated 1mo ago
Evaluation Results
Method
Method
Links
MathVista Accuracy
Latency (s)
Speedup (x)
Uni-CoT
2025.08
73.3
-
-
BAGEL
2025.08
73.1
-
-
Qwen2.5-VL-7B
Parameters=7B
2025.08
68.2
-
-
LaViDa-O
Caching strategy=Vanil...
2025.12
56.9
10.41
1
Sparse-LaViDa
Caching strategy=Learn...
2025.12
56.7
3.72
2.8
LaViDa-O+Fast-dLLM
Caching strategy=Train...
2025.12
56.1
5.57
1.87
InternVL2.5-2B
Parameters=2B
2025.08
51.3
-
-
GPT-4V
2025.08
47.5
-
-
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