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Benchmarks
Multimodal Reasoning Across University-Level Disciplines on MMMU
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54.2
Accuracy
MMS-PRM
36.208
40.879
45.55
50.221
Jun 5, 2026
Accuracy
Average Score
Updated 1mo ago
Evaluation Results
Method
Method
Links
Accuracy
Average Score
MMS-PRM
Size=8B
2026.06
54.2
73
InternVL-2.5
Size=8B
2026.06
54.1
68
InternVL2.5-MPO
Size=8B
2026.06
53.8
69.4
Qwen2-VL
Size=7B
2026.06
53.7
65.1
InternVL2.5-MPO + SFT
Size=8B
2026.06
53.7
71
Insight-V
Size=7B
2026.06
50.2
65.7
MiniCPM-V-2-6
Size=8B
2026.06
49.8
64.2
LLaVA-OneVision
Size=7B
2026.06
48.8
64.6
Ovis1.5-LLaMA3
Size=8B
2026.06
48.3
-
IXC-2.5
Size=7B
2026.06
42.9
-
LLaVA-NeXT-LLaMA3 + SFT
Size=8B
2026.06
39.6
60.8
LLaVA-NeXT-LLaMA3
Size=8B
2026.06
36.9
52.1
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