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Benchmarks
Comprehensive Reasoning on MM-Star (Accuracy)
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62
Accuracy
CoVT
47.96
51.605
55.25
58.895
May 4, 2026
Accuracy
Updated 29d ago
Evaluation Results
Method
Method
Links
Accuracy
CoVT
Backbone=Qwen2.5VL-7B
2026.05
62
LVRRF
Backbone=Qwen2.5VL-7B
2026.05
61.8
Unsilencing Latent Reasoning
Backbone=Qwen2.5VL-7B
2026.05
61.8
ICoT
Backbone=Qwen2.5VL-7B
2026.05
60.4
LVR
Backbone=Qwen2.5VL-7B
2026.05
60.4
DMLR
Backbone=Qwen2.5VL-7B
2026.05
60.1
Vanilla
Backbone=Qwen2.5VL-7B
2026.05
59.3
CCoT
Backbone=Qwen2.5VL-7B
2026.05
58.7
MCoT
Backbone=Qwen2.5VL-7B
2026.05
57.9
Monet
Backbone=Qwen2.5VL-7B
2026.05
55.5
Unsilencing Latent Reasoning
Backbone=Qwen2.5VL-3B
2026.05
52.4
LVRRF
Backbone=Qwen2.5VL-3B
2026.05
51.5
LVR
Backbone=Qwen2.5VL-3B
2026.05
51.4
DMLR
Backbone=Qwen2.5VL-3B
2026.05
51.2
Vanilla
Backbone=Qwen2.5VL-3B
2026.05
50.2
ICoT
Backbone=Qwen2.5VL-3B
2026.05
49.6
CCoT
Backbone=Qwen2.5VL-3B
2026.05
49.3
MCoT
Backbone=Qwen2.5VL-3B
2026.05
48.5
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