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Multimodal Reasoning on CogReasonBench 1.0 (test)
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3.985
MM Intent Score
CogVLM
2.4198
2.82615
3.2325
3.63885
May 19, 2026
MM Intent Score
Physics Score
Integrity Score
Motion Score
Average Score
Updated 14d ago
Evaluation Results
Method
Method
Links
MM Intent Score
Physics Score
Integrity Score
Motion Score
Average Score
CogVLM
Training Strategy=RFT
2026.05
3.985
4.449
4.599
4.959
4.473
CogVLM
Training Strategy=SFT
2026.05
3.725
4.445
4.266
4.955
4.343
Qwen3-VL-8B-Thinking
2026.05
2.67
3.824
3.829
4.727
3.752
Qwen3-VL-8B-Instruct
2026.05
2.48
4.045
3.905
4.42
3.712
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