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Multimodal Robustness on MMStar (test)

69.8MMStar ScoreQwen2.5-VL
49.41654.7086065.292Jan 15, 2026

Evaluation results

MethodLinks
Qwen2.5-VLParams=32B2026.0169.8
GPT-4oParams=-2026.0163.9
LVRParams=7B2026.0159.4
Qwen2.5-VLParams=7B2026.0158.9
Naive SFTParams=3B2026.0155.53
LaViTParams=3B2026.0154.07
LVR_RLParams=3B2026.0153.73
PAPOParams=3B2026.0152.7
R1-OneVisionParams=7B2026.0152.1
DMLRParams=3B2026.0151.2
Qwen2.5-VL (Baseline)Params=3B2026.0150.2