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ResearchFormerly WizWand

Multimodal Capability Evaluation on MM-Star

60.6Average ScoreQwen2.5-VL-7B
30.9638.65546.3554.045May 27, 2024Sep 11, 2024Dec 28, 2024Apr 14, 2025Jul 31, 2025Nov 15, 2025Mar 3, 2026
Updated 8mo ago

Evaluation results

MethodLinks
Qwen2.5-VL-7BBackbone=Qwen2.5-VL-7B2026.0360.6
Qwen2.5-VL-7B + SFTBackbone=Qwen2.5-VL-7B2026.0360.4
Qwen2.5-VL-7B + SFT+DPO+GRPOBackbone=Qwen2.5-VL-7B2026.0360.27
Qwen2.5-VL-7B + SFT+DPOBackbone=Qwen2.5-VL-7B2026.0359.73
Qwen2.5-VL-7B + SFT+GRPOBackbone=Qwen2.5-VL-7B2026.0359.33
Qwen2.5-VL-7B + SPA-VLBackbone=Qwen2.5-VL-7B2026.0359.13
Qwen2.5-VL-7B + SaFeR-VLMBackbone=Qwen2.5-VL-7B2026.0358.87
Qwen2.5-VL-3B + VLGuardBackbone=Qwen2.5-VL-3B2026.0352.67
Qwen2.5-VL-7B + TISBackbone=Qwen2.5-VL-7B2026.0352.4
LLaVA-NeXTSize=34B, Feedback=X2024.0551.6
Qwen2.5-VL-3B + SFTBackbone=Qwen2.5-VL-3B2026.0351.33
Qwen2.5-VL-3B + SFT+GRPOBackbone=Qwen2.5-VL-3B2026.0351.07
Qwen2.5-VL-3B + SFT+DPO+GRPOBackbone=Qwen2.5-VL-3B2026.0351
Qwen2.5-VL-3B + SFT+DPOBackbone=Qwen2.5-VL-3B2026.0350.87
GPT-4VSize=Unknown, Feedback=Unknown2024.0550.4
Qwen2.5-VL-7B + VLGuardBackbone=Qwen2.5-VL-7B2026.0349.87
Qwen2.5-VL-3BBackbone=Qwen2.5-VL-3B2026.0349.4
Qwen2.5-VL-3B + SPA-VLBackbone=Qwen2.5-VL-3B2026.0347.2
MiniGeminiSize=34B, Feedback=X2024.0545.5
Qwen2.5-VL-3B + SaFeR-VLMBackbone=Qwen2.5-VL-3B2026.0344.13
Qwen2.5-VL-3B + TISBackbone=Qwen2.5-VL-3B2026.0342.33
OmniLMM + RLAIF-VSize=12B, Feedback=self2024.0540.9
OmniLMMSize=12B, Feedback=X2024.0539.7
LLaVA 1.5 + RLAIF-VSize=7B, Feedback=LLaVA-NeXT2024.0535.4
AMP-MEGSize=13B, Feedback=Rule2024.0534.8
Qwen-VL-ChatSize=10B, Feedback=X2024.0534.5
POVIDSize=7B, Feedback=Rule2024.0534.3
LLaVA-RLHFSize=13B, Feedback=Human2024.0534.2
VCDSize=7B, Feedback=X2024.0533.8
SilkieSize=10B, Feedback=GPT-4V2024.0533.6
LLaVA 1.5Size=7B, Feedback=X2024.0533.3
RLHF-VSize=13B, Feedback=Human2024.0533.2
Less-is-moreSize=7B, Feedback=X2024.0532.9
OPERASize=7B, Feedback=X2024.0532.9
HA-DPOSize=7B, Feedback=Rule2024.0532.9
CCA-LLaVASize=7B, Feedback=X2024.0532.1