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ResearchFormerly WizWand

Safety and Helpfulness Evaluation on MM-Safety

88.71Safety ScoreSAFER-STEER
18.229236.527154.82573.1229Mar 18, 2026
Updated 6mo ago

Evaluation results

MethodLinks
SAFER-STEERBase Model=Qwen2.5VL-7B, Method Category=Dynamic Methods2026.0388.7173.42
SFTBase Model=Qwen2.5VL-7B, Method Category=Dynamic Methods2026.0383.4567.09
SAFER-STEERBase Model=Qwen2.5VL-3B, Method Category=Dynamic Methods2026.0381.0863.56
SFTBase Model=Qwen2.5VL-3B, Method Category=Dynamic Methods2026.0380.761.51
TISBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0379.1170
SaFeR-VLMBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0374.5261.79
TISBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0372.7961.52
SPA-VLBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0372.4557.85
SaFeR-VLMBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0372.0862.89
SPA-VLBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0368.9451.64
MMDPOBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0363.5554.16
MMDPOBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0357.946.65
GRLHF-VBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0346.6833.82
Qwen2.5VL-3BBase Model=Qwen2.5VL-3B, Method Category=Base2026.0336.125.2
SafeRLHF-VBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0335.1821.96
GRLHF-VBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0334.7727.39
SafeRLHF-VBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0322.229.86
Qwen2.5VL-7BBase Model=Qwen2.5VL-7B, Method Category=Base2026.0320.9437.72