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ResearchFormerly WizWand

Safety and Helpfulness Evaluation on VLGuard

95.1Safety ScoreGRPO
34.57250.2866681.714Mar 18, 2026Mar 30, 2026Apr 12, 2026Apr 25, 2026May 7, 2026May 20, 2026Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
GRPOBackbone=Qwen3-VL-4B, Alignment Method=GRPO2026.0695.1—51.79
SAFER-STEERBase Model=Qwen2.5VL-7B, Method Category=Dynamic Methods2026.0388.4881.82—
Safe-RLHF-VBackbone=Qwen3-VL-4B, Alignment Method=Safe-RLHF-V2026.0688.2—77.6
GRPOBackbone=Qwen2.5-VL-7B, Alignment Method=GRPO2026.0687.9—55.38
COPSD (Hybrid)Backbone=Qwen3-VL-4B, Alignment Method=COPSD (Hybrid)2026.0686.3—97.13
SFTBase Model=Qwen2.5VL-7B, Method Category=Dynamic Methods2026.0384.277.6—
COPSD (Standard)Backbone=Qwen2.5-VL-7B, Alignment Method=COPSD (Standard)2026.0683.6—94.62
OPDBackbone=Qwen2.5-VL-7B, Alignment Method=OPD2026.0683—96.42
SPA-VLBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0382.674.51—
COPSD (Hybrid)Backbone=Qwen2.5-VL-7B, Alignment Method=COPSD (Hybrid)2026.0681.9—95.34
SFTBackbone=Qwen2.5-VL-7B, Alignment Method=SFT2026.0681.8—95.52
COPSD (Standard)Backbone=Qwen3-VL-4B, Alignment Method=COPSD (Standard)2026.0681.1—94.8
TISBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0380.176.7—
SaFeR-VLMBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0379.8877.88—
SAFER-STEERBase Model=Qwen2.5VL-3B, Method Category=Dynamic Methods2026.0379.6273.25—
MMDPOBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0379.5978.41—
SPA-VLBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0377.1168.67—
SFTBase Model=Qwen2.5VL-3B, Method Category=Dynamic Methods2026.0376.966.6—
SaFeR-VLMBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0375.175.3—
TISBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0374.371—
OPDBackbone=Qwen3-VL-4B, Alignment Method=OPD2026.0674.3—94
SFTBackbone=Qwen3-VL-4B, Alignment Method=SFT2026.0673.7—95.52
Qwen2.5VL-7BBase Model=Qwen2.5VL-7B, Method Category=Base2026.0371.972.37—
MMDPOBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0371.5466.13—
Qwen3-VL-4BBackbone=Qwen3-VL-4B, Alignment Method=Base2026.0670.4—94.98
Safe-RLHF-VBackbone=Qwen2.5-VL-7B, Alignment Method=Safe-RLHF-V2026.0669.6—64.87
Qwen2.5-VL-7BBackbone=Qwen2.5-VL-7B, Alignment Method=Base2026.0667.6—97.31
Qwen2.5VL-3BBase Model=Qwen2.5VL-3B, Method Category=Base2026.0366.256.3—
GRLHF-VBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0359.3463.72—
SafeRLHF-VBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0352.846.2—
SafeRLHF-VBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0348.239—
GRLHF-VBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0336.937.8—