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ResearchFormerly WizWand

Safety and Helpfulness Evaluation on SPA-VL

87.17Safety ScoreCOPSD (Standard)
38.893251.426663.9676.4934Mar 18, 2026Mar 30, 2026Apr 12, 2026Apr 25, 2026May 7, 2026May 20, 2026Jun 2, 2026
Updated 5mo ago

Evaluation results

MethodLinks
COPSD (Standard)Backbone=Qwen2.5-VL-7B, Alignment Method=COPSD (Standard)2026.0687.1789.15
SAFER-STEERBase Model=Qwen2.5VL-7B, Method Category=Dynamic Methods2026.0385.879.17
TISBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0385.6678.3
SFTBase Model=Qwen2.5VL-7B, Method Category=Dynamic Methods2026.0385.6678.3
COPSD (Hybrid)Backbone=Qwen2.5-VL-7B, Alignment Method=COPSD (Hybrid)2026.0684.5389.02
SAFER-STEERBase Model=Qwen2.5VL-3B, Method Category=Dynamic Methods2026.0383.477.03
SPA-VLBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0383.476.42
SFTBase Model=Qwen2.5VL-3B, Method Category=Dynamic Methods2026.0381.773.02
GRPOBackbone=Qwen2.5-VL-7B, Alignment Method=GRPO2026.0676.9873.38
MMDPOBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0376.0578.54
SPA-VLBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0376.0469.62
COPSD (Hybrid)Backbone=Qwen3-VL-4B, Alignment Method=COPSD (Hybrid)2026.0674.7272.52
SFTBackbone=Qwen2.5-VL-7B, Alignment Method=SFT2026.0673.5886.27
TISBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0372.4561.32
SaFeR-VLMBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0371.1379.81
OPDBackbone=Qwen2.5-VL-7B, Alignment Method=OPD2026.0670.1985.6
COPSD (Standard)Backbone=Qwen3-VL-4B, Alignment Method=COPSD (Standard)2026.0669.8176.72
Qwen2.5VL-7BBase Model=Qwen2.5VL-7B, Method Category=Base2026.0369.4373.2
SaFeR-VLMBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0368.8773.21
MMDPOBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0365.0963.02
Safe-RLHF-VBackbone=Qwen2.5-VL-7B, Alignment Method=Safe-RLHF-V2026.0661.5145.18
GRPOBackbone=Qwen3-VL-4B, Alignment Method=GRPO2026.0660.3862.74
GRLHF-VBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0359.8168.24
OPDBackbone=Qwen3-VL-4B, Alignment Method=OPD2026.0658.1160.61
SFTBackbone=Qwen3-VL-4B, Alignment Method=SFT2026.0651.751.91
Qwen3-VL-4BBackbone=Qwen3-VL-4B, Alignment Method=Base2026.065050
Qwen2.5-VL-7BBackbone=Qwen2.5-VL-7B, Alignment Method=Base2026.065050
Qwen2.5VL-3BBase Model=Qwen2.5VL-3B, Method Category=Base2026.0348.6853.2
Safe-RLHF-VBackbone=Qwen3-VL-4B, Alignment Method=Safe-RLHF-V2026.0647.1720.15
SafeRLHF-VBase Model=Qwen2.5VL-7B, Method Category=Static Methods2026.0346.2340.94
SafeRLHF-VBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0343.2133.58
GRLHF-VBase Model=Qwen2.5VL-3B, Method Category=Static Methods2026.0340.7543.4