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ResearchFormerly WizWand

Safety Evaluation on MM-Safety

0.4ASRMoRAS
-1.35210.47422.334.126Oct 15, 2025Nov 11, 2025Dec 8, 2025Jan 5, 2026Feb 1, 2026Feb 28, 2026Mar 28, 2026
Updated 7mo ago

Evaluation results

MethodLinks
MoRASModel=Qwen-VL-Chat2025.100.4
MoRASModel=LLaVA-OneVision-7B2025.100.6
MoRASModel=LLaVA-1.5-7B2025.102.6
CoCAModel=Qwen-VL-Chat2025.102.6
MoRASModel=InternLM-XComposer-2.52025.105.9
CoCAModel=InternLM-XComposer-2.52025.106.1
FigStepModel=InternLM-XComposer-2.52025.106.3
ETAModel=InternLM-XComposer-2.52025.107.3
FigStepModel=Qwen-VL-Chat2025.108.1
CAREBackbone=Qwen-2.5VL2026.038.72
CAREBackbone=Qwen2.5-VL2026.038.72
CAREBackbone=LLaVA-onevision2026.039.13
ETAModel=Qwen-VL-Chat2025.109.3
ShiftDCBackbone=Qwen2.5-VL2026.0310.31
CoCAModel=LLaVA-OneVision-7B2025.1011.8
ProFSBackbone=Qwen2.5-VL2026.0313.39
ASTRAModel=InternLM-XComposer-2.52025.1013.4
FigStepModel=LLaVA-OneVision-7B2025.1013.5
ASTRAModel=LLaVA-OneVision-7B2025.1014.6
ECSOModel=InternLM-XComposer-2.52025.1014.9
AutoSteerModel=LLaVA-OneVision-7B2025.1015.2
ASTRABackbone=LLaVA-onevision2026.0315.37
ASTRABackbone=Qwen-2.5VL2026.0315.57
ETAModel=LLaVA-1.5-7B2025.1015.8
ETAModel=LLaVA-OneVision-7B2025.1015.8
ECSOModel=LLaVA-1.5-7B2025.1015.9
ECSOModel=LLaVA-OneVision-7B2025.1016.1
ASTRAModel=Qwen-VL-Chat2025.1016.2
SPO-VLMBackbone=LLaVA-onevision2026.0316.26
CASTBackbone=Qwen-2.5VL2026.0318.81
AutoSteerModel=InternLM-XComposer-2.52025.1018.9
ECSOModel=Qwen-VL-Chat2025.1019.1
SPO-VLMBackbone=Qwen-2.5VL2026.0319.63
CoCAModel=LLaVA-1.5-7B2025.1019.7
JailGuardBackbone=Qwen-2.5VL2026.0320.83
VanillaModel=InternLM-XComposer-2.52025.1021.8
VanillaModel=LLaVA-OneVision-7B2025.1026.1
FigStepModel=LLaVA-1.5-7B2025.1026.8
ASTRAModel=LLaVA-1.5-7B2025.1027.2
CASTBackbone=LLaVA-onevision2026.0327.83
AutoSteerModel=Qwen-VL-Chat2025.1028.6
MoRASBackbone=LLaVA-1.5-7B, Suffix injection=true2025.1028.9
JailGuardBackbone=LLaVA-onevision2026.0330.17
Refusal PairsBackbone=Qwen-2.5VL2026.0330.31
ETABackbone=LLaVA-1.5-7B, Suffix injection=true2025.1031.5
Refusal PairsBackbone=LLaVA-onevision2026.0332.13
ECSOBackbone=LLaVA-1.5-7B, Suffix injection=true2025.1033.1
VanillaModel=Qwen-VL-Chat2025.1033.1
FigStepBackbone=LLaVA-1.5-7B, Suffix injection=true2025.1034.2
CoCABackbone=LLaVA-1.5-7B, Suffix injection=true2025.1035.7
Original modelBackbone=Qwen-2.5VL2026.0336.29
Original modelBackbone=LLaVA-onevision2026.0336.48
AutoSteerModel=LLaVA-1.5-7B2025.1037.6
AutoSteerBackbone=LLaVA-1.5-7B, Suffix injection=true2025.1038.4
VanillaModel=LLaVA-1.5-7B2025.1040.1
ASTRABackbone=LLaVA-1.5-7B, Suffix injection=true2025.1041.5
VanillaBackbone=LLaVA-1.5-7B, Suffix injection=true2025.1044.2