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Vision-Language Performance on MMBench

78.82Utility ScoreNullSteer
34.145.7157.3268.93Mar 23, 2026

Evaluation results

MethodLinks
NullSteerBase Model=Qwen2-VL2026.0378.82
ASTRABase Model=Qwen2-VL2026.0378.69
VanillaBase Model=Qwen2-VL2026.0378
NullSteerBase Model=LLaVA-v1.52026.0373.56
ASTRABase Model=LLaVA-v1.52026.0373.23
VanillaBase Model=LLaVA-v1.52026.0372.94
NullSteerBase Model=MiniGPT-42026.0336.25
VanillaBase Model=MiniGPT-42026.0335.9
ASTRABase Model=MiniGPT-42026.0335.82