Vision-Language Performance on MMBench
78.82Utility ScoreNullSteer
Evaluation Results
| Method | Links | |
|---|---|---|
| NullSteerBase Model=Qwen2-VL2026.03 | 78.82 | |
| ASTRABase Model=Qwen2-VL2026.03 | 78.69 | |
| VanillaBase Model=Qwen2-VL2026.03 | 78 | |
| NullSteerBase Model=LLaVA-v1.52026.03 | 73.56 | |
| ASTRABase Model=LLaVA-v1.52026.03 | 73.23 | |
| VanillaBase Model=LLaVA-v1.52026.03 | 72.94 | |
| NullSteerBase Model=MiniGPT-42026.03 | 36.25 | |
| VanillaBase Model=MiniGPT-42026.03 | 35.9 | |
| ASTRABase Model=MiniGPT-42026.03 | 35.82 |