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SAE Feature Explanation Evaluation on Vision Encoder SAE Features Synthetic Image Based

22.8IoU (Masks)Steering-informed Top-k
21.03221.49121.9522.409Mar 23, 2026

Evaluation results

MethodLinks
Steering-informed Top-kModel=InternVL32026.0322.820.382.383.325.425.219.919.1
Top-kModel=InternVL32026.0322.420.176.877.518.718.319.918.7
SteeringModel=InternVL32026.0322—65.5—14.1—19.1—
Steering-informed Top-kModel=Gemma 32026.0321.620.378.883.846.150.519.318.9
SteeringModel=Gemma 32026.0321.1—67.5—32.4—18.6—
Top-kModel=Gemma 32026.0321.119.872.379.13336.41918.7