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ResearchFormerly WizWand

Concept Awakening on ImageNette & Harmful Concepts Quantitative Assessment (200 images per concept)

95AccuracyOriginal Diffusion Model
-3.821.8547.573.15May 18, 2026
Updated 5mo ago

Evaluation results

MethodLinks
Original Diffusion ModelMLLM=GPT-5, Concept=Golf Ball, Erasure Context=None2026.059533.18
Original Diffusion ModelMLLM=Gemini 3.0, Concept=Average, Erasure Context=None2026.059031.46
Original Diffusion ModelMLLM=GPT-5, Concept=Average, Erasure Context=None2026.059031.46
ConceptAgentMLLM=Qwen-7B, Concept=Pistol, Erasure Context=RECE2026.0587.528.21
ConceptAgentMLLM=Qwen-7B, Concept=Pistol, Erasure Context=SPEED2026.0587.527.79
ConceptAgentMLLM=Qwen-7B, Concept=Pistol, Erasure Context=UCE2026.058528.89
ConceptAgentMLLM=Gemini 3.0, Concept=Average, Erasure Context=UCE2026.0583.630.06
ConceptAgentMLLM=GPT-5, Concept=Average, Erasure Context=UCE2026.0583.629.69
ConceptAgentMLLM=Gemini 3.0, Concept=Average, Erasure Context=SPEED2026.0582.930.12
ConceptAgentMLLM=GPT-5, Concept=Golf Ball, Erasure Context=UCE2026.0579.530.62
ConceptAgentMLLM=GPT-5, Concept=Golf Ball, Erasure Context=RECE2026.057730.63
ConceptAgentMLLM=GPT-5, Concept=Average, Erasure Context=SPEED2026.0576.929.73
ConceptAgentMLLM=Gemini 3.0, Concept=Average, Erasure Context=RECE2026.0576.429.6
ConceptAgentMLLM=GPT-5, Concept=Golf Ball, Erasure Context=SPEED2026.0575.531.59
ConceptAgentMLLM=GPT-5, Concept=Average, Erasure Context=RECE2026.0574.829.28
SPEEDMLLM=GPT-5, Concept=Golf Ball, Erasure Context=SPEED2026.053118.89
SPEEDMLLM=GPT-5, Concept=Average, Erasure Context=SPEED2026.0521.920.06
UCEMLLM=GPT-5, Concept=Average, Erasure Context=UCE2026.055.318.57
UCEMLLM=GPT-5, Concept=Golf Ball, Erasure Context=UCE2026.050.518.33
RECEMLLM=GPT-5, Concept=Golf Ball, Erasure Context=RECE2026.05018.09
RECEMLLM=GPT-5, Concept=Average, Erasure Context=RECE2026.05018.57