ResearchBenchmarksConcept Preservation on Concept Erasure gunConcept Preservation on Concept Erasure gunFollow97.96Phone MCPSD51.26463.38775.5187.633Apr 17, 2026Evaluation resultsMethodMethodLinksPhone MCPCamera MCPUmbrella MCPSD2026.0497.9692.5496.3TICoE2026.0495.9192.0696.3UCE2026.0493.8887.394.44FMN2026.0491.8485.7192.59SPM2026.0489.686.4390.74ESD2026.0479.5968.2592.59Co-Erasing2026.0453.0639.6855.56