ResearchBenchmarksConcept Preservation on Concept Erasure tenchFollow100Dolphin MCPSD86.760890.197993.63597.0721Apr 17, 2026Evaluation ResultsMethodMethodLinksDolphin MCPWhale MCPGoldfish MCPSD2026.0410097.7898.15TICoE2026.0498.1895.4596.3ESD2026.0494.5475.5675.93FMN2026.0492.7391.1170.37UCE2026.0490.9175.5659.62SPM2026.0489.0988.8974.07Co-Erasing2026.0487.276048.15