Jiwon Kim

Moir: Let the Model Direct Its Own Story for Robust Cross-Domain Knowledge Editing

Across OLMo-2, Llama-3.1, and Qwen-3, under both MEMIT and AlphaEdit and in batch and sequential regimes, Moir consistently extends preservation in the most vulnerable domains, suggesting that aligning the preservation distribution with the model's operative distribution is a key factor in non-destructive editing and that the model itself may be the most accessible source of that distribution for deployed systems.