AI RESEARCH
Reversible Lifelong Model Editing via Semantic Routing-Based LoRA
arXiv CS.AI
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ArXi:2603.11239v1 Announce Type: new The dynamic evolution of real-world necessitates model editing within Large Language Models. While existing methods explore modular isolation or parameter-efficient strategies, they still suffer from semantic drift or knowledge forgetting due to continual updating. To address these challenges, we propose SoLA, a Semantic routing-based LoRA framework for lifelong model editing. In SoLA, each edit is encapsulated as an independent LoRA module, which is frozen after.