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This paper proposes RidgeFT, a lightweight analytic update framework for lifelong machine-generated text attribution that adapts to new text generators without forgetting old ones, achieving strong performance across multiple evaluation settings.
IR3DE is a ridge regression-based router that selects domain-expert LLMs for different tasks, achieving competitive performance while enabling dynamic addition or removal of experts without retraining.