Author

Shicheng Xu

Institute of Computing Technology, Chinese Academy of Sciences

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Preprint Aug 2026

RING: Retrieval-Internalized Generation for Continual Large-Scale Knowledge Injection

RING (Retrieval-Internalized Generation), a holistic paradigm spanning both architecture and training that injects large-scale external knowledge into aixture-of-Memory Experts and learns parametric search over this internal memory via reinforcement learning, removing the external retriever entirely, is proposed.

Shicheng Xu, Liang Pang, Li-Yi Chen et al. · 1 citation