How GAG Enables Zero‑Retrieval, Single‑Token Private Knowledge Injection in LLMs

The article presents GAG, a third‑generation framework that injects proprietary domain knowledge into frozen large language models using a single token, eliminating retrieval, avoiding base model updates, and maintaining constant inference budget while delivering strong performance on private QA and public benchmarks.

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How GAG Enables Zero‑Retrieval, Single‑Token Private Knowledge Injection in LLMs