IAR Framework for Retrieval-Free Document Knowledge Internalization
August 19, 2026
The Inject, Align, and Recover (IAR) framework converts a fixed corpus into parametric knowledge for retrieval-free QA. It uses a three-stage process: structured injection, QA behavior alignment, and general ability recovery.
HOW THIS AFFECTS YOU
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builderYou can build specialized models that answer domain-specific questions without the latency of external retrieval.
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researcherYou can explore methods for converting static corpora into model weights rather than using RAG.