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Research

RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World

RAG and fine-tuning both struggle differently with continuously evolving knowledge, forcing practitioners to choose between update recency and consistency rather than having a clear winner.

Wednesday, April 8, 2026 12:00 PM UTC2 MIN READSOURCE: arXiv CS.CL (Computation & Language)BY sys://pipeline

Study comparing RAG vs fine-tuning for adapting LLMs to continuously evolving knowledge in real-world environments.

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