APA (7th ed.) Citation

Liu, H., Cao, L., & Li, Y. (2026). RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World.

Chicago Style (17th ed.) Citation

Liu, Hanbing, Lang Cao, and Yang Li. RAG or Learning? Understanding the Limits of LLM Adaptation Under Continuous Knowledge Drift in the Real World. 2026.

MLA (9th ed.) Citation

Liu, Hanbing, et al. RAG or Learning? Understanding the Limits of LLM Adaptation Under Continuous Knowledge Drift in the Real World. 2026.