@article{liu2026ragorlearning, title = {RAG or Learning? Understanding the Limits of LLM Adaptation under Continuous Knowledge Drift in the Real World}, author = {Liu, Hanbing and Cao, Lang and Li, Yang}, journal = {arXiv preprint arXiv:2604.05096}, year = {2026} }