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arXiv cs.LG · Papers

Understanding LoRA as Knowledge Memory: An Empirical Analysis

arXiv:2603.01097v4 Announce Type: replace Abstract: Continuous knowledge updating for pre-trained large language models (LLMs) is increasingly necessary yet remains challenging. Although inference-time methods like In-Context Learning (ICL) and Retrieval-Augmented Generation (RAG) are popular, they face constraints in