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language models 1long-term memory 1parameter efficiency 1retrieval 1scaling 1

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most citedMLP Memory: A Retriever-Pretrained Memory for Large Language Models

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cs.LG2026

MemSFT: Mitigating Alignment Tax with an External Parametric Memory

Jiarui Wang, Xiang Shi, Jiaqi Cao +8

Adapting Large Language Models (LLMs) to specialized domains often incurs an alignment tax, as fine-tuning on domain-specific tasks can cause catastrophic forgetting and substantia…