Machine unlearning should be restricted to dataset-defined deletion achieving retraining equivalence, while other LLM tasks require separate terminology and evaluation baselines.
Knowledgesmith: Uncovering knowledge updating in llms with model editing and unlearning.arXiv preprint arXiv:2510.02392,
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Position: The Term "Machine Unlearning" Is Overused in LLMs
Machine unlearning should be restricted to dataset-defined deletion achieving retraining equivalence, while other LLM tasks require separate terminology and evaluation baselines.