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Image Credit: Arxiv

Model State Arithmetic for Machine Unlearning

  • Large language models trained on web data may include problematic datapoints.
  • Complete retraining to eliminate such datapoints is computationally prohibitive.
  • A new algorithm called MSA proposes an efficient way to estimate and undo the influence of individual datapoints by leveraging model checkpoints.
  • Experimental results show that MSA outperforms existing machine unlearning algorithms, suggesting it could lead to more flexible large language models capable of data erasure.

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