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We compare ROME against several open sourced state-of-the-art model editors. All are implemented in their respective folders. Implementations other than FT/FT+L are adapted from third parties.

  • Fine-Tuning (ft): Direct fine-tuning.
  • Constrained Fine-Tuning (ft): FT with $L_\infty$ norm constraint. Inspired by Zhu et al. [Paper]
  • Knowledge Neurons (kn): Dai et al. [Code] [Paper]
  • Knowledge Editor (efk): De Cao et al. [Code] [Paper]
  • Model Editor Networks with Gradient Decomposition (mend): Mitchell et al. [Code] [Paper]