Which Fine-Tuning Failed? The Reported Failure and Recovery of Fine-Tuning in Model Editing Are Findings About the Edit Protocol, Why the Breadth-First Recovery Changes What the Editor May Remember, and the Matched Comparisons That Would Assign the Credit

APA

Mahendrakar, P. (2026). Which Fine-Tuning Failed? The Reported Failure and Recovery of Fine-Tuning in Model Editing Are Findings About the Edit Protocol, Why the Breadth-First Recovery Changes What the Editor May Remember, and the Matched Comparisons That Would Assign the Credit [Preprint]. Life of Research. https://doi.org/10.5281/zenodo.23642775

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BibTeX

@misc{lor1412026,
  title        = {Which Fine-Tuning Failed? The Reported Failure and Recovery of Fine-Tuning in Model Editing Are Findings About the Edit Protocol, Why the Breadth-First Recovery Changes What the Editor May Remember, and the Matched Comparisons That Would Assign the Credit},
  author       = {Pranay Mahendrakar},
  year         = {2026},
  publisher    = {Life of Research},
  doi          = {10.5281/zenodo.23642775},
  url          = {https://lifeofresearch.com/preprints/141},
  keywords     = {model editing, knowledge editing, fine-tuning, sequential editing, lifelong editing, continual learning, experience replay, evaluation methodology},
  note         = {LOR-00141}
}

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