Model editing via direct subcomponent overwrite

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• Model Editingconcept0.779
  Technique for modifying model knowledge or behavior via targeted interventions, e.g., ROME by Meng et al.
• Direct model editing via parameter subcomponent modification—emoticon eye recognition altered to predict shocked faces with no retrainingfinding0.770
  Demonstrated that VPD-discovered subcomponents encode true computational machinery by enabling targeted, predictable behavior changes without gradient-based training.
• Manual model editing through parameter manipulationconcept0.763
  Application enabled by VPD: direct manipulation of weight matrices for interpretable model modification.
• can we use these parameter subcomponents to perform clean, targeted changes?question0.750
  Implicit question driving the editing experiment.
• Manual model editingconcept0.748
  Ability to surgically alter model behavior through direct parameter changes rather than activation interventions.
• Parameter subcomponents cleanly isolate true mechanisms of the modelclaim0.727
  Interpretive claim that the subcomponents correspond to real functional units.
• Parameter subcomponentconcept0.726
  One of the simple rank-one matrices resulting from VPD that sums with others to reconstruct the original model weights and has a specific functional role.
• All models exhibit above-baseline representation of the think word when instructed to think about itfinding0.718
  In the intentional control experiment, all tested models show above-zero cosine similarity to the think word's concept vector.