Papers by Hwiyeong Lee
Does Localization Inform Unlearning? A Rigorous Examination of Local Parameter Attribution for Knowledge Unlearning in Language Models (2025.emnlp-main)
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| Challenge: | Recent studies emphasize localized unlearning, restricting parameter updates to specific regions to remove unrelated general knowledge. |
| Approach: | They revisit existing localized unlearning approaches and conduct experiments to evaluate their effectiveness. |
| Outcome: | The proposed method can remove unrelated knowledge without retraining . the proposed method is not robust enough to evaluate the trade-off between the competing goals of unlearning. |