Papers with Knowledge Localization
Commonsense Knowledge Editing Based on Free-Text in LLMs (2024.emnlp-main)
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| Challenge: | Existing knowledge editing methods focus on editing triple-based facts such as entity-relation pairs and events (multiple triplets). |
| Approach: | They propose a Knowledge Localization for Free-Text method which uses a Dynamics-aware Module to locate the parameter positions corresponding to commonsense knowledge and a knowledge editing module to update knowledge. |
| Outcome: | The proposed method exploits the potential of the MLP and Attention layers and edits commonsense knowledge based on free-text. |