Papers by Gyun Lee
EAIR: Entity-aware Inference-Time Knowledge Routing for Multi-Hop Knowledge Editing (2026.findings-acl)
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| Challenge: | Existing in-context knowledge editing methods suffer from paraphrase sensitivity . Existing methods interfere with the model's original knowledge and can degrade its inherent capabilities. |
| Approach: | They propose a novel entity-aware inference-time knowledge routing method to address paraphrase sensitivity. |
| Outcome: | The proposed method achieves highest strict case accuracy in 11 of 12 settings, significantly reducing paraphrase sensitivity. |