Papers by Yuanning Cui
Improving Continual Relation Extraction by Distinguishing Analogous Semantics (2023.acl-long)
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| Challenge: | Existing works store a small number of typical samples to re-train the model for alleviating forgetting. |
| Approach: | They propose a continual relation extraction model that uses memory-insensitive relation prototypes and memory augmentation to overcome the overfitting problem. |
| Outcome: | The proposed model outperforms existing models on analogous relations and overcomes overfitting problem. |