Papers with calibrate slot representations
Semi-supervised New Slot Discovery with Incremental Clustering (2022.findings-emnlp)
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| Challenge: | Existing methods to discover new slots rely on unsupervised slot induction or domain adaptation, and are limited in transferring prior knowledge to new slots. |
| Approach: | They propose a Semi-supervised Incremental Clustering method to discover new slots with existing linguistic annotation models and limited known slot data. |
| Outcome: | The proposed method significantly outperforms state-of-the-art models on five public datasets. |