Papers by Dong Ryeol Shin
OutFlip: Generating Examples for Unknown Intent Detection with Natural Language Attack (2021.findings-acl)
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| Challenge: | Out-of-domain (OOD) input detection is vital in task-oriented dialogue systems . accepted OOD inputs lead to incorrect response of the system . |
| Approach: | They propose a method to generate out-of-domain samples from in-domain training datasets using OutFlip. |
| Outcome: | The proposed method significantly improves an intent classification model's out-of-domain detection performance. |