Papers by Joel Pocostales
Can Domain Adaptation be Handled as Analogies? (L18-1)
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| Challenge: | Aspect identification in user generated texts might suffer degradation when changing to other domains than the one used for training. |
| Approach: | They propose to use offset method to handle domain shifts when there is no available labeled data in a new target domain for an aspect classifier to be retrained. |
| Outcome: | The proposed method found analogues in the new domain for the initial features but did not deliver the expected results. |