Papers with specified task
WARP: Word-level Adversarial ReProgramming (2021.acl-long)
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| Challenge: | Existing approaches to transfer learning from pretrained language models are frozen and a task-specific head is trained on top of them. |
| Approach: | They propose an alternative approach that trains one or more task-specific layers on top of the language model. |
| Outcome: | The proposed approach outperforms existing methods on the GLUE leaderboard with just 32 training samples. |