Papers with few-shot and zero-shot generation
Hierarchical Recurrent Aggregative Generation for Few-Shot NLG (2022.findings-acl)
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| Challenge: | Existing approaches do not account for the fact that some sub-tasks, specifically aggregation and lexicalisation, can benefit from transfer learning in different extents. |
| Approach: | They propose a hierarchical approach for few-shot and zero-shot generation using a three-moduled jointly trained architecture. |
| Outcome: | The proposed approach achieves state-of-the-art on few-shot and zero-shot settings compared to previous approaches. |