Papers with N-way-K-shot tasks
Graph-based Model Generation for Few-Shot Relation Extraction (2022.emnlp-main)
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| Challenge: | Existing models follow a 'one-for-all' scheme where one general large model performs all individual N-way-K-shot tasks, which prevents the model from achieving the optimal point on each task. |
| Approach: | They propose a model generation framework that consists of one general model for all tasks and many tiny task-specific models for each individual task. |
| Outcome: | The proposed framework achieves state-of-the-art performance on two public datasets. |