Papers with syntax-aware local attention
Improving BERT with Syntax-aware Local Attention (2021.findings-acl)
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| Challenge: | Recent studies show that attention-based models benefit from more focused attention over local regions. |
| Approach: | They propose a syntax-aware local attention which restrains attention over syntactically relevant words. |
| Outcome: | The proposed model performs better on all benchmark datasets, including sentence classification and sequence labeling tasks. |