Papers by P. Jeffrey Brantingham
Improving Event Definition Following For Zero-Shot Event Detection (2024.acl-long)
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Zefan Cai, Po-Nien Kung, Ashima Suvarna, Mingyu Ma, Hritik Bansal, Baobao Chang, P. Jeffrey Brantingham, Wei Wang, Nanyun Peng
| Challenge: | Existing approaches on zero-shot event detection train models on datasets annotated with known event types and prompt them with unseen event definitions. |
| Approach: | They propose to train models to better follow event definitions by using an automatic generated Diverse Event Definition dataset. |
| Outcome: | The proposed model outperforms existing models on three open benchmarks on zero-shot event detection. |