Papers with pipeline-based approaches
Template Filling with Generative Transformers (2021.naacl-main)
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| Challenge: | Template filling tasks are usually tackled by a pipeline of two separate systems, one for role-filler extraction and another for template/event recognition. |
| Approach: | They propose a framework that naturally models the dependence between entities within a single event and across multiple events described in a document. |
| Outcome: | The proposed framework outperforms pipeline-based approaches and other neural baselines that do not model between-event dependencies on documents containing multiple events. |