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 is pivotal for extracting structured information from unstructured text%2C yet it remains challenging due to the complexity of real-world document-level EAE. We propose a novel Definition-augmented Heuristic-driven Prompting (DHP) method to enhance the performance of Large Language Models (LLMs) in document-level EAE. Our method integrates argument extraction-related definitions and heuristic rules to guide the extraction process%2C reducing error propagation and improving task accuracy. We also employ the Chain-of-Thought (CoT) method to simulate human reasoning%2C breaking down complex problems into manageable sub-problems. Experiments have shown that our method achieves a certain improvement in performance over existing prompting methods and few-shot supervised learning on document-level EAE datasets. The DHP method enhances the generalization capability of LLMs and reduces reliance on large annotated datasets%2C offering a novel research perspective for document-level EAE.?quality=80&w=800)
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Related Visuals
- Document-level event fill argument element-extraction task. | Download Scientific Diagram
- Document-level event fill argument element-extraction task. | Download Scientific Diagram
- Retrieval-Augmented Generative Question Answering for Event Argument Extraction | DeepAI
- A sample of document-level event extraction. | Download Scientific Diagram
- Enhancing Document-level Argument Extraction with Definition-augmented Heuristic-driven ...
- An AMR-based Link Prediction Approach for Document-level Event Argument Extraction | DeepAI
- Document-level event extraction dataset. | Download Scientific Diagram
- Figure 1 from Retrieve-and-Sample: Document-level Event Argument Extraction via Hybrid Retrieval ...
- Document-level event extraction dataset. | Download Scientific Diagram
- Document-level event extraction dataset. | Download Scientific Diagram