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cocacola-lab/ChatIE

Zero-shot information extraction system using ChatGPT via multi-turn question-answering for entity, relation, and event extraction.

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ChatIE
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ChatIE is a two-stage framework that transforms zero-shot information extraction into a multi-turn question-answering problem, leveraging ChatGPT for entity-relation triple extraction, named entity recognition, and event extraction. The approach achieves competitive performance on six datasets across two languages without requiring annotated training data. It provides a tool-based implementation enabling local execution with OpenAI API keys.

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