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Evaluating ChatGPT's Information Extraction Capabilities: An Assessment
- yarapavan 4y agoNotes: - "ChatGPT’s performance in Standard-IE settings is not as good as BERT-based models in most cases. However, ChatGPT achieved excellent accuracy scores in the OpenIE setting, as evaluated by human annotators." - "ChatGPT could provide high-quality and trustworthy explanations for its predictions. One of the key issues is its tendency towards overconfidence, resulting in low calibration." - "ChatGPT exhibits a high level of faithfulness to the original text, indicating that its predictions are grounded in the input text."