ChatIE: Zero-Shot Information Extraction via Chatting with ChatGPT

Understand

Zero-shot information extraction (IE) aims to build IE systems from the unannotated text.

• It is challenging due to involving little human intervention.
• Challenging but worthwhile, zero-shot IE reduces the time and effort that data labeling takes.
• Recent efforts on large language models (LLMs, e.g., GPT-3, ChatGPT) show promising performance on zero-shot settings, thus inspiring us to explore prompt-based methods.