Ben Zhang

Extracting Events Like Code: A Multi-Agent Programming Framework for Zero-Shot Event Extraction

Zero-shot event extraction (ZSEE) remains a significant challenge for large language models (LLMs) due to the need for complex reasoning and domain-specific understanding. Direct prompting often yields incomplete or structurally invalid outputs—such as misclassified triggers, missing arguments, and