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P. Jeffrey Brantingham

3 accepted papers

2024

Improving Event Definition Following For Zero-Shot Event Detection

ACL 2024long

Existing approaches on zero-shot event detection usually train models on datasets annotated with known event types, and prompt them with unseen event definitions. These approaches yield sporadic successes, yet generally fall short of expectations.In this work, we aim to improve zero-shot event detec…

2024

STAR: Boosting Low-Resource Information Extraction by Structure-to-Text Data Generation with Large Language Models

AAAI 2024technical

Information extraction tasks such as event extraction require an in-depth understanding of the output structure and sub-task dependencies. They heavily rely on task-specific training data in the form of (passage, target structure) pairs to obtain reasonable performance. However, obtaining such data…

Cited by 20SourcePDFScholar
2022

Learning binary multi-scale games on networks

UAI 2022poster

Network games are a natural modeling framework for strategic interactions of agents whose actions have local impact on others. Recently, a multi-scale network game model has been proposed to capture local effects at multiple network scales, such as among both individuals and groups. We propose a fra…