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College of Information Science, University of Nebraska Omaha, USA
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LLMs can extract events more effectively when combined with graph-based document representations that overcome their "lost-in-the-middle" limitations.
Training on EVENT5Ws allows event extraction models to generalize across geographical contexts, suggesting a path towards truly universal event understanding.