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Elinor G. Poole-Dayan*, Daniel T. Kessler*, Margaret Hughes, Emily S. Lin, Marshall Ganz and Deb Roy. 2025. LLMs for Public Narrative Understanding. To be Presented at The 7th Workshop on Narrative Understanding, Albuquerque, New Mexico, USA. Association for Computational Linguistics.