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One-class edge classification through heterogeneous hypergraph for causal discovery

Abstract Causal discovery from event pairs is essential for understanding complex real-world phenomena. Large language models (LLMs) have shown strong capabilities in capturing the semantics of events and inferring plausible cause-effect relations from text. However, they typically process each even...

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Autors principals: Marcos Paulo Silva Gôlo, Ricardo Marcondes Marcacini
Format: Artigo
Idioma:Inglês
Publicat: Nature Portfolio 2025-11-01
Col·lecció:Scientific Reports
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Accés en línia:https://doi.org/10.1038/s41598-025-28842-5
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