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Semantic Pattern Recognition in Scientific Literature Using Hybrid Topic Modeling and SciBERT with LoRA-Based Validation

Yessenia Díaz Álvarez, Raúl Pinto-Elías, Andrea Magadán Salazar, Noé Alejandro Castro-Sánchez, Jorge Fuentes-Pacheco. Semantic Pattern Recognition in Scientific Literature Using Hybrid Topic Modeling and SciBERT with LoRA-Based Validation. In Vianey Guadalupe Cruz Sánchez, Osslan Osiris Vergara-Villegas, Juan Humberto Sossa Azuela, Jesús Ariel Carrasco-Ochoa, José Francisco Martínez Trinidad, José Arturo Olvera-López, editors, Pattern Recognition - 18th Mexican Conference, MCPR 2026, Ciudad Juárez, Mexico, June 24-27, 2026, Proceedings. Volume 16623 of Lecture Notes in Computer Science, pages 283-293, Springer, 2026. [doi]

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