A Calibrated Multiexit Neural Network for Detecting Urothelial Cancer Cells. - Livia Lilli; Enrico Giarnieri; Simone Scardapane (Comput. Math. Methods Medicine, 2021)

LlamaMTS: Optimizing Metastasis Detection with Llama Instruction Tuning and BERT-Based Ensemble in Italian Clinical Reports. - Livia Lilli; Stefano Patarnello; Carlotta Masciocchi; Valeria Masiello; Fabio Marazzi; Tagliaferri Luca; Nikola Dino Capocchiano (ClinicalNLP@NAACL, 2024)

Overview of MultiCardioNER task at BioASQ 2024 on Medical Specialty and Language Adaptation of Clinical NER Systems for Spanish, English and Italian. - Salvador Lima-López; Eulàlia Farré-Maduell; Jan Rodríguez-Miret; Miguel Rodríguez-Ortega; Livia Lilli; Jacopo Lenkowicz; Giovanna Ceroni; Jonathan Kossof; Anoop Shah; Anastasios Nentidis; Anastasia Krithara; Georgios Katsimpras; et al. (CLEF (Working Notes), 2024)

Lupus Alberto: A Transformer-Based Approach for SLE Information Extraction from Italian Clinical Reports. - Livia Lilli; Laura Antenucci; Augusta Ortolan; Silvia Laura Bosello; Maria Antonietta D'Agostino; Stefano Patarnello; Carlotta Masciocchi; Jacopo Lenkowicz (CLiC-it, 2024)

Improving Clinical Report Classification with Sentence Boundary Detection. - Livia Lilli; Stefano Patarnello; Nikola Dino Capocchiano; Carlotta Masciocchi; Mario Santoro (ICHI, 2025)

Privacy in Italian Clinical Reports: A NLP-Based Anonymization Approach. - Giovanni Paolo Tobia; Stefano Patarnello; Carlotta Masciocchi; Camilla Nero; Marco Carlo Passarotti; Giovanni Moretti; Antonio Marchetti; Giovanni Arcuri; Livia Lilli (ICHI, 2025)

MISTIC: a novel approach for metastasis classification in Italian electronic health records using transformers. - Livia Lilli; Mario Santoro; Valeria Masiello; Stefano Patarnello; Luca Tagliaferri; Fabio Marazzi; Nikola Dino Capocchiano (BMC Medical Informatics Decis. Mak., 2025)