COMTE, V., BERTOLINI, L., CONSOLI, S., LEONI, G., ZANCA, F. et al., AI-driven Innovation in Medical Imaging - Focus on Lung Cancer and Cardiovascular Diseases NAVAJAS CAWOOD, E., VESPE, M., KOTSEV, A. and VAN BAVEL, R. (editors), Publications Office of the European Union, Luxembourg, 2025, JRC142598.
ABENDROTH DIAS, K., ARIAS CABARCOS, P., BACCO, F.M., BASSANI, E., BERTOLETTI, A. et al., Generative AI Outlook Report - Exploring the Intersection of Technology, Society and Policy Publications Office of the European Union, Luxembourg, 2025, https://data.europa.eu/doi/10.2760/6281523, JRC142224.

LLM-Powered Knowledge Graph of Causal Relations in Drug Reviews. , Zavarella V., Bertolini L., Consoli S., Fenu G., Reforgiato Recupero D., Zani A., in Proceedings of the Fourth International Workshop on LLM-Integrated Knowledge Graph Generation From Text(TEXT2KG) and the Second International BiKE Challenge co-located with the Extended Semantic Web Conference (ESWC 2025)
Conformal risk control for pulmonary nodule detection , Hulsman R, Comte V., Bertolini L., Wiesenthal T., Puertas Gallardo A., and Ceresa M., in Proceedings of the Fourteenth Symposium on Conformal and Probabilistic Prediction with Applications, PMLR
An epidemiological knowledge graph extracted from the World Health Organization’s Disease Outbreak News , Consoli, S., Coletti, P., Markov, P.V., Orfei L., Biazzo I., Schuh L., Stefanovitch N., Bertolini L., Ceresa M., Stilianakis N. I., Scientific Data
Dreams are more “predictable” than you think , Bertolini L., Consoli S., Weeds J., Front. Sleep 4:1625185. doi: 10.3389/frsle.2025.1625185
Strengths and Limitations of Word-Based Task Explainability in Vision Language Models: a Case Study on Biological Sex Biases in the Medical Domain. , Bertolini, L., Comte V., Ruiz-Serra V., Orfei L. Ceresa M., In Proceedings of the 6th Workshop on Gender Bias in Natural Language Processing (GeBNLP), pages 111–123, Vienna, Austria. Association for Computational Linguistics.

On Constructing Biomedical Text-to-Graph Systems with Large Language Models , Bertolini, L., Hulsman, R., Consoli S., Puertas-Gallardo A. Ceresa M., In joint proceedings of the 3rd International workshop one knowledge graph generation from text (TEXT2KG) and Data Quality meets Machine Learning and Knowledge Graphs (DQMLKG) co-located with the Extended Semantic Web Conference (ESWC 2024)
Epidemic Information Extraction for Event-Based Surveillance Using Large Language Models , Consoli, S., Markov, P., Stilianakis, N.I., Bertolini, L., Gallardo, A.P. and Ceresa, M., In Proceedings of Ninth International Congress on Information and Communication Technology 2024
Automatic Annotation of Dream Report’s Emotional Content with Large Language Models , Bertolini L., Elce V., Michalak A., Widhoelzl H-S., Bernardi G., Weeds J., In Proceedings of the Ninth Workshop on Computational Linguistics and Clinical Psychology, Malta. Association for Computational Linguistics 2024[code]

Towards Unsupervised Compositional Entailment with Multi-Graph Embedding Models, Bertolini L., Weeds J., Weir D., In Proceedings of the 15th International Conference on Computational Semantics (IWCS), Nancy, France, Association for Computational Linguistics 2023.

Testing Large Language Models on Compositionality and Inference with Phrase-Level Adjective-Noun Entailment, Bertolini L., Weeds J., Weir D., In Proceedings of the 29th International Conference on Computational Linguistics (COLING) 2022

Representing Syntax and Composition with Geometric Transformations, Bertolini L., Weeds J., Weir D., Peng Q., In Findings of the Association for Computational Linguistics: ACL 2021
Data Augmentation for Hypernymy Detection, Kober T., Weeds J., Bertolini L., Weir D., In Proceedings of the 16th Conference of the European Chapter of the Association for Computational Linguistics (EACL)

Invited talk: Field of dreams: applying NLP to automatise dream content analysis; CBS Research Seminar, The Hong Kong Polytechnic University

Invited talk: Testing Language Models on Compositionality; MilaNLP wekly seminar guest presenter.

Invited talk: A Tale of Compositionality: from Humans to Machines; Guest talk to the University of Sussex Data Science Society