AI4Text: Home

We are the AI4Text Group, part of the Artificial Intelligence for Media and Humanities Laboratory at the Institute of Information Science and Technologies "Alessandro Faedo" based in Pisa, Italy. Our recent work focuses on the development of quantification methods, the assessment of complex abilities of Large Language Models, and several downstream applications of NLP technologies.

Research Areas

Development of quantification algorithms to estimate class prevalence

Assessment of Large Language Models’ complex capabilities on multiple settings

Techiniques for downstream tasks such as Autorship Analysis and Text Classification

2025	Quantification using permutation-invariant networks based on histograms. Olaya Perez Mon, Alejandro Moreo, Juan Jose Coz, and Pablo Gonzalez. Neural Computing and Applications. 37(5).
2025	Kernel density estimation for multiclass quantification. Alejandro Moreo, Pablo Gonzalez, and Juan Jose Coz. Machine Learning. 114(4).
2025	REVERINO: REgesta generation VERsus latIN summarizatiOn. Giovanni Puccetti, Laura Righi, Ilaria Sabbatini, and Andrea Esuli. Proceedings of the 21st Conference on Information and Research science Connecting to Digital and Library science, Udine, Italy, February 20-21, 2025.
2025	Automatic Annotation of Legal References (Allegationes) in the Liber Extra's Ordinary Gloss. Andrea Esuli, Vincenzo Roberto Imperia, and Giovanni Puccetti. Proceedings of the 21st Conference on Information and Research science Connecting to Digital and Library science, Udine, Italy, February 20-21, 2025.
2025	The Invalsi Benchmarks: measuring the Linguistic and Mathematical understanding of Large Language Models in Italian. Giovanni Puccetti, Maria Cassese, and Andrea Esuli. Proceedings of the 31st International Conference on Computational Linguistics, COLING 2025, Abu Dhabi, UAE, January 19-24, 2025.