| 2025 | AIME | Leveraging Multi-agent Systems for Domain-Pertinence Query Classification in Informative Chatbots. | Patrizio Bellan, Saba Ghanbari Haez, Leonardo Sanna, Simone Magnolini, Mauro Dragoni |
| 2024 | AIME | A Retrieval-Augmented Generation Strategy to Enhance Medical Chatbot Reliability. | Saba Ghanbari Haez, Marina Segala, Patrizio Bellan, Simone Magnolini, Leonardo Sanna, Monica Consolandi, Mauro Dragoni |
| 2020 | LREC | Comparing Machine Learning and Deep Learning Approaches on NLP Tasks for the Italian Language. | Bernardo Magnini, Alberto Lavelli, Simone Magnolini |
| 2018 | SIGdial | Toward zero-shot Entity Recognition in Task-oriented Conversational Agents. | Marco Guerini, Simone Magnolini, Vevake Balaraman, Bernardo Magnini |
| 2016 | LREC | Acquiring Opposition Relations among Italian Verb Senses using Crowdsourcing. | Anna Feltracco, Simone Magnolini, Elisabetta Jezek, Bernardo Magnini |
| 2015 | RANLP | Predicting Correlations Between Lexical Alignments and Semantic Inferences. | Simone Magnolini, Bernardo Magnini |
| 2015 | RANLP | Learning the Impact of Machine Translation Evaluation Metrics for Semantic Textual Similarity. | Simone Magnolini, Ngoc Phuoc An Vo, Octavian Popescu |