Development and application of natural language techniques for the enrichment of predictive models

Bachelor of Science

• Basi di dati. A.A. 2022/23, INGEGNERIA INFORMATICA. Collaboratore del corso
• Basi di dati. A.A. 2023/24, INGEGNERIA INFORMATICA. Collaboratore del corso

• Gensale, Aurora; Benedetto, Irene; Gioacchini, Luca; Bosca, Alessio; Cagliero, Luca (2025)
  BitsAndBites at SemEval-2025 Task 9: Improving Food Hazard Detection with Sequential Multitask Learning and Large Language Models. In: 19th International Workshop on Semantic Evaluation (SemEval-2025), Vienna (AT), July 31 - August 1, 2025, pp. 718-725. ISBN: 979-8-89176-273-2
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, Irene; Koudounas, Alkis; Vaiani, Lorenzo; Pastor, Eliana; Cagliero, Luca; ... (2025)
  Boosting court judgment prediction and explanation using legal entities. In: ARTIFICIAL INTELLIGENCE AND LAW, vol. 33, pp. 605-640. ISSN 0924-8463
  Contributo su Rivista
• Benedetto, Irene; La Quatra, Moreno; Cagliero, Luca (2025)
  LegItBART: a summarization model for Italian legal documents. In: ARTIFICIAL INTELLIGENCE AND LAW. ISSN 0924-8463
  Contributo su Rivista
• Benedetto, Irene (2025)
  Enhancing Legal Document Processing through Natural Language Understanding and Generation techniques. relatore: CAGLIERO, LUCA; , 37. XXXVII Ciclo, P.: 182
  Doctoral Thesis
• Rege Cambrin, Daniele; Gallipoli, Giuseppe; Benedetto, Irene; Cagliero, Luca; Garza, ... (2024)
  Beyond Accuracy Optimization: Computer Vision Losses for Large Language Model Fine-Tuning. In: The 2024 Conference on Empirical Methods in Natural Language Processing, Miami, Florida, November 12 –16, 2024, pp. 12060-12079
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, I.; Cagliero, L.; Tarasconi, F. (2024)
  Extreme Classification of European Union Law Documents driven by Entity Embeddings. In: EDBT/ICDT 2024 Joint Conference, Paestum (IT), 25-29 March 2024. ISSN 1613-0073
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, Irene; La Quatra, Moreno; Cagliero, Luca; Vassio, Luca; Trevisan, Martino (2024)
  TASP: Topic-based abstractive summarization of Facebook text posts. In: EXPERT SYSTEMS WITH APPLICATIONS, vol. 225, Part B. ISSN 0957-4174
  Contributo su Rivista
• Benedetto, Irene; LA QUATRA, Moreno; Cagliero, Luca; Canale, Lorenzo; Farinetti, Laura (2024)
  Abstractive video lecture summarization: applications and future prospects. In: EDUCATION AND INFORMATION TECHNOLOGIES, vol. 29, pp. 2951-2971. ISSN 1573-7608
  Contributo su Rivista
• Benedetto, Irene; Koudounas, Alkis; Vaiani, Lorenzo; Pastor, Eliana; Cagliero, Luca; ... (2024)
  MAINDZ at SemEval-2024 Task 5: CLUEDO-Choosing Legal oUtcome by Explaining Decision through Oversight. In: SemEval-2024 (Workshop of ACL), Mexico City (MEX), 20-21 June, 2024, pp. 997-1005
  Contributo in Atti di Convegno (Proceeding)
• Koudounas, Alkis; Giobergia, Flavio; Benedetto, Irene; Monaco, Simone; Cagliero, Luca; ... (2023)
  baρtti at GeoLingIt: Beyond Boundaries, Enhancing Geolocation Prediction and Dialect Classification on Social Media in Italy. In: EVALITA 2023, Parma (ITA), September 7th - 8th, 2023. ISSN 1613-0073
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, Irene; La Quatra, Moreno; Cagliero, Luca; Vassio, Luca; Trevisan, Martino (2023)
  Transformer-based Prediction of Emotional Reactions to Online Social Network Posts. In: Workshop on Computational Approaches to Subjectivity and Sentiment Analysis (WASSA), Toronto (CAN), July 9–14, 2023, pp. 354-364
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, Irene; Sportelli, Gianpiero; Bertoldo, Sara; Tarasconi, Francesco; Cagliero, ... (2023)
  On the use of Pretrained Language Models for Legal Italian Document Classification. In: 27th International Conference on Knowledge-Based and Intelligent Information & Engineering Systems, Atene, Grecia, September 6-8, 2023, pp. 2244-2253. ISSN 1877-0509
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, Irene; Koudounas, Alkis; Vaiani, Lorenzo; Pastor, Eliana; Baralis, Elena; ... (2023)
  PoliToHFI at SemEval-2023 Task 6: Leveraging Entity-Aware and Hierarchical Transformers For Legal Entity Recognition and Court Judgment Prediction. In: SemEval-2023 (Workshop of ACL), Toronto (CAN), July 9–14, 2023, pp. 1401-1411
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, Irene; Cagliero, Luca; Tarasconi, Francesco; Giacalone, Giuseppe; Bernini, ... (2023)
  Benchmarking Abstractive Models for Italian Legal News Summarization. In: JURIX2023: 36th International Conference on Legal Knowledge and Information Systems, Maastricht (NLD), 18-20 December 2023, pp. 311-316. ISSN 0922-6389. ISBN: 9781643684727
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, Irene; Cagliero, Luca; Tarasconi, Francesco (2022)
  Automatic Inference of Taxonomy Relationships Among Legal Documents. In: ADBIS 2022 26th European Conference on Advances in Databases and Information Systems, Torino (IT), SEPTEMBER 5-8 2022, pp. 24-33. ISSN 1865-0929. ISBN: 978-3-031-15742-4
  Contributo in Atti di Convegno (Proceeding)
• Benedetto, Irene; Canale, Lorenzo; Farinetti, Laura; Cagliero, Luca; La Quatra, Moreno (2022)
  Leveraging summarization techniques in educational technology systems. In: 2022 IEEE 46th Annual Computers, Software, and Applications Conference (COMPSAC), 27 June 2022 - 01 July 2022, pp. 415-416. ISBN: 978-1-6654-8810-5
  Contributo in Atti di Convegno (Proceeding)