Education
- Master’s Degree in Data Science, University of Catania, 2024.
- Thesis: Enhancing Transformers with a Novel Syntactic Parsing-Based Attention Mechanism.
- Final grade: 110/110 cum laude.
- Bachelor’s Degree in Business Administration, University of Catania, 2021.
- Thesis: Portfolio Optimization.
- Final grade: 110/110 cum laude.
Work experience
- June 2023 – April 2024, Data Scientist, Silk Shells Consulting SRL
- Development and Deployment of an Automated Resume Classification System.
My research focuses on the application of Large Language Models (LLMs), with particular emphasis on constrained decoding techniques based on formal languages, to steer LLM during its generation phase.
In addition, my work explores Machine Translation System from natural language to sign languages (LIS and ASL), with the aim to develop inclusive solutions and enhancing communicative accessibility.
Conference Proceedings
- Tuccio, G., Bulla, L., Madonia, M., Gangemi, A., Mongiovì, M. (2025). GRAMMARLLM: Grammar-Constrained Natural Language Generation. In Proceedings of the Association for Computational Linguistics (ACL), Vienna, Austria.
- Bulla, L., Tuccio, G., Mongiov`ı, M., Gangemi, A. (2025). Leveraging Large Language Models for Accurate Sign Language Translation in Low-Resource Scenarios. In Proceedings of European Conference on Artificial Intelligence (ECAI), Bologna, Italy
