🚀 I will be Research Scholar at NASA for 3 months 🚀
I am excited to announce that I will be in Maryland (USA) at NASA’s Goddard Space Flight Center. I will have a visiting period of 3 months, starting from the 19th of August.
🚀Hi there! 👋
I am Giuseppe Colavito, a PhD student of the Italian National PhD in Artificial Intelligence for Society, supervised by Dr. Nicole Novielli and Dr. Filippo Lanubile.
I hold dual affiliations with the University of Pisa and the University of Bari.
My research interests revolve around Natural Language Processing (NLP), Software Engineering, and Machine Learning.
Interests
- Artificial Intelligence
- Software Engineering
- Natural Language Processing
Education
PhD Student in Artificial Intelligence
University of Pisa | University of Bari
MSc Computer Science - Artificial Intelligence
University of Bari
BSc Computer Science
University of Bari
📚 My Research
My research focuses on generative AI for automatic labeling in software engineering, with a case study on issue report classification.
I aim to improve the accuracy and efficiency of issue classification by leveraging few-shot learning and large language models (LLMs).
The goal is to develop methods that require minimal labeled data and reduce the manual effort needed for annotation, ensuring effective application in both open-source and industrial settings.
I am currently collaborating with NASA Goddard Space Flight Center to test the effectiveness of current approaches for issue classification in the industry.
Featured Publications
Recent News
📜 I will be guest editor for the Special Issue of Science of Computer Programming Journal 📜
After my reviewing service for the NLBSE 2024 tool competition, I was invited to be the guest editor for the Special Issue of Science of Computer Programming Journal.
🚀 Started collaboration with NASA 🚀
I am excited to announce that I have started a collaboration with NASA Goddard Space Flight Center to test the effectiveness of current approaches for issue classification in the industry.
🔧 I will co-chair the NLBSE tool competition 2024🔧
During the NLBSE 2023 tool competition, I presented my paper Few-shot Learning for Issue Report Classification. After my talk, I was invited to be the co-chair of the NLBSE tool competition in 2024.
Recent Publications
(2024).
Impact of Data Quality for Automatic Issue Classification Using Pre-Trained Language Models.
Journal of Systems and Software.
(2024).
Leveraging GPT-like LLMs to Automate Issue Labeling.
2024 IEEE/ACM 21st International Conference on Mining Software Repositories (MSR).
(2024).
QualAI: Continuous Quality Improvement of AI-based Systems..
RCIS Workshops.
(2023).
Few-Shot Learning for Issue Report Classification.
2023 IEEE/ACM 2nd International Workshop on Natural Language-Based Software Engineering (NLBSE).
(2023).
Issue Report Classification Using Pre-Trained Language Models.
Proceedings of the 1st International Workshop on Natural Language-based Software Engineering.
Recent & Upcoming Talks