Luís F. Gomes, Xin Zhou, David Lo, Rui Abreu
Submitted to International Conference on Software Engineering (ICSE) 2026 Under Review
An agentic LLM system that generates high-level visual documentation from source code, paired with AutoSketchEval — a reference-free evaluation framework (inspired by autoencoder reconstruction) that scores diagram quality with no ground truth, reaching AUC > 0.87 across 1,000 Jupyter notebooks.
Luís F. Gomes, Xin Zhou, David Lo, Rui Abreu
Submitted to International Conference on Software Engineering (ICSE) 2026 Under Review
An agentic LLM system that generates high-level visual documentation from source code, paired with AutoSketchEval — a reference-free evaluation framework (inspired by autoencoder reconstruction) that scores diagram quality with no ground truth, reaching AUC > 0.87 across 1,000 Jupyter notebooks.
Xin Zhou, Kisub Kim, Ting Zhang, Martin Weyssow, Luís F. Gomes, Guang Yang, David Lo
International Conference on Automated Software Engineering (ASE) 2026
A study of LLM-as-judge metrics for software engineering tasks, calibrated to bridge the gap with human evaluation across a range of SE benchmarks.
Xin Zhou, Kisub Kim, Ting Zhang, Martin Weyssow, Luís F. Gomes, Guang Yang, David Lo
International Conference on Automated Software Engineering (ASE) 2026
A study of LLM-as-judge metrics for software engineering tasks, calibrated to bridge the gap with human evaluation across a range of SE benchmarks.
Luís F. Gomes, Jonathan Aldrich, Rui Abreu, Vincent Hellendoorn
International Conference on Software Engineering (ICSE) 2025
A VSCode assistant that turns hand-drawn ML workflow sketches into runnable Jupyter notebooks (79% structural accuracy, 49% reduction in coding), with a 19-participant developer study and an automated LLM-as-judge pipeline benchmarking sketch-to-code across GPT-4o, Gemini Pro, and Claude.
Luís F. Gomes, Jonathan Aldrich, Rui Abreu, Vincent Hellendoorn
International Conference on Software Engineering (ICSE) 2025
A VSCode assistant that turns hand-drawn ML workflow sketches into runnable Jupyter notebooks (79% structural accuracy, 49% reduction in coding), with a 19-participant developer study and an automated LLM-as-judge pipeline benchmarking sketch-to-code across GPT-4o, Gemini Pro, and Claude.
Luís F. Gomes
SPLASH — Doctoral Symposium 2023
Doctoral symposium paper outlining a research agenda for visual sketching as an interface for machine learning development.
Luís F. Gomes
SPLASH — Doctoral Symposium 2023
Doctoral symposium paper outlining a research agenda for visual sketching as an interface for machine learning development.
Luís F. Gomes, César Analide, Elisabete Freitas
International Conference on Distributed Computing and Artificial Intelligence (DCAI) 2021
Neural network models for detecting distress and defects in road pavement imagery.
Luís F. Gomes, César Analide, Elisabete Freitas
International Conference on Distributed Computing and Artificial Intelligence (DCAI) 2021
Neural network models for detecting distress and defects in road pavement imagery.