21 citations · 45 across the 4 of their papers we have counts for
5 papers
Schema-Constrained Document-Level Event Argument Extraction with Lightweight LLM Fine-Tuning
Roberto Pietrantuono, Antonio Guerriero, Pouya Sattari
Event Argument Extraction (EAE) converts documents into structured event records by identifying argument spans and assigning them schema-defined roles. Document-level EAE is challe…
Causal Reasoning in Software Quality Assurance: A Systematic Review
Luca Giamattei, Antonio Guerriero, Roberto Pietrantuono +1
Context: Software Quality Assurance (SQA) is a fundamental part of software engineering to ensure stakeholders that software products work as expected after release in operation. M…
DeepSample: DNN sampling-based testing for operational accuracy assessment
Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Deep Neural Networks (DNN) are core components for classification and regression tasks of many software systems. Companies incur in high costs for testing DNN with datasets represe…
Iterative Assessment and Improvement of DNN Operational Accuracy
Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Deep Neural Networks (DNN) are nowadays largely adopted in many application domains thanks to their human-like, or even superhuman, performance in specific tasks. However, due to u…
Operation is the hardest teacher: estimating DNN accuracy looking for mispredictions
Antonio Guerriero, Roberto Pietrantuono, Stefano Russo
Deep Neural Networks (DNN) are typically tested for accuracy relying on a set of unlabelled real world data (operational dataset), from which a subset is selected, manually labelle…