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Alessio Bucaioni

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Book Open access Oct 2026

From Informal to Conformant Models: Benchmarking Vision--Language Models for UML Generation

Software teams routinely sketch and draw informal diagrams to capture design intent, yet these artifacts rarely evolve into conformant models that automated tooling can process or that can support later stages of development. This tension motivates flexible modeling, which aims to bridge free-form sketching and canonic...

Cecilia Eklund, Tom Jonsson, Riccardo Rubei et al. · 0 citations
Book Open access Sep 2026

Post-Velocity Software Engineering: Assurance Saturation in AI-Enabled Socio-Technical Systems

Automation and large language models are increasing the rate at which software changes can be produced in AI-enabled socio-technical systems. Yet responsible digital transformation is not only about generating code, models, or system modifications; it also requires understanding, validating, contesting, and approving c...

Alessio Bucaioni · 0 citations
Book Open access Oct 2026

Beyond Single-run Correctness: Nondeterminism-aware Evaluation of LLM-based Model Transformations

Model transformation is a core model-driven engineering (MDE) operation in which reproducibility is expected: under fixed metamodels, source model, and transformation rules, a deterministic engine should produce a stable target model. Large Language Models (LLMs) are increasingly explored for MDE tasks, but evaluations...

Riccardo Rubei, Alessio Bucaioni, A. Di Salle · 0 citations
Book Open access Oct 2026

Agentic Model Transformation: Service-Mediated Orchestration for Transformation Development

The framework shifts LLM support for model transformation from one-off artifact generation towards service-supported transformation development, where specifications, diagnostics, and execution traces can be inspected, reused, and extended.

Duy Dao, Alessio Bucaioni, Antonio Cicchetti · 0 citations
Jul 2026

Toward Federated Cognitive Digital Twins over the Edge-to-Cloud Continuum

A Federated Cognitive Digital Twin (FCDT) architecture that combines federation and cognition within a unified approach improves scalability, responsiveness, and decision-making in complex distributed CPSs.

Alessandra Somma, Alessio Bucaioni · 0 citations
#small language model Open access Aug 2026

Let’s read the log: root cause analysis of railway test execution logs with large language models

Results showed that long-context LLMs tended to achieve higher accuracy than smaller models, suggesting that LLMs are currently better suited to support human-in-the-loop root cause analysis than to fully automate it, and motivating further work to improve prediction accuracy for log-based RCA.

Rahmanu Hermawan, Alessio Bucaioni, Eduard Paul Enoiu et al. · 0 citations

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