figshare + Loughborough Research Repository + GRANTS Data + UP Research Data Repository2026 · Astronomical catalogue
Understanding Unfaithful Reporting by Coding Agents<p dir="ltr">Replication Package.</p>
ZivaHub + Deakin Research Online + DMU Figshare2026 · dataset
Arquivos usados na pesquisa<p dir="ltr">Arquivos utilizados na pesquisa, que deram suporte à aplicação do método, à obtenção dos resultados e à fundamentação da discussão. Cada um cumpre um propósito distinto dentro do processo:</p><ul><li><b>dados_bugs.csv</b> - Dados brutos extraídos do Jira, que constituem a população de bugs analisada na pesquisa.</li><li><b>sort_bugs.py</b> - Script que extrai da população de bugs uma
ZivaHub + HKU DataHub + figshare + Loughborough Research Repository + UP Research Data Repository2026 · Astronomical catalogue
DNose Validation Dataset: Controlled Dataset for Dart/Flutter Test Smell Detectors<p dir="ltr">Controlled dataset, raw data and scripts used to evaluate the 11 test smell detectors added to DNose, a static analysis tool for Dart and Flutter test suites. Contents: 242 Dart test files (121 positive, 121 negative; 1,453 test cases) covering 11 smells, sampled from 4,144 open-source projects (222 real, 20 synthetic); ground-truth labels; DNose raw output; per-file outcomes; metrics
figshare + Loughborough Research Repository2026 · Astronomical catalogue
Open Data Package for Book Chapter "On the Introduction of Clean Code Violations in Open-Source Python Projects"<p dir="ltr">The data package comprises 20,699 SonarQube issues arising in 57 open-source Python projects. It is a filtered and processed version of the original contribution from <a href="https://doi.org/10.6084/m9.figshare.25008653" target="_blank" rel="noreferrer">https://doi.org/10.6084/m9.figshare.25008653</a>.</p><p dir="ltr"><b>Files in this data package:</b></p><p dir="ltr"><b>application_
figshare + Loughborough Research Repository2026 · Astronomical catalogue
DynaPatch<p dir="ltr">DynaPatch is a DNN repair framework that synthesizes input-specific patch parameters for different failures and selectively applies them using information from both before and after patching.</p>
figshare2026 · Astronomical catalogue
Research Evidence and Artefacts Supporting “Integrating Agility and Regulatory Compliance in GxP Systems: A Multivocal Literature Review of Hybrid Development, Continuous Assurance and Emerging Radical Practices”<p dir="ltr">This dataset contains the research evidence and supporting artefacts produced during the multivocal literature review entitled “Integrating Agility and Regulatory Compliance in GxP Systems: A Multivocal Literature Review of Hybrid Development, Continuous Assurance and Emerging Radical Practices.”</p><p dir="ltr">The deposited materials support the transparency, reproducibility and tra
figshare2026 · Astronomical catalogue
Introspective Uncertainty Estimation for LLM-Based Code Generation<p dir="ltr">Abstract:</p><p dir="ltr">Large Language Models (LLMs) are increasingly used for code generation but can produce fluent yet functionally incorrect outputs, which limits trust in their usage for practical software engineering workflows. This thesis investigates whether Introspective Uncertainty Estimation (IUE), based on internal hidden-state representations of LLMs, can reliably indic