cff-version: 1.2.0 message: "If you use this dataset, please cite the accompanying paper." title: "FailDiag: Selected Program Failure Diagnosis Benchmark" abstract: >- FailDiag is a benchmark of 600 real C++ selected-failure diagnosis cases drawn from 110 introductory and data-structures programming tasks. Each case pairs a faulty student program with one selected expected-versus-observed failure, same-lineage repair evidence, and a structured diagnostic reference. The benchmark evaluates whether a diagnosis identifies the defect that explains the selected failure rather than any defect in the program. type: dataset date-released: "2026-09-03" license: CC-BY-4.0 doi: 10.5281/zenodo.22269090 identifiers: - type: doi value: 10.5281/zenodo.22269090 description: "Archived frozen release (version DOI). Cite this for exact reproduction." - type: doi value: 10.5281/zenodo.22269089 description: "Concept DOI resolving to the latest version." repository: "https://huggingface.co/datasets/huytran1499/FailDiag" url: "https://doi.org/10.5281/zenodo.22269090" authors: - family-names: "Tran" given-names: "Huy" email: "tranhuy@hcmut.edu.vn" affiliation: "Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology, VNU-HCM, Ho Chi Minh City, Vietnam" - family-names: "Nguyen" given-names: "Thanh Thi" email: "tnguyen5@usc.edu.au" affiliation: "School of Science, Technology and Engineering, University of the Sunshine Coast, Moreton Bay, Australia" keywords: - program failure diagnosis - fault localization - large language models - computing education - C++ preferred-citation: type: unpublished title: "FailDiag: Evaluating LLMs for Diagnosis of Selected Program Failures" authors: - family-names: "Tran" given-names: "Huy" email: "tranhuy@hcmut.edu.vn" affiliation: "Faculty of Computer Science and Engineering, Ho Chi Minh City University of Technology, VNU-HCM, Ho Chi Minh City, Vietnam" - family-names: "Nguyen" given-names: "Thanh Thi" email: "tnguyen5@usc.edu.au" affiliation: "School of Science, Technology and Engineering, University of the Sunshine Coast, Moreton Bay, Australia" notes: >- Manuscript. Publication status pending; no DOI has been assigned yet. This entry will be updated once a DOI exists.