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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type: unpublished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.