Table · dataset · 2026
Java dataset and results
Listed in figshare and Loughborough Research Repository — shown once because both records carry DOI 10.6084/m9.figshare.33972877.v1
Description
<p dir="ltr">This dataset contains the Java benchmark projects and experimental results used to evaluate a skill-based framework for LLM-assisted Java unit-test generation and iterative test repair.</p><p dir="ltr">The benchmark collection comprises Maven-based open-source Java projects, including Apache Commons CLI, Commons CSV, Commons Lang, Google Gson, and additional benchmark projects. For each benchmark, the release includes project manifests and target-method metadata used to define the unit-test generation tasks.</p><p dir="ltr">The experimental-results package contains one directory per experiment run.
Each run includes: (1) summary-level effectiveness metrics; (2) per-class and per-target execution records; (3) baseline results without skill injection; (4) results obtained with skill selection and iterative skill evolution; (5) coverage and, where enabled, mutation-testing measurements; (6) execution status and logs; and (7) skill-evolution records. The reported metrics include compilation success, test pass rate, line coverage, branch coverage, mutation score, and token usage.</p><p dir="ltr">The framework compares a no-skill baseline with a skill-enhanced setting.
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In the enhanced setting, the system selects test-generation skills based on observed failure signals and may evolve skills through iterative generation, execution, feedback, and repair cycles.</p><p dir="ltr"><br></p><p dir="ltr">The archive is intended to support reproduction, validation, and secondary analysis of experiments on skill-guided LLM-based Java unit-test generation. Generated build artifacts (for example, Maven target directories), credentials, and local configuration overrides are excluded.</p>
Links
Where it is published
- DOI doi.org/10.6084/m9.figshare.33972877.v1 ↗
DOI / persistent id · from figshare com
Catalogue records · 1
- OAI-PMH record api.figshare.com/v2/oai?verb=GetRecord&metadataPrefix=oai_dc&identifier=oai%3Af… ↗
metadata API · from figshare com
Topics
- From keywords
- Astronomy & Astrophysics · Chemistry · Chemistry · Computer Science & AI · Computer Science & AI · Earth & Environmental Science · Earth & Environmental Science · Economics & Finance · Economics & Finance · Engineering · Engineering · Humanities · Humanities · Life Sciences · Life Sciences · Materials Science · Mathematics & Statistics · Medicine & Health · Medicine & Health · Ocean & Atmospheric Science · Psychology & Behavioral Science · Social Science · Social Science · Software testing, verification and validation · Software testing, verification and validation
Provenance · 2 source records, 30 field assertions
| Source | Key | Last seen | Raw |
|---|---|---|---|
| figshare | oai:figshare.com:article/33972877 | 5 d ago | JSON v1 |
| Loughborough Research Repository | oai:figshare.com:article/33972877 | 5 d ago | JSON v1 |
| Field | Assertion | Extractor | Evidence |
|---|---|---|---|
| access_level | source · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].anzsrc:field:461208 | mapping · repository lboro ac uk | vocabulary-mapper@1.0.0 | keywords['Software testing, verification and validation'] |
| concepts[field].anzsrc:field:461208 | mapping · figshare com | vocabulary-mapper@1.0.0 | keywords['Software testing, verification and validation'] |
| concepts[field].local:field:astronomy | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:chemistry | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:computer-science-ai | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:earth-environmental | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:economics-finance | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:engineering | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:engineering | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:humanities | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:life-sciences | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:materials-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:mathematics-statistics | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:medicine-health | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:ocean-atmospheric | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:psychology-behavioral | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| concepts[field].local:field:social-science | mapping · figshare com | connector:figshare_com@1.0.0 | |
| concepts[field].local:field:social-science | mapping · repository lboro ac uk | connector:repository_lboro_ac_uk@1.0.0 | |
| description | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/description |
| license | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/rights |
| publication_date | source · figshare com | connector:figshare_com@1.0.0 | |
| title | source · figshare com | connector:figshare_com@1.0.0 | /metadata/dc/title |