# Automated Program Repair on 10 projects (100 total issues)

Source: [Automated Program Repair on 10 projects (100 total issues)](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues>)

Collection index: [llms.txt](<https://www.sota2.com/research/llms.txt>)

Data updated: 2026-02-26T06:07:29.692Z

Evaluation of Automated Program Repair performance across a set of 10 projects containing 100 total issues, reporting overall success rates and statistical distributions (mean, median, min, max) of solved issues.

A research result applies to its stated dataset, split, metric and evaluation configuration. Compare like-for-like settings, preserve the metric's unit and direction, and distinguish paper-reported results from independent reproduction. The best result recorded here is not a claim of exhaustive, current global coverage.

| Scope | Recorded value |
| --- | --- |
| Task | Automated Program Repair |
| Dataset (including any stated split) | 10 projects (100 total issues) |
| Metric | Total Solved Issues |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 3 of 3 |
| Coverage | All results currently returned for this benchmark |

Evaluation settings may differ between results. The original papers and recorded configurations are needed to establish comparability. A shared metric name alone does not establish an identical protocol.

## Metrics

- [Total Solved Issues](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues.md?metric=Total%20Solved%20Issues>): Higher is better; unit: SCALAR.

- [Success Rate](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues.md?metric=Success%20Rate>): Higher is better; unit: SCALAR.

- [Mean Solved per Project](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues.md?metric=Mean%20Solved%20per%20Project>): Higher is better; unit: SCALAR.

- [Median Solved per Project](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues.md?metric=Median%20Solved%20per%20Project>): Higher is better; unit: SCALAR.

- [Std Dev Solved per Project](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues.md?metric=Std%20Dev%20Solved%20per%20Project>): Lower is better; unit: SCALAR.

- [Min Solved per Project](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues.md?metric=Min%20Solved%20per%20Project>): Higher is better; unit: SCALAR.

- [Max Solved per Project](<https://www.sota2.com/research/sota/automated-program-repair-on-10-projects-100-total-issues.md?metric=Max%20Solved%20per%20Project>): Higher is better; unit: SCALAR.

## Recorded results

| Method | Total Solved Issues | Result date | Report paper |
| --- | --- | --- | --- |
| AIR | 70 | Not recorded | 6938fe856cfd488761a53c5e |
| Gemini-2.5 pro | 41 | Not recorded | 6938fe856cfd488761a53c5e |
| Claude 4 Sonnet | 28 | Not recorded | 6938fe856cfd488761a53c5e |

### AIR

Total Solved Issues: 70. Result ID: 69962b785698665ec46cc03d.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe856cfd488761a53c5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6938fe856cfd488761a53c5e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Gemini-2.5 pro

Total Solved Issues: 41. Result ID: 69962b785698665ec46cc03f.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe856cfd488761a53c5e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Claude 4 Sonnet

Total Solved Issues: 28. Result ID: 69962b785698665ec46cc03e.

[Reporting paper](<https://www.sota2.com/research/paper/6938fe856cfd488761a53c5e.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75b61e209131cea697de.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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