# Vulnerability Detection on Projects P1-P8 (test)

Source: [Vulnerability Detection on Projects P1-P8 (test)](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test>)

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

Data updated: 2026-04-02T08:02:54.448Z

Evaluation of Vulnerability Detection performance using the test split of the Projects P1-P8 dataset.

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 | Vulnerability Detection |
| Dataset (including any stated split) | Projects P1-P8 (test) |
| Metric | True Positives (TP) |
| Unit | SCALAR |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [True Positives (TP)](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md?metric=True%20Positives%20(TP)>): Higher is better; unit: SCALAR.

- [False Positives (FP)](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md?metric=False%20Positives%20(FP)>): Lower is better; unit: SCALAR.

- [False Negatives (FN)](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md?metric=False%20Negatives%20(FN)>): Lower is better; unit: SCALAR.

- [True Negatives (TN)](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md?metric=True%20Negatives%20(TN)>): Higher is better; unit: SCALAR.

- [Precision](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md?metric=Precision>): Higher is better; unit: PERCENT.

- [Recall](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md?metric=Recall>): Higher is better; unit: PERCENT.

- [F1 Score](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md?metric=F1%20Score>): Higher is better; unit: PERCENT.

- [Gate Accuracy](<https://www.sota2.com/research/sota/vulnerability-detection-on-projects-p1-p8-test.md?metric=Gate%20Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | True Positives (TP) | Result date | Report paper |
| --- | --- | --- | --- |
| VibeGuard | 17 | Not recorded | 69cdf81f0636e5bf4afccb85 |

### VibeGuard

True Positives (TP): 17. Result ID: 69ce20d947f34ce924b72bc2.

[Reporting paper](<https://www.sota2.com/research/paper/69cdf81f0636e5bf4afccb85.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cdf81f0636e5bf4afccb85.md>)

Recorded evaluation configuration: {"Policy":"Default"}. This record does not assert independent reproduction.

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