# Jailbreak Prompt Classification on AdvBench 520 prompts

Source: [Jailbreak Prompt Classification on AdvBench 520 prompts](<https://www.sota2.com/research/sota/jailbreak-prompt-classification-on-advbench-520-prompts>)

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

Data updated: 2026-04-02T09:17:19.061Z

Evaluation of model performance on classifying jailbreak prompts using the specific 520-prompt subset of the AdvBench dataset, measured by Accuracy.

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 | Jailbreak Prompt Classification |
| Dataset (including any stated split) | AdvBench 520 prompts |
| Metric | Accuracy |
| Unit | PERCENT |
| 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

- [Accuracy](<https://www.sota2.com/research/sota/jailbreak-prompt-classification-on-advbench-520-prompts.md?metric=Accuracy>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Accuracy | Result date | Report paper |
| --- | --- | --- | --- |
| Kumar et al. | 93 | Not recorded | 68fa7a081e209131cea80a81 |

### Kumar et al.

Accuracy: 93. Result ID: 69ce341b47f34ce924b79c66.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7a081e209131cea80a81.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76d81e209131cea6f7ea.md>)

Recorded evaluation configuration: {"Attack Vectors":"Jailbreaking but not specific to phishing","Models":"Llama 2, DistilBERT","Best Model":"Llama 2"}. This record does not assert independent reproduction.

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