# Harmfulness Assessment on AJailBench

Source: [Harmfulness Assessment on AJailBench](<https://www.sota2.com/research/sota/harmfulness-assessment-on-ajailbench>)

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

Data updated: 2026-05-08T08:27:23.201Z

Evaluation of model performance on the AJailBench dataset, specifically measuring the Attack Success Rate (ASR).

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 | Harmfulness Assessment |
| Dataset (including any stated split) | AJailBench |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Lower 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

- [ASR](<https://www.sota2.com/research/sota/harmfulness-assessment-on-ajailbench.md?metric=ASR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| SARSteer | 18 | Not recorded | 68fa7c5d1e209131cea8dc06 |
| No Defense | 48.76 | Not recorded | 68fa7c5d1e209131cea8dc06 |
| RRS | 54 | Not recorded | 68fa7c5d1e209131cea8dc06 |

### SARSteer

ASR: 18. Result ID: 69fd9df447f34ce924e0906a.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dc06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dc06.md>)

Recorded evaluation configuration: {"Defense runtime (s)":"266"}. This record does not assert independent reproduction.

### No Defense

ASR: 48.76. Result ID: 69fd9df447f34ce924e09068.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dc06.md>)

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

### RRS

ASR: 54. Result ID: 69fd9df447f34ce924e09069.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c5d1e209131cea8dc06.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c11e209131cea7a528.md>)

Recorded evaluation configuration: {"Defense runtime (s)":"1145"}. This record does not assert independent reproduction.

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