# Jailbreak Attack on Harmful behaviors jailbreak evaluation set

Source: [Jailbreak Attack on Harmful behaviors jailbreak evaluation set](<https://www.sota2.com/research/sota/jailbreak-attack-on-harmful-behaviors-jailbreak-evaluation-set>)

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

Data updated: 2026-05-28T10:05:02.381Z

Evaluation of model robustness against jailbreak attacks using the Harmful behaviors jailbreak evaluation set, measured by 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 | Jailbreak Attack |
| Dataset (including any stated split) | Harmful behaviors jailbreak evaluation set |
| Metric | ASR (Harmful Behaviors) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 15 of 15 |
| 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 (Harmful Behaviors)](<https://www.sota2.com/research/sota/jailbreak-attack-on-harmful-behaviors-jailbreak-evaluation-set.md?metric=ASR%20(Harmful%20Behaviors)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR (Harmful Behaviors) | Result date | Report paper |
| --- | --- | --- | --- |
| Baseline | 100 | Not recorded | 6a17cc4cdbd7150506f81558 |
| Baseline | 100 | Not recorded | 6a17cc4cdbd7150506f81558 |
| Baseline | 97 | Not recorded | 6a17cc4cdbd7150506f81558 |
| Baseline | 94 | Not recorded | 6a17cc4cdbd7150506f81558 |
| Baseline | 88 | Not recorded | 6a17cc4cdbd7150506f81558 |
| BCT | 57 | Not recorded | 6a17cc4cdbd7150506f81558 |
| BCT | 36 | Not recorded | 6a17cc4cdbd7150506f81558 |
| ACT | 33 | Not recorded | 6a17cc4cdbd7150506f81558 |
| BCT | 30 | Not recorded | 6a17cc4cdbd7150506f81558 |
| BCT | 15.3 | Not recorded | 6a17cc4cdbd7150506f81558 |
| ACT | 14 | Not recorded | 6a17cc4cdbd7150506f81558 |
| ACT | 1 | Not recorded | 6a17cc4cdbd7150506f81558 |
| BCT | 1 | Not recorded | 6a17cc4cdbd7150506f81558 |
| ACT | 0 | Not recorded | 6a17cc4cdbd7150506f81558 |
| ACT | 0 | Not recorded | 6a17cc4cdbd7150506f81558 |

### Baseline

ASR (Harmful Behaviors): 100. Result ID: 6a181347fbc373592c125e0f.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### Baseline

ASR (Harmful Behaviors): 100. Result ID: 6a181347fbc373592c125e12.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### Baseline

ASR (Harmful Behaviors): 97. Result ID: 6a181347fbc373592c125e18.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Phi-4-reasoning"}. This record does not assert independent reproduction.

### Baseline

ASR (Harmful Behaviors): 94. Result ID: 6a181347fbc373592c125e0c.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"GPT-OSS-20B"}. This record does not assert independent reproduction.

### Baseline

ASR (Harmful Behaviors): 88. Result ID: 6a181347fbc373592c125e15.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Gemma-4-E4B-it"}. This record does not assert independent reproduction.

### BCT

ASR (Harmful Behaviors): 57. Result ID: 6a181347fbc373592c125e17.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Gemma-4-E4B-it"}. This record does not assert independent reproduction.

### BCT

ASR (Harmful Behaviors): 36. Result ID: 6a181347fbc373592c125e14.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### ACT

ASR (Harmful Behaviors): 33. Result ID: 6a181347fbc373592c125e16.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Gemma-4-E4B-it"}. This record does not assert independent reproduction.

### BCT

ASR (Harmful Behaviors): 30. Result ID: 6a181347fbc373592c125e11.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### BCT

ASR (Harmful Behaviors): 15.3. Result ID: 6a181347fbc373592c125e1a.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Phi-4-reasoning"}. This record does not assert independent reproduction.

### ACT

ASR (Harmful Behaviors): 14. Result ID: 6a181347fbc373592c125e13.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-1.7B"}. This record does not assert independent reproduction.

### ACT

ASR (Harmful Behaviors): 1. Result ID: 6a181347fbc373592c125e0d.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"GPT-OSS-20B"}. This record does not assert independent reproduction.

### BCT

ASR (Harmful Behaviors): 1. Result ID: 6a181347fbc373592c125e0e.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"GPT-OSS-20B"}. This record does not assert independent reproduction.

### ACT

ASR (Harmful Behaviors): 0. Result ID: 6a181347fbc373592c125e10.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Qwen3-8B"}. This record does not assert independent reproduction.

### ACT

ASR (Harmful Behaviors): 0. Result ID: 6a181347fbc373592c125e19.

[Reporting paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a17cc4cdbd7150506f81558.md>)

Recorded evaluation configuration: {"Target Model":"Phi-4-reasoning"}. This record does not assert independent reproduction.

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