# Jailbreak Attack on In-the-wild Jailbreak

Source: [Jailbreak Attack on In-the-wild Jailbreak](<https://www.sota2.com/research/sota/jailbreak-attack-on-in-the-wild-jailbreak>)

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

Data updated: 2026-02-26T05:24:03.903Z

Evaluation of model performance against adversarial jailbreak prompts using the In-the-wild Jailbreak dataset, measured by various Attack Success Rate (ASR) metrics.

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) | In-the-wild Jailbreak |
| Metric | ASR (m) |
| 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 (m)](<https://www.sota2.com/research/sota/jailbreak-attack-on-in-the-wild-jailbreak.md?metric=ASR%20(m)>): Higher is better; unit: PERCENT.

- [ASR](<https://www.sota2.com/research/sota/jailbreak-attack-on-in-the-wild-jailbreak.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR (m) | Result date | Report paper |
| --- | --- | --- | --- |
| S-PIEL | 60.3 | Not recorded | 68fa7c001e209131cea8bd0d |
| S-PIEL | 58.7 | Not recorded | 68fa7c001e209131cea8bd0d |
| S-PIEL | 54.3 | Not recorded | 68fa7c001e209131cea8bd0d |
| S-PIEL | 38.9 | Not recorded | 68fa7c001e209131cea8bd0d |
| S-PIEL | 36.9 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 19.7 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 18.9 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 18.8 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 18.7 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 12.3 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 12.2 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 12.1 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 8.9 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 7.7 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 6.5 | Not recorded | 68fa7c001e209131cea8bd0d |

### S-PIEL

ASR (m): 60.3. Result ID: 698b8dee7a967eddb76f89ee.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Mistral 7B"}. This record does not assert independent reproduction.

### S-PIEL

ASR (m): 58.7. Result ID: 698b8dee7a967eddb76f89f1.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Gemma-2-9B"}. This record does not assert independent reproduction.

### S-PIEL

ASR (m): 54.3. Result ID: 698b8dee7a967eddb76f89e8.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-2-7B"}. This record does not assert independent reproduction.

### S-PIEL

ASR (m): 38.9. Result ID: 698b8dee7a967eddb76f89eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-3.1-8B"}. This record does not assert independent reproduction.

### S-PIEL

ASR (m): 36.9. Result ID: 698b8dee7a967eddb76f89f4.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-3.1-8B (DeepSeek-R1-Distilled)"}. This record does not assert independent reproduction.

### GCG

ASR (m): 19.7. Result ID: 698b8dee7a967eddb76f89ed.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71861e209131cea51c3b.md>)

Recorded evaluation configuration: {"Target Model Type":"Mistral 7B"}. This record does not assert independent reproduction.

### GCG

ASR (m): 18.9. Result ID: 698b8dee7a967eddb76f89e7.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71861e209131cea51c3b.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-2-7B"}. This record does not assert independent reproduction.

### GCG

ASR (m): 18.8. Result ID: 698b8dee7a967eddb76f89f0.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71861e209131cea51c3b.md>)

Recorded evaluation configuration: {"Target Model Type":"Gemma-2-9B"}. This record does not assert independent reproduction.

### Vanilla Prompt

ASR (m): 18.7. Result ID: 698b8dee7a967eddb76f89ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Mistral 7B"}. This record does not assert independent reproduction.

### Vanilla Prompt

ASR (m): 12.3. Result ID: 698b8dee7a967eddb76f89ef.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Gemma-2-9B"}. This record does not assert independent reproduction.

### GCG

ASR (m): 12.2. Result ID: 698b8dee7a967eddb76f89ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71861e209131cea51c3b.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-3.1-8B"}. This record does not assert independent reproduction.

### Vanilla Prompt

ASR (m): 12.1. Result ID: 698b8dee7a967eddb76f89e6.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-2-7B"}. This record does not assert independent reproduction.

### GCG

ASR (m): 8.9. Result ID: 698b8dee7a967eddb76f89f3.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa71861e209131cea51c3b.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-3.1-8B (DeepSeek-R1-Distilled)"}. This record does not assert independent reproduction.

### Vanilla Prompt

ASR (m): 7.7. Result ID: 698b8dee7a967eddb76f89e9.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-3.1-8B"}. This record does not assert independent reproduction.

### Vanilla Prompt

ASR (m): 6.5. Result ID: 698b8dee7a967eddb76f89f2.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7c001e209131cea8bd0d.md>)

Recorded evaluation configuration: {"Target Model Type":"Llama-3.1-8B (DeepSeek-R1-Distilled)"}. This record does not assert independent reproduction.

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