# Jailbreak Attack on AdversarialBenchmark

Source: [Jailbreak Attack on AdversarialBenchmark](<https://www.sota2.com/research/sota/jailbreak-attack-on-adversarialbenchmark>)

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

Data updated: 2026-02-26T05:24:03.878Z

Evaluation of model performance against jailbreak attacks using the AdversarialBenchmark dataset, measuring various components of 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) | AdversarialBenchmark |
| 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-adversarialbenchmark.md?metric=ASR%20(m)>): Higher is better; unit: PERCENT.

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

## Recorded results

| Method | ASR (m) | Result date | Report paper |
| --- | --- | --- | --- |
| S-PIEL | 0.512 | Not recorded | 68fa7c001e209131cea8bd0d |
| S-PIEL | 0.498 | Not recorded | 68fa7c001e209131cea8bd0d |
| S-PIEL | 0.498 | Not recorded | 68fa7c001e209131cea8bd0d |
| S-PIEL | 0.38 | Not recorded | 68fa7c001e209131cea8bd0d |
| S-PIEL | 0.354 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 0.194 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 0.146 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 0.12 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 0.056 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 0 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 0 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 0 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 0 | Not recorded | 68fa7c001e209131cea8bd0d |
| Vanilla Prompt | 0 | Not recorded | 68fa7c001e209131cea8bd0d |
| GCG | 0 | Not recorded | 68fa7c001e209131cea8bd0d |

### S-PIEL

ASR (m): 0.512. Result ID: 698b8dee7a967eddb76f89df.

[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): 0.498. Result ID: 698b8dee7a967eddb76f89d9.

[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): 0.498. Result ID: 698b8dee7a967eddb76f89e2.

[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): 0.38. Result ID: 698b8dee7a967eddb76f89dc.

[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): 0.354. Result ID: 698b8dee7a967eddb76f89e5.

[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): 0.194. Result ID: 698b8dee7a967eddb76f89de.

[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): 0.146. Result ID: 698b8dee7a967eddb76f89e1.

[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.

### GCG

ASR (m): 0.12. Result ID: 698b8dee7a967eddb76f89d8.

[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): 0.056. Result ID: 698b8dee7a967eddb76f89db.

[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): 0. Result ID: 698b8dee7a967eddb76f89d7.

[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.

### Vanilla Prompt

ASR (m): 0. Result ID: 698b8dee7a967eddb76f89da.

[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): 0. Result ID: 698b8dee7a967eddb76f89dd.

[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): 0. Result ID: 698b8dee7a967eddb76f89e0.

[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.

### Vanilla Prompt

ASR (m): 0. Result ID: 698b8dee7a967eddb76f89e3.

[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.

### GCG

ASR (m): 0. Result ID: 698b8dee7a967eddb76f89e4.

[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.

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