# Jailbreaking on AdvBench 520

Source: [Jailbreaking on AdvBench 520](<https://www.sota2.com/research/sota/jailbreaking-on-advbench-520>)

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

Data updated: 2026-07-03T07:26:49.877Z

Evaluation of model susceptibility to jailbreaking prompts using the specific AdvBench 520 subset/version, reporting 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 | Jailbreaking |
| Dataset (including any stated split) | AdvBench 520 |
| Metric | ASR (%) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 18 of 18 |
| 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/jailbreaking-on-advbench-520.md?metric=ASR%20(%25)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR (%) | Result date | Report paper |
| --- | --- | --- | --- |
| STEER | 96.7 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| STEER | 96.5 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| STEER | 96.2 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| GCG | 95.8 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| CSRT | 88.1 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| GCG | 85.6 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| CSRT | 84.2 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| STEER | 82.1 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| STEER | 77.3 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| STEER | 76.5 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| CSRT | 74.4 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| CSRT | 69.6 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| CSRT | 58.1 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| CSRT | 55.8 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| GCG | 47.5 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| GCG | 33.8 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| GCG | 20.2 | Not recorded | 6a47420e143ebdcacacc5ce8 |
| GCG | 18.3 | Not recorded | 6a47420e143ebdcacacc5ce8 |

### STEER

ASR (%): 96.7. Result ID: 6a47643860b88bb33992cca1.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

Recorded evaluation configuration: {"Target Model":"Mistral-7B","Iterations":"@8"}. This record does not assert independent reproduction.

### STEER

ASR (%): 96.5. Result ID: 6a47643860b88bb33992ccad.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

Recorded evaluation configuration: {"Target Model":"GLM-4-9B","Iterations":"@8"}. This record does not assert independent reproduction.

### STEER

ASR (%): 96.2. Result ID: 6a47643860b88bb33992cca4.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

Recorded evaluation configuration: {"Target Model":"Gemma-7B","Iterations":"@8"}. This record does not assert independent reproduction.

### GCG

ASR (%): 95.8. Result ID: 6a47643860b88bb33992cca3.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

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

Recorded evaluation configuration: {"Target Model":"Gemma-7B","Iterations":"@8"}. This record does not assert independent reproduction.

### CSRT

ASR (%): 88.1. Result ID: 6a47643860b88bb33992cca2.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795c1e209131cea7d43f.md>)

Recorded evaluation configuration: {"Target Model":"Gemma-7B","Iterations":"@8"}. This record does not assert independent reproduction.

### GCG

ASR (%): 85.6. Result ID: 6a47643860b88bb33992cca0.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

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

Recorded evaluation configuration: {"Target Model":"Mistral-7B","Iterations":"@8"}. This record does not assert independent reproduction.

### CSRT

ASR (%): 84.2. Result ID: 6a47643860b88bb33992cc9f.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795c1e209131cea7d43f.md>)

Recorded evaluation configuration: {"Target Model":"Mistral-7B","Iterations":"@8"}. This record does not assert independent reproduction.

### STEER

ASR (%): 82.1. Result ID: 6a47643860b88bb33992cca7.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

Recorded evaluation configuration: {"Target Model":"Llama-3-8B","Iterations":"@8"}. This record does not assert independent reproduction.

### STEER

ASR (%): 77.3. Result ID: 6a47643860b88bb33992ccaa.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

Recorded evaluation configuration: {"Target Model":"DeepSeek-R1","Iterations":"@8"}. This record does not assert independent reproduction.

### STEER

ASR (%): 76.5. Result ID: 6a47643860b88bb33992ccb0.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

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

### CSRT

ASR (%): 74.4. Result ID: 6a47643860b88bb33992ccab.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795c1e209131cea7d43f.md>)

Recorded evaluation configuration: {"Target Model":"GLM-4-9B","Iterations":"@8"}. This record does not assert independent reproduction.

### CSRT

ASR (%): 69.6. Result ID: 6a47643860b88bb33992cca5.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795c1e209131cea7d43f.md>)

Recorded evaluation configuration: {"Target Model":"Llama-3-8B","Iterations":"@8"}. This record does not assert independent reproduction.

### CSRT

ASR (%): 58.1. Result ID: 6a47643860b88bb33992ccae.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795c1e209131cea7d43f.md>)

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

### CSRT

ASR (%): 55.8. Result ID: 6a47643860b88bb33992cca8.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa795c1e209131cea7d43f.md>)

Recorded evaluation configuration: {"Target Model":"DeepSeek-R1","Iterations":"@8"}. This record does not assert independent reproduction.

### GCG

ASR (%): 47.5. Result ID: 6a47643860b88bb33992cca9.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

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

Recorded evaluation configuration: {"Target Model":"DeepSeek-R1","Iterations":"@8"}. This record does not assert independent reproduction.

### GCG

ASR (%): 33.8. Result ID: 6a47643860b88bb33992ccaf.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

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

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

### GCG

ASR (%): 20.2. Result ID: 6a47643860b88bb33992ccac.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

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

Recorded evaluation configuration: {"Target Model":"GLM-4-9B","Iterations":"@8"}. This record does not assert independent reproduction.

### GCG

ASR (%): 18.3. Result ID: 6a47643860b88bb33992cca6.

[Reporting paper](<https://www.sota2.com/research/paper/6a47420e143ebdcacacc5ce8.md>)

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

Recorded evaluation configuration: {"Target Model":"Llama-3-8B","Iterations":"@8"}. This record does not assert independent reproduction.

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