# Suffix Jailbreak Attack on HarmBench

Source: [Suffix Jailbreak Attack on HarmBench](<https://www.sota2.com/research/sota/suffix-jailbreak-attack-on-harmbench>)

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

Data updated: 2026-03-17T08:00:57.570Z

Evaluation of model resource consumption (Time and Memory) during suffix-based jailbreak attacks against the HarmBench dataset.

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 | Suffix Jailbreak Attack |
| Dataset (including any stated split) | HarmBench |
| Metric | Inference Time |
| Unit | TIME |
| Direction | Lower is better |
| Results loaded | 10 of 10 |
| 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

- [Inference Time](<https://www.sota2.com/research/sota/suffix-jailbreak-attack-on-harmbench.md?metric=Inference%20Time>): Lower is better; unit: TIME.

- [Peak Memory Usage](<https://www.sota2.com/research/sota/suffix-jailbreak-attack-on-harmbench.md?metric=Peak%20Memory%20Usage>): Lower is better; unit: SIZE.

## Recorded results

| Method | Inference Time | Result date | Report paper |
| --- | --- | --- | --- |
| BEAST | 6 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 6 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 7 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 8 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 9 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 15 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 16 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 16 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 16 | Not recorded | 69b8e00b0636e5bf4afbea18 |
| BEAST | 17 | Not recorded | 69b8e00b0636e5bf4afbea18 |

### BEAST

Inference Time: 6. Result ID: 69b90a2f47f34ce924a15faa.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"sglang","Target Model":"llama3"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 6. Result ID: 69b90a2f47f34ce924a15fac.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"sglang","Target Model":"Qwen2.5"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 7. Result ID: 69b90a2f47f34ce924a15fab.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"sglang","Target Model":"mistral"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 8. Result ID: 69b90a2f47f34ce924a15fa8.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"sglang","Target Model":"vicuna"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 9. Result ID: 69b90a2f47f34ce924a15fa9.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"sglang","Target Model":"llama2"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 15. Result ID: 69b90a2f47f34ce924a15fb1.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"vLLM","Target Model":"Qwen2.5"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 16. Result ID: 69b90a2f47f34ce924a15fad.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"vLLM","Target Model":"vicuna"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 16. Result ID: 69b90a2f47f34ce924a15fae.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"vLLM","Target Model":"llama2"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 16. Result ID: 69b90a2f47f34ce924a15fb0.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"vLLM","Target Model":"mistral"}. This record does not assert independent reproduction.

### BEAST

Inference Time: 17. Result ID: 69b90a2f47f34ce924a15faf.

[Reporting paper](<https://www.sota2.com/research/paper/69b8e00b0636e5bf4afbea18.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa725a1e209131cea55e0c.md>)

Recorded evaluation configuration: {"Inference Framework":"vLLM","Target Model":"llama3"}. This record does not assert independent reproduction.

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