# T2I Jailbreak on GPT image 2

Source: [T2I Jailbreak on GPT image 2](<https://www.sota2.com/research/sota/t2i-jailbreak-on-gpt-image-2>)

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

Data updated: 2026-06-24T07:40:57.876Z

Evaluation of Text-to-Image (T2I) model susceptibility to jailbreak attacks using the GPT image 2 dataset, 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 | T2I Jailbreak |
| Dataset (including any stated split) | GPT image 2 |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 11 of 11 |
| 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/t2i-jailbreak-on-gpt-image-2.md?metric=ASR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| SneakyPrompt | 0 | Not recorded | 6a3b647c206542251d7c9622 |
| DiffZOO | 0 | Not recorded | 6a3b647c206542251d7c9622 |
| PGJ | 0 | Not recorded | 6a3b647c206542251d7c9622 |
| MMA | 0.8 | Not recorded | 6a3b647c206542251d7c9622 |
| JailFuzzer | 1.1 | Not recorded | 6a3b647c206542251d7c9622 |
| Low-Effort | 1.9 | Not recorded | 6a3b647c206542251d7c9622 |
| DACA | 2.4 | Not recorded | 6a3b647c206542251d7c9622 |
| HTS | 2.7 | Not recorded | 6a3b647c206542251d7c9622 |
| Ring-A-Bell | 3.1 | Not recorded | 6a3b647c206542251d7c9622 |
| JPA | 3.3 | Not recorded | 6a3b647c206542251d7c9622 |
| R2A | 3.9 | Not recorded | 6a3b647c206542251d7c9622 |

### SneakyPrompt

ASR: 0. Result ID: 6a3b89eefbc373592c43cbb2.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa712f1e209131cea4fd09.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DiffZOO

ASR: 0. Result ID: 6a3b89eefbc373592c43cbb7.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e81e209131cea6fdbf.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### PGJ

ASR: 0. Result ID: 6a3b89eefbc373592c43cbb8.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76e01e209131cea6f86e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### MMA

ASR: 0.8. Result ID: 6a3b89eefbc373592c43cbb3.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa72be1e209131cea584f2.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### JailFuzzer

ASR: 1.1. Result ID: 6a3b89eefbc373592c43cbb6.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa79ac1e209131cea7ed1f.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Low-Effort

ASR: 1.9. Result ID: 6a3b89eefbc373592c43cbba.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69cf49b00636e5bf4afcdaf0.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### DACA

ASR: 2.4. Result ID: 6a3b89eefbc373592c43cbb4.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa75d61e209131cea6a28e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### HTS

ASR: 2.7. Result ID: 6a3b89eefbc373592c43cbbc.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa76371e209131cea6be99.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### Ring-A-Bell

ASR: 3.1. Result ID: 6a3b89eefbc373592c43cbb5.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa738e1e209131cea5d34e.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### JPA

ASR: 3.3. Result ID: 6a3b89eefbc373592c43cbbb.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78c01e209131cea7a449.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

### R2A

ASR: 3.9. Result ID: 6a3b89eefbc373592c43cbb9.

[Reporting paper](<https://www.sota2.com/research/paper/6a3b647c206542251d7c9622.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78241e209131cea76f7b.md>)

Recorded evaluation configuration: Not recorded. This record does not assert independent reproduction.

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