# T2I Jailbreak on SD 1.4

Source: [T2I Jailbreak on SD 1.4](<https://www.sota2.com/research/sota/t2i-jailbreak-on-sd-1-4>)

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

Data updated: 2026-06-24T07:40:57.814Z

Evaluation of Text-to-Image (T2I) model resistance to adversarial jailbreak prompts on the SD 1.4 dataset, measured using 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) | SD 1.4 |
| Metric | ASR |
| Unit | PERCENT |
| Direction | Higher 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-sd-1-4.md?metric=ASR>): Higher is better; unit: PERCENT.

## Recorded results

| Method | ASR | Result date | Report paper |
| --- | --- | --- | --- |
| DACA | 94.5 | Not recorded | 6a3b647c206542251d7c9622 |
| R2A | 92.3 | Not recorded | 6a3b647c206542251d7c9622 |
| HTS | 64.1 | Not recorded | 6a3b647c206542251d7c9622 |
| PGJ | 63.5 | Not recorded | 6a3b647c206542251d7c9622 |
| DiffZOO | 63 | Not recorded | 6a3b647c206542251d7c9622 |
| Low-Effort | 62.2 | Not recorded | 6a3b647c206542251d7c9622 |
| MMA | 60.3 | Not recorded | 6a3b647c206542251d7c9622 |
| SneakyPrompt | 53 | Not recorded | 6a3b647c206542251d7c9622 |
| JailFuzzer | 50.3 | Not recorded | 6a3b647c206542251d7c9622 |
| Ring-A-Bell | 49.7 | Not recorded | 6a3b647c206542251d7c9622 |
| JPA | 49.7 | Not recorded | 6a3b647c206542251d7c9622 |

### DACA

ASR: 94.5. Result ID: 6a3b89eefbc373592c43cb93.

[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.

### R2A

ASR: 92.3. Result ID: 6a3b89eefbc373592c43cb98.

[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.

### HTS

ASR: 64.1. Result ID: 6a3b89eefbc373592c43cb9b.

[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.

### PGJ

ASR: 63.5. Result ID: 6a3b89eefbc373592c43cb97.

[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.

### DiffZOO

ASR: 63. Result ID: 6a3b89eefbc373592c43cb96.

[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.

### Low-Effort

ASR: 62.2. Result ID: 6a3b89eefbc373592c43cb99.

[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.

### MMA

ASR: 60.3. Result ID: 6a3b89eefbc373592c43cb92.

[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.

### SneakyPrompt

ASR: 53. Result ID: 6a3b89eefbc373592c43cb91.

[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.

### JailFuzzer

ASR: 50.3. Result ID: 6a3b89eefbc373592c43cb95.

[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.

### Ring-A-Bell

ASR: 49.7. Result ID: 6a3b89eefbc373592c43cb94.

[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: 49.7. Result ID: 6a3b89eefbc373592c43cb9a.

[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.

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