# Text-to-Image Jailbreak Attack on LAION-COCO

Source: [Text-to-Image Jailbreak Attack on LAION-COCO](<https://www.sota2.com/research/sota/text-to-image-jailbreak-attack-on-laion-coco>)

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

Data updated: 2026-06-24T07:40:57.777Z

Evaluation of model resistance to text-to-image jailbreak attacks using the LAION-COCO dataset, measured by paper results, generated results, and the difference (Delta).

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 | Text-to-Image Jailbreak Attack |
| Dataset (including any stated split) | LAION-COCO |
| Metric | Attack Success Rate (Paper) |
| Unit | PERCENT |
| Direction | Higher is better |
| Results loaded | 1 of 1 |
| 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

- [Attack Success Rate (Paper)](<https://www.sota2.com/research/sota/text-to-image-jailbreak-attack-on-laion-coco.md?metric=Attack%20Success%20Rate%20(Paper)>): Higher is better; unit: PERCENT.

- [Attack Success Rate (Generated)](<https://www.sota2.com/research/sota/text-to-image-jailbreak-attack-on-laion-coco.md?metric=Attack%20Success%20Rate%20(Generated)>): Higher is better; unit: PERCENT.

- [ASR Delta (Paper - Gen)](<https://www.sota2.com/research/sota/text-to-image-jailbreak-attack-on-laion-coco.md?metric=ASR%20Delta%20(Paper%20-%20Gen)>): Higher is better; unit: PERCENT.

## Recorded results

| Method | Attack Success Rate (Paper) | Result date | Report paper |
| --- | --- | --- | --- |
| HTS | 81.5 | Not recorded | 6a3b647c206542251d7c9622 |

### HTS

Attack Success Rate (Paper): 81.5. Result ID: 6a3b89eefbc373592c43cb90.

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

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

Recorded evaluation configuration: {"Evaluation Metric":"Bypass Rate","Code Ref":"NO","Victim Model":"SDv1.4","ρ (LoC difference)":"-"}. This record does not assert independent reproduction.

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