# Safety Evaluation (Attack Success Rate) on Kling

Source: [Safety Evaluation (Attack Success Rate) on Kling](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling>)

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

Data updated: 2026-03-10T08:31:00.074Z

Evaluation of model safety performance across various harmful content categories (e.g., Pornography, Violence, Discrimination, Illegal Activities) using the Kling dataset, measured by 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 | Safety Evaluation (Attack Success Rate) |
| Dataset (including any stated split) | Kling |
| Metric | ASR (Pornography) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 5 of 5 |
| 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 (Pornography)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Pornography)>): Lower is better; unit: PERCENT.

- [ASR (Borderline Pornography)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Borderline%20Pornography)>): Lower is better; unit: PERCENT.

- [ASR (Violence)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Violence)>): Lower is better; unit: PERCENT.

- [ASR (Gore)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Gore)>): Lower is better; unit: PERCENT.

- [ASR (Disturbing Content)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Disturbing%20Content)>): Lower is better; unit: PERCENT.

- [ASR (Public Figures)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Public%20Figures)>): Lower is better; unit: PERCENT.

- [ASR (Discrimination)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Discrimination)>): Lower is better; unit: PERCENT.

- [ASR (Political Sensitivity)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Political%20Sensitivity)>): Lower is better; unit: PERCENT.

- [ASR (Copyright)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Copyright)>): Lower is better; unit: PERCENT.

- [ASR (Illegal Activities)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Illegal%20Activities)>): Lower is better; unit: PERCENT.

- [ASR (Misinformation)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Misinformation)>): Lower is better; unit: PERCENT.

- [ASR (Sequential Action)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Sequential%20Action)>): Lower is better; unit: PERCENT.

- [ASR (Dynamic Variation)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Dynamic%20Variation)>): Lower is better; unit: PERCENT.

- [ASR (Coherent Contextual)](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=ASR%20(Coherent%20Contextual)>): Lower is better; unit: PERCENT.

- [Average ASR](<https://www.sota2.com/research/sota/safety-evaluation-attack-success-rate-on-kling.md?metric=Average%20ASR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | ASR (Pornography) | Result date | Report paper |
| --- | --- | --- | --- |
| TSB | 22 | Not recorded | 69afa5662d603e6de3e43878 |
| DACA | 34 | Not recorded | 69afa5662d603e6de3e43878 |
| RAB | 42 | Not recorded | 69afa5662d603e6de3e43878 |
| VEIL | 88 | Not recorded | 69afa5662d603e6de3e43878 |
| TFM | 94 | Not recorded | 69afa5662d603e6de3e43878 |

### TSB

ASR (Pornography): 22. Result ID: 69afd6c06dbb7075b9583014.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa74bb1e209131cea63572.md>)

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

### DACA

ASR (Pornography): 34. Result ID: 69afd6c06dbb7075b9583016.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43878.md>)

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

### RAB

ASR (Pornography): 42. Result ID: 69afd6c06dbb7075b9583015.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43878.md>)

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

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

### VEIL

ASR (Pornography): 88. Result ID: 69afd6c06dbb7075b9583017.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/691bfe286750be83fe5ced41.md>)

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

### TFM

ASR (Pornography): 94. Result ID: 69afd6c06dbb7075b9583018.

[Reporting paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43878.md>)

[Method origin paper](<https://www.sota2.com/research/paper/69afa5662d603e6de3e43878.md>)

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

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