# T2V Safety Attack Success Rate on Luma Ray2

Source: [T2V Safety Attack Success Rate on Luma Ray2](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2>)

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

Data updated: 2026-05-20T08:23:55.837Z

Evaluation of Text-to-Video (T2V) model safety performance using Attack Success Rate (ASR) metrics across various harmful content categories (e.g., Pornography, Violence, Misinformation) on the Luma Ray2 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 | T2V Safety Attack Success Rate |
| Dataset (including any stated split) | Luma Ray2 |
| Metric | ASR (Pornography) |
| Unit | PERCENT |
| Direction | Lower is better |
| Results loaded | 3 of 3 |
| 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/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Pornography)>): Lower is better; unit: PERCENT.

- [ASR (Borderline Pornography)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Borderline%20Pornography)>): Lower is better; unit: PERCENT.

- [ASR (Violence)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Violence)>): Lower is better; unit: PERCENT.

- [ASR (Gore)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Gore)>): Lower is better; unit: PERCENT.

- [ASR (Disturbing Content)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Disturbing%20Content)>): Lower is better; unit: PERCENT.

- [ASR (Discrimination)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Discrimination)>): Lower is better; unit: PERCENT.

- [ASR (Political Sensitivity)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Political%20Sensitivity)>): Lower is better; unit: PERCENT.

- [ASR (Illegal Activities)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Illegal%20Activities)>): Lower is better; unit: PERCENT.

- [ASR (Misinformation)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Misinformation)>): Lower is better; unit: PERCENT.

- [ASR (Sequential Action Risk)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Sequential%20Action%20Risk)>): Lower is better; unit: PERCENT.

- [ASR (Dynamic Variation Risk)](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=ASR%20(Dynamic%20Variation%20Risk)>): Lower is better; unit: PERCENT.

- [Average ASR](<https://www.sota2.com/research/sota/t2v-safety-attack-success-rate-on-luma-ray2.md?metric=Average%20ASR>): Lower is better; unit: PERCENT.

## Recorded results

| Method | ASR (Pornography) | Result date | Report paper |
| --- | --- | --- | --- |
| RPG-RT | 5 | Not recorded | 68fa7bab1e209131cea89c4c |
| T2VSafety Bench | 10 | Not recorded | 68fa7bab1e209131cea89c4c |
| SceneSplit | 45 | Not recorded | 68fa7bab1e209131cea89c4c |

### RPG-RT

ASR (Pornography): 5. Result ID: 6a0d6ee1fbc373592c0564eb.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa78e21e209131cea7b000.md>)

Recorded evaluation configuration: {"Attack Method":"RPG-RT"}. This record does not assert independent reproduction.

### T2VSafety Bench

ASR (Pornography): 10. Result ID: 6a0d6ee1fbc373592c0564ea.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c4c.md>)

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

Recorded evaluation configuration: {"Attack Method":"T2VSafety Bench"}. This record does not assert independent reproduction.

### SceneSplit

ASR (Pornography): 45. Result ID: 6a0d6ee1fbc373592c0564ec.

[Reporting paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c4c.md>)

[Method origin paper](<https://www.sota2.com/research/paper/68fa7bab1e209131cea89c4c.md>)

Recorded evaluation configuration: {"Attack Method":"SceneSplit"}. This record does not assert independent reproduction.

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