# Text-to-Video on SafeWatch-Bench (test) Source: [Text-to-Video on SafeWatch-Bench (test)]() Collection index: [llms.txt]() Data updated: 2026-06-17T06:02:07.743Z Evaluation of Text-to-Video generation models using the SafeWatch-Bench test set, focusing on safety compliance, visual quality (VQ), and motion quality (MQ). 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-Video | | Dataset (including any stated split) | SafeWatch-Bench (test) | | Metric | Safety Rate | | Unit | PERCENT | | Direction | Higher is better | | Results loaded | 12 of 12 | | 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 - [Safety Rate](): Higher is better; unit: PERCENT. - [VQ](): Higher is better; unit: SCALAR. - [MQ](): Higher is better; unit: SCALAR. ## Recorded results | Method | Safety Rate | Result date | Report paper | | --- | --- | --- | --- | | LTX-Video | 74 | Not recorded | 6a322a2bd33dfb23e783eb9a | | CogVideoX-2B | 54 | Not recorded | 6a322a2bd33dfb23e783eb9a | | Mochi-1 | 50 | Not recorded | 6a322a2bd33dfb23e783eb9a | | LTX-Video | 46 | Not recorded | 6a322a2bd33dfb23e783eb9a | | Wan2.1-1.3B | 44 | Not recorded | 6a322a2bd33dfb23e783eb9a | | Mochi-1 | 44 | Not recorded | 6a322a2bd33dfb23e783eb9a | | Allegro | 43 | Not recorded | 6a322a2bd33dfb23e783eb9a | | CogVideoX-5B | 39 | Not recorded | 6a322a2bd33dfb23e783eb9a | | Allegro | 32 | Not recorded | 6a322a2bd33dfb23e783eb9a | | CogVideoX-5B | 30 | Not recorded | 6a322a2bd33dfb23e783eb9a | | CogVideoX-2B | 29 | Not recorded | 6a322a2bd33dfb23e783eb9a | | Wan2.1-1.3B | 24 | Not recorded | 6a322a2bd33dfb23e783eb9a | ### LTX-Video Safety Rate: 74. Result ID: 6a323845fbc373592c2ee6bc. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction. ### CogVideoX-2B Safety Rate: 54. Result ID: 6a323845fbc373592c2ee6b2. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction. ### Mochi-1 Safety Rate: 50. Result ID: 6a323845fbc373592c2ee6b8. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction. ### LTX-Video Safety Rate: 46. Result ID: 6a323845fbc373592c2ee6bb. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction. ### Wan2.1-1.3B Safety Rate: 44. Result ID: 6a323845fbc373592c2ee6b6. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction. ### Mochi-1 Safety Rate: 44. Result ID: 6a323845fbc373592c2ee6b7. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction. ### Allegro Safety Rate: 43. Result ID: 6a323845fbc373592c2ee6ba. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction. ### CogVideoX-5B Safety Rate: 39. Result ID: 6a323845fbc373592c2ee6b4. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"REINS"}. This record does not assert independent reproduction. ### Allegro Safety Rate: 32. Result ID: 6a323845fbc373592c2ee6b9. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction. ### CogVideoX-5B Safety Rate: 30. Result ID: 6a323845fbc373592c2ee6b3. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction. ### CogVideoX-2B Safety Rate: 29. Result ID: 6a323845fbc373592c2ee6b1. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction. ### Wan2.1-1.3B Safety Rate: 24. Result ID: 6a323845fbc373592c2ee6b5. [Reporting paper]() [Method origin paper]() Recorded evaluation configuration: {"Safety Steering":"None (Base)"}. This record does not assert independent reproduction. Page 1 of 1. This is an index page, not the full collection.