Negation-aware Video Generation Benchmark
0.2924CLIPScoreNEGATE
Evaluation results
| Method | Links | ||||||
|---|---|---|---|---|---|---|---|
| NEGATEConfiguration=Full Model2026.03 | 0.2924 | 0.2336 | 0.8201 | 0.0167 | 4.07 | 0.23 | |
| NEGATEAblation=w/o Repulsive Energy2026.03 | 0.2924 | 0.2411 | 0.8128 | 0.0181 | 3.9548 | 0.2625 | |
| Mochi2026.03 | 0.2857 | 0.2411 | 0.8183 | 0.0175 | 3.5789 | 0.3625 | |
| CogVideoX2026.03 | 0.2836 | 0.2442 | 0.7869 | 0.0181 | 3.408 | 0.38 | |
| NEGATEAblation=w/o Constraint Scheduling2026.03 | 0.28 | 0.2405 | 0.7869 | 0.0174 | 3.5789 | 0.3625 | |
| HunyuanVideo2026.03 | 0.2743 | 0.262 | 0.7776 | 0.0184 | 3.4584 | 0.3675 |