WBench - Consistency: leaderboard
Metric: Score (0-100): the mean of eight background, spatial, segment, perspective, subject, geometric and photometric consistency metrics, on the 158 navigation cases, multi-turn generation, each model under its own text, camera or action control; higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 20 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | LingBot-World | 89.9 |
| 2 | InSpatio-World | 88.4 |
| 3 | HY-Video 1.5 | 87.4 |
| 4 | LongCat-Video | 87.1 |
| 5 | HY-World 1.5 | 86.9 |
| 6 | Cosmos 2.5 | 86.5 |
| 7 | Fantasy-World | 86.4 |
| 8 | Happy Oyster | 84.3 |
| 9 | Kling 3.0 | 83.7 |
| 10 | Kairos 3.0 | 82.6 |
Interactive version: theaggregate.ai/benchmark?slug=wbench-consistency · How It Works · Data refreshed daily, snapshot 2026-10-07.