WBench - Navigation: leaderboard

Metric: Score (0-100): navigation-control accuracy along the requested trajectory, 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

#ModelScore
1HY-World 1.587.5
2Happy Oyster85.1
3Matrix-Game 3.083.5
4Matrix-Game 2.080.6
5LingBot-World79.8
6Infinite-World75.9
7Genie 373.3
8InSpatio-World72.8
9Fantasy-World72.1
10YUME 1.572

Interactive version: theaggregate.ai/benchmark?slug=wbench-navigation · How It Works · Data refreshed daily, snapshot 2026-10-07.