SpatialWorld - Digital Games: leaderboard

SpatialWorld (2026) runs multimodal models as agents in 3D simulators under vision-only observation, with every environment behind one text action interface and each task checked by a terminal-state verifier. This board covers the 105 digital 3D game tasks (Block3D, Maze, Maze3D, Rubik cube and Snake). Scored by task success rate in percent; higher is better.

Metric: Task success rate (%) on the 105 digital 3D game tasks (Block3D, Maze, Maze3D, Rubik cube, Snake); task success rate (%) judged by terminal-state verifiers, vision-only egocentric observation and a unified text action interface, temperature 1.0, 30-turn history, step budget twice the human golden action count plus 10; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 15 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)39#94
2Gemini 3 Flash38.1#164
3GPT-536.4#167
4Gemini 2.5 Pro32.6#266
5Kimi K2.531#256
6Qwen 3 VL 235B A22B (Thinking)28.3#451
7Qwen 3.5 397B A17B26#246
8Seed 2.0 Lite24.8#289
9GLM-4.5V14.5#744
10GPT-5.411.9#123
11GLM-4.6V8.1#701
12Qwen 2.5 VL 72B Instruct7.6#846
13Qwen 3 VL 235B A22B Instruct5#522

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=spatialworld-digital-games · How It Works · Data refreshed daily, snapshot 2026-11-13.