LMGame-Bench Sokoban — leaderboard
LLM game-playing benchmark: Sokoban puzzle testing multi-step planning and spatial reasoning.
Metric: Score. Source: huggingface.co. Status: saturation imminent. 25 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5 (High) | 11 |
| 2 | O3 (2025-04-16) | 8 |
| 3 | Grok 4 | 6.3 |
| 4 | Grok 3 Mini Beta | 5.7 |
| 5 | O4 Mini (2025-04-16) | 5.3 |
| 6 | DeepSeek R1 0528 | 4.7 |
| 7 | Gemini 2.5 Pro (Preview 05-06) | 4.3 |
| 8 | GPT-OSS-120B | 4 |
| 9 | GPT-OSS-20B | 4 |
| 10 | Claude Opus 4 (20250514) | 4 |
| 11 | Claude Sonnet 4 (20250514) | 3 |
| 12 | Claude 3.7 Sonnet (20250219) | 2.3 |
| 13 | O1 (2024-12-17) | 2.3 |
| 14 | Qwen 3 235B A22B FP8 | 2.3 |
| 15 | Gemini 2.5 Flash (Preview 04-17) | 1.7 |
Interactive version: theaggregate.ai/benchmark?slug=lmgame-bench-sokoban · How the rankings work · Data refreshed daily, snapshot 2026-07-22.