CLEM TextMapWorld — leaderboard
Metric: Game Clemscore (%). Source: huggingface.co. 31 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 91.35 |
| 2 | Claude Sonnet 4.5 (High) | 87.53 |
| 3 | Claude Sonnet 4.5 | 86.29 |
| 4 | GPT-5.2 (High) | 85.01 |
| 5 | GPT-5.2 (Medium) | 84.79 |
| 6 | GLM-4.7 | 82.52 |
| 7 | GPT-5.2 | 82.34 |
| 8 | GLM-5 (Non-reasoning) | 81 |
| 9 | Qwen 3 Max | 80.18 |
| 10 | Kimi K2 (Thinking) | 79.81 |
| 11 | Kimi K2.5 (Non-reasoning) | 77.42 |
| 12 | DeepSeek V3.2 | 74.36 |
| 13 | Qwen 3 Next 80B A3B Instruct | 74.06 |
| 14 | Mistral Large 3 | 71.71 |
| 15 | Llama 3.3 70B Instruct | 69.92 |
Interactive version: theaggregate.ai/benchmark?slug=clem-textmapworld · How the rankings work · Data refreshed daily, snapshot 2026-07-22.