World Agent - Relation: leaderboard
World Agent's maintenance relation score: the share of authored causal, temporal and concurrency relations between realized events that hold, computed by program from the agent's run; higher is better.
Metric: Maintenance relation score (%): share of authored causal, temporal and concurrency relations between realized events that hold, computed by program, mean per run over the nine-case common subset (27 runs per model, PhyAgentOS harness); higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 8 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Qwen 3.8 Max (0902) | 73.8 | #50 |
| 2 | Qwen 3.8 Flash | 62.7 | #112 |
| 3 | DeepSeek V4.1 Flash | 58 | #59 |
| 4 | GLM-5.3 Flash | 57.4 | #122 |
| 5 | Kimi K3 | 54.6 | #54 |
| 6 | GPT-5.6 Luna | 54.3 | #121 |
| 7 | GLM-5.3 | 51.6 | #66 |
| 8 | Gemini 3.8 Flash | 51.2 | #36 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=world-agent-relation · How It Works · Data refreshed daily, snapshot 2026-11-13.