WorldCoder-Bench - Simulation: leaderboard
Metric: Verification coverage (%) on the Simulation tasks (physics, chemistry, soft-body, molecular and complex-system worlds) of WorldCoder-Core, the 205-task hard evaluation split: from a natural-language task (optional .glb assets and a visible runtime-state interface) the model writes one self-contained Three.js HTML program zero-shot, and StateProbe runs it in a sandboxed browser and checks hidden, mutation-hardened behavioural contracts over runtime states and transitions; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 9 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 27 |
| 2 | GPT-5.4 | 26.8 |
| 3 | Qwen 3.6 Plus | 24.6 |
| 4 | MiniMax-M2.7 | 22.6 |
| 5 | Claude Sonnet 4.6 | 21.4 |
| 6 | DeepSeek V3.2 | 21.3 |
| 7 | Claude Opus 4.6 | 18.2 |
| 8 | Kimi K2.5 | 13.6 |
| 9 | DeepSeek V4 Flash | 11.8 |
Interactive version: theaggregate.ai/benchmark?slug=worldcoder-bench-simulation · How It Works · Data refreshed daily, snapshot 2026-09-29.