WorldCoder-Bench - Application: leaderboard

Verification coverage on the Application tasks of WorldCoder-Bench (2026), product configurators, visualizations, games, architecture and animation: the percent of hidden runtime-state assertions that a model-written Three.js program passes. Higher is better.

Metric: Verification coverage (%) on the Application tasks (product, visualization, game, architecture, animation) 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: Not forecast. 9 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.423.5#123
2Qwen 3.6 Plus23.2#222
3Gemini 3.1 Pro (Preview)21.4#94
4MiniMax-M2.719.7#518
5DeepSeek V3.218.8#406
6Kimi K2.515.8#256
7DeepSeek V4 Flash15.8#258
8Claude Opus 4.614.6#102
9Claude Sonnet 4.613.7#161

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

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