PolyBridgeBench: leaderboard
Metric: Success@3 (%; share of all 189 executable Poly Bridge levels (149 core structural and 40 compositional); the model sees the scene image and structured constraints and returns a complete node, member and material topology; deterministic legality checks gate native dynamic physics execution, failed rollouts return visual evidence for repair; success when the vehicles cross within at most three model calls and three physics attempts; temperature 0.2 where exposed; strict budget: each level enforces the material budget calibrated from a manually built reference design, the primary setting). Source: arxiv.org. Saturation forecast: Around December 2026. 6 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 5 | 50.8 |
| 2 | Gemini 3 Flash (Preview) | 24.9 |
| 3 | Gemma 4 31B (IT) | 14.8 |
| 4 | GPT-5.2 | 7.4 |
| 5 | Kimi K2.5 | 6.3 |
Interactive version: theaggregate.ai/benchmark?slug=polybridgebench · How It Works · Data refreshed daily, snapshot 2026-09-26.