VoxelCodeBench - Symbolic Reasoning: leaderboard
Metric: Shape correctness (%) on the symbolic interpretation (80 tasks: coordinate-based primitive placement and pattern reconstruction) tasks, judged by a human annotator; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 90.3 |
| 2 | GPT-5 | 87.5 |
| 3 | Claude Opus 4 | 75 |
| 4 | Gemini 3 Pro | 15.2 |
Interactive version: theaggregate.ai/benchmark?slug=voxelcodebench-symbolic-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-07.