ProcArena - Oracle - Direct - From-Scratch Synthesis: leaderboard
Metric: Execution Accuracy (%). Source: arxiv.org. Saturation forecast: Around 2028. 7 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 64.3 |
| 2 | GPT-5.5 | 64.3 |
| 3 | GPT-5.4 Mini | 63.5 |
| 4 | GPT-5.2 | 62.6 |
| 5 | GLM-5.3 | 52.2 |
| 6 | GLM-5.2 | 47 |
| 7 | DeepSeek V4 Pro | 46.1 |
Interactive version: theaggregate.ai/benchmark?slug=procarena-oracle-direct-from-scratch-synthesis · How It Works · Data refreshed daily, snapshot 2026-09-24.