ProcArena - Oracle - Direct - Document-Grounded Synthesis: leaderboard
ProcArena tests PL/SQL synthesis and editing on PostgreSQL and Oracle by executing generated code against held-out calls and checking outputs and persistent database state. Direct generation and interactive tool-assisted development are separate evaluation modes. This series reports ProcArena - Oracle - Direct - Document-Grounded Synthesis from 2609.06527v1, S5.T6: Execution Accuracy (%). Higher is better.
Metric: Execution Accuracy (%). Source: arxiv.org. Saturation forecast: Around 2029. 7 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 55.2 | #93 |
| 2 | GPT-5.2 | 55.2 | #174 |
| 3 | GPT-5.5 | 55.2 | #48 |
| 4 | GPT-5.4 Mini | 55.2 | #390 |
| 5 | GLM-5.3 | 47.4 | #65 |
| 6 | GLM-5.2 | 40.5 | #138 |
| 7 | DeepSeek V4 Pro | 34.5 | #188 |
No result here: #4 Claude Opus 5.5, #5 GPT-6 Astra, #9 GPT-6.1 Sol.
Interactive version: theaggregate.ai/benchmark?slug=procarena-oracle-direct-document-grounded-synthesis · How It Works · Data refreshed daily, snapshot 2026-11-08.