ProcArena - Oracle - Interactive - From-Scratch 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 - Interactive - From-Scratch Synthesis from 2609.06527v1, S5.T6: Execution Accuracy (%). Higher is better.

Metric: Execution Accuracy (%). Source: arxiv.org. Saturation forecast: Around March 2027. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.557.4#48
2Gemini 3.1 Pro (Preview)51.3#91
3GLM-5.351.3#62
4GPT-5.4 Mini42.6#389
5GPT-5.241.7#172
6GLM-5.233#137
7DeepSeek V4 Pro29.6#181

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

Interactive version: theaggregate.ai/benchmark?slug=procarena-oracle-interactive-from-scratch-synthesis · How It Works · Data refreshed daily, snapshot 2026-11-12.