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

Metric: Execution Accuracy (%). Source: arxiv.org. Saturation forecast: Around March 2028. 7 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)54.2#93
2GPT-5.553.3#48
3GLM-5.349.2#65
4GPT-5.246.7#174
5GPT-5.4 Mini46.7#390
6DeepSeek V4 Pro28.3#188
7GLM-5.227.5#138

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-interactive-example-guided-synthesis · How It Works · Data refreshed daily, snapshot 2026-11-08.