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

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

Top models

#ModelScoreOverall rank
1GLM-5.353.5#65
2GPT-5.247.4#174
3Gemini 3.1 Pro (Preview)39.5#93
4GPT-5.537.7#48
5GPT-5.4 Mini30.7#390
6GLM-5.225.4#138
7DeepSeek V4 Pro5.3#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-postgresql-interactive-from-scratch-synthesis · How It Works · Data refreshed daily, snapshot 2026-11-08.