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

Metric: Execution Accuracy (%). Source: arxiv.org. Saturation forecast: Around 2032. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.255.1#116
2GLM-5.349.2#45
3GPT-5.4 Mini46.6#229
4GPT-5.538.1#34
5Gemini 3.1 Pro (Preview)31.4#66
6GLM-5.221.2#82
7DeepSeek V4 Pro5.1#113

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #6 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=procarena-postgresql-interactive-example-guided-synthesis · How It Works · Data refreshed daily, snapshot 2026-11-07.