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

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

Top models

#ModelScoreOverall rank
1GPT-5.578.3#34
2Gemini 3.1 Pro (Preview)75#66
3GPT-5.260.8#116
4GLM-5.353.3#45
5GPT-5.4 Mini52.5#229
6GLM-5.242.5#82
7DeepSeek V4 Pro33.3#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-code-completion · How It Works · Data refreshed daily, snapshot 2026-11-07.