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

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

Top models

#ModelScoreOverall rank
1GPT-5.563.3#48
2Gemini 3.1 Pro (Preview)54.2#93
3GPT-5.4 Mini41.7#390
4GPT-5.238.3#174
5GLM-5.231.7#138
6GLM-5.329.2#65
7DeepSeek V4 Pro19.2#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-direct-code-repair · How It Works · Data refreshed daily, snapshot 2026-11-08.