ProcArena - PostgreSQL - Direct - Template Instantiation: 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 - Template Instantiation 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
1Gemini 3.1 Pro (Preview)74.8#93
2GPT-5.570.6#48
3GPT-5.260.5#174
4GLM-5.359.7#65
5GLM-5.251.3#138
6GPT-5.4 Mini46.2#390
7DeepSeek V4 Pro44.5#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-template-instantiation · How It Works · Data refreshed daily, snapshot 2026-11-08.