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

Metric: Execution Accuracy (%). Source: arxiv.org. Saturation forecast: Around February 2028. 7 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.567.2#48
2Gemini 3.1 Pro (Preview)65.5#93
3GPT-5.262.9#174
4GPT-5.4 Mini59.5#390
5GLM-5.354.3#65
6GLM-5.251.7#138
7DeepSeek V4 Pro50.9#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-oracle-direct-code-completion · How It Works · Data refreshed daily, snapshot 2026-11-08.