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

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

Top models

#ModelScoreOverall rank
1Gemini 3.1 Pro (Preview)71.6#66
2GPT-5.564.7#34
3GPT-5.262.1#116
4GLM-5.353.4#45
5GPT-5.4 Mini52.6#229
6DeepSeek V4 Pro42.2#113
7GLM-5.241.4#82

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

Interactive version: theaggregate.ai/benchmark?slug=procarena-oracle-interactive-code-completion · How It Works · Data refreshed daily, snapshot 2026-11-07.