ProcArena - Oracle - 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 - Oracle - Direct - Code Repair 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)80.8#66
2GPT-5.568.3#34
3GPT-5.249.2#116
4GLM-5.346.7#45
5GPT-5.4 Mini45#229
6GLM-5.232.5#82
7DeepSeek V4 Pro15#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-oracle-direct-code-repair · How It Works · Data refreshed daily, snapshot 2026-11-07.