ProcArena - Oracle - Interactive - Document-Grounded Synthesis: 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 - Document-Grounded Synthesis 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
1GPT-5.579.3#34
2Gemini 3.1 Pro (Preview)75#66
3GLM-5.372.4#45
4GPT-5.269#116
5GPT-5.4 Mini54.3#229
6DeepSeek V4 Pro52.6#113
7GLM-5.251.7#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-document-grounded-synthesis · How It Works · Data refreshed daily, snapshot 2026-11-07.