DBLifeBench - Implementation: leaderboard

The implementation phase of DBLifeBench: a model turns a conceptual schema into SQL CREATE TABLE statements, which are executed and scored by table-level and field-level accuracy, averaged, in percent; higher is better.

Metric: DDL implementation accuracy (%; mean of table-level and field-level accuracy of the executed CREATE TABLE statements written from a conceptual schema; temperature 0.3, top-p 0.2, SQLite). Source: arxiv.org. Saturation forecast: Estimated already saturated. 10 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4o81.53#741
2GPT-4o Mini75.17#1623

No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.

Interactive version: theaggregate.ai/benchmark?slug=dblifebench-implementation · How It Works · Data refreshed daily, snapshot 2026-11-13.