DNBench - Component - Column F1: leaderboard

DNBench tests database schema normalization with single, complex and real-world functional-dependency violations. DNB-Score combines semantic losslessness, structural agreement and logical correctness; zero-shot and few-shot configurations are separated. This series reports Column F1 averaged over all six task/prompt configurations from 2609.11141v1, S4.T5: Component Score (0-100). Higher is better.

Metric: Component Score (0-100). Source: arxiv.org. Saturation forecast: Estimated already saturated. 4 models tracked.

Top models

#ModelScoreOverall rank
1Gemma 3 27B92.1#1711
2Llama 3.3 70B90.9#1590
3Qwen 3 30B A3B 2507 Instruct85.4#1149
4Mixtral 8x7B Instruct74.2#4522

No result here: #4 Claude Opus 5.5, #5 GPT-6 Astra, #9 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=dnbench-component-column-f1 · How It Works · Data refreshed daily, snapshot 2026-11-08.