UniQL - All-Dialect Consistency: leaderboard
Metric: Share of the 1,534 UniQL questions (%) answered correctly (execution match) in all 16 SQL dialects; inference-only, one run; higher is better. Source: arxiv.org. Saturation forecast: Around 2032. 13 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 20.14 |
| 2 | GPT-5 Mini | 17.99 |
| 3 | Qwen 3 32B | 14.41 |
| 4 | GPT-5.1 Codex | 14.34 |
| 5 | Llama 3 70B Instruct | 14.08 |
| 6 | DeepSeek V4 Flash | 13.89 |
| 7 | Qwen 3 8B | 12.06 |
| 8 | Gemini 2.5 Pro | 9.19 |
| 9 | GPT-3.5 Turbo | 9.13 |
| 10 | Qwen 3 4B | 8.8 |
| 11 | Qwen 3 1.7B | 5.8 |
| 12 | Llama 3 8B Instruct | 2.54 |
Interactive version: theaggregate.ai/benchmark?slug=uniql-all-dialect-consistency · How It Works · Data refreshed daily, snapshot 2026-09-29.