ProLLM - SQL Disambiguation: leaderboard

ProLLM benchmark measuring LLM ability to disambiguate and generate correct SQL from ambiguous natural language queries.

Metric: Score (%). Source: www.prollm.ai. Saturation forecast: Not forecast. 52 models tracked.

Top models

#ModelScoreOverall rank
1GPT-4.553.1#274
2O149.2#183
3Grok 247.9#452
4GPT-3.5 Turbo47.7#865
5GPT-4.146.4#248
6Qwen 2.5 72B Instruct46#454
7DeepSeek V344.7#321
8Gemini 2.0 Flash42#342
9Mistral Small 3.140.8#610
10Command A40.6#508
11Grok 340.3#304
12GPT-4.1 Mini40.1#355
13GPT-4 Turbo37.5#404
14Nova Pro37.4#569
15GPT-4o36.7#343

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=prollm-sql-disambiguation · How It Works · Data refreshed daily, snapshot 2026-10-20.