SommBench - Food and Wine Pairing: leaderboard

Metric: Food and wine pairing: Matthews correlation coefficient (x 100, from -100 to 100) of yes/no judgments on 1,000 sommelier-labelled food and wine pairings in English, zero-shot, temperature 0, one run; higher is better. Source: arxiv.org. Saturation forecast: Around 2029. 21 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Flash39#237
2GPT-4.125#240
3GPT-OSS-20B (Low)25#499 (GPT-OSS-20B)
4GPT-4.1 Mini20#346
5GPT-OSS-120B (Low)20#330 (GPT-OSS-120B)
6GPT-4o19#333
7GPT-OSS-120B (Medium)18#330 (GPT-OSS-120B)
8GPT-517#91
9GPT-OSS-20B (Medium)16#499 (GPT-OSS-20B)
10Gemini 2.5 Pro12#145
11GPT-4o Mini12#588
12GPT-OSS-120B (High)11#330 (GPT-OSS-120B)
13Gemini 2.5 Flash Lite6#413
14Grok 4 Fast5#242
15Grok 41#169

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=sommbench-food-and-wine-pairing · How It Works · Data refreshed daily, snapshot 2026-10-11.