FlavourBench: leaderboard

Culinary reasoning scored by executable reward maps on the 534-task complete common core (arXiv 2608.20574v3). FlavourBench score is the equal-weight mean of the constraint, pairing and substitution family scores, 0-100, higher is better; exact chance is 31.2. From data-complete-core/leaderboard.jsonl in the josefchen/flavourbench dataset; each route's recorded reasoning effort is kept in the model label.

Metric: FlavourBench Score (0-100). Source: huggingface.co. Saturation forecast: Around 2030. 27 models tracked.

Top models

#ModelScoreOverall rank
1Kimi K3 (Low)62.05#35 (Kimi K3)
2Gemini 3.6 Flash (Minimal)61.98#57 (Gemini 3.6 Flash)
3MiniMax-M360.94#151
4GLM-5.360.57#44
5GLM-5.2 (Non-reasoning)58.45#80 (GLM-5.2)
6Nemotron 3.5 Lightning57.39#461
7Command A56.71#498
8Mistral Large 355.42#410
9Llama 4 Maverick53.65#486
10Command-R+ (08-2024)47.86#838

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

Interactive version: theaggregate.ai/benchmark?slug=flavourbench · How It Works · Data refreshed daily, snapshot 2026-11-05.