GlazyBench - Surface (5-Shot): leaderboard
Metric: Accuracy (%) predicting the fired glaze surface texture (9 classes from glossy to stony matte; 3,730 test glazes) from its recipe (oxide weight percentages, UMF formula, cone and atmosphere as text), five-shot with one stratified training example per class in rotation, temperature 0, one label from the allowed set; outputs matching no label are left out of the metric; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 3 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Claude Sonnet 4.5 | 48.6 |
| 2 | GPT-4o Mini | 40.2 |
Interactive version: theaggregate.ai/benchmark?slug=glazybench-surface-5-shot · How It Works · Data refreshed daily, snapshot 2026-10-07.