GRACE - ReClor Categorization: leaderboard

Metric: Four-class error-categorization macro-F1 (%) on ReClor inference traces; higher is better. Source: arxiv.org. Saturation forecast: Around December 2026. 10 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)67.44
2Gemma 4 31B64.13
3Gemini 3 Flash62.67
4GPT-5.455.2
5GPT-5.4 Mini45.93
6Qwen 3.5 27B44.39
7Qwen 3.5 35B A3B39.4
8Qwen 3 14B29.91
9Llama 3.1 8B26.19
10Qwen 3 8B22.15

Interactive version: theaggregate.ai/benchmark?slug=grace-reclor-categorization · How It Works · Data refreshed daily, snapshot 2026-09-29.