AI for Education Pedagogy: leaderboard

One item is a four-option multiple-choice question from Chilean teacher qualification exams, translated into English, on topics like teaching strategies, assessment and classroom management. In this full cross-domain set, 899 of 920 questions are scored and the rest are fixed few-shot examples; answers are closed-book, single-turn and scored by exact letter match. Higher is better. Source: arxiv.org/abs/2506.18710.

Metric: Accuracy (%). Source: www.fab-ai.org. Saturation forecast: Estimated already saturated. 249 models tracked.

Top models

#ModelScoreOverall rank
1GPT-6 Astra (High)92.66#6 (GPT-6 Astra)
2GPT-6 Astra92.32#6
3Claude Fable 5.192.21#9
4GPT-5.592.1#31
5Gemini 3.8 Flash91.88#21
6Gemini 3.1 Pro (Preview)91.55#58
7Grok 4.691.55#26
8GPT-5.6 Sol91.21#19
9Claude Opus 591.1#12
10Gemini 3.6 Flash90.88#51
11Gemini 3.7 Flash90.77#23
12Gemini 3 Pro90.55#80
13Claude Fable 590.55#16
14Qwen 3.7 Max90.1#75
15Grok 4.589.66#48

No result here: #3 Claude Opus 5.5, #7 GPT-6.1 Sol, #8 Gemini 4 Argon.

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