AI for Education Pedagogy - Maths: leaderboard

The maths slice of the pedagogy exam set: four-option multiple-choice questions about how to teach and assess mathematics rather than how to solve it, taken from Chilean teacher qualification exams. Items are answered closed-book in a single turn and scored by exact match on the answer letter. 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
1Claude Fable 5.196.03#9
2Claude Opus 595.24#12
3GPT-6 Astra95.24#6
4Gemini 3.6 Flash95.24#51
5Gemini 3.1 Pro (Preview)94.44#58
6Gemini 3.8 Flash94.44#21
7Claude Fable 594.44#16
8Muse Spark 1.294.44#62
9GPT-6 Astra (High)94.44#6 (GPT-6 Astra)
10Gemini 3 Pro93.65#80
11Grok 4.693.65#26
12GPT-5.6 Sol92.86#19
13Gemini 3.5 Flash92.06#60
14Claude Sonnet 4.5 (Thinking)92.06#142 (Claude Sonnet 4.5)
15Qwen 3.7 Max92.06#75

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-maths · How It Works · Data refreshed daily, snapshot 2026-10-20.