AI for Education Visual Reasoning - reasoning by analogy: leaderboard

The "reasoning by analogy" subtask of AI for Education Visual Reasoning. A task from the AI for Education benchmark measuring visual reasoning over educational diagrams, charts and figures.

Metric: Accuracy (%). Source: www.fab-ai.org. Saturation forecast: Around January 2027. 67 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3.7 Flash94.4#23
2Gemini 3.5 Flash88.8#60
3Gemini 3.6 Flash87.9#51
4GPT-5.6 Sol86.5#19
5Kimi K383.7#30
6GPT-5.4 (Medium)81.4#79 (GPT-5.4)
7Gemini 3 Flash80.9#99
8Gemini 3.1 Pro (Preview)80#58
9Qwen 3.5 397B A17B80#146
10Gemini 3 Pro79.1#80
11GPT-5.578.1#31
12Qwen 3.5 Plus78.1#125
13Qwen 3.6 Plus75.8#120
14GPT-5.2 (Medium)72.1#110 (GPT-5.2)
15Qwen 3.6 27B68.8#170

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

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