SpecialEduBench - Knowledge: leaderboard

Metric: Macro-average accuracy over four knowledge categories (%; exact match on four-option items: 3,752 medical items from MedMCQA and MedQA, 500 generated early-milieu-teaching items, 223 special-educational-needs items from the Pedagogy Benchmark and 62 psychology items from MMLU and MMLU-Pro; mean of three runs at temperature 1.0; text only). Source: arxiv.org. Saturation forecast: Estimated already saturated. 8 models tracked.

Top models

#ModelScore
1Claude Opus 5 (Low)93.7
2Gemini 3.1 Pro (Preview)93.6
3Grok 4.592.1
4Qwen 3 VL 235B A22B (Thinking)87.8
5Mistral Large 385.2

Interactive version: theaggregate.ai/benchmark?slug=specialedubench-knowledge · How It Works · Data refreshed daily, snapshot 2026-09-26.