K12-Bench - Prerequisite Reasoning: leaderboard
Metric: Prerequisite Reasoning exact match (%, all-or-nothing over the selected option set) on four-option multi-select questions generated from the K12-KGraph curriculum knowledge graph of Chinese K-12 mathematics, physics, chemistry and biology textbooks; zero-shot, answer-only, temperature 0: prerequisite closure and direct successors of a concept or skill (5,417 items); higher is better. Source: arxiv.org. Saturation forecast: Around October 2027. 10 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3 Flash | 34.8 |
| 2 | Gemini 2.5 Flash | 29.7 |
| 3 | Gemma 4 31B (IT) | 28.3 |
| 4 | GPT-5.2 | 17.9 |
| 5 | Qwen 3 32B | 16.9 |
| 6 | GLM-4.7 Flash | 13.4 |
| 7 | GPT-5 Mini | 9.9 |
| 8 | GPT-4o | 9.3 |
| 9 | Llama 3 8B Instruct | 4.3 |
Interactive version: theaggregate.ai/benchmark?slug=k12-bench-prerequisite-reasoning · How It Works · Data refreshed daily, snapshot 2026-10-07.