AoPS Strategy Coverage: leaderboard
Metric: AoPS-reference strategies recovered (% of the 217 reference strategy families for 80 AMC 10/12 and AIME problems; multiple-strategy prompt, one query per problem; dual-AI coding with human adjudication). Source: arxiv.org. Saturation forecast: Around March 2027. 4 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | Gemini 3.1 Pro (Preview) | 69.12 |
| 2 | GPT-5.4 | 59.91 |
| 3 | DeepSeek V3.2 (Thinking) | 58.99 |
| 4 | Claude Opus 4.6 | 46.08 |
Interactive version: theaggregate.ai/benchmark?slug=aops-strategy-coverage · How It Works · Data refreshed daily, snapshot 2026-09-26.