GeoChallenge - Hard: leaderboard

Metric: Exact match in percent on the Hard split on GeoChallenge-small (908 multiple-choice geometry proof problems sampled to match the full set's difficulty profile; one or more correct options per problem), unified prompt, greedy decoding (temperature 0), 16,384 output tokens, no tools; a problem counts only when the selected option set equals the gold set (no-guess protocol), with the problem text and its rendered diagram; higher is better. Source: arxiv.org. Saturation forecast: Estimated already saturated. 9 models tracked.

Top models

#ModelScoreOverall rank
1O3 (2025-04-16)65.76#117
2Claude 3.5 Sonnet10.87#337
3GPT-4o9.24#333
4Gemini 1.5 Pro9.24#442
5Qwen 2 VL 7B Instruct0#816

No result here: #3 Claude Opus 5.5, #5 GPT-6 Astra, #8 Claude Fable 5.1.

Interactive version: theaggregate.ai/benchmark?slug=geochallenge-hard · How It Works · Data refreshed daily, snapshot 2026-10-11.