GeoChallenge: leaderboard

Metric: Exact match in percent on all 908 problems 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)67.84#117
2Qwen 2 VL 7B Instruct26.65#816
3Gemini 1.5 Pro24.45#442
4Claude 3.5 Sonnet21.81#337
5GPT-4o17.51#333

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

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