GeoChallenge (Text Only): 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 only (no diagram); higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 10 models tracked.

Top models

#ModelScoreOverall rank
1Qwen 3 235B A22B 2507 (Thinking)75.55#253 (Qwen 3 235B A22B 2507)
2O3 Mini (2025-01-31)67.84#232
3O3 (2025-04-16)62.67#117
4Gemini 3 Pro (Preview)51.21#64
5Claude Sonnet 4.5 (Thinking)36.23#138 (Claude Sonnet 4.5)
6Gemini 1.5 Pro20.59#442
7Claude 3.5 Sonnet17.62#337
8DeepSeek R1 052816.41#217
9GPT-4o13.99#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-text-only · How It Works · Data refreshed daily, snapshot 2026-10-11.