GPSBench (Pure GPS) - Area and Perimeter: leaderboard

Metric: Score (%) on the area and perimeter (spherical polygon of three to six cities) task of GPSBench's Pure GPS Track (geometric computation on coordinates); 1,020 test samples; zero-shot from the model's own knowledge, no tools, no chain-of-thought or few-shot prompting, temperature 0; choice tasks score accuracy and numerical tasks one minus the mean absolute percentage error; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 14 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 2.5 Pro53.9#145
2GPT-5.1 (Low)43.4#131 (GPT-5.1)
3Qwen 3 235B A22B 2507 Instruct20.1#291
4Gemini 2.5 Flash (Non-reasoning)18.9#237 (Gemini 2.5 Flash)
5GPT-5 Nano (Low)17.1#415 (GPT-5 Nano)
6GPT-4.1 Mini0#346
7GPT-4.10#240
8Claude Haiku 4.50#271
9Qwen 3 30B A3B 2507 Instruct0#464
10Mistral Large 30#388
11Qwen 3 8B (Non-reasoning)0#667 (Qwen 3 8B)
12Qwen 3 14B (Non-reasoning)0#524 (Qwen 3 14B)
13Mistral Small 30#616
14GPT-5 Mini (Low)0#176 (GPT-5 Mini)

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

Interactive version: theaggregate.ai/benchmark?slug=gpsbench-pure-gps-area-and-perimeter · How It Works · Data refreshed daily, snapshot 2026-10-11.