GPSBench (Pure GPS) - Relative Position: leaderboard

Metric: Score (%) on the relative position (compass direction between two coordinates, usually on different continents) 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 Flash (Non-reasoning)70.8#237 (Gemini 2.5 Flash)
2GPT-5.1 (Low)70.7#131 (GPT-5.1)
3Gemini 2.5 Pro69.7#145
4GPT-5 Nano (Low)65.5#415 (GPT-5 Nano)
5Qwen 3 30B A3B 2507 Instruct64.1#464
6Claude Haiku 4.558.1#271
7Mistral Large 357.6#388
8GPT-4.1 Mini51#346
9GPT-4.147.5#240
10GPT-5 Mini (Low)46.6#176 (GPT-5 Mini)
11Qwen 3 235B A22B 2507 Instruct42.5#291
12Mistral Small 338.6#616
13Qwen 3 14B (Non-reasoning)35.8#524 (Qwen 3 14B)
14Qwen 3 8B (Non-reasoning)32.4#667 (Qwen 3 8B)

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-relative-position · How It Works · Data refreshed daily, snapshot 2026-10-11.