GPSBench (Pure GPS) - Coordinate Interpolation: leaderboard

Metric: Score (%) on the coordinate interpolation (a point a quarter, half or three quarters along a great-circle path) 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
1GPT-5.1 (Low)71.4#131 (GPT-5.1)
2GPT-5 Mini (Low)54.1#176 (GPT-5 Mini)
3Gemini 2.5 Pro52.1#145
4Qwen 3 235B A22B 2507 Instruct11.9#291
5GPT-4.111.4#240
6GPT-4.1 Mini9.1#346
7Qwen 3 30B A3B 2507 Instruct6.4#464
8Gemini 2.5 Flash (Non-reasoning)2.7#237 (Gemini 2.5 Flash)
9Claude Haiku 4.52.6#271
10Qwen 3 14B (Non-reasoning)2.1#524 (Qwen 3 14B)
11Qwen 3 8B (Non-reasoning)0.8#667 (Qwen 3 8B)
12Mistral Large 30.7#388
13GPT-5 Nano (Low)0.3#415 (GPT-5 Nano)
14Mistral Small 30.1#616

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-coordinate-interpolation · How It Works · Data refreshed daily, snapshot 2026-10-11.