MultihopSpatial - 3-Hop Exo-Centric: leaderboard

Metric: Multiple-choice accuracy (%) on the 3-hop exo-centric questions of MultihopSpatial; higher is better. Source: arxiv.org. Saturation forecast: Around March 2028. 37 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro71.1#77
2Gemini 3 Flash61.2#93
3Qwen 3 VL 32B (Thinking)57.5#287 (Qwen 3 VL 32B)
4GPT-5.2 (xHigh)55.7#105 (GPT-5.2)
5Qwen 3 VL 235B A22B (Thinking)51.2#228 (Qwen 3 VL 235B A22B)
6Claude Opus 4.5 (Thinking)49.7#79 (Claude Opus 4.5)
7Claude Opus 4.548.5#79
8Qwen 3 VL 4B (Thinking)48.1#471 (Qwen 3 VL 4B)
9Qwen 3 VL 8B (Thinking)47.9
10GLM-4.6V (Non-reasoning)46.7#309 (GLM-4.6V)
11GLM-4.6V (Thinking)46.3#309 (GLM-4.6V)
12Molmo2-8B44.4#522
13Qwen 3 VL 32B Instruct43.9#276
14Qwen 3 VL 235B A22B Instruct42.9#264
15Qwen 3 VL 8B Instruct42.1#401

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

Interactive version: theaggregate.ai/benchmark?slug=multihopspatial-3-hop-exo-centric · How It Works · Data refreshed daily, snapshot 2026-10-11.