MultihopSpatial - 2-Hop Exo-Centric: leaderboard

Metric: Multiple-choice accuracy (%) on the 2-hop exo-centric questions of MultihopSpatial; higher is better. Source: arxiv.org. Saturation forecast: Around February 2027. 37 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro81.2#77
2Gemini 3 Flash80#93
3Qwen 3 VL 32B (Thinking)70.1#287 (Qwen 3 VL 32B)
4Qwen 3 VL 235B A22B (Thinking)67.6#228 (Qwen 3 VL 235B A22B)
5Qwen 3 VL 4B (Thinking)63.9#471 (Qwen 3 VL 4B)
6GPT-5.2 (xHigh)63.6#105 (GPT-5.2)
7Qwen 3 VL 8B (Thinking)63.3
8GLM-4.6V (Thinking)63.1#309 (GLM-4.6V)
9GLM-4.6V (Non-reasoning)61.6#309 (GLM-4.6V)
10Molmo2-8B60.4#522
11Claude Opus 4.5 (Thinking)60#79 (Claude Opus 4.5)
12Qwen 3 VL 32B Instruct59.2#276
13Qwen 3 VL 235B A22B Instruct58.5#264
14Claude Opus 4.558.1#79
15Qwen 3 VL 8B Instruct55.3#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-2-hop-exo-centric · How It Works · Data refreshed daily, snapshot 2026-10-11.