MultihopSpatial - 1-Hop Exo-Centric: leaderboard

Metric: Multiple-choice accuracy (%) on the 1-hop exo-centric questions of MultihopSpatial; higher is better. Source: arxiv.org. Saturation forecast: Around January 2027. 37 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro88.4#77
2Gemini 3 Flash86.8#93
3GLM-4.6V (Non-reasoning)80.1#309 (GLM-4.6V)
4Qwen 3 VL 32B (Thinking)79.6#287 (Qwen 3 VL 32B)
5Qwen 3 VL 235B A22B Instruct79.2#264
6Qwen 3 VL 235B A22B (Thinking)78.1#228 (Qwen 3 VL 235B A22B)
7GLM-4.6V (Thinking)77.6#309 (GLM-4.6V)
8Qwen 3 VL 32B Instruct76.4#276
9Molmo2-8B76.4#522
10GPT-5.2 (xHigh)76.4#105 (GPT-5.2)
11Qwen 3 VL 8B Instruct72.8#401
12Qwen 3 VL 8B (Thinking)70.5
13Qwen 3 VL 4B (Thinking)70.4#471 (Qwen 3 VL 4B)
14Qwen 3 VL 4B Instruct70.3#506
15Claude Opus 4.5 (Thinking)66.5#79 (Claude Opus 4.5)

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

Interactive version: theaggregate.ai/benchmark?slug=multihopspatial-1-hop-exo-centric · How It Works · Data refreshed daily, snapshot 2026-10-11.