MultihopSpatial - 3-Hop Ego-Centric: leaderboard

Metric: Multiple-choice accuracy (%) on the 3-hop ego-centric questions of MultihopSpatial; higher is better. Source: arxiv.org. Saturation forecast: Not forecast. 37 models tracked.

Top models

#ModelScoreOverall rank
1Gemini 3 Pro39.7#77
2GPT-5.2 (xHigh)36.1#105 (GPT-5.2)
3Claude Opus 4.525.7#79
4Claude Opus 4.5 (Thinking)25.5#79 (Claude Opus 4.5)
5Gemma 3 4B (IT)22.1#971
6Qwen 3 VL 4B (Thinking)20.4#471 (Qwen 3 VL 4B)
7Qwen 3 VL 32B (Thinking)19.2#287 (Qwen 3 VL 32B)
8Qwen 3 VL 8B (Thinking)18.5
9Gemma 3 27B (IT)18.1#509
10Qwen 3 VL 235B A22B (Thinking)17.6#228 (Qwen 3 VL 235B A22B)
11Gemma 3 12B (IT)16.9#655
12Molmo2-8B15.9#522
13GLM-4.6V (Non-reasoning)15.9#309 (GLM-4.6V)
14Qwen 3 VL 4B Instruct15.5#506
15Qwen 3 VL 235B A22B Instruct14.8#264

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-ego-centric · How It Works · Data refreshed daily, snapshot 2026-10-11.