MUSE - Remote Interaction: leaderboard

Reason about interactions between spatially distant elements of an artistic image, one of MUSE's three compositional-reasoning tasks. Accuracy, higher is better. Source: arxiv.org/abs/2609.19088.

Metric: Accuracy (%). Source: arxiv.org. Saturation forecast: Around February 2027. 30 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol86.5#22
2InternVL3-38B43#413
3InternVL3-14B39#506
4Qwen 2.5 VL 7B32#641
5GPT-4o30#357
6Gemma 3 12B (IT)26.5#672
7Gemma 3 27B (IT)24.5#528
8InternVL3-8B23.5#624
9Gemma 3 4B (IT)11#997
10MiniCPM-V-2.69#827

No result here: #3 Claude Opus 5.5, #6 GPT-6 Astra, #7 GPT-6.1 Sol.

Interactive version: theaggregate.ai/benchmark?slug=muse-remote-interaction · How It Works · Data refreshed daily, snapshot 2026-11-05.