MUSE - Emotion Cause Inference: leaderboard

Infer why an artistic image evokes the emotion it does, one of MUSE's three affective-interpretation tasks. Score, higher is better. Source: arxiv.org/abs/2609.19088.

Metric: Score (%). Source: arxiv.org. Saturation forecast: Not forecast. 30 models tracked.

Top models

#ModelScoreOverall rank
1GPT-5.6 Sol49.18#22
2Gemma 3 27B (IT)35.74#528
3Gemma 3 12B (IT)33.66#672
4InternVL3-38B30.95#413
5Gemma 3 4B (IT)29.36#997
6MiniCPM-V-2.628.79#827
7Qwen 2.5 VL 7B28.77#641
8InternVL3-8B27.98#624
9GPT-4o27.97#357
10InternVL3-14B27.59#506

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

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