E3mo-Bench (Expressed) - Single-Video Perception (What-How): leaderboard
Metric: Accuracy (%; what or how multiple-choice questions about one video's emotion, valence, arousal, dominance or its cause, one per video among 2,598 single-video questions; 16 MLLMs on videos from eight emotion datasets, each assigned one affective perspective; subset: the emotion expressed by the people on screen). Source: arxiv.org. Saturation forecast: Around March 2028. 16 models tracked.
Top models
| # | Model | Score |
|---|---|---|
| 1 | GPT-5.4 | 70.21 |
| 2 | Claude Sonnet 4.6 | 67.67 |
| 3 | InternVL3-8B | 64.51 |
| 4 | Qwen2.5-Omni-7B | 61.05 |
Interactive version: theaggregate.ai/benchmark?slug=e3mo-bench-expressed-single-video-perception-what-how · How It Works · Data refreshed daily, snapshot 2026-09-29.