CASU - Role Inference: leaderboard
Context-aware auditory scene understanding: four-option questions on short semi-synthetic clips that mix speech, sound events and background, asking a speaker's role or the relationship between two speakers from their words and the surrounding scene; CASU benchmark (Zhang et al., UC Irvine, 2026). Accuracy in percent, higher is better.
Metric: Accuracy (%; four-option multiple-choice questions on semi-synthetic auditory scenes that combine speech, sound events and background; role inference: infer a speaker's role or the relationship between two speakers from speech and scene). Source: arxiv.org. Saturation forecast: Estimated already saturated. 13 models tracked.
Top models
| # | Model | Score | Overall rank |
|---|---|---|---|
| 1 | Gemini 2.0 Flash | 69.05 | #702 |
| 2 | Qwen3 Omni 30B A3B Instruct | 63.51 | #902 |
| 3 | Voxtral-Small-24B-2507 | 51.64 | #1291 |
| 4 | Qwen2.5-Omni-7B | 51.37 | #1797 |
No result here: #1 Claude Fable 5.2, #2 Gemini 4 Carbon, #5 Claude Opus 5.5.
Interactive version: theaggregate.ai/benchmark?slug=casu-role-inference · How It Works · Data refreshed daily, snapshot 2026-11-12.