CASU - Scene Description Event Recall: leaderboard

Metric: Event match (%; an LLM judge counts the share of the scene script's sound events that the model's free description of the clip recognises). Source: arxiv.org. Saturation forecast: Around December 2026. 13 models tracked.

Top models

#ModelScore
1Gemini 2.0 Flash75
2GPT-4o Audio72
3Qwen3 Omni 30B A3B Instruct65
4Qwen2.5-Omni-7B44
5Qwen2-Audio-7B-Instruct41
6SALMONN-13B36
7Voxtral-Small-24B-250727

Interactive version: theaggregate.ai/benchmark?slug=casu-scene-description-event-recall · How It Works · Data refreshed daily, snapshot 2026-09-26.