TraceAV-Bench - Environmental Sound: leaderboard

Metric: Accuracy (%) on the 88 Environmental Sound (ES) questions, four-option multiple choice over long audio-visual videos (10 to 140 minutes), exact match of the selected option set, each model at its official inference setting, with the full audio and video input; higher is better. Source: arxiv.org. Saturation forecast: Around 2030. 15 models tracked.

Top models

#ModelScore
1Gemini 2.5 Pro65.91
2Gemini 3.1 Pro (Preview)63.64
3Gemini 3 Flash61.36
4Gemini 2.5 Flash60.23
5Gemini 2.0 Flash55.68
6Gemma 4 E4B54.55
7Qwen2.5-Omni-7B52.27

Interactive version: theaggregate.ai/benchmark?slug=traceav-bench-environmental-sound · How It Works · Data refreshed daily, snapshot 2026-10-07.