TraceAV-Bench - Entity Tracking: leaderboard

Metric: Accuracy (%) on the 124 Entity Tracking (ET) 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 January 2027. 15 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)71.77
2Gemini 3 Flash65.32
3Gemini 2.5 Flash62.1
4Gemini 2.5 Pro60.48
5Gemini 2.0 Flash58.06
6Qwen2.5-Omni-7B37.1
7Gemma 4 E4B37.1

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