ODU-Bench (Audio-Only) - User Profile: leaderboard

Metric: Profile accuracy (%; mean per-field accuracy of predicted user-in-frame, gender and age group (gender and age group without video), demand scenes only; 731 synthetic audio-only scenes (570 with a demand, 161 without), user turns as audio, earlier assistant replies as text). Source: arxiv.org. Saturation forecast: Estimated already saturated. 14 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview)97.6
2Seed 2.0 Lite97.5
3Qwen 3.5 Omni Plus95.8
4Qwen3 Omni 30B A3B Instruct95.2
5Gemini 3.7 Flash94.1
6Gemini 3.5 Flash Lite82.4
7MiniCPM-o-4.575.9
8Qwen2.5-Omni-7B60.7

Interactive version: theaggregate.ai/benchmark?slug=odu-bench-audio-only-user-profile · How It Works · Data refreshed daily, snapshot 2026-09-26.