MMAU: leaderboard

MMAU evaluates audio understanding across sound, music, and speech tasks with test-mini and test splits.

Metric: Avg Test (self-reported). Source: benchmarklist.com. Status: years away from saturation. 31 models tracked.

Top models

#ModelScore
1Gemini 3.1 Pro (Preview) (High)82.5
2Inkling77.2
3Inkling Small77
4Gemini 2.5 Pro69.36
5Gemini 2.5 Flash67.39
6Gemini 2.0 Flash67.03
7Gemini 2.5 Flash Lite61.61
8GPT-4o Audio60.82

Interactive version: theaggregate.ai/benchmark?slug=mmau · How It Works · Data refreshed daily, snapshot 2026-09-05.