KMMAU - General Counting: leaderboard

Counting questions about the spoken content, a four-way choice, on native Korean speech in KMMAU (Kim et al., 2026). Accuracy in percent; higher is better.

Metric: Accuracy (%; four-choice counting question; native Korean audio from KSS, KMSAV and the Seoul Corpus; single run at temperature 0.7). Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 8 models tracked.

Top models

#ModelScoreOverall rank
1Fun-Audio-Chat69.2
2Raon-Speech65.4
3MiniCPM-o 4.542.3
4Step-Audio-2-mini40.4
5Qwen2.5-Omni38.5#1499
6Audio Flamingo 334.6
7HyperCLOVA X 8B Omni28.8
8InteractiveOmni25

Interactive version: theaggregate.ai/benchmark?slug=kmmau-general-counting · How It Works · Data refreshed daily, snapshot 2026-11-12.