MCGA - Speech Emotion Captioning: leaderboard

Metric: Emotion Caption Fidelity (0-100; persona, global tone and sentence-level emotion of 1,000 test recordings, DeepSeek-V3.2 judge). Source: arxiv.org. Saturation forecast: Around February 2027. 10 models tracked.

Top models

#ModelScore
1Qwen3 Omni 30B A3B Instruct58.4
2Gemini 3 Flash54
3Qwen2-Audio-7B-Instruct26.1
4Phi-4 Multimodal Instruct12.7

Interactive version: theaggregate.ai/benchmark?slug=mcga-speech-emotion-captioning · How It Works · Data refreshed daily, snapshot 2026-09-25.