SpeechParaling-Bench (Chinese) - Paralanguage Control: leaderboard

Metric: Pairwise score (%) on the paralanguage control task (repeat a sentence with specified vocal features or an abstract style), Chinese subset: a Gemini 3 Pro judge compares each spoken response with the fixed baseline's (Doubao Realtime Voice; ties count half), and the baseline's own row is its strength-weighted average against the candidates (the paper's Eq. 3); higher is better. Source: arxiv.org. Saturation forecast: Rough model projection: around 2026. 5 models tracked.

Top models

#ModelScore
1Doubao Realtime Voice Model71.86
2GPT Audio (2025-08-28)35.57
3Gemini 2.5 Flash Audio29.64
4Qwen3-Omni-Flash-2025-12-0114.16
5Qwen3-Omni-Realtime4.72

Interactive version: theaggregate.ai/benchmark?slug=speechparaling-bench-chinese-paralanguage-control · How It Works · Data refreshed daily, snapshot 2026-10-07.