best model by language

Benchmarked on the FLEURS test split at Q8_0. Error is CER — lower is better. Speed is × realtime on Handy target hardware.

accuracy vs speed

Cantonese · 6 models

AMD Ryzen 4750U GPU (Vulkan)
pareto frontier (no model is both faster and more accurate) other models
highlighted rows are recommended picks or on pareto frontier
1 Qwen3-ASR-1.7Baccurate pick 6.13 4.1× 2.5× 2.04 GB Apache-2.0
2 Qwen3-ASR-0.6Boverall pick 7.91 9.7× 5.3× 0.79 GB Apache-2.0
3 Fun-ASR-MLT-Nano-2512!fast pick 12.72 8.8× 5.5× 0.83 GB FunASR Model Open Source License Agreement v1.1
4 whisper-large-v3 22.06 2.0× 1.0× 1.55 GB Apache-2.0
5 whisper-large-v3-turbo 34.62 3.1× 1.4× 0.83 GB Apache-2.0
6 SenseVoiceSmall 37.44 27.7× 19.7× 0.24 GB model-license (FunASR MODEL_LICENSE)