best model by language
Benchmarked on the FLEURS test split at Q8_0. Error is WER — lower is better. Speed is × realtime on Handy target hardware.
accuracy vs speed
Slovenian · 8 models · left is slower, down is better · log speed axis
AMD Ryzen 4750U GPU (Vulkan)
pareto frontier (no model is both faster and more accurate) other models
| | | | | | |
| 1 | canary-1b-v2!overall pickmost accuratefast pick | 12.7611.35–14.61 | 13.2× | 6.7× | 1.10 GB | CC-BY-4.0 |
| 2 | whisper-large-v3 | 19.1518.25–20.02 | 2.1× | 0.6× | 1.55 GB | Apache-2.0 |
| 3 | whisper-large-v3-turbo | 20.5619.59–21.52 | 3.4× | 0.8× | 0.83 GB | Apache-2.0 |
| 4 | parakeet-tdt-0.6b-v3 | 24.3023.22–25.50 | 12.5× | 7.5× | 0.72 GB | CC-BY-4.0 |
| 5 | whisper-medium | 33.9832.85–34.99 | 4.3× | 1.1× | 0.77 GB | Apache-2.0 |
| 6 | parakeet-primeline | 51.0749.27–52.72 | 12.5× | 7.5× | 0.72 GB | CC-BY-4.0 |
| 7 | whisper-small | 52.7051.43–53.95 | 12.1× | 3.4× | 0.25 GB | Apache-2.0 |
| 8 | Fun-ASR-MLT-Nano-2512! | 75.2273.63–76.87 | 9.0× | 4.5× | 0.83 GB | FunASR Model Open Source License Agreement v1.1 |