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
Maltese · 14 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 | parakeet-ultraoverall pickaccurate pickfast pick | 17.01 | 23.0× | 13.3× | 0.69 GB | CC-BY-4.0 |
| 2 | orukeet | 17.18 | 25.1× | 13.6× | 0.69 GB | CC-BY-SA-4.0 |
| 3 | canary-1b-v2! | 19.75 | 14.1× | 8.3× | 1.07 GB | CC-BY-4.0 |
| 4 | parakeet-tdt-0.6b-v3 | 20.63 | 25.1× | 13.7× | 0.69 GB | CC-BY-4.0 |
| 5 | parakeet-primeline | 24.74 | 25.0× | 13.6× | 0.69 GB | CC-BY-4.0 |
| 6 | whisper-large-v3 | 68.79 | 2.0× | 1.0× | 1.55 GB | Apache-2.0 |
| 7 | whisper-large-v3-turbo | 70.92 | 3.1× | 1.4× | 0.83 GB | Apache-2.0 |
| 8 | whisper-large-v2 | 73.79 | 2.0× | 1.0× | 1.55 GB | Apache-2.0 |
| 9 | whisper-large | 84.11 | 2.0× | 1.0× | 1.55 GB | Apache-2.0 |
| 10 | whisper-medium | 85.06 | 4.1× | 1.9× | 0.77 GB | Apache-2.0 |
| 11 | Fun-ASR-MLT-Nano-2512! | 91.71 | 8.8× | 5.5× | 0.83 GB | FunASR Model Open Source License Agreement v1.1 |
| 12 | whisper-small | 97.32 | 11.7× | 5.9× | 0.25 GB | Apache-2.0 |
| 13 | whisper-tiny | 99.85 | 43.1× | 39.8× | 0.04 GB | Apache-2.0 |
| 14 | whisper-base | 103.46 | 29.0× | 19.3× | 0.08 GB | Apache-2.0 |