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.
No supported recommendation: the lowest error is at least 30% and its 95% confidence interval does not overlap 30%.
accuracy vs speed
Punjabi · 8 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 | whisper-large-v3 | 57.39 | 2.0× | 1.0× | 1.55 GB | Apache-2.0 |
| 2 | whisper-large-v3-turbo | 99.53 | 3.1× | 1.4× | 0.83 GB | Apache-2.0 |
| 3 | whisper-tiny | 100.54 | 43.1× | 39.8× | 0.04 GB | Apache-2.0 |
| 4 | whisper-base | 101.13 | 29.0× | 19.3× | 0.08 GB | Apache-2.0 |
| 5 | whisper-small | 101.31 | 11.7× | 5.9× | 0.25 GB | Apache-2.0 |
| 6 | whisper-large-v2 | 102.11 | 2.0× | 1.0× | 1.55 GB | Apache-2.0 |
| 7 | whisper-large | 102.98 | 2.0× | 1.0× | 1.55 GB | Apache-2.0 |
| 8 | whisper-medium | 103.19 | 4.1× | 1.9× | 0.77 GB | Apache-2.0 |