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

Estonian · 15 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 canary-1b-v2!overall pickaccurate pickfast pick 12.72 14.1× 8.3× 1.07 GB CC-BY-4.0
2 parakeet-ultra 14.44 23.0× 13.3× 0.69 GB CC-BY-4.0
3 orukeet 15.16 25.1× 13.6× 0.69 GB CC-BY-SA-4.0
4 parakeet-primeline 17.17 25.0× 13.6× 0.69 GB CC-BY-4.0
5 parakeet-tdt-0.6b-v3 17.96 25.1× 13.7× 0.69 GB CC-BY-4.0
6 whisper-large-v3 18.30 2.0× 1.0× 1.55 GB Apache-2.0
7 whisper-large-v3-turbo 18.44 3.1× 1.4× 0.83 GB Apache-2.0
8 whisper-large-v2 23.25 2.0× 1.0× 1.55 GB Apache-2.0
9 whisper-large 27.31 2.0× 1.0× 1.55 GB Apache-2.0
10 whisper-medium 31.52 4.1× 1.9× 0.77 GB Apache-2.0
11 nemotron-3.5-asr-streaming-0.6b 31.84 17.1× 10.6× 0.70 GB OpenMDW-1.1
12 whisper-small 54.79 11.7× 5.9× 0.25 GB Apache-2.0
13 Fun-ASR-MLT-Nano-2512! 64.22 8.8× 5.5× 0.83 GB FunASR Model Open Source License Agreement v1.1
14 whisper-base 81.71 29.0× 19.3× 0.08 GB Apache-2.0
15 whisper-tiny 101.33 43.1× 39.8× 0.04 GB Apache-2.0