readme: ---
  license: cc-by-nc-sa-4.0
  ---
  
  This repository contains KenLM models for the Ukrainian language
  
  Metrics for the NEWS models (tested with an acoustic model of [wav2vec2-xls-r-300m model](https://huggingface.co/Yehor/wav2vec2-xls-r-300m-uk-with-small-lm)):
  
  | Model | CER | WER |
  |-|-|-|
  | no LM | 0.0412 | 0.2206 |
  | lm-3gram-10k (alpha=0.1) |  0.0398 |  0.2191 |
  | lm-4gram-10k (alpha=0.1) |  0.0398 | 0.219 |
  | lm-5gram-10k (alpha=0.1) |  0.0398 | 0.219 |
  | lm-3gram-30k |   0.038 |  0.2023 |
  | lm-4gram-30k |   0.0379 | 0.2018 |
  | lm-5gram-30k |  0.0379 | 0.202 |
  | lm-3gram-50k |  0.0348 |  0.1826 |
  | lm-4gram-50k |  0.0347 | 0.1818 |
  | lm-5gram-50k |  0.0347 | 0.1821 |
  | lm-3gram-100k |  0.031 | 0.1588 |
  | lm-4gram-100k |  0.0308 | 0.1579 |
  | lm-5gram-100k |  0.0308 | 0.1579 |
  | lm-3gram-300k |  0.0261 | 0.1294 |
  | lm-4gram-300k |  0.0261 | 0.1293 |
  | lm-5gram-300k |  0.0261 | 0.1293 |
  | lm-3gram-500k |  0.0248 | 0.1209 |
  | lm-4gram-500k |  0.0247 | 0.1207 |
  | lm-5gram-500k |  0.0247 | 0.1209 |
  
  Files of the models are under the Files and versions section.
  
  Attribution to the NEWS models:
  - Chaplynskyi, D. et al. (2021) lang-uk Ukrainian Ubercorpus [Data set]. https://lang.org.ua/uk/corpora/#anchor4
  