Update README.md

README.md

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 Fine-tuned version of [facebook/wav2vec2-base](https://huggingface.co/facebook/wav2vec2-base) on `mozilla-foundation/common_voice_8_0 be` dataset.
 
 `Train`, `Dev`, `Test` splits were used as they are present in the dataset. No additional data was used from `Validated` split, 
-only 1 voicing of each sentence were used - the way the data was split by CommonVoice. 
-To build a better model one can use additional voicings from `Validated` split for sentences already present in `Train`, `Dev`, `Test` splits,
-i.e. enlarge mentioned split.
+only 1 voicing of each sentence was used - the way the data was split by [CommonVoice CorporaCreator](https://github.com/common-voice/CorporaCreator). 
+To build a better model **one can use additional voicings from `Validated` split** for sentences already present in `Train`, `Dev`, `Test` splits,
+i.e. enlarge mentioned splits.
 
 Language model was built using [KenLM](https://kheafield.com/code/kenlm/estimation/). 
-5-gram Language model was build on sentences from `Train` + (`Other` - `Dev` - `Test`) splits of `mozilla-foundation/common_voice_8_0 be` dataset.
+5-gram Language model was built on sentences from `Train + (Other - Dev - Test)` splits of `mozilla-foundation/common_voice_8_0 be` dataset.
 
 Source code is available [here](https://github.com/yks72p/stt_be).