Russian - Bashkir bilingual neural translator

Files from load folder are available here - https://drive.google.com/drive/folders/1yzh4ZnqG_q5UcNPvE4ALnHTmCElEFwqV?usp=sharing

Training process

Trained for 90 epochs using 524k sentence pairs for 2 days total (batch size = 64, hidden size = 124, GPU: RTX 3060)

Vocab size ru: 83333
Vocab size ba: 72647

NNLog for Russian-Bashkir pair: -0.145
NNLog for Bashkir-Russian pair: -0.195

Russian - Bashkir pair training loss

Bashkir - Russian pair training loss

Evaluation

BLEU score: 0.285

Streamlit translation result example

Still big space for improvement ;)

Acknoledgments

AigizK for providing parallel corpora text https://github.com/AigizK/bashkort-parallel-corpora