GOLOS
Introduced by Karpov et al. inGolos: Russian Dataset for Speech Research
Golosis a Russian speech dataset suitable for speech research. The dataset mainly consists of recorded audio files manually annotated on the crowd-sourcing platform. The total duration of the audio is about 1240 hours.
Dataset structure
| Domain | Train files | Train hours | Test files | Test hours |
|---|
| Crowd | 979 796 | 1 095 | 9 994 | 11.2 |
| Farfield | 124 003 | 132.4 | 1 916 | 1.4 |
| Total | 1 103 799 | 1 227.4 | 11 910 | 12.6 |
Audio files in opus format
| Archive | Size | Link |
|---|
| golos_opus.tar | 20.5 GB | https://sc.link/JpD |
Audio files in wav format
| Archives | Size | Links |
|---|
| train_farfield.tar | 15.4 GB | https://sc.link/1Z3 |
| train_crowd0.tar | 11 GB | https://sc.link/Lrg |
| train_crowd1.tar | 14 GB | https://sc.link/MvQ |
| train_crowd2.tar | 13.2 GB | https://sc.link/NwL |
| train_crowd3.tar | 11.6 GB | https://sc.link/Oxg |
| train_crowd4.tar | 15.8 GB | https://sc.link/Pyz |
| train_crowd5.tar | 13.1 GB | https://sc.link/Qz7 |
| train_crowd6.tar | 15.7 GB | https://sc.link/RAL |
| train_crowd7.tar | 12.7 GB | https://sc.link/VG5 |
| train_crowd8.tar | 12.2 GB | https://sc.link/WJW |
| train_crowd9.tar | 8.08 GB | https://sc.link/XKk |
| test.tar | 1.3 GB | https://sc.link/Kqr |
Evaluation
Percents of Word Error Rate for different test sets
| Decoder \ Test set | Crowd test | Farfield test | MCV1 dev | MCV1 test |
|---|
| Greedy decoder | 4.389 % | 14.949 % | 9.314 % | 11.278 % |
| Beam Search with Common Crawl LM | 4.709 % | 12.503 % | 6.341 % | 7.976 % |
| Beam Search with Golos train set LM | 3.548 % | 12.384 % | - | - |
| Beam Search with Common Crawl and Golos LM | 3.318 % | 11.488 % | 6.4 % | 8.06 % |
