wav2vec2-large-xls-r-300m-dsb-base
This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the dataset "maminorěcna dolnoserbšćina" (native Lower Sorbian corpus). The rights on this dataset are reserved by the Institute for the Study of the Language, History and Culture of the Lusatian Sorbs/Wends and Comparative Minority Research. In case of any copyright issues, feel free to contact me so I can take this model offline.
Training procedure
Training hyperparameters
The following hyperparameters were used during training:
- learning_rate: 0.0003
- train_batch_size: 12
- eval_batch_size: 8
- seed: 42
- gradient_accumulation_steps: 3
- total_train_batch_size: 36
- optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
- lr_scheduler_type: linear
- lr_scheduler_warmup_steps: 100
- num_epochs: 1
Training results
Step | Training Loss | Validation Loss | Wer |
---|---|---|---|
200 | 5.513600 | 3.467023 | 1.000000 |
400 | 3.261500 | 3.338312 | 1.000000 |
600 | 3.165600 | 3.269723 | 1.000000 |
800 | 3.061200 | 3.040675 | 0.970368 |
1000 | 2.900200 | 2.777975 | 0.999815 |
1200 | 2.628300 | 2.489217 | 0.977313 |
1400 | 2.238100 | 2.156038 | 0.955459 |
1600 | 1.997200 | 2.101610 | 0.940087 |
1800 | 1.755900 | 1.965557 | 0.902398 |
2000 | 1.558900 | 2.060277 | 0.949810 |
2200 | 1.384400 | 2.010253 | 0.899713 |
2400 | 1.201500 | 2.141238 | 0.926382 |
2600 | 1.035700 | 2.229016 | 0.906195 |
2800 | 0.853200 | 2.401224 | 0.881008 |
3000 | 0.714000 | 2.431344 | 0.890175 |
3200 | 0.608200 | 2.569438 | 0.893509 |
Framework versions
- Transformers 4.32.1
- Pytorch 2.0.1+cu118
- Datasets 2.14.4
- Tokenizers 0.13.3
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Model tree for TiMauzi/wav2vec2-large-xls-r-300m-dsb-base
Base model
facebook/wav2vec2-xls-r-300m
Finetuned
this model