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wav2vec2-large-lv60h-100h-2nd-try
patrickvonplaten/wav2vec2-large-lv60h-100h-2nd-try
wav2vec2-large-lv60h-100h-2nd-try is a automatic speech recognition model from patrickvonplaten. Use it when you need speech turned into text. It is set up for transformers.
Fine-tuning of wav2vec2-large-lv60 on 100h of Librispeech training data. Results are a bit worse than those reported in the Appendix in Table 3 of the original paper.
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At a glance
- Task
- Automatic Speech Recognition
- Library
- transformers
- Model type
- wav2vec2
- Access
- Public
- Created
- Mar 2, 2022
- Updated
- Mar 3, 2021
- SHA
- 38dfd9c8
Model card
From the Hugging Face model README
Fine-tuning of wav2vec2-large-lv60 on 100h of Librispeech training data. Results are a bit worse than those reported in the Appendix in Table 3 of the original paper.
Model was trained on librispeech-clean-train.100 with following hyper-parameters:
- 2 GPUs Titan RTX
- Total update steps 17500
- Batch size per GPU: 16 corresponding to a total batch size of ca. ~750 seconds
- Adam with linear decaying learning rate with 3000 warmup steps
- dynamic padding for batch
- fp16
- attention_mask was used during training
Result (WER) on Librispeech test:
| "clean" | "other" |
|---|---|
| 4.0 | 10.3 |
- Task
- Automatic Speech Recognition
- Library
- transformers
- Type
- wav2vec2
- Created
- Mar 2, 2022
- Updated
- Mar 3, 2021