librispeech-5h-supervised

Kuray107/librispeech-5h-supervised

librispeech-5h-supervised is a automatic speech recognition model from Kuray107. Use it when you need speech turned into text. It is set up for transformers. The card lists the license as apache-2.0.

should probably proofread and complete it, then remove this comment. --

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At a glance

Task: Automatic Speech Recognition
Library: transformers
License: apache-2.0
Model type: wav2vec2
Access: Public
Created: Mar 5, 2022
Updated: Mar 6, 2022
SHA: 77449457

Model card

From the Hugging Face model README

librispeech-5h-supervised

This model is a fine-tuned version of facebook/wav2vec2-large-lv60 on the None dataset. It achieves the following results on the evaluation set:

Loss: 0.2041
Wer: 0.0624

Model description

More information needed

Intended uses & limitations

More information needed

Training and evaluation data

More information needed

Training procedure

Training hyperparameters

The following hyperparameters were used during training:

learning_rate: 0.0001
train_batch_size: 16
eval_batch_size: 8
seed: 42
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 1000
num_epochs: 100
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
3.7758	11.11	1000	0.3120	0.2337
0.1238	22.22	2000	0.1651	0.0826
0.0383	33.33	3000	0.1667	0.0712
0.023	44.44	4000	0.1893	0.0685
0.0166	55.56	5000	0.2008	0.0666
0.0131	66.67	6000	0.1942	0.0639
0.0106	77.78	7000	0.1979	0.0628
0.0091	88.89	8000	0.2027	0.0628
0.008	100.0	9000	0.2041	0.0624

Framework versions

Transformers 4.14.1
Pytorch 1.10.2
Datasets 1.18.2
Tokenizers 0.10.3

Task: Automatic Speech Recognition
Library: transformers
Type: wav2vec2
License: apache-2.0
Created: Mar 5, 2022
Updated: Mar 6, 2022