facebook_large_CV_bn3

Sameen53/facebook_large_CV_bn3

facebook_large_CV_bn3 is a automatic speech recognition model from Sameen53. Use it when you need speech turned into text. It is set up for transformers.

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

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At a glance

Task: Automatic Speech Recognition
Library: transformers
Model type: wav2vec2
Access: Public
Created: Aug 4, 2022
Updated: Aug 11, 2022
SHA: ea4dc206

Datasets

common_voice

Model card

From the Hugging Face model README

facebook_large_CV_bn3

This model is a fine-tuned version of Sameen53/facebook_large_CV_bn on the common_voice dataset. It achieves the following results on the evaluation set:

Loss: 0.2308
Wer: 0.2379

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: 5e-05
train_batch_size: 16
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 32
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 200
num_epochs: 6
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
No log	0.87	1000	0.2473	0.2524
0.2308	1.73	2000	0.2073	0.2450
0.261	2.6	3000	0.2036	0.2345
0.2498	3.47	4000	0.1916	0.2311
0.2433	4.33	5000	0.1869	0.2344
0.2588	5.2	6000	0.2308	0.2379

Framework versions

Transformers 4.20.1
Pytorch 1.11.0
Datasets 2.1.0
Tokenizers 0.12.1

Task: Automatic Speech Recognition
Library: transformers
Type: wav2vec2
Created: Aug 4, 2022
Updated: Aug 11, 2022