wav2vec2-xls-r-1b-german-cv11

aware-ai/wav2vec2-xls-r-1b-german-cv11

wav2vec2-xls-r-1b-german-cv11 is a automatic speech recognition model from aware-ai. 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: Oct 20, 2022
Updated: Jun 29, 2023
SHA: b2a65bf5

Model card

From the Hugging Face model README

wav2vec2-xls-r-1b-german-cv11

This model is a fine-tuned version of wav2vec2-xls-r-1b-german-cv11 on the MOZILLA-FOUNDATION/COMMON_VOICE_11_0 - DE dataset. It achieves the following results on the evaluation set:

Loss: 0.1298
Wer: 0.1919

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: 1e-07
train_batch_size: 32
eval_batch_size: 32
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 64
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
num_epochs: 1.0
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
0.0653	1.0	7483	0.1298	0.1919

Framework versions

Transformers 4.23.1
Pytorch 1.12.1
Datasets 2.4.0
Tokenizers 0.12.1

Task: Automatic Speech Recognition
Library: transformers
Type: wav2vec2
Languages: de
Created: Oct 20, 2022
Updated: Jun 29, 2023