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RuiqianLi/
wav2vec2-large-xls-r-300m-singlish-colab

Name: wav2vec2-large-xls-r-300m-singlish-colab
Availability: InStock

automatic-speech-recognition

generated_from_trainer

li_singlish

apache-2.0

endpoints_compatible

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wav2vec2-large-xls-r-300m-singlish-colab

This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the li_singlish dataset. It achieves the following results on the evaluation set:

Loss: 0.7199
Wer: 0.3337

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
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: 500
num_epochs: 30
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
4.2984	4.76	400	2.9046	1.0
1.1895	9.52	800	0.7725	0.4535
0.1331	14.28	1200	0.7068	0.3847
0.0701	19.05	1600	0.7547	0.3617
0.0509	23.8	2000	0.7123	0.3444
0.0385	28.57	2400	0.7199	0.3337

Framework versions

Transformers 4.11.3
Pytorch 1.10.0+cu113
Datasets 1.18.3
Tokenizers 0.10.3

RuiqianLi/wav2vec2-large-xls-r-300m-singlish-colab

wav2vec2-large-xls-r-300m-singlish-colab

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

RuiqianLi/
wav2vec2-large-xls-r-300m-singlish-colab