You can deploy this model and start earning money today!

tclong/
wav2vec2-base-vios-v4

Name: wav2vec2-base-vios-v4
Availability: InStock

automatic-speech-recognition

generated_from_trainer

vivos_dataset

apache-2.0

endpoints_compatible

Views

No views yet

wav2vec2-base-vios-v4

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

Loss: 0.3198
Wer: 0.2169

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: 8
eval_batch_size: 8
seed: 42
gradient_accumulation_steps: 2
total_train_batch_size: 16
optimizer: Adam with betas=(0.9,0.999) and epsilon=1e-08
lr_scheduler_type: linear
lr_scheduler_warmup_steps: 500
num_epochs: 15
mixed_precision_training: Native AMP

Training results

Training Loss	Epoch	Step	Validation Loss	Wer
7.8138	0.69	500	3.5011	1.0
3.4372	1.37	1000	3.3447	1.0
1.9519	2.06	1500	0.8356	0.5944
0.8581	2.74	2000	0.5280	0.4038
0.6405	3.43	2500	0.4410	0.3410
0.5417	4.12	3000	0.3990	0.3140
0.4804	4.8	3500	0.3804	0.2973
0.4384	5.49	4000	0.3644	0.2808
0.4162	6.17	4500	0.3542	0.2648
0.3941	6.86	5000	0.3436	0.2529
0.3733	7.54	5500	0.3355	0.2520
0.3564	8.23	6000	0.3294	0.2415
0.3412	8.92	6500	0.3311	0.2332
0.3266	9.6	7000	0.3217	0.2325
0.3226	10.29	7500	0.3317	0.2303
0.3115	10.97	8000	0.3226	0.2279
0.3094	11.66	8500	0.3157	0.2236
0.2967	12.35	9000	0.3109	0.2202
0.2995	13.03	9500	0.3129	0.2156
0.2895	13.72	10000	0.3195	0.2146
0.3089	14.4	10500	0.3198	0.2169

Framework versions

Transformers 4.16.2
Pytorch 1.11.0+cu113
Datasets 1.18.3
Tokenizers 0.12.1

tclong/wav2vec2-base-vios-v4

wav2vec2-base-vios-v4

Model description

Intended uses & limitations

Training and evaluation data

Training procedure

Training hyperparameters

Training results

Framework versions

tclong/
wav2vec2-base-vios-v4