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gopdataset_phonome_base_add_transformer

This model is a fine-tuned version of facebook/wav2vec2-xls-r-300m on the None dataset. It achieves the following results on the evaluation set:

  • Loss: 0.3081
  • Cer: 0.1141

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: 32
  • 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: 30
  • mixed_precision_training: Native AMP

Training results

Training Loss Epoch Step Validation Loss Cer
6.7266 0.84 100 3.4268 0.9750
3.258 1.68 200 3.2266 0.7902
2.5421 2.52 300 1.1589 0.5124
1.0681 3.36 400 0.4367 0.1676
0.7192 4.2 500 0.4418 0.1658
0.5793 5.04 600 0.3079 0.1331
0.5329 5.88 700 0.3078 0.1287
0.4988 6.72 800 0.3051 0.1251
0.4455 7.56 900 0.2843 0.1206
0.4271 8.4 1000 0.2865 0.1234
0.4027 9.24 1100 0.2996 0.1214
0.3939 10.08 1200 0.2874 0.1199
0.3633 10.92 1300 0.2777 0.1237
0.3482 11.76 1400 0.2648 0.1171
0.3267 12.61 1500 0.2737 0.1174
0.3334 13.45 1600 0.2812 0.1176
0.3145 14.29 1700 0.2709 0.1163
0.2921 15.13 1800 0.2689 0.1153
0.2939 15.97 1900 0.2757 0.1153
0.2681 16.81 2000 0.2785 0.1161
0.2691 17.65 2100 0.2955 0.1196
0.2627 18.49 2200 0.2922 0.1174
0.2519 19.33 2300 0.2820 0.1148
0.2391 20.17 2400 0.3038 0.1190
0.2393 21.01 2500 0.2873 0.1162
0.2324 21.85 2600 0.2903 0.1148
0.2217 22.69 2700 0.3018 0.1167
0.2156 23.53 2800 0.3033 0.1153
0.2039 24.37 2900 0.2975 0.1147
0.2018 25.21 3000 0.3055 0.1159
0.1996 26.05 3100 0.3035 0.1151
0.2013 26.89 3200 0.3032 0.1153
0.2002 27.73 3300 0.3029 0.1146
0.196 28.57 3400 0.3118 0.1157
0.2047 29.41 3500 0.3081 0.1141

Framework versions

  • Transformers 4.17.0
  • Pytorch 2.4.0
  • Datasets 1.18.3
  • Tokenizers 0.20.3
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