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indonesian_to_bataknese_translation_model

This model is a fine-tuned version of facebook/nllb-200-distilled-600M on the nusatranslation_mt dataset. It achieves the following results on the evaluation set:

  • Loss: 1.1479
  • Sacrebleu: 31.4299
  • Gen Len: 45.1465

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: 4
  • 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_ratio: 0.1
  • num_epochs: 5

Training results

Training Loss Epoch Step Validation Loss Sacrebleu Gen Len
1.6013 1.0 1650 1.3829 29.312 45.592
1.2324 2.0 3300 1.2091 30.6403 45.6005
1.0217 3.0 4950 1.1552 31.428 45.0845
0.8984 4.0 6600 1.1470 31.4125 45.365
0.8012 5.0 8250 1.1479 31.4299 45.1465

Framework versions

  • Transformers 4.34.1
  • Pytorch 2.1.0+cu118
  • Datasets 2.13.1
  • Tokenizers 0.14.1
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Evaluation results