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KnoxDevelopers/
English-to-Luo-language-translation-LoRA

Name: English-to-Luo-language-translation-LoRA
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English-to-Luo-language-translation-LoRA

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

A LoRA adapter for translating text from English to Luo.

The following hyperparameters were used during training:

learning_rate: 0.0001
train_batch_size: 8
eval_batch_size: 8
seed: 42
optimizer: Use OptimizerNames.ADAMW_TORCH_FUSED with betas=(0.9,0.999) and epsilon=1e-08 and optimizer_args=No additional optimizer arguments
lr_scheduler_type: linear
num_epochs: 5
mixed_precision_training: Native AMP

Training Loss	Epoch	Step	Validation Loss
2.1452	1.0	3479	1.9266
2.0791	2.0	6958	1.8880
1.9458	3.0	10437	1.8700
2.0109	4.0	13916	1.8614
2.0050	5.0	17395	1.8584

Metric	Results	Explained
BLEU	13.711	Matches exact word sequence referencing our ground truth and adapter output.
		0-20= translation is literal or broken, 20-50=good (sweet spot), >60=very good or identical training and test data.
chrF++	45.363	Matches character sequence instead of whole words.
		Model adapter is getting the root words and grammar concepts right but using different word variations or spellings than our ground truth.