mbart_coded_sanlish

Fine-tuned facebook/mbart-large-50-many-to-many-mmt for coded-Sanlish → Bangla translation, part of the Santali Speech-to-Bangla-Text thesis pipeline.

  • Source column: coded_sanlish (tagged as en_XX, a Latin-script placeholder)
  • Target column: Bangla (tagged as bn_IN)
  • Status: training complete — this is the best checkpoint

Training arguments used

Argument Value
evaluation_strategy epoch
save_strategy epoch
logging_steps 20
learning_rate 0.0003
weight_decay 0.01
warmup_ratio 0.1
per_device_train_batch_size 8
per_device_eval_batch_size 8
gradient_accumulation_steps 2
num_train_epochs 8
predict_with_generate True
fp16 True
load_best_model_at_end True
metric_for_best_model eval_loss
greater_is_better False
save_total_limit 2

Final results (best checkpoint, by eval_loss)

Metric Value
eval_loss 2.631115674972534
BLEU 7.6122363636138815
chrF++ 25.5530785618982
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