abdulwaheed1/english-to-urdu-translation-mbart

Fine-tuned mBART Model for English to Urdu Translation

This repository contains a fine-tuned mBART model for English to Urdu translation. The model has been trained on a custom dataset and evaluated on test data.

Model Information

• Model Name: abdulwaheed1/english-to-urdu-translation-mbart
• Base Model: facebook/mbart-large-50
• Tokenizer: facebook/mbart-large-50
• Source Language: English (en)
• Target Language: Urdu (ur)

Usage

python
from transformers import MBart50TokenizerFast, MBartForConditionalGeneration

# Load the fine-tuned model
model_name = "abdulwaheed1/english-to-urdu-translation-mbart"
tokenizer = MBart50TokenizerFast.from_pretrained(model_name, src_lang="en_XX", tgt_lang="ur_PK")
model = MBartForConditionalGeneration.from_pretrained(model_name)

Evaluation

The model has been evaluated on a test dataset, and the following metrics were obtained:

• BLEU Score: 35.87
• Generation Length: 42.56
• Meteor Score: 0.60

Training Details

The model was trained using the transformers library with the following configuration:

• Training Loss: 1.5697
• Validation Loss: 1.1256

Dataset

The model was fine-tuned on a custom English-Urdu translation dataset. If you wish to use the same dataset, you can find the preprocessing script and dataset files in the data directory.

Acknowledgments

The fine-tuning process and code were inspired by the Hugging Face Transformers library.

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