Contributed to an early-stage, volunteer-led nonprofit translation project supporting communities with limited internet access.

 Trained and compared translation models, including BERT-based approaches, to improve translation quality.

 Evaluated model outputs against manual translations to measure correction rates and identify areas for improvement.

 Developed an interface for processing longer content, including articles and books, beyond single-question translation.

 Stored processed translations and model results to enable reuse of previously translated content. 

Contributed to an early-stage, volunteer-led nonprofit translation project supporting communities with limited internet access.

 Trained and compared translation models, including BERT-based approaches, to improve translation quality.

 Evaluated model outputs against manual translations to measure correction rates and identify areas for improvement.

 Developed an interface for processing longer content, including articles and books, beyond single-question translation.

 Stored processed translations and model results to enable reuse of previously translated content.