ABSTRACT In a country like India, where multiple languages are spoken, language differences often obstruct effective communication. To address this, we present WordBridge, a smart, fully offline text translation system tailored for Indian languages. This system supports real-time translation of English text into multiple Indian languages, integrating transformer-based neural models for enhanced contextual accuracy. Designed with a lightweight architecture suitable for mobile and low-connectivity environments, WordBridge ensures accessibility in rural areas and supports scalability for future language additions. The system offers a promising solution to bridge language gaps in education, governance, healthcare, and digital communication. *Keywords—*Language Translation, Neural Machine Translation, NLP, Indian Languages, Offline Translation, Multilingual AI
Sinchana et al. (Tue,) studied this question.