“Analysis and Implementation of the Translator Module in the Nagish App for Multilingual Communication”

Abstract— This paper analyzes the restatement module of the Nagish App, a multilingual communication tool designed to break down language walls in India. The app employs advanced neural machine restatement( NMT) ways to restate textbook and speech across several Indian languages. The paper discusses the system armature, data preprocessing, restatement models, and the technologies behind the module. The restatement system was estimated using multiple criteria , and the results demonstrate its eventuality for perfecting digital communication across verbal communities. This work contributes to developing real- time, accurate, and contextually applicable results for Indian languages. Keywords—Nagish App, Translation Module, Neural Machine Translation, Indian Languages, Text-to-Speech, Speech-to-Text.