Darshan Gowda D H and Dr. Kruti R

Automated Multilingual Translator Using Neural Translation

The results indicate that a moderately sized, shared self-attention architecture can deliver production-quality multilin-gual translation within the resource constraints of an academic de-ployment, while surfacing clear directions – low-resource language coverage, domain adaptation, and speech-based extension – for con-tinued development.