DeepAI AI Chat
Log In Sign Up

Neural Machine Translation System of Indic Languages – An Attention based Approach

by   Parth Shah, et al.
Yahoo! Inc.

Neural machine translation (NMT) is a recent and effective technique which led to remarkable improvements in comparison of conventional machine translation techniques. Proposed neural machine translation model developed for the Gujarati language contains encoder-decoder with attention mechanism. In India, almost all the languages are originated from their ancestral language - Sanskrit. They are having inevitable similarities including lexical and named entity similarity. Translating into Indic languages is always be a challenging task. In this paper, we have presented the neural machine translation system (NMT) that can efficiently translate Indic languages like Hindi and Gujarati that together covers more than 58.49 percentage of total speakers in the country. We have compared the performance of our NMT model with automatic evaluation matrices such as BLEU, perplexity and TER matrix. The comparison of our network with Google translate is also presented where it outperformed with a margin of 6 BLEU score on English-Gujarati translation.


Neural Machine Translation for South Africa's Official Languages

Recent advances in neural machine translation (NMT) have led to state-of...

Learning to Parse and Translate Improves Neural Machine Translation

There has been relatively little attention to incorporating linguistic p...

Neural Machine Translation model for University Email Application

Machine translation has many applications such as news translation, emai...

Neural Machine Translation on Scarce-Resource Condition: A case-study on Persian-English

Neural Machine Translation (NMT) is a new approach for Machine Translati...

Improving the Performance of Neural Machine Translation Involving Morphologically Rich Languages

The advent of the attention mechanism in neural machine translation mode...

Amharic-Arabic Neural Machine Translation

Many automatic translation works have been addressed between major Europ...

Marathi To English Neural Machine Translation With Near Perfect Corpus And Transformers

There have been very few attempts to benchmark performances of state-of-...