DELTA: A DEep learning based Language Technology plAtform
This is an incremental platform that provides easy and fast experiences for using, deploying, and developing NLP and speech models for both academia and industry.
The paper introduces DELTA, a deep learning platform for natural language and speech processing, designed to solve industry-level problems by integrating popular neural network models and deployment tools, and it has been used to develop state-of-the-art algorithms and serve millions of users.
In this paper we present DELTA, a deep learning based language technology platform. DELTA is an end-to-end platform designed to solve industry level natural language and speech processing problems. It integrates most popular neural network models for training as well as comprehensive deployment tools for production. DELTA aims to provide easy and fast experiences for using, deploying, and developing natural language processing and speech models for both academia and industry use cases. We demonstrate the reliable performance with DELTA on several natural language processing and speech tasks, including text classification, named entity recognition, natural language inference, speech recognition, speaker verification, etc. DELTA has been used for developing several state-of-the-art algorithms for publications and delivering real production to serve millions of users.