HyperAIHyperAI

Command Palette

Search for a command to run...

4 months ago

DELTA: A DEep learning based Language Technology plAtform

Kun Han; Junwen Chen; Hui Zhang; Haiyang Xu; Yiping Peng; Yun Wang; Ning Ding; Hui Deng; Yonghu Gao; Tingwei Guo; Yi Zhang; Yahao He; Baochang Ma; Yulong Zhou; Kangli Zhang; Chao Liu; Ying Lyu; Chenxi Wang; Cheng Gong; Yunbo Wang; Wei Zou; Hui Song; Xiangang Li

DELTA: A DEep learning based Language Technology plAtform

Abstract

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.

Code Repositories

didi/delta
Official
tf
Mentioned in GitHub
Delta-ML/delta
tf
Mentioned in GitHub

Benchmarks

BenchmarkMethodologyMetrics
abstractive-text-summarization-on-cnn-dailyDELTA (BLSTM)
ROUGE-L: 27.3
intent-detection-on-atisDELTA (BLSTM-CRF)
Accuracy: 97.40
natural-language-inference-on-snliDELTA (LSTM)
% Test Accuracy: 80.7
slot-filling-on-atisDELTA (BLSTM-CRF)
F1: 0.952
text-classification-on-trec-6DELTA (CNN)
Error: 7.8
text-classification-on-yahoo-answersDELTA (HAN)
Accuracy: 75.1

Build AI with AI

From idea to launch — accelerate your AI development with free AI co-coding, out-of-the-box environment and best price of GPUs.

AI Co-coding
Ready-to-use GPUs
Best Pricing
Get Started

Hyper Newsletters

Subscribe to our latest updates
We will deliver the latest updates of the week to your inbox at nine o'clock every Monday morning
Powered by MailChimp