Giter VIP home page Giter VIP logo

nmt-research-reproductions-pytorch's Introduction

NMT-Research-Reproductions-PyTorch

This is a repository for reproducing research results in neural machine translation. All details are implemented in PyTorch.

xnmt

Define general interfaces and modules for NMT. Heavily borrowed from OpenNMT-py.

text

Contains the preprocess script for texts.

RNNsearch

Reference paper:

Neural Machine Translation by Jointly Learning to Align and Translate

Comment: I can not get expected performance in a Chinese-English translation task.

Base-Model

Reference paper:

Effective Approaches to Attention-based Neural Machine Translation

Comment: Self-defined multi-layer encoder-decoder with attention and input feeding. The model can get good performance in a Chinese-English translation task. And it is adopted as baseline for following experiments.

BPE

Reference paper:

Neural Machine Translation of Rare Words with Subword Units

Comment: It just has the preprocess script since all others are just the same as normal procedure.

nmt-research-reproductions-pytorch's People

Watchers

Shubham Pachori avatar paper2code - bot avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    ๐Ÿ–– Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. ๐Ÿ“Š๐Ÿ“ˆ๐ŸŽ‰

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google โค๏ธ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.