Coder Social home page Coder Social logo

deep1994 / esim-pytorch Goto Github PK

View Code? Open in Web Editor NEW
3.0 1.0 1.0 30 KB

ESIM implementation by PyTorch, get 89.29% accuracy on Quora Questions Pairs dataset.

Python 100.00%
esim pytorch quora-question-pairs paraphrase-detection text-classification

esim-pytorch's Introduction

ESIM-PyTorch

ESIM implementation by PyTorch, get 89.29% accuracy on Quora Questions Pairs dataset.

Requirements

  • Python 3.5+
  • PyTorch 1.0+

Usage

  • train
python run.py --gpu gpudevice(e.g. 0) 
  • test
python test.py ./saved_models/best.pth.tar --gpu gpudevice(e.g. 0)

The dataset, glove.npy, best.pth.tar can be downloaded from the given url in the above files.

The accuracy on the test set is 89.29%, I use the Quora Queations Pairs dataset from here, which can be downloaded from here

keras ESIM

A keras ESIM implementation can be found here: here, which can get 88.12% accuracy on the test set.

Reference

esim-pytorch's People

Contributors

deep1994 avatar

Stargazers

 avatar  avatar  avatar

Watchers

 avatar

Forkers

skybeamfinance

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.