Giter VIP home page Giter VIP logo

multioped's Introduction

MULTIOPED:A Corpus of Multi-Perspective News Editorials

This repositary contains the code and data of "MultiOpEe:A Corpus of Multi-Perspective News Editorials." in NAACL'21.

The MultiOpEd Dataset

Our dataset follows the below structure

Dataset statistics

The below two graphs show the statistics of our dataset and distribution of topics that our dataset covers.

Environments

transformers==4.5.0
torch==1.8.1

Reproducing the results

To reproduce the result, download the stance and relevance classifier from this google drive, modify their path in eval.sh, and simply run sh eval.sh

This should reproduce exactly the same result as we show in the paper.

Trained models

Our best trained model is also available in this google drive. It is a multi-task BART-based model that uses both relevance and stance classification tasks as auxiliary signals.

Train

Refer to train.py and train_both_auxiliary.py for training from scratch. More instructions of usage will be added soon.

Citation

@inproceedings{LCUR21,
    author = {Siyi Liu and Sihao Chen and Xander Uyttendaele and Dan Roth},
    title = {{MultiOpEd: A Corpus of Multi-Perspective News Editorials}},
    booktitle = {Proc. of the Annual Conference of the North American Chapter of the Association for Computational Linguistics (NAACL)},
    year = {2021}
}

multioped's People

Contributors

liusiyi641 avatar

Stargazers

 avatar Joe Brucker avatar Qian avatar Segun Aroyehun avatar  avatar  avatar Chao-Chun (Joe) Hsu avatar Sihao Chen avatar Ruochen avatar

Watchers

Stephen Mayhew avatar James Cloos avatar Christos Christodoulopoulos avatar Xuanyu Zhou avatar Sihao Chen avatar CogComp Dev 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.