Giter VIP home page Giter VIP logo

reviewsum's Introduction

ReviewSum

Codes and datasets for our paper: Neural Review Summarization Leveraging User and Product Information (CIKM19)

Requirements

  • python >= 3.5
  • pytorch >= 1.1.0
  • sumeval
  • tqdm

Datasets

Download the datasets from Google Drive or Baidu Pan. Put the unziped /data directory into the project root directory.

Models

The repository contains three baseline models: seq2seq, seq2seqAttn, pgn, and our proposed four models: AttrEnc, AttrDec, AttrEncDec, and MemAttr, as mentioned in our paper. The command to run each model is the same. Take our novel model MemAttr as an example:

Train a MemAttr model:

cd code/memAttr
python train.py 

Test the trained model:

python train.py -test -load_model <the_checkpoint_you_want_to_test>

The train and test parameters can be found in the source code train.py.

Citation

If you use our codes or datasets in your research, please kindly cite our paper: Neural Review Summarization Leveraging User and Product Information (CIKM19)

reviewsum's People

Contributors

pkuliuhui 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.