Giter Site home page Giter Site logo

sdrabb / argumentation_mining_models Goto Github PK

View Code? Open in Web Editor NEW
6.0 3.0 1.0 54 KB

This repository provides all the models that we use to solve the Context Independent Claim Detection Argumentation Mining sub-task.

Python 51.72% Lua 47.94% Shell 0.35%
neural-network lstm recursive-neural-network tree-lstm argumentation

argumentation_mining_models's Introduction

Argumentation Mining Models

This repository provides three types of Neural Networks that can be used to solve the Context Independent Claim Detection. We employ our models on the IBM dataset and for each of them we consider the pretrained word embeddings built with Glove model. For the Tree-LSTM model we follow the code of the Stanford Tree-Structured Long Short-Term Memory Networks.

Repository Structure

  • LSTM implementation of the LSTM: the model is defined in the file lstm.py, scores.py is used to evaluate the model. The considered topics are listed in considered_topic.txt.

  • RNN implementation of the RNN: the model is defined in the file rnn.py, scores_and_charts.py is used to evaluate the model.

  • Tree-LSTM contains the changes made to the Tree-Structured Long Short-Term Memory Networks to fit their implementation to our task.

Built With

  • Tensorflow - Long Short Term Memory and Recursive Neural Network
  • Torch - Tree Structured Long Short Term Memory

References

argumentation_mining_models's People

Contributors

sdrabb avatar

Stargazers

 avatar  avatar  avatar  avatar  avatar  avatar

Watchers

 avatar  avatar  avatar

Forkers

rishyjee

argumentation_mining_models's Issues

Regarding Datasets

Hey, @sdrabb this is Rishabh here. Actually I was working on IBM's argument mining dataset and their model. I find your lstm model really interesting. According to your readme file, this lstm model is trained on IBM Datasets.
Could you please share the datasets which you are using for score.py "data/arg_mining_new/topic_{}_test/topic_name.txt " . To what this link is referring too. I mean I am not getting your data/arg_mining file itself in the entire library.
Please do let me know as soon as possible.

Thank you.
Regards,
Rishabh Yadav.

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.