Code Monkey home page Code Monkey logo

opendialkg-graph-dialog's Introduction

OpenDialKG

OpenDialKG is a dataset of conversations between two crowdsourcing agents engaging in a dialog about a given topic. Each dialog turn is paired with its corresponding “KG paths” that weave together the KG entities and relations that are mentioned in the dialog. More details can be found in the following paper:

Seungwhan Moon, Pararth Shah, Anuj Kumar, Rajen Subba. "OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs", ACL (2019).

Usage

Data Processing

Commands are integrated into make_data.sh, so just run:

bash ./make_data.sh

KG Embedding Pre-training

bash ./train_KGE.sh

By default, KG Embeddings are stored in ./save/KGE/transe/.

KG Walker training

To Be Done

Reference

To cite this work please use:

@InProceedings{Moon2019opendialkg,
author = {Seungwhan Moon and Pararth Shah and Anuj Kumar and Rajen Subba},
title = {OpenDialKG: Explainable Conversational Reasoning with Attention-based Walks over Knowledge Graphs},
booktitle = {Proceedings of the 57th Annual Meeting of the Association for Computational Linguistics},
month = {July},
year = {2019},
}

License

OpenDialKG dataset is released under CC-BY-NC-4.0, and the codes in this repo is released under GPL, see LICENSE for details.

opendialkg-graph-dialog's People

Contributors

madcpt avatar

Watchers

James Cloos avatar

Recommend Projects

  • React photo React

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

  • Vue.js photo Vue.js

    🖖 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. 📊📈🎉

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 ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.