Giter VIP home page Giter VIP logo

ceg-qa's Introduction

Repository for Causal Event Graph-Guided Language-based Spatiotemporal Question Answering Paper

This repository contains training code for baselines and methods implemented in the paper

Library Installations

python -m pip install -r requirements.txt

Baseline Methods

Tested with transE, distMult, CompIEx, and HolE embeddings

Training Scripts for CLEVRER Dataset

python main.py --datapath data --datafile CLEVRER_data.pkl --baseline trans_e
python main.py --datapath data --datafile CLEVRER_data.pkl --baseline dm_e
python main.py --datapath data --datafile CLEVRER_data.pkl --baseline comp_e
python main.py --datapath data --datafile CLEVRER_data.pkl --baseline hyp_e

Training Scripts for CLEVRER Humans Dataset

python main.py --datapath data --datafile CLEVRER_H_data.pkl --baseline trans_e
python main.py --datapath data --datafile CLEVRER_H_data.pkl --baseline dm_e
python main.py --datapath data --datafile CLEVRER_H_data.pkl --baseline comp_e
python main.py --datapath data --datafile CLEVRER_H_data.pkl --baseline hyp_e

Proposed Method

Tested with both the CLEVRER and CLEVRER Humans Dataset

Training Script for CLEVRER Dataset

python main.py --datapath data --datafile CLEVRER_data.pkl

Training Scripts for CLEVRER Humans Dataset

python main.py --datapath data --datafile CLEVRER_H_data.pkl

ceg-qa's People

Contributors

kauroy1994 avatar

Watchers

Kostas Georgiou avatar 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.