https://github.com/siddk/relation-network

Tensorflow Implementation of Relation Networks for the bAbI QA Task, detailed in "A Simple Neural Network Module for Relational Reasoning," [https://arxiv.org/abs/1706.01427] by Santoro et. al.
https://github.com/siddk/relation-network

babi-tasks deepmind embeddings natural-language-processing relation-networks tensorflow tensorflow-models

Last synced: about 1 month ago
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Tensorflow Implementation of Relation Networks for the bAbI QA Task, detailed in "A Simple Neural Network Module for Relational Reasoning," [https://arxiv.org/abs/1706.01427] by Santoro et. al.

• Host: GitHub
• URL: https://github.com/siddk/relation-network
• Owner: siddk
• Created: 2017-07-09T03:50:31.000Z (over 7 years ago)
• Default Branch: master
• Last Pushed: 2017-07-19T02:07:23.000Z (over 7 years ago)
• Last Synced: 2024-09-27T21:20:26.391Z (about 2 months ago)
• Topics: babi-tasks, deepmind, embeddings, natural-language-processing, relation-networks, tensorflow, tensorflow-models
• Language: Python
• Homepage:
• Size: 3.42 MB
• Stars: 48
• Watchers: 4
• Forks: 16
• Open Issues: 5
• Metadata Files:
  • Readme: README.md

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README

        
# Relation Networks

Tensorflow Implementation of Relation Networks for the bAbI QA Task, detailed in

["A Simple Neural Network Module for Relational Reasoning,"](https://arxiv.org/abs/1706.01427) by Santoro et. al.

## Punchline ##

...

## Results ##

TBA

## Components ## 

...

## Repository Structure ##

Repository is structured in the following way:

    + model/ - Model Definition Code, including RN specific module implementation

    

    + preprocessor/ - Preprocessing Code to load and vectorize the bAbI Tasks (joint training)

    

    + data/ - Raw bAbI Task Data File (10K Version)

    

    + run.py - Core script for training and evaluating the Relation Networks on the bAbI Tasks.