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Modelling Domain Relationships for Transfer Learning on Retrieval-based Question Answering Systems

Author

Jianfei YU

[email protected]

Dec 26, 2018

Data and Code for:

Modelling Domain Relationships for Transfer Learning on Retrieval-based Question Answering Systems in E-commerce WSDM 2018 https://arxiv.org/abs/1711.08726

(Here we use the public SNLI+MNLI data for example.)

This repository contains the following components:

  • [SNLI Data] at put the SNLI data under the fold ../data (refer to the line 5-14 in preprocess.py)
  • [MNLI Data] at put the MultiNLI data under the fold ../data
  • [hCNN] at Pyramid_Model3.py & Pyramid_Model5.py with hCNN as the base model
  • [DRSS] at train_transfer_model3.py
  • [DRSS-Adv] at train_transfer_model5.py

Steps to run the codes:

  • [DRSS] To run this model, you need to set the glove word embedding path to your local path in line 103, and run:
python train_transfer_model3.py
  • [DRSS-Adv] To run this model, you need to set the glove word embedding path to your local path in line 103, and run:
python train_transfer_model5.py

Requirements

License:

Singapore Management University

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