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Code for our paper "A Reinforcement Learning Approach to Interactive-Predictive Neural Machine Translation"

Python 96.52% Shell 3.48%

bipnmt's Introduction

BIPNMT

Code for our paper "A Reinforcement Learning Approach to Interactive-Predictive Neural Machine Translation"

The code is written based on Nguyen et.al, 2017's code: https://github.com/khanhptnk/bandit-nmt/

Requirements:

  • Python 3.5
  • PyTorch 0.3

  1. Download and create the vocabulary
  • Go to the ``scripts'' folder and:
    • source download_data.sh
    • source make_data.sh fr en
  1. To train the model; you can follow a sample script in ``scripts'' folder
  • run_train.sh
  1. To evaluate the trained models
  • use the -eval flag (a sample script: run_eval.sh)

Notes:

  1. For BIP-NMT, it takes about 25 mins for training 1000 sentences under a Nvidia Tesla P40 - 24GB RAM GPU.

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