xusun26/Unpaired-Sentiment-Translation

Unpaired-Sentiment-Translation

Code for "Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach" [pdf]

Requirements

• ubuntu 16.04
• python 3.5
• tensorflow 1.4.1
• nltk 3.2.5

Data

• Yelp
• Amazon

Run

CUDA_VISIBLE_DEVICES=0 nohup python run_sentiment.py --mode=train --data_path=train/* --vocab_path=vocab.txt --log_root=log --exp_name=myexperiment --gpuid=0 > log.txt &

Cite

To use this code, please cite the following paper:

Jingjing Xu, Xu Sun, Qi Zeng, Xuancheng Ren, Xiaodong Zhang, Houfeng Wang, Wenjie Li. Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach. In proceedings of ACL 2018.

bibtext:

@inproceedings{unpaired-sentiment-translation,
  author    = {Jingjing Xu and Xu Sun and Qi Zeng and Xuancheng Ren and Xiaodong Zhang and Houfeng Wang and Wenjie Li},
  title     = {Unpaired Sentiment-to-Sentiment Translation: A Cycled Reinforcement Learning Approach},
  booktitle = {ACL},
  year      = {2018}
}