WISH

Few-Bits Semantic Hashing

Code in Python for the paper "Unsupervised Few-Bits Semantic Hashing with Implicit Topics Modeling", Findings of EMNLP 2020. [paper]

Model

Train

1. Data Preprocessing

   python3 datapreprocessing.py
   

2. Training

   If the datasets have multiple labels for a single sample, run

   python3 train_WISH.py
   

   Otherwise, run

   python3 train_WISH.py --single_label_flag
   

Citation

@inproceedings{ye2020unsupervised,
  title={Unsupervised Few-Bits Semantic Hashing with Implicit Topics Modeling},
  author={Ye, Fanghua and Manotumruksa, Jarana and Yilmaz, Emine},
  booktitle={Proceedings of the 2020 Conference on Empirical Methods in Natural Language Processing: Findings},
  pages={2566--2575},
  year={2020}
}