/disinformation_detection

Primary LanguagePython

KnowPrompt4FakeNewsDetection

This repository contains the source code of the IPM paper "Fake news detection via knowledgeable prompt learning" by Gongyao Jiang, Shuang Liu, Yu Zhao, Yuehen Sun, and Meishan Zhang*.

# run standard settings
python run.py

# run zero-shot learning
python run_zero_shot.py

# run few-shot learning
python run_few_shot.py

Please cite our paper if it is helpful to your work.

@article{jiang-etal-fakenews,
  title = {Fake news detection via knowledgeable prompt learning},
  journal = {Information Processing & Management},
  volume = {59},
  number = {5},
  pages = {103029},
  year = {2022},
  issn = {0306-4573},
  doi = {https://doi.org/10.1016/j.ipm.2022.103029},
  url = {https://www.sciencedirect.com/science/article/pii/S030645732200139X},
  author = {Gongyao Jiang and Shuang Liu and Yu Zhao and Yueheng Sun and Meishan Zhang},
  keywords = {Fake news detection, Prompt learning, Pretrained language model, Knowledge utilization},
}