This repository implements additional functionalities for the work FANG: Leveraging Social Context for Fake News Detection Using Graph Representation, including
- Relation filtering
- Stance detection
- Sentiment Classification
The main repo in the work can be found here
This repository is based on huggingface's transformers.
Untar datasets
tar xzvf GLUE.tar.gz
| Task | Description | Train bash script | Inference bash script | Data directory |
|---|---|---|---|---|
| Relation filtering | Filter out user posts that is unrelated to the news title | finetune_relation.sh | infer_relation.sh | GLUE/RELATION |
| Stance detection | Predicting whether a user post supports/denies a news title | finetune_stance.sh | infer_stance.sh | GLUE/STANCE2 |
| Sentiment classification | Predict the sentiment score of user posts | finetune_yelp.sh | infer_yelp.sh | GLUE/YELP |