Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis
This is an implementation for our paper titled Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis based on Pytorch.
| An Example of Mitigating Entity Bias through Counterfactual Analysis |
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Dependencies (with python == 3.8.2):
torch==1.8.1+cu102
transformers==4.7.0
numpy==1.18.1
joblib==1.1.0
The necessary data has been provided in the folder already. The 'test.json' file includes the test set of TACRED.
python core.py
MIT