Should We Rely on Entity Mentions for Relation Extraction? Debiasing Relation Extraction with Counterfactual Analysis

Introduction

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

Running the experiments

Requirements

Dependencies (with python == 3.8.2):

torch==1.8.1+cu102
transformers==4.7.0
numpy==1.18.1
joblib==1.1.0

Data Preparation

The necessary data has been provided in the folder already. The 'test.json' file includes the test set of TACRED.

Running

python core.py

License

MIT