Code for the paper "Relation of the Relations: A New Formalization of the Relation Extraction Problem"

This repo contains the code for the EMNLP 2020 paper "Relation of the Relations: A New Paradigm of the Relation Extraction Problem" (Jin et al., 2020).

How to Run

Prepare data and environment

• SemEval2018 Task 7.2 dataset: You can download the publicly available data by the following command:

bash prep_data_and_env.sh

This command will also prepare the python environment for you. It will install all the packages in requirements.txt.

• ACE2005 dataset: You can download from its LDC website.

Training

1. ACE2005:

python main.py --dataset=ace_2005 --auto_hyperparam

2. SemEval2018 Task 7.2:

python main.py --dataset=semeval_2018_task7 --auto_hyperparam

Outputs

Outputs of SemEval2018 is available at .

For ACE2005, you can request our model's outputs by emailing the authors (Zhijing Jin or Yongyi Yang).

More Questions

Feel free to open a GitHub issue in case of any questions.