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RealKIE - Five Novel Datasets for Enterprise Key Information Extraction

Accessing the data

Run aws s3 sync s3://project-fruitfly <destination> --endpoint-url=https://s3.us-east-2.wasabisys.com --no-sign-request to pull the data.

A backup copy of our datasets is available at https://zenodo.org/records/13327077 in case of issues with Wasabi.

Running Baselines

to run the baselines

bash scripts/get_data.sh
docker compose up -d
bash scripts/run_sweeps.sh

You will need to modify the variables at the top of the run_sweeps.sh script to point to the correct Weights and Biases entity and project. The results will be available on Weights and Biases. Some scripts for analysis can be found in results_analysis_scripts/

Visualization

To visualize the data

  • First download the data to <repo_path>/datasets/
  • install streamlit pip install streamlit
  • from the root of the repo run streamlit run visualization/visualize_data.py