InductiveLR

The source code of Paper "Query Structure Modeling for Inductive Logical Reasoning Over Knowledge Graphs".

If you find this paper useful, please cite this paper:

@misc{wang2023query,
      title={Query Structure Modeling for Inductive Logical Reasoning Over Knowledge Graphs}, 
      author={Siyuan Wang and Zhongyu Wei and Meng Han and Zhihao Fan and Haijun Shan and Qi Zhang and Xuanjing Huang},
      year={2023},
      eprint={2305.13585},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}

Setting up

1. To set up the environment, please install the packages in the requirements.txt.

   pip install -r requirements.txt

2. You can first download the raw data to Data directory and run scripts in DataProcessing to get data for experiments.

   • For inductive datasets, please refer to Project QE-TEMP to download the dataset Ind-FB15k-237-V2 and dataset Ind-NELL-V3. Then
   • For transductive datasets, please refer to Project Query2Box to download the dataset FB15k, FB15k-237 and NELL995. Then you can run the following scripts:

     cd DataProcessing
     python load_reasoning_data.py
     python load_reasoning_data_ind.py