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Guiding Mathematical Reasoning via Mastering Commonsense Formula Knowledge

This is the offcial repo for the KDD-2023 paper "Guiding Mathematical Reasoning via Mastering Commonsense Formula Knowledge".

Requirements

  • python==3.6
  • torch==1.7.1
  • other pakages

Environment

  • OS: CentOS Linux release 7.7.1908
  • CPU: 64 Intel(R) Xeon(R) Gold 5218 CPU @ 2.30GHz
  • GPU: Four Tesla V100-SXM2 32GB
  • CUDA: 10.1

Datasets

  • Math23K-F
formula.txt: collection of 51 commonsense math formulas
formula_variant.txt: collection of 131 commonsense math formulas and their variants
  • MAWPS-F
formula.txt: collection of 18 commonsense math formulas
formula_variant.txt: collection of 46 commonsense math formulas and their variants

For any question, please contact us with email: [email protected].

Running

Train the model :

python run_seq2tree.py

Citation

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

@inproceedings{liu2023guiding,
  title={Guiding Mathematical Reasoning via Mastering Commonsense Formula Knowledge},
  author={Liu, Jiayu and Huang, Zhenya and Ma, Zhiyuan and Liu, Qi and Chen, Enhong and Su, Tianhuang and Liu, Haifeng},
  booktitle={Proceedings of the 29th ACM SIGKDD Conference on Knowledge Discovery and Data Mining},
  pages={1477โ€“1488},
  year={2023}
}

fomas's People

Contributors

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