NumS2T
Math Word Problem Solving with Explicit Numerical Values
Requirement
- Python3.6
- Pytorch 1.8.0
- numpy
- nltk
Train the model.
python run_seq2tree.py
Evaluate the model.
python evaluate.py
#Structure ├── README.md // help
├── data // datasets
│ ├── ape // Ape210K dataset
│ │ ├── train.ape.json //official data partition
│ │ ├── valid.ape.json
│ │ └── test.ape.json
│ └── Math_23K.json // Math23K dataset
├── hownet // external knowledge base HowNet
│ └── cilin.txt // external knowledge base cilin
├── models // Saved Models
├── output // Test data output
│
├── pre_data.py // data process
├── masked_cross_entropy.py // cross_entropy function
├── expressions_transfer.py // expression process
├── models.py // NumS2T's main model structure
├── run_seq2tree.py // train the model (Math23K default)
├── run_seq2tree_APE.py // train the model (APE210K default)
└── evaluate.py // evaluate the model