SAMA

accepted by ACL2020: Hiring Now: A Skill-Aware Multi-Attention Model for Job Posting Generation

the environment:

• python==3.7.6

• torch==1.2.0

• cudatoolkit==10.0.130

1. the trained model and data: [url]

   download the data and model.

2. unzip data_model.zip
   mv *pt SAMA/dataset
   mv pretrained_w2v SAMA/dataset
   mv trainedmodel SAMA/trained_model

3. train or just reproduce the results

   python train.py --file_dir SAMA/dataset     # for training
   python reproduce.py --file_dir SAMA/dataset    # just reproduce

data description

• src -- the text of job description
• srcid -- the word id of job description
• tgt -- the text of skill requirement
• tgtid -- the word id of skill requirement
• skillnet -- the recommed skill text of skill knowledge graph
• skillnetid -- the recommed skill word id of skill knowledge graph
• skilltgt -- the extracted skill text of skill requirement
• skilltgtid -- the extracted skill word id of skill requirement

The data is only for academic purposes.