Open-Domain Question Answering Competition

Code

• Reader
  • README
  • model.py: LSTM Model, Normal Model
  • train.py: baseline training code
  • train_kfold.py: KFold LSTM training model
  • train_with_negatives.py: elastic search & training code
  • inference.py
  • inference_dpr.py
• Retrieval
  • README
  • Bi-Encoder In-batch Negative
  • Bi-Encoder with Efficient Negative
  • cross_encoder In-batch Negative
  • cross_encoder with Elastic Negative
  • elastic_search.py
  • colbert.py
• utils
  • loss.py
  • utils_qa.py

  │  .gitignore
  │  config.yaml
  │  inference.py
  │  inference_dpr.py
  │  install_requirements.sh
  │  README.md
  │  
  ├─reader
  │      inference_dpr_kfold.sh
  │      models.py
  │      README.md
  │      train.py
  │      trainer_qa.py
  │      train_kfold.py
  │      train_kfold.sh
  │
  ├─retrieval
  │      ColBert.py
  │      cross_encoder.py
  │      dense_train.py
  │      DPR.py
  │      elastic_filter_POS.py
  │      elastic_make_negatives.py
  │      elastic_search.py
  │      gold.py
  │      README.md
  │      retrieval.py
  │
  └─utils
          loss.py
          utils_qa.py
          __init__.py
          

Implementation

• Install Requirements

  bash install_requirements.sh