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Joint dialogue act segmentation and recognition

Acknowledgement

  • Most of this code is based on Tianyu Zhao's dialog processing repo; I copied relevant parts from src/tasks/joint_da_seg_recog
  • Some SWDA preprocessing code is based on Hao Cheng's dynamic speaker repo
  • Learning/optimizer common values, general tips, and good coding practices (though can't say I've successfully adopted them all) are based on Nikita Kitaev's self-attentive parser repo, as well as Nils Reimers' sentence transformers repo. These are beautiful codebases and I learned so much from just studying the code.

Steps

  • Preprocessing scripts ...
  • RNN models
  • Transformer models

TODO items/issues

Priority:

  • Implement sequence tagging model
  • Change LR scheduling schemes
  • Add ASR experiments

Longer-term:

  • Fix run_test and overhaul config ... to not have to pass all the params again during testing
  • Consolidate all models into one module; though needs some more thought as the tokenization is different

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