/InstructDS

EMNLP 2023: Instructive Dialogue Summarization with Query Aggregations

Primary LanguagePythonMIT LicenseMIT

InstructDS

This is the repo for EMNLP 2023: Instructive Dialogue Summarization with Query Aggregations

Requirements

Python = 3.10 (tested)

pip install -r requirements.txt

The main contributions:

  1. Release of Data

    1. SAMSum
    2. SAMSum_QDS (Ours)
    3. DialogSum (Ours with name replacement)
    4. DialogSum_QDS (Ours)
    5. TODSum
    6. TODSum_QDS (Ours)
    7. DREAM
  2. Traned Model

    1. Our model is trained from Flan-T5-XL.
    2. The model is uploaded and accessible from InstructDS.
  3. Demo of Instruvtive Summarization

    bash demo.sh
    # A100 GPU with 40G memory: Pass
    # A5000 GPU with 24G memory: Pass
    
  4. Demo Page (You can run locally.)

    Fore more information, please refer to Slides for Demo, Paper, and Poster.

Citation

@misc{wang2023instructive,
      title={Instructive Dialogue Summarization with Query Aggregations}, 
      author={Bin Wang and Zhengyuan Liu and Nancy F. Chen},
      year={2023},
      eprint={2310.10981},
      archivePrefix={arXiv},
      primaryClass={cs.CL}
}