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COVID QA Analysis

Yash Khandelwal, Kaushik Ravindran

github: https://github.com/yashskhandelwal/Covid_QA_Analysis

fine-tuned models page: https://huggingface.co/armageddon

Metics per model:

Evaluation:
  • Exact Match
  • F1 Score
Training time:
  • Time taken to fine tune the model
  • Average prediction time
Environmental impact:
  • GPU Details
  • CO2 emission impact of trainnig the model

List of models

  • BERT: Base, Large
  • RoBERTa: Base, Large
  • DistilBERT: Base
  • ALBERT: Base, XXL
  • ELECTRA: Base

Main libraries:

  • PyTorch
  • transformers (HuggingFace)
  • tokenizers (HuggingFace)
  • datasets (HuggingFace)
  • codecarbon
  • seaborn (visualization)

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