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metadata
language:
  - en
tags:
  - Text Classification
widget:
  - text: >-
      Nevertheless, Trump and other Republicans have tarred the protests as
      havens for terrorists intent on destroying property.
    example_title: Biased example 1
  - text: >-
      Christians should make clear that the perpetuation of objectionable
      vaccines and the lack of alternatives is a kind of coercion.
    example_title: Biased example 2
  - text: >-
      Strategic purchases of U.S. businesses and the placement of Chinese
      companies on American stock exchanges and indexes have also given the PRC
      enormous suasion over the avenues of American soft power.
    example_title: Non-Biased example 1
  - text: >-
      While emphasizing he’s not singling out either party, Cohen warned about
      the danger of normalizing white supremacist ideology.
    example_title: Non-Biased example 2

This model is part of the Research topic "Bias and Fairness in AI" conducted by Shaina Raza, Deepak John Reji, Chen Ding

  • Dataset : MBAD Data
  • datasize : 17775 entries
  • Label distribution : Biased - 10651, Non-Biased - 7124
  • Train-Test split : 90 : 10
  • tokenizer : distilbert-base-uncased
  • model : distilbert-base-uncased
  • optimizer : adam
  • Learning rate : 5e-5
  • Model parameters : 66,955,010
  • epochs : 30
  • Train accuracy : 0.7697
  • Test accuracy : 0.62
  • Train loss : 0.4506
  • Test loss : 0.9644
  • Carbon emission 0.319355 Kg