Create bias.md

bias.md

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+Field                                                                                               |  Response
+:---------------------------------------------------------------------------------------------------|:---------------
+What is the language balance of the model validation data?  |  English: 100%
+What is the geographic origin language balance of the model validation data?                                                 |  United States: 80%, United Kingdom: 10%, Others: 10%
+What is the accent balance of the model validation data?                                                   |  American English: 80%, British English: 10%, Others: 10%
+Participation considerations from adversely impacted groups ([protected classes](https://www.senate.ca.gov/protected-classes)) in model design and testing: |  Age, Gender, Linguistic Background
+Measures taken to mitigate against unwanted bias: | Used a custom dataset to evaluate model performance across genders, age groups, and linguistic backgrounds.