How would you ensure bias-free output when training a generative AI model for political content creation

Question

With the help of proper code example can I know How would you ensure bias-free output when training a generative AI model for political content creation?

Answer 1

Yes, ensuring bias-free output in a generative AI model for political content involves dataset balancing, adversarial debiasing, and fairness-aware loss functions. Here is the code snippet you can refer to:

In the above code, we are using the following key points:

• Uses a fairness-aware loss function to reduce bias in model outputs.

• Implements neutral prompts to guide unbiased text generation.

• Leverages pre-trained GPT-2 while applying debiasing techniques.

Hence, bias-free generative AI for political content is achieved through dataset balancing, fairness constraints, and prompt engineering.