Biases in NLP datasets and how that is impacting model results

Biases existed since the dawn of humanity. As a society, we have come a long way to address and correct. Can we live without biases in the world of AI?

What kind of biases is making their way into your chatbots and automated systems that use pre-trained and fine-tuned models? What can be done to address these challenges?