13min chapter

The Gradient: Perspectives on AI cover image

Sasha Luccioni: Connecting the Dots Between AI's Environmental and Social Impacts

The Gradient: Perspectives on AI

CHAPTER

Exploring Biases in AI Models and Image Text Outputs

The chapter delves into the biases present in AI models, especially societal biases in text and image models, emphasizing how specific prompts can reinforce biases and the lack of diversity in default outputs. Various studies are referenced to highlight how biases are amplified and stereotypes validated through AI models, with a focus on gender and ethnicity biases. The discussion extends to the technical aspects of analyzing biases in AI models and the implications of biased textual descriptions associated with images on clustering and understanding demographics.

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