Developing A Conceptual Framework for Analyzing People in Unstructured Data
Mark Díaz · Sunipa Dev · Emily Reif · Remi Denton · Vinodkumar Prabhakaran
Abstract
Unstructured data used in foundation model development is a challenge for systematic analyses to make data use and documentation decisions. From a Responsible AI perspective, these decisions often rely upon understanding how people are represented in data. We propose a framework to guide analysis of human representation in unstructured data and identify downstream risks.
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