@inproceedings{
diaz2023developing,
title={Developing A Conceptual Framework for Analyzing People in Unstructured Data},
author={Mark Diaz and Sunipa Dev and Emily Reif and Emily Denton and Vinodkumar Prabhakaran},
booktitle={Socially Responsible Language Modelling Research},
year={2023},
url={https://openreview.net/forum?id=QSPHfgw5fp}
}
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.
Developing A Conceptual Framework for Analyzing People in Unstructured Data
Mark Diaz Sunipa Dev Emily Reif Emily Denton Vinodkumar Prabhakaran