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Ethics, Equity, Inclusion | Stanford HAI
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Back to Ethics, Equity, Inclusion

All Work Published on Ethics, Equity, Inclusion

Whose Opinions Do Language Models Reflect?
Shibani Santurkar, Esin Durmus, Faisal Ladhak, Cinoo Lee, Percy Liang, Tatsunori Hashimoto
Quick ReadSep 20, 2023
Policy Brief

This brief introduces a quantitative framework that allows policymakers to evaluate the behavior of language models to assess what kinds of opinions they reflect.

Whose Opinions Do Language Models Reflect?

Shibani Santurkar, Esin Durmus, Faisal Ladhak, Cinoo Lee, Percy Liang, Tatsunori Hashimoto
Quick ReadSep 20, 2023

This brief introduces a quantitative framework that allows policymakers to evaluate the behavior of language models to assess what kinds of opinions they reflect.

Generative AI
Ethics, Equity, Inclusion
Policy Brief
When AI Imagines a Tree: How Your Chatbot’s Worldview Shapes Your Thinking
Katie Gray Garrison
Jul 28, 2025
News

A new study on generative AI argues that addressing biases requires a deeper exploration of ontological assumptions, challenging the way we define fundamental concepts like humanity and connection.

When AI Imagines a Tree: How Your Chatbot’s Worldview Shapes Your Thinking

Katie Gray Garrison
Jul 28, 2025

A new study on generative AI argues that addressing biases requires a deeper exploration of ontological assumptions, challenging the way we define fundamental concepts like humanity and connection.

Ethics, Equity, Inclusion
Generative AI
News
Balancing Fairness and Efficiency in Health Plan Payments
Anna Zink, Thomas G. McGuire, Sherri Rose
Quick ReadNov 15, 2022
Policy Brief

This brief urges policymakers to realign the healthcare market’s incentives in favor of patients, recommending interventions that shape companies’ incentives around the pricing models they deploy.

Balancing Fairness and Efficiency in Health Plan Payments

Anna Zink, Thomas G. McGuire, Sherri Rose
Quick ReadNov 15, 2022

This brief urges policymakers to realign the healthcare market’s incentives in favor of patients, recommending interventions that shape companies’ incentives around the pricing models they deploy.

Healthcare
Ethics, Equity, Inclusion
Policy Brief
How Language Bias Persists in Scientific Publishing Despite AI Tools
Scott Hadly
Jun 16, 2025
News

Stanford researchers highlight the ongoing challenges of language discrimination in academic publishing, revealing that AI tools may not be the solution for non-native speakers.

How Language Bias Persists in Scientific Publishing Despite AI Tools

Scott Hadly
Jun 16, 2025

Stanford researchers highlight the ongoing challenges of language discrimination in academic publishing, revealing that AI tools may not be the solution for non-native speakers.

Ethics, Equity, Inclusion
Generative AI
News
Using Algorithm Audits to Understand AI
Danaë Metaxa, Jeffrey Hancock
Quick ReadOct 06, 2022
Policy Brief

This brief reviews the history of algorithm auditing, describes its current state, and offers best practices for conducting algorithm audits today.

Using Algorithm Audits to Understand AI

Danaë Metaxa, Jeffrey Hancock
Quick ReadOct 06, 2022

This brief reviews the history of algorithm auditing, describes its current state, and offers best practices for conducting algorithm audits today.

Ethics, Equity, Inclusion
Privacy, Safety, Security
Policy Brief
How Stanford Is Advancing Responsible AI
Stanford Report
Jun 10, 2025
Media Mention

As part of Stanford's emphasis on advancing responsible AI, Stanford HAI and the Stanford Artificial Intelligence Lab (SAIL) are teaming up to build on their existing legacies on the foundations, development, applications, and study of AI technologies.

How Stanford Is Advancing Responsible AI

Stanford Report
Jun 10, 2025

As part of Stanford's emphasis on advancing responsible AI, Stanford HAI and the Stanford Artificial Intelligence Lab (SAIL) are teaming up to build on their existing legacies on the foundations, development, applications, and study of AI technologies.

Ethics, Equity, Inclusion
Media Mention
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